diff --git a/README-developer.md b/README-developer.md
index 0ab7bb68..c2c02a9d 100644
--- a/README-developer.md
+++ b/README-developer.md
@@ -23,7 +23,7 @@ Clone the repository from GitHub, set up your Python environment as you usually
 pip install -r requirements-dev.txt
 ```
 
-Note: if you have IDAES installed in your current environment, it will uninstall it and install the latest version from the main branch on Github. You can run `pip uninstall idaes` and reinstall it from your local repository if you need to test examples against a local branch of IDAES.
+Note: if you have IDAES installed in your current environment, it will uninstall it and install the latest version from the main branch on Github. You can run `pip uninstall idaes-pse` and reinstall it from your local repository if you need to test examples against a local branch of IDAES.
 
 The configuration of the installation is stored in `pyproject.toml`.
 
diff --git a/idaes_examples/mod/power_gen/soc_dynamic_flowsheet.py b/idaes_examples/mod/power_gen/soc_dynamic_flowsheet.py
index 60e5c867..a2744713 100644
--- a/idaes_examples/mod/power_gen/soc_dynamic_flowsheet.py
+++ b/idaes_examples/mod/power_gen/soc_dynamic_flowsheet.py
@@ -3,7 +3,7 @@
 import numpy as np
 
 import pyomo.environ as pyo
-from pyomo.common.config import ConfigValue, Bool
+from pyomo.common.config import ConfigValue, Bool, ListOf
 from pyomo.network import Arc
 from pyomo.common.fileutils import this_file_dir
 
@@ -83,6 +83,16 @@ class SocStandaloneFlowsheetData(FlowsheetBlockData):
                 **False** - do not make interconnect.}""",
         ),
     )
+    CONFIG.declare(
+        "soc_zfaces",
+        ConfigValue(
+            default=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],
+            domain=ListOf(float),
+            description="List containing coordinates of control volume faces "
+            "in z direction. Coordinates must start with zero, be strictly "
+            "increasing, and end with one",
+        ),
+    )
     CONFIG.declare(
         "quasi_steady_state",
         ConfigValue(
@@ -96,6 +106,19 @@ class SocStandaloneFlowsheetData(FlowsheetBlockData):
                 **False** - Create dynamic unit models where appropriate.}""",
         ),
     )
+    CONFIG.declare(
+        "soc_heat_loss",
+        ConfigValue(
+            default=False,
+            domain=Bool,
+            description="If True, add heat loss term to the SOC",
+            doc="""If True, add heat loss term to the SOC,
+                **default** - False.
+                **Valid values:** {
+                **True** - Heat loss term for the SOC,
+                **False** - No heat loss term created in SOC.}""",
+        ),
+    )
 
     def build(self):
         super().build()
@@ -328,7 +351,7 @@ def _define_cell_params(self):
             soec.interconnect.resistivity_thermal_exponent_dividend.fix(0)
 
     def _add_units(self):
-        zfaces = np.linspace(0, 1, 11).tolist()
+        zfaces = self.config.soc_zfaces
         xfaces_electrode = [0.0, 1.0]
         xfaces_electrolyte = [0.0, 1.0]
 
@@ -397,6 +420,7 @@ def _add_units(self):
             solid_oxide_cell_config=soc_cell_config,
             fuel_property_package=self.h2_side_prop_params,
             oxygen_property_package=self.o2_side_prop_params,
+            has_heat_loss_term=self.config.soc_heat_loss,
         )
 
         self.sweep_recycle_split = gum.Separator(
@@ -439,20 +463,21 @@ def pressure_equality_eqn(b, t):
                 "dynamic": False,
                 "has_holdup": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             hot_side={
                 "property_package": self.o2_side_prop_params,
                 "dynamic": False,
                 "has_holdup": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             shell_is_hot=True,
             flow_type=HeatExchangerFlowPattern.countercurrent,
-            finite_elements=10,
+            finite_elements=6,
+            collocation_points=1,
             tube_arrangement="in-line",
         )
         self.feed_hot_exchanger = CrossFlowHeatExchanger1D(
@@ -463,20 +488,21 @@ def pressure_equality_eqn(b, t):
                 "has_holdup": False,
                 "dynamic": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             hot_side={
                 "property_package": self.h2_side_prop_params,
                 "has_holdup": False,
                 "dynamic": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             shell_is_hot=True,
             flow_type=HeatExchangerFlowPattern.countercurrent,
-            finite_elements=12,
+            finite_elements=6,
+            collocation_points=1,
             tube_arrangement="staggered",
         )
         self.feed_medium_exchanger = CrossFlowHeatExchanger1D(
@@ -487,22 +513,28 @@ def pressure_equality_eqn(b, t):
                 "has_holdup": False,
                 "dynamic": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             hot_side={
                 "property_package": self.o2_side_prop_params,
                 "has_holdup": False,
                 "dynamic": False,
                 "has_pressure_change": False,
-                "transformation_method": "dae.finite_difference",
-                "transformation_scheme": "BACKWARD",
+                "transformation_method": "dae.collocation",
+                "transformation_scheme": "LAGRANGE-LEGENDRE",
             },
             shell_is_hot=True,
             finite_elements=6,
+            collocation_points=1,
             flow_type=HeatExchangerFlowPattern.countercurrent,
             tube_arrangement="staggered",
         )
+        # Need to deactivate unnecessary equations for LL collocation
+        self.sweep_exchanger.lagrange_legendre_deactivation()
+        self.feed_medium_exchanger.lagrange_legendre_deactivation()
+        self.feed_hot_exchanger.lagrange_legendre_deactivation()
+
         self.sweep_blower = gum.Compressor(
             doc="Sweep blower", property_package=self.o2_side_prop_params, dynamic=False
         )
@@ -512,7 +544,10 @@ def pressure_equality_eqn(b, t):
             dynamic=dynamic_unit_models,
             has_fluid_holdup=False,
             has_pressure_change=False,
-            finite_elements=4,
+            transformation_method="dae.collocation",
+            transformation_scheme="LAGRANGE-RADAU",
+            finite_elements=2,
+            collocation_points=2,
             tube_arrangement="in-line",
         )
         self.sweep_heater = Heater1D(
@@ -521,7 +556,10 @@ def pressure_equality_eqn(b, t):
             dynamic=dynamic_unit_models,
             has_fluid_holdup=False,
             has_pressure_change=False,
-            finite_elements=4,
+            transformation_method="dae.collocation",
+            transformation_scheme="LAGRANGE-RADAU",
+            finite_elements=2,
+            collocation_points=2,
             tube_arrangement="in-line",
         )
         self.condenser_flash = gum.Flash(
@@ -749,73 +787,94 @@ def total_electric_power_eqn(b, t):
             self.time, initialize=1000, units=pyo.units.K
         )
 
+        z0 = self.soc_module.solid_oxide_cell.iznodes.first()
+        zend = self.soc_module.solid_oxide_cell.iznodes.last()
+
         @self.Constraint(self.time)
         def stack_fuel_inlet_temperature_eqn(b, t):
             return (
                 b.stack_fuel_inlet_temperature[t]
-                == b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, 1]
+                == b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, z0]
             )
 
         @self.Constraint(self.time)
         def stack_sweep_inlet_temperature_eqn(b, t):
             return (
                 b.stack_sweep_inlet_temperature[t]
-                == b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, 10]
+                == b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, zend]
             )
 
         @self.Constraint(self.time)
         def stack_core_temperature_eqn(b, t):
-            return (
-                b.stack_core_temperature[t]
-                == (
-                    b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, 5]
-                    + b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, 6]
+            iznodes = self.soc_module.solid_oxide_cell.iznodes
+            if len(iznodes) % 2 == 0:
+                zlo = len(iznodes) / 2
+                zhi = len(iznodes) / 2 + 1
+                return (
+                    b.stack_core_temperature[t]
+                    == (
+                        b.soc_module.solid_oxide_cell.interconnect.temperature[
+                            t, 1, zlo
+                        ]
+                        + b.soc_module.solid_oxide_cell.interconnect.temperature[
+                            t, 1, zhi
+                        ]
+                    )
+                    / 2
+                )
+            else:
+                zmid = pyo.ceil(len(iznodes) / 2)
+                return b.stack_core_temperature[t] == (
+                    b.soc_module.solid_oxide_cell.interconnect.temperature[t, 1, zmid]
                 )
-                / 2
-            )
 
     def _scaling(self):
         ssf = iscale.set_scaling_factor
         cst = iscale.constraint_scaling_transform
-
-        ssf(self.total_electric_power, 1e-8)
-        ssf(self.soec_water_consumption_rate, 1e-3)
-        ssf(self.feed_recycle_split.recycle_ratio, 1)
-        ssf(self.sweep_recycle_split.recycle_ratio, 1)
-        ssf(self.condenser_split.recycle_ratio, 1)
-        ssf(self.h2_mass_production, 1)
-
         scale_indexed_constraint(self.total_electric_power_eqn, 1e-8)
         scale_indexed_constraint(self.soec_water_consumption_rate_eqn, 1e-3)
-
-        ssf(self.condenser_flash.control_volume.heat, 1e-7)
-
         ssf(self.feed_heater.control_volume.area, 1e-1)
         ssf(self.sweep_heater.control_volume.area, 1e-1)
-        ssf(self.feed_heater.control_volume.heat, 1e-6)
-        ssf(self.feed_heater.electric_heat_duty, 1e-6)
-        ssf(self.feed_heater.control_volume._enthalpy_flow, 1e-8)
-        ssf(self.feed_heater.control_volume.enthalpy_flow_dx, 1e-7)
-        ssf(self.feed_heater.heat_holdup, 1e-9)
-
-        ssf(self.sweep_heater.control_volume.heat, 1e-6)
-        ssf(self.sweep_heater.electric_heat_duty, 1e-6)
-        ssf(self.sweep_heater.control_volume._enthalpy_flow, 1e-8)
-        ssf(self.sweep_heater.control_volume.enthalpy_flow_dx, 1e-7)
-        ssf(self.sweep_heater.heat_holdup, 1e-9)
+        for t in self.time:
+            ssf(self.total_electric_power[t], 1e-8)
+            ssf(self.soec_water_consumption_rate[t], 1e-3)
+            ssf(self.feed_recycle_split.recycle_ratio[t], 1)
+            ssf(self.sweep_recycle_split.recycle_ratio[t], 1)
+            ssf(self.condenser_split.recycle_ratio[t], 1)
+            ssf(self.h2_mass_production[t], 1)
+
+            ssf(self.condenser_flash.control_volume.heat[t], 1e-7)
+
+            ssf(self.feed_heater.electric_heat_duty[t], 1e-6)
+            for x in self.feed_heater.control_volume.length_domain:
+                ssf(self.feed_heater.control_volume.enthalpy_flow_dx[t, x, "Vap"], 1e-7)
+                ssf(self.feed_heater.heat_holdup[t, x], 1e-9)
+                ssf(self.feed_heater.control_volume.heat[t, x], 1e-6)
+                ssf(self.feed_heater.control_volume._enthalpy_flow[t, x, "Vap"], 1e-8)
+
+            ssf(self.sweep_heater.electric_heat_duty[t], 1e-6)
+            for x in self.sweep_heater.control_volume.length_domain:
+                ssf(self.sweep_heater.control_volume.heat[t, x], 1e-6)
+                ssf(self.sweep_heater.control_volume._enthalpy_flow[t, x, "Vap"], 1e-8)
+                ssf(
+                    self.sweep_heater.control_volume.enthalpy_flow_dx[t, x, "Vap"], 1e-7
+                )
+                ssf(self.sweep_heater.heat_holdup[t, x], 1e-9)
 
         def scale_hx(hx):
             shell = hx.hot_side
             tube = hx.cold_side
-            ssf(shell.area, 1e-1)
-            ssf(hx.hot_side.heat, 1e-6)
             ssf(tube.area, 1)
-            ssf(hx.cold_side.heat, 1e-6)
-            ssf(shell._enthalpy_flow, 1e-8)
-            ssf(tube._enthalpy_flow, 1e-8)
-            ssf(shell.enthalpy_flow_dx, 1e-7)
-            ssf(tube.enthalpy_flow_dx, 1e-7)
-            ssf(hx.heat_holdup, 1e-8)
+            ssf(shell.area, 1e-1)
+            for t in hx.flowsheet().time:
+                for x in shell.length_domain:
+                    ssf(hx.hot_side.heat[t, x], 1e-6)
+                    ssf(hx.cold_side.heat[t, x], 1e-6)
+                    ssf(shell._enthalpy_flow[t, x, "Vap"], 1e-8)
+                    ssf(tube._enthalpy_flow[t, x, "Vap"], 1e-8)
+                    ssf(shell.enthalpy_flow_dx[t, x, "Vap"], 1e-7)
+                    ssf(tube.enthalpy_flow_dx[t, x, "Vap"], 1e-7)
+                    ssf(hx.heat_holdup[t, x], 1e-8)
 
         scale_hx(self.sweep_exchanger)
         scale_hx(self.feed_medium_exchanger)
@@ -954,6 +1013,9 @@ def fix_hx_params(hx):
         self.feed_hot_exchanger.number_columns_per_pass.fix(50)
         self.feed_hot_exchanger.number_rows_per_pass.fix(25)
 
+        if self.config.soc_heat_loss:
+            self.soc_module.total_heat_loss.fix(0)
+
     def initialize_build(
         self,
         outlvl=idaeslog.NOTSET,
@@ -1363,7 +1425,7 @@ def _add_tags(self):
             display_units=pyo.units.MW,
         )
         tag_group["total_electric_power"] = iutil.ModelTag(
-            doc="Total electric power for SOEC and auxiliaries",
+            doc="Total electric power for SOC and auxiliaries",
             expr=self.total_electric_power[t0],
             format_string="{:.3f}",
             display_units=pyo.units.MW,
@@ -1374,6 +1436,13 @@ def _add_tags(self):
             format_string="{:.1f}",
             display_units=pyo.units.dimensionless,
         )
+        if self.config.soc_heat_loss:
+            tag_group["soc_heat_loss"] = iutil.ModelTag(
+                doc="SOC heat loss",
+                expr=self.soc_module.total_heat_loss[t0],
+                format_string="{:.1f}",
+                display_units=pyo.units.MW,
+            )
         tag_group = iutil.ModelTagGroup()
         self.tags_input = tag_group
 
@@ -1390,7 +1459,7 @@ def _stream_table(tag_group):
         rows = set()
         cols = set()
         tags = []
-        for tag, stream, col in SoecStandaloneFlowsheetData._stream_col_gen(tag_group):
+        for tag, stream, col in SocStandaloneFlowsheetData._stream_col_gen(tag_group):
             rows.add(stream)
             cols.add(col)
             tags.append((tag, stream, col))
@@ -1455,41 +1524,48 @@ def add_controllers(self, variable_pairings):
 
     def _make_temperature_gradient_terms(self):
         soec = self.soc_module.solid_oxide_cell
-        dz = soec.zfaces.at(2) - soec.zfaces.at(1)
-        # Going to assume that the zfaces are evenly spaced
-        for iz in soec.iznodes:
-            assert abs(soec.zfaces.at(iz + 1) - soec.zfaces.at(iz) - dz) < 1e-8
-        dz = dz * soec.length_z
 
         def finite_difference(expr, t, ix, iz):
             # Since this is mostly for reference, no need to worry about upwinding or whatever
             if iz == soec.iznodes.first():
+                z0 = soec.znodes.at(iz) * soec.length_z
+                z1 = soec.znodes.at(iz + 1) * soec.length_z
+                z2 = soec.znodes.at(iz + 2) * soec.length_z
+                weights = [
+                    1 / (z0 - z1) + 1 / (z0 - z2),
+                    (z0 - z2) / ((z1 - z0) * (z1 - z2)),
+                    (z0 - z1) / ((z2 - z0) * (z2 - z1)),
+                ]
                 if ix is None:
-                    return (
-                        -1.5 * expr[t, iz] + 2 * expr[t, iz + 1] - 0.5 * expr[t, iz + 2]
-                    ) / dz
+                    return sum(weights[i] * expr[t, iz + i] for i in range(3))
                 else:
-                    return (
-                        -1.5 * expr[t, ix, iz]
-                        + 2 * expr[t, ix, iz + 1]
-                        - 0.5 * expr[t, ix, iz + 2]
-                    ) / dz
+                    return sum(weights[i] * expr[t, ix, iz + i] for i in range(3))
             elif iz == soec.iznodes.last():
+                z0 = soec.znodes.at(iz - 2) * soec.length_z
+                z1 = soec.znodes.at(iz - 1) * soec.length_z
+                z2 = soec.znodes.at(iz) * soec.length_z
+                weights = [
+                    (z2 - z1) / ((z0 - z1) * (z0 - z2)),
+                    (z2 - z0) / ((z1 - z0) * (z1 - z2)),
+                    1 / (z2 - z0) + 1 / (z2 - z1),
+                ]
                 if ix is None:
-                    return (
-                        1.5 * expr[t, iz] - 2 * expr[t, iz - 1] + 0.5 * expr[t, iz - 2]
-                    ) / dz
+                    return sum(weights[i] * expr[t, iz + i - 2] for i in range(3))
                 else:
-                    return (
-                        1.5 * expr[t, ix, iz]
-                        - 2 * expr[t, ix, iz - 1]
-                        + 0.5 * expr[t, ix, iz - 2]
-                    ) / dz
+                    return sum(weights[i] * expr[t, ix, iz + i - 2] for i in range(3))
             else:
+                z0 = soec.znodes.at(iz - 1) * soec.length_z
+                z1 = soec.znodes.at(iz) * soec.length_z
+                z2 = soec.znodes.at(iz + 1) * soec.length_z
+                weights = [
+                    (z1 - z2) / ((z0 - z1) * (z0 - z2)),
+                    1 / (z1 - z2) + 1 / (z1 - z0),
+                    (z1 - z0) / ((z2 - z0) * (z2 - z1)),
+                ]
                 if ix is None:
-                    return (0.5 * expr[t, iz + 1] - 0.5 * expr[t, iz - 1]) / dz
+                    return sum(weights[i] * expr[t, iz + i - 1] for i in range(3))
                 else:
-                    return (0.5 * expr[t, ix, iz + 1] - 0.5 * expr[t, ix, iz - 1]) / dz
+                    return sum(weights[i] * expr[t, ix, iz + i - 1] for i in range(3))
 
         soec.dtemperature_z_dz = pyo.Var(
             self.time, soec.iznodes, initialize=0, units=pyo.units.K / pyo.units.m
@@ -1608,32 +1684,35 @@ def temperature_upper_bound_eqn(b, t, iz):
 
         delta_T_limit = 75
 
+        z0 = self.soc_module.solid_oxide_cell.iznodes.first()
+        zend = self.soc_module.solid_oxide_cell.iznodes.last()
+
         @self.Constraint(self.time)
         def thermal_gradient_eqn_1(b, t):
             return (
-                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 1]
-                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 10]
+                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, z0]
+                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, zend]
             ) <= delta_T_limit
 
         @self.Constraint(self.time)
         def thermal_gradient_eqn_2(b, t):
             return (
-                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 10]
-                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 1]
+                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, zend]
+                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, z0]
             ) <= delta_T_limit
 
         @self.Constraint(self.time)
         def thermal_gradient_eqn_3(b, t):
             return (
-                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 1]
-                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 10]
+                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, z0]
+                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, zend]
             ) >= -delta_T_limit
 
         @self.Constraint(self.time)
         def thermal_gradient_eqn_4(b, t):
             return (
-                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 10]
-                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, 1]
+                b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, zend]
+                - b.soc_module.solid_oxide_cell.fuel_electrode.temperature[t, 1, z0]
             ) >= -delta_T_limit
 
         iscale.constraint_scaling_transform(self.thermal_gradient_eqn_1[t0], 1e-2)
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/max_production.json.gz b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/max_production.json.gz
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diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/min_production.json.gz b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/min_production.json.gz
new file mode 100644
index 00000000..7f92f0cf
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diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/neutral.json.gz b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/neutral.json.gz
new file mode 100644
index 00000000..ead80947
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diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/power_mode.json.gz b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/power_mode.json.gz
index 056e2eee..694e0f59 100644
Binary files a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/power_mode.json.gz and b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/power_mode.json.gz differ
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control.ipynb b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control.ipynb
index 978d3c90..9cf04a1b 100644
--- a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control.ipynb
+++ b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control.ipynb
@@ -142,8 +142,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
+      "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
+      "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
      ]
     }
    ],
@@ -627,7 +627,7 @@
        "      <g id=\"g3096\">\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.30 K</tspan></text>\n",
+       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.89 K</tspan></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
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        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
@@ -638,7 +638,7 @@
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        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
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@@ -646,7 +646,7 @@
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        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">886.52 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">888.27 K</tspan></text>\n",
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        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
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@@ -658,7 +658,7 @@
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        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
+       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
@@ -674,7 +674,7 @@
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        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
+       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
@@ -686,7 +686,7 @@
        "      <g id=\"g3096-7-9\">\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">963.51 K</tspan></text>\n",
+       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">962.01 K</tspan></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
@@ -703,7 +703,7 @@
        "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -722,7 +722,7 @@
        "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">969.53 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">968.03 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -731,7 +731,7 @@
        "      <g id=\"g3096-3-1\">\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">477.72 K</tspan></text>\n",
+       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">475.39 K</tspan></text>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
        "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
@@ -741,7 +741,7 @@
        "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -751,7 +751,7 @@
        "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">936.02 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">932.40 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -759,7 +759,7 @@
        "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -785,7 +785,7 @@
        "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">484.91 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">488.40 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -793,7 +793,7 @@
        "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">941.64 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">942.22 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -802,7 +802,7 @@
        "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
        "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">453.60 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">454.34 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -812,14 +812,14 @@
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.830 MW</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.989 MW</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.321 V</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.322 V</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">255.936 MW</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">256.095 MW</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
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@@ -856,7 +856,7 @@
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        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">442.77 K</tspan></text>\n",
+       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">445.89 K</tspan></text>\n",
        "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
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        "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
@@ -1076,607 +1076,557 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 243\n",
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\".\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    15011\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:     9356\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      667\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1495\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 6.79e+01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (331665)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 9.77e-01 1.41e+02  -1.0 5.95e+00    -  8.13e-01 9.85e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 9.25e-03 1.71e+02  -1.0 8.74e-02    -  9.90e-01 9.90e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.08e-05 2.80e+04  -1.0 6.27e-03    -  9.91e-01 9.97e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.260\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.041\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 93\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp69gau4jt_petsc_ts.log'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.sol'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpva9yq47l.pyomo.nl',)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.nl\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.100412 time 0.2\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.00412 time 0.300412\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 4 TS dt 10.0412 time 1.30453\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 5 TS dt 21.1594 time 11.3457\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 6 TS dt 34.1485 time 32.5051\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 7 TS dt 56.7094 time 66.6536\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 8 TS dt 103.25 time 123.363\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 205.123 time 226.612\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 309.964 time 431.736\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 432.696 time 741.7\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 621.577 time 1174.4\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 902.014 time 1795.97\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 902.014 time 2697.99\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 2466.59 time 3600.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpn0tqghes_petsc_ts.log'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.sol'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpk0c1pdqp.pyomo.nl',)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.nl\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.199239 time 3600.12\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.697133 time 3600.32\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.866231 time 3601.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.13013 time 3601.89\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.179 time 3603.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.3192 time 3604.19\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.33644 time 3605.51\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.45894 time 3606.85\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.46098 time 3608.31\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.37246 time 3609.77\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.48172 time 3611.14\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.2735 time 3612.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.52602 time 3613.63\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.64143 time 3615.15\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.5531 time 3616.8\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.61899 time 3618.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.8938 time 3619.97\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.14371 time 3621.86\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.95341 time 3624.01\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.593203 time 3624.34\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 24 TS dt 2.07741 time 3624.94\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.8343 time 3626.78\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.34236 time 3628.62\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 27 TS dt 2.70968 time 3630.96\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.17793 time 3633.67\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 29 TS dt 2.08994 time 3635.54\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.32652 time 3637.01\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 31 TS dt 3.93769 time 3638.34\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 32 TS dt 3.47399 time 3641.79\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.44515 time 3645.27\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 34 TS dt 4.54859 time 3649.71\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 35 TS dt 5.11148 time 3654.26\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 36 TS dt 5.37965 time 3659.37\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 37 TS dt 5.84736 time 3664.75\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 38 TS dt 6.21996 time 3670.6\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 39 TS dt 6.69274 time 3676.82\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 40 TS dt 7.14526 time 3683.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 41 TS dt 7.65699 time 3690.66\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.18317 time 3698.31\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.74315 time 3706.5\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 44 TS dt 9.27856 time 3715.24\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.68853 time 3724.52\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 46 TS dt 9.77885 time 3734.21\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 47 TS dt 9.92111 time 3743.99\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 48 TS dt 8.33461 time 3752.18\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 49 TS dt 8.96337 time 3760.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.29772 time 3769.48\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 51 TS dt 9.60548 time 3778.77\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.0593 time 3788.38\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.88706 time 3797.26\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 54 TS dt 9.88436 time 3807.15\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 55 TS dt 7.55235 time 3814.54\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 56 TS dt 9.65705 time 3822.09\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 57 TS dt 11.0499 time 3831.75\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.2975 time 3842.8\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 59 TS dt 12.6609 time 3855.1\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 60 TS dt 13.9163 time 3859.75\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 61 TS dt 10.4683 time 3870.54\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 62 TS dt 9.49383 time 3881.01\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 63 TS dt 9.49383 time 3890.51\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 64 TS dt 14.0081 time 3900.\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp3wnf4q2o_petsc_ts.log'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.sol'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpcy91h9f0.pyomo.nl',)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.nl\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.86361 time 3901.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 3.11474 time 3904.06\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.95219 time 3907.18\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.26539 time 3911.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.68321 time 3915.4\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 8 TS dt 4.75843 time 3920.08\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 9 TS dt 4.77214 time 3924.84\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 10 TS dt 4.57975 time 3929.61\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 11 TS dt 5.10332 time 3934.19\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 12 TS dt 5.83254 time 3939.29\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 13 TS dt 6.72867 time 3945.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 14 TS dt 7.50262 time 3951.85\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 15 TS dt 8.77609 time 3959.36\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 9.95946 time 3968.13\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 11.4862 time 3978.09\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 13.2173 time 3989.58\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 15.4588 time 4002.8\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 18.2767 time 4018.25\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.855 time 4036.53\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 25.9265 time 4058.39\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 29.7008 time 4084.31\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 24 TS dt 32.3941 time 4114.01\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 25 TS dt 34.1498 time 4146.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.3963 time 4180.56\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 27 TS dt 37.1487 time 4214.95\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.9342 time 4252.1\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 29 TS dt 40.3768 time 4290.04\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 30 TS dt 42.4218 time 4330.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0908 time 4372.84\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 47.3702 time 4417.93\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 49.135 time 4465.3\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 49.6503 time 4514.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 51.6702 time 4564.08\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 53.1554 time 4615.75\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 37 TS dt 54.6803 time 4668.91\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 38 TS dt 61.8766 time 4723.59\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 39 TS dt 62.3182 time 4785.46\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 40 TS dt 78.6399 time 4847.78\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 41 TS dt 82.7293 time 4926.42\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 42 TS dt 90.4869 time 5009.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 43 TS dt 89.7949 time 5099.64\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 44 TS dt 85.7202 time 5189.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 45 TS dt 88.4188 time 5275.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 46 TS dt 91.9337 time 5363.57\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 47 TS dt 90.9639 time 5455.51\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 99.5246 time 5546.47\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 108.67 time 5645.99\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 120.748 time 5754.66\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 132.47 time 5875.41\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 145.985 time 6007.88\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 53 TS dt 160.665 time 6153.87\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 54 TS dt 177.438 time 6314.53\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 55 TS dt 192.168 time 6491.97\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 56 TS dt 221.56 time 6684.14\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 57 TS dt 250.729 time 6905.7\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 58 TS dt 292.659 time 7156.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 59 TS dt 342.344 time 7449.09\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 60 TS dt 396.307 time 7791.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 61 TS dt 387.849 time 8187.74\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 62 TS dt 347.808 time 8474.05\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 63 TS dt 289.931 time 8626.27\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 219.289 time 8708.2\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 202.344 time 8927.49\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 211.265 time 9055.82\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 43.6911 time 9087.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 68 TS dt 97.1116 time 9131.15\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 69 TS dt 116.121 time 9228.26\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 70 TS dt 163.226 time 9344.39\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 71 TS dt 202.871 time 9507.61\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 72 TS dt 262.974 time 9710.48\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 73 TS dt 295.993 time 9973.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 74 TS dt 275.494 time 10269.4\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 75 TS dt 277.528 time 10544.9\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 76 TS dt 277.528 time 10822.5\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 77 TS dt 405.82 time 11100.\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp89d3otha_petsc_ts.log'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.sol'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpumhqgnkw.pyomo.nl',)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.nl\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.760703 time 11100.5\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.01241 time 11101.3\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.967184 time 11102.2\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 8 TS dt 0.999746 time 11103.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.924929 time 11104.\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.866639 time 11104.9\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.915231 time 11105.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.858768 time 11106.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.16546 time 11107.6\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.0729 time 11108.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.40736 time 11109.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.47697 time 11111.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.55373 time 11112.7\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.4277 time 11114.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.07175 time 11115.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.32123 time 11116.1\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.26966 time 11117.4\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 22 TS dt 0.929849 time 11118.2\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.37561 time 11118.5\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.3944 time 11118.9\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.43845 time 11120.3\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.90206 time 11121.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.81077 time 11123.6\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.79649 time 11125.4\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.70313 time 11127.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.8855 time 11128.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.85638 time 11130.8\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.85523 time 11132.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.73671 time 11134.5\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.64306 time 11136.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.52316 time 11137.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.41285 time 11139.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 37 TS dt 1.57227 time 11139.7\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.96963 time 11140.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.78644 time 11140.8\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.705073 time 11141.5\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.621216 time 11142.\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.62459 time 11142.6\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.63664 time 11143.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.690959 time 11143.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.430777 time 11144.\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.410148 time 11144.4\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.856631 time 11144.9\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.949106 time 11145.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.570639 time 11145.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.657937 time 11146.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.756228 time 11146.8\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.960609 time 11147.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 53 TS dt 1.03942 time 11148.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 54 TS dt 0.73841 time 11148.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 55 TS dt 0.723736 time 11149.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.3136 time 11150.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.44703 time 11151.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.78016 time 11153.1\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 59 TS dt 1.79591 time 11154.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.70487 time 11156.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.63852 time 11157.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 62 TS dt 0.894779 time 11158.4\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.904928 time 11159.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 64 TS dt 1.51786 time 11160.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.79934 time 11161.7\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 66 TS dt 2.19124 time 11163.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.39088 time 11165.7\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.77663 time 11168.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.98602 time 11170.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.19428 time 11173.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.17037 time 11177.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.2767 time 11180.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.70518 time 11183.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.9439 time 11187.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 75 TS dt 4.1184 time 11191.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 76 TS dt 4.51077 time 11195.3\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.73 time 11199.8\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.95553 time 11204.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.05272 time 11209.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.07776 time 11214.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.05502 time 11219.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.05021 time 11224.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.29358 time 11229.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.52422 time 11235.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.70998 time 11240.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.77308 time 11246.2\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.68832 time 11252.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.21191 time 11257.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.52452 time 11262.9\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.08208 time 11267.8\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 91 TS dt 6.0966 time 11269.7\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 92 TS dt 4.47115 time 11271.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 93 TS dt 4.46473 time 11271.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 94 TS dt 1.64611 time 11273.5\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 95 TS dt 3.11947 time 11275.2\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.69342 time 11278.3\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.85562 time 11282.\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.86391 time 11286.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.74083 time 11290.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 100 TS dt 3.88706 time 11291.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.36784 time 11293.1\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.04988 time 11295.5\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.79675 time 11297.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41211 time 11299.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 105 TS dt 5.09485 time 11302.8\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 106 TS dt 6.30524 time 11307.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.14277 time 11314.2\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 108 TS dt 6.97261 time 11321.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 109 TS dt 6.92383 time 11328.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.31828 time 11335.3\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.49724 time 11340.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 112 TS dt 4.90343 time 11345.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.24546 time 11350.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.37157 time 11355.6\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.08981 time 11361.\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 116 TS dt 5.15951 time 11366.1\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 117 TS dt 4.68969 time 11371.2\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.69922 time 11375.9\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.35928 time 11380.6\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 120 TS dt 4.01346 time 11385.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.60641 time 11388.5\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.18203 time 11391.7\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.78627 time 11394.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.58852 time 11396.8\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.58852 time 11398.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.90429 time 11400.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpendl44cj_petsc_ts.log'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.sol'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpson30_9f.pyomo.nl',)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.nl\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.73678 time 11401.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.23341 time 11402.9\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.51853 time 11405.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.72979 time 11407.7\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.94331 time 11410.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.1084 time 11413.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.33766 time 11416.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.65145 time 11419.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 11 TS dt 3.92962 time 11423.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.4225 time 11427.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 13 TS dt 4.87494 time 11431.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.42871 time 11436.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 15 TS dt 5.98195 time 11442.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 16 TS dt 6.92855 time 11448.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.07333 time 11455.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 18 TS dt 9.63979 time 11463.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 19 TS dt 11.702 time 11472.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 20 TS dt 14.5291 time 11484.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 21 TS dt 18.1896 time 11499.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 22 TS dt 22.203 time 11517.2\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 23 TS dt 25.5942 time 11539.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.4541 time 11565.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.7952 time 11593.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 26 TS dt 32.9926 time 11624.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 27 TS dt 34.8988 time 11657.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.5398 time 11692.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 29 TS dt 41.8031 time 11729.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 30 TS dt 47.4503 time 11771.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 31 TS dt 53.673 time 11818.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.8933 time 11872.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 33 TS dt 69.4519 time 11933.5\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 34 TS dt 77.8654 time 12002.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 35 TS dt 85.3528 time 12080.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 36 TS dt 92.584 time 12166.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 37 TS dt 99.6879 time 12258.7\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 38 TS dt 107.395 time 12358.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 39 TS dt 115.883 time 12465.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 40 TS dt 125.805 time 12581.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 41 TS dt 136.484 time 12707.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 42 TS dt 146.675 time 12844.\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 43 TS dt 154.432 time 12990.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 44 TS dt 158.051 time 13145.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 45 TS dt 156.722 time 13303.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 46 TS dt 161.592 time 13459.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 47 TS dt 169.876 time 13621.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 48 TS dt 175.501 time 13791.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 49 TS dt 177.773 time 13966.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 50 TS dt 195.829 time 14144.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 51 TS dt 209.215 time 14340.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 52 TS dt 228.235 time 14549.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 53 TS dt 245.428 time 14777.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 54 TS dt 265.796 time 15023.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 55 TS dt 286.41 time 15289.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 56 TS dt 309.614 time 15575.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 57 TS dt 336.559 time 15885.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 58 TS dt 370.237 time 16221.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 59 TS dt 418.152 time 16591.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 60 TS dt 475.299 time 17010.1\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 61 TS dt 548.284 time 17485.4\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 62 TS dt 640.182 time 18033.6\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 63 TS dt 756.084 time 18673.8\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 64 TS dt 900.068 time 19429.9\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 65 TS dt 935.01 time 20330.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 66 TS dt 935.01 time 21265.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 67 TS dt 1415.01 time 22200.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n"
+      "WARNING: model contains export suffix 'scaling_factor' that contains 457\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\".\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    16536\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:    10354\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     4194\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      723\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1707\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     4194\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 7.08e-01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (327732)\n",
+      "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 1.06e-02 1.64e+02  -1.0 1.57e-02    -  9.90e-01 9.85e-01h  1\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 1.05e-04 1.72e+02  -1.0 1.80e-02    -  9.90e-01 9.90e-01h  1\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.52e-07 2.82e+04  -1.0 6.27e-03    -  1.00e+00 9.97e-01h  1\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.261\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.043\n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+      "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
+      "WARNING: model contains export suffix 'scaling_factor' that contains 291\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp04mf15n5_petsc_ts.log'\n",
+      "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.sol'\n",
+      "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmplql10r7w.pyomo.nl',)\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.nl\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.428051 time 0.2\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 3 TS dt 4.28051 time 0.628051\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 4 TS dt 42.8051 time 4.90857\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 5 TS dt 90.9897 time 47.7137\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 6 TS dt 249.484 time 138.703\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 7 TS dt 931.416 time 388.187\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 8 TS dt 2280.4 time 1319.6\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 9 TS dt 3600. time 3600.\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+      "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+      "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpwl2pldeq_petsc_ts.log'\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.sol'\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpu_8mtjnx.pyomo.nl',)\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.nl\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00192587 time 3600.1\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0192587 time 3600.1\n",
+      "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.192587 time 3600.12\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.773565 time 3600.31\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.0239 time 3601.09\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.35581 time 3602.11\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.42841 time 3603.47\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.56123 time 3604.9\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.53345 time 3606.46\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.67474 time 3607.99\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.70162 time 3609.67\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.76709 time 3611.37\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.80265 time 3613.13\n",
+      "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.89285 time 3614.94\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.81475 time 3616.83\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.79379 time 3618.64\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 18 TS dt 2.18529 time 3620.44\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 19 TS dt 2.26992 time 3622.62\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 20 TS dt 2.11354 time 3624.89\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.33315 time 3627.01\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 22 TS dt 2.44773 time 3629.34\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 23 TS dt 2.35111 time 3631.79\n",
+      "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 24 TS dt 0.781707 time 3632.24\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 25 TS dt 2.34754 time 3633.02\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.63991 time 3635.37\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 27 TS dt 3.57975 time 3638.01\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.84204 time 3641.59\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 29 TS dt 4.41048 time 3645.43\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 30 TS dt 4.63714 time 3649.84\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.56505 time 3650.73\n",
+      "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 32 TS dt 4.05836 time 3652.3\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.62866 time 3656.36\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 34 TS dt 5.69237 time 3660.99\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 35 TS dt 6.03798 time 3666.68\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 36 TS dt 6.65395 time 3672.72\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 37 TS dt 7.06769 time 3679.37\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 38 TS dt 7.59622 time 3686.44\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 39 TS dt 8.05664 time 3694.03\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 40 TS dt 8.51293 time 3702.09\n",
+      "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 41 TS dt 8.84319 time 3710.6\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.90564 time 3719.45\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.08811 time 3728.35\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 44 TS dt 8.36063 time 3736.44\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.35735 time 3744.8\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 46 TS dt 10.2149 time 3754.16\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 47 TS dt 10.7521 time 3764.37\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 48 TS dt 10.6608 time 3775.12\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 49 TS dt 10.3517 time 3785.79\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.39277 time 3796.14\n",
+      "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 51 TS dt 10.7893 time 3805.53\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.1973 time 3816.32\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.82286 time 3826.13\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 54 TS dt 13.101 time 3835.95\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 55 TS dt 13.092 time 3849.05\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 56 TS dt 13.7479 time 3862.14\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 57 TS dt 12.0538 time 3875.89\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.0538 time 3887.95\n",
+      "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25146 time 3897.75\n",
+      "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: 60 TS dt 14.2905 time 3900.\n",
+      "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+      "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+      "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpira_xg7y_petsc_ts.log'\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.sol'\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpkbeeqa_k.pyomo.nl',)\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.nl\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.59622 time 3901.2\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.64107 time 3903.8\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.71649 time 3906.44\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.0841 time 3910.15\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.67688 time 3914.24\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 8 TS dt 5.07459 time 3918.91\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 9 TS dt 5.77782 time 3923.99\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 10 TS dt 6.22547 time 3929.77\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 11 TS dt 6.74718 time 3935.99\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 12 TS dt 7.14071 time 3942.74\n",
+      "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 13 TS dt 7.96982 time 3949.88\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 14 TS dt 8.85113 time 3957.85\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 15 TS dt 10.0467 time 3966.7\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 16 TS dt 11.4483 time 3976.75\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 17 TS dt 12.9312 time 3988.2\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 18 TS dt 14.8713 time 4001.13\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 19 TS dt 17.8919 time 4016.\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 20 TS dt 20.7564 time 4033.89\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 21 TS dt 23.9227 time 4054.65\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 22 TS dt 26.4687 time 4078.57\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.8946 time 4105.04\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 24 TS dt 29.6263 time 4132.93\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.949 time 4162.56\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 26 TS dt 35.9283 time 4193.51\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 27 TS dt 39.1479 time 4229.44\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 28 TS dt 43.4963 time 4268.58\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.757 time 4312.08\n",
+      "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 30 TS dt 48.1099 time 4358.84\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0065 time 4401.73\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 32 TS dt 49.7051 time 4446.73\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 33 TS dt 48.8039 time 4496.44\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 34 TS dt 46.5776 time 4545.24\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 35 TS dt 53.211 time 4591.82\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 36 TS dt 52.2518 time 4645.03\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 37 TS dt 52.034 time 4697.28\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 38 TS dt 50.3068 time 4749.32\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 39 TS dt 57.009 time 4799.62\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 40 TS dt 60.3992 time 4856.63\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 41 TS dt 63.5156 time 4917.03\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 42 TS dt 59.9095 time 4980.55\n",
+      "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 43 TS dt 72.8498 time 5040.46\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 44 TS dt 78.2579 time 5113.31\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 45 TS dt 89.6447 time 5191.56\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 46 TS dt 98.0675 time 5281.21\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 47 TS dt 110.095 time 5379.28\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 48 TS dt 122.423 time 5489.37\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 49 TS dt 138.445 time 5611.79\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 50 TS dt 157.438 time 5750.24\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 51 TS dt 181.473 time 5907.68\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 52 TS dt 209.513 time 6089.15\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 53 TS dt 234.089 time 6298.66\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 54 TS dt 78.4508 time 6339.47\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 55 TS dt 37.279 time 6365.47\n",
+      "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 56 TS dt 93.1291 time 6402.75\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 57 TS dt 107.212 time 6495.88\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 58 TS dt 145.336 time 6603.09\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 59 TS dt 136.71 time 6726.21\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 60 TS dt 145.821 time 6862.92\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 61 TS dt 206.494 time 7008.74\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 62 TS dt 236.93 time 7215.24\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 63 TS dt 262.649 time 7452.17\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 64 TS dt 284.815 time 7714.82\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 65 TS dt 323.331 time 7999.63\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 66 TS dt 353.816 time 8322.96\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 67 TS dt 391.33 time 8676.78\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 68 TS dt 430.576 time 9068.11\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 69 TS dt 476.835 time 9498.68\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 70 TS dt 528.315 time 9975.52\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 71 TS dt 298.083 time 10503.8\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 72 TS dt 298.083 time 10801.9\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 73 TS dt 677.007 time 11100.\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+      "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+      "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpyq_do7p7_petsc_ts.log'\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.sol'\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpabzf1_40.pyomo.nl',)\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.nl\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00401986 time 11100.1\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0401986 time 11100.1\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.401986 time 11100.1\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.85705 time 11100.5\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.982707 time 11101.4\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.970915 time 11102.4\n",
+      "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.09915 time 11103.4\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.933007 time 11104.3\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.922211 time 11105.\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.280419 time 11105.2\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.859313 time 11105.4\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 0.708354 time 11106.2\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.00186 time 11106.9\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 0.95887 time 11107.9\n",
+      "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.14532 time 11108.8\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.27028 time 11110.\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.46316 time 11111.3\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.5561 time 11112.7\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.49179 time 11114.3\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.34724 time 11115.4\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.3327 time 11116.8\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 23 TS dt 1.54707 time 11118.1\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.43277 time 11119.6\n",
+      "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.80797 time 11121.1\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.75478 time 11122.9\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.74308 time 11124.6\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.85951 time 11126.4\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.80246 time 11128.2\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.90679 time 11130.\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.7926 time 11132.\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.76472 time 11133.7\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.7285 time 11135.5\n",
+      "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.59402 time 11137.2\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.47188 time 11138.6\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.91015 time 11139.\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 37 TS dt 0.933002 time 11139.6\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.848753 time 11140.6\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.790858 time 11141.3\n",
+      "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.591596 time 11141.8\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.669715 time 11142.2\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.454412 time 11142.6\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.432591 time 11143.\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.516455 time 11143.5\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.688358 time 11144.\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.927665 time 11144.2\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.255097 time 11144.5\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.558846 time 11144.7\n",
+      "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.714038 time 11145.3\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.778766 time 11146.\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.953738 time 11146.5\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.821838 time 11147.2\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 53 TS dt 0.916896 time 11148.\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 54 TS dt 1.40668 time 11148.9\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 55 TS dt 1.54644 time 11150.3\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.7421 time 11151.9\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.68254 time 11153.6\n",
+      "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.52427 time 11155.3\n",
+      "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25389 time 11155.7\n",
+      "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.55333 time 11155.8\n",
+      "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.0298 time 11156.\n",
+      "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 62 TS dt 1.03301 time 11156.2\n",
+      "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.629966 time 11156.5\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 64 TS dt 0.742563 time 11157.1\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.36242 time 11157.9\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 66 TS dt 1.71404 time 11159.2\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.21613 time 11161.\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.48039 time 11163.2\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.76158 time 11165.6\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.11811 time 11168.4\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.35994 time 11171.5\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.55341 time 11174.9\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.56764 time 11178.4\n",
+      "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.3326 time 11182.\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 75 TS dt 3.87403 time 11185.3\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 76 TS dt 3.91403 time 11189.2\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.55559 time 11193.1\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.75871 time 11197.7\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.14255 time 11202.4\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.28567 time 11207.6\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.41457 time 11212.9\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.55755 time 11218.3\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.67731 time 11223.8\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.63723 time 11229.5\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.57779 time 11235.2\n",
+      "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.62503 time 11240.7\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.81727 time 11246.4\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.8176 time 11252.2\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.38543 time 11258.\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.4221 time 11263.4\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 91 TS dt 5.02963 time 11268.\n",
+      "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 92 TS dt 6.34422 time 11269.4\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 93 TS dt 3.90981 time 11270.5\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 94 TS dt 4.34918 time 11271.\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 95 TS dt 2.41634 time 11273.3\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.54243 time 11275.7\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.8789 time 11279.2\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.87475 time 11284.1\n",
+      "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.99915 time 11288.4\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 100 TS dt 7.28325 time 11289.2\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.17618 time 11291.4\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.24782 time 11293.6\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.41553 time 11296.9\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41342 time 11300.3\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 105 TS dt 3.81469 time 11303.7\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 106 TS dt 4.57985 time 11307.5\n",
+      "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.16372 time 11312.1\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 108 TS dt 7.028 time 11319.3\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 109 TS dt 7.17926 time 11326.3\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.55286 time 11333.5\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.77721 time 11338.9\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 112 TS dt 5.21685 time 11344.7\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.52183 time 11349.9\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.52016 time 11355.4\n",
+      "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.30574 time 11361.\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 116 TS dt 4.99355 time 11366.3\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 117 TS dt 5.05425 time 11371.3\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.75443 time 11376.3\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.31281 time 11381.1\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 120 TS dt 3.89632 time 11385.4\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.46295 time 11388.8\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.05323 time 11391.8\n",
+      "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.6921 time 11394.5\n",
+      "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.61265 time 11396.8\n",
+      "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.61265 time 11398.4\n",
+      "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.83824 time 11400.\n",
+      "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+      "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+      "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+      "component keys that are not exported as part of the NL file.  Skipping.\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpc6cr8hoa_petsc_ts.log'\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.sol'\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmp2kxkmwxm.pyomo.nl',)\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.nl\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.75692 time 11401.2\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.22857 time 11403.\n",
+      "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.54586 time 11405.2\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.77711 time 11407.7\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.98467 time 11410.5\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.18022 time 11413.5\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.45234 time 11416.7\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.7309 time 11420.1\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 11 TS dt 4.15349 time 11423.9\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.58333 time 11428.\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 13 TS dt 5.07512 time 11432.6\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.58338 time 11437.7\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 15 TS dt 6.39501 time 11443.3\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 7.40589 time 11449.6\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.75925 time 11457.1\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 10.5575 time 11465.8\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 13.0647 time 11476.4\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 16.5577 time 11489.4\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.0088 time 11506.\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 24.9675 time 11527.\n",
+      "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.3419 time 11552.\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.9024 time 11579.3\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 25 TS dt 32.0455 time 11608.2\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.8504 time 11640.3\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 27 TS dt 38.1684 time 11675.1\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 28 TS dt 41.3077 time 11713.3\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.0383 time 11754.6\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 30 TS dt 50.7414 time 11800.6\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 31 TS dt 56.0326 time 11851.4\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.757 time 11907.4\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 65.4299 time 11968.2\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 70.2792 time 12033.6\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 76.165 time 12103.9\n",
+      "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 82.9977 time 12180.\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 37 TS dt 90.9439 time 12263.\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 38 TS dt 100.418 time 12354.\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 39 TS dt 111.024 time 12454.4\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 40 TS dt 121.781 time 12565.4\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 41 TS dt 131.746 time 12687.2\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 42 TS dt 139.683 time 12818.9\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 43 TS dt 144.027 time 12958.6\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 44 TS dt 146.548 time 13102.6\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 45 TS dt 144.579 time 13249.2\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 46 TS dt 149.842 time 13393.8\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 47 TS dt 154.839 time 13543.6\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 157.477 time 13698.5\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 163.75 time 13855.9\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 180.28 time 14019.7\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 194.619 time 14200.\n",
+      "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 213.113 time 14394.6\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 53 TS dt 231.685 time 14607.7\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 54 TS dt 253.829 time 14839.4\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 55 TS dt 278.328 time 15093.2\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 56 TS dt 307.256 time 15371.5\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 57 TS dt 341.199 time 15678.8\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 58 TS dt 383.534 time 16020.\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 59 TS dt 434.226 time 16403.5\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 60 TS dt 510.361 time 16837.8\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 61 TS dt 605.445 time 17348.1\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 62 TS dt 733.317 time 17953.6\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 63 TS dt 899.413 time 18686.9\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 1110.73 time 19586.3\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 751.493 time 20697.\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 751.493 time 21448.5\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 1598.02 time 22200.\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+      "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n"
      ]
     }
    ],
@@ -1910,25 +1860,25 @@
     "from pytest import approx\n",
     "\n",
     "assert pyo.value(m.fs.soc_module.total_current[tf]) == approx(\n",
-    "    -191441759.6695978, rel=1e-3\n",
+    "    -191441360.7471032, rel=1e-3\n",
     ")\n",
     "assert pyo.value(m.fs.soc_module.fuel_inlet.temperature[tf]) == approx(\n",
-    "    940.5460355948476, abs=1e-1\n",
+    "    941.6222233041437, abs=1e-1\n",
     ")\n",
     "assert pyo.value(m.fs.soc_module.fuel_outlet.temperature[tf]) == approx(\n",
-    "    986.3603295602375, abs=1e-1\n",
+    "    985.4832919752795, abs=1e-1\n",
     ")\n",
     "assert pyo.value(m.fs.soc_module.oxygen_inlet.temperature[tf]) == approx(\n",
-    "    969.8965765691661, abs=1e-1\n",
+    "    968.2556310316104, abs=1e-1\n",
     ")\n",
     "assert pyo.value(m.fs.soc_module.oxygen_outlet.temperature[tf]) == approx(\n",
-    "    985.4405065934872, abs=1e-1\n",
+    "    985.7668299902008, abs=1e-1\n",
     ")\n",
     "assert pyo.value(m.fs.feed_heater.electric_heat_duty[tf]) == approx(\n",
-    "    573750.5022036476, rel=1e-3\n",
+    "    790423.6476518983, rel=1e-3\n",
     ")\n",
     "assert pyo.value(m.fs.sweep_heater.electric_heat_duty[tf]) == approx(\n",
-    "    1446426.4849774062, rel=1e-3\n",
+    "    1078951.237040893, rel=1e-3\n",
     ")"
    ]
   },
@@ -1937,24 +1887,12 @@
    "id": "75861648",
    "metadata": {},
    "source": [
-    "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest."
+    "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest. Note that PETSc preserves trajectories only for Pyomo `Vars`, not named `Expressions`---if you have an `Expression` you want to track, create a `Var` and a simple equality `Constraint` so PETSc will track it. (Don't forget to scale the `Var` and `Constraint`.)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "65347129",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def _demarcate_ramps(ax, results_dict):\n",
-    "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
-    "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
    "id": "8b85caaa",
    "metadata": {},
    "outputs": [
@@ -1962,13 +1900,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_41080\\391657263.py:377: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
+      "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_89136\\3422529511.py:405: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
       "  fig = plt.figure()\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1978,7 +1916,7 @@
     },
     {
      "data": {
-      "image/png": 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AOH0538OREBER/YMJE9UqnaPrAQCu5JtxrcDs4WiIiIiuY8JEtUpksB4NAnQAgLQrRg9HQ0REdB0TJqpVgn00aBJyfS7I2b8KPBwNERHRdUyYqFYJ8tEgIsgAALh4tdDD0RAREV3H62CpVgnQq9Eo8Pr9C9eYMBERUe3AhIk8TqPRoOk9j+NqgRlBvno0sl1vlpn5xVi+fLl0DJG7aTSaMttgeXVEVPcwYSKPU6vVCOg4GMVGMwJ89RCUagDAxTwLkqYneTg6kjO1Wo2kpNLbYHl1RFT3MGGiWiHfVAwA8NGo4Ke7njBdyimEzSZCoeD+fERE5FlMmMjjTGYLcv44DADQq3oj0EcLlUKA2VKMrZ/vRD1fLXr06AGlUunZQEl2rFYrvvnmGwBwaIPl1RFR3cOtUaoBt0apmotZ19AoNAgAkH0tF0EBfuj28m6cv3wV51+5DwC3niDP4NYoRHUbt0Yhr2I0F0v3NarrTTLUX+upcIiIiBwwYSKPKzAVO5SF+ek8EAkREVHpmDCRx93Yw1QijD1MRERUizBhIo8zF9scykL92cNERES1BxMmqpXCmDAREVEtwoSJaiUOyRERUW3i9QnT119/jbvuugsNGzaEIAjYtm2bXb0oinj++efRoEED6PV6JCQk4Pfff7c7Jjs7GyNHjoS/vz8CAwMxYcIE5Ofnu/FdyJtKpUZg/Dg0HfQfqNXXF60M89dBUCrR4F8PYeHChVI5kTup1WosXLiw1DZYXh0R1T1ev3Cl0WhE27ZtMX78eNx7770O9QsXLsRrr72G9evXIyYmBs899xz69euH48ePQ6e7PuwzcuRIXLp0CSkpKbBYLBg3bhwefvhhbNy40d1vR5bUGg0CYocgKsRH2pMrzE8HQamGpkMiJk/tD42aiwKS+2k0Gjz11FMVriOiusfrE6YBAwZgwIABpdaJoohly5bh2WefxT333AMA2LBhA8LCwrBt2zY88MADOHHiBHbs2IEDBw6gU6dOAIDXX38dAwcOxOLFi9GwYUO3vRf6h79eBa1KAVOxDZdzTYisZ/B0SEREJGNePyRXnrS0NGRkZCAhIUEqCwgIQGxsLFJTUwEAqampCAwMlJIlAEhISIBCocAPP/zg9pjlyGq1wnTpN+Smn4TVagUACIKA+j4qmC79hr3fpUrlRO5ktVpx4MABHDhwwKENlldHRHWP1/cwlScjIwMAEBYWZlceFhYm1WVkZCA0NNSuXqVSITg4WDrmZiaTCSaTSXqcm5tbnWHLjtlUhIwNycgAUDR/lLTFRJBWQMaGZIzZAAzh1hPkAUVFRejSpQsAx+1PyqsjorqnTvcw1ZQFCxYgICBAukVERHg6pDqpnq/G0yEQEREBqOMJU3h4OAAgMzPTrjwzM1OqCw8Px+XLl+3qi4uLkZ2dLR1zs1mzZiEnJ0e6nT9/vgaip3o+TJiIiKh2qNMJU0xMDMLDw7Fr1y6pLDc3Fz/88APi4uIAAHFxcbh27RoOHTokHbN7927YbDbExsaWel6tVgt/f3+7G1W/+r5ci4mIiGoHr5/DlJ+fj9OnT0uP09LScPjwYQQHByMyMhJTp07F3Llzccstt0jLCjRs2BCJiYkAgNtuuw39+/fHxIkTsWrVKlgsFjz22GN44IEHeIWchwWzh4mIiGoJr0+YDh48iF69ekmPk5OTAQBjxozBunXrMH36dBiNRjz88MO4du0aunfvjh07dkhrMAHAe++9h8ceewx9+vSBQqHAkCFD8Nprr7n9vciVWEZ5PfYwERFRLeH1CVN8fDxEsayv3OuXp7/44ot48cUXyzwmODiYi1TWQpzDREREtYXXJ0zk/VQqNQK6DUewj8Zui4mwQB8EdBsOrUrJrSfII9RqNWbPni3dd7WOiOoeJkzkcWqNBoHdR6JJqK+0NQoANAz2Q2D3kdcfKNhUyf00Gg3mzJlT4Toiqnvq9FVy5N0C9GqoFAIAINto9nA0REQkZ0yYyONsNhvMWeeQn5EGm812Q40Iff5FmLPO4XJuocfiI/my2Ww4duwYjh07dlPbLL+OiOoeQSxvxjS5JDc3FwEBAcjJyeGaTJWw52g6ereJAmC/xYTRaISvry8AYPtPf2Bg+xiIoogCsxVXC8woMFthLrbBVGyFyWKD6e/7FqsImyhCFAERImw2SI9togibWPL4n/u2cn4KKvMjUt5TxDKvC3T2PM8Qauq8NXRioRojNhUWYHL/NgCA3Nw8+Pn5SnU3tk9ujULknSry/c2JIeQVHnnnJ4R/fgbXCiwwW/nXPLmHzVwk3T94Lhu9WvuWczQR1WVMmMhrXM77Z8NjjUoBP60KGpUCWpUCWpUSWrUCGqUCSoUApUKAQhAgCIBCEKD4+1/h7/v/lF8/RhDK7pcoqyek7ONLrymz36PM85dxnhrqmamOvubyes8qeKLacApYigqx4u/7OQWWajgjEXkrJkzkFZbe3xbNG4cg2FeDIIMaerWyzMSEqLoYjUasGOvpKIioNmDCRF5hQJsGnCNCREQew6vkiIiIiJxgwkQex+s0yRuwnRLJG4fkyONUKjX8u9yLIIPabosJtVqNJ598UrpP5G5qtRq3JgxHRq4JSrXKoY7tk0g+mDCRx6k1GgT1Go9bbtoaRaPRYNGiRR6MjOROo9Gg7ZDJMJ3Nhlqtcahj+ySSDw7JERERETnBHibyOJvNhuKcTBSq8mCz2aBQKKTy9PR0AEBkZKRUTuQuNpsNxr8uoTjnGqylbI3C9kkkH0yYyONMRYW4sGoCLgAonHWXtHxAYWEhYmJiAHDrCfKMwsJCfP7sEACAeexphzq2TyL54J9ERERERE4wYSIiIiJyggkTERERkRNMmIiIXMCFK4nkjQkTERERkRNMmIiIiIic4LIC5HEKpRK+7QchUK+GSvVPk1SpVHj00Uel+0TuplKp0LTnvcjMNUGpUjrUsX0SyQd/ysnjNFot6vWdhFvDfKHVaqVyrVaLFStWeDAykjutVouOw5/ED2nZUGu0DnVsn0TywSE5IiIXiOCsbyI5Yw8TeZwoirAW5MCcXwxRFCEIglR+5coVAED9+vWlciJ3EUURpvyrsBbkQLzpMjm2TyJ5YcJEHldUWIA/Xx+JPwEUJP+zxURBQQFCQ0MBcOsJ8oyCggJ8/OQgAIBpxO8OdWyfRPLBITkiIiIiJ5gwERG5gDOYiOSNCRMRERGRE0yYiIiIiJxgwkRERETkBBMmIiIiIie4rAB5nFKpgk/rPvDXqxy2RhkzZox0n8jdVCoVouMGIivPBIXScWsUtk8i+eBPOXmcRqtF/UHTSt0aZd26dZ4LjGRPq9XijrHPIfWPv0rdGoXtk0g+OCRHnsfrtakW4wLeRASwh4lqAVEUYTMXwWpSOWyNUlBQAAAwGAzceoLcThRFFJsKYTMXlbo1CtsnkXwwYSKPKyoswPlX7sN5AAWT7bdG8fX1BcCtJ8gzCgoKsHlybwBA0dDfHOrYPonkg0NyRERERE7U+YRpzpw5EATB7taiRQupvqioCElJSahXrx58fX0xZMgQZGZmejBiIiIiqm3qfMIEAK1atcKlS5ek27fffivVTZs2DZ9++ik2b96Mffv24eLFi7j33ns9GC0RERHVNrKYw6RSqRAeHu5QnpOTg9WrV2Pjxo3o3fv6PIW1a9fitttuw/79+3HHHXe4O1QiIiKqhWTRw/T777+jYcOGaNKkCUaOHIn09HQAwKFDh2CxWJCQkCAd26JFC0RGRiI1NbXM85lMJuTm5trdiIiIqO6q8wlTbGws1q1bhx07dmDlypVIS0tDjx49kJeXh4yMDGg0GgQGBto9JywsDBkZGWWec8GCBQgICJBuERERNfwuiIiIyJPq/JDcgAEDpPu33347YmNjERUVhQ8//BB6vb5S55w1axaSk5Olx7m5uUyaqkChVMLQvBv8dCoob9h+QqlU4r777pPuE7mbUqlEZMfeuJJvgkKhcKhj+ySSjzqfMN0sMDAQt956K06fPo1//etfMJvNuHbtml0vU2ZmZqlznkpotVq7LTyoarRaHUISZ6F5mB90Op1UrtPpsHnzZg9GRnKn0+nQ45H5+Pb0FWi0Ooc6tk8i+ajzQ3I3y8/Px5kzZ9CgQQN07NgRarUau3btkupPnTqF9PR0xMXFeTBKIiIiqk3qfA/Tk08+ibvuugtRUVG4ePEiZs+eDaVSieHDhyMgIAATJkxAcnIygoOD4e/vj8mTJyMuLo5XyLkRt5IjbyCyoRLJWp1PmP78808MHz4cf/31F0JCQtC9e3fs378fISEhAIBXXnkFCoUCQ4YMgclkQr9+/fDGG294OGp5KSww4tx/B+McAOPD/2wxYTQaufUEeZTRaMR7E6//8VR0928OdWyfRPJR5xOmTZs2lVuv0+mwYsUKrFixwk0RERERkbeR3RwmIiIioopiwkRE5AKRs+2IZI0JExEREZETTJiIiIiInGDCREREROREnb9Kjmo/hVIJfZNO8NE6bo0ycOBA6T6RuymVSjRs0xVXjeZSt0Zh+ySSDyZM5HFarQ6hQ+egRbjj1ijbt2/3YGQkdzqdDr2nLMU3v1+BWuO4NQrbJ5F8cEiOiIiIyAkmTERE5RAEwdMhEFEtwCE58rgCoxHpS4fgT0GAceIVu61RQkNDAQCXL1/m1hPkdkajERsn9YRNFFF0168OdWyfRPLBhIlqBdFigrWU8oKCArfHQnQjq7mozDq2TyL54JAcEZELRC70TSRrTJiIiIiInGDCREREROQEEyYiIiIiJ5gwERG5gFOYiOSNV8mRxykUCmgjWsOgUdltP6FQKNCzZ0/pPpG7KRQKhDXvgGsFZof1mNg+ieSFCRN5nFanR/iIl9Ei3A96vV4q1+v12Lt3r+cCI9nT6/XoP2Ml9p7Kgland6hj+ySSD/5ZREREROQEEyYiIiIiJzgkRx5XWGDE+ddG4KJCgHHiBbutUaKjowEAZ8+e5dYT5HZGoxGbHu8Hi9WGwkE/OtSxfRLJBxMm8jgRImyFubCVUnflyhW3x0N0I1P+tTLr2D6J5INDckREREROMGEiIiIicoIJExGRC7hwJZG8MWEiIiIicoIJExEREZETvEqOPE6hUEATfgt0aqXD1iidOnWS7hO5m0KhQP3o25BbVAyFoHCoY/skkg8mTORxWp0eDca8gtsa+DtsjXLgwAEPRkZyp9frcdfs9dh98jI0Op1DHdsnkXzwzyIiIldw1jeRrDFhIiIqh+DpAIioVuCQHHlcUWEB/lw5HplKBQomnoHBYAAAFBQUoGXLlgCA48ePS+VE7lJQUIAPn7wHhRYrTIO+cahj+ySSDyZM5HGiKMKaexnWv+/fWH7u3DnpPpG7iaKI/L8uSfdvrmP7JJIPDsmRx/G7hoiIajsmTERELhA565tI1pgwERERETnBhImIiIjICSZMRERERE4wYbrBihUrEB0dDZ1Oh9jYWPz444+eDkkWBEGAul4kfMOjIQiCXXnLli3RsmVLu3IidxEEAYENY6CuF4mbV2Ri+ySSFy4r8LcPPvgAycnJWLVqFWJjY7Fs2TL069cPp06dQmhoqKfDq9N0egMaPvQGWjbwt1vLxmAw4NixYx6MjOTOYDBgyPwP8NWJy9Dq9A51bJ9E8sEepr8tXboUEydOxLhx49CyZUusWrUKBoMBa9as8XRoRORR7D0iIiZMAACz2YxDhw4hISFBKlMoFEhISEBqaqrD8SaTCbm5uXY3IiIiqruYMAG4cuUKrFYrwsLC7MrDwsKQkZHhcPyCBQsQEBAg3SIiItwVap1UVFiAi28/im9eHo2CggKpvKCgAK1atUKrVq3syoncpaCgAFuevh8X334UpqJChzq2TyL54BymSpg1axaSk5Olx7m5uUyaqkAURVj+SocFjlujHD9+XLpP5G6iKOLaxTQAgK2UrVHYPonko1oSppycHBgMBqjV6uo4ndvVr18fSqUSmZmZduWZmZkIDw93OF6r1UKr1borPCIiIvKwCg/J5efnY+3atXjwwQcRExMDrVaL4OBg6HQ6BAYGokePHnjuuedw8ODBmoi3Rmg0GnTs2BG7du2Symw2G3bt2oW4uDgPRkZERES1gcs9TOfPn8fcuXPx/vvvIz8/HwAQFBSEpk2bIjg4GIWFhcjOzsb+/fvx3XffYf78+WjXrh2Sk5MxcuTIGnsD1SU5ORljxoxBp06d0KVLFyxbtgxGoxHjxo3zdGh1HgcziIiotnMpYZo5cyZee+01WK1WDBgwAPfffz/i4uIQExPjcGxBQQEOHTqEnTt3YuPGjRg1ahReeeUV/O9//0P79u2r/Q1Ul2HDhiErKwvPP/88MjIy0K5dO+zYscNhIjgRyROnKRHJm0tDcqtWrcKTTz6JS5cuYdu2bRgxYkSpyRJwfTG3Hj164KWXXsKZM2ewc+dOGAwGfPrpp9UaeE147LHHcO7cOZhMJvzwww+IjY31dEhERERUC7jUw5SWloagoKBKvUBCQgISEhJw9erVSj2f6j5BEKD0D4VGpXDYGiUqKkq6T+RugiDAt34DFJqtDm2Q7ZNIXlxKmCqbLFX3Oahu0ukNaDxpDVo1dNwa5ezZs54LjGTPYDBg+JJPsPN4Zqlbo7B9EslHjSxcabFYsHnzZvTv378mTk9ERETkVtW6cOXRo0exevVqvPvuu8jOzq7OUxMReZTI6zmJZK3KCVNeXh42btyINWvWSGsv6XQ6DB8+nJfkk0tMRYW4tH4arqmVKJz4E/T660MfhYWFuPPOOwEAX3/9tVRO5C6FhYXYNmc0cgqLYR7wqUMd2yeRfFQ6Yfr666+xevVqbNmyBYWFhdLWAP3798emTZvg7+9fbUFS3Waz2WDO+B3mv+/fWF6ShN9YTuQuNpsNWWknrt8XbQ51bJ9E8lGhhCkjIwPr1q3DmjVrcObMGYiiiMjISDz44IMYNWoUbrvtNjRu3JjJEhEREdUpLidMd911F7788ksUFxfDz88PY8eOxahRoxAfH1+D4RERERF5nssJ0/bt26FQKPDUU0/hxRdf5OazRCQrXOmbSN5cXlagSZMmsNlsWLx4MWJjY7F06VJkZGTUZGwkEyK/iYiIqJZzOWE6ffo0du/ejeHDh+O3337Dk08+iYiICAwYMADvv/8+ioqKajJOIiIiIo+p0KTv+Ph4xMfHIycnB++99x5Wr16NL7/8Ejt37oSvry8EQUBubm5NxUp1mELvD5XCcXuJ+vXreyAaon/o/AJhLi79Kji2TyL5qNRK3wEBAXj00Udx6NAh/Pzzz5g0aRKUSiVEUcTmzZvRtGlTvPTSSzh37lx1x0t1kN7gg4jHN+JfCz6Fj4+PVO7j44OsrCxkZWXZlRO5i4+PD8as+AoRj2+EVm9wqGP7JJKPKm+N0rZtWyxfvhyXLl3Cu+++i/j4eJw9exazZ89Gs2bNqiNGIiIiIo+qtr3ktFotRowYgV27duHMmTN45pln0KBBg+o6PRGRRwiOI8VEJEM1svludHQ0h+TIZaaiQmRsnInU1x5HYWGhVF5YWCjNm7uxnMhdCgsL8fG8h5GxcSbMN13YwvZJJC/VuvnuzQT+aUYusNlsMJ0/ChMct0bZt2+fdJ/I3Ww2Gy6d/AkAIJayNQrbJ5F8uJwwNWnSpMInFwQBZ86cqfDziIhqHa4XRiRrLidMZ8+ehVKphEpVo51SRERERLVOhbOf+Ph4jB8/HomJiVCr1TURExEREVGt4vKk7+PHj2PKlCk4fPgwHnjgATRs2BDTpk3DkSNHajI+IiIiIo9zOWFq0aIFFi9ejD///BNbtmxBXFwcVqxYgXbt2qFTp05YuXIlcnJyajJWqqM4M4SIiGq7Ci8roFQqkZiYiE8++QTnz5/H/PnzYTQakZSUhIYNG+LBBx9Eenp6TcRKdZig1kKp0TmUGwwGGAyGUp5B5B4qrQ6CWltqYs/2SSQfVVqHKSwsDDNmzMCJEyeQkpKC4OBgvP/++zh8+HA1hUdyoDf4IDJ5CwYsTnHYGsVoNMJoNHLrCfIIHx8fPLz6O0Qmbyl1axS2TyL5qPIlbwcOHMCaNWuwadMm5OTkoFGjRmjcuHF1xEZERERUK1QqYbpy5QreeecdrF27FseOHYNKpcJdd92FCRMmoF+/flAoamQBcSIiIiKPcDlhstls+Pzzz7FmzRps374dFosFrVu3xpIlS/Dggw+ifv36NRkn1WFmUxEub56DH3UqFE3cA53u+lymoqIiDBkyBACwZcsWqZzIXYqKivDZoseRlWeCqd+7DnVsn0Ty4XLC1LhxY2RmZiIgIAATJkzA+PHj0alTp5qMjWTCarWi8I+DKPz7/o3ln3/+uXSfyN2sVivSf/kOACDarA51bJ9E8uFywpSRkQG1Wo22bdvi7NmzeP75550+RxAEbN++vUoBEhEREXlaheYwWSwWabNJV3DzXSIiIqoLXE6Y0tLSajIOIiIiolrL5YQpKiqqJuMgIqrVRJFr0hPJGa//JyIiInLCpYRp//79VXoRo9GIY8eOVekcVIfxD3ciIqrlXEqYunbtikGDBlVowjcAZGZmYsGCBYiJicGWLVsqFSDVfXqDD6JmfIbBr33jsDWKKIoQRZFbT5BH+Pj4IOm9Q4ia8VmpW6OwfRLJh0tzmP7v//4PM2bMQO/evREREYH77rsPsbGx6NixI8LCwuDj4wOr1Yrs7GycOnUKP/zwA1JSUrB7924AwEMPPYRJkybV6Bsh78eLKqk2Y0cokby5lDAlJiZi8ODB2LBhA1auXImlS5faLRmgVCrtFm4TRRF+fn6YOHEipkyZgltvvbX6IycicgOtSgkAMBfbPBwJEXmSy1fJqVQqjB8/HuPHj8exY8ewa9cufPfdd/jzzz/x119/Qa/XIyQkBG3atEHPnj3Rp08fdlOTS8ymImRtW4CDejWKHvrCbmuUUaNGAQDeeecdbj1BbldUVIQdr05H1l9GZHd7w6GO7ZNIPgSxjl8rGx0djXPnztmVLViwADNnzpQe//rrr0hKSsKBAwcQEhKCyZMnY/r06S6/Rm5uLgICApCTkwN/f/9qi10uPv8pDYM6NgEA5OfnS4m20WiEr6+vQzmRu9zYBmd98CPm39+51Dq2TyLvVJHv7wqt9O2tXnzxRUycOFF67OfnJ93Pzc1F3759kZCQgFWrVuHIkSMYP348AgMD8fDDD3siXCKqhfKLuF8ckZzJImHy8/NDeHh4qXXvvfcezGYz1qxZA41Gg1atWuHw4cNYunQpEyYikuSbLZ4OgYg8SBYLV7788suoV68e2rdvj0WLFqG4uFiqS01NxZ133gmNRiOV9evXD6dOncLVq1c9ES4R1UJGU7Hzg4iozqrzPUyPP/44OnTogODgYHz//feYNWsWLl26hKVLlwIAMjIyEBMTY/ecsLAwqS4oKMjhnCaTCSaTSXqcm5tbg++AiGqD/CImTERy5pU9TDNnzoQgCOXeTp48CQBITk5GfHw8br/9djzyyCNYsmQJXn/9dbuEp6IWLFiAgIAA6RYREVFdb42Iaql89jARyZpX9jA98cQTGDt2bLnHNGnSpNTy2NhYFBcX4+zZs2jevDnCw8ORmZlpd0zJ47LmPc2aNQvJycnS49zcXCZNRHVcHhMmIlnzyoQpJCQEISEhlXru4cOHoVAoEBoaCgCIi4vDM888A4vFArVaDQBISUlB8+bNSx2OAwCtVgutVlu54MmBTm9AxLSP0LqRPwyGf7afMBgMyM/Pl+4TuZvBYMCJc5fRd9nXKLCqHOrYPonko1JDcr1798aGDRvKPebdd99F7969KxVUdUlNTcWyZcvwyy+/4I8//sB7772HadOm4cEHH5SSoREjRkCj0WDChAk4duwYPvjgA7z66qt2PUhUwwRAodFBpdXbrSAvCAJ8fHzg4+NjV07kLoIgILReABQaHYqKbSi22uzq2D6J5KNSPUx79+5FfHx8ucecO3euwpv1VjetVotNmzZhzpw5MJlMiImJwbRp0+ySoYCAAOzcuRNJSUno2LEj6tevj+eff55LCngAv3KoNvLV/vNr0miyIsDglVM/iaiKamxIzmg0SkNcntKhQwfs37/f6XG33347vvnmGzdERKUxm024sv0V/GxQwzRxmzTcaTKZ8J///AcA8Oabb3IYlNyupA1e/fkCAv+VhDyTBQEGtV0dwPZJJAcuJ0zp6el2j69du+ZQBgBWqxXnz5/Hli1bEB0dXeUAqe6zFhfDeHQXjACKi4ulL57i4mKsX78eALBixQp+IZHb3dgGA/o8YnelHNsnkby4nDBFR0dL4/SCIODVV1/Fq6++Wubxoihi0aJFVY+QiKiW4FpMRPLlcsI0evRoCIIAURSxYcMGtG3bFu3atXM4TqlUIjg4GL1790b//v2rM1YiIo/i0gJE8uVywrRu3Trp/r59+zBu3Dg8/vjjNRETEVGtlMceJiLZqtSk77S0tOqOg4io1uOQHJF88fpYIiIX5RVZPB0CEXlIpROmr776CgMHDkRISAjUajWUSqXDTaXyyoXEiYhKVWC2ejoEIvKQSmU0W7ZswbBhw2Cz2RAVFYUWLVowOaJK0+kNaDz5PbRq4OewNcrly5el+0TuVtIGl331G949fBUF5mKHupL7RFS3VSrLefHFF6HX6/Hxxx97fPsT8n6CIEBpCIDWL8Bha5TK7hlIVB1K2mBIyFUIwjUYb+hhYvskkpdKDcmdOnUKDzzwAJMlqhai6OkIiMrno7n+t2Uhh+SIZKtSPUz16tVjFzRVG7PZhL92rsSvvhqYJna22xqlZN+/pUuXciVlcruSNngqIw9izL0w3rAOE9snkbwIoljxv++nTJmCr776Cr/88gvnLgHIzc1FQEAAcnJy4O/v7+lwvM5nh/7AXZ2aAgDy8/Ph4+MD4Pp+hL6+vg7lRO5yYxuMmPYRerZqjHcmxDrUsX0SeaeKfH9Xakhu/vz5CAwMxLBhw0rdT46IqC4ycqVvItmqVPdQmzZtYLFYsH//fmzbtg2BgYEICAhwOE4QBJw5c6bKQRIR1QZcVoBIviqVMNlsNqhUKkRGRkplpY3sVWK0j4io1mLCRCRflUqYzp49W81hEBHVfjeuw0RE8sKtUYiIXMQeJiL5qvIlbsePH8fJkydhNBoxatSo6oiJiKhWKjBbYbOJUCgE5wcTUZ1S6R6mAwcOoF27dmjTpg2GDh2KsWPHSnVff/01DAYDPvnkk+qIkeo4rU6PRo+sRsILm6HX66VyvV6PtLQ0pKWl2ZUTuUtJGzxx6jQEtQYAUFRstatj+ySSh0olTMeOHUPv3r2RlpaGadOmYcCAAXb1PXr0QP369bF58+ZqCZLqNoVCAVVAGAz1GkChUNiVR0dHIzo62q6cyF1K2mDzW5pIbdBostrVsX0SyUOlfspnz54NADh06BAWL16Mzp0729ULgoC4uDgcOHCg6hESEXmYIAgwqJUAOPGbSK4qNYdp3759GDJkCJo1a1bmMZGRkdixY0elAyP5MJvMuLpnDY75aWGe2BkazfWhD7PZjGeeeQYAMG/ePKmcyF1ubINan94w4p+J32yfRPJSqYQpLy8PoaGh5R5TWFgIq5VXlJBzxcUW5P74f8gFYLH8T/risVgsWLx4MQBgzpw5/EIit7uxDXab2wvZRf/0MLF9EslLpYbkIiIicOTIkXKP+emnn9C0adNKBUVEVNvo1df/vuTSAkTyVKmEafDgwdi5cye++uqrUus//PBD7N+/H4mJiVWJjYio1jBors9hKpn0TUTyUqkhuaeffhofffQRBg4ciDFjxiAjIwMA8MYbbyA1NRXvv/8+oqOjkZycXK3BEhF5SknCxEnfRPJUqYQpJCQEe/fuxejRo7F69Wqp/LHHHgMAxMbG4v333y91Q14iIm9k0HBIjkjOKr3Sd9OmTfHdd9/h8OHD2L9/P7Kzs+Hv74/Y2FiHZQaIiLwdlxUgkrdKJUzjx49HmzZtMG3aNLRr1w7t2rWr5rCIiGoXreb6lM8ii83DkRCRJ1QqYdq4cSOmTZtW3bGQTGl1ejQYvwItGvg5bI1y9OhR6T6Ru93YBj86IwK4gkKL1aGO7ZOo7qtUwtS0aVNcunSpumMhmVIoFNCERMG/QaDD1iitWrXyYGQkdze2wS/+PAUAKDRbHeqIqO6r1LIC48ePx/bt23HhwoXqjoeIqFbS/32VXJGFk76J5KhSPUxDhgzBnj170LVrV0yfPh2dO3dGWFgYBEFwODYyMrLKQVLdZjGbce3b93DSX+ewNcr8+fMBXF/Kgispk7vd2AYb9BwOANKQHNsnkbwIoiiKFX2SQqGAIAgQRbHUJEk6uSCguLjuX1GSm5uLgIAA5OTkwN/f39PheJ1PDv6BezpfXxU+Pz8fPj4+AACj0QhfX1+HciJ3ubENrt5zAi/uOIO+LcPw1uhObJ9EdUBFvr8r1cM0evTochMlIqK6Rqe+PoOhkENyRLJUqYRp3bp11RwGEVHtplddn8Nk4rICRLJUqUnfTZo0kVb1JiKSg5J1mNjDRCRPlUqYrly5Aj8/v+qOhYio1tL/vdI3EyYieapUwnT77bfjt99+q+5YiIhqLSlh4l5yRLJUqYRpxowZ+PTTT7Fnz57qjqdC5s2bh65du8JgMCAwMLDUY9LT0zFo0CAYDAaEhobiqaeecrhyb+/evejQoQO0Wi2aNWvGOVpE5ECn5jpMRHJWqUnfV69eRd++fdG3b18kJiaWuw7T6NGjqxxkWcxmM4YOHYq4uDisXr3aod5qtWLQoEEIDw/H999/j0uXLmH06NFQq9XS+ilpaWkYNGgQHnnkEbz33nvYtWsXHnroITRo0AD9+vWrsdjpHxqtDuGjl6J5uB90Op1UrtPp8OOPP0r3idztxjYY6Hd92YCSITm2TyJ5qfI6THYnuyFhKlmjyWqt+b/G1q1bh6lTp+LatWt25V988QUGDx6MixcvIiwsDACwatUqzJgxA1lZWdBoNJgxYwa2b98u7QkFAA888ACuXbuGHTt2uPT6XIepalKOZ2LihoNoHxmIrY9283Q4RKW6nFeELvN2QRCAP+YP5NIqRHVAja/DtHbt2koF5m6pqalo06aNlCwBQL9+/TBp0iQcO3YM7du3R2pqKhISEuye169fP0ydOrXM85pMJphMJulxbm5utcdORLVLyRwmUQRMxTZpiI6I5KFSCdOYMWOqO44akZGRYZcsAZAeZ2RklHtMbm4uCgsLS92FfMGCBXjhhRdqKGr5sZjNyPlhC34/pYf5IfutUV599VUAwJQpU7j1BLndjW3w0ccmS+VFFisUopXtk0hGKjXpuybNnDkTgiCUezt58qRHY5w1axZycnKk2/nz5z0aj7crLrbg2t61OLbtDVgsFqncYrFg+vTpmD59ul05kbvc2AZhs0KtvD4MV2SxsX0SyUylepjS09NdPraim+8+8cQTGDt2bLnHNGnSxKVzhYeHS5MyS2RmZkp1Jf+WlN14jL+/f6m9SwCg1Wqh1WpdioGI6g6dWgmLtRiFFiv8KvXbk4i8VaV+5KOjo12a8FiZzXdDQkIQEhJSmbAcxMXFYd68ebh8+TJCQ0MBACkpKfD390fLli2lYz7//HO756WkpCAuLq5aYiAXVPiyAyLP0KuVyCsqvr4Wk55zmIjkpFo3383JycEvv/yCtLQ09OzZE9HR0VWNr1zp6enIzs5Geno6rFYrDh8+DABo1qwZfH190bdvX7Rs2RKjRo3CwoULkZGRgWeffRZJSUlSD9EjjzyC5cuXY/r06Rg/fjx2796NDz/8ENu3b6/R2InI++g1N672zYSJSE6qffNdURSxZMkSLFy4sNS1karT888/j/Xr10uP27dvDwDYs2cP4uPjoVQq8dlnn2HSpEmIi4uDj48PxowZgxdffFF6TkxMDLZv345p06bh1VdfRePGjfH2229zDSYicqBTcfFKIrmq1DpMrujVqxeCg4OxZcuWmjh9rcJ1mKrmkwN/4J4uTQEA+fn58PG5vkCg0WiEr6+vQzmRu9zcBkesO4xfzl/D26M7IS7Kl+2TyMtV5Pu7xq6S69SpE3bv3l1Tpycicju9+vqvTG7ASyQ/NXadx5kzZyo84ZvkSa3VImz4fNwS6uuwNUrJfoXceoI84eY2KG3Aa7GyfRLJTLUmTDabDRcuXMC6devw8ccfo0+fPtV5eqqjlEoldJG3IyQyEEql0q48Pj7ec4GR7N3cBksmfRdZrGyfRDJTqYSpZC+5soiiiKCgICxZsqTSgRER1TYl26Fw0jeR/FQqYbrzzjtLTZgUCgWCgoLQuXNnjBs3Tlr7iKg8xRYL8n76DH+k6WGZ2AVqtRrA9VWW33rrLQDAww8/LJUTucvNbVAakjPb2D6JZKbGrpKTE14lVzW8So5qq5vb4Ct7zuHtb9PwSM+mmHxnBNsnkZerFVfJERHVNRySI5KvCiVM8+bNw9NPP13uRpNmsxlPP/00Xn755SoHR0RUm0grfZuZMBHJjcsJ01dffYXnn38e9erVK3esXqPRoH79+njmmWekS26JysMxYfIWOvWNW6MQkZy4nDBt2LABQUFBeOyxx5wem5SUhODgYKxdu7ZKwRER1SZ6JkxEsuVywvT9998jISFB2rS2PFqtFgkJCfjuu++qFBwRUW2i11z/lck5TETy43LCdPHiRTRp0sTlE8fExODSpUuVCoqIqDb6Z1kBJkxEcuPyOkwKhaLcyd43s1gsUCh4ER45p9ZoEHLfbDQL8bXrwdRqtfjss8+k+0TudnMblK6SK7ayfRLJjMsJU8OGDXH06FGXT3z06FE0atSoUkGRvChVKhiadkaDqCCoVP80SZVKhUGDBnkwMpK7m9ug7oYeJrZPInlxuQuoR48e2L17N86ePev02LNnz2L37t248847qxIbEVGtopfWYbJ5OBIicjeXE6akpCRYLBbcd999uHLlSpnH/fXXXxg6dCiKi4sxadKkagmS6rZiiwX5R77CudTtdsO+FosF69atw7p16yo0HExUXW5ug9I6TBYr2yeRzFRoa5Tk5GQsW7YM9evXxyOPPIJevXqhcePGAIALFy5g165deOutt5CVlYXk5GQsXry4xgKvTbg1StV8fOAPJHJrFKqFbm6D2SYBPRbugU6twKGZd7J9Enm5inx/V2jz3SVLlkCn02HRokWYN28e5s2bZ1cviiKUSiVmzZqFuXPnVjxyIqJaTHfDkJzNxiVXieSkQgmTIAiYP38+JkyYgLVr1+L7779HRkYGACA8PBzdunXD2LFj0bRp0xoJlojIkwx/D8kBgKmY85iI5KRCCVOJpk2bsgeJiGSnpIcJ4GrfRHLDhZLI41yfRUfkWUqFAI3q+q/NQnOxh6MhIndiwkREVAElw3LcHoVIXpgwERFVwD8b8HIOE5GcVGoOE1F1Ums0qH/PTDQN8XHYGuXDDz+U7hO5W2ltsGQtpmIo2T6JZIQJE3mcUqWCT4vuaFzK1ihDhw71YGQkd6W1wZIeJososH0SyQiH5IiIKkB/w35yRCQf7GEij7MWF8N48lv8+ZcPiou7SL1MxcXF2Lp1KwDg3//+t13vE5E7lNYGS4bk8gtN2Lx5s10dEdVd/Aknj7OYzbjy8cu4AsC0bJr0xWMymXD//fcDuL71BL+QyN1Ka4MlPUy5BYV4iO2TSDY4JEdEVAElPUxFHJIjkhUmTEREFVCyDhPnMBHJCxMmIqIKkDbgLWbCRCQnTJiIiCqgpIepgD1MRLLChIlqAW4mR96jZNI3t0YhkhcmTEREFaCT1mHi1ihEcsLrYMnjVGo16g2cipj6Bmg0Gqlco9Fg7dq10n0idyutDRo0139tmkUF2yeRjDBhIo9TqdXwbZOA6OggqNVqqVytVmPs2LGeC4xkr7Q2qNdc75g3iwLbJ5GMcEiOiKgC9Orrf2dy0jeRvLCHiTzOWlyMgjMHcCnP12FrlC+//BIA0K9fP66kTG5XWhssWbjSWGjC9u3b7eqIqO7y6h6mefPmoWvXrjAYDAgMDCz1GEEQHG6bNm2yO2bv3r3o0KEDtFotmjVrhnXr1tV88CSxmM3I+ugFfPfGUzCZTFK5yWTC4MGDMXjwYLtyIncprQ2WXCVXUFTE9kkkI16dMJnNZgwdOhSTJk0q97i1a9fi0qVL0i0xMVGqS0tLw6BBg9CrVy8cPnwYU6dOxUMPPST9VUlEdCOu9E0kT17dh/zCCy8AgNMeocDAQISHh5dat2rVKsTExGDJkiUAgNtuuw3ffvstXnnlFfTr169a4yUi7yet9G3hsgJEcuLVPUyuSkpKQv369dGlSxesWbMGovjPQompqalISEiwO75fv35ITU0t83wmkwm5ubl2NyKSBz17mIhkyat7mFzx4osvonfv3jAYDNi5cyceffRR5Ofn4/HHHwcAZGRkICwszO45YWFhyM3NRWFhIfR6vcM5FyxYIPVuEZG8GP7uYTJb2cNEJCe1rodp5syZpU7UvvF28uRJl8/33HPPoVu3bmjfvj1mzJiB6dOnY9GiRVWKcdasWcjJyZFu58+fr9L5iMh7lPQwEZG81LoepieeeMLpYnBNmjSp9PljY2Px0ksvwWQyQavVIjw8HJmZmXbHZGZmwt/fv9TeJQDQarXQarWVjoGIvJdWpYAgeDoKInK3WpcwhYSEICQkpMbOf/jwYQQFBUkJT1xcHD7//HO7Y1JSUhAXF1djMZA9pUqN4H89gshgx61Rli9fLt0ncrfS2qAgCNCrlTAWq/Dif5ci2EfD9kkkA7UuYaqI9PR0ZGdnIz09HVarFYcPHwYANGvWDL6+vvj000+RmZmJO+64AzqdDikpKZg/fz6efPJJ6RyPPPIIli9fjunTp2P8+PHYvXs3PvzwQ2lBOqp5KrUafh0Go1kpW6MkJSV5MDKSu7LaoF6tRIFZhaGjJ6BFuL8HIiMid/PqhOn555/H+vXrpcft27cHAOzZswfx8fFQq9VYsWIFpk2bBlEU0axZMyxduhQTJ06UnhMTE4Pt27dj2rRpePXVV9G4cWO8/fbbXFLAAwRwnIO8g16jBIy8Uo5ITgTxxmvsqVJyc3MREBCAnJwc+Pvzr82K+uzwn3ho4TtoEe6PXYsegVJ5fVKt1WrFN998AwDo0aOHVE7kLmW1wX8t3YffMnLwVFsRrRsFsH0SeamKfH97dQ8T1Q0WkwmZ7z+NTABFL42Fj48PAKCoqAi9evUCAOTn50vlRO5SVhvUa5QQiy2Y/OB9DnVEVDfVumUFiIhqu5L95IhIPpgwERFVENdiIpIfJkxERBVkYMJEJDtMmIiIKkjHITki2WHCRERUQZzDRCQ/TJiIiCqIQ3JE8sNlBcjjlGoVAuPHITLI4LDS98KFC6X7RO5WVhvUq5UQlEr0GZ2Mfq3D2T6JZIAJE3mcSq1BQOwQNI8OdthL7qmnnvJgZCR3ZbVBvUYFQalG20Gj8dT9bT0QGRG5G4fkiIgqqGRIrtBS7OFIiMhdmDCRx1mtVpgu/Ybsc8dhtVrtyg8cOIADBw7YlRO5S1ltUK9RQrRZkX7qCNsnkUxwSI48zmIyIWNDMjIAFD37gN3WKF26dAHArSfIM8pqg4a/t0bZ/tI4bH+J7ZNIDtjDRERUQbxKjkh+mDAREVWQXs3OeSK5YcJERFRB7GEikh8mTEREFcSEiUh+mDAREVWQngkTkewwYSIiqiCDhnOYiOSGP/XkcUq1CgHdhqNRoN5ha5TZs2dL94ncraw2aNBc3xoloNtwTIpvyvZJJANMmMjj1GoNAruPRKsYx61R5syZ47nASPbKaoNalQIKlRqB3Udi2vQ+du2WiOomDsmRx4mipyMgqhhBEGBQX5/HVGDmKt9EcsCEiTzOZrPBnHUOORf/gM1msys/duwYjh07ZldO5C7ltUGdSgFz1jn8euQo2yeRDHBIjjzOXFSES2uScAlA4fREaYuJwsJCtG7dGgC3niDPKK8N6hTFuLQmCfesYfskkgP2MBERVYJezaUFiOSECRMRUSVwLSYieWHCRERUCVztm0hemDAREVWCjhvwEskKEyYiokowcA4TkawwYSIiqgS9hr8+ieSEfcrkcUq1Cv5d7kWDAJ3D1ihPPvmkdJ/I3cprgz56Hfy73It2EYFsn0QywISJPE6t1iCo13i0LWVrlEWLFnkwMpK78tqgv48OQb3Go1fXaG6NQiQD7FMmIqoEg+b635uF3BqFSBbYw1SNiixWaCz85VlRRRYLinMyYbxigs1mg0JxPY+32WxIT08HAERGRkrlRO5SXhvUKgUU52Qi4yJgs7WudPu02USYrbbrt2IbLFYbiq0iRBEQcX2jxZL9Fku2XRT/LvjncennFoSbHtvVCaWW3/w84Ybam89X5nNuOlAo47jyzu/wUi7GVNX3ePOBZcXk6nsUHN8J1SIV+YOHCVM16jT3Kyi0Bk+H4XVs5iJcWDUBFwAUTs232xolJiYGALeeIM8orw2qRAsurJqADQDemFB6+8w2mvHLn9dw8lIezl8twJ9XC/FXvgm5RRbkFFhgNFthtXH3aSJPsZkKXD6WCRMRUSWUtdJ3ttGMTQfS8cWRDBy5kFPh86qVApQKAYq/uylK+ieEmx6X3Lm5voR4U7eTWOYD+4flPe/mnizxhlrHuvJer/Tn3Zw63hiLYx2I3IoJUzXa/3Qf+Pv7ezoMr2M0GhH+iqejIKqYm/eSKzRb8dru37Hm2zSYim1SeZP6PmjVKADR9QyICDIgxE8Lf70aAXo1fLUqaFQKaFQKqJUC1AoFFAoO4VSVXaLlhuTQ/rVLf05dUdcS1ZzcXDRa5tqxTJiqka9WBV8tP9KKEor5mZH3uXFrlD+y8jFlywH8kWUEALRpFIARsZH4V8sw1PfVeipE2bKbu1Ru/snkVO6sFfjO5jcVEVEl3DgkN2r1D7hmUSLcX4cX72mFf7UMcxgiIyLv5rWXHZ09exYTJkxATEwM9Ho9mjZtitmzZ8NsNtsd9+uvv6JHjx7Q6XSIiIjAwoULHc61efNmtGjRAjqdDm3atMHnn3/urrdBRF7qxoQp22hB60b++Ozx7ujbKpzJElEd5LUJ08mTJ2Gz2fDmm2/i2LFjeOWVV7Bq1So8/fTT0jG5ubno27cvoqKicOjQISxatAhz5szBW2+9JR3z/fffY/jw4ZgwYQJ+/vlnJCYmIjExEUePHvXE2yIiL2FQ/dNBX99Pg3XjunD4jagO89ohuf79+6N///7S4yZNmuDUqVNYuXIlFi9eDAB47733YDabsWbNGmg0GrRq1QqHDx/G0qVL8fDDDwMAXn31VfTv3x9PPfUUAOCll15CSkoKli9fjlWrVrn/jcmQSqXCo48+Kt13Vk7kLuW1QV+DFr7tBwEApvdvyWSJqI6rU99COTk5CA4Olh6npqbizjvvtNu2oF+/fvjvf/+Lq1evIigoCKmpqUhOTrY7T79+/bBt27YyX8dkMsFkMkmPc3Nzq+9NyJBWq8WKFStcLidyl/LaYINgP3QdNR0qpYB7O8e4OTIicjevHZK72enTp/H666/jP//5j1SWkZGBsLAwu+NKHmdkZJR7TEl9aRYsWICAgADpFhERUV1vg4i8hFIhYMfUHvg4qRs0qjrzq5SIylDrfspnzpwJQRDKvZ08edLuORcuXED//v0xdOhQTJw4scZjnDVrFnJycqTb+fPna/w16zJRFJGVlYWsrKyb1k8pvZzIXcprg6Io4sqVK7ia/RfbJ5EM1LohuSeeeAJjx44t95gmTZpI9y9evIhevXqha9eudpO5ASA8PByZmZl2ZSWPw8PDyz2mpL40Wq0WWi3nK1SXgoIChIaGArDffqKsciJ3Ka8Nsn0SyUutS5hCQkIQEhLi0rEXLlxAr1690LFjR6xdu9Zh88u4uDg888wzsFgsUKvVAICUlBQ0b94cQUFB0jG7du3C1KlTpeelpKQgLi6uet4QEREReb1aNyTnqgsXLiA+Ph6RkZFYvHgxsrKykJGRYTf3aMSIEdBoNJgwYQKOHTuGDz74AK+++qrdJO8pU6Zgx44dWLJkCU6ePIk5c+bg4MGDeOyxxzzxtoiIiKgWqnU9TK5KSUnB6dOncfr0aTRu3NiurmQ+QUBAAHbu3ImkpCR07NgR9evXx/PPPy8tKQAAXbt2xcaNG/Hss8/i6aefxi233IJt27ahdevWbn0/REREVHsJImcrVllubi4CAgKQk5PDzXcrwWg0wtfXF4D9XJCyyoncpbw2yPZJ5P0q8v3ttUNyRERERO7ChImIiIjICa+dw0R1h0qlwpgxY6T7zsqJ3KW8Nsj2SSQvnMNUDTiHiYiIyPtwDhMRERFRNWI/MnmcKIooKCgAABgMBgiCUG45kbuU1wbZPonkhT1M5HEFBQXw9fWFr6+v9AVUXjmRu5TXBtk+ieSFCRMRERGRE0yYiIiIiJxgwkRERETkBBMmIiIiIieYMBERERE5wYSJiIiIyAmuw0Qep1Qqcd9990n3nZUTuUt5bZDtk0heuDVKNeDWKERERN6HW6MQERERVSMmTEREREROMGEijzMajRAEAYIgwGg0Oi0ncpfy2iDbJ5G8MGEiIiIicoIJExEREZETTJiIiIiInGDCREREROQEEyYiIiIiJ5gwERERETnBrVHI45RKJQYOHCjdd1ZO5C7ltUG2TyJ54dYo1YBboxAREXkfbo1CREREVI2YMBERERE5wYSJPM5oNMLHxwc+Pj4OW6OUVk7kLuW1QbZPInnhpG+qFQoKCipUTuQu5bVBtk8i+WAPExEREZETTJiIiIiInGDCREREROQEEyYiIiIiJ5gwERERETnBq+TI4xQKBXr27Cndd1ZO5C7ltUG2TyJ54dYo1YBboxAREXkfbo1CREREVI28NmE6e/YsJkyYgJiYGOj1ejRt2hSzZ8+G2Wy2O0YQBIfb/v377c61efNmtGjRAjqdDm3atMHnn3/u7rdDREREtZjXJkwnT56EzWbDm2++iWPHjuGVV17BqlWr8PTTTzsc+9VXX+HSpUvSrWPHjlLd999/j+HDh2PChAn4+eefkZiYiMTERBw9etSdb0fWjEYjQkJCEBIS4rA1SmnlRO5SXhtk+ySSlzo1h2nRokVYuXIl/vjjDwDXe5hiYmLw888/o127dqU+Z9iwYTAajfjss8+ksjvuuAPt2rXDqlWrXHpdzmGqGqPRCF9fXwBAfn4+fHx8yi0ncpfy2iDbJ5H3k+0cppycHAQHBzuU33333QgNDUX37t3xySef2NWlpqYiISHBrqxfv35ITU2t0ViJiIjIe9SZZQVOnz6N119/HYsXL5bKfH19sWTJEnTr1g0KhQJbtmxBYmIitm3bhrvvvhsAkJGRgbCwMLtzhYWFISMjo8zXMplMMJlM0uOcnBwA1zNVqrgbhzNyc3NhtVrLLSdyl/LaINsnkfcr+d52abBNrGVmzJghAij3duLECbvn/Pnnn2LTpk3FCRMmOD3/qFGjxO7du0uP1Wq1uHHjRrtjVqxYIYaGhpZ5jtmzZzuNkTfeeOONN954847b+fPnneYPta6H6YknnsDYsWPLPaZJkybS/YsXL6JXr17o2rUr3nrrLafnj42NRUpKivQ4PDwcmZmZdsdkZmYiPDy8zHPMmjULycnJ0uNr164hKioK6enpCAgIcBoDOcrNzUVERATOnz/PeWCVwM+v6vgZVg0/v6rh51d1lfkMRVFEXl4eGjZs6PTYWpcwlVx14ooLFy6gV69e6NixI9auXevSaruHDx9GgwYNpMdxcXHYtWsXpk6dKpWlpKQgLi6uzHNotVpotVqH8oCAADb0KvL39+dnWAX8/KqOn2HV8POrGn5+VVfRz9DVjo5alzC56sKFC4iPj0dUVBQWL16MrKwsqa6kd2j9+vXQaDRo3749AOD//u//sGbNGrz99tvSsVOmTEHPnj2xZMkSDBo0CJs2bcLBgwdd6q0iIiIiefDahCklJQWnT5/G6dOn0bhxY7s68YbJWy+99BLOnTsHlUqFFi1a4IMPPsB9990n1Xft2hUbN27Es88+i6effhq33HILtm3bhtatW7vtvRAREVHt5rUJ09ixY53OdRozZgzGjBnj9FxDhw7F0KFDKx2LVqvF7NmzSx2mI9fwM6wafn5Vx8+wavj5VQ0/v6qr6c+wTi1cSURERFQT6tTClUREREQ1gQkTERERkRNMmIiIiIicYMJERERE5AQTpmqwYsUKREdHQ6fTITY2Fj/++KOnQ/IaX3/9Ne666y40bNgQgiBg27Ztng7JqyxYsACdO3eGn58fQkNDkZiYiFOnTnk6LK+xcuVK3H777dJCd3Fxcfjiiy88HZbXevnllyEIgt1CwFS+OXPmQBAEu1uLFi08HZZXuXDhAh588EHUq1cPer0ebdq0wcGDB6v9dZgwVdEHH3yA5ORkzJ49Gz/99BPatm2Lfv364fLly54OzSsYjUa0bdsWK1as8HQoXmnfvn1ISkrC/v37kZKSAovFgr59+9ptDEtla9y4MV5++WUcOnQIBw8eRO/evXHPPffg2LFjng7N6xw4cABvvvkmbr/9dk+H4nVatWqFS5cuSbdvv/3W0yF5jatXr6Jbt25Qq9X44osvcPz4cSxZsgRBQUHV/lpcVqCKYmNj0blzZyxfvhwAYLPZEBERgcmTJ2PmzJkejs67CIKArVu3IjEx0dOheK2srCyEhoZi3759uPPOOz0djlcKDg7GokWLMGHCBE+H4jXy8/PRoUMHvPHGG5g7dy7atWuHZcuWeTosrzBnzhxs27YNhw8f9nQoXmnmzJn47rvv8M0339T4a7GHqQrMZjMOHTqEhIQEqUyhUCAhIQGpqakejIzkKicnB8D1L32qGKvVik2bNsFoNJa7lyQ5SkpKwqBBg+x+F5Lrfv/9dzRs2BBNmjTByJEjkZ6e7umQvMYnn3yCTp06YejQoQgNDUX79u3xv//9r0ZeiwlTFVy5cgVWqxVhYWF25WFhYcjIyPBQVCRXNpsNU6dORbdu3bi1TwUcOXIEvr6+0Gq1eOSRR7B161a0bNnS02F5jU2bNuGnn37CggULPB2KV4qNjcW6deuwY8cOrFy5EmlpaejRowfy8vI8HZpX+OOPP7By5Urccsst+PLLLzFp0iQ8/vjjWL9+fbW/ltdujUJE9pKSknD06FHOf6ig5s2b4/Dhw8jJycFHH32EMWPGYN++fUyaXHD+/HlMmTIFKSkp0Ol0ng7HKw0YMEC6f/vttyM2NhZRUVH48MMPOSzsApvNhk6dOmH+/PkAgPbt2+Po0aNYtWqVS1ujVQR7mKqgfv36UCqVyMzMtCvPzMxEeHi4h6IiOXrsscfw2WefYc+ePQ6bUVP5NBoNmjVrho4dO2LBggVo27YtXn31VU+H5RUOHTqEy5cvo0OHDlCpVFCpVNi3bx9ee+01qFQqWK1WT4fodQIDA3Hrrbfi9OnTng7FKzRo0MDhj5vbbrutRoY1mTBVgUajQceOHbFr1y6pzGazYdeuXZwDQW4hiiIee+wxbN26Fbt370ZMTIynQ/J6NpsNJpPJ02F4hT59+uDIkSM4fPiwdOvUqRNGjhyJw4cPQ6lUejpEr5Ofn48zZ86gQYMGng7FK3Tr1s1hKZXffvsNUVFR1f5aHJKrouTkZIwZMwadOnVCly5dsGzZMhiNRowbN87ToXmF/Px8u7+k0tLScPjwYQQHByMyMtKDkXmHpKQkbNy4ER9//DH8/PykuXMBAQHQ6/Uejq72mzVrFgYMGIDIyEjk5eVh48aN2Lt3L7788ktPh+YV/Pz8HObL+fj4oF69epxH56Inn3wSd911F6KionDx4kXMnj0bSqUSw4cP93RoXmHatGno2rUr5s+fj/vvvx8//vgj3nrrLbz11lvV/2IiVdnrr78uRkZGihqNRuzSpYu4f/9+T4fkNfbs2SMCcLiNGTPG06F5hdI+OwDi2rVrPR2aVxg/frwYFRUlajQaMSQkROzTp4+4c+dOT4fl1Xr27ClOmTLF02F4jWHDhokNGjQQNRqN2KhRI3HYsGHi6dOnPR2WV/n000/F1q1bi1qtVmzRooX41ltv1cjrcB0mIiIiIic4h4mIiIjICSZMRERERE4wYSIiIiJyggkTERERkRNMmIiIiIicYMJERERE5AQTJiIiIiInmDAREREROcGEiYi8Qnx8PARB8HQYLhNFER07dkTfvn3tyqv7fXz11VcQBAGff/55tZ2TiBxxLzkicruKJgzeuCHBhg0b8NNPPyE1NbVGXychIQHdu3fH9OnT0a9fP254S1RDmDARkdvNnj3boWzZsmXIyckptQ64noAUFBTUdGjVwmazYc6cOejRowfuuOOOGn+96dOn4+6778amTZswcuTIGn89IjniXnJEVCtER0fj3LlzXtmbdLPt27dj8ODB+N///oeHHnrIri4+Ph779u2r1vdpsVjQsGFDtGjRAt988021nZeI/sE5TETkFUqb+7Nu3ToIgoB169bh008/RWxsLAwGAxo1aoTnnnsONpsNALB+/Xq0bdsWer0ekZGRWLRoUamvIYoi1qxZg27dusHf3x8GgwGdOnXCmjVrKhTr2rVrIQgChgwZUuYxFosFc+bMQXR0NLRaLW699Va88cYbDsfNmTMHgiBg7969WLduHTp06ACDwYD4+HjpGLVajcTERHz77bc4ffp0hWIlItdwSI6IvN7WrVuxc+dOJCYmolu3bti+fTvmzp0LURQREBCAuXPn4p577kF8fDy2bNmC6dOnIywsDKNHj5bOIYoiRo4ciffffx+33HILRowYAY1Gg5SUFEyYMAHHjx/H4sWLncYiiiL27NmD5s2bIygoqMzjhg8fjh9//BEDBgyAUqnEhx9+iKSkJKjVakycONHh+EWLFmHPnj2455570LdvX4e5SnFxcXj77bexe/duNGvWrAKfHhG5RCQiqgWioqLE8n4l9ezZ06F+7dq1IgBRrVaLP/74o1Sem5srhoaGigaDQQwPDxfPnDkj1aWnp4sajUZs06aN3bneeustEYA4btw40Ww2S+Umk0m86667RADiwYMHnb6PY8eOiQDEkSNHlvs+YmNjxZycHKn85MmTokqlEps3b253/OzZs0UAoo+Pj/jrr7+W+bq//PKLCEAcPXq00xiJqOI4JEdEXu/BBx9E586dpcd+fn4YPHgwCgoKMGnSJDRp0kSqi4iIQPfu3XH8+HEUFxdL5cuXL4ePjw9WrFgBtVotlWs0GsybNw8A8P777zuN5c8//wQAhIWFlXvcggUL4O/vLz1u3rw5unXrhlOnTiEvL8/h+Icffhht2rQp83wlr1fy+kRUvTgkR0Rer127dg5lDRo0KLfOarUiMzMTjRo1QkFBAY4cOYKGDRviv//9r8PxFosFAHDy5Emnsfz1118AgMDAwHKP69ixo0NZ48aNAQDXrl2Dn5+fXV2XLl3KPV9wcDAA4MqVK05jJKKKY8JERF7vxp6aEiqVymldSSJ09epViKKICxcu4IUXXijzdYxGo9NY9Ho9AKCoqKjSMVutVoc6Zz1WhYWFAACDweA0RiKqOCZMRCR7JclLx44dcfDgwSqdKyQkBACQnZ1d5bhu5Gyxz5LXK3l9IqpenMNERLLn5+eH2267DSdOnMC1a9eqdK5WrVpBoVDg1KlT1ROci0per7x5TkRUeUyYiIgAPP744ygoKMDEiRNLHXpLS0vD2bNnnZ4nMDAQt99+Ow4ePCitA+UOP/zwAwCgZ8+ebntNIjlhwkREBOA///kPxowZg48++gi33HILRo8ejZkzZ2LcuHGIi4tD06ZNsX//fpfO9e9//xt5eXkuH18dUlJSEBQUhDvvvNNtr0kkJ0yYiIgAacXwDz74AK1atcJnn32GpUuXIiUlBTqdDosXL0ZCQoJL53rooYegUqnw7rvv1nDU1509exbfffcdxowZA51O55bXJJIb7iVHRFQDRo0ahe3bt+PcuXMOSwRUt2effRYLFy7EiRMn0LRp0xp9LSK5Yg8TEVENmDt3LgoLC/H666/X6OtcvXoVr7/+OiZNmsRkiagGcVkBIqIaEBUVhfXr1yMzM7NGXyctLQ3Tpk3D5MmTa/R1iOSOQ3JERERETnBIjoiIiMgJJkxERERETjBhIiIiInKCCRMRERGRE0yYiIiIiJxgwkRERETkBBMmIiIiIieYMBERERE5wYSJiIiIyIn/BzPNkgzipxDCAAAAAElFTkSuQmCC",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1988,7 +1926,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1998,7 +1936,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2008,7 +1946,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2018,7 +1956,7 @@
     },
     {
      "data": {
-      "image/png": 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bHv8dh4AvXrx4jjmcAAAAwHnwcDdHJi9btmyOCYfdZkI2N1g4ZD0nUNy3b1+25x08eFAS+zVs2FAaU3PmzJHkkhyOPbskkB988AFNmzbNhrUHAAAAe7l582aOiZ/dpnE0fPhwydXDDaO8ZLrmeUqc66Z///4S38SSniNuVHEuH35wEfskbzifz/bt26XcrVs3STJqyTEAe8D1CeDeYmJiqEKFCtKREhQU5N6NI05+uHHjRukBqlKlSp7/nhMX8hsdZ5C29MHlB5UbSWgc5Q1Plg8MDDQMbwYEBFh0DMAecH0CuDdLP79derUat+u4YbR+/XoJ929Nw4gj4Z4+fZrKlCljkzoCAACAa3HpfmFexv/DDz9IrxHHOrp3757s51ahn5+flAcMGEDlypWTmEhs+vTp1Lp1a6pevbp0q82ePVuW8g8ZMsSh/xYAAABwDi7dOFq8eLH8zBzWf8WKFTRo0CAph4SEmMxIf/DgAQ0dOlQaUkWLFqVmzZrRgQMHJHcSAAAAgEs3jiyZLrVr1y6T3+fOnSsbAACAPVdUp6SkOLoabs/b25s8PT2V3TgCAABwdtwounbtmjSQwPaKFCkigZ7zE4cQjSMAAAAbjnBwmiruzeAl5DkFHoT8P9YJCQkUGhoqv+dnoRUaR2BXarWaFixYYChbegzAHnB9QkHj+Fj8gc0Rmf39/R1dHbfnl7EYixtInE7M2iE2t4hzZG+IcwQAAJZISkqSIbXKlSsbPrjBthITE+n69esS3sfX11d5cY4AAABcAfJwutZjjWE1sCsOurl3714pd+jQwaTLM6djAPaA6xMAGBpHYPcu5i5duphNwZDTMQB7wPUJAAzDagAAAGAyLOWRw/bBBx84tG4bNmyw+f2g5wgAAAAM7t69ayivWbOGpkyZQhcvXjTs0ydgzkucJ1db4YmeIwAAADAoXbq0YeOVXdxbo/89Pj6eXnrpJSpVqpQ0klq0aEHbtm0z+Xtemffhhx9KblNeETZs2DDZv3TpUon1xCENnnrqKfr8888lYKMxzpXatGlTWWVWtWpVmjZtmoRD0N8u47/lOul/twU0jgAAAOwsPj5FNuNoOikp6bIvOTnN7LkazcNzU1N15yYlWXZuQYmLi6NevXrR9u3b6Z9//qFHH32U+vTpI3lMjc2ZM4caNWok57z//vu0f/9+euONN2j06NF08uRJ6tGjB3388ccmf8MLHrhBxeecO3eOvvrqK1q5cqXhvKNHjxryp3Lvlv53W0DjCAAAwM4CA+fLFh6eaNg3e/ZR2Tdy5HaTc0uWXCT7Q0JiDPsWLjwp+157bYvJuZUrL5X9589HGPatXHm2wOrdqFEjev3116l+/fpUo0YN6SGqVq0a/fbbbybnde3ald555x05xtuXX35Jjz32GI0bN45q1qxJb775pvxujHuJJk6cSAMHDpReI25A8e1zI4kFBwebpAfR/24LaBwBAACAxT1H48aNozp16kgjhYfWzp8/n6XnqHnz5ia/85ylli1bmuzL/Pu///5L06dPl9vUb0OHDpVeIo4ybk+YkA12z5g8a9YsQ9nSYwD2gOsT7CUu7i356e//8FoaP74Fvf12U/LyMu23CA19U376+T08d8SIxjR0aAPy9DQ99/r1oVnOHTSoXoHVe9y4cbR161YZNqtevbpE/X722Wdl0rUxa0JdcMOLe4+efvrpLMcyR7q2NTSOwK54xcL48ePzfAzAHnB9gr0EBGRdvaVWe8pmybne3p6yWXpuQdm/fz8NGjRIJkXrGzScqiM3tWrVyjJHKPPvPBGbe5i40ZUd/mLCAVltDY0jAAAAsEiNGjXo119/lUnYvGKMJ1trNJpc/27UqFHUsWNHWaHGf7tjxw7666+/TFJ9cMiAxx9/nCpWrCi9USqVSobazpw5Qx999JGcwyvUeDJ4u3btyMfHh4oWLWqTfyfmHIFdcYufvy3wlrn1n9MxAHvA9QmQM27ccIOkbdu20sjp2bOn9PjkhhszS5Yskb/nSd2bN2+mMWPGmAyX8W398ccf9Pfff0uIgNatW9PcuXOpUqVKhnM+++wzGdbjkABNmjSx2b/TQ2u8jhAsYmlWX8iKY2ToA4hlTsGQ0zEAe8D1CQWN085cu3bNbIZ4pRs6dChduHDBkLPQHo+5pZ/fGFYDAAAAm5szZ44sz+cvFjyktmrVKlq0aBE5IzSOAAAAwOaOHDkiKz5jY2MljtH8+fNpyJAh5IzQOAIAAACbW7t2LbkKTMgGAAAAyG/PEUeqPHDggMQ7uHXrFoWHh0siOQ7l3aBBA+rUqVOOcQoAAACUBGufXOuxzlPj6ODBg7IUb926dTIbPLsKcNwCDi3OSeb0WXkBAACUxtNTF4CRI0hzNGmwPX2qkfxEsreocXT27FmJDLtlyxZ5ojt37kxt2rSR3CmlSpWiYsWKUWJiIkVGRkp0y0OHDkmAp7feektCgXOQKE4y5+WFKU5Kxxfr1KlTDWVLjwHYA65PKGj8uccjK2FhYXLdcGBDsA3usOGGUWhoqOR90zdMbRbniJ9cDsLEAZteeOEFKlGihEU3vnv3blq6dCmtWbOGPvjgA/rf//5H7gBxjgAAwFLca8RxdyyJJA35xw2j0qVLm0Tfzuvnt0WNo2XLltHAgQOt7vn577//ZG5Sly5dyB2gcQQAAHnBDaPMyVmh4HHvXE49RgXaOAJTaBzl7w3i/PnzUuZ5acZdzDkdA7AHXJ8A7g2NIxtC48h6SM8AzgzXJ4B7s/Tz26qvPjdv3pQJ1/oZ4fpvVTNnzpTkct27d6dNmzZZV3MAAAAAB7JqEhGvPvv999/p3r17hn0ff/yxYSWHfjI2x0LizLoAAAAArsKqniMO/si9Q/rlrDwyt2DBAqpduzaFhIRI/hTucp49e3ZB1xcAAADA+RpHHEOAl/brnTx5UmI4jBo1isqXLy/xj/r27UtHjx4tyLoCAAAAOGfjiOcXGcdr2LVrl8QT6Nq1q2FfuXLlTIbdAAAAANy2cVSxYkUZOtPbsGEDlSlThmrVqmXYxw0jDsQEAOAOzt6JdnQVAMCZJ2Q/88wzMgH72WefJV9fX9q3bx+NHDnS5Jxz585R1apVC6qe4CZ4ntq4ceMMZUuPAdhDTtfgd0duU+GWT0vZQ2V9WgIAcH5WxTniOAGPPPKIofeoYcOGtHPnTipatKj8fuPGDWkYTZw4URpR7gZxjgCUZ9bmC7Ro1xUpT+5dh4Z0wJc/AHf9/Laq54hvkJPLnjlzxhAtNnO47l9//VUmZgMAuIN0o++RszZfpLplC1PbapblmQQAN51ztGjRIrp9+7bJvvr168uWuWHEK9mefPJJmZRtSzNmzJA4SoUKFaKSJUvKCrmLFy/m+nc///yzhB3gIcEGDRrQn3/+adN6wkM8kf/69euyZU7CmNMxAHvI6RpMTEqltOj7siWnpdHgFUdp7bGbEsoEABTaOOI5RTwRmxsjPFR2+vRpcjQONDlixAjpxdq6dSulpqbKcB+H+c8OB6bs378/vfbaa/TPP/9Ig4o3fS8Y2FZiYiJVqVJFNi5begzAHnK6BmPiE+j2ktdk61ytCCWnaWjCulPUf+khOnA5nDQaNJIAFDfn6Pjx47Iq7bfffpOGES/dr1y5sjQsnnjiCerQoYPDEzFyrCXuQeJGU8eOHc2e8/zzz0vj6Y8//jDsa926NTVu3JiWLFmSpzHLO3fCqHTp4vJYsJSUdEpNTScvLxX5+DwcsYyP12Vi9vPzJpVKdy6fx+d7eqrI19e6cxMSUuVbK+/jYywtTUPJyWnyt3wb1pybmJgqb/T8b+B/C0tP11BSUt7O5cfF3//hubwvJiaOSpUqzt/RkbsKnM7Da9CL4uKiDNcgv35GrT5Ey4d34rC3FB0TS6uP3KV5my9RikZDKm8VlSviR51qBVOjUoWpWslAqlWuEBXyUzvstcbH1GpP8vb2zPO5fD98fywgQPdvYPxv4H8Ln8fn5/Vcfg/ix5JxHTK/d+blXEveZwviPdnce2dBvCfrn8/8vidnfj7ze51k93wm5fM6MX4+83udZPd8WnLu3bvhVLZscMHNOWrWrJlsH374oXQ5r1+/XhpK8+fPp3nz5lGxYsXo8ccfl+E07r3x9/cne+N/LOO6ZOfgwYM0duxYk309e/aUhl92kpOTZTNuHLGyZZfQkK96kH9h3RN9dP01Orj2KtXrUpa6DatjOH/RoJ2UlqyhQfPbUuFgP9n3z58htPfb/6hWu1LUc2R9w7lfD9tDSbGp9NKsVlS8gq6hcGb7bdrxzQWq2rwE9XmnkeHc5aP2U2x4Ej3/UQsqXU33JF/Yd4+2LDxLFeoXo6f/18Rw7rfjDlHk7Xh65v2mVL6ubuL8laNh9Mfnp6hMzSDqN+3h/LAf/3eEQq/G0hPjG1GVpro5FTdORdCGGSepRKVAeunTVoZz100/TrfPR1Gv0fWpRutSsu/OxSj6+YPjFFTajwbNbWs4d+PMk3T9ZAQRNSWiYxSXnEZo/4Az0X1XHMHNc5P9deuuoBs3+HXPUwVukafKg4reS6Urc85T5YbFKbBvWbodlUg/HA6hOd9codSIFCrVvyKVrl2EivqrKeFSLB1ZepFK1wyiFz9sSWovD/JSqWj5+IN053I0DZrWguq01L1+Lp0Io2X/O0xlqhamtxd2pIz3eloy/gBdPR1JL7/XlBp2LCv7rp+NpEXvHKDiZf1p/LKHceZWTDlCF4+G0jNjGlKzHhW4PUd3rkTTgrf2UaHiPjRxdXfDcOCPM07Q2f33qPcbdalV78qyL/x2PM1/Yzf5BHjRpB97kP4r9IYvTtG/O25T94G1qO1TVWRfdEQSffHaLlJ5etB763rqHkfS0uavztHxzTepfb9q1OGF6rI/KT6V5r6yQ8rj13QnTy+V3PbO1RfpyG83qEWfStRlQC35+/Q0DX3ef7ucO2JFZ/IN8JZzD/x8hQ6tu0qNHilPXV+rLf829sVL20mTrqUhi9pTYDFf2Xfs9+u07/vLVKdjGer5Zj3D47Po1V2UkpBGA+e2paJldJ9V/265STtXXKQarUpS7zENDecuHb6X4h8k04uftqKSlQvJvrO77tDWJeeocpPi1Pfdh++zK9/eT1H3EuX9tGwtXSibS4fu05/zTlO5OkXouakP32e/e/cQhd+Io6fea0KVGvIXRqJrJ8Jp46yTVKpqYer/SUvDuWumHKW7l6Lp8XcaUvUWJWXfzbOR9MuHJ6hY+QAaMKeN4dxfPz5BIacj6dGR9ahWu9Ky796VGFoz+SgVKuFLr37ZznDu75/9S1ePhVO3IbWpfjfdNJiIm3H03YTD5FfIm4Z9/bCTYfOCM3Rx/33q+EoNatKrouyLCUukFW8dIC8fFY1Y2cVw7ravz9PZnXeoTb+q1DLjOkmISaGlr++V8ugfuxnO3b3qEp3cfJNa9K1MbZ+vJvtSk9Jp0eBdUn5zRWfy9tU1mg6suUJHN1ynxo9WoE4Daxpu44uM62ToVx0Mn8dHjD6Puxt9Hi8Y+BdZwqoJ2dxjNGbMGNkiIyOlF4YbF+vWraNVq1bJXJ5u3brRU089JQ0m7s2xNZ4f8Pbbb0viW54HlR2Ov1SqlO5NSI9/zylgJc9tmjZtmtljm8/cI09/3cMYfTdWft6ISKCNJ+8YzknP6G7feu4+eQXpnriY27oG1s0HiSbnpqTp5jnsuBBG6gjdObE3o+Tn3egk2mB0bkJKuvzcfSmMfGJ1b+ZxN3QNxLDYZJNzY5N0rfB9l8PJN0U3XJBwTVffyPgUk3OjMlrsB69F0L8qXYs88Zru9qMTU03ODY/THT9y/QGd9dXVJ+mWLiFxfHKaybmhMUkmjx3Xu1/rILOPK4AjJCSk8TuclOPjUy1qvFcvGUi/T+5Oey6F0eFrkTR71XVKNXot8ZYQrhvqfxCfQr+cuGX42/A43ZeuTafv0s6EOJPXGh/Tr45j96J0r5/NZ+/T3vREk9cavy4XG50bGqG7v10Xw+iYWleblPu6v09ITqev91w1nBuWUbeDVyLozD7de1VqZIrh/WjF/usP6xuqq9uxGw/ov4MZvR2xutvXaLX07aEbhnMj7uvOPX07mm4eDtGdk6R7j2Brjt4iD09dy+/BPd170cX7sRR67KaUtekPBzV+O3mHVBkfkFF3de+LV8LiKerEw3mwfP/srzP3yKuQrnckOuN9NiQygdb/8/Dc1HSN4T3Z+57uPTn2lu59lhu5xucmperqvPNCKKkf6G4vLkR37v3oJJNz+Quf/r3NN0H3uMZfizG8Vxqfy88Z2385nE6kZzw3V3WPw4ME03P5PZodvhpJp710f5cUorv92MRUk3NDY3TX1NHrD+h8gO7fmXw34z0/Jd30PTlad7//3IyiyyczelzCdH/Pw8bG54Y90N3G6dsxdCNjf1p0iuEzzvjciAjddXn+bizdydifLq8tHeNzI8PiHj73Gfs1KQ/n+/1+6i6p1Lpr7cF93eNzJSyOHhjdht5f2XwebzDzeWyTpfzZ4d4VnvuzceNGaTDdv39fhtp42IpjIdnS8OHD6a+//pL74RQm2VGr1dKA43lHxpPNufHD9bW056hChQo0Z/0JCioeZOjGS0vVyLcd/gblndE9KH+fqLsovH08DV243I2YnqqR33m/Jefy3Zicm5Qm35r4vvg+Gd8/18ND5UFqK89NSU4nrUZLXt4q+WbH+BtZakp6ns4lDyIfoy7n1OR0SkyIp3eebCbDaqv3XKBXOjwMHIphNXC0qKgYKlq0B78C6cGDP6lIEV2PLHfxP/flTvpz4qPSL8LXp4+PX45D2InpGnqQmEpRiakUEZNMYdFJFM+vIS8P+XBOTdcNHSSn8j6VYWhFXj+puiEQ/eud36X59cO3y681ldG5aakPX5ce/KLj1xq//rRaeU3qh1b4dSrneqhI7cvnkuFcreHch8MaaVxXfs/09TL0XvE+rYbk/r3VD29X7o88yMfPy3C7fC4Pu/Dt6odh+LFLSdLfrtF7XKpG/i1SB29VpnM9dPX18JB6yLkZ77P69yI+h9879e+Rxreb7/dkM++deTk3t/fZ/L4nZ36fzet7sjxH3g+vE/49NVnXIOTn06pz+bnP9HzyNcXPZ17P1T/3ljyflpwbFR5F459uZpul/Nnx8fGRniLe+B/HE6X185RsiSeLc2Nsz549OTaMWOnSpbM0gvh33p/Tv4u3zIZ2rYY4R3kUExNL75DuseYXBIAz0X2I6+K3PfxA181lSJX33IfXLH9AeHk9nDthfC7jpn2JwrrhHQBwDty5Md6C82w2g5pbb23atKGZM2fS+fPnbXIf3ADjhhHPf9qxY4esMMkN12n7dt34pB73dvF+sL0k+TYwRjbdt00A15CchusVQCms6jniHprc8HAa96pUr17dZpOzeRn/Dz/8IMN4HOtIP2+IV5L5+ekmPg8YMEDiLfG8ITZ69Gjq1KkTffbZZ9S7d2/66aef6NixY/T111/bpI5gytvbi7zUKRJQzzOjC1/Py8uL3nzzTUMZwN5UKk964YXRhrIx7rkPbNKbejcsg+sTwM1ZNeeIGz76cT1Lzu3RowfNnj2b6tV7uFqgIGRXhxUrVtCgQYOk3LlzZ5lAvnLlSpMgkJMnT5ZVdzVq1KBZs2ZRr169LL5fpA/Jn8ErjtDOi2E0+9mG9FzzCo6uDoDJkuDAwPlSjot7y2TJcaNpf8sk2u3vdKJqwbq5cQDgWmyaPmTKlCmSV23z5s1Uq1Ytatu2raz44rk7vFT+woUL9Nhjj1G1atXoxIkTch7vP3z4MNWs+XD5XX5Z0q7btUu3HNDYc889JxsAQGYlSuh6nTNLzFi15Gc0FwkA3JNVjSNepv/pp5/S8uXLDT00xng1GK8emzRpksRB+u6772R466OPPqLVq1cXRL3BRXGDNinmAaUnRGdp3PLv4eHhUi5RooTFvZMABYUnU587189QNl7+y6vKNIkxFB8VSdqgsrg+AdyYVcNqPFQVHBwsw1PZ4Z4Zjlit77np2rUrXbp0iW7dehjjw1VhWM16ERHRVKLESCl/s3USvda9ruEYlvKDo2V3DXLMrjqTNtLNuc9mOQYA7vf5bdVqNU4lwsNpOeHjfJ4ep+fgxhIoW7os3+co340kFgeAK9APqQGAMlg1rMaBFE+ePJnjOZzU1dvbqFs6PR3ftIDUEjhuvZRV3r0dXR0AE5w/iqi/oax/y0pE2AkARbGq56h79+4SjZpjGKWm6gPl6/DvvDKNJ2FzjjW9c+fOUcWKunwsoFy6wHoHZNNHWQVwrp5Nzv3XNKNsmkICAJTBqp4jXvq+d+9eeu+99yTpbPPmzSV/WmhoqAyl8ao1/p0bT4zjD3FPEk/SBgBw7p7NjRnlYVnyGAKAMljVOKpUqZIETnz33Xcl2eymTZsMxzjNxosvvihBF/WpPDg1h34VEigb5+IhKmFUBnC2ns19WdKHYM4RgLJYHea1bNmy9O2339KyZcvo4sWLMgOcZ37zRGyekwRgTqIkCHxXyvqEhQDODo0jAGXxsna5q35yNTeEGjRoYPY8DgZZu3bt/NUQ3AqnXVB5ppFGqyWVZ9b0IQMHDjSUAeyNU4Y888wQQ1kviTPUqzypUute1LlWMK5PADdn1Su8b9++MiE7pzcIbhhxbKM7d+7kp37gZooVC6SB33SjHRdCqVCQ6epFHpI1TvMCYG8ajYp++UUXpmTVKpVJz5GHlzd1HDqVVr7a0oE1BAB7sGq50I4dO+iVV17J9jgHe+SGEQdKAwBwJf7+XrKZTx2CFZYASmDVK52X6q9Zs0Yy3Gf233//SQRtnoP0xx9/FEQdwY1wQPbU5ETSpCSZTR/CQ7a8WRG4HSDfOGVIaOhQ2YzTh3CcI74mvdJTcH0CKIBVw2pjx46V5fmfffaZLNn/3//+Z9Iw4rDcvIKtY8eOBV1fcHEPHsTSd28sknJc7zomxxISEpA+BBwqu2uQ4xxpU5Np0eB2tGgwrk8Ad2f1rEKOdcTxjKZMmUKlSpWSRhFvUVFR0mPEZYDM0tI0RNRcyhqjIHsAzgxxjgCUJV9LLpYvXy7xizi4Y/HixWUo7bfffqMuXboUXA3BrXjLnA3dcKunJ9KHgHNJlvASzxrKhvQhWMoPoCj5ml3o6ekpQSBbtGghDaONGzdKahGA7KjVvDx6t2xemNwKTtmz2Uo2XVkH6UMAlMWinqOqVavmeDwxMZFUKhW9/vrrJvs9PDzoypUr+ashAIBdezb/yig/TB+CxLMAymJR40ij0UhDJzu+vr6ymVt9BGBMlzKksFEZwNl6NncYlXUwrAagLBY1jq5fv277moCC0oe8L2WkDwFXkZj6cIgNANwfYuCDXfE8NfLQEGmJPFSqLMeeffbZh+cB2BlPD+jT5wVD2TR9iIra93icSgf54voEcHNoHIFdFS9eiF5d3oW2XwilwkV08WT0eGj2559/dljdADQaT/r992aGsmn6EDVN/3IZdalV0oE1BAB7sGi50BtvvEG3b9+2+k5++ukn+v77763+ewAAR9LPOfL3Ro8RgBJY1Dj6/fffqXr16jR48GDauXOnRTfMCWfnzJlDdevWpZdeeklWtAEAOLOAADVpteNk43Lm1Wp+RpO0AUDhw2qXL1+WiNicLmT16tVUrFgxatmyJTVr1kyiYxcpUoSSkpIoMjKSLl68SIcPH6bz58/LKrf27dvTihUrqFUrjh0CShcZGUPLB8+Qcmz3j0yOcc4qpA8BR8ruGuSeI84H2KhC0SzHAEChjSM/Pz+aOnWq5FTjxhE3drZs2UJ//aWLB6Jf5q9fus+Np4EDB8pwHAeIBNDTBdZrK+X0dKwAAteAOEcAypKnCdmFChWiESNGyMY51A4ePEi3bt2iiIgIaUAFBwdTgwYNZAPIPsje31L29Orl6OoAmEkf8oShzJ1D/KUPcY4AlMXq1Wo8lPbYY48VbG3A7ekC622VMtKHgHP2bHYwKhMlG6URAQBlwKcTAIBJz+Z22XRlDKkBKBHiHIFd6eal+RqVAZytZ3OzUfnhMn61F75LAigFGkdgVwkJnD7kQymnJOEbOTg/fePIDzGOABQDjSOwK+O0C8bpGfTHevXSTdJGegZwBL4mH3nkcUPZeFjN38cb1yeAQqBxBHZVrFggDf6mA22/EEaBQQFZ0ods2rTJYXUD4JQhf//dyVA27jkK8PfD9QmgEBhEB7vimFgqLxV5eHoY4mMBODN9z5EvhtUAFAM9RwAAGfz9vSku7i1D2WTOEVKHAChGvhpH9+7do19//ZUuXLhACQkJ9M0338j+sLAwunbtmgSD5OCQAHoPHsTQ8lc/Ji1pKa6HLo2IceqGkiV1Gc9DQ0ORngHsjt/HMl+DSRmNI29NiuGaxPUJ4N6sbhwtWrSI3nnnHUpOTpbfeYhE3zjiN442bdrQkiVLaOjQoQVXW3B5qaka0mraSzktVWP2wwnAkTJfg/phNR9vT1yfAAph1Zyj33//nUaOHCk9Q7/99hsNHz7c5Hi9evWoYcOGtGHDhoKqJ7gJXWC9XbJ5Im4MOJkUaQg9KpuujKX8AEpkVc/R7NmzqWLFirRz507pWj5+/HiWc7jhtHfv3oKoI7gRXWA93YofL+85jq4OQJaeTaJuRuWHjSNfpLsBUAyrXu0nT56k3r175zjmXq5cObp//z7Z2p49e6hPnz5UtmxZGdrLrbdq165dcl7mjedPAYCyeUlvJn+p25tRNopzhAnZAIphVc+RRqMhb2/dSo7s8LwjHx8fsjWexNuoUSN69dVX6emnn7b47y5evEiFCxc2/K6fhAm2pUsZovvQQfoQcDY+PtwA+s2ojKX8AEpkVeOoVq1aOQ6ZpaWlSY8OD63Z2mOPPSZbXnFjqEiRIjapE+SWPmSmlJE+BFyBYVjNC40jAKWwaljtpZdeon/++YemTZuW5Vh6ejqNGzeOrl69SgMGDCBn1bhxYypTpgz16NGD9u/f7+jqKIZxyhCVhyrLsU6dOsmWObUIgD2Yuwb1jSN/Xy9cnwAKYVXP0ahRo2TF2vTp0+n777+XtA+sX79+dOzYMbp+/To98sgj9Nprr5Gz4QYRhxho3ry5hCHg8AOdO3emw4cPU9OmTc3+DZ+nD1nAYmJi7Fhj91K8eCF6eWE72n0pjAKLmM5Z45hYPCcMwFE4Zcju3Y+bpA/RxzkKCgzA9QmgEFZ9/eH5Rlu2bKGJEydSREQEnTlzRuaPrFu3jiIjI+ndd9+VJf7OmB6ChwRff/11atasGbVt25aWL18uP+fOnZvt38yYMYOCgoIMW4UKFexaZ3fC14RPgDepfD2d8voAyAxzjgCUx+ogkGq1mj7++GP66KOPZHIzN4p4gnOdOnVcLmN1y5Ytad++fdkenzRpEo0dO9ak5wgNJAD3wylDQkPfNJQZ0ocAKI9VjaOQkBCZzMyNIf72X7t27SznxMbG0oMHDyQekrPj0AQ83JYdXnVnj5V3SkkfsnLYdErXaCm2u25itvHKw8qVK0uZh2aRngHsjSNg161reg0m6iO5pyZRcHCwyTEAcE9WDatVqVKFvvjiixzPmT9/vpxna3FxcdK44Y1xTjcucwNO3+tjPDF83rx5tHHjRrp8+bIMB7799tu0Y8cOGjFihM3rCrrAeukpHYnSOlF6Wtb0IeHh4bIBOErmazAp5WGEbFyfAMpgVc8Rzy/KLUaNvWLY8ATwLl26GH7XD38NHDiQVq5cSXfv3jU0lFhKSorkhLt9+zb5+/tLmpNt27aZ3AbYji6w3gEpqzzzHoIBwJZ0KUO6GsrcOZSQyuEnMKwGoCRWzznKza1bt6hQoUJka7zSLKeGGDeQjE2YMEE2cAxdYL31UvZWf+Lo6gCY0KUMecw0fUiK7qcvGkcAimFx44iX7RvLbkkrxzm6efMm/fTTT9S6dev81xAAwK49m4czysNMlvL7IQgkgGJY3Dj64IMPDGWehM2No5xifnCus5kzTSfcAgA4f8/muozySumVfph4Fo0jAKWwuHG0c+dO+clvFl27dqVBgwbJvJ7MeBl/sWLFZAUboshCZvHxqUT0qZSTE3VzOQCcVWq6VlZWMgyrASiHxY0jDpmvN3XqVJnA3LFjR1vVC9yUrsHsmW36EI5c/vA8APvKfA3qe41YgI83rk8AhbBqQjY3jgCsUaxYIeo/tw3t+S+MAoKypg85evSow+oGwClDzp17yVBOStc1jrxUHlQ4MADXJ4BC5Hu1Gk++vnPnjknuMWPoXQJjKpUHBRTzIa9C3lIGcDYJCWlZUodwjCMAUA6rG0eceHb8+PH033//5Xger14DAHAFfn7edO3aUEM5ITpJV8Z8IwBFsWrgnFepPfXUUxKdeuTIkTJJm3uIhg0bRnXr1pXfe/fuTVOmTCn4GoNLi4qKpdXDp1PIvMUUFxOfJXUDpw/hjcsA9paUlEidOzeSjcvGedVwfQIoh1U9R59++ikFBgbS8ePHqVSpUvTll1/KBG19Y4iz2HNC2syxkQA46nBKgm6oNc1osivjRvWNGzcMZQB7y3wNGmIceXvi+gRQEKt6jnhSYt++faVhpKfRPMyTxfnMmjRpgp4jyCbI3jHZVJ6YcwTOJVUaQ+1l47J+zhFiHAEoi1WNI+5SLleunOF3zlgfExNjcg5Hx96/f3/+awhuGGRvjWzemMcBTiZFUoU8KRuXDcNqaBwBKIpVw2qlS5emsLAww+/cUDp79qzJOREREZiMDQAuxVN6M08YysZzjgBAOazqOWrUqBGdOXPG8DvPN+II2j/++CPFx8fTli1baO3atZLxHgDAVfj68vfFH2XjsvGcIwBQDqsaR0888QSdPHnSMDnxvffekwnaL7/8MhUuXJh69epFaWlpMikbIGv6EJ6oPx3pQ8DpYc4RgDJZNaz26quvyqZXpUoVmaT9+eef09WrV6lSpUr0xhtvUOPGjQuyruAGOGkxkZ9R2fQYh4IwdwzAHjJfgwkZjSN/tSeuTwAFyXeEbL1q1arRwoULC+rmwE0VL16Y+s1sSfsuR1BgUKDJMX9//yxz1wDsSav1otDQNw1lw7Ca2hPXJ4CC2Cx74rVr12jQoEG2unlwUZwyJKi0P3kXUyN9CDil8PBE2Zh+QjaG1QCUpcAbRyEhITR06FCqXbs2ffvttwV98+BGtIRAeuBcOGXImTODZOMycqsBKFOeGkf79u2TlWk86bpYsWL05JNP0sWLFw2xj8aOHUs1a9akZcuWUXBwMM2fP99W9QYXFR0dS9+9NZ1uLlhM8XFZ04fUq1dPNqRnAEfglCH9+nWSzSR9iLcK1yeAglg854hThXTv3p1SUlJMks8eO3aM9u7dKyvYzp07R2XLlqV3331X8qxxcEgAY8nJ6ZQYnZE+JONbuR6nZOBrSF8GsLfM16DxnCNcnwDKYXHP0axZs6RhxHnTQkNDZfv444/p7t271KFDB7pw4QJNnjyZLl++TKNGjULDCHIIsvevbEgfAs6ZPqSlbJI+BHOOABTJ4p4jTgXStWtX6RUyzqG2bds22rVrF82ePVuG1QByD7L3nZS91e85ujoAZtKHPGcoY84RgDJZ3HPEPUXNmjXLsl+/b+DAgQVbMwAAh/RscvT/MxnpQ3QJtZE+BEBZLG4cccTrgICALPv1+4oXL16wNQMAcEjP5irZuJyYkmYIAgkAylFgQSABLJGQwOlDJks5OQmJicG5Yc4RgDLlqXH03Xff0aFDh0z28QRsxvnUMuMQ+5s2bcpvHcGt8LBFkKFkcsTDQ1LP6MsA9pb5GjSec4TrE0A58tQ44oaQvjGU2ebNm7PswxsIZFasWCF6+sNmdPBKJAUWzpo+5Pr16w6rGwCRN6fSNpSTjOYc+fv74foEUAivvKQDAcgvT08VlahUiNRxCVjKD06H4xfduBEj5dQ0DaWkZzSOMKwGoCgWN4703ckABQVx9MDZ8CTsI0de0v3i9bDxjjlHAMqCCdlgVzExcfTj2OmUkKKhhO6zTY4lJiZSx4666Nl79uwhPz8/B9USlColJZnefPMJKf+yaav85NkBPl4qXJ8ACoLGEdhVUlIaxYbrPmBSM5ZJ62k0GklHoy8D2JvxNZiYnGoyGRvXJ4ByoHEEDgiyd17KKs9HHV0dABNpadzoaSLlmERd4wgxjgCUB40jcECQveVS9laPc3R1ALIkRiZ6Ucqx8brGEeYbASgPGkcAABlUKu7ZvCTl5DTkVQNQKovThwAAuDs/P/6+uFQ2bUaoCeRVA1Ae9ByBA9KHTJAy0oeAM9MHgMSwGoDy5LtxFB8fT1FRUZSebv6DrmLFivm9C3C72EbBxr+YKFGihN3rBGDuGtTnVTMeVsP1CaAMVjeOli1bRp999hldvHgx23N4+WtamulybVC24sUL05OTm9Cha5FUKKiQybGAgAAKCwtzWN0APDzUVLLkLCknpXmaNI5wfQIoh1WNo8WLF9OIESPIy8tLgqKVL19eygCWpA8pXbMI+aYmIX0IOGX6kHPnIqScpE86izlHAIpjVYtm3rx50r28b98+qlmzJjkSR6qdPXs2HT9+nO7evUvr16+nvn375vg3u3btorFjx9LZs2epQoUKNHnyZBo0aJDd6gw6yB4CzhhqYufOflI+mZIkP9E4AlAeq1ar3bhxg/r16+fwhpF+zlOjRo1o4cKFFifQ7d27N3Xp0oVOnjxJb7/9Ng0ZMoS2bNli87oCUWxsPK2Z+CHd/mYxJcYnmBzj9AydO3eWjcsAjkgf8sEHA2SLS0wwGVbD9QmgHFb1HJUpUybbCdj29thjj8lmqSVLllCVKlVkvhSrU6eO9IDNnTuXevbsacOaAktMTKWoO+2lnJqcNX3I7t27DWUAezO+Btu++TB9SOZjuD4B3JtVPUcDBw6kv/76S3ptXM3Bgwepe/fuJvu4UcT7s5OcnEwxMTEmG+QnyN4V2TykDOBs6UPqyZaQpGu8Y1gNQHmsahzxHJ0WLVpQjx49ZM5PXFwcuYp79+5RqVKlTPbx79zgya6rfMaMGRQUFGTYeJ4S5CfI3hLZ1D740AFnTB/C8w8HUXyirnGEOEcAymPVsJqPj49hZQfP3XH3pfyTJk2SCdx63JBCAwnAXXs2r0s5Ka2F/ET6EADlsapx1KFDB2n4uKLSpUvT/fv3Tfbx74ULFyY/P79sG4P6BiEAuHvPpm5xR5rHs7p9amRZAlAaqxpHvBTeVbVp04b+/PNPk31bt26V/WB7iTJUMUbKKTKEAeCcksxEyAYAZXD5r0Q834mX5POmX6rP5ZCQEMOQ2IABAwznv/HGG3T16lWaMGECXbhwgRYtWkRr166lMWN0H9hgWxoNRzcqK5tWyqb8/f1lA3AU/TWoTx9iPOcI1yeAMuQ7rPXt27elMcLzcHhoqnHjxlSuXDmyl2PHjpnMe9LPDeIVdStXrpTAkPqGEuNl/Js2bZLG0BdffCHRvb/55hss47dj+pDeExrR0euRFGgmfYgrroAE96FSqaluXV4wQJSYxm+PqSbpQ3B9AiiD1Y2jy5cv0/Dhw2nHjh1ZjnXr1k16ZKpXr062xgHZeGJ4driBZO5v/vnnHxvXDLJLH1KhQTE645FCKpfvtwR37Nk8dkw3J7HF47pVrf5qpEYCUBqrXvU3b96k9u3bU2hoKNWuXVvyq3FgSF4mz0v7t23bJpO2jxw5glVdAOAyfHy86I8/npLypMOX5SfiHAEoj1WNo2nTpknDiHuHXn/99Swr17766ivpVZo+fTotXbq0oOoKbiAuLoF+mfIJRSemUmKPmSbHkpKS6JlnnpHyL7/8Qr6+vg6qJShVWloKLVr0lpQT6g8j8vAi/4zGEa5PAOWwqnHEecj69Okjk5vN4QYTrwjjKNoAxhISUijsmm5lYGqSLj2DHqek0a8kdJb0NKAsxtdghVqvkkr9sHGE6xNAOaya9cG9RvXr18/xHD4eFhZmbb3ArYPs3ZQN6UPA2aSnc/qQGrLpV1NiWA1AeazqOQoODqZz587leA4f5/MAsgbZmy9ltc/rjq4OgImkJO4RGiZlbbqWuP2u9sTKAQClsepVz8vef/vtN1q2bJnZ48uXL6fff/+dHn300fzWDwDAbnQ9m3d0m4dupZqrZgMAADv3HE2dOlUaP8OGDaN58+ZRp06dJHkrp+Hg1Wpnz56lEiVKyHkAAK7VszlXyiqvdhhSA1AoqxpHFStWpP3798vEa04lwo0hYxyUcfHixVjGD9mkDxkhZaQPAWenn4wNAMpidXSzGjVqSABIjnmUOUI2GkWQc/qQylI2lz4EwJkgrxqAMuU79Cs3hNAYAksVK1aYHn27Ph2/EUUBhQNNjnF6hpyinQPYI31Ip04/UmR8CkV5qE16jnB9AigH4uKDXXl5qahK82A675NOKi+sAgLn69ncvfuWlCt0KIrUIQAKZdEr/9VXX5UVG5988olMvObfLcF/k92KNlAuD14GBOCk6UPWru1D+/4Lpw1RDzAhG0ChPLQW9BOrVCpp6Jw/f55q1qwpv1t04x4ebhlJludXBQUFUXR0tMyzAsvFxydQzeaDKCI+heav+JSGdattOMbpGV555RUpf/vtt0jPAHanvwavhcdTWLOh1Ld5ZfrihSYmxxiuTwD3/vy2qOfo2rVr8rNcuXImvwPkVXx8Ct250FLKKUkpJse4Ib1u3Topr1y50iH1A2UzvgYrNHnNZM4Rrk8A5bCocVSpUqUcfwewlC6e3j3jXwCcLH3Iw9WUvlitBqBIVs2InT59ugR7zMnevXvlPABj/v7eRPSZbD6++OABZ0wfwnG4Rkj6EMQ5AlAmqxpHH3zwgQR/zAk3nqZNm2ZtvQAA7E7XmckJs3VJs7FaDUCZbPbKT0lJIU9PfOsCAFfr2ZwlZZX3OgSBBFAoqxtHOSVj5IYRD6uVLFnS2psHt04fMlTKSB8Czg7DagDKZHHjqGrVqia/z507l1asWJHlPF7RER4eLstehw7VfQgCmKYPqSllpA8BZ4c4RwDKZHHjSKPRGHqL+CeHRzIXIsnb25vq1atHXbt2pffff79gawsur2jRQtRlSHX691Y0+QUGmBzz9/enuLg4QxnAEelDevZcQydCoog8vE3mHOH6BFAOixtH169fN5Q5COSYMWNoypQptqoXuClvb0+q07kiXT19l7wyzefgRjfnrwJwZM/mli0hUq7waBmTYTVcnwDKYdWcIw4CWaRIkYKvDSgDwhuBk1KrPWnFikfp403nKcXTA8NqAApl1VJ+bhjduHGDEhISzB6Pj4+nU6dOSZhuAGMJCYn0x+w5dP/nZZScmGRyLDk5mQYNGiQblwHsTaNJo1275lDk5aVE2jSTniNcnwDKYXUQyHbt2mWbN4338/GPP/44v/UDNxMXl0whJ5tS0tW2lJxomj4kLS2NVq1aJRuXAexNfw1GntxKWk06+Xs/7FzH9QmgHFY1jjZv3kw9evSgQoUKmT3Oydx69uxJf/75Z37rB25GN6c/UracwkEAOC59SFnZeDVlgA+G1QCUyKrGUUhICNWoUSPHc6pVqybnAWQNsjdDNjXSh4BTpg8ZIxunDwnwQYRsACWy6pXP3/hzG3Pn49kNuwEAOCNdZ2a0lL09PcjHy6rvjwCgxMZR7dq1ZWiN4xyZGxrhmEh//fUX1apVqyDqCABgx57Nj6QcGLgRQ78ACmXV16L+/fvTpUuX6NVXX6XoaN23LD3+nfdfvnyZXn755YKqJ7iJpCSeyDpQttQU9CyC8wrAMn4AxbKq52jkyJH0yy+/yKqNjRs3UosWLahcuXJ0+/ZtOnr0KEVFRVHHjh3lPABj6ekcVb2+lDVSBnBOgZhvBKBYVr36OUXItm3baPLkybR06VLaunWryUq18ePHy3J/Pg/AWJEigdT2pQp07k4M+QaapmDglAyhoaGGMoAj0oe06rSaTt2OpgBfXJ8ASmX1VyNfX1+aM2cOzZw5ky5cuCDDaRwckucZeXqiOxrMU6u9qEmvGnT71F1JJWKM53cEBwc7rG4AnD7k8O77UjbOq8ZwfQIoR777jbkhxIlmAQDcIX3Iy2Mb05+n71KQTM4GACXCOlWwq8TEJNry5RcUunEVJSdlTR8yYsQI2ZCeARyVPuTGlZWUEr6G/NWmc+JwfQIoh4eW1+PnUdWqVS27cQ8PunLlCrkbzhkXFBQkQ4k8xwosFxoaRaVKfSPlL37rQW/1aWSSky8wMFDKcXFxyIAOdmd8Db639gh9/FwLs8dwfQK49+e3VcNqHMfIXPwPvjNeqcbKlClDarXampsHtxfn6AoAZDvniKiElP0yzYkDAOWwqnF0/fr1HI+NHTuW7t+/b7KKDYAFBPA8jmlS9vF7ztHVATCRmMhxuN6Vsg8hACSAUhX4nKPKlSvTmjVr6MGDB/S///2P7GHhwoVyv7yCrlWrVnTkyJFsz125cqX0ehlv/HcAADqJsmVerQYAymGTCdkc36hHjx60du1asjVuiHFP1dSpU+nEiRPUqFEj6tmzpyEeiTk8znj37l3DduPGDZvXEwBcpWdzimzFi+BLE4BS2Wy1WkJCAkVGRpKtff755zR06FAaPHgw1a1bl5YsWSIB2pYvX57t33BvUenSpQ1bqVKlbF5PME4f0l82pA8BZ4b0IQDKZZPG0d69e+nHH3+0eeLZlJQUOn78OHXv3t2wT6VSye8HDx7M9u94pUmlSpWoQoUK9OSTT9LZs2dzvB9etssz3I03yE/6kKay6coAzikA6UMAFMuqV3/Xrl3N7k9LS5P8avoJ21OmcPe07YSHh1N6enqWnh/+naN2m8MNNu5Vatiwoayu4yjfbdu2lQZS+fLlzf7NjBkzaNo03SRiyJ+goABq3rck/RcalyV9iJ+fH127ds1QBrA3lcqbitZbQMmp6VQoU/oQXJ8AymFV42jXrl3ZDlcVLVqUHnnkEZkHxPOOnE2bNm1k0+OGUZ06deirr76iDz/80OzfTJo0Sf49etxzxL1OkHc+Pt7Uul8DCvv3jqQSMca9fjyxHsBRNBqiB2cTzS7lx/UJoBxWxzlyBiVKlJD0JRw2wBj/znOJLJ083qRJE7p8+XK25/j4+MgGAO7Ny0tFRbuUJA6NW6QQ4rQBKJVLpw/hIJPNmjWj7du3mzTc+Hfj3qGc8LDc6dOnJWgl2F5SUjLtWLqAIjZ/TymZUjDwHLLx48fLxmUAe0tOS6X0+I2kSdhIvplSq+H6BFAOq9KHOBNeyj9w4EAZFmvZsiXNmzdPQgjwnCOeezRgwAAqV66czBti06dPp9atW1P16tUlmvfs2bNpw4YNMrGbV7tZAulDCiZ9yLzfetBopA8BJxIRFUMligZJ+V5EFJUqpiszXJ8Arq9A04e8+uqrVlWC5yAtW7aMbOn555+nsLAwmfx97949aty4MW3evNkwSTskJETmCuhxcEpe+s/n8vwo7nk6cOCAxQ0jKAj41g3OnD6ksFEZAJTIop4j48aFyR97eJC5P9fv5588bOVu0HNkPeNv34u3nqE3utczewzfzMERQm5HUKXyK6R8JWQQVa2gy7PGcH0CuL4C7TnSL181ntczevRoOnTokPzs0KGD9NTwROg9e/bQ/PnzZc7P3Llz8/8vAQCwK/f7QgcAeWNR44gDJhr79NNP6fDhw/Tvv/+aTGTmGEIdO3aUaNW8AmzdunU0YcKEPFYJAMCR6UMmZpTfcHR1AMCVVqvxPKJ+/fplu8KLJ0Dz8aVLl+a3fuBmkpP5W/mzsiF9CDgzD0dXAABcK87RrVu3cs1kz8f5PABjaWkcI6uVlNPTMOEVAADcpHHEaTbWr18vEaXNNZI46Swfzy4dByhX4cIB1LBnEboaFk++AVnTM5w5c8ZQBnBE+hD/2nMNZWO4PgGUw6phtSFDhtDVq1epXbt2tHHjRoqIiJD9/JNjBrVv317yq/GSeQBjvr7e1GlgMyreozqpMyX25FWR9erVky27FZIAtpSe7kEJF9Jk02hMB9ZwfQIoh1U9Rxwh9tKlS7RixQp6+umnZR+/WejTivAyfp6UzecBALgKb28VBbUrYSgDgDJZ1TjihhBPyubo06tWraJTp05JzACOHdCoUSN65ZVXqHPnzgVfW3B5ycnJtO/7pRQZFkepj7xncoxTMnzyySdSfu+99yQ9DIB98SKBv6Xk4dHP5AiuTwDlcPn0IY6AIJAFkz5k7sYe9PYTSB8CziP8QQwFZ6QMCY2MouCMVCIM1yeA6yvQIJAAAEqg+66oW2SC740AypWvxtH+/ftp5cqVdPLkSWmNcSuMc5txIlielA1gPsiebi6aj59u5Q+As4hPSCWiD6WckJBGVMzRNQIAl2ocjRkzRtKE6L9d6fOpcXb75cuXS1qRzz//vCDrCgBgNx4IAwmgWFYtx+BJ2F988QXVqFGDvv/+e7pz5w6lpaXR3bt36YcffqCaNWvK8dWrVxd8jQEAbMTfn78vviubrgwASmRV42jx4sUS4JHzq/Xv359Kly4tPUecfPaFF16QhLScQmTRokUFX2Nwg/QhT8iWgvQh4GT4fYyIQ5JoMsoAoERWNY7Onj1LzzzzjMz4Nof383E+DyBr+pAOsmnSMeEVAACcj836jfGtC8wpVMif6nQKoJDIBPL1N03BwKlojhw5YigD2JuHhzf5151jNn0Irk8A5bCq54jD5//yyy8S68Oc2NhYOc7nARjz81NTjzdaU4letUnta/rh4+npSS1atJCNywD2xilDEs5pZdNqTb/g4foEUA6rGkevv/463bp1i9q0aSONoPDwcNnPP9etW0dt27aV48OHDy/o+gIA2AynDCncsphsSB8CoFxWDatx3rR//vmHFixYQP369TObW23UqFES7wggc/qQI+tXU9TdGEp9pFqW9Ay8ypFxKAikZwD7SyeV/76Mcn+TI7g+AZQjX+lD9u7dmyUIZJMmTaRR1KEDT7p1T0gfUjDpQz7f2IPGIH0IOJHQyGgqVbyIlMMfRFPxIg9f37g+AVyfTdOH7NmzR26UG0Du3AgCAGXRyHdF3XAa0ocAKJdVg+pdunShr7/+uuBrA25PF1jvPdnUvpjUCs5FUobQTNl0ZQBQIqt6jkqWLImlrJCPEA+cvwrhHgAAwI0aRz169KBdu3ZJtzM+4ADAvXo2388oD3V0dQDAlYbVPv30U4qIiKBhw4ZRZGRkwdcK3JYuZcijsqUifQg4Gd2XvSTZ8MUPQLms6jl6+eWXqUiRIrR8+XL67rvvqEqVKpJXLfObCf++ffv2gqoruIHUVA730E3K6em60A8AzgKTsAHA6sYRD6kZx625cOGCbJnhmxdkFhjoR9VbqulOVCL5ZJq3xvPYdu7caSgD2BunDAmo/6mUPT2zpg/B9QmgDFY1jvTBHgHyyt/fh3qP6UAbTt4hHz/TIHqckqFz584OqxsApw+JP+NpKBvD9QmgHDZLPAsA4Gq8vDwosElRQxkAlClPE7IPHjxIXbt2pUKFCkkQSF61dvjwYdvVDtxOamoq/fv3Goo98QelpaVmObZw4ULZuAxgbyqVltQljsnGZWO4PgGUw+L0IadPn6ZWrVpRUhKv5HjIz8+Pjhw5QvXq1SOlQPqQgkkf8tnG7jT2icaGY0jPAI52NyKKypbQ9RxFREVTsSCkDwFQ4ue3Ki/L97lh9L///Y/u3bsn2/vvv0+JiYk0cyZHlAUAcB8ehGE1AKXyykuS2fbt29OHH35o2Ddt2jRZubZ7925b1Q/cMsjeB1JW+/R0dHUATCTE83CZbrVafHwqFQ1ydI0AwBEs7jm6f/8+tW7dOst+HmrjYwCW0IV3iJcNoR7AOfFqNeT9A1Ayi3uOeAKifrzdGI+7Y3IiALgDXz9+S9T1jvv5DXN0dQDAQbCUHxyQPqSrlNMkWjaA89D1ZsZIWaVCzyaAUuWpccSpQg4dOmSy7/Lly/KzV69eZt9oNm3alN86gtulD3lMykgfAs4Mo74AypWnxhE3hPSNocw2b96cZR/mlEBmAQG+VKmhiu7HJpPax8fkmI+PD/3xxx+GMoC9eXh4UUCDjwxlY7g+AZTD4sbRtWvXyFlxULbZs2dLeIFGjRrRl19+SS1btsz2/J9//lnCEFy/fp1q1KghoQjM9XyBbRpHT73Xldb/c5t8/U0/YLy8vKh3794OqxuAVqui+NM+hrIxXJ8AymFx46hSpUrkjNasWUNjx46lJUuWyMq5efPmUc+ePenixYtUsmTJLOcfOHCA+vfvTzNmzKDHH3+cfvjhB+rbty+dOHGC6tev75B/AwA4By9PDwqor1u/j/QhAMqVp/Qhzujzzz+noUOH0uDBg6lu3brSSPL396fly5ebPf+LL76gRx99lMaPH0916tSRuE1NmzalBQsW2L3uSsQrG8/u+o3iTm8zmz5k5cqVsmEFJDgCpwzxrXhONnPpQ3B9AiiDSzeOUlJS6Pjx49S9e3fDPpVKJb9zHjhzeL/x+Yx7mrI7HwrWgwfxtHWJF0X8GUwJsYlZnk9u5PLGZQB74+su4s95sqVmugZxfQIoh0sv5Q8PD6f09HQqVaqUyX7+/cKFC2b/huclmTuf92cnOTlZNuPcLJAfakdXAAAAwD17juyF5ydxojr9VqFCBUdXyWX5SZC9T2TzViMKMThj+pDpsnH6EABQJpduHJUoUYI8PT2zpC/h30uXLm32b3h/Xs5nkyZNkgy++u3mzZsF9C9QHl1gvQeyIcgeOBst8Twjv4wNAJTKpRtHarWamjVrRtu3bzfs02g08nubNm3M/g3vNz6fbd26Ndvz9TFNChcubLJB/mlN57sCOEn6kJmy6Xo5AUCJXP7Vz8v4Bw4cSM2bN5fYRryUPz4+XiZNsgEDBlC5cuVkaIyNHj2aOnXqRJ999pnELPnpp5/o2LFj9PXXXzv4X6IMqamcPqS9lNPTECEbnIuuNzNcyp6eLv3dEQAc2TjihkhUVJRMjDanYsWKZEvPP/88hYWF0ZQpU2RSdePGjSVat37SdUhIiKxg02vbtq3ENpo8eTK99957EgRyw4YNiHFkJykp3CB6UsppaBwBAIA7NY6WLVsmvS8cbDE7nD4kLS2NbG3kyJGymbNr164s+5577jnZwP78/X2pbC0tRcSnmE0fsnbtWkMZwN5UKk4fMtVQNobrE0A5rGocLV68mEaMGCHh9Dt27Ejly5eXMkBuAgN96flpPejXbNKHoNEKjpSezulDAqWs0WRNH4LrE0AZrGrR8LweXim2b98+qlmzZsHXCgDAATw9Pci/ViFDGQCUyarG0Y0bN2jIkCFoGEGe8TDrpUNbKf5aJKU/UiPLsfXr10v5qaeeQm8k2B1fcv61r0vZO9Plh+sTQDmsenWXKVMm2wnYADmJjIyjTfPiedYGxQ9OMDnGUcj79esn5bi4OHz4gN3xNRi+8dOM8v9IrfY2OYbrE0AZrFqrykvn//rrL1mpBpB3PKdDN68DAADALRpHvAy+RYsW1KNHD9qzZ498iwKwhC6w3hzZkD4EnE1CAq+unSxbQgLShwAolVX9wvplrFqtlrp06eLwpfzgakH2dOlbPBBjD5wMv6cRBTm6GgDgio2jDh06SMMHAMCd+Phyb+ZcKfv6DnN0dQDAlRpH5gIrAliePqSllJE+BJyNLmXIHaMyACgRlluAA9KH6ALpIX0IAAC4XeMoJSWFtm3bRhcuXJCVa++//77sT0pKopiYGAkUaZzXDMDPz4eCK6dRVGIqqX3UJsfUajWtWLHCUAawPxUFNHxPSh4epgsGcH0CKIfVjaPffvuNhg0bJklfeRIjz0HSN45OnTpFbdq0oW+//ZZefPHFgqwvuLhChfzo5ZmP0q8nOH2Ir8kxb29vGjRokMPqBqDVelL8qaIZv5k2jnB9AiiHVd06+/fvp2effVZWrX3xxRdZGkAtW7ak6tWr0y+//FJQ9QQAsDlOGeJXNUA2zDkCUC6reo4+/PBDKlKkCB0/flyGziIiIrKc07x5czp8+HBB1BHcCId2uHpiLyVciaD0tOpZjm3ZskXKPXv2RARisDu+5AKb6kJNZL78cH0CKIdVr25u9HDPETeMslOhQgXauHFjfuoGbujBgzjaOPOulBNeTjQ5xukZHn/8cSkjPQM4Al+DYeum6corx5tcg7g+AZTDqlc3v0kULlw4x3OioqIwGRuykBh7VExXJvkFwGngigQAqxtHVatWpaNHj+Z4zsGDB6l27dp4lMGErwTZ+0LK3t6POLo6ACYSJX3IBClz+pCAAEfXCAAcwaqunWeeeUYmZeuXtWY2Z84cOnPmDD3//PP5rR+4Gd0k11uyeUgqEQBnSx8SLJuulxMAlMiqnqPx48fLSrQhQ4bQDz/8IMNsbMKECdJjdODAAWrcuDGNHDmyoOsLAGDj9CELpezr+7qjqwMArtQ4CgwMpL1790rjZ+3atZSenm7oMeJ4R/369aNFixYZEtQC6OmiYjeRcno6ImSDM/ZsXjcqA4ASWb3comjRovT999/T/PnzZf5RZGSkTNJu0aIFlSpVqmBrCW4jOZkb0rq4WGmpaByBc8FQGgCwfK9FLV68OD366KN4NMEivr4+VLRsCsUmpZF3phQMnJJhwYIFhjKAvalUXhTY8B1D2RiuTwDlQKAOsKvChf1o8Nze9MuJW+QXkDV9yIgRIxxWNwCNRkVxp0pnlE0XDOD6BFAOqxpHXbt2zfUcjnHEw2y1atWivn37UqtWray5KwAAu1GpPMingr+hDADKZFXjaNeuXfKTJ1/rlr6ayrx/1qxZNHjwYPrmm2/yU1dwAzx5/+bZo5QUEkaa9BpZjvFEf9ahQwfy9DRN/Alga95qoiLto6WsVptOyMb1CaAcVi3HSExMpD59+lCdOnVkKf+NGzcoKSlJfvLv9erVoyeeeIJu3rxJf//9NzVt2lRiIi1evLjg/wXgUiIjY+nn6Rfo/o8RFB+TYHKMr6EuXbrIxmUAe+Pr7v6P78mW+RrE9QmgHFY1jqZOnUqnT5+WHGsvvPCC5FHjCYr8k3/nWEenTp2iL7/8krp3705bt26l4ODgbINGgnLoOhR5TkdppA8BAAD3aRxx79DTTz9NAdnE1uf9fPzHH3+U34sUKSIr2s6fP5+/2oKbpA/hHsTF5OWNYQlwLkmJnD5kjGyJUgYAJbJqzlFYWBilpqbmeE5aWhqFhoYafi9TpowhWCQoly6w3lUpqzwx4RWci0a6Nsvqyhr0bAIolVU9R9WqVaOff/6ZIiIizB7n/Rw5m8/Tu3PnDhUrpsvGDgDgjHzU3Jv5tWy6Xk4AUCKrGkejRo2ie/fuyURrjpB9/PhxmXzNP/l33n///n05j2k0GtqxY4dEzwZl06UPqScb0oeAc/Zs/icb0ocAKJdVw2qvv/463b59m2bMmEFjxvD4/EO8hJ9jHE2aNEnOY5xaZNy4cdS2bduCqTW4ePqQQVJG+hAAAHCrCNnTp0+nV155RSZn88q0mJgYCfrYqFEjWbFWs2ZNw7klSpSg0aNHF1SdwYX5+KipcHAyxSenk5e3d5YIxBwTS18GsDcPD08KaDCKPPg/D9NhNVyfAMrhoTUXxRFyxA3BoKAgio6OlgYh5M24n/+ldcdv0cTHatMbnR7OSwNwtGt3Y6lq2a+kHBf3FgUEIIcagDux9PMbudUAADJ4qDxIXdqXeB0l0ocAKFe+Zhx+//331KNHDwnw6OPjIz/5dx5qAzCHwzncu3yGku9eIk2m0A587OjRo7Ih7AM4glrtQcUeSaXiPdPMpg/B9QmgDFYNq/EbQ79+/WjDhg0yAdvX15dKlSolK9Q4rD7nVuNks7zcnydnuxsMq1kvPDyagoOnSHnWhsE0/snGhmPx8fEUGBgo5bi4uGyDjALYytW7EVStbAmz1yCuTwDlfH5b1XLh5frr16+ndu3a0f79+ykhIYGuXbsmPw8cOEDt27eXhhOnDwEwpgusV0E2THcDAABnZFXjaNWqVbIabfv27dSmTRuTY61bt6Zt27bJceRSg8x8fHgF0DLZPL3cr1cR3CF9yAjZkD4EQLms+nS6dOkSPfHEE9kuZ+X9ffr0kfNsieMnvfTSS9I1xvnbXnvtNenuzknnzp1l2M94e+ONN2xaT3jISxpEF2RDkD1wzp7NyrIhfQiAclm1Wk2tVsv4e074OJ9nS9wwunv3Lm3dulVyvQ0ePJiGDRuW64TwoUOHSpwmPX9/f5vWEwBcg1rSh6yUso+PLogtACiPVV/dmzRpIrnTOF+aOdxg4eOcRsRWzp8/T5s3b6ZvvvmGWrVqJfOceI7TTz/9lG29jBtDpUuXNmyYVG0/upQhNWTTpOObOThjz+ZZ2XRlAFAiq179Y8eOleSyzZs3p88++4yOHTsmudX455w5c6hZs2Yy5MXn2crBgwdlKI3roNe9e3dZHXf48OFcQxBw1O769etLmhOeSJ6T5ORkmeFuvIF1kpJ4CfQw2VJTsRwaAADcZFiN5xNxI2jixIk0YcIEk2O8AsnLy0uOP/7442QrnPi2ZMmSJvv4fosVKybHsvPiiy9SpUqVqGzZspL25N1336WLFy/Sr7/+mu3fcA65adOmFWj9lZw+xD8omZLSzKcPmTp1qqEMYG8eKk8KqD9U0oeoVFnTh+D6BFAGqyNkc68QxzLiXpiTJ08acqvxkBs3QKpWrWrV7XKDa+bMmbkOqVmL5yTpNWjQgMqUKUPdunWjK1euULVq5lNZcO+ScS8Y/1srVODl6JBXQUH+9ObSx+nn47fIP9DP5BjPUfvggw8cVjcAjUZF8WdqGsrGcH0CKIdVjaPVq1dL0MeePXvS+++/X6AVeuedd2jQIF3W9uxww4vnCoWGhprsT0tLk+E8PmYpnq/ELl++nG3jiKN/8wYAbs6DyLu42rCSFQCUyarGES+ZHzlypDSOChqnIOEtNxxfKSoqio4fPy5znNiOHTtIo9EYGjyW4F4vxj1IYHv8/ITfvEwpYfdJo6mZ5Zi+V7BOnTpuGV0dnJuvryeVeNKLvD1VUjaG6xNAOaxqHHFDgntpHInfnB599FFZlr9kyRJZys8NthdeeEHmE7Hbt2/LkBn3dLVs2VKGzniZf69evah48eIy52jMmDHUsWNHatiwoUP/PUoRGRlLK9/ZJuX4Pm1NjiUmJsokeYb0DOAISYmJdHc5B4EkSpz7isk1iOsTQDmsahxxAEiOLcSruBw53MTznbhBxA0g/hb3zDPPSGoTPW4w8WRr/Wo0njPA0bvnzZsncZh43hD/zeTJkx32b1AaXWA93fClRsvL+gEAANygcfTxxx/LUvqnn36aZs2aRfXq1SNH4JVpOQV8rFy5skn+Lm4M7d692061g+zTh3wrZS/v7o6uDoCJxATuER+qKyemETqHAJTJqsYRr0jjXiOer8OBGH19fWVZfeYJjPw7D2UB6OkC652SMtKHgLPRyJcp/Wo1BCkFUCqrGkc8MZGHqCpWrGiyP3OWdWRdBwDXSx+i641G+hAA5bKqcXT9+vWCrwkoKH0IJ/YkpA8BJ+3Z/MeoDABKZHUQSADr04foVgMhfQg4GzTXAYChcQR2pVZ7k09AMqWmacjLK2v6kHHjxhnKAA5JH1L3FfJQmU8fgusTQBksahy9+uqrVt04T8hetmyZVX8L7qlIkQB6a+XjtPbYLfIvlDV9yOzZsx1WNwCtxpPizzXMNn0Irk8AZbCocbRy5cpsGz/mJl3r96NxBACuhBfcehb2lp9IHwKgXBY1jq5du5Zltdro0aPp0KFD8rNDhw6Sa+3+/fu0Z88eCcTI6T3mzp1rq3qDi+JrJzr0NqVFc/qQGlmOhYSESJlXQiI9A9ibj68nlX6xEKmzSR+C6xNAGTy0Vqy3//TTT6Xhw3GOzOUk47QdHAuJx+cnTJhA7iYmJoaCgoIoOjqaChcu7OjquJSIiGgqUWKslGduGEkTnmxiOMZRywMDA6WM9AzgCJduhVGtCiXNXoO4PgGU8/lt1VcfHirr169ftslay5UrJ8eXLl1qzc2DG0uX5ft1ZNOVAQAA3GC12q1btyQqdk74OJ8HYEyt5vb4Gil7eSF9CDiXZAk1MVDKSUlIHwKgVFb1HJUvX57Wr19PSUlJZo9zolc+zucBGPP25nkcx2TzRJA9cDLpGg5SWl829GwCKJdVn05Dhgyhq1evUrt27Wjjxo0UEREh+/nnhg0bqH379hJFe+hQXQJHAADXabz/LJuulxMAlMiqYbXx48fTpUuXaMWKFfT000/LPl65was5GM/xHjx4sJwHkDV9SFkpI30IOBtdypAjRg0lAFAiqxpH3BDiSdkDBgygVatW0alTp2TmN88Ab9SoEb3yyivUuXPngq8tuEn6kDFSRvoQAABwu/QhnTp1kg3AUt7eXuTtk0JpGi15eppefl5eXvTmm28aygCOSB/iV/s58jKTPgTXJ4ByWPUKP3z4MLVq1argawNur2jRQBrz3eO05thNCijsb3LMx8eHFi5c6LC6AXD6kMQLLc2mD8H1CaAcVs045OjXPHy2YMECioqKKvhaAQA4iMrPkzz9Md8IQMmsahy9/PLLdPnyZXrrrbeobNmyMvdo7969BV87cDs8WT8hOpLSE6Kz5OXj38PCwmSzInA7QL75+XtR2SGlqMrrZcjf39vkGK5PAOWwKn0I4wnY3333nUzM5jQinKSxRo0asnx/4MCBVKJECXJXSB+S3/QhI6X86fqx9G5fpA8B53HxZhjVroj0IQDuyqbpQxjf+IgRI+jEiRN07NgxGjZsmCSe5eX7HPzx+eefp23btll78+CmdIH1Gsmm0eDbNwAAOJ8CiXLWtGlTWrx4Md25c4dWrlwpvUbr1q2jnj17UtWqVWnWrFkUGxtbEHcFLk4XWG+9bLqYMgDOlj6kv2ycPgQAlKnAPp0ePHhAX3/9Nc2ePVsaSYwjaHOjaOLEiVSrVi06evRoQd0duChdYL0DsiF9CDhn+pCmsiF9CIBy5fvTaefOnfTiiy9SuXLlaMyYMRQaGipDa//99x/t2bNHks/y8lduJI0aNapgag0AYANeXtx43ygb0ocAKJdVcY54bhGnDuHJ2Jxjjed0czDIN954Q9KJeHt7m8QGGT58uKxuQ4wQ0M0z0k3Wx5wjcDbe3twg2pdRxnJ+AKWyqnHEE645j1rRokXp7bfflsnYPGyWk+DgYEpJSbG2nuAmEhN5Hse7Uk5NQfoQAABwk8YRR8fmXqLnnntOeoYswfOOeANl47QLKs800mi1pPLMmp6Bw0DoywAOSR9S83Hi6XDm0ofg+gRQBqte4fv26bqdAfKqWLFAGr+mF/109CYFFjaNE8MNbV7tCODQ9CGXOmWbPgTXJ4Ay4OsPAEAGLWnJw9vD0dUAAFdpHOmzUecFR83GJGwwxpP3U5ISSJOSZDZ9SEJCgpT9/f3l+gGwd/qQ8iMrU4Da02z6EFyfAMpgcfoQlcr8slZ+g8juJvhYerr7TbpF+hDrRUbGUPHiw6T86fp3kT4EnMr5kFCqW6mUlJE+BIAU+/ntlZd4Rpnx+Pvq1avNHgMwJy2Ng+w1lzKC7AEAgDOyuHHEcYwy27VrV7bHALKPI/OHlD09u1F8vC68Q0CA2ugsTxq1+jhVK1+CKpTwpxKBPjLM4aUlKuTjRcWL+JLay5O8PT1Iyw0sDZG/ryf5+HgZDX+kSpmHRvTDHykp6ZSami5pS/TnMn0d/Py8SaXK+7l8Hp/v6akiX9+H53IduC68j4/l9VxuSCYnp8n98P3pJSamSoyovJzL/wZ9upb0dI2kxuDHxXjoKC/n8j4+plZ7GuIB8d/ybWR+PvNyLv8b+N/C5/H5mZ/PvJybl+def25KMvd0P8//ckpOTid0DgEoEyZkg13pPsR2Szk+OoUCA+fLB1Zq6liKS9bnsnqCVrx5hILalaAi7YNljyYpnW5+cUnKFcfVJg9P3Yfeg533KeZIJBVuWYyCu5UmL96fTnRxxlk5XntCXfLy8yQ++/6u+xS6O5RKtChOFfqUl3382Xl86r/SwGo8oS6pg3Qfvnf3htLNzXeoRJOiVPXZSob6H//wFKUnaajhmDrkW0IXxuL+oTC68fttKlo/iGr0ryL7eKT55MyzlBqbSvVG1CT/Mv6yP/xEBF379SYF1SxMNQdUNdzuqbnnKDkihWoPrU6FKumGbiLPRNGVn65TYOUAqj2khuHcswsuUOK9JKoxqBoFVS8k+6IuRtPlb6+Rfzk/qjv8Ycyx81//R/Eh8VTtxcpUpE4R2Rd7LZYuLb9CvsG+VO+t2oZzL628TLFX4qjysxWpeKNiuufoVgJd+OoSqYt4U4N36mWcqaXL31+j6AsxVPHJ8hTcvLjsTbyfROcWXCQvf09qNKm+4Xav/XyDIk9FUfnHylKptrrnM/lBCp35/DypvFXU+P0GhnNvbLxJEccjqUy30lSmk254KzU+jU7P1D2fTadz0mKdm3/eprBD4VSqY0kq272M7EtPSadTH52RcsPJ9ckzo9F0Z9tdur8nlIJbl6DyvcoZbuOfKf/Kz/rv1iPvAC9KjoknIv53+mX0cgKAEqFxBE4jPDbZ5PfGFYpQrXql6EF8KkU+SKKbGfu5x8hcStA0jVY26U3KEM+9KR6635MzPuyS0jQUmdFjYCwsLoW8Ms6NzUg6mpiqofsxD+ulD+odHpdC3hmdGPpzk7Ocqzs5Mj6V4jL+bXEZ56akpVOo0b83PeOGHySkUmLG/viMnpXUdC2FGZ3L/0YWnZBCKRn7EzLOTct8brru3xyTmEZpcbr9SRnnch6x8Ix9cj9pD//t2oz9yYm6x4lvxvjclIzb5X+PR5zunJSMHhuuHj8+evx4656LdMP+tIQUw+qwCKPngh9DedxT0g370xMePtvG5yal6uYzJqamG55PTcrDBg1fNyqjc/R/Y+65j0pIIU/SkEbmSHKPeG3y98fbI4BSWTwh25xp06bR9OnT3XLSdU4wIdt6xpNaZ/32D73Zta5huGTXmRDq0oB7aTzp/v1wKlKkULbDJfoGRXxiGiVwj5MHkcpLRSlpGt258Wnywevr5yXdQ9xQ4WGStFTdkJa3j6f07vA58fE8pEWk9vEkz4weKY7enZqmIS9PlezX09eBh7QeDqtpZMjGU+VBPkZDZUmJ6VIXH7ldVY7ncuTwzOdyzwUPB6k8PGQV1cPb1QXRzO5c+TdnOpcfR+6h454yHuLix8KDzN+u/lx5jLM5NzkpjThHKw+TGg+V6TPZGw/B8bn8XGV3bkDAw3N5WIv/LV7eKpPnPjGjgeSfy7lkdC7X13hYLS1VI/8uk+czPtXk3IT4eGpcrbwMq2FCNoD7KfAJ2QAFjRsXxnNIuOdGh+d6eD/8wMtY+Wg6L4lkCC0oUC1bFrqRHoA8iY/nRqGyvuwBQFZoHIFdeXp6Uq02PehmZEKW9CER8WnkX6sdlQnylfMA7I2vu2effdZQtvQYACi0cdSrV68s+y5fvpztMf23/U2bNpGtfPzxx3L7J0+eJLVaTVFRUbn+DXfRT506lZYuXSrnt2vXjhYvXkw1ajyc8Aq24+vrS0+Nm0M/HrlJ3mrTvHxRKUTBfSfRK+0qy3kA9sbX3c8//5znYwCg0MbR5s2b83zM1hFkU1JSJPltmzZtaNmyZRb9zaxZs2j+/Pm0atUqqlKlCr3//vvUs2dPOnfuHD6QHSw0Nkl+liyE5wEAAFygcXTt2jVyNjwhnFmaDJJ7jebNm0eTJ0+mJ598UvZxEMtSpUrRhg0b6IUXXrBpfcFU5qUA+lVWJQuZ9igBAAA4ZeOoUqWHsV5cFTfw7t27R927dzfs41nrrVq1ooMHD2bbOEpOTpbNeLY7WIdX/Hz6jC5WTWybEybH7oRF0Y2Zj9OzM7EaCBwjpxVpWK0GoBzmE6a5KW4YMe4pMsa/64+ZM2PGDGlE6bcKFSrYvK5KEJ9iGq3IOO4PAACAozhd42jixIkyVymn7cKFC3at06RJkyQmgn67eVMfjhDyI0FSNWSUU9IoOiM4IQAAgCM53VL+d955hwYNGpTjOVWrPky7kBelS5eWn/fv36cyZXTpBvS/N27cONu/8/HxkQ0KFkef1rsXrZuMDQAA4GhO1zgKDg6WzRZ4dRo3kLZv325oDPH8ocOHD9Pw4cNtcp+QPe4t0kPjCAAAnIXTDavlRUhIiMQ44p+cwoTLvPFkSb3atWvT+vXrpcxDcm+//TZ99NFH9Ntvv9Hp06dpwIABVLZsWerbt68D/yXKZNw4uovGEQAAOAmn6znKiylTpki8Ir0mTZrIz507d1Lnzp2lfPHiRZknpDdhwgRZdTJs2DAJAtm+fXuJ04QYR/bHyUX17sWgcQQAAM7BpRtHHN8otxhHmfPqcu8RJ8vlDeyP0y606dydToZEUUJGFnh2JyqRPFQqqtOyE1UpEYD0DOAQfN3pI/6bSx+S3TEAcC8u3TgC18M9dItX/0xPLtxPyRpPkzlHHl5qmjx/Nb3YqqJD6wjKvj6zS3mU0zEAcC8uPecIXFOAj65RlJCanmXOESedBQAAcCQ0jsDu/NS6Dsv45DTDsOftqET5WaYIGkcAAOBYaByBXfFk+JrlSlDI589QcmIiJaamU3RCqgSA1KQkUbNqZSQtA58HYG983fH1Z+4azOkYALgXzDkCu0tISDCUHySkUkScLm1I8UA13TQ6BuDo6zMvxwDAfaDnCBzqQXwK3YjQfeBULObv6OoAAACgcQSOFZWQSiGRGY2jomgcAQCA46FxBA71IIF7jnTzN8oX83N0dQAAANA4AseKksZRRs9RcfQcAQCA46FxBA4VFpdCl+7HSpkjYwMAADgaVquBXalUKurUqZPENUr28KDjNyJlxZqnyoNqlQ6SY/rzABx1ferLlh4DAPfioc2cfAxyFRMTQ0FBQZLQtnDhwo6ujkvaePI2jf7ppOH3WqUK0ZYxHR1aJwAAcG+Wfn7j6w84ROZl+/XKopEJAADOAY0jcIg6ZQqT2vPh5de6WnGH1gcAAEAPjSOwK067EBwcTBXKlqZm5XW9RwFqT+pRp5ThGG9IzwCOkNM1iOsTQDkwIRvsLjw8XH5O61OXvj54h3o3KENFA9QUH59qOAbgKDldg7g+AZQBjSNwmHJF/WnOc40cXQ0AAAATaBxZQb/Aj2e9Q94YD0fw45eenm7RMQB7wPUJ4N70n9u5LdTHUn4rXL16lapVq+boagAAAIAVbt68SeXLl8/2OHqOrFCsWDH5GRISIvESIO8t9woVKsjFiThR1sFjmD94/PIPj2H+4PFzzOPH/UGxsbFUtmzZHM9D48gK+ui43DDCRW09fuzw+OUPHsP8weOXf3gM8wePn/0fP0s6NbCUHwAAAMAIGkcAAAAARtA4soKPjw9NnTpVfkLe4fHLPzyG+YPHL//wGOYPHj/nfvywWg0AAADACHqOAAAAAIygcQQAAABgBI0jAAAAACNoHAEAAAAYQeMojxYuXEiVK1cmX19fatWqFR05csTRVXIZe/bsoT59+khkUg8PD9qwYYOjq+RSZsyYQS1atKBChQpRyZIlqW/fvnTx4kVHV8ulLF68mBo2bGgIHNemTRv666+/HF0tl/Xpp5/Ka/ntt992dFVcxgcffCCPmfFWu3ZtR1fLpdy+fZtefvllKl68OPn5+VGDBg3o2LFjBXofaBzlwZo1a2js2LGyfPDEiRPUqFEj6tmzJ4WGhjq6ai6BE3fyY8YNTMi73bt304gRI+jQoUO0detWSk1NpUceecQkISrkjHMp8Qf68ePH5c20a9eu9OSTT9LZs2cdXTWXc/ToUfrqq6+ksQl5U69ePbp7965h27dvn6Or5DIePHhA7dq1I29vb/lic+7cOfrss8+oaNGiBXo/WMqfB9xTxN/cFyxYIL9rNBrJ7TJq1CiaOHGio6vnUvjb0vr166X3A6wTFhYmPUjcaOrYsaOjq+PSuRJnz55Nr732mqOr4jLi4uKoadOmtGjRIvroo4+ocePGNG/ePEdXy2V6jrjX/OTJk46uikuaOHEi7d+/n/bu3WvT+0HPkYVSUlLk22b37t1Ncqzx7wcPHnRo3UCZoqOjTRIhQ96kp6fTTz/9JD1vPLwGluMezN69e5u8H4Ll/vvvP5leULVqVXrppZckiTlY5rfffqPmzZvTc889J18OmzRpQkuXLqWChsaRhcLDw+XNtFSpUib7+fd79+45rF6gTNxryfM8uHu5fv36jq6OSzl9+jQFBgZKZN033nhDejDr1q3r6Gq5DG5Q8rQCngMH1o1ArFy5kjZv3ixz4K5du0YdOnSQTPGQu6tXr8rjVqNGDdqyZQsNHz6c3nrrLVq1ahUVJK8CvTUAsNs39zNnzmCughVq1aolQxrc87Zu3ToaOHCgDE2igZS7mzdv0ujRo2XOGy9Kgbx77LHHDGWer8WNpUqVKtHatWsxtGvhF0PuOfrkk0/kd+454vfCJUuWyGu5oKDnyEIlSpQgT09Pun//vsl+/r106dIOqxcoz8iRI+mPP/6gnTt3ygRjyBu1Wk3Vq1enZs2aSe8HLxL44osvHF0tl8BTC3gBCs838vLyko0blvPnz5cy965D3hQpUoRq1qxJly9fdnRVXEKZMmWyfJGpU6dOgQ9NonGUhzdUfjPdvn27SQuWf8d8BbAHXjvBDSMeBtqxYwdVqVLF0VVyC/w6Tk5OdnQ1XEK3bt1kWJJ73vQbf4vneTNc5i+QkPfJ7VeuXJEPfcgdTyXIHMLk0qVL0vtWkDCslge8jJ+77fjNoGXLlrI6gydzDh482NFVc5k3AeNvRzzWzm+oPKG4YsWKDq2bqwyl/fDDD7Rx40aJdaSf6xYUFCSxPiB3kyZNkmENvt54jgc/nrt27ZK5C5A7vu4yz3ELCAiQeDOY+2aZcePGSbw3/jC/c+eOhIbhRmX//v0dXTWXMGbMGGrbtq0Mq/Xr109iDX799deyFSheyg+W+/LLL7UVK1bUqtVqbcuWLbWHDh1ydJVcxs6dOzlsRJZt4MCBjq6aSzD32PG2YsUKR1fNZbz66qvaSpUqyes3ODhY261bN+3ff//t6Gq5tE6dOmlHjx7t6Gq4jOeff15bpkwZuQbLlSsnv1++fNnR1XIpv//+u7Z+/fpaHx8fbe3atbVff/11gd8H4hwBAAAAGMGcIwAAAAAjaBwBAAAAGEHjCAAAAMAIGkcAAAAARtA4AgAAADCCxhEAAACAETSOAAAAAIygcQQAAABgBI0jAHA6nTt3Jg8PD3IVHEuXcy8+8sgjNv13bNu2TW7vzz//LLDbBICskFsNAGwqr40DVwzav3r1ajpx4gQdPHjQpvfTvXt3at++PU2YMIF69uyJRK8ANoLGEQDYFCfWzIyTNkdHR5s9pm9sJCQkkCvQaDT0wQcfUIcOHah169Y2vz9uGD3xxBP0008/0UsvvWTz+wNQIuRWAwC7q1y5Mt24ccMle4ky27RpEz3++OO0dOlSGjJkSJZhtd27dxfovzM1NZXKli1LtWvXpr179xbY7QLAQ5hzBABOx9xcnZUrV8o+/vn7779Tq1atyN/fn8qVK0fvv/++9OCwVatWUaNGjcjPz48qVqxIs2fPNnsf3GBZvnw5tWvXjgoXLiy31bx5c9mXFytWrJB6PfPMMzk2aLh3iRuFPj4+VLNmTVq0aFGW8/gcvq1du3bJv7Np06ZSL3489Ly9valv3760b98+unz5cp7qCgCWwbAaALiU9evX099//y0NBG7YcM/NRx99JI2doKAgKT/55JPSoPjll19kGKpUqVI0YMAAw23wuTwk9eOPP1KNGjXoxRdfJLVaTVu3bqXXXnuNzp07R3PmzMm1Lnw7O3fupFq1alHRokWzPa9///505MgReuyxx2Se0Nq1a2nEiBHS0Bk6dGiW87lBx7fL/w6e5J15blGbNm3om2++oR07dlD16tXz/BgCQC54WA0AwJ4qVarE40zZHu/UqVOW4ytWrJB93t7e2iNHjhj2x8TEaEuWLKn19/fXli5dWnvlyhXDsZCQEK1ardY2aNDA5La+/vprua3BgwdrU1JSDPuTk5O1ffr0kWPHjh3L9d9x9uxZOfell17K8d/RqlUrbXR0tGH/hQsXtF5eXtpatWqZnD916lQ5PyAgQHvq1Kls7/fff/+V8wYMGJBrHQEg7zCsBgAu5eWXX6YWLVoYfi9UqJDM+eEJ3MOHD6eqVasajlWoUEFWd3FPUFpammH/ggULKCAggBYuXCi9N3rce/Txxx9LmXuVcnPr1i35yT1TOZkxY4YM3elxTxP3el28eJFiY2OznD9s2DBq0KBBtrenvz/9/QNAwcKwGgC4lMaNG2fZV6ZMmRyPpaen0/3792V+EjeiTp8+LZOaZ86caXZ+ELtw4UKudYmIiJCfRYoUyfE8joGUWfny5eVnVFSUNPCMtWzZMsfbK1asmPwMDw/PtY4AkHdoHAGASzHugdHz8vLK9Zi+0fPgwQOZK3T79m2aNm1atvcTHx+fa1140jdLSkqyus7ccMsst56oxMRE+cmTtQGg4KFxBACKom+ocG/OsWPH8nVbwcHB8jMyMpLsGThTf3/6+weAgoU5RwCgKDyEVadOHTp//rwMaeVHvXr1SKVSydwhe9LfX07zkgDAemgcAYDivPXWWzL3iJfRmxs+u3btGl2/fj3X2+G5Rg0bNpQeKH2cJXs4fPiw/OzUqZPd7hNASdA4AgDFef3112ngwIG0bt06iXPEMZAmTpxIgwcPlhhC1apVo0OHDll0W0899ZSsOLP0/ILA8Zg4rlLHjh3tdp8ASoLGEQAojj7S9po1a2Ro7I8//qDPP/9cGh2+vr4SAJKTvFqCU4bw5OrvvvuO7IF7tPbv3y+NO64rABQ85FYDAMinV155RSJ1c764zMvyC9rkyZNp1qxZMmeKe7gAoOCh5wgAIJ84ZQkvr//yyy9tej8choDvg4NdomEEYDtYyg8AkE+VKlWShLccaNKWeKL4mDFjaNSoUTa9HwClw7AaAAAAgBEMqwEAAAAYQeMIAAAAwAgaRwAAAABG0DgCAAAAMILGEQAAAIARNI4AAAAAjKBxBAAAAGAEjSMAAAAAI2gcAQAAANBD/wcwmVJcrygM3wAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2028,7 +1966,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2038,7 +1976,7 @@
     },
     {
      "data": {
-      "image/png": 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MiGq6hYWIyELWr1+PadOmYcqUKfc1iZuIqKo42ZyIiIjITEykiIiIiMzERIqIiIjITJwjRURERGQmnpEiIiIiMhMTKSIiIiIzsdZeDTIYDIiNjYWjo2OFld6JiIiobhBCICsrC35+fpDLyz/nxESqBsXGxkpFSomIiKh+uXnzZoWFzplI1SBHR0cAxv8IJycnC0dT/+h0OuzcuROAsVCuUqkst52otpQ3Bjk+ieq/zMxMBAQESMfx8vCuvRqUmZkJZ2dnZGRkMJEyg1arhYODAwAgOzsb9vb25bYT1ZbyxiDHJ1H9dz/Hb042JyIiIjITEykiIiIiMzGRIiIiIjITZ0ESERHVIXq9HoWFhZYOo0FTqVRQKBTVsi8mUkRERHWAEALx8fFIT0+3dChWwcXFBT4+PlVe55GJFBERUR1QlER5eXnBzs6OCznXECEEcnJykJiYCADw9fWt0v6YSFGdpVar8cknn0iPK2onqi3ljUGOTzKHXq+Xkih3d3dLh9PgaTQaAEBiYiK8vLyqdJmP60jVIK4jRURElZGXl4eoqCgEBwdLB3mqWbm5uYiOjkZISAhsbW1NtnEdKSIionqIl/NqT3V91ry0R3WWXq/H/v37AQB9+vSRTr2W1U5UW8obgxyfRNaFiRTVWXl5eRgwYAAA01IbZbUT1ZbyxiDHJ5F14aU9IiIium8ymazcryVLllg0to0bN9bKa/GMFBEREd23uLg46fEPP/yA119/HZcuXZLaiop3V1ZBQUG9vNOVZ6SIiIjovvn4+Ehfzs7OkMlk0vdarRYTJ06Et7c3HBwc0K1bN+zYscPk+cHBwXjrrbcwefJkODk54amnngIArF27FgEBAbCzs8PYsWOxcuVKuLi4mDz3999/R+fOnWFra4vGjRvjjTfegE6nk/YLAGPHjoVMJpO+rylMpIiIiOowrbYAWm0Biq9WVFCgh1ZbgPx8Xal9DYa7fQsLjX3z8iruW12ys7PxwAMPYOfOnTh58iSGDRuGBx98EDExMSb9VqxYgQ4dOuDkyZNYtGgRDhw4gH/961+YO3cuIiMjMXjwYLz99tsmz9m/fz8mT56MuXPn4vz58/jPf/6D9evXS/2OHj0KAFi3bh3i4uKk72sKEykiIqI6zMHhIzg4fITk5Fyp7f33j8LB4SPMmbPTpK+X12dwcPgIMTGZUtunn0bCweEjzJjxl0nf4OC1cHD4CBcupFR7zB06dMDTTz+Ntm3bolmzZnjrrbfQpEkTbNq0yaTfwIED8cILL6BJkyZo0qQJPv74YwwfPhwvvvgimjdvjmeeeQbDhw83ec4bb7yBl19+GVOmTEHjxo0xePBgvPXWW/jPf/4DAPD09ARwtwRM0fc1hYkUERERVavs7Gy8+OKLaNWqFVxcXODg4IALFy6UOCPVtWtXk+8vXbqE7t27m7Td+/2pU6fw5ptvwsHBQfqaOXMm4uLikJOTUzNvqBycbE51lkqlwvLly6XHFbUT1ZbyxiDHJ1W37OznAAB2dnfH04IF3fD8852hVJqeD0lMfAYAoNHc7Tt7dkfMnNkOCoVp3+jomSX6VpcXX3wR27dvx4oVK9C0aVNoNBo8/PDDKCgoMOlnzvIg2dnZeOONN/DQQw+V2HbvCuW1gYkU1VlqtRoLFiyodDtRbSlvDHJ8UnWzty95J5tarYBaXXKx19L6qlQKqFSV61tdDhw4gKlTp2Ls2LEAjMlPdHR0hc9r0aJFiTlN937fuXNnXLp0CU2bNi1zPyqVCnq9/v4DNwMTKSIiIqpWzZo1w6+//ooHH3wQMpkMixYtgsFgqPB5zz77LPr27YuVK1fiwQcfxK5du7Bt2zaTci6vv/46Ro4cicDAQDz88MOQy+U4deoUzp49i6VLlwIw3rm3c+dO9OrVCzY2NnB1da2x98o5UlRn6fV6HD16FEePHjX5y6KsdqLaUt4Y5PgkAlauXAlXV1f07NkTDz74IIYOHYrOnTtX+LxevXphzZo1WLlyJTp06IA///wT8+bNM7lkN3ToUGzZsgV///03unXrhh49euCDDz5AUFCQ1Of//u//sH37dgQEBKBTp0418h6LyETx+ympWt1P9WgqSavVSgu6FS+1UVY7UW0pbwxyfJI58vLyEBUVhZCQEIvM86nLZs6ciYsXL0o1LKtLeZ/5/Ry/eWmPiIiI6owVK1Zg8ODBsLe3x7Zt2/DVV1/hs88+s3RYZWIiRURERHXGkSNHsHz5cmRlZaFx48b46KOP8OSTT1o6rDIxkSIiIqI648cff7R0CPeFk82JiIiIzFTnEql9+/bhwQcfhJ+fH2QyGTZu3GiyXQiB119/Hb6+vtBoNAgPD8eVK1dM+qSmpmLixIlwcnKCi4sLZsyYgezsbJM+p0+fRp8+fWBra4uAgABpAb3ifvrpJ7Rs2RK2trZo164d/vjjj2p/v0REREV4/1ftqa7Pus4lUlqtFh06dMCnn35a6vbly5fjo48+wpo1a3D48GHY29tj6NChyMvLk/pMnDgR586dw/bt27Flyxbs27dPqioNGGfjDxkyBEFBQTh+/Djef/99LFmyBJ9//rnU5+DBg3jssccwY8YMnDx5EmPGjMGYMWNw9uzZmnvzRERklYpWwbdEiRNrVfRZV7UCQZ2bIzV8+PASBQqLCCHw4Ycf4rXXXsPo0aMBAF9//TW8vb2xceNGTJgwARcuXMCff/6Jo0ePSjV8Pv74YzzwwANYsWIF/Pz88O2336KgoABffvkl1Go12rRpg8jISKxcuVJKuFatWoVhw4ZJKxS/9dZb2L59Oz755BOsWbOmFj4JUqlUWLx4sfS4onai2lLeGOT4JHMoFAq4uLggMTERAGBnZ2eyCCVVHyEEcnJykJiYCBcXFygUJVd9vx91LpEqT1RUFOLj4xEeHi61OTs7IzQ0FBEREZgwYQIiIiLg4uJiUggxPDwccrkchw8fxtixYxEREYG+fftCrb67PP7QoUPx3nvvIS0tDa6uroiIiMD8+fNNXn/o0KElLjVSzVGr1ViyZEml24lqS3ljkOOTzOXj4wMAUjJFNcvFxUX6zKuiXiVS8fHxAABvb2+Tdm9vb2lbfHw8vLy8TLYrlUq4ubmZ9AkJCSmxj6Jtrq6uiI+PL/d1SpOfn4/8/Hzp+8zMzPt5e0REZMVkMhl8fX3h5eWFwsJCS4fToKlUqiqfiSpSrxKpum7ZsmV44403LB1Gg2EwGHDhwgUAQKtWrSCXy8ttJ6ot5Y1Bjk+qKoVCUW0Heap59eonvOgUXEJCgkl7QkKCtM3Hx6fEaVGdTofU1FSTPqXto/hrlNWnvNOAr7zyCjIyMqSvmzdv3u9bpGJyc3PRtm1btG3bFrm5uRW2E9WW8sYgxyeRdalXiVRISAh8fHywc+dOqS0zMxOHDx9GWFgYACAsLAzp6ek4fvy41GfXrl0wGAwIDQ2V+uzbt8/k1On27dvRokULqUJ0WFiYyesU9Sl6ndLY2NjAycnJ5IuIiIgarjqXSGVnZyMyMhKRkZEAjBPMIyMjERMTA5lMhueffx5Lly7Fpk2bcObMGUyePBl+fn4YM2YMAOOp9GHDhmHmzJk4cuQIDhw4gDlz5mDChAnw8/MDADz++ONQq9WYMWMGzp07hx9++AGrVq0ymVw+d+5c/Pnnn/i///s/XLx4EUuWLMGxY8cwZ86c2v5IiIiIqK4Sdczu3bsFgBJfU6ZMEUIIYTAYxKJFi4S3t7ewsbERgwYNEpcuXTLZR0pKinjssceEg4ODcHJyEtOmTRNZWVkmfU6dOiV69+4tbGxsRKNGjcS7775bIpYff/xRNG/eXKjVatGmTRuxdevW+3ovGRkZAoDIyMi4vw+BhBBCZGdnS///2dnZFbYT1ZbyxiDHJ1H9dz/Hb5kQXEa1pmRmZsLZ2RkZGRm8zGcGrVYLBwcHAMYzlfb29uW2E9WW8sYgxydR/Xc/x+86d2mPiIiIqL5gIkVERERkJq4jRXWWSqXCiy++KD2uqJ2otpQ3Bjk+iawL50jVIM6RIiIiqn84R4qIiIioFvDSHtVZBoMBMTExAIDAwECTEjGltRPVlvLGIMcnkXVhIkV1Vm5urlRcuvht5GW1E9WW8sYgxyeRdeGfSkRERERmYiJFREREZCYmUkRERERmYiJFREREZCYmUkRERERmYiJFREREZCYuf0B1llKpxDPPPCM9rqidqLaUNwY5PomsC0vE1CCWiCEiIqp/WCKGiIiIqBbwvDPVWUIIJCcnAwA8PDwgk8nKbSeqLeWNQY5PIuvCRIrqrJycHHh5eQEwLbVRVjtRbSlvDHJ8ElkXXtojIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzcfkDqrOUSiWmTJkiPa6onai2lDcGOT6JrAtLxNQgloghIiKqf1gihoiIiKgW8Lwz1VlCCOTk5AAA7OzsTErElNZOVFvKG4Mcn0TWhWekqM7KycmBg4MDHBwcpANTee1EtaW8McjxSWRdmEgRERERmalaEqmMjAwUFhZWx66IiIiI6o37niOVnZ2Nn376CTt37sSBAwcQGxsLnU4HAHB0dES7du3Qv39/jB49Gl27dq32gImIiIjqikonUjdv3sTSpUvx3XffITs7GwDg6uqKJk2awM3NDbm5uUhNTcWhQ4dw4MABvPPOO+jYsSPmz5+PiRMn1tgbICIiIrKUSiVSL7/8Mj766CPo9XoMHz4cjzzyCMLCwhASElKib05ODo4fP46///4bGzZswKRJk/DBBx9g7dq16NSpU7W/ASIiIiJLqdQcqTVr1uDFF19EXFwcNm7ciMcff7zUJAow3u7bp08fvPXWW7h27Rr+/vtv2NnZYfPmzdUaOBEREZGlVeqMVFRUFFxdXc16gfDwcISHhyMtLc2s55P1UigUePjhh6XHFbUT1ZbyxiDHJ5F1YYmYGsQSMURERPWPxUrECCFw5coV3Lx5szp3S0RERFQnmZVI/frrr5g8ebLJ5bro6Gi0b98eLVu2RHBwMCZMmAC9Xl9tgRIRERHVNWYlUqtXr0ZkZKTJvKl58+bh3LlzGDBgANq3b4+ffvoJX375ZbUFStZHq9VCJpNBJpNBq9VW2E5UW8obgxyfRNbFrETq/Pnz6N69u/R9VlYWtm7dikcffRQ7duzAkSNH0KpVKyZSRERE1KCZlUilpqbCx8dH+v6ff/6BTqfDY489BgBQqVQYPHgwrl27Vj1REhEREdVBZiVSTk5OSElJkb7fvXs35HI5+vTpI7WpVCqe1iYiIqIGzaxEqmXLlti8eTNSUlKQnp6ODRs2oEuXLiZzpm7cuAFvb+9qC5SIiIiorjErkXruuecQGxsLf39/BAYGIi4uDrNmzTLpc+jQIXTo0KFagiQiIiKqiypdtLi4cePG4dNPP8UXX3wBAJgwYQKmTp0qbd+7dy8yMzMxbNiwagmSiIiIqC4yK5ECgFmzZpU4C1WkX79+LAlDVaZQKPDAAw9IjytqJ6ot5Y1Bjk8i61LpEjHdu3fH2LFjMWrUKLRp06am42oQWCKGiIio/qmREjE5OTl49dVX0b59ezRt2hQvvvgi9u/fD5bqIyIiImtV6UTq7NmzuHr1Kt5//334+/tj1apV6N+/P7y9vTF9+nT8/vvvyM3NrclYiYiIiOqUSl/au1dKSgo2b96M33//Hdu3b0dOTg40Gg3Cw8MxZswYjBw5Ep6entUdb73CS3tVo9Vq4eXlBQBITEyEvb19ue1EtaW8McjxSVT/3c/x2+xEqri8vDz8/fff+P3337F161YkJiZCoVCgR48eGDNmDEaNGoVmzZpV9WXqHSZSVaPVauHg4AAAyM7ONkmkSmsnqi3ljUGOT6L6r9YTqeKEEDh48CA2btyITZs24cqVK5DJZNDr9dX5MvUCE6mqYSJFdRUTKaKG7X6O32Yvf1AWmUyGXr16oVevXnj//fdx4cIFbNq0qbpfhoiIiMjiqj2RulerVq3QqlWrmn4ZIiIiolpXqUTqzTffNGvnMpkMixYtMuu5RERERHVdpRKpJUuWmLVzJlJERETUkFUqkdq9e3dNx1Fper0eS5YswTfffIP4+Hj4+flh6tSpeO211yCTyQAYJ7wvXrwYa9euRXp6Onr16oXVq1eb3DmYmpqKZ599Fps3b4ZcLse4ceOwatUqaZIoAJw+fRqzZ8/G0aNH4enpiWeffRYLFy6s9fdsreRyOfr16yc9rqidqLaUNwY5PomsjKhn3n77beHu7i62bNkioqKixE8//SQcHBzEqlWrpD7vvvuucHZ2Fhs3bhSnTp0So0aNEiEhISI3N1fqM2zYMNGhQwdx6NAhsX//ftG0aVPx2GOPSdszMjKEt7e3mDhxojh79qz47rvvhEajEf/5z38qHWtGRoYAIDIyMqrnzRMREVGNu5/jd7Uvf1DTRo4cCW9vb3zxxRdS27hx46DRaPDNN99ACAE/Pz+88MILePHFFwEAGRkZ8Pb2xvr16zFhwgRcuHABrVu3xtGjR9G1a1cAwJ9//okHHngAt27dgp+fH1avXo1XX30V8fHxUKvVAICXX34ZGzduxMWLFysVK5c/ICIiqn9qpNZeaaKjo/H2229j/PjxGDp0KMaPH4+3334b0dHRVdltuXr27ImdO3fi8uXLAIBTp07hn3/+wfDhwwEAUVFRiI+PR3h4uPQcZ2dnhIaGIiIiAgAQEREBFxcXKYkCgPDwcMjlchw+fFjq07dvXymJAoChQ4fi0qVLSEtLKzW2/Px8ZGZmmnwRERFRw2X28gerVq3CwoULodPpTAoX//LLL3jzzTexfPlyzJ07t1qCLO7ll19GZmYmWrZsCYVCAb1ej7fffhsTJ04EAMTHxwMAvL29TZ7n7e0tbYuPj5dKOBRRKpVwc3Mz6RMSElJiH0XbXF1dS8S2bNkyvPHGG9XwLgkwLmwYHBwMwJi0F1+Qs7T2ytIbBFK0+UjOKkCqtgCFBgMMBgG5XAZ7tRJ2agWcNSp4OdnARqmozrdEDUR5Y7Cq45OI6hezEqktW7Zg3rx58PDwwLx58zBgwAD4+voiPj4eu3fvxsqVKzF//nw0bdoUI0aMqNaAf/zxR3z77bfYsGED2rRpg8jISDz//PPw8/PDlClTqvW17tcrr7yC+fPnS99nZmYiICDAghHVf8nJyffVfq+cAh0OXU/BqZsZOB+XifOxmYjLyIWhkhe0PRxs4OdiiwBXOzTzdkBzb0c093ZAsLs9lApOJLZm5Y3Byo5PIqr/zEqkVq5cCTc3N5w4cQL+/v5Se1BQEEJDQzFx4kR06tQJK1eurPZEasGCBXj55ZcxYcIEAEC7du1w48YNLFu2DFOmTIGPjw8AICEhAb6+vtLzEhIS0LFjRwCAj48PEhMTTfar0+mQmpoqPd/HxwcJCQkmfYq+L+pzLxsbG9jY2FT9TVKVZOUVYvOpOGw7G4fD11NRoDeU6COTAe72arjZq6FWyqGQy6E3GJBToIc2X4e0nEIU6AxIzs5HcnY+Tt/KAM7cfb6tSo62fs7oEOCCjgEu6BzkikYumlp8l0REVBeYlUidOHECEydONEmiigsICMAjjzyCDRs2VCm40uTk5JS4pVihUMBgMB4sQ0JC4OPjg507d0qJU2ZmJg4fPoxZs2YBAMLCwpCeno7jx4+jS5cuAIBdu3bBYDAgNDRU6vPqq6+isLAQKpUKALB9+3a0aNGi1Mt6ZHnRyVqs2XsNm07FIqfgbm1Hf1cNQkPc0cbPCa39nNDYwx5u9upyzygJIZCWU4jY9FzEZeQhOlmLywlZuJyYjasJWdAW6HHsRhqO3bg7Xy7QzQ5hjd0R1sT45e1kW6Pvl4iILM+sRKqgoKDC6/4ODg4oKCgwK6jyPPjgg3j77bcRGBiINm3a4OTJk1i5ciWmT58OwLgI6PPPP4+lS5eiWbNmCAkJwaJFi+Dn54cxY8YAMJatGTZsGGbOnIk1a9agsLAQc+bMwYQJE+Dn5wcAePzxx/HGG29gxowZeOmll3D27FmsWrUKH3zwQbW/J6qaxMw8LP/rEn47eRv6O9fsGnvaY3yXAAxu7YUmng7SGmOVJZPJ4HbnjFXbRs4m2wwGgagULU7dTEfkna9zsZmISc1BTGoOfjh20xiDhz16NHFHn6Ye6NXMA062qup5w0REVGeYtfxBx44dkZ+fjzNnzkCpLJmL6XQ6tG/fHmq1GpGRkdURpyQrKwuLFi3Cb7/9hsTERPj5+eGxxx7D66+/Lt1hJ+4syPn5558jPT0dvXv3xmeffYbmzZtL+0lNTcWcOXNMFuT86KOPylyQ08PDA88++yxeeumlSsfK5Q+qRqvVSv8f2dnZJpPNi9rX772AFTtvICtfBwAY2NILT/dtjO4hbvedPFVFdr4OR6NTEXEtBRHXUnAuNsNkHpZSLkOXIFcMaOmF/i080cLbsVbjo+pV1tisaBsR1Q/3c/w2K5FauXIlXnzxRQwYMADLly+XLo8BwLFjx/DKK69g165dWLFiBebNm3f/76CBYCJVNZVJpALm/Qy52hYd/J2xZFQbdAqsG5ddM3ILcSQqFQeuJmPf5SRcT9aabPd1tkX/Fp7o38ILvZp6wMGmxuuHUzViIkXUsN3P8dus395z587Fvn37sGnTJnTv3h12dnbw8vJCYmIicnJyIITA6NGja2T5A7IecrlcWuvr3hIx/s3aIjErHwqFHAuHtcRTfRtDIa87Z3icNSoMbu2Nwa2NS2bcSNFiz6Uk7LmUiIPXUhCXkYfvjtzEd0duQqWQoVuwm5RYNfO6/0uRVLvKGpsVbSOihqdKK5t//fXX+OqrrxAZGYnMzEw4OTmhU6dOmDJlCiZNmlSdcdZLPCNVc8Z+dgAnY9KxYGgLzB7Q1NLh3Je8Qj0OXU+REqvolByT7Y1cNOjb3BP9mnuiV1N3OHJuFRFRrarxS3tUOUykas7wVftxIS4TX03vjn7NPS0dTpVEJWux51Ii9lxKQsT1FBTo7i7XUDS3ql8LY2LV2teJZ6uIiGpYjV/aI7K0/ELj8gYaVf1feTzEwx4hHiGY1isEuQV6HIpKwd5LSdh7OQlRyVocjkrF4ahULP/zEjwdbdC3mSf6t/BEn2YecLFTV/wCRERUY6p0Rkqv1+PWrVuIjY1FYWFhqX369u1rdnD1Hc9IVU1OTg5at24NADh//jzs7OykdrdGjaEzCBw4dhKhzfwsGWaNupGixb7LxqTq4LUUk/Wx5DKgQ4AL+t25DNiukTNXW68lZY3NirYRUf1Q45f2DAYD3nnnHaxatQqpqanl9tXr9eVub8iYSFVNZe7aO3ktDh0bl77SfEOTr9PjeHQa9lxOwt5LSbiUkGWy3dFGiW4hbujR2A09GrujjZ9znZqA35Dwrj2ihq3GL+298soreP/99+Hl5YVp06bB19e31PWkiGqarRUVFbZRKtCzqQd6NvXAvx9ohbiMXOls1T9XkpGZp8Oui4nYddFY/sjRRonuIW4Ia+KOHo3d0crXiYkVEVE1Myv7+eqrr9CiRQscPXrUZAFLotpQ/CSqjdp6L2X5OmvwaLdAPNotEHqDwIW4TBy6noJD11NwOCoVWXk67LyYiJ13EisnWyW6h7hLZ6yYWBERVZ1ZiVR2djaeeOIJJlFkEcWLENs2gMnm1UEhl6FtI2e0beSMJ/s0ht4gcD7WmFhFXE/BkahUZObpsONCAnZcMBbfdrBRokOAMzoHuqJzoCs6Bbpw8joR0X0yK5Fq3749YmNjqzsWokrJKyiWSFnRpb37oZDL0M7fGe38nTGzb2Po9Aaci717xupodBqy83U4cDUFB66mSM9r7GmPTgHGpKptI2e09HFkskpEVA6zEqlXX30V48ePx4kTJ9C5c+fqjomoXHm6uzcwqBS8NFUZSoUcHQJc0CHABU/3awK9QeByQhZOxKThxI10nIxJw/VkLa4nGb9+OXELgDEha+rpgDZ+Tmjt54Q2fs5o7ecEZw0XCSUiAsxMpEaMGIH169dj+PDhGDVqFDp06FDmrPbJkydXKUCyXjKZTLqNvPgilAU6A1TugZDLWILDXAq5DK18ndDK1wkTQ4MAAGnaApy8aUysTt1Kx7nYTKRqC3ApIQuXErLw68nb0vMD3ezQxs/pzpcz2vg5wcvJ1lJvp9aVNTYr2kZEDY9Zyx/k5+fjySefxIYNG6SJv/f+whBCQCaTcfkDLn9Q7S7FZ2Hoh/vgbq/G8UWDLR1OgyWEQHxmHs7dzsS52Eyci83AudhM3E7PLbW/h4MN2jYyJlfNvR3RzMsRjT3teWmQiOqdGl/+YP78+fj222/Rvn17PPzww1z+gGpV7p1VzXmArlkymQy+zhr4OmsQfqf4MmA8c3U+7m5idS42E9eTspGcnX+nfmCS1FcuM569aubtiGZeDmjm7YBmXo5o4ukAjZr/f0RU/5mV/fz000/o0qULIiIimEBRrcu7k0jZqHhZzxJc7dXo1dQDvZp6SG05BTpciMvC+dgMnI/LwtXELFxOyEZGbiGiU3IQnZKD7ecTpP4yGRDganenPI49gt3tEHzncSMXDVdoJ6J6w6wsKC8vDwMGDGASRTUqJycH3bp1AwAcPXpUKrWRnpmF2P8+gxSVHDmzzrEERx1gp1aiS5ArugS5Sm1CCCRl5+NqQjauJGbjckIWriRm40pCFtJyChGTmoOY1BzsvZxksi+VQoYAV2NiFexujyB3OzRy0cDfTYNGLho42lp+ontZY7OibUTU8JiVCXXp0gVXr16t7liITAghcP78eelxkbwCAwpTYlB4TzvVLTKZDF6OtvBytEXPYmevACAlOx9XErMRlaxFdLLW+G+KFjdScpCvMxjvIEzWlrpfJ1sl/F3t0MhVA39XDfycNfBysjG+lpMNvJ1s4WBTs3/klTU2K9pGRA2PWb9t3nnnHQwaNAhbtmzByJEjqzsmonIVX/6A6id3Bxu4O9igR2N3k3aDQSAuMw83krWISjEmWTdTc3ErPQe303KRllOIzDwdzsdl4nxcZpn7t1Mr4OVoAy8nW+O/jrbwdrKREi43ezVc7dRwsVNxrh0RVYlZidT27dvRv39/jB49GgMHDixz+QOZTIZFixZVOUii4ormSFHDI5fL0MjFeAnv3rNYAKDN1+F2ei5upeXgVloubqXlIi4jD4mZeUjKykdCZh60BXrkFOiluVkVsVMr4Gqnhqu96k5ypYabncr4r70x2XK1u5t4udqrAZ5pIqI7zEqklixZIj3euXMndu7cWWo/JlJUE/KZSFktexslmns7orm3Y5l9tPk6JGblIzEzDwl3/k3KykfinUQrKSsfaTkFSMsphN4gkFOgR05BbpnLOpRGoc+XHhfoDLCv0rsiovrMrERq9+7d1R0HUaXl6QwVdyKrZW+jRIiNEiEe5ac3Qghk5umQnlOAVG0B0nMKkaotQFrOncc5BSbbipKvAp0Bhfq7Z6QuxWeih3PZiR0RNXCCakxGRoYAIDIyMiwdSr2UnZ0tAAgAIjs7W2pf9vtJqf33389J7YcPx4oWLb4QDzzws8l+pk/fJlq2/EJs2nRVajt9OlG0avWFGDjwB5O+zz67Q7Ru/aX48ceLUtvVq2midesvRa9eG0z6Lly4R7Rp86X46quzUtvt21mibdt1omvXr036LllyQLRtu0785z+RUltKSo5o126daNdunTAYDFL78uWHRfv268WqVceltpycAtG+/XrRvv16kZNTILV/9NFx0aHDevHee4dNXq9jx69Ex45fiZSUHKntv/89LTp1+kq8+eZBk75hYd+KTp2+ErduZUptGzacF507fy3+/e99Jn3Dw38UXbp8La5eTZPafv31sujS5Wsxf/4uk76jRv0qunb9Wpw9myS1bdt2XXTr9j8xe/Z2k76PPLJJdOv2P3H0aJzUtmdPjOje/X9ixow/TfpOm7ZNhIZ+I/7555bUdvhwrOjR4xvxxBNbTfo+88x20aPHN2LHjmip7fTpRBEW9q0YP/53k74vvLBb9Oz5rdiy5e44uXw5VfTs+a0YNepXIYQQBoNBaPMLxazntkpjcHtklMl+yhq3RFR/3M/xm+sXUJ0lk8kQFBQkPS6SrzdApnSD0Ans3n0To0YZy3Hk5upw6VIq7q0ac/NmFi5eTEVm5t3LMXl5Oly4kAqttrBE3/PnU5CWlnf39fJ1OH8+BR4eGpO+t25l49y5FKSk3L0kVFiox9mzydBoTH+0bt/OxtmzyUhKuttXrxc4cya5xPuOjdXi9OkkxMffvWtNCOD0aeMyAQbD3bMh8fFanDqVhH79Akz2ERmZCADQFTt7l5CgxcmTiejSxduk76lTicjJ0aGg4O4l08TEHJw4kYAWLVxL9E1KykVenk5qS07OxfHjCWjUyMGk7+nTSYiOzjT5jFNT83D0aDycnW1M+p49m4zz51OQlVUgtaWn5+PIkXgo7llT6uzZZBw9Go/09Lv/RxkZ+Th0KA45OTqTvufPp+DQoTiT/6OsrAJERMSiaVMXk74XLqTg4MFYJCbenVeVk1OIgwdj4etrPLslk8lgp1Yi/qYWMrkboJQhKTnPZD9ljVsiapgqVSLm0KFD6NGjh9kvotVqER0djTZt2pi9j/qIJWJqxpJN5/Cfn86jk0qDRTM7IyzMDwCQnp6H06eTYGenQteuPlL/06eTkJaWh5Yt3eDtbTwgZmbm4+TJRNjYKNCjh5/U9+zZJCQn56J5czf4+RkTA622AEeOxEOlkqN3b3+p7/nzyUhIyEHTpi4ICDD+/+bl6XDwYCzkcqB//0Cp74ULKYiNzUbjxs4ICXEBABQU6LF/v7E48MCBgdJB9/LlVMTEZCE42AlNmxoTGb3egF27YqS+RcnF1atpiIrKQECAI1q2vHsH3N9/RwMA+vXzh82dpQCuX0/HlStp8Pd3RJs2dydyb98eDb1eoG9ff9jZGddoio7OwMWLqfDxsUfHjl5S3507b6CgQI/evf3h6KgGAMTEZOLs2WR4edmZfO67d8cgN1eHnj394OJirMN3+3YWIiMT4eFhh9BQX6nvnj0xyM4uRI8evvDwMK67FB+vxbFj8XBxsTH53Pfvv4X09Hx07+4j/X8mJmpx6FAcnJzUJp/7gQO3kZyci65dvdGokfHyW2pqLvbvvw17exXCw4OkvhERsUhI0KJTJy8EBTkDMCZou3bFwNZWgeHDG0t9jxyJw/PrjuO2I/CfyV0wrO3d90JE9d/9HL8rlUjJ5XIMHz4cCxcuRL9+/SodSEJCAr788kt88MEHmDNnDl5//fVKP7chYCJVM17+5TS+P3oTLw5pjjkDm1k6HLJST/z3MP65mowPHu2AsZ38K34CEdUb1V5r79dff8VLL72EgQMHIiAgAA8//DBCQ0PRpUsXeHt7w97eHnq9Hqmpqbh06RIOHz6M7du3Y9euXQCAJ598ErNmzar6OyMCa+1R3WCjlMNQaEB2TmHFnYmowarUGSkA0Ol0+Prrr7F69WocP37c5Nq/QqGAXn93foUQAo6OjnjiiScwd+5cNG/evPojrwd4RqpqcnNz0bdvXwDAvn37oNEY5yjN+OIffP3SVHg52uDU0YPw8HC2ZJhkhXJzc+Hi3hoFuTpMenEtvn5/mMm20sYtEdUf1X5GCgCUSiWmT5+O6dOn49y5c9i5cycOHDiAW7duISUlBRqNBp6enmjXrh369euHQYMGwd6eq6uQ+QwGA44dOyY9LpJboIcu5RpiU4xzj/r0YSJFtctgMKAgNxoAkJNTUGJbaeOWiBoms+7aa9OmDdq0aYPnnnuuuuMhqlDxBTkdHS1fwJasW+dwzo8ismbyirsQ1S3FS8Q0a+ZmwUiIgHyedSKyakykqN7JK+SBi+oOjkci68ZEiuqdfD1r7VHdcTYi3tIhEJEFMZGieicro6DiTkS15OrxREuHQEQWxBIxVKd5eHiUaMvJKgDAO0LJsuwcXJCbp4NXc5cS20obt0TUMDGRojrL3t4eSUlJJdoNDnZwH/k5Xh3ekktskEXY29tjw/6zmPt9JAKbupfYVtq4JaKGiZf2qF4xGAT0Chkc2jhj8mTrqt1IdYuN0riyPiebE1m3Kp+Rys7OxuXLl6HVatGnT5/qiImoTPm6uwctloghS9KoFRBCQJvLEjFE1szsM1LR0dEYPXo0XF1d0a1bNwwYMEDaduDAAbRu3Rp79uypjhjJSuXm5qJ///7o378/cnNzjW2FeuiytIhdvxAD+91tJ6pNubm5mDnmAcQsn4v9y0+U2HbvuCWihsusM1IxMTHo0aMHUlJSMHr0aMTHxyMiIkLaHhoaiuTkZHz33Xfo379/dcVKVsZgMGDv3r3SY8C4GGdeVDYKE87jSAJLcJBlGAwGXLlgLAOjy9eV2HbvuCWihsusM1KLFy9GWloa9u7di59//hmDBw822a5UKtGnTx8cOHCgWoIkKpJXqAfksoo7EtWSZjOaWjoEIrIgsxKpv/76C2PHjkXPnj3L7BMUFITbt2+bHRhRafIKDbBrXn4lbqLaVMCpekRWzaxEKjU1FcHBweX2EUIgPz/fnN0TlSm3kKuaU92SV2iAEMLSYRCRhZiVSHl7e+PKlSvl9jlz5gwCAwPNCoqoLPlMpKiOyYhIRlYO79wjslZmJVKDBw/Gli1bcPr06VK379+/H7t27cIDDzxQpeCI7pWn0yP7dJqlwyCSZB5KQVIK784jslZmJVKvvfYaNBoN+vbti7fffhtXr14FAGzbtg2LFi3CsGHD4OHhgQULFlRrsGR97OzsYGdnJ32fV2hAQWI+ABVUKlvLBUZWz87ODpCrYd/eGYX3XNq7d9wSUcNl1vIHwcHB+OuvvzBhwgQsWrQIMpkMQgiMHDkSQggEBgbi559/hq+vb3XHS1bE3t4eWq3WpC23QA+H9l5o0/4HfDK3B0vEkEUUjc12S/5CVp4OajtliW1EZB3MXtk8NDQUV65cwebNm3H48GGkpqbCyckJoaGhGD16NNRqdXXGSQTAeGnP1t8O7Vt7o1s3JupkWbYqBbLydCwTQ2TFqlQiRqlUYuzYsRg7dmx1xUNUrqIDloblYagOKBqHOQW6CnoSUUNl1hypgQMH4uuvvy63zzfffIOBAweaFRQRAOTl5WHEiBEYMWIE8vLyjG2FehQkZuO3pbMxbNgDUjtRbSoamxFLnsON5aexd1dMiW3Fxy0RNVxmnZHas2dPhaVfbty4IZVJIDKHXq/HH3/8IT0GjIlU8tZbKEyMwK3zd9uJalPxsQkIZGYVlLqN45Oo4TO7aHFFtFotVCpVTe2erFReoR4yVY0NW6L75vtkY3Toyfl6RNaq0mekYmJiTL5PT08v0QYY/wK7efMmfvnllwpXPye6X3mFBng/EoibH1g6EiIjpaMKBtZ/JLJalU6kgoODIZMZf1nIZDKsWrUKq1atKrO/EALvv/9+1SMkKiaPK5tTHcTSRUTWq9KJ1OTJk6X1or7++mt06NABHTt2LNFPoVDAzc0NAwcOxLBhw6ozViIesKjOyTqeitMhCUCPIEuHQkQWUOlEav369dLjvXv3Ytq0aXjuuedqIiaiMuXk65G85balwyCSpO9LQqRvLPCspSMhIksw6669qKio6o6DqFJycgqQeyXb0mEQSexaOcIz2NHSYRCRhdTL259u376NJ554Au7u7tBoNGjXrh2OHTsmbRdC4PXXX4evry80Gg3Cw8Nx5coVk32kpqZi4sSJcHJygouLC2bMmIHsbNMD9OnTp9GnTx/Y2toiICAAy5cvr5X3R0b29vYQQkAIIZWCKTAIuIYHYNrz22EwGFgihiyiaGy+u+0CPEc1RotePiW2FR+3RNRwmb2yeVZWFj755BPs2LEDsbGxyM/PL9FHJpPh2rVrVQrwXmlpaejVqxcGDBiAbdu2wdPTE1euXIGrq6vUZ/ny5fjoo4/w1VdfISQkBIsWLcLQoUNx/vx52NoaC91OnDgRcXFx2L59OwoLCzFt2jQ89dRT2LBhAwAgMzMTQ4YMQXh4ONasWYMzZ85g+vTpcHFxwVNPPVWt74kqrwACTl3cMGlqe+nmByJLKVrZnDdBEFkvsxKppKQk9OzZE9euXYOTkxMyMzPh7OyMgoIC5ObmAgD8/PxqZB2p9957DwEBAVi3bp3UFhISIj0WQuDDDz/Ea6+9htGjRwMAvv76a3h7e2Pjxo2YMGECLly4gD///BNHjx5F165dAQAff/wxHnjgAaxYsQJ+fn749ttvUVBQgC+//BJqtRpt2rRBZGQkVq5cyUTKgopKxNhwLSmqA+4mUqy1R2StzDoaLVmyBNeuXcPXX3+NtLQ0AMC8efOg1Wpx+PBhdO/eHcHBwTh37ly1BgsAmzZtQteuXTF+/Hh4eXmhU6dOWLt2rbQ9KioK8fHxCA8Pl9qcnZ0RGhqKiIgIAEBERARcXFykJAoAwsPDIZfLcfjwYalP3759TYovDx06FJcuXZLe873y8/ORmZlp8kXmy8vLw/jx4zF+/Hip1IZWW4iCpGy8/PRUk3ai2lQ0NpfPnoGYD8/hl3dOlNjG8UlkHcxKpP744w8MGjQITzzxRInLK926dcO2bdsQHR2NN954o1qCLO769etYvXo1mjVrhr/++guzZs3Cc889h6+++goAEB8fDwDw9vY2eZ63t7e0LT4+Hl5eXibblUol3NzcTPqUto/ir3GvZcuWwdnZWfoKCAio4ru1bnq9Hj///DN+/vlnqdRGSlQW4r68hv07t5q0E9WmorF59eweiHwd8rSFJbZxfBJZB7MSqbi4OHTq1En6XqFQSJf0AMDV1RXDhw/Hjz/+WPUI72EwGNC5c2e888476NSpE5566inMnDkTa9asqfbXul+vvPIKMjIypK+bN29aOqQGp6BAD6g4N4rqDu/Jwegxs4WlwyAiCzErkXJ2dkZh4d2/wFxdXXHr1i2TPk5OTkhISKhadKXw9fVF69atTdpatWollavx8THePXPvayckJEjbfHx8kJiYaLJdp9MhNTXVpE9p+yj+GveysbGBk5OTyRdVL2WgHQLmNLd0GEQStbsNZA6sK0pkrcxKpBo3bozo6Gjp+06dOmH79u1ISUkBAOTm5mLz5s0IDAysliCL69WrFy5dumTSdvnyZQQFGVcVDgkJgY+PD3bu3Cltz8zMxOHDhxEWFgYACAsLQ3p6Oo4fPy712bVrFwwGA0JDQ6U++/btM0kYt2/fjhYtWpjcIUi1R6c3QGcQlg6DqIS8Al7CI7JWZiVSQ4YMwc6dO5GTkwMAePrpp5GYmIgOHTpg/PjxaNu2La5du4apU6dWZ6wAjJPaDx06hHfeeQdXr17Fhg0b8Pnnn2P27NkAjEsuPP/881i6dCk2bdqEM2fOYPLkyfDz88OYMWMAGM9gDRs2DDNnzsSRI0dw4MABzJkzBxMmTICfnx8A4PHHH4darcaMGTNw7tw5/PDDD1i1ahXmz59f7e+JKidPxzujqO7JPp2Ga3vjLB0GEVmKMENsbKz4/vvvRVJSktS2YsUK4eLiImQymbCzsxMvvvii0Ol05uy+Qps3bxZt27YVNjY2omXLluLzzz832W4wGMSiRYuEt7e3sLGxEYMGDRKXLl0y6ZOSkiIee+wx4eDgIJycnMS0adNEVlaWSZ9Tp06J3r17CxsbG9GoUSPx7rvv3lecGRkZAoDIyMgw741auezsbAFAABDZ2dkiMTNPeD70nbBr87FJO1FtKz42gbcFZO8Lg8FQYhvHJ1H9dD/Hb5kQotqulej1eiQnJ8PLy4uLJQLS+loZGRmcL2UGrVYLBwcHAEB2djZS82Vo9+CPyDgYC+BVqZ2rR1NtKz42bZt8CBs7OySfmAGlUl5i3HJ8EtU/93P8NuvS3vTp0/HBBx+UaFcoFPD29mYSRdXCzs4O2dnZyM7Ohp2dHfJ1etgG28N7YAA2bjwrtRPVtqKxeeVWErzGNYHXg/5QKuUm2zg+iayDWYnUhg0bStz1RlTdZDIZ7O3tYW9vD5lMhrxCA2wD7BA8yA+jR7eR2olqW9HYdHdxgkwmQ4HeAP2dGyHuHbdE1LCZlUg1adIEcXGcXEm1K/dOPTNbloehOsL2TokYgPX2iKyV2Zf2tm7ditu3b1d3PESS/Px8TJ06FVOnTkV+fj7yCvXQa3UQ2XmYNGmy1E5U24rG5r9mzkDsV5dx86PLOHoi3mQbxyeRdTBrsnl0dDTmzJmDM2fOYOHChejWrVuZc6NqYi2p+oKTzavm3km7B29kY9TIX5EXlQZONidLKj42la7LoUuT4eetYzHugSacbE7UANzP8Vtpzgs0btwYMpkMQgg899xzZfaTyWTQ6XTmvARRCXmFeuNN5UR1SPDDgdDqlWjemgv1ElkjsxKpyZMncxIl1brcQj28Hw1Ez6BW+O4ZS0dDZOTayB6FuTJAqai4MxE1OGYlUuvXr6/mMIgqln9nMq9GZdawJaoRtioFkGtAno6TzYmsEW9/onojr9BYIkaj4l/+VHfk3MxB1ql0nDubbOlQiMgCmEhRvZFXqEfqjngc2HDF0qEQSeIOJyP1zzhE7OddzETWiNdIqN7ILdQj+1Q6InW8pZzqDo9gB6RlCbh6aSwdChFZABMpqrPs7OykFfTt7OyQV2iAc5gHOvg4Yd17t+DgoGYJDrKI4mPzpS1RyGiehE59/Ups4/gkaviYSFGdJZPJ4OnpKX2fp9PDuacHxoY3R0hIIwtGRtau+NjUqG8CuDuH795xS0QNG+dIUb2RxxIxVAcVlYnJZYkYIqvEM1JUZ+Xn52P+/PkAgJUrVyInrxD6HB10uXmYPXu21G5jY2PJMMkKFR+b0RiG2xuu45vzufhXvyYlxi3HJ1HDZlaJGKocloipmntLbTzxwVFsXHQMji5AVvoCqZ0lOKi2FR+bDzz1G/74/Cpa9fDG+YhJLBFD1ABUe4mY6dOnmxWITCbDF198YdZzie6Vk1sIALCxUSLLwrEQFWnfwwfHtYUY1DvI0qEQkQVUKpEqayXzonp7ZbUzkaLqZN/IDoELWmL5g80xoe88S4dDBADw9LaDrb8d7DxsLR0KEVlApRKpqKgok+8NBgPmzp2LQ4cOYe7cuejTpw+8vb2RkJCAffv24aOPPkJYWBg++OCDGgmarFNuoQEyuQzOjmpLh0Ik4WRzIutWqUQqKMj0lPW7776Lw4cP49SpU/D19ZXaW7Rogb59+2LatGno1KkTfv75ZyxcuLB6IyarVVRrz1bJu/ao7tDl6qC9kIkLWjnwmKWjIaLaZtYR6YsvvsAjjzxikkQV16hRIzzyyCNYu3ZtlYIjKi7pagZSdyZgz7ZoS4dCJMlOzkPypts48A1LFxFZI7OWP7h16xZsbcufD2Bra4tbt26ZFRRRadJv5SDrWCoOeHJcUd3h4aGBTYAd3D1ZIobIGpmVSPn7++O3337DW2+9VWpClZOTg99++w3+/v5VDpCsl0ajkebnaTQayD1s4BTqjuEjWmDtZ3fbiWpb8bF5LccWPo8HoV0j5xLbOD6JGj6zLu09+eSTuH79Onr16oXff/8dKSkpAICUlBRs3LgRvXv3RnR0NGbOnFmtwZJ1kcvlCA4ORnBwMGQyGeS+NnDt74UnJrWR2uVyzpei2ld8bNrZqADcnWxefBvHJ1HDZ9YZqQULFuDy5ctYt24dHnroIQDGXx4Gg7HWlBAC06ZNw4IFC6ovUrJqBXoDilbasFUrLBsMUTFFJYvyeNcekVUyK5GSy+X44osvMHnyZHz11Vc4ffo0MjIy4OzsjA4dOmDSpEno379/NYdK1qagoACvvvoqAGDha0tgKDRAJgNkeh0WLPg3AODtt9+GWs3lEKh2FR+bk559CXFfRSG+wIC4yd3h7q6WtnF8EjV8LBFTg1gipmqKl9q4FpuM9kN+hfZsBt56qxsWLeoPgCU4yDKKj81z0Qlo2/wbiAIDLl+eAT8/NUvEENVz1V4ihsjS8gv1EIXGS8d2dioLR0N0l61aAa+H/KFQyuHnZw+g0NIhEVEtMnsmpE6nwwcffIDu3bvDyckJSuXdnCwyMhLPPPMMLl++XC1BEuXpDPAY1Qgd/t0Wkye3tnQ4RBJblQK2QfZQNdJAZcO/TYmsjVk/9bm5uRgyZAgOHjwIDw8PODk5QavVSttDQkKwbt06uLm5YenSpdUWLFmv/EI9ZHIZ7B3V0Gh4RorqjqLJ5gCQp9ODt0IQWRezzki98847OHDgAJYtW4b4+Hg8+eSTJtudnZ3Rr18//PXXX9USJFHRreU2Kt5OTnWLWiFHQWwOtBczcfVauqXDIaJaZtZR6YcffsCAAQOwcOFCyGQyyGSyEn0aN26MmJiYKgdIBBhvLc84nIKb2+Nw82ampcMhkshkMmTsT0by77fxzz9cdZ/I2ph1aS8mJgZjx44tt4+joyMyMjLMCoroXvmFAlknUpGeqUNCQo6lwyEy4eCrgV5ngMaBSx0QWRuzEilHR0ckJiaW2+fatWvw9PQ0KygiwFhe4+zZswCAy/kqOLRzgZdKiZAQD6mdJTjIEoqPTY1Gg6ajAnE7PRfd+jYqsY2IGjazEqkePXpg8+bNSE9Ph4uLS4ntN2/exB9//FHhWSui8sjlcrRp0wYAcOZIDFx6e6JPSy8EBjoDcLZscGTVio9NwHR183u3EVHDZtYcqQULFiAtLQ2DBg3CgQMHoNPpABiLFe/cuRNDhw6FTqfD/PnzqzVYsl5F5TdsVbwniuoezZ2yRbksE0Nkdcw6I9W3b1988sknmDt3Lvr27Su1Ozo6AgAUCgU+++wzdOnSpXqiJKtUUFCAd955BwDg3usRCL2ArUph0v7vf/+bJTio1t07BmMjkhC36za+ylWj1/v9OD6JrEiVSsRcuHABa9asweHDh5GamgonJyeEhobimWee4altsERMVRUvw7Hof4fw1qT9UChlSEt9Gk5OxqSdJTjIEoqPzezsbPR64g+c2ngDg8c2xm//G8oSMUT1XK2ViGnVqhVWrVpVlV0QVUqm1lh2Qy6XQS4vudwGkSU1D/NGnNKAweOaWzoUIqplrGdA9YLGWQ3/55pjSvcAS4dCVIJ3gCM0qVlw9+fZJyJrw1p7VC/k6w1QaBTw8XWwdChEJWju3LXHyeZE1sesRCo3NxcDBgzAiy++iBs3bsDJyQnFp1oV1dr7+uuvqy1Qsm75hQYAvGuP6iZDrh6517Nx7niCpUMholrGWntUL8TfzET6gSQc28kSHFT3pERlIfGnm9i4+pylQyGiWsZae1QvJNzQIuOfZOzbFGXpUIhKcHXXQOVlA1c/O0uHQkS1jLX2qM6ytbXFkSNHAACv/JwMh44u6DHA36Td1tbWkiGSlbp3DDZr4w6/aY0xvAvHJ5G1Ya09qrMUCgW6desGALA/cgDuQw14fHJbk3YiS7h3DBafbM7xSWRdzLq0V7zWXmmKau0VX/WcqCryClgihuquonFZNE6JyHqYdUZqwYIFGDBgAAYNGoSPPvrIpNZeREQEnn32WdbaoyorKCiQFnzVFrYHYCwOW7x97ty5LMFBte7eMYhCA+I33MBG+U18NL4tPvvsE2kbxydRw2Z2iZjVq1dj7ty50OtL/gVWVGvv3rv5rA1LxFRN8TIcXmH/QeKRLDw9pyP+7+0eLMFBFnVviZhdl9Ixqst3AIDbt6ejUSN3aRvHJ1H9UyslYmbNmoX+/fuz1h7VCl2eAdALqJRmryFLVGMc7VXwGNUIQd720GhYMILImlTqJ37Tpk1o2bIlmjc3rSPFWntUW5z6eEDTwwdPzepg6VCISrBTK2HfyglOHvZQqzmPj8iaVOrP+7Fjx+L777+Xvm/cuDE++uijGguK6F56hQxKJxV8vXmZhOoeW5aIIbJalTojpVKpUFhYKH0fHR1d5h17RDVJo1IAd25uIKorNCoFChLykBSXh9TUXEuHQ0S1qFKJVGBgIP755x/o9cY1UgCUupo5UU3Rns+AKNDidkwWGvnxLiiqW2xVCiRviUVhcj5OjW9t6XCIqBZVKpF6/PHH8eabb8LNzQ3u7sa7UT744AOsW7eu3OfJZDJcu3at6lGS1cuKTENhgsDlS6lo5Odj6XCITNiqFFC5qQEZoFLxhggia1KpROq1116Dra0ttm7ditjYWMhkMgghUNHKCWaurEAEwFheY/fu3YhNz8Ws9+Ng56lHUJCT1F7Uh6i23TsGhU7Ac6w/AKB3vxCOTyIrUqk/nZRKJV5++WXs378f165dgxAC8+bNQ1RUVIVfNe3dd9+FTCbD888/L7Xl5eVh9uzZcHd3h4ODA8aNG4eEhAST58XExGDEiBGws7ODl5cXFixYIC0sWmTPnj3o3LkzbGxs0LRpU6xfv77G3w/dpVAo0L9/f3Ts3guufbzRbEII2rXzlNr79+8vXWomqk33jkHbYstyFBrA8UlkRcw6B7148WL079+/mkO5f0ePHsV//vMftG/f3qR93rx52Lx5M3766Sfs3bsXsbGxeOihh6Tter0eI0aMQEFBAQ4ePIivvvoK69evx+uvvy71iYqKwogRIzBgwABERkbi+eefx5NPPom//vqr1t4fGeXpisrD8JIJ1U1KhRwqhXHeKO/cI7IuZq9sbmnZ2dno3LkzPvvsMyxduhQdO3bEhx9+iIyMDHh6emLDhg14+OGHAQAXL15Eq1atEBERgR49emDbtm0YOXIkYmNj4e3tDQBYs2YNXnrpJSQlJUGtVuOll17C1q1bcfbsWek1J0yYgPT0dPz555+VipErm1dNYWEhPv/8c1xPysbP2pZo7uuC7fP7Se0A8NRTT0GlUlk4UrI2pY1Bv+HfIvV8Bt6Y3wUOymMm24iofrmf43e9/RN/9uzZGDFiBMLDw03ajx8/jsLCQpP2li1bIjAwEBEREQCAiIgItGvXTkqiAGDo0KHIzMzEuXPnpD737nvo0KHSPkqTn5+PzMxMky8yX0FBAebMmYOVb7yMmA/PYd/rJ5GcnCO1z5kzBwUFBZYOk6xQaWNQn16I/JgcXLmSzPFJZEXqZSL1/fff48SJE1i2bFmJbfHx8VCr1XBxcTFp9/b2Rnx8vNSneBJVtL1oW3l9MjMzkZtb+joxy5Ytg7Ozs/QVEBBg1vujUuiAAq0OtrYsv0F1k19XD3g86Ic+QwItHQoR1aJ6l0jdvHkTc+fOxbffflvn7oh55ZVXkJGRIX3dvHnT0iE1GD7TQzDyjc6ws+NlEqqbPBs7wr61M/yDeRmfyJrUu0Tq+PHjSExMROfOnaFUKqFUKrF371589NFHUCqV8Pb2RkFBQYmV1xMSEuDjY1x/yMfHp8RdfEXfV9THyckJGo2m1NhsbGzg5ORk8kXVQ+Wshk+wE+RyLgRLdZNGZbxDj5PNiaxLvUukBg0ahDNnziAyMlL66tq1KyZOnCg9VqlU2Llzp/ScS5cuISYmBmFhYQCAsLAwnDlzBomJiVKf7du3w8nJCa1bt5b6FN9HUZ+ifVDts1XxVnKqw/INyI/NxeWLqZaOhIhqUb2bcOLo6Ii2bduatNnb28Pd3V1qnzFjBubPnw83Nzc4OTnh2WefRVhYGHr06AEAGDJkCFq3bo1JkyZh+fLliI+Px2uvvYbZs2fDxsYGAPCvf/0Ln3zyCRYuXIjp06dj165d+PHHH7F169bafcMEAMg6mYZokQg8ZulIiEqXcj4d8f+LxrpL6ZYOhYhqUZUSqbi4OHz//fc4efIkMjIy4OzsjE6dOmHChAnw9fWtrhjv2wcffAC5XI5x48YhPz8fQ4cOxWeffSZtVygU2LJlC2bNmoWwsDDY29tjypQpePPNN6U+ISEh2Lp1K+bNm4dVq1bB398f//3vfzF06FBLvCWrl74nERFXC4EPLB0JUekcnW2gcFbBwcnG0qEQUS0yex2pTz/9FAsWLEB+fn6JUjC2trZYsWIFnnnmmWoJsr7iOlJVo9Pp8Ndff2HN5ovYudcOnVt64Z/fxkntgHFJCqWy3p1YpXqutDH4/PcnsTEyFq8MbQb/nCsm24iofrmf47dZP+Hff/89nn32WXh4eODVV19Fnz594O3tjYSEBOzbtw+rVq2Stj/yyCNmvQkipVKJESNG4FBhEM643MBDA5uatBNZSmljUKM2zuErMMg4PomsiFmJ1PLly+Hh4YHIyEj4+flJ7S1atEDfvn0xdepUdOrUCe+99x4TKaqyvDt3QdmqOdmc6i4bJe/aI7JGZiVSFy5cwIwZM0ySqOL8/f0xfvx4FvmlKiksLMS3336Lk4duQDh2hO2dA1VROwBMnDiRJTio1pU2BgsyC5D4y02s250Ir/hDJtuIqOEyK5FycXGBvb19uX0cHBxKrC5OdD8KCgowbdo0AIBMsww/35Zheu8Qk/bx48fzQEW1rrQxqJLJkXs1G1dUaZg27d8m24io4TJrHalRo0Zh8+bN0Ol0pW4vLCzE5s2bMXr06CoFR1RE5BqgLzBYOgyiMnl62sJtqA8GTG9p6VCIqBaZlUgtX74c9vb2GDJkCA4dOmSyLSIiAkOGDIGjoyPefffdagmSyPuJIDw2s42lwyAqk7OjDRw7uiKoq6elQyGiWmTWpb1OnTqhoKAAJ06cQK9evaBUKuHh4YHk5GTpLJWvry86depk8jyZTIZr165VPWqyOmpPWwQFOVs6DKIy2RSViNFxsjmRNTErkTIYDFCpVAgMNK1yfu/k83vXlzJzySoiAICNqt5VNCIrolEpUJiSjzgmUkRWxaxEKjo6uprDICqf9mw6Em9lA008LB0KUak0KgXiN9xAbE6upUMholrEP/GpXkjdnoCzxxMr7khkIbYqBZSOStg48y49ImtS5doF58+fx8WLF6HVajFp0qTqiIkIAGBjY4Mff/wRTy7Zi4JcJ4SEOJu0Fz0mqm2ljUGNWg7fqY0R6GKDZ5twfBJZC7Nr7R09ehQzZ87EmTNnpDa93jg3YN++fRg2bBi+//57jBo1qnoirYdYa696NP33H9AZBCJeGQhfZ42lwyEq1dnbGRj58T/wcrTBkVfDLR0OEVXB/Ry/zbq0d+7cOQwcOBBRUVGYN28ehg8fbrK9T58+8PDwwE8//WTO7okkOr0BOoMx1y9a2ZyoLiqqtZfHEjFEVsWsRGrx4sUAgOPHj2PFihXo1q2byXaZTIawsDAcPXq06hGS1dLpdPjuhx+hvfgPhEEvHah0Oh1++ukn/PTTT2UuCktUk0obgxqVAhmHU3BtwzW89tqnHJ9EVsKsOVJ79+7FuHHj0LRp0zL7BAYG4s8//zQ7MKL8/HxMnvgYAEDh8h5inuyN5s3dkJ+fLxXDzs7OhlJZ5al+RPeltDFoq1KgIC4XOVfS8fbbr5psI6KGy6wzUllZWfDy8iq3T25urjRniqiq9Ok6KJW8yZTqLo1KAYf2LnAdWP7vRiJqWMw6MgUEBJhMMi/NiRMn0KRJE7OCIrpXyKQQNGrkYOkwiMpko5RD09gBDh1cLR0KEdUisxKpkSNH4u+//8aOHTtK3f7jjz/i0KFDGDNmTFViI5K4N3aEjQ0vkVDdJZfLYMOzpkRWx6wj07///W/8/PPPeOCBBzBlyhTEx8cDAD777DNERETgu+++Q3BwMObPn1+twZL1smV5GKoH1HogMzXf0mEQUS0yK5Hy9PTE3r17MWnSJHzxxRdS+5w5cwAAoaGh+O677+DszCKzVD0yLmZaOgSiCmVEpiH+z2hLh0FEtcjsayWNGzfGgQMHEBkZiUOHDiE1NRVOTk4IDQ0tsRwCUVVd+OUG8D9LR0FUPo2dCjIbGQRPShFZjSpPOunYsSM6duxYDaEQmVKr1Zg89x1s+PYCvAPcTNrXrVsnPSaqbWWNwZA+3shrrMbj7h+hhY8jxyeRFWCtPaqzVCoVRjzxBPbansaAFp4m7VOnTrVcYGT1yhqDGrUCMoUS/R8cj6FtfGo/MCKqdWbP4D169Cg6duyIdu3aYfz48Sa/VPbt2wc7Ozts2rSpOmIkK1ZUbsNWxfIwVPdpVCwTQ2RtWGuP6iydToej+3Yg59pR2MiFSfvWrVuxdetWluAgiyhrDBam5iNp8028+ewajk8iK2HWpb3itfaaNm2KN954A9u2bZO2s9YeVYf8/Hx88vJMAMCe9BDg8a5S+8iRIwGwBAdZRpljsEAg53wqTmApRo7k+CSyBmadkapsrb24uDizAyMqLi+z0NIhEFXI08cOzn08K+5IRA0Ga+1RvTD4sWaWDoGoQp5ednDq6lZxRyJqMFhrj+qFoKYulg6BqEK2at4UQWRtWGuP6gUND1BUD9gq5dBl8zI0kTVhrT2qF9ITciwdAlGFbJUKxK29bukwiKgWsdYe1QunD8QDXO+V6jgHWyWgkgE8KUVkNVhrj+ostVoN33bTkRSTBf9AF5P2Tz75RHpMVNvKGoO2KgUC57aGb9yLmBQWzPFJZAVkQghRcTcyR2ZmJpydnZGRkQEnJydLh1Mvjf7kH5y6lYEvpnTFoFbelg6HqFxbTsdizoaTCA1xww9Ph1k6HCIy0/0cv82abP6///0Pt27dMis4ovuRV2gAwBIxVD/YqVkihsjamHVpb8qUKZDJZGjcuDH69++PAQMGYMCAAfD19a3u+MiK6fV6xF08jrysPKjkoSbt+/fvB2AsR6RQMMmi2lXWGLRVKZB+KAn/xO/HWptETJ8+muOTqIEz69Le+vXrsXv3buzZswc3b96ETCYDADRr1kxKrPr37w9vb+u+FMNLe1Wj1Wrh4OAAAPjqt1OYPKZ9ifbs7GzY29tbLEayTmWNwZMxaegRtg4FsS+U2EZE9cf9HL/NOiM1depUTJ06FQBw/fp17Nq1C7t378bevXvx+eefY+3atQCAli1b4ty5c+a8BJEJhZBZOgSiCmnUCji0c0ZqrKUjIaLaYtYcqeIaN26MJ598Et9++y3Onz+PFStWwMPDA0IIXLx4sTpiJELLliy7QXWfnUoJ+9Yulg6DiGpRlcqS5+bmYv/+/di9ezd2796NEydOQK/XQ6PRYPDgwRgwYEB1xUlWSG+4e9XZ293OgpEQVY6tusp/mxJRPWNWIvX6669j9+7dOHr0KAoKCmBjY4OwsDAsWrQIAwcORPfu3aFSqao7VrIyxe984l17VB9oVAoYdAZLh0FEtcisRGrp0qWQyWQYNGgQFi5ciD59+sDGxqa6YyMrl517d3loJadIUT2gUSmQcSDZ0mEQUS0y6zx0+/bGu6d27NiBcePG4eGHH8YHH3yAyMjI6oyNrFxiyt36enI5Mymq+5QKOVQssE1kVcw6IxUZGYnU1FTs3btXmh/1wgsvQCaTwdXVFf369cOAAQMwcOBAtG7durpjJiuhM8ihcBoDGQBb27tnPFUqFZYvXy49Jqpt5Y1B34G+EDbT8HS/xhyfRFag2krEJCcnY8+ePdi9ezd+/vlnJCcnQyaTQafTVcfu6yWuI1U1Z29nYOTH/8DHyRaH/j3I0uEQVUroOzuQkJmPLc/2RttGLNxOVB/V+DpS90pISJDOTO3atQtJSUnVsVuycrl3JptreKmE6hE7tRJAPsvEEFkJsxKplJQU6ezTrl27cOnSJQCAEAI+Pj6YMGGCVDaGyFzavALkx11GXoEd9Pq7ZTj0ej1OnDgBAOjcuTNLcFCtK28MFiTkIGlLBJbdjsGP65/i+CRq4My6tFf0i0EIAQ8PD5N6ey1btqz2IOsrXtqrmmX/PYR/zwwDYFpqgyViyNLKG4Pdn/wJR794pNRtRFQ/1PilvVGjRmHgwIEYMGAA2rZta1aQRBVJTMy1dAhE983Dj4kTkTUxK5H67bffqjsOohJCWrlaOgSi++bp72jpEIioFlXLZHMA0Ol0OHPmDACgbdu2vO23mOlL9yKkfSNoHNUAgKzUPMRdy4TGUYWAlneThRvnUpGv1cG/uTPsXYy3+2en5+P25QzY2CkR3NbNpG+eVodGTZ3h6G4LAMjJLEDM+TSobRVo3NFD6htzIQ3a9Hz4NXWGs6cGAJCbXYio0ylQqeVo1tVL6nvzQhqyUvPg29QZbj7Gsix5OYW4diIZCqUcLXt43+17MQ0ZyXnwDXaCh7/xMkdBng6XjiRCLpehTW9fqe/tK+lIjc2BV7AjfIKNBxpdoR7nD8QDANr184NMZlwrKvZqBpJuZSNDmVelz53IEjTFVuH/668oDBrUDM7Oxp/nW7eycPp0Ejw9NejW7e7Px969N6HVFqJHD1+4uRl/RuPisnHyZCJcXW0RFuYn9f3nn1vIzCxAt24+8PQ0/owmJmpx7FgCnJ1t0KtXI6lvREQs0tLy0LmzN3x8jGfKUlNzcehQHOztVejXL0Dqe+RIHJKTc9GhgycaNTL+jKan5+HgwVjY2ioxcGCg1Pf48XgkJOSgbVsPBAYaL3tkZxdg375bUKnkGDw4WOobGZmI2NhstGrlhpAQFwBAbm4hdu++CblchmHDQqS+Z84k4ebNLDRv7oqmTY2/GwsK9Nix4wYAYPjwEOn3xPnzyYiOzkTjxs5o2dIdAKDXG/DXX9EAgCFDgqFUGpdKvHQpFVeupME/wBEtWrmj0GCAXi+wbdt1GIRAj97+UKjk0OkNuH49A9eupMHd2w5NWriiUC+gNwhE7LsFnd6Ajt18oLZVwCCA2FtZuHE1Ha4eGjRu6QaDEDAIgchD8Sgo0KNlR0/Y2ikhBJAUr8WNqxlwcFEjpKUrBACDQeD88UTk5+nRuI0bbB1UEABSk3Jw60oGNI4qBN7ZrwBw7XQKCnILEdDCBfZ3xlRmaj5uXUmHrYMSwa2NxwghgOhzqcjVFsK/+d2+2Rn5uHU5HWqNEiFt7vSF8Xe5NrMAvo2d4OhmPJ7kZhci5mIaVDYKBLd1v9NX4PaVdGjTC+AV5CgdT/JzCnHjXBoUKjlCOrhLMcRfz0RWWh48Ahzg4qWBEMZjRMy5NMgVMpPjVGJ0FjJT8uDeyB6ud449ugI9os+kQiYDmnT2lPomxWQjIykXrr52cL9zBlivMyDqVAoAoHFHD8gVxnGSfCsb6Qm5cPHWSMcpYRC4dtK4cG5Ie3coVMZxkhqrRWpcDpw8bOHsWfm1CyudSEVFRWH37t3o3bs3mjdvbrJty5YtmDFjBpKTjYG5urris88+wyOPPFLpQBqyX94/Be+JebD1Nw4O7cVMJP9+Gzb+GvhMDJb6xa2/joKEfHiND4CmsfE/PPdaNhJ/vgm1jy18p9z9hRP/TTTyb+fCc0wj2LUw/iLLu5mDhA03oHRTo9HMJlLfhB9ikBethftIPzi0Md6OnR+Xi/ivo6FwVML/mWZS38TfbiH3chbchvrAsaPxF1lhcj5iv7gOuUaBgOfu/t8nb74N7flMuA7wglN34w+PLrMQt1dfhUwpw2HZ3UQo5c84ZJ9Kh3MfT7j0NP7w6HN0uPXxFQDAEUW+9AsydWcCso6lwrGbQ1U+diKLsFXdXed43LhNOH58Bjp3Nv4BsmtXDKZM2YZhw4KxbdvDUr+nnvobly+nYf/+Cejd2x8AcODAbYwfvxl9+vhj374JUt/nntuFkycT8eef4zB0qPF3wvHjCRgx4ld06eKNY8cmSX0XLNiLAwdu45dfRuGhh4w/u2fPJmPEiF/RsqUbLlyYLvVdtOgA/v47Gv/73wN44gnj+n9Xr6ZjxIhfERDgiJiYp6W+b799GL/9dgVr1gzG0093AADcvJmFESN+hbu7BsnJs6W+K1YcxbffXsD//V9/zJvXBfk6A67cyMSIEb/CxlaBiEtTkVugh7ZAjxVvHMTfv1zDmCdbY+CEZsjXGZCakotlE3cY3/u3A1FgEMjXGXDw2yu4tCMWTcL90PiBRsjXGZCXq8ORxacAAK1eaQ0o5dDpBRL3xCPjYAocu7jCLdxHiu3GexcAAP5zmkFhbzwcZkQkI31fEhzaO8N9+N0ENmblRYhCAb+nm0DlYvyjOPNYKtJ2JsCulRM8R91NYG9+fBmGHD18p4dA7WlMTLJOpSH1z3homjrAa9zdBPb2mqvQZRTCZ1IwbPyMiYn2fAaSN8fCNsgO3hOCpL6xX1xHYXI+vCYEQhNkTCByrmQh6ddbUPtp4DspWOob93UUCuLy4DnOH3ZNjYlxbrQWiT/EQOVpA7/pjaW+8d/dQH5MDjxGNYJ9K+PxJP92DuK/uQGliwqNnm4q9U38+SZyr2XDfbgvHNq7AAAKEvMQty4KCnsF/OfcPUYk/X4LORez4BruDacuxsStMK0AsZ9fg0wtR+C8FlLf5D9ioT2TAZd+nnDuYTxG6LILcfvTq4AMCFrYSuqbuj0eWSfS4NzTAy59jAmWIV+Pmx9eBgAEvtACsjtJdNqeRGQeToFTNze4DjT+HAqDQMz7F43/9881h0Jj/OMn/UASMv5JhkNHF7j2r/zSJZVOpNauXYv33nsP169fN2m/evUqHnnkEeTl5SEoKAj29va4cOECJk6ciGbNmqFTp06VDqahatTEGY/2DkajJsb/mCtuSdh6UYtGjZ0xftDdJGbDsSwkuWZjTK8gBN25rBXtk4pN57Lh5e+ACQPvDuafz+Qg1ikTw3sGomkH46C7fS0Dv0VmwtXLDhOL9d10JR8xdmkI7xGAFnfOPiXezMLPxzNh76LGlAF3+/55Q4coGxX69PBHmzDjL5y0hBz8cCQdNnYqTBtwN0HblWDAZaUKPXr4o0Nf4y+crLR8fHcwDQqlHDP63+27P02GC1Cga49G6NTfeKDI0xbim3/SAADT+zWRVi8/pFXinF6O1t3d8PvRKn30RLXOrthyHZ06ecHO7u6vWXd3W3Tt6o1mzUwvW7dt6wEnJzUcHNRSm6ursW/Llm4mfVu3dodCIYOT091Fap2dbdC1qzdatXI36duypRvy83VwcbGV2hwc1Oja1RvBwaYHiubNXZGamgt397t97eyU6NrVG97epvO+mjRxRqfOXtCpZTgSlYpUbT4uXElDYAsXqGwVeOXX08jM1SEzrxBHkzPh6G+Hjw9ex+qUROMZnmwd1D62gEKGsZ8dlPabkZQJtY8t9t1Kw8ntxoOiIU9v7Atg46lY6Q+uTINxH6nQQ5eQDQAQOoPUNztfD/mdwucKBxXUPrZQOJpeKVH72hoX/FXLYWOjhFIhA9xtUdjIDq7edgh2t4NCLoNSLkdmgAMMhQa0auQMe1c1ZDIZYhN1uBqYDe8gR7QLcYNcBshlMuwJdkR+jg6hzTzg7K2BXCZDTI4cpy5p4dvEGT3b+EAuB2QyGbY1TYI2LR/h7X3gGeAAmUyGGwpbHDifDd+mThgWGggZAJkM+O2fNKS55OCBLo3g18wZMgA3nFKx/XQWvIIcMLpnsPTeNh7NRJJ9NoZ19UdQGzfIZMAtr3RsPZ4BNz87PNI7BHc+Smw6o8VtmwwM6d4IzTp5AjIgLioTvx5Oh7OHLSb1ayL13XIpD9FyBQZ1b4Q2YT6QQYak29nY8E8q7J3UmDmwKYrO5WyNLsQVgwIDQv3RsZ8x0UxPysW6PSlQ2yrwbPjdpOvPOIFz+TL06e6P7uHGs5/ZGfn4z/ZkyOUyzCvWd2eKDJHZAj26+qFXuPGPifxcHT75IxEA8Nyg5lDe+YNmX7YSR9P06NLVD/3Djcckvd6AD383Xg15ZmBTaOyN4yKiwAYHE3Xo0MUXvfv74eUPUSmVvmuvb9++0Gq1OH78uEn7s88+i08//RSzZ8/Gxx9/DADYuHEjHnroIUybNg1ffPFF5SJpgHjXXtWUdWcU79ojSytvDL752wksfqhLqdvqukK9AYlZ+UjIzENCRp7x36LvM/OQlJWPlOwCpOUUwFDFpZxtVXLYqZWwUytgr1ZCo1bA3kYBjUoJexsF7NQK2CgVsFHJjf8q5cW+itqNj9V32lUKOZQKGVQKORRyGVRyORQKGZTyoi/jdoXc2Ecug5SYERVXI3ftRUVFYeTIkSXa//zzT6jVarzzzjtS25gxY9CnTx/s37//PsImMqVSqbB48WLpcUXtRLWlvDFob2sD516PoV0j5zo3PvUGgdtpubiZloNbaTm4lZZ75ysHt9NyEZ+Zd18JkqOtEu72arjZq+FmbwM3exWcNSo42argpFHBSaO8+9jW+L2DjRJ2aiUUrJ9JDUSlE6mkpCR4eHiYtKWmpuLatWvo06cPHB1N71Tp1KkTjh07Vj1RklVSq9VYsmRJpduJakt5Y9DJXgOX3hPRrVMjqNXqUvvUtJwCHa4naXEtKRvXErNx7c7j68laFOgM5T5XpZDBy9EW3k428HayLfZlAy9HW7g7qOFur4aLnRpqpVl174kalEonUiqVCikpKSZtRZf5unbtWqJ/TZ3OXrZsGX799VdcvHgRGo0GPXv2xHvvvYcWLe5OWsvLy8MLL7yA77//Hvn5+Rg6dCg+++wzeHvfveMsJiYGs2bNwu7du+Hg4IApU6Zg2bJlUCrvfiR79uzB/Pnzce7cOQQEBOC1117D1KlTa+R9EVHDYHtnjlRuDZeIEUIgKSsfV5PuJEqJ2cZkKUmL2+llr8GmVsoR6GYHf1cNGrlo4O9qfOzvqkEjVw087G2k+YpEVLFKJ1LNmzfHzp07Tdr+/vtvyGQy9OzZs0T/2NhY+Pr6lmivqr1792L27Nno1q0bdDod/v3vf2PIkCE4f/68lLzNmzcPW7duxU8//QRnZ2fMmTMHDz30EA4cOADAWN5hxIgR8PHxwcGDBxEXF4fJkydDpVJJlyijoqIwYsQI/Otf/8K3336LnTt34sknn4Svry+GDh1a7e+LSjIYDLhwwXhXTatWrSCXy8ttJ6ot5Y1BG4UMBUk3EBudBYOhU5XHZ4HOgJhULa4m3jnDdCdxup6Yjaz8sovCu9ur0cTTAU287I3/3vlq5KrhZTWialTpyebvvPMOXnvtNTz11FN45plncPnyZcyYMQOAMWm69wxU8+bN0bhxY/z555/VH3UxSUlJ8PLywt69e9G3b19kZGTA09MTGzZswMMPG28vvnjxIlq1aoWIiAj06NED27Ztw8iRIxEbGyudpVqzZg1eeuklJCUlQa1W46WXXsLWrVtx9uxZ6bUmTJiA9PT0Sr8nTjavGk42p7qqvDH46+FrGNejaanbymIwCCRk5SEqSYuoFC2ikrSITtHiepIWN1JzoC9j4pJcBgS526OJZ7FkycsejT0c4GpvmcuKRA1BjUw2f/755/HDDz/g888/x9q1awEYTy2vXLmyxC+KY8eO4erVq3j66adL21W1ysjIAAC4uRlvET5+/DgKCwsRHh4u9WnZsiUCAwOlRCoiIgLt2rUzudQ3dOhQzJo1C+fOnUOnTp0QERFhso+iPs8//3yNvyciqr+KryNVXIHOgNvpuYhJzUFMitb4b2oObqTkIDpFi7zCsucu2asVaOLlgKaeDmji5SAlToHudrBRsigykSVVOpGys7PDgQMH8MEHH+DQoUNwd3fH+PHj8eCDD5boe+LECYwePRqjRo2q1mDvZTAY8Pzzz6NXr15Szb/4+Hio1Wq4uLiY9PX29kZ8fLzUp3gSVbS9aFt5fTIzM5GbmwuNRlMinvz8fOTn50vfZ2ZmVu0NElG9Y1tsZfOfjt3E+aR8nIhJx/Wk7HLviFPKZQhws0OIhz2C3e0R4mmPEHd7NPVygLeTDW/TJ6qj7qtEjIODAxYtWlRhv6eeegpPPfWU2UFV1uzZs3H27Fn8888/Nf5albFs2TK88cYblg6DiCxIU2xBztd/Pwe5+u4ClxqVAkHudghws0Ngsa9gD3v4u2qgUnC+H1F9U2219mrbnDlzsGXLFuzbtw/+/v5Su4+PDwoKCpCenm5yViohIQE+Pj5SnyNHjpjsLyEhQdpW9G9RW/E+Tk5OpZ6NAoBXXnkF8+fPl77PzMxEQEBAqX2JqGFq7Hm3tFFoiBu6N/dFpwBXtPd3hqcjzywRNTT17s8fIQTmzJmD3377Dbt27UJISIjJ9i5dukClUpncYXjp0iXExMQgLCwMABAWFoYzZ84gMTFR6rN9+3Y4OTmhdevWUp9771Lcvn27tI/S2NjYwMnJyeSLiKyLg83dv0/XT++OBUNbIry1N7ycbJlEETVA9e6M1OzZs7Fhwwb8/vvvcHR0lOY0OTs7Q6PRwNnZGTNmzMD8+fPh5uYGJycnPPvsswgLC0OPHj0AAEOGDEHr1q0xadIkLF++HPHx8Xjttdcwe/Zs2NgY61f961//wieffIKFCxdi+vTp2LVrF3788Uds3brVYu+diIiI6pZ6l0itXr0aANC/f3+T9nXr1kmLZX7wwQeQy+UYN26cyYKcRRQKBbZs2YJZs2YhLCwM9vb2mDJlCt58802pT0hICLZu3Yp58+Zh1apV8Pf3x3//+1+uIVWLVCoVXnzxRelxRe1EtaW8McjxSWRdKr2OFN0/riNFRERU/9zP8bvezZEiIiIiqivq3aU9sh4GgwExMTEAgMDAQJMSMaW1E9WW8sYgxyeRdWEiRXVWbm6udFdm8VIbZbUT1ZbyxiDHJ5F14Z9KRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJi5/QHWWUqnEM888Iz2uqJ2otpQ3Bjk+iawLS8TUIJaIISIiqn9YIoaIiIioFvC8M9VZQggkJycDADw8PCCTycptJ6ot5Y1Bjk8i68JEiuqsnJwceHl5ATAttVFWO1FtKW8McnwSWRde2iMiIiIyExMpIiIiIjMxkSIiIiIyExMpIiIiIjMxkSIiIiIyExMpIiIiIjNx+QOqs5RKJaZMmSI9rqidqLaUNwY5PomsC0vE1CCWiCEiIqp/WCKGiIiIqBbwvDPVWUII5OTkAADs7OxMSsSU1k5UW8obgxyfRNaFZ6SozsrJyYGDgwMcHBykA1N57US1pbwxyPFJZF2YSBERERGZiYkUERERkZmYSBERERGZiYkUERERkZmYSBERERGZiYkUERERkZm4jhTVWQqFAg8//LD0uKJ2otpS3hjk+CSyLiwRU4NYIoaIiKj+YYkYIiIiolrARIqIiIjITEykqM7SarWQyWSQyWTQarUVthPVlvLGIMcnkXVhIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiiRiqsxQKBR544AHpcUXtRLWlvDHI8UlkXVgipgaxRAwREVH9wxIxRERERLWAiRQRERGRmZhIUZ2l1Wphb28Pe3v7EiViSmsnqi3ljUGOTyLrwsnmVKfl5OTcVztRbSlvDHJ8ElkPnpEiIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzMZEiIiIiMhPv2qM6Sy6Xo1+/ftLjitqJakt5Y5Djk8i6sERMDWKJGCIiovqHJWKIiIiIagETqUr49NNPERwcDFtbW4SGhuLIkSOWDomIiIjqACZSFfjhhx8wf/58LF68GCdOnECHDh0wdOhQJCYmWjq0Bk+r1cLT0xOenp4lSsSU1k5UW8obgxyfRNaFiVQFVq5ciZkzZ2LatGlo3bo11qxZAzs7O3z55ZeWDs0qJCcnIzk5udLtRLWlvDHI8UlkPZhIlaOgoADHjx9HeHi41CaXyxEeHo6IiAgLRkZERER1AZc/KEdycjL0ej28vb1N2r29vXHx4sUS/fPz85Gfny99n5GRAcA4+5/uX/HLIpmZmdDr9eW2E9WW8sYgxydR/Vd03K7MwgZMpKrRsmXL8MYbb5RoDwgIsEA0DYufn999tRPVlvLGIMcnUf2WlZUFZ2fncvswkSqHh4cHFAoFEhISTNoTEhLg4+NTov8rr7yC+fPnS9+np6cjKCgIMTExFf5HUOkyMzMREBCAmzdvci0uM/Dzqxp+flXHz7Bq+PlVnTmfoRACWVlZlfpjiIlUOdRqNbp06YKdO3dizJgxAACDwYCdO3dizpw5Jfrb2NjAxsamRLuzszN/AKrIycmJn2EV8POrGn5+VcfPsGr4+VXd/X6GlT0BwkSqAvPnz8eUKVPQtWtXdO/eHR9++CG0Wi2mTZtm6dCIiIjIwphIVeDRRx9FUlISXn/9dcTHx6Njx474888/S0xAJyIiIuvDRKoS5syZU+qlvIrY2Nhg8eLFpV7uo8rhZ1g1/Pyqhp9f1fEzrBp+flVX058hixYTERERmYkLchIRERGZiYkUERERkZmYSBERERGZiYkUERERkZmYSNWgTz/9FMHBwbC1tUVoaCiOHDli6ZDqjX379uHBBx+En58fZDIZNm7caOmQ6pVly5ahW7ducHR0hJeXF8aMGYNLly5ZOqx6Y/Xq1Wjfvr20gF9YWBi2bdtm6bDqrXfffRcymQzPP/+8pUOpN5YsWQKZTGby1bJlS0uHVa/cvn0bTzzxBNzd3aHRaNCuXTscO3as2l+HiVQN+eGHHzB//nwsXrwYJ06cQIcOHTB06FAkJiZaOrR6QavVokOHDvj0008tHUq9tHfvXsyePRuHDh3C9u3bUVhYiCFDhpgU1KWy+fv7491338Xx48dx7NgxDBw4EKNHj8a5c+csHVq9c/ToUfznP/9B+/btLR1KvdOmTRvExcVJX//884+lQ6o30tLS0KtXL6hUKmzbtg3nz5/H//3f/8HV1bXaX4vLH9SQ0NBQdOvWDZ988gkAY2mZgIAAPPvss3j55ZctHF39IpPJ8Ntvv0lleuj+JSUlwcvLC3v37kXfvn0tHU695Obmhvfffx8zZsywdCj1RnZ2Njp37ozPPvsMS5cuRceOHfHhhx9aOqx6YcmSJdi4cSMiIyMtHUq99PLLL+PAgQPYv39/jb8Wz0jVgIKCAhw/fhzh4eFSm1wuR3h4OCIiIiwYGVmrjIwMAMZkgO6PXq/H999/D61Wi7CwMEuHU6/Mnj0bI0aMMPldSJV35coV+Pn5oXHjxpg4cSJiYmIsHVK9sWnTJnTt2hXjx4+Hl5cXOnXqhLVr19bIazGRqgHJycnQ6/Ulysh4e3sjPj7eQlGRtTIYDHj++efRq1cvtG3b1tLh1BtnzpyBg4MDbGxs8K9//Qu//fYbWrdubemw6o3vv/8eJ06cwLJlyywdSr0UGhqK9evX488//8Tq1asRFRWFPn36ICsry9Kh1QvXr1/H6tWr0axZM/z111+YNWsWnnvuOXz11VfV/losEUPUwM2ePRtnz57l/Ir71KJFC0RGRiIjIwM///wzpkyZgr179zKZqoSbN29i7ty52L59O2xtbS0dTr00fPhw6XH79u0RGhqKoKAg/Pjjj7y8XAkGgwFdu3bFO++8AwDo1KkTzp49izVr1mDKlCnV+lo8I1UDPDw8oFAokJCQYNKekJAAHx8fC0VF1mjOnDnYsmULdu/eDX9/f0uHU6+o1Wo0bdoUXbp0wbJly9ChQwesWrXK0mHVC8ePH0diYiI6d+4MpVIJpVKJvXv34qOPPoJSqYRer7d0iPWOi4sLmjdvjqtXr1o6lHrB19e3xB89rVq1qpHLo0ykaoBarUaXLl2wc+dOqc1gMGDnzp2cY0G1QgiBOXPm4LfffsOuXbsQEhJi6ZDqPYPBgPz8fEuHUS8MGjQIZ86cQWRkpPTVtWtXTJw4EZGRkVAoFJYOsd7Jzs7GtWvX4Ovra+lQ6oVevXqVWPLl8uXLCAoKqvbX4qW9GjJ//nxMmTIFXbt2Rffu3fHhhx9Cq9Vi2rRplg6tXsjOzjb5yysqKgqRkZFwc3NDYGCgBSOrH2bPno0NGzbg999/h6OjozQ3z9nZGRqNxsLR1X2vvPIKhg8fjsDAQGRlZWHDhg3Ys2cP/vrrL0uHVi84OjqWmI9nb28Pd3d3ztOrpBdffBEPPvgggoKCEBsbi8WLF0OhUOCxxx6zdGj1wrx589CzZ0+88847eOSRR3DkyBF8/vnn+Pzzz6v/xQTVmI8//lgEBgYKtVotunfvLg4dOmTpkOqN3bt3CwAlvqZMmWLp0OqF0j47AGLdunWWDq1emD59uggKChJqtVp4enqKQYMGib///tvSYdVr/fr1E3PnzrV0GPXGo48+Knx9fYVarRaNGjUSjz76qLh69aqlw6pXNm/eLNq2bStsbGxEy5Ytxeeff14jr8N1pIiIiIjMxDlSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRFRv9e/fHzKZzNJhVJoQAl26dMGQIUNM2qv7fezYsQMymQx//PFHte2TiErHWntEVCfcbyJRH4syfP311zhx4gQiIiJq9HXCw8PRu3dvLFy4EEOHDmWRYKIaxESKiOqExYsXl2j78MMPkZGRUeo2wJiY5OTk1HRo1cJgMGDJkiXo06cPevToUeOvt3DhQowaNQrff/89Jk6cWOOvR2StWGuPiOqs4OBg3Lhxo16efbrX1q1bMXLkSKxduxZPPvmkybb+/ftj79691fo+CwsL4efnh5YtW2L//v3Vtl8iMsU5UkRUb5U2t2j9+vWQyWRYv349Nm/ejNDQUNjZ2aFRo0ZYtGgRDAYDAOCrr75Chw4doNFoEBgYiPfff7/U1xBC4Msvv0SvXr3g5OQEOzs7dO3aFV9++eV9xbpu3TrIZDKMGzeuzD6FhYVYsmQJgoODYWNjg+bNm+Ozzz4r0W/JkiWQyWTYs2cP1q9fj86dO8POzg79+/eX+qhUKowZMwb//PMPrl69el+xElHl8dIeETVIv/32G/7++2+MGTMGvXr1wtatW7F06VIIIeDs7IylS5di9OjR6N+/P3755RcsXLgQ3t7emDx5srQPIQQmTpyI7777Ds2aNcPjjz8OtVqN7du3Y8aMGTh//jxWrFhRYSxCCOzevRstWrSAq6trmf0ee+wxHDlyBMOHD4dCocCPP/6I2bNnQ6VSYebMmSX6v//++9i9ezdGjx6NIUOGlJgLFRYWhv/+97/YtWsXmjZteh+fHhFVmiAiqqOCgoJEeb+m+vXrV2L7unXrBAChUqnEkSNHpPbMzEzh5eUl7OzshI+Pj7h27Zq0LSYmRqjVatGuXTuTfX3++ecCgJg2bZooKCiQ2vPz88WDDz4oAIhjx45V+D7OnTsnAIiJEyeW+z5CQ0NFRkaG1H7x4kWhVCpFixYtTPovXrxYABD29vbi9OnTZb7uqVOnBAAxefLkCmMkIvPw0h4RNUhPPPEEunXrJn3v6OiIkSNHIicnB7NmzULjxo2lbQEBAejduzfOnz8PnU4ntX/yySewt7fHp59+CpVKJbWr1Wq8/fbbAIDvvvuuwlhu3boFAPD29i6337Jly+Dk5CR936JFC/Tq1QuXLl1CVlZWif5PPfUU2rVrV+b+il6v6PWJqPrx0h4RNUgdO3Ys0ebr61vuNr1ej4SEBDRq1Ag5OTk4c+YM/Pz88N5775XoX1hYCAC4ePFihbGkpKQAAFxcXMrt16VLlxJt/v7+AID09HQ4OjqabOvevXu5+3NzcwMAJCcnVxgjEZmHiRQRNUjFz+wUUSqVFW4rSpDS0tIghMDt27fxxhtvlPk6Wq22wlg0Gg0AIC8vz+yY9Xp9iW0VneHKzc0FANjZ2VUYIxGZh4kUEVEpipKaLl264NixY1Xal6enJwAgNTW1ynEVV9EipkWvV/T6RFT9OEeKiKgUjo6OaNWqFS5cuID09PQq7atNmzaQy+W4dOlS9QRXSUWvV948KiKqGiZSRERleO6555CTk4OZM2eWegkvKioK0dHRFe7HxcUF7du3x7Fjx6R1rGrD4cOHAQD9+vWrtdcksjZMpIiIyvD0009jypQp+Pnnn9GsWTNMnjwZL7/8MqZNm4awsDA0adIEhw4dqtS+xo4di6ysrEr3rw7bt2+Hq6sr+vbtW2uvSWRtmEgREZWhaIX0H374AW3atMGWLVuwcuVKbN++Hba2tlixYgXCw8Mrta8nn3wSSqUS33zzTQ1HbRQdHY0DBw5gypQpsLW1rZXXJLJGrLVHRFRLJk2ahK1bt+LGjRslljKobq+99hqWL1+OCxcuoEmTJjX6WkTWjGekiIhqydKlS5Gbm4uPP/64Rl8nLS0NH3/8MWbNmsUkiqiGcfkDIqJaEhQUhK+++goJCQk1+jpRUVGYN28enn322Rp9HSLipT0iIiIis/HSHhEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZ/h8z335NqRCxzwAAAABJRU5ErkJggg==",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2048,7 +1986,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2058,7 +1996,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2068,7 +2006,7 @@
     },
     {
      "data": {
-      "image/png": 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/GL799ttif543+97fTju8mYL2JqvX3+Mqb8y4EBXvk08+USNHjrSaqVXAZDKpFStWKCcnJwWoL7/80io/OztbtWzZ0rIUwD+vYTKZ1KJFiyznjxs3rtBrlHYxSaWUWr16tWUpgDFjxqj4+PhCZS5duqSeffZZ5eXlVeLrFrcEgF6vV/369StyCQCllGWK+j9nB23YsMEyPb2o99m1a1cFqFWrVhVZn+Jmt+Xn56tWrVpZZpoVtWRDSkqK+vzzz61mvxUsx+Dn56dycnJu+L0oyqZNmxSgmjVrVmyZguUHWrdurQ4fPlwoPzs7W61evVqdOHHipu+zwM1mbhU36+76JQAeeOABqyUALl++rOrVq6cANWHCBKvz9u3bp+zt7ZWTk5OaP39+oen6Sil15MiRQssD3GwGWl5enqU9/HMJix07dli1lX/OeHz88ccVoD744IMir61U6dvhzX4PL168qDw8PJSNjY2aPXu2MhqNhcqcO3eu2EU2xd1BgiRxT5kzZ47lj6Ovr6/q1auXGjZsmLrvvvtU9erVLXkjRowo8kMiNTVV9enTx1KuUaNG6qGHHlKDBw9W1apVU4DSarXq1VdfLXJa8PVB0qhRo254nD9/vtD5v/zyi/Lx8VGAsrW1VW3btlUPP/ywGjJkiGratKnSaDS3tFSBUuY1X5o0aaIA5e7urgYNGqSGDh2qfH19LQFhUdP1V6xYYXm9pk2bqgcffFC1aNFCaTQaNWnSpGI/hD755BMFKBcXF/XAAw+oMWPGqDFjxqiTJ08qpW4cPFy+fFk1bdpUAcrZ2Vm1b99ePfLII+qBBx5QTZs2VTY2NgqwmtqulLIEt3Xr1lXDhw9XY8aMUa+99lqJvj9Go1EFBQVZAqWRI0eqMWPGqJkzZ1rK5ObmqmHDhll+/s2aNVNDhgxRDz/8sOrQoYNydnZWgPr1118t55R3kDRy5Ejl5eWlAgIC1IMPPqj69+9vqUe7du2KXHV72bJlliC/WrVqqlevXmr48OGqb9++lvb98MMPW51zsyBJKevfuzZt2qhHH31UdejQQWk0GvXYY48VuyzEmjVrFKDs7e1Vv3791BNPPKHGjBlj9Q9KadthSf5Z2bRpk+X3zc/PT3Xr1k0NHz5c9evXT9WsWdPyfsTdS4IkcU9JT09Xq1atUuPGjVOtW7dW1apVU3Z2dsrR0VHVrFlTPfroo1YfZMVZu3ateuSRR1RoaKhycHBQLi4uqm7duuqZZ54psiehQEnXSQLUgQMHirxGRkaGmjNnjurZs6cKCAiw/Pdfp04dNWLECLVmzZpbXrelYFuSpk2bKicnJ+Xg4KDq16+v3nzzzSK3Jbn++9ChQwfl5OSknJ2dVdu2bS3rQhX3IZSfn69mzJihGjZsaFmD6foP2ZsFD9nZ2Wru3Lmqa9euytvbW9na2io/Pz/VtGlT9eyzz6rffvut0Dnnz59Xw4YNU4GBgcrW1vaG1y/KkSNH1IABA5Svr6+lN6+o4OWXX35RDzzwgAoODlZ2dnbKw8ND1a9fXz3yyCPqu+++UwaDwVK2vIOkyZMnq3PnzqlHH31U+fv7K3t7e1WrVi01adIkq3r8U3R0tBo/fryKiIhQzs7OysHBQYWFhanIyEj17rvvqqioKKvyJQmSlFJq1apVqn379srDw8Oytcdnn32mTCbTDdfO+uqrr1Tz5s0twRtc25akQGnaYUl7dOPj49XEiRNV8+bNlaurq7K3t1fVqlVT7du3V5MnT77h77u482mUKuPpBEIIISrNlClTmDp1KpMnT2bKlCmVXR0h7mgycFsIIYQQoggSJAkhhBBCFEGCJCGEEEKIIlS5IGnz5s3079+foKAgNBoNq1atsspfuXIlvXr1wtvbG41Gw8GDBwtdIzs7m2effRZvb29cXFwYMmRIoe0kLly4wP3334+TkxN+fn5MmDCh1OuoCCFEVTFlyhSUUjIeSYgyUOWCJIPBQJMmTfj000+Lze/YsSP//e9/i73G+PHj+fnnn1m+fDmbNm3iypUrPPDAA5b8/Px87r//fnJycti+fTsLFixg/vz5TJo0qczfjxBCCCHuTFV6dptGo+HHH39k0KBBhfJiYmIIDw/nwIEDNG3a1JKelpaGr68v3333nWV355MnT1K/fn127NhB27Zt+fXXX+nXrx9XrlzB398fgLlz5/Laa6+RmJhY6p3fhRBCCHH3uOv2btu3bx+5ubn06NHDklavXj1CQ0MtQdKOHTto1KiRJUAC6N27N8888wzHjh0rdkNSo9GI0Wi0PDeZTKSkpFhu/QkhhBCi6lNKkZGRQVBQ0A03kb7rgqS4uDjs7e0L7RHk7+9v2UQxLi7OKkAqyC/IK86MGTOYOnVq2VZYCCGEEJXi4sWLVvt0/tNdFySVpzfeeIOXXnrJ8jwtLY3Q0FAuXryIm5tbJdbszpOXl8f69esB8wahtra2JcoToiIU1walbQpxd0hPTyckJARXV9cblrvrfsMDAgLIyckhNTXVqjcpPj6egIAAS5ndu3dbnVcw+62gTFF0Oh06na5QupubmwRJt8hgMPDQQw8BoNfrcXZ2LlGeEBWhuDYobVOIu8vNhspUudltt6tFixbY2dlZ/tsDOHXqFBcuXKBdu3YAtGvXjiNHjpCQkGAp88cff+Dm5kaDBg0qvM5CCCGEqHqqXE+SXq8nKirK8jw6OpqDBw/i5eVFaGgoKSkpXLhwgStXrgDmAAjMPUABAQG4u7szZswYXnrpJby8vHBzc2PcuHG0a9eOtm3bAtCrVy8aNGjAY489xsyZM4mLi+M///kPzz77bJE9RUIIIYS491S5nqS9e/fSrFkzywyzl156iWbNmlnWMPrpp59o1qwZ999/PwCPPPIIzZo1Y+7cuZZrzJkzh379+jFkyBA6d+5MQEAAK1eutOTb2NiwZs0abGxsaNeuHSNGjGDkyJG89dZbFfhOhRBCCFGVVel1kqq69PR03N3dSUtLkzFJt8hgMODi4gIUPSapuDwhKkJxbVDaZuUxmUzk5ORUdjXEHcLOzg4bG5ti80v6+V3lbrcJIYQQ18vJySE6OhqTyVTZVRF3EA8PDwICAm5rHUMJkoQQQlRZSiliY2OxsbEhJCTkhgv/CQHmNpOZmWmZnBUYGFjqa0mQJCqFvb09n3zyieVxSfOEqAjFtUFpmxUvLy+PzMxMgoKCcHJyquzqiDuEo6MjAAkJCfj5+d3w1tuNyJik2yBjkoQQonxlZ2cTHR1N9erVLR98QpREVlaWZZ9XBwcHq7ySfn5Lv6UQQogqT/bHFLeqLNqM3G4TlSI/P58tW7YA0KlTJ6uu0BvlCVERimuD0jaFuLdIkCQqRXZ2Nl27dgUKT6W+UZ4QFaG4NihtU1QVGzdupGvXrly9erXQhu6i7MjtNiGEEKIcjB49Go1GU+i4flcJUbVJT5IQQghRTvr06cO8efOs0nx9fSupNuJWSU+SEEIIUU50Op1lb9GCY8yYMQwaNMiq3IsvvkhkZKTluclkYsaMGYSHh+Po6EiTJk344YcfKrbyQnqShBBC3DmUUmTl5lfKazva2VTYLLsZM2bw7bffMnfuXGrXrs3mzZsZMWIEvr6+dOnSpULqICRIEkIIcQfJys2nwaTfKuW1j7/VGyf7W/vYXLNmjWW/P4C+ffvedMC/0WjknXfe4c8//6Rdu3YA1KhRg61bt/LFF19IkFSBJEgSQgghyknXrl35/PPPLc+dnZ154403bnhOVFQUmZmZ9OzZ0yo9JyeHZs2alUs9RdEkSBKVws7OjpkzZ1oelzRPiIpQXBuUtln5HO1sOP5W70p77Vvl7OxMrVq1rNK0Wi3/3OwiNzfX8liv1wOwdu1agoODrcrpdLpbroMoPQmSRKWwt7dnwoQJt5wnREUorg1K26x8Go3mlm95VTW+vr4cPXrUKu3gwYOWwLtBgwbodDouXLggt9Yq2Z3d0oQQQog7TLdu3Zg1axYLFy6kXbt2fPvttxw9etRyK83V1ZVXXnmF8ePHYzKZ6NixI2lpaWzbtg03NzdGjRpVye/g3iFBkqgU+fn57N+/H4DmzZsX2pakuDwhKkJxbVDapigLvXv3ZuLEibz66qtkZ2fzxBNPMHLkSI4cOWIpM23aNHx9fZkxYwbnzp3Dw8OD5s2b8+abb1Zize89GvXPG6OixEq6i7AozGAwWGZ8/HN7hxvlCVERimuD0jYrXnZ2NtHR0UXu5C7Ejdyo7ZT081sWkxRCCCGEKIIESUIIIYQQRZAgSQghhBCiCBIkCSGEEEIUQYIkIYQQQogiSJAkhBBCCFEEWSdJVAo7OzsmT55seVzSPCEqQnFtUNqmEPcWWSfpNsg6SUIIUb5knSRRWrJOkhBCCCFEOZHbbaJSmEwmTpw4AUD9+vXRarUlyhOiIhTXBqVtCnFvkd9wUSmysrKIiIggIiKCrKysEucJURGKa4PSNsWtSExM5JlnniE0NBSdTkdAQAC9e/dm27ZtlV01UULSkySEEEKUgyFDhpCTk8OCBQuoUaMG8fHxrF+/nuTk5Mqumigh6UkSQgghylhqaipbtmzhv//9L127diUsLIzWrVvzxhtvMGDAAF555RX69etnKf/BBx+g0WhYt26dJa1WrVp8/fXXludff/019evXx8HBgXr16vHZZ59ZvebFixd56KGH8PDwwMvLi4EDBxITE2PJHz16NIMGDWLq1Kn4+vri5ubG008/TU5OTvl9I+5wEiQJIYS4cygFOYbKOW5hMriLiwsuLi6sWrUKo9FYKL9Lly5s3bqV/Px8ADZt2oSPjw8bN24E4PLly5w9e5bIyEgAFi9ezKRJk3j77bc5ceIE77zzDhMnTmTBggUA5Obm0rt3b1xdXdmyZQvbtm3DxcWFPn36WAVB69ev58SJE2zcuJElS5awcuVKpk6dWsofxt1PbrcJIYS4c+RmwjtBlfPab14Be+cSFbW1tWX+/Pk89dRTzJ07l+bNm9OlSxceeeQRGjduTKdOncjIyODAgQO0aNGCzZs3M2HCBFatWgXAxo0bCQ4OplatWgBMnjyZ9957jwceeACA8PBwjh8/zhdffMGoUaNYunQpJpOJr7/+Go1GA8C8efPw8PBg48aN9OrVCwB7e3u++eYbnJycaNiwIW+99RYTJkxg2rRpMhGhCFXuO7J582b69+9PUFAQGo3G0mAKKKWYNGkSgYGBODo60qNHD86cOWPJ37hxIxqNpshjz549AMTExBSZv3Pnzop8q0IIIe5iQ4YM4cqVK/z000/06dOHjRs30rx5c+bPn4+HhwdNmjRh48aNHDlyBHt7e8aOHcuBAwfQ6/Vs2rSJLl26AGAwGDh79ixjxoyx9FC5uLgwffp0zp49C8ChQ4eIiorC1dXVku/l5UV2dralDECTJk1wcnKyPG/Xrh16vZ6LFy9W7DfnDlHlepIMBgNNmjThiSeesETM15s5cyYfffQRCxYsIDw8nIkTJ9K7d2+OHz+Og4MD7du3JzY21uqciRMnsn79elq2bGmV/ueff9KwYUPLc29v7/J5U0IIIcqGnZO5R6eyXvsWOTg40LNnT3r27MnEiRN58sknmTx5MqNHjyYyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sbq+jY2NpUyLFi1YvHhxoTr4+vrecr2FWZULkvr27Uvfvn2LzFNK8cEHH/Cf//yHgQMHArBw4UL8/f1ZtWoVjzzyCPb29gQEBFjOyc3NZfXq1YwbN87SBVnA29vbqqyoOHZ2drzyyiuWxyXNE6IiFNcGpW1WARpNiW95VUUNGjSw3CHp0qUL33zzDba2tvTp0weAyMhIlixZwunTpy3jkfz9/QkKCuLcuXMMHz68yOs2b96cpUuX4ufnd8MVpA8dOkRWVhaOjo4A7Ny5ExcXF0JCQsruTd5NVBUGqB9//NHy/OzZswpQBw4csCrXuXNn9fzzzxd5jR9++EFptVp18eJFS1p0dLQCVEhIiPL19VUdOnRQq1evvml9srOzVVpamuW4ePGiAlRaWlqp3p8QQogby8rKUsePH1dZWVmVXZVbkpSUpLp27aoWLVqkDh06pM6dO6eWLVum/P391RNPPKGUUiolJUVptVplY2OjTpw4oZRS6scff1Q2NjYqMDDQ6npfffWVcnR0VB9++KE6deqUOnz4sPrmm2/Ue++9p5RSymAwqNq1a6vIyEi1efNmde7cObVhwwY1btw4y+ffqFGjlIuLi3r00UfVsWPH1Nq1a5W/v796/fXXK/A7U3Fu1HbS0tJK9Pld5XqSbiQuLg4wR9XX8/f3t+T90//+9z969+5NtWrVLGkuLi689957dOjQAa1Wy4oVKxg0aBCrVq1iwIABxb7+jBkzZBaAEEKIm3JxcaFNmzbMmTOHs2fPkpubS0hICE899RRvvvkmAJ6enjRq1Ij4+Hjq1asHQOfOnTGZTJbxSAWefPJJnJycmDVrFhMmTMDZ2ZlGjRrx4osvAuDk5MTmzZt57bXXeOCBB8jIyCA4OJju3btb9Sx1796d2rVr07lzZ4xGI48++ihTpkypkO/JnahKb3Cr0Wj48ccfGTRoEADbt2+nQ4cOXLlyhcDAQEu5hx56CI1Gw9KlS63Ov3TpEmFhYSxbtowhQ4bc8LVGjhxJdHQ0W7ZsKbaM0Wi0msqZnp5OSEiIbHBbCiaTiQsXLgAQGhpaaFuS4vKEqAjFtUFpmxVPNrgtO6NHjyY1NbXQhKi7VVlscHtH9SQVjB+Kj4+3CpLi4+Np2rRpofLz5s3D29v7hr1DBdq0acMff/xxwzI6nQ6dTndrlRZFysrKIjw8HDAPOHR2di5RnhAVobg2KG1TiHvLHfVvUHh4OAEBAaxfv96Slp6ezq5du2jXrp1VWaUU8+bNY+TIkSUaYHnw4EGrwEsIIYQQ97Yq15Ok1+uJioqyPI+OjubgwYN4eXkRGhrKiy++yPTp06ldu7ZlCYCgoCDLLbkCf/31F9HR0Tz55JOFXmPBggXY29vTrFkzAFauXMk333xjtfy7EEIIcTeZP39+ZVfhjlPlgqS9e/fStWtXy/OXXnoJgFGjRjF//nxeffVVDAYDY8eOJTU1lY4dO7Ju3bpC9xv/97//0b59e8tguH+aNm0a58+fx9bWlnr16rF06VKGDh1afm9MCCGEEHeUKj1wu6or6cAvUZjBYMDFxQUoPLbjRnlCVITi2qC0zYonA7dFaZXFwO07akySEEIIIURFkSBJCCGEEKIIVW5Mkrg32Nra8n//93+WxyXNE6IiFNcGpW0KcW+RMUm3QcYkCSFE+ZIxSaK0ZEySEEIIcQ/auHEjGo2G1NTUyq7KXU2CJFEplFIkJiaSmJjIPzszb5QnREUorg1K2xQlNXr0aDQaTaHj+nUAy5tGo6lyW5BUxTrdiNxUF5UiMzMTPz8/oPBU6hvlCVERimuD0jbFrejTpw/z5s2zSvP19a2k2pReTk4O9vb2lV2NSiE9SUIIIUQ50Ol0BAQEWB02NjaMHj260C4RL774IpGRkZbnJpOJGTNmEB4ejqOjI02aNOGHH34o8WtXr14dgMGDB6PRaCzPz549y8CBA/H398fFxYVWrVrx559/Fjp32rRpjBw5Ejc3N8aOHQvAV199RUhICE5OTgwePJj3338fDw8Pq3NXr15N8+bNcXBwoEaNGkydOpW8vLwb1qkqkyBJCCHEHcdgyMFgyLG67ZmTk4/BkIPRmFdkWZPpWtncXHPZ7OySla1oM2bMYOHChcydO5djx44xfvx4RowYwaZNm0p0/p49ewDzRu+xsbGW53q9nvvuu4/169dz4MAB+vTpQ//+/blw4YLV+bNnz6ZJkyYcOHCAiRMnsm3bNp5++mleeOEFDh48SM+ePXn77betztmyZQsjR47khRde4Pjx43zxxRfMnz/fUq64OlVpSpRaWlqaAlRaWlplV+WOo9frFaAApdfrS5wnREUorg1K26x4WVlZ6vjx4yorK8sqHWYpmKUSEgyWtOnTdyiYpZ58cp1VWSenOQpmqejoVEvanDl7FcxSw4atsSrr4/OJglnq6NFES9qXXx665XqPGjVK2djYKGdnZ8sxdOhQS97AgQOtyr/wwguqS5cuSimlsrOzlZOTk9q+fbtVmTFjxqhHH31UKaXUhg0bFKCuXr1abB0A9eOPP960rg0bNlQff/yx5XlYWJgaNGiQVZmHH35Y3X///VZpw4cPV+7u7pbn3bt3V++8845VmUWLFqnAwMBbrlNZKK7tKFXyz28ZkySEEEKUg65du/L5559bnpd0DFtUVBSZmZn07NnTKj0nJ8eyMXtp6fV6pkyZwtq1a4mNjSUvL4+srKxCPUktW7a0en7q1CkGDx5slda6dWvWrFljeX7o0CG2bdtm1cOUn59PdnY2mZmZODk53VbdK4MESUIIIe44ev3zADg52VnSJkxoxYsvNsfW1nokSUKCeQFQR8drZZ99tilPPdUIGxvrsjExTxUqO3p0w1LV0dnZmVq1ahVK12q1hWZH5ubmWh7r9XoA1q5dS3BwsFU5nU5XqroUeOWVV/jjjz+YPXs2tWrVwtHRkaFDh5KTk1Oo7rdKr9czdepUHnjggUJ5d+oaVxIkCSGEuOM4OxeebWVvb4O9vU2JytrZ2WBnV/KyZcnX15ejR49apR08eBA7O3Ng1qBBA3Q6HRcuXKBLly6lfh07Ozvy863HU23bto3Ro0dbeoX0ej0xMTE3vVbdunULjSH65/PmzZtz6tSpIgPDG9WpKpMgSVQKW1tbRo0aZXlc0jwhKkJxbVDapigL3bp1Y9asWSxcuJB27drx7bffcvToUcutNFdXV1555RXGjx+PyWSiY8eOpKWlsW3bNtzc3Cxt8GaqV6/O+vXr6dChAzqdDk9PT2rXrs3KlSvp378/Go2GiRMnYjKZbnqtcePG0blzZ95//3369+/PX3/9xa+//opGo7GUmTRpEv369SM0NJShQ4ei1Wo5dOgQR48eZfr06cXWqUorp/FS9wQZuC2EEOXrRoNvq7KiBmdfb9KkScrf31+5u7ur8ePHq+eee84ycFsppUwmk/rggw9U3bp1lZ2dnfL19VW9e/dWmzZtUkqVbOD2Tz/9pGrVqqVsbW1VWFiYUkqp6Oho1bVrV+Xo6KhCQkLUJ598orp06aJeeOEFy3lhYWFqzpw5ha735ZdfquDgYOXo6KgGDRqkpk+frgICAqzKrFu3TrVv3145OjoqNzc31bp1a/Xll1/esE7lpSwGbsvebbdB9m4TQojyJXu3VV1PPfUUJ0+eZMuWLZVdlSKVxd5t0l8sKoVSiszMTACcnJysumxvlCdERSiuDUrbFPey2bNn07NnT5ydnfn1119ZsGABn332WWVXq1xJkCQqRWZmJi4uLkDR25IUlydERSiuDUrbFPey3bt3M3PmTDIyMqhRowYfffQRTz75ZGVXq1xJkCSEEEKIm1q2bFllV6HCybYkQgghhBBFkCBJCCGEEKIIEiQJIYQQQhRBgiQhhBBCiCJIkCSEEEIIUQSZ3SYqhY2NDUOHDrU8LmmeEBWhuDYobVOIe4usuH0bZMVtIYQoX7LitiitslhxW263CSGEEGUsMTGRZ555htDQUHQ6HQEBAfTu3Ztt27ZVdtVuyfz58/Hw8KjsalipyDrJ7TYhhBCijA0ZMoScnBwWLFhAjRo1iI+PZ/369SQnJ1d21SqFUor8/Hxsbe+ssEN6kkSlMBgMaDQaNBoNBoOhxHlCVITi2qC0TVESqampbNmyhf/+97907dqVsLAwWrduzRtvvMGAAQMAeOWVV+jXr5/lnA8++ACNRsO6dessabVq1eLrr7+2PP/666+pX78+Dg4O1KtXr9C+aRcvXuShhx7Cw8MDLy8vBg4cSExMjCV/9OjRDBo0iKlTp+Lr64ubmxtPP/00OTk5Rb6PjRs38vjjj5OWlmZp91OmTAFg0aJFtGzZEldXVwICAhg2bBgJCQlW52o0Gn799VdatGiBTqdj69atZGRkMHz4cJydnQkMDGTOnDlERkby4osvWs41Go288sorBAcH4+zsTJs2bdi4ceNN61QeJEgSQghxx8nJMpCTZeD6YbX5uTnkZBnIyzEWXdZkulY2L/fvstklKnsrXFxccHFxYdWqVRiNxiLLdOnSha1bt5Kfnw/Apk2b8PHxsQQDly9f5uzZs0RGRgKwePFiJk2axNtvv82JEyd45513mDhxIgsWLAAgNzeX3r174+rqypYtW9i2bRsuLi706dPHKghav349J06cYOPGjSxZsoSVK1cyderUIuvYvn17PvjgA9zc3IiNjSU2NpZXXnnF8nrTpk3j0KFDrFq1ipiYGEaPHl3oGq+//jrvvvsuJ06coHHjxrz00kts27aNn376iT/++IMtW7awf/9+q3Oee+45duzYwffff8/hw4d58MEH6dOnD2fOnLlhncqFEqWWlpamAJWWllbZVbnj6PV6BShA6fX6EucJURGKa4PSNiteVlaWOn78uMrKyrJKn9XTW83q6a0MVxMtaTsWv6dm9fRW695/warsnH4halZPb5Uae96StnfF52pWT2+15p2xVmU/GVpHzerprRKjT1jSDq1dcMv1/uGHH5Snp6dycHBQ7du3V2+88YY6dOiQJf/q1atKq9WqPXv2KJPJpLy8vNSMGTNUmzZtlFJKffvttyo4ONhSvmbNmuq7776zeo1p06apdu3aKaWUWrRokapbt64ymUyWfKPRqBwdHdVvv/2mlFJq1KhRysvLSxkMBkuZzz//XLm4uKj8/Pwi38e8efOUu7v7Td/vnj17FKAyMjKUUkpt2LBBAWrVqlWWMunp6crOzk4tX77ckpaamqqcnJzUCy+8oJRS6vz588rGxkZdvnzZ6vrdu3dXb7zxxi3Vqbi2o1TJP7+lJ0kIIYQoY0OGDOHKlSv89NNP9OnTh40bN9K8eXPmz58PgIeHB02aNGHjxo0cOXIEe3t7xo4dy4EDB9Dr9WzatIkuXboA5tu8Z8+eZcyYMZZeKhcXF6ZPn87Zs2cBOHToEFFRUbi6ulryvby8yM7OtpQBaNKkCU5OTpbn7dq1Q6/Xc/HixVt6f/v27aN///6Ehobi6upqqeuFCxesyrVs2dLy+Ny5c+Tm5tK6dWtLmru7O3Xr1rU8P3LkCPn5+dSpU8fqvW7atMnqfVSUO2sElRBCCAE8v/o8AHYO1z7wWz34HM0H/wutjfVH2/8tO2Euq3O0pDUdMIZGfR9D+4/1rp5auL9Q2Ya9Hi1VHR0cHOjZsyc9e/Zk4sSJPPnkk0yePNlyWyoyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sXqNgvW69Ho9LVq0YPHixYXq4evrW6r6F8dgMNC7d2969+7N4sWL8fX15cKFC/Tu3bvQ+CZnZ+dburZer8fGxoZ9+/YVWovMxcXltut+q6pcT9LmzZvp378/QUFBaDQaVq1aZZWvlGLSpEkEBgbi6OhIjx49OHPmjFWZ6tWrWwZ0FRzvvvuuVZnDhw/TqVMnHBwcCAkJYebMmeX91oQQQpQRe0dn7B2d0Wg0ljQbO3vsHZ2xtdcVXVZ77SPPxtbu77IOJSpbFho0aGA14L9gXNL69estY48iIyNZsmQJp0+ftqT5+/sTFBTEuXPnqFWrltURHh4OQPPmzTlz5gx+fn6Fyri7u1te89ChQ2RlZVme79y5ExcXF0JCQoqss729vWXcVIGTJ0+SnJzMu+++S6dOnahXr57VoO3i1KhRAzs7O/bs2WNJS0tL4/Tp05bnzZo1Iz8/n4SEhELvIyAgoNg6lZcqFyQZDAaaNGnCp59+WmT+zJkz+eijj5g7dy67du3C2dmZ3r17k51tPfjurbfesgzqio2NZdy4cZa89PR0evXqRVhYGPv27WPWrFlMmTKFL7/8slzfmxBCiLtfcnIy3bp149tvv+Xw4cNER0ezfPlyZs6cycCBAy3lOnfuTEZGBmvWrLEKkhYvXkxgYCB16tSxlJ06dSozZszgo48+4vTp0xw5coR58+bx/vvvAzB8+HB8fHwYOHAgW7ZsITo6mo0bN/L8889z6dIly3VycnIYM2YMx48f55dffmHy5Mk899xzaLVFhwPVq1dHr9ezfv16kpKSyMzMJDQ0FHt7ez7++GPOnTvHTz/9xLRp0276fXF1dWXUqFFMmDCBDRs2cOzYMcaMGYNWq7UEu3Xq1GH48OGMHDmSlStXEh0dze7du5kxYwZr164ttk7l5qYjnyoRoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5ZY0sLCwtScOXOKve5nn32mPD09ldFotKS99tprqm7durdUPxm4XXpZWVnqvvvuU/fdd1+hQXU3yhOiIhTXBqVtVrwbDb6tqrKzs9Xrr7+umjdvrtzd3ZWTk5OqW7eu+s9//qMyMzOtyjZp0kQFBARYnicnJyuNRqMeeeSRQtddvHixatq0qbK3t1eenp6qc+fOauXKlZb82NhYNXLkSOXj46N0Op2qUaOGeuqppyyfUaNGjVIDBw5UkyZNUt7e3srFxUU99dRTKjs7+4bv5+mnn1be3t4KUJMnT1ZKKfXdd9+p6tWrK51Op9q1a6d++uknBagDBw4opa4N3L569arVtdLT09WwYcOUk5OTCggIUO+//75q3bq1ev311y1lcnJy1KRJk1T16tWVnZ2dCgwMVIMHD1aHDx++YZ3+qSwGblfpbUk0Gg0//vgjgwYNAsyDvmrWrMmBAwdo2rSppVyXLl1o2rQpH374IWCOMrOzs8nNzSU0NJRhw4Yxfvx4yyJWI0eOJD093epW3oYNG+jWrRspKSl4enoWWR+j0Wg1nTM9PZ2QkBDZlkQIIcqJbEtSdkaPHk1qamqhYSyVyWAwEBwczHvvvceYMWPK9NplsS3JHTVwOy4uDjDfn72ev7+/JQ/g+eefp3nz5nh5ebF9+3beeOMNYmNjLd2ScXFxlvu411+jIK+4IGnGjBnFrichhBBCiBs7cOAAJ0+epHXr1qSlpfHWW28BWN2GrEruqCCppF566SXL48aNG2Nvb8+//vUvZsyYgU6nu8GZN/bGG29YXbugJ0kIIYQQJTN79mxOnTqFvb09LVq0YMuWLfj4+FR2tYp0RwVJBSPb4+PjCQwMtKTHx8db3X77pzZt2pCXl0dMTAx169YlICCA+Ph4qzIFzwteoyg6ne62gixxjcFgwM/PD4CEhASraaI3yhOiIhTXBqVtijtZwRpNlalZs2bs27evsqtRYlVudtuNhIeHExAQwPr16y1p6enp7Nq1i3bt2hV73sGDB9FqtZY/bu3atWPz5s3k5l5bav6PP/6gbt26xd5qE2UvMzOz2FkJN8oToiIU1walbQpx76hyPUl6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgqyDO7esWMHu3btomvXrri6urJjxw7Gjx/PiBEjLAHQsGHDmDp1KmPGjOG1117j6NGjfPjhh8yZM6cy3rIQQoibqMJzjEQVVRZtpsoFSXv37qVr166W5wVjgEaNGsX8+fN59dVXMRgMjB07ltTUVDp27Mi6dessI9d1Oh3ff/89U6ZMwWg0Eh4ezvjx463GErm7u/P777/z7LPP0qJFC3x8fJg0aRJjx46t2DcrhBDihgpWXc7JycHR0fEmpYW4pqDH186u9IuBVuklAKq6kk4hFIUZDAbLEvN6vb7QmKTi8oSoCMW1QWmbFU8pxYULF8jNzSUoKKjYRQ+FKKCUIjMzk4SEBDw8PKzGMBe4K5cAEEIIcW/RaDQEBgYSHR3N+fPnK7s64g7i4eFxw8lYJSFBkhBCiCrN3t6e2rVrF9o8VYji2NnZFdogtzQkSBKVQqvV0qVLF8vjkuYJURGKa4PSNiuPVquVFbdFhZMxSbdBxiQJIYQQd56Sfn7Lv0JCCCGEEEWQIEkIIYQQoggSJIlKYTAY8PX1xdfXF4PBUOI8ISpCcW1Q2qYQ9xYZuC0qTVJSUqnyhKgIxbVBaZtC3DukJ0kIIYQQoggSJAkhhBBCFEGCJCGEEEKIIkiQJIQQQghRBAmShBBCCCGKILPbRKXQarW0bNnS8rikeUJUhOLaoLRNIe4tpdqW5Ny5c/z1119s27aNS5cukZSUhJOTE76+vjRq1IguXbrQuXNn7O3ty6POVYZsSyKEEELceUr6+V3iIEkpxffff8/cuXPZunWrJa3Ii2o0eHp6Mnr0aJ599lnCw8NL8RaqPgmShBBCiDtPme7dtm7dOpo0acLw4cM5ceIEY8aM4euvv+bQoUPExcWRk5NDWloa0dHRrFu3jilTplC/fn3mzJlD/fr1eemll7h69WqZvTkhhBBCiPJWop4krVZLx44defXVV+nTpw+2tiUbynT+/Hm++uorPvnkE1566SUmTZp02xWuSqQnqfQyMzNp0KABAMePH8fJyalEeUJUhOLaoLRNIe4OZXq7bf369XTv3r3UlUlNTSU6OppmzZqV+hpVkQRJpWcwGHBxcQFAr9fj7OxcojwhKkJxbVDaphB3hzK93VbaAKlgA0gPD4+7LkASQgghxN2txHNYV69efUsXNhgM9O3b95YrJIQQQghRFZQ4SHr00UfZtGlTicpmZWVx3333sW3btlJXTAghhBCiMpU4SLK3t2fQoEEcOHDghuWysrK4//772bJlCwMHDrztCgohhBBCVIYSB0k///wzOTk59O3blzNnzhRZJjs7mwEDBrBx40b69+/PsmXLyqyiQgghhBAVqcTbknTq1ImlS5fywAMP0KtXL7Zt20ZQUJAl32g0MmjQINavX899993HDz/8UOKlAsS9R6PRWKZSazSaEucJURGKa4PSNoW4t9zytiSLFy9m5MiR1KtXjy1btuDl5UVOTg6DBg1i3bp19OnTh9WrV2NnZ1deda4yZAkAIYQQ4s5TpksAXG/48OF88MEHnDhxgr59+5KSksLgwYNZt24dPXv2ZNWqVfdEgCSEEEKIu1up7oeNGzeOlJQUpk6dSo0aNUhPT6dbt26sXr36rt/UVgghhBD3hlvuSSowefJknn/+edLT04mMjGTNmjU4ODiUZd3EXSwzM5OGDRvSsGFDMjMzS5wnREUorg1K2xTi3lLinqTi9ijSaDRs374dLy+vIvMKVt0W4npKKY4fP255XNI8ISpCcW1Q2qYQ95YSB0l+fn4ym0MIIYQQ94wSB0kxMTHlWA0hhBBCiKql1GOShBBCCCHuZlUuSNq8eTP9+/cnKCgIjUbDqlWrrPKVUkyaNInAwEAcHR3p0aOH1QrgMTExjBkzhvDwcBwdHalZsyaTJ08mJyfHqoxGoyl07Ny5s6LephBCCCGquBIFSe++++5tzeTYuXMna9euLVFZg8FAkyZN+PTTT4vMnzlzJh999BFz585l165dODs707t3b7KzswE4efIkJpOJL774gmPHjjFnzhzmzp3Lm2++Wehaf/75J7GxsZajRYsWpX6PQgghhLjLqBJwdnZWfn5+asqUKSoqKqokpyij0aiWL1+uevXqpbRarZo9e3aJzrseoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5YUe52ZM2eq8PBwy/Po6GgFqAMHDtxyna6XlpamAJWWlnZb17kXGQwGFRYWpsLCwpTBYChxnhAVobg2KG1TiLtDST+/SzRw+/Tp0/z73/9m2rRpvPXWWzRt2pS2bdvSokUL/P398fDwIDs7m5SUFE6dOsWuXbvYunUr6enpVK9enSVLlvDQQw/ddkAXHR1NXFwcPXr0sKS5u7vTpk0bduzYwSOPPFLkeWlpaUUuUTBgwACys7OpU6cOr776KgMGDLjh6xuNRoxGo+V5enp6Kd+JcHJyKnYywI3yhKgIxbVBaZtC3FtKFCQFBQUxb948/v3vf/PFF1+wcOFCPv/88yKXBFBKodVq6dKlC08//TSDBw8us41u4+LiAPD397dK9/f3t+T9U1RUFB9//DGzZ8+2pLm4uPDee+/RoUMHtFotK1asYNCgQaxateqGgdKMGTOYOnVqGbwTIYQQQlR1t7zBLZgDoSNHjrBt2zYuXbpEcnIyjo6O+Pr60qhRIzp16oSHh8ftV06j4ccff2TQoEEAbN++nQ4dOnDlyhUCAwMt5R566CE0Gg1Lly61Ov/y5ct06dKFyMhIvv766xu+1siRI4mOjmbLli3FlimqJykkJEQ2uBVCCCHuICXd4LZUXTwajYbGjRvTuHHjUlewNAICAgCIj4+3CpLi4+Np2rSpVdkrV67QtWtX2rdvz5dffnnTa7dp04Y//vjjhmV0Oh06ne7WKy4KycrKonPnzoB5RqOjo2OJ8iqMUpCbBdlpkJsJGi3Y2IHWzvzVwR20NhVfL1EhimuDVaJtCiEqTNncB6sg4eHhBAQEsH79ektQlJ6ezq5du3jmmWcs5S5fvkzXrl1p0aIF8+bNQ6u9+SS+gwcPWgVeonyZTCb27t1reVzSvDKnT4RLeyDpFCSehqTTcDXGHByZcm9wogacvMHFD5x9wNkPPELAqyZ41zR/dfEDWaX+jlRcG6zQtimEqHRVLkjS6/VERUVZnkdHR3Pw4EG8vLwIDQ3lxRdfZPr06dSuXZvw8HAmTpxIUFCQ5Zbc5cuXiYyMJCwsjNmzZ5OYmGi5VkFP1IIFC7C3t6dZs2YArFy5km+++eamt+TEXcBkgku74eQaOP27OTi6EY0W7F3AlG8OmvJzAWU+MpPMR3HsXcCrBvjUgYAICGgE/o3A1b/4c4QQQlQZVS5I2rt3L127drU8f+mllwAYNWoU8+fP59VXX8VgMDB27FhSU1Pp2LEj69atw8HBAYA//viDqKgooqKiqFatmtW1rx9+NW3aNM6fP4+trS316tVj6dKlDB06tALeoagU2Wmw53+wf4G5p+h6fg3Av6E5mPGpY+4JcvQCBzdzoPPP3qD8XMhMAUMiGBLAkAT6eLh6HlLOQnIUpF6EHD3EHTYfR3+4dr6z798BUwQENIbAJuBdC0rQ4ymEEKLilGrgtjAr6cAvUZjBYMDFxQUw9x46OzuXKO+WZV2FnXNh5+dgTDOn2btC3b5Q734I7wxOhZeHuG15RnMwlnwWEo5D/FGIO2oOoCjiV87eFQIbQ1AzCGxq/upVQwKnSlJcGyzTtimEqDTlOnBbiCpPKTi0BH77N2SlmNN860H756HhILAv5w83Wx341jUf9e67lp5jgIQTEHfEHDjFHjY/zsmA89vMRwGdm7mXKaipdeAk45yEEKJCSJAk7j5pl2DVMxC92fzctx5Evg71B1Z+z4y9M1RraT4K5OeZB4xfOQCxB81f446AMR1itpiPAjp3CGpi3ePkWV0CJyGEKAcSJIlK4+PjU6q8Gzr7F6x4EjKTwdbBHBy1e848bb+qsrEF/wbmo9lwc1p+HiSe/EfgdNR8yzB687UAEMDBw7q3KagpeIRJ4HSbimuDpW6bQog7zm2NScrJyeHPP//k5MmTGAwGJk6cCEB2djbp6en4+PiUaPr9nUrGJFUx2z6CPyYBynybaug88yDsu0V+rvlWXUHQdOWg+ZZdfk7hso6e1r1NQU3BPUQCJyGEoOSf36UOkn766SfGjh1LYmIiSik0Gg35+fkA7N69m3bt2rFo0SKGDRtWundwB5AgqYpQyhwcbf/I/Lz5KOg7E+wcKrdeFSEvBxJP/B00FQROx4pe48nJ+1rQ5N/QPKvPu2bV7mUTQohyUK5B0rZt2+jatSuBgYFMmDCBnTt3smTJEkuQBFC3bl0iIiJYsWJF6d7BHUCCpCpAKVgzHvbNMz/v+RZ0eKFy61TZ8ozmGXUFQdOVA+bnprzCZbV24FMb/OqDb33zV7/65nFOsqK4EOIuVa6z26ZNm4aHhwf79u3Dx8eH5OTkQmVatmzJrl27SnN5cQ/Iysqib9++APz666+FtiUpLq+QP6eYAySNFvp/BM0fK89q3xlsdX/fYmt2LS03GxKOmYOm2IPm23YJJ8xrOSUcNx9W13D4e3bedYGTX/175pZdcW3wltqmEOKOV6ogadeuXQwdOvSGAxhDQkJYvXp1qSsm7m4mk4lNmzZZHpc0z8qOT2HbB+bH/T6QAOlG7BwguIX5KKCUeSZgwglzkJR48u+vpyAvG2IPmY/r2bv8veBmLfPhU+va4/JeVqECFdcGS9w2hRB3hVIFSUaj8aa3l1JTU+/qQduikkWth9//Y37cYwq0GFWp1bkjaTTm/eY8QqBOr2vppnzzQpgFvU2Jf39NOmPuebqy33z8k2uQeYyTT21z0ORVwzzLziMUdC4V9raEEKKslCpIqlGjBnv27LlhmR07dlCvXr1SVUqIG0qJhh+eAGWCZo9Bhxcru0Z3F62NOdjxrgn1+11Lz881ryCedNq8cnjyWUg+Y36cmQwZV8zH9es6FXDyNgdLBUGTZ9i1xy7+4OB+T9zGE0LcWUoVJA0ZMoTp06czb948Hn/88UL5s2fP5ujRo8ycOfO2KyiElfxcWDEGslMhuCXc/558uFYUGzvwq2c+/ikzBVLOmXubkqPMwdPVGPN+dtmp5iAqM9k8iLzIa+vMwZKL3z+++pqXM3D0NK8H5ehh/urgLgPLhRDlrlRB0oQJE1ixYgVPPvkk3333HUajEYBXX32VHTt2sH37dpo2bcpzzz1XppUVgk0z4fI+88rTD843D1IWlc/Jy3xcv5J4gew0SL1gPq6e//txwdeL5gUy842QdsF8lIjGvAHx9YGTo6f5se7vjYl1LuZxUvbFfNW5gJ2zeTFPIYQoQqn+Ori4uLBlyxaee+45li1bZpn6P3v2bDQaDQ899BCfffYZOp18gIkydOUgbJltftx/jnksjaj6HNwhoJH5KEpuNhgSQJ8AGXGgjzc/LvianQpZqX9/vQq5mYAyB1/ZaeaA63bY6MDOEeyczAPc7ZwgX9aOEkLcxrYknp6eLF68mI8++og9e/aQkpKCm5sbrVq1wt/fvyzrKO5STk5ORaab8vNx0Nmjve4//BPrlxG3chI17RWh7R+AiCFkZ6Syc8n7aG1s6TxmkqXsqc0/EXtyL9VbdKN6i0gAcrIMbF9kvv3b5cnJaP6eVHB2xzouHd1JSJMO1GjdE4D8vFy2zn8HgA4jX8fW3hzsR+/9iwsHtxDcsDW12vW1vN7m/00DFG0fHY+9kysAFw5tJWbvBgLqNKVOp/6WstsW/hdTXi4thz6Lo5snAJeP7ebcrt/xDW9Ava4PWMruWvIBOdkGmg98Emcv8+9U3OkDRG37Fa+QWjTo8ZCl7N4fPiNbn0bj+0bi5hcMQOK5Y5za/BPugWE06n1tUdf9q78mMzWRiF6P4hFYHYDkC2c4uXEFrj5BNL5vpKXs4V8XkZF4hfpdH8ArpDYAqbExHPtjKc6evjTt/4Sl7NHfvyc9/gK1O/bHN7w+ABmJVzjy22IcXDxoPugpS9mTG1Zy9fI5arbrjV/NRuARikE5cHjjRuwcnWk55A1L2dNb15B8/hTVu3clsG5zyMshO+k8B3+eh1bl0TqyuzmIyrrK2SP7SIy9REiAJ8HeTpBjIEefyv7jF9CYcmgTZm8efJ6jJyYln3i9hiDXHELcjZCdSp4J9l3RkpWrcLLDvI7UPxTXboUQd59STT/r1q2bZQsSb29v+vTpw7Bhw+jXr58ESKJEnJ2dMRgMGAwGnJ2tp44nnd7LrPtDSYq9ZMmLXvcl+84kkZDtAH1mAJCTpWfvD5+xb+UXVudfOLCJvT98RuyJvZa0/Fwje3/4lL0/fGpd9tBW9iz/hEtHdljSlCmfPcs+Zs+yjzHlXdvy4/LRXexZ9jHn92+2usbuZR+xe+lH5GZnWtJiT+xj99IPObf7T6uye1d8xq7vP8BoSLOkxZ8+yK7vP+DM9l+syu5b9SW7lswhM+3aOmSJZ4+xc8n7nNpsvbzGgZ/+x87v3kOfHGtJSz5/ip3fvceJ9cutyh5eu4Cdi98jPe7ara2rl6PY8e1sjqxbbFX2yK/fsuPbWVy9dNaSlhZ3gR3fzuLgmvlWZY/98T3bF80kOeaEJS0j6QrbF/6XfT9a/4yO//UD2xa+S/yZw5a0zKuJbFv4LruXfWxV9tSmVWxbMIPYE/vMCbb2ZJts2br8S3b+sgzq9IYmD0PbpzmT7sjWrXu45NYGhnwNjy4hd8h8th6LZ+upNHjpGLx+HiYmcbbmU2y5YMP5es/As3tg7Cbyh//Ilgs27I21Je11NwzLnrZqnzdqt0KIu0+p10lq27ZtWddFCACSY05iNKSx+X9T6T3+A9AnUCP3GC7B+QR0HQuuAQDYO7rQ6qFxVj1OAGEtumLv5EpQg1aWNBs7Ha0eLDxGLqRJBzRaG6o1amdJ02htaDn0/wDQ2l7rSQhq0IoWQ56hWkPrtt9yyDMopbDVXethCKjbjBYPPG3u+bhOswFjyM8xonO+toSGb80Img/+l7lH5TqN+z5GTpbe0uME4B1Wl+aDxuIdVteqbMOeD5OVfhVnTz9LmkdwDZoNfBLPYOv96+p1fQB9chwuPoGWNHf/UJoOGIObXzWrsrU79sO/dhPcAkItaS7egTTp9zgu3gFWZWu27Y1XSC08gsMtaU4ePjTpNxpHN2+rsuGtuuPqE4hXSC1LmoOrJ43vG2npjSsQ2rQTOidXfK57z3aOLjTu+xg29ta39Ks1aodGq8W3RkNLmq3OkUZ9hlsP8NdoCGzQmtycHPwjOoFvHQC0xiwieg+H+KNo2Fv0vnhCiHtGqbYladGiBfXq1WPx4sU3L3wXk21JykfKpSguH92Fq08Q1Vt2hbUvw56vzStIP7leZjWJ8rfzc1j3OjR8AB6cV9m1EUKUsZJ+fpfqdtu4ceNYvXo1x48fv3lhIYqQnZ3N/fffz/333092drZVnpNPNV7/+DuenTyb7MvHYd98c0av6RIgiQphyM6nw/8yaT1hBYaMdEv6jdqtEOLuU+rFJCMjI2nbti3/+te/LIO1NUWsV9O5c+fbrqS4++Tn5/PLL79YHheb95eHeWPW2r2geseKrqa4Ryk7B7ZfygMyuBp3HmdX863QG7VbIcTdp1RBUmRkJBqNBqUU7733XpHBUQH5QyJuRX5uDuf2rL+WcOJnsNdC98mVVylxz9Fctw+dnU5mswlxrypVkDRp0qQbBkZClFZa3Hl+nvaPVdwbDYWAiMqpkLg32V0Lkv45QF0Ice8oVZA0ZcqUMq6GEGY5WQZ8qtcHtpkTNDYQ+cYNzxGizNk7VnYNhBBVQKkGbgtRXgLqNGX47B+vJTR+0LzRqhAVye7aLba0+EuVWBEhRGWSIElUPX9Oufa4y+uVVg1xD7suSFo1eXglVkQIUZlKdbtNq9WWaEySRqMhLy+vNC8h7lVXDsCBb689d5UV3EUlsLt2uy1bn44ymSxb2Qgh7h2lCpI6d+5cZJCUlpbGmTNnMBgMNGnSBA8Pj9utn7hLOTs7U9Q6psvfeBhtlg1Xv3kUj8e/q4SaCQHOHr6YJrmRnQcOU49ZAqTi2q0Q4u5UqiBp48aNxeZlZmby+uuvs27dOv7444/S1kvcg/KTo7kQm4xCi02HwluICFFh7J3QaMDRDsjLBFv3yq6REKISlHn/sZOTEx999BHu7u5MmDChrC8v7mKak2t5sGE+vVqF4VJL9gYUlcjWAfi7tzwn84ZFhRB3r3K7yd6pUyfWrl1bXpcXd7js7GwefPBBHnzwQcv2Dtqo3wl1V9TpMYKHHn7YKk+IipRtNPLgihzu/y6TNR++zsE15v3bimq3Qoi7V6k2uC2Jxx57jBUrVpCZeff+FyYb3JaewWDAxcUFAL1ej7NNPswMB1Mehie24hLW+Fqes/ONLiVEmbu+fb7dzYv6Hfow+K3FhduttE0h7kgl/fwu1ZikGzGZTCxevJilS5fSsmXLsr68uFtFb+ZSaj65TkE4a10ruzZCWLTq0Y/wyEcquxpCiEpQ6g1ui5KXl0dCQgK5ubnY2dkxY8aM26qcuIdc3MWuS1qiUxPp2Oz3yq6NEBbtI7vg3K5vZVdDCFEJShUkmUymIpcAsLOzIyIiglatWvHcc8/RsGHD266guEdc3I2Hg8InIBDPYFlhW1QhmVcruwZCiEpSqoHbMTExREdHFzrOnj3L3r17+fzzz0sdIG3evJn+/fsTFBSERqNh1apVVvlKKSZNmkRgYCCOjo706NGDM2fOWJVJSUlh+PDhuLm54eHhwZgxY9Dr9VZlDh8+TKdOnXBwcCAkJISZM2eWqr6iDOQZ4coButcwMfr9H6nWSGa2iaojT59I0vlTZKYmVXZVhBAVrMotIVuwEOWnn35aZP7MmTP56KOPmDt3Lrt27cLZ2ZnevXtbzTQZPnw4x44d448//mDNmjVs3ryZsWPHWvLT09Pp1asXYWFh7Nu3j1mzZjFlyhS+/PLLcn9/oghxRyHfCI5esk+bqHLW/LiG+U914Mw2ma0rxL2mVEGSjY0N06ZNu2GZt99+G1vbW7+b17dvX6ZPn87gwYML5Sml+OCDD/jPf/7DwIEDady4MQsXLuTKlSuWHqcTJ06wbt06vv76a9q0aUPHjh35+OOP+f7777ly5QoAixcvJicnh2+++YaGDRvyyCOP8Pzzz/P+++/fcn1FGYg/av4a3BxKsN2NEBXJw0mLvZMLudl370xdIUTRShUkKaVKtDR/Wa8uEB0dTVxcHD169LCkubu706ZNG3bs2AHAjh078PDwsJpZ16NHD7RaLbt27bKU6dy5M/b29pYyvXv35tSpU1y9Wvz4A6PRSHp6utUhSsfJyQm9Xo9er8cpPYrD8Rq+WXOIHYvfs85zcrr5xYQoY05OTugPrEL/hiu9G7ow7sdoWg55RtqmEPeYcrvdlpiYiKOj480L3oK4uDgA/P2tNz319/e35MXFxeHn52eVb2tri5eXl1WZoq5x/WsUZcaMGbi7u1uOkJCQ23tD9zCNRoOzszPOzs5oEk+SnKkhJSWVbH2qdZ70LIlKoNFocA6sjbO9BtuMy5Z2KG1TiHtLie+HLVy40Or5wYMHC6UB5Ofnc/HiRRYuXEhERMTt17AKeeONN3jppZcsz9PT0yVQul1KQcJxWgebqDlyDk612lV2jYQw8/j7dzs7FYwZoJP1u4S415Q4SBo9erTVf1OrV69m9erVhcoV3GJzdHRkypQpZVPLvwUEBAAQHx9PYGCgJT0+Pp6mTZtayiQkJFidl5eXR0pKiuX8gIAA4uPjrcoUPC8oUxSdTodOp7vt9yHMty7/9a9/QW4WX4Sn4KyzxbnzI2DncC0P+OKLL+R7LiqcuQ2OgyP5fNFXy9aPXiIl+Srdnn+Pl9+cDEjbFOJeUOIgad48895FSimeeOIJBg0axMCBAwuVs7GxwcvLi3bt2uHp6Vl2NQXCw8MJCAhg/fr1lqAoPT2dXbt28cwzzwDQrl07UlNT2bdvHy1atADgr7/+wmQy0aZNG0uZf//735ZFLwH++OMP6tatW+Z1FkXLy8tjwYIFAHz6his6z+pg51A479NP5YNIVDirNtjblej9W0hNTiLpQpS0TSHuISUOkkaNGmV5vGnTJgYPHsyAAQPKvEJ6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgpi0KBBANSvX58+ffrw1FNPMXfuXHJzc3nuued45JFHCAoKAmDYsGFMnTqVMWPG8Nprr3H06FE+/PBD5syZU+bvR9xcZi6cSbDH6+AWQpt2quzqCFFIm5YREPEAHkHhlV0VIURFUlXMhg0bFFDoGDVqlFJKKZPJpCZOnKj8/f2VTqdT3bt3V6dOnbK6RnJysnr00UeVi4uLcnNzU48//rjKyMiwKnPo0CHVsWNHpdPpVHBwsHr33Xdvua5paWkKUGlpaaV+v/cqvV5v+dke/z83Naunt/piVJtCeXq9vpJrKu5FVm3wDVelFgwonP5xF6UOLVUqP79yKyuEuGUl/fzWKHV78/Tz8/NJSkrCaDQWmR8aGno7l6/SSrqLsCjs+t3Uz4xz48e4UI7YNqDRqKk806Earq7mQbKy07qoDNe3T/0brjg7u8BrMRiMudbp9hoIaga9Z0CYTDoQ4k5R0s/vUu3dBrBv3z7efPNNNm/eTE5OTpFlNBoNeXl5pX0JcY8IdFHE1BrEZlNbNm84Sy0Pu8qukhDXOPtgykkmde+PJCZdt45as8fgzGq4cgDm9YEGg6DnVPCsXlk1FUKUsVKtk3Tw4EE6derEjh076NWrF0opGjduTK9evfDx8UEpRZcuXXjsscfKur7iLqU8Qnkm0rwlyYx1Jyq5NkJcJ7wLV7Pgm0nPsvqjSdfS75sJz++H5qMADRxfBZ+0hj+nQHZaJVVWCFGWShUkFWxJsmvXLssyAIMHD+bXX38lJiaGp59+mqNHjzJ58uSyq6m4aykFEfUb8EL32vi56ohLK/rWrRCVosmjuDuAvY3Cw/4fPeMufjDgI3h6C4R3Nu9BuHUOfNAINr4LWamVUmUhRNkoVZC0detWBgwYQP369S1p6rr1kT755BOCgoJ48803y6aW4q7j5OREwrljxL/swjcHbDEtG0++PpnRHaqjsdPRbfpPxMfHy9YPolI4OTmRkJBAQkICTvV7YNt4CONa5/FUizwSfv/AnH592wxoBCN/gkeWgE9dc0/SxhnmYOnPKZB+pdLeixCi9EoVJKWlpVGjRg3Lczs7O/R6/bWLarVERkayfv3626+huCtpNBo8dHk42mnJMWkxJl3A0c2L4a3DcLCz4WyGlotZdrL1g6gUGo0GX19ffH190Wi18MBXaB5biebprfj2fMGc/s+2qdFAvfvg/3bA0HngWx+M6dd6ln4YA5f2Vs4bEkKUSqmCJD8/P6uNYAMCAjhz5oxVmezsbDIzZddsUbzEuEs420P3Zj489N+VaG1scXeyY0AT83pW3+48X8k1FOJvWhuo1R0CG5esbMQD8Mx2ePhbCOsApjw4+gN83R2+7gEHvgWj/ubXEkJUqlIFSQ0aNODUqVOW5x06dOD3339nx44dAJw4cYJly5ZRr169sqmluOsYjUYmTJnNuF+yMDp4E9K4vSXvoWYBJP/+OfNm/oeYhNTKq6S4ZxmNRp599lmeffZZy/Im5w9sZsmrQxjUpaVVerG0WqjfHx7/Bf61GZoMAxt7uLQHVj8Ls+vAqmfh/HYwmSrgXQkhblWp1kn6+OOPGT9+PBcvXiQwMJBDhw7Rtm1bcnJy8PLy4urVq5hMJlasWMHgwYPLo95VgqyTVHrXr0Pz51v30X3i2iLzur+7jgX/6kywh2Ol1FPcm6zWSfp7ra6o7b+wbOJj/PuvFKv0W6JPgP0L4eBiSDl3Ld0tGOoPgAYDIaSNOcASQpSbkn5+l+o38emnn+by5ct4e3sD0KRJE9avX0+fPn3w8fGhR48e/Pzzz3d1gCTKTlxiBukJl4vMOx2vp//HW1l3NK6CayWEtYC6zen+3H9v7yIuftD5FRi3Hx5fB01HgL0rpF+GXZ+b11t6vz6seQlOroXs9LKpvBCiVG57xe17mfQkld71/6m/3c2LR2YspUbrHoXyes38jVPJuQAMaV6NSf0b4O4oi02K8lVUT9KN0m9Lbjac2wDHV8PJX8B43RpLGhsIaQ01u0GNrhDYBGztb/81hbjHleuK2zVq1KBv3758+umnpa6gEAU8AkPwCqldZN6SsW35ascVvth0lhX7L7HpdAL/vr8+g5oGy8w3cXewc4C6fc1HXg5Eb4Izv8PZvyA5Ci7sMB8b3gZbBwhsCiGtoForqNYa3AIr+x0IcdcqVZCUlJQkPSeizDTq+zAegWFF5ulsbXitTz261/PjtRWHOZtoYPzSQyzbc4lpgyKo5edSwbUV97L0hHJe78jWHmr3NB8AV8+bg6Wzf0H0ZshOhYs7zUcBt2rmHia/euDXAPzqg3ctsNWVb12FuAeUKkhq3Lgxp0+fLuu6iHuUrZPHTcu0rO7Fry905qst5/ho/Rl2nEum74ebGd2+Os91qy234ESF2L30g4p9Qc8waPm4+VAKks/Cpd3mGXKX9kD8MUi/ZD5OXZv8gMbGHCj51Qfvmub95AoOt2DzMgVCiJsqVZD02muvMWTIEDZs2EDXrl3Luk7iHmPn6Fqicva2Wp7tWosBTYKY/NMx/jqZwFdbovlh3yXG96zDo61DsbORWUGi/HiH1a28F9dowKeW+Wg6zJxm1EPsQYg/DgnHIeGE+TCmQdIp8/FPWltwDzEHTO7VwDUQXAOsvzr7gk2p9z8X4q5RqoHbCxcuZNmyZfz2228MGjSIVq1a4e/vX+QYkZEjR5ZJRasiGbhdeiaTifkPBRGTmE2r+x6l/2ufW+VduHABgNDQULRFTIdWSrHxdCJvrz1BVIJ5Ub6avs78+/76dK3rJ+OVxG0prg2WpG1WOqXM26AknIDEE5ASDVdjzEfqBTDl3vwaGq05UHL2BScvcPIu4vACR0/QuYGDBzi4gY306Io7Q0k/v0sVJGm1WjQaDf889foPJqUUGo2G/Pz8W738HUOCpNuz4lE/opNNNB/yNN3+Nb1U18jLN7Fkz0Xm/HGaFEMOAB1r+fCffvWpFyA/EyGsmPIhI/Za0JQea36eEXftqz4eVCn/bts5/R00uZuDJgd383OdC9g5g72TuYy9s/koeGznBPYuhfNtHcw9aEKUsXINkhYsWFDisqNGjbrVy98xCr7JT7+/ntB6gWg1Gmw0GqKPJKFMUCPCGwcHGzQaDalJWSReMuDmqSM43A2NBrQaDVFHksnPV4TX9cTR2RYNkJ6STdyFDFzcHQit5W4pe/ZoMrm5+YTX8cLJ1Q4NkHHVyOXz6bi42hNexxONxhysnj2eQo4xj7BaHri4macMp101cik6DUcnO8LrelLwgz938irZWblUC3fD1d082FOfkcPFs2noHGyoUc8LMP+Dej4qlSxDLkGhbrh6mq+bZcjlQlQatnZaatT3snx/LkWno0/PIaCaC+5eDiggOyuPC1Gp2GjhhTPdyM7NJ/OJjQTVaXZ7P4vsXD7dEMW8rTHk5JvQauDBFiG81KsO/m4Ot3VtIYqya1csen0OzZr54eVlXuw0MTGTw4cTcXOzp1Wra7PO9uyJJT09h8aNffH1NW+Mm5KSxYEDCTg729G2bZCl7P798Vy9mk3Dhj4EBJiXGEhLM7J3bxwODrZ06BBsKXvoUAJJSVnUr+9NUFDB0gQ57NoVi729DZ06VbOUPXo0kfj4TOrU8SQkxPyhkJWVy/btV7Cx0RAZGWouaMrn+L4oYs9dpqZ/NtW9DJCZjDE1ma37MiA7ne41L0BmMmSlcuqSDZeSbajukUZNL/N2VXkmDZtizJMxIqufx0Zr/msTleLJ+VR3QtzTqeNtXpRTKfgrujoAncMuYGdjXn08+qoH5656EuSVT/3gbHMAZevAhrNBmDT2dKiXhYOjHdg6cOGqM2cSXAjw0dKwho150LqNjk1HdeRhR9smjji76MDWgcvJWk6cV3h6O1GvnitG7MjFlm179WTlQP0ITxxcHMhFy5X4PM6c1ePo5kBYXW9yTVpyTYpjBxIwZOYRUtsdOydb8kyKq0lZnD+bhr2DDQG13Mk3KUxKcfHkVbKy8vAJdcXBxQ6TUujTjcRHZ2Crs8G3phsmkyLfpEiITidLn4t7sDM6VzvyTYosfS7J5zPQ2tngUd0FkzKXTb1owKjPxcnfAZ2bPQrIzcoj7aIBrY0G93DXv7+/iozYTHL0eTj66LB3N//dzjPmk3HBABpwq+FKQSRgiM8kNyMPey8d9h72gMKUayLjvLmsS7gL6u+fW1ZiFnnpedh52mPvYa6DylcYzhsAcA53tnSeGJON5KXlYudhh85LZ6mbIebvstWd0WjNZXNSjOSm5mLnZofOx1xWo9GQcS7DXDbUGa2tuRc3NzUH41Ujdi52OPiZ/9ZrgIxoPSiFczVntPbmjp2ctByMSUZsXWyxdzdx+J3B5bMEwN0c+JRG1uIZDL3vsiXoePn7GpiUon/PBMJ9sgD4blcgUdH2+LnDo32v7Un287Lq5JsU7TqnUD/IfNtoxT5/Dp+xx9NFy6B+Fyxll/8QQm6eola7dBqGmReZ++WQD7tP6nB1tKHngIuWsgtXViMn14Rn80wiaqeigPXHvdh2RIejzoaugy4BoNCweFUw2cZ8ujUy0riB+Y/cttMe7Diow97Wlm4PXJvRs+ynIDKz82hXL5/GjZMB2B/jys7dDtja2NBjSLyl7I9rA8kw5NK8lqJZc/MfxOOXndmzzQE0kORp/uWY8tq1DwiAnJwc/v3vfwPw9ttvY29/83Vh3BzseKNvfUa0CePddSdZeziWpXsv8tOhKzzVKZyxXWriopMxFqJkimuDOTk5PNqzDcnnT6LxfJmNBz34888HqeUZw/kDm7mkD2b4iym0bh3Arl0j2DLvbZTJxL+/DmLrzqusXj2IZtXjid7zF4nGIIY+e5WICB+OHBnN9kUzycsx8s53wfz2VwrffXc/XZroidqxjrT8QAb8K5XwcHfOnXuKnUvmkJOp56NV1VixJpmvv+7N/Z3yOb3lZzLxp++T6fj5OREf/3/sWf4JWelX+d9vISxcnsSHH3bj0X46TmxYSa6tLz1G63FxsSMj4wX2//gl+pR4vtsUwheLknjnnU6MHV6bY3u+B503Pf6jQ6PxwWT6jIM/f0N6wmVWnw7h/UVJ/Oe1Jrz8sAOHf1+GjY09PaaZg8TMDU5EHdrO1aQEfr9Uh7d/rM74+5OY0ug4B4/HYK8x0WPRYwAkTfyauORkkvV5bD4fzsQN/RjbfB/v9/6FfbFa7LRw38JBZOfZcf7FD8nMzSDBoGHP5fq88scDjGh8mK/6r2b3ZS1aDTzw/XhSspw4/n8fYaNNJk6v4Uh8LZ779WEG1zvJ90OXs++S+cP2xZXPcTHdnb1PfYXOIZ6kDA2Xk8J4Yc0IetU8yy/DvmPbRS35SsviX8ZwItGPn0Ytp5r7Ja6kQV5qNb5Y/SDNQ+JZMPp3Tl5IR6Hhhz+GcPSKP+89spW6vjGkpmVyWR/A3JUDqBWQxkdP7iDuUhwmE3yyqS8Hz/vz0pBjNA6OISv1KvGZvkz5oTf+XllMe+Y4WZejMZlMLNzRhQNn/Hm0/2VahJ9HXY0lOceLd5d2xd01l9fHxaCJPQV5ufywrx1HjwfQr3cSretfxCb5Aul57vx3SSQODvm8/FIsurgTkGtk7eEW7DoUSGT3dNo0voJj0ln0yo3Z33bCxkbx3KspOCccQ5uTyV8nmrB9byCtOmXTtmU8rkmnyMKJOd92BODJ1/R4JB/FzpjO1jMN2bIzmMZtc+jQPgmPxKPkah2ZvagTAKNe0uOdcRL77Kvsjq7HX1tDaNAil/aRKXgmHCbfxp7ZizqjlIZHx2USYDyJLiuZA5dq89uG6tRunEfrXql4xR9AaW2ZsySS3BwNQ57OJlidxjEzgaNxNVj7Rw2q18+jRd8MDpfgb4F8apSBUOcL1NZeWxG6fUgKdjZ5VNfoqKc1Bz7BdibcqieQnetLfe21oKN10FV0tkbCtE7U15oXkQu2zSOyeiKGHB8aaGMtZZv6p+FkZyBM40ZDrTlAOWSbQ5ewJPQ53kRcV4dGPhk426cTauNBhDYRgDPaLDqHpaDP8aSRNsFStr6XHhf7VEJtvGisNQc5l2x86RSaij7HjSZ/vxZAbY9MXO2TCbbxoenfdUvVeNMxNB1DjgtNtdc2Pq7pmoWLdyLeNn4005pX1M7VetAh1EBato7pW8y3x6bYWE9Vzs3NZfbs2ea8KVNKFCQVCPFy4tNhzXmiQwpvrz3B/gupfPRXFN/tvsALPerwSKsQGdwtbqq4Npibm8vKzQcBGBoRSESeM87Odlw6upPdSz/Et/mDRES0oWZNDwD2LPsYU34eNcI+IFXvg6urPbEn97F76Yf4NRtARERnatf2BGDfyrkYDemEV3uPiAgf3N11xEdtZ/fSD/Fv3IeIiB5Uq2buLTqw+msMKfGEhv2XiAgfPD11JMX8fd2GXYiI6I+Xl/m/6kNrF5B6JZrg2m8TEeGDt7cDyRdPm+tbtw0REQ/i5GT+KDjy23cknjtKYL0pRET44OvrSGpsNLuXfohPzSZERDxmuft1fP1yrhzfg2/Ef4iI8MG/mjfpOZnsXrsEz5A6RESMNX/PWg7j0Jo/iDu8n/wanQmr5U5s9cYscG6H8fgY8lz88azmTL5JMdj+E5onzaZa8l4229bF0ceW35w6MCqzLm0vf0KurRPOPjY45uczJX8U4Um/45hyjnO2nvj7GrniHMSXxp7kXN4IWi2+3rm4GPVs1zREk3KClMSr5OkUtXxTcXYzEZXnz+7L5n/ganin4uqQA7ZaotNsOBirwcsxgwi/BKq7p5KvYPdl86zAOl5J2Ggg0D4NfXomJ67Y4OMUT4RfAhFecURoY1h3xTw+q7H3ZcjT0MohCrvMy5yItSHAOYsIvwTqeyXR12YPH8TakmfS0NLrHHlZGvo4HsAr6zwbYm2o4ZxAhF8zqnuk8pTtL3wab0tOnoaOHn7k+ml4xHkrYcYz/BFnSwNnWyL8GuLvrOd1u+/5MtGWdKOGru7OZPtpGeGyhUY5J/glzpYGzloi/BrgpjMy3W4+3yTZkpKloZc7GPxaM9plB+1zj7A6zpbqThoi/Opip83nA/uvWZRsQ7xBy32uWaT7deAJtz30MR3ghzhbajpChF8dAObaf8nyq1oupWvp75LKVb9IRrsd5CG1myVxtng4KCL8zJMhPtF9w28XTUSnaunvnECCX08edT/Kk5ptLIyzw8Ve0civHial4UPdInYkGjmdrKW/wxUu+zkxyP0U47Ub+SbODp2NorlvbQy59sxxWMLRBAPHErUM0J3nvJ8LvT3OMsn+DxaX4G/Bba24/eOPP7JkyRJOnjxJZmYmUVFRAJw8eZKffvqJ4cOHExwcfJOr3LkKbrftmTeJll16wN99SZt//Jb8vFza9hmCo4sroLh05jhRh/bgFxJOgzadzRdQiu1rlpNjzKJlj/64uJv/WMbGnOH0/p14B1Yjol2k5fV2/baKbIOeZl164+blA0DCxRhO7tuOh48fjTt2t5Td99cvGNLTaNyhKx4+AQAkx13m+K7NuHp607RzL0t9D27+g4zUFBq07oh3gPnndTUhlqM7NuHs5k7zyD6W6x7ZsYG0pATqNm+Lb7C5ez49JYnD2zfg4OhMy259LWWP79lKSkIctRu3wD+kOgCG9FQObllPHloiX/4KKLxycVmtaqyU4rdjcfx33Smik8y9VjV8nXm9Tz16Nih6ooEQULIVt68mJ+Lx9+9h9N6/iNn7F8EN21CnU3/LdTZ+OQllMtH+sVfROZu79C8c2MzZXb8TULcZ9bsOsZTd8s108nKyafPIizh5mK976ehOzmxdg2+NCCJ6PWIpu23hf8nJzKDl0Gdx9TH32MSe3M/JjSvxDq1D4/uuTZjZuWQOWWnJNBv4lGU9soSzRzj2x1I8gsJpNmCMpeye5Z+gT46jyf2jLAu8Jp0/xZFfF+HqG0zLIc9Yyu5d+QUJl2LwbD2YTPcw4tONxJ6PInPXMtK0rhwN7k9ChpEUQw4NE//C0xjHKa/2JDpVB8AlJ5mmCb+RbePM3sCBluvWT9qMd/YlojxaE+dSCzsbDd4aPU1j16K1dyKu0QhcHOxw0dngfX4DjlfPYle3M441WuJgZ4Ndrp7sLf/D1l5HyICXcLCzwcHOhtQDv6KPPky1Ft0Ia94FB1sbNLmZ7FsyC4CuT18bF3lm2y9cOrKdsCYdqdGyC+TnkmfMZMuCmaBMdH70/7DRaiA/l7P7t3Dh2D6q1a5P7cYtzQPjTfls+GEBKEWHvgOxt7cDUz4xp44RfeIogSFh1Gvc2DxGTOWz6ddfMOXn0bZTRxwddWDK52JMNFGnTuPv70uDBnXN48RM+WzduovcnBxat4jA2UkHysSVKwmcijqPj5cbjerXABQo2LHnKNnGHFo0qoWbqyMoE3EJVzkRdRFPN2eaNggDZQKl2HXoLJlZRprWC8HTzRGUIvFqBkfPXMbd2YHm9YPN99iUib0nLpFhMNKolh8+f5dNSc/kUFQCLg62tKoXYPleHjiTQKreSMPq3vh5mm9Lp+qNHDiTiJPOljYN/i6rFIfPJpGckU29EE8Cvc2/cxmZOew9nYC9rZYOEdduYR+NSSExNYs6we4E+/z9+5mdy+6TCdjaaOnUKJCCz7gTF64Sl5JFzSA3Qv9eWy89Mxf3F7eWz5gkk8nEo48+yg8//ACAo6MjWVlZlkHa8fHxVKtWjbfeeos33njjVi9/x5CB26VntS3J25t4883OReaVxdYPufkmvtt1gQ/Xn7EM7m5d3Ys37qtHs1DP27q2uDsV1wZ37IimffsahdLvViaTIi49m5gkA9HJBs4nZxKdZOD834+NeaYSXUerAQ8nezyc7PB0ssfTyQ4Pq6/XHrs72uGis8XFwRZnnQ06W1nTSZS9ct2WZM6cOSxfvpynn36ad999l/fff59p06ZZ8v39/enUqRNr1669q4MkUTaOHUu+eaHbYGejZVT76gxuHswXm87y9ZZodsekMPiz7dzfOJDXetcj1NupXOsg7g5HjiRWdhXKTVpmLseupHHsSjrHrqRxIjaDmGTDDQMhjQa8nXUEuOvwd3XA392BADcH/N10+Ls5EODugL+rA+6Odmi10nMr7jylCpLmz59Pq1at+OyzzwCKvG1Rq1Yt1q5dWyhdiH96++2OFfI6bg52TOhdjxFtw3jv99Os2H+JtYdj+f1YHI+1rc64brXwdJbNQ0XxLDPA7nDp2bnsP3+VI5fSOPp3YHTpalaRZW21GkK9nAjzdqK6jzPVvZ3//upEoLsj9rYyxk/cvUoVJEVFRfHss8/esIy3tzfJyeXbQyDuDgVToitKoLsjsx9swhMdwnl33Uk2n07km23RLN93kWe71mJ0++o42EkXvygsOLhkq8NXNXpjHtujkth+Npk9MSmciE3HVMRAixAvRxoGutMwyI2GwW7U8nUlyMMBW5nsIO5RpQqSHB0dSUtLu2GZ8+fP4+HhUZrLC1EhGgS5sfCJ1mw5k8g7v5zkRGw67/56kkU7zvNK7zoMbBIstwjEHSsqIYPfjsWz6XQi+89fJe8fUVGolxPNQj2ICHKnYbAbDQPdcXeSFbOFuF6pgqRmzZrx22+/kZ2djYND4YX6UlJSWLduHZ07dy7ibCHMgfbRo0c5dCiBr746QffuYTRq5GuVV/C4vHWq7cuacT78eOAy7/1+isupWYxfeoj/bY3mzb71aV/Lp9zrIKqWotpgdnYea9ZcYNWqLdSs6VEhbfNWHb+SztojV1h3NI6ziQarvDBvJzrV9qFNuDetw71kkVUhSqBUQdLzzz/P4MGDGTJkCF988YVV3tmzZ3niiSdIS0vj+eefL5NKiruPVqulYcOGTJ16luXL9zF7dhdLkFSQV5FstBqGtqhGv8aB/G9rNJ9vPMvRy+kM+3oXkXV9mdC7Lg2D3Cu0TqLyFNUGT5xI5pFH1uLt7Uhi4v9VmSUkEjKyWX3gCiv2X+JkXIYl3c5GQ4daPnSv50fnOr6Eed/dM/GEKA+lCpIGDhzIa6+9xn//+1/CwsIs02D9/PxITk5GKcXEiRPp1q1bmVZW3H0iI0PIzTVRo4ZHZVcFAAc7G57tWotHWoXw8V9RfLvzPBtPJbLxVCJ9IwJ4sUcd6gbcmeNSxO0xGvNp2zYQb2/HSg+QlFLsjk5h4Y7zrDsWR/7ft9LsbbR0q+dH30YBdK3nh5uD3D4T4nbc1mKSf/zxB5988gm7du0iJSUFNzc32rRpw/PPP0/v3r3Lsp5VkqyTVHo5OTm88847ALz55ptWq2rfKK+iRScZmPPHaX4+fAWlzFOe+zUO4sUetanp61Jp9RLlq7g2WNltMy/fxM+Hr/DFpnNWvUbNQj0Y0rwa/RsHybgiIUqgXDe4FWYSJJXejRaMLOvFJMvCqbgMPvjzNL8eNW/9otXAoGbBPN+tNtV9Kr9+omyVZMXtimybOXkmVu6/xGcbz3IhJRMABzstg5sFM7JddeoHyt8fIW5FuS4mKURZy801r9ZuV0Wn3tcNcOXzES04diWNOX+c4c8T8azcf5lVBy7Tv0kQz0TWpF6AfFCJsqWU4tejccxcd5KYZHNw5OVsz5iO4YxoEya9RkKUs9sKkvbv38+CBQs4cOAAaWlpuLu706xZM0aNGkXz5s3Lqo7iLjd06Gr+/DOOX355gJ49q1d2dW6oYZA7X49qyaGLqcz58zQbTyWy+uAVVh+8Qo/6fvxf11o0l61O7jpGYx61av2PmjUrbkbb4UupTP7pGAcupALg42LP011qMqxNKE728v+tEBWh1L9pEyZMYM6cOZhM1kvWb926lU8//ZSXXnqJmTNn3nYFxd3Pzs6GvDwTJ06kVPkgqUCTEA/mP96ao5fT+HzjWX45GsufJxL480QCbWt48a8uNelS21fWWbpLnDlzlUuXMkhPz7h54duUlpXLe7+fYtHO8ygFjnY2jO1cg6c618BFJ8GREBWpVMuofvLJJ7z33nvUrl2bRYsWERMTQ1ZWFjExMSxcuJBatWrx3nvvWbYtKWsZGRm8+OKLhIWF4ejoSPv27dmzZ48lX6PRFHnMmjXLUqZ69eqF8t99991yqa+4senTO3DhwljGjWtW2VW5ZRHB7nw6vDl/vtSFh1pWw1arYee5FB6ft4ceczaxaEcMBmNeZVdT3KZatTzZtWs4//tf+U5I2XAygZ7vb2LhDnOANKhpEJsmRDK+Zx0JkISoBKUauN2gQQMMBgNHjx7F1bXwdOi0tDQaNWqEi4sLx48fL5OKXu/hhx/m6NGjfP755wQFBfHtt98yZ84cjh8/TnBwMHFxcVblf/31V8aMGUNUVBQ1aph38K5evTpjxozhqaeespRzdXW9pYGYMnC79O60gdsldSU1i/9tjWbZnotk/B0cuTrY8kirEEa2q06Il2ykeyeo6IHbBmMe09ceZ8nuiwCE+zjz9qAIWchUiHJSrgO3o6OjeeaZZ4oMkADc3d0ZMmQIc+fOLc3lbygrK4sVK1awevVqy4reU6ZM4eeff+bzzz9n+vTpBAQEWJ2zevVqunbtagmQCri6uhYqK8TtCPJwZGK/BozvWYcV+y4xf3sM0UkGvtoSzf+2RtOzgT8j2obRoaaP3IoTAJyMS+fZxfstK2Q/0SGcV/vUlf0DhagCShUk+fn5laicv79/aS5/Q3l5eeTn5xfaDsXR0ZGtW7cWKh8fH8/atWtZsGBBobx3332XadOmERoayrBhwxg/fjy2tsV/S4xGI0aj0fI8PT39Nt7Jvc3BwYHdu3dbHn/99WEOH05k4sR2eHlZ592JXHS2jGpfncfahrHxdALztsWw5UwSvx2L57dj8QR7OPJgy2o82DKEYI+qt73Fve6f7fOLLw4REOBMZGRwmbbNlfsv8cbKIxjzTAS4OTDn4aa0q+l929cVQpSNUt1ue/3111myZAnHjh2zdD1fLz09nYiICIYPH86MGTPKpKLXa9++Pfb29nz33Xf4+/uzZMkSRo0aRa1atTh16pRV2ZkzZ/Luu+9y5coVqz9q77//Ps2bN8fLy4vt27fzxhtv8Pjjj/P+++8X+7pTpkxh6tSphdLldtvtq137a6KiUlm//iG6dQut7OqUizPxGSzaeZ5VBy6Tnm2+FafRQMdaPjzcKoSeDfzR2UrvQVWTm5uPs/OH5OaaiIl5irCw29+exmRSvPfHKT7dcBaALnV8ef+hJni76G772kKImyvXxSSNRiMPPfQQZ86cYdKkSXTs2BF/f3/i4+PZsmUL06ZNo06dOixbtqxcVqQt2B9u8+bN2NjY0Lx5c+rUqcO+ffs4ceKEVdl69erRs2dPPv744xte85tvvuFf//oXer0ena7oP1RF9SSFhIRIkFQGpk3bQVqakSeeiKBBg7t7HEZ2bj6/HYtj6Z6LbD+bbEn3cLJjUNNghraoRsMgt0rf+kKYXb2azbhx6zl3Lo2tWx+97dukWTn5vLz8IL8cMY+dfLZrTV7uWVduvwpRgco1SLKxMf+3q5Qq8g95cekajYa8vLKb6WMwGEhPTycwMJCHH34YvV7P2rVrLflbtmyhc+fOHDx4kCZNmtzwWseOHSMiIoKTJ09St27dEr2+DNwuvZycHD788EMAXnjhhULbkhSXd7e5kJzJ8n0X+WHfJWLTsi3pNX2d6d8kiAFNgqgh259UuOLa4O22zYSMbJ5asJdDl9Kws9Hw7gONGdKiWtlWXghxU+UaJEVGRpb6v9wNGzaU6rwbuXr1KuHh4cycOZOxY8da0kePHs3Ro0fZu3fvTa+xePFiRo4cSVJSEp6eJVsMUIKk0rtbZ7eVVr5JseVMIsv3XuLPE/EY866tPxYR7Mb9jYLo3dBfAqYKUh6z266kZjHsq53EJGfi6WTHF4+1pHW4V9lXXghxU+U6u23jxo2lrVeZ+O2331BKUbduXaKiopgwYQL16tXj8ccft5RJT09n+fLlvPfee4XO37FjB7t27aJr1664urqyY8cOxo8fz4gRI0ocIImyl59v4vz5dPz9772tFmy0GiLr+hFZ14+M7Fz+OB7PT4eusOVMEkcvp3P0cjr/XXeSOv4u9G4YQO+GAXJLroIUbJlzOy6mZPLoVzu5dDWLap6OfDumjez5J8Qd4I5cnSwtLY033niDS5cu4eXlxZAhQ3j77bexs7v24fr999+jlOLRRx8tdL5Op+P7779nypQpGI1GwsPDGT9+PC+99FJFvg1xnezsPLy9PyEzM4/o6FGVXZ1K5epgxwPNq/FA82qkGHL49Wgs647GseNsMqfj9ZyOj+Ljv6II9nCke30/Iuv60q6GD472Mui7PHTuvJS0NBNLl/anUaNbH7QdnWRg+Fc7uZKWTXVvJ757qi1BMqNRiDtCqW63CTO53VZ6Rd22CA//kri4TH7/fQCdO9e0yhOQlpnLX6fi+e1oPBtPJ5Cde+2WnL2tlrY1vOla15eudf2kl+I2Xd8+dbp3MRptiIp6koAAu1u63XYxJZMH5+4gLj2bmr7OfPdUW/zd7sxlLYS4m5TrmCQwLyj54YcfcujQIa5cuUJubm7hi2s0nD17tjSXvyNIkFR6RQVJsbF6/PycyM7OuufGJN2qrJx8tkYlsfFUAhtPJXI5NcsqP9TLiXY1vGlfy5t2Nbzxkw/mW3J9+zx/PpELF7Jp1y7oltpmYoaRB+duJyY5k9p+LiwZ2xYfmeIvRJVQrmOS1q1bx6BBg8jJycHOzg4/P78iF2GUTipxKwIDZVBySTna29CzgT89G/ijlCIqQc+GUwlsOJnInpgULqRkciElk6V7zdtc1PR1pl1Nb9rV8KFtDS9Zj+cWeHs7Ehp6a8tSpGXlMvKb3cQkZ1LN05FFY9pIgCTEHahUQdJrr72GjY0NS5cuZciQIWi1pdonVwhRBjQaDbX9Xant78rYzjXRG/PYE53C9rNJ7DiXzLEr6ZxNNHA20cC3Oy8AUMPXmeahnjQP9aRFmCe1/VxknZ4ykptv4plv93EiNh0fFx3fjmlDgLv05AlxJypVkHT69GlGjBjBgw8+WNb1EfcIBwcHy3IQBSuhJydn8e67u7h0Kb1Qnig5F50tXev50bWeefugtMxcdkYns+Os+TgVn8G5RAPnEg38sO8SAK46W5qGetAs1JPmoR40C/HE3enem2VYoKB9/vLLOT7//CiDBtWhVi3PItvt9ZRS/OfHo2w/m4yzvQ0Lnmgl48OEuIOVakxSeHg4/fr1u+kq1nc7GZNUtjIycnBz+wiAlJTn8PSUAKk8pBhyOHDhKvsvXGX/+VQOXUolM6fwNPfq3k40DHYnIsidiGA3IoLc8XS+exf2LEqrVovYuzeeFSsG8MADdW5a/vONZ/nvupNoNfD1qJZ0q1f2+1cKIW5fuY5JGjZsGEuXLiU7O1v+0xdlxtXVnn//uy3VqrlgYyO3fsqLl7M93ev7072++QM8L9/EqfgM9l9I5cB5c/AUk5xpOdYejrWcG+zhSMMgNxoFuxMR7E7DYDf8XO/evwFDh9YhPNydJk1uvqn3n8fj+e+6kwBM6tdAAiQh7gKl6knKzc1l8ODBZGRk8M4779CkSZMiN7q920lPUunl5uby5ZdfAjB27FirNa5ulCcqxlVDDseupHPkchpHr6Rx7HIaMcmZRZb1c9VRP9CNOv4u1PZzpZa/C7X8XHBzuHN/bsW1weLSo5MMDPh4KxnGPB5rG8a0QRGVU3EhRImU+xIAv//+O4888ghpaWnFX7yM92qraiRIKj3ZluTOk56dy/Er6Ry9nMaxv7+eTdRjKuYvSICbA7X/Dphq+7lS29+F2n4ueDhV/Vt2t7ItSWZOHoM/3c6p+AxahHmy5Km22NvKZBYhqrJyvd22dOlShg8fjslkokaNGgQGBha5BIAQt0opxaVL6ZVdDVEENwc72tbwpm0Nb0taZk4eJ2LTORWn50xCBlEJes7E64lLz7YcW84kWV3Hx0VHDR9nwryd/j6cqe7tTKi3E+6Od1bvk1KK11cc4VR8Bj4uOj4b3lwCJCHuIqWKbN566y3c3d1Zt24drVq1Kus6iXvYjh1X6NBhQWVXQ5SQk70tLcK8aBFmvVFrenYuUQl6ouLNwdOZv4Ony6lZJOmNJOmN7I5JKXQ9d0c7At0dCPZwJNDDgSAPR/Njd0eCPBzwd3PAzqZig5BPPz3Aq692LDJv/vYYfjp0BRuthk+HNZPVtIW4y5QqSIqOjubxxx+XAEmUufr1vbGx0ZB/+3uKikrk5mBnWYfpegZjHmcT9UQnGbjw98Dw88kGYpIzSdIbScvKJS0rl5NxGUVeV6sBP1cHAtwd8HXV4eNij4+LDm9ne3xcdfi4XEtzd7Qr9QbAmTnXhgkEBhZ9u/fgxau8vfYEAG/eV5821/WwCSHuDqUKkkJCQsiXTzFRDjw9HUhKehZPzzcruyqiHDjrbGlczYPG1TwK5emNeVxJzeJyahaxqdlcSc3iSlqW+WtqNnFp2eTkmyy38W7GVqvBuyCI+juQcne0w83RzvzVwRb3vx+7O9lZHjva2fDO38EPQK9e1Yu8/oQfDpFngvsbB/JEh6LLCCHubKUKkp566inmzJnDO++8g5eX181PEOIW2NnJbvb3IhedLXX8Xanj71pkvsmkSDIYiU3NJjYt23LbLlmfY/U1UW8kIzuPPJMiPt1IfLrxluphZ6PBmHVtLzwXl6IHml9KySbU35MZDzQqdY+VEKJqK1WQNHToULZt20aHDh34z3/+Q5MmTYodHR4aGnpbFRRC3Dv+Odm2IPhQSqHRgK+LDj9XB5qEmNMKims018qaTApjXj7J+hyuZuZagqmkdCPp2bmkG3NJz84nLSuXVEMOaZm5ZGTnkm40B1a5+QpV3JS969hoNXz0aLM7eqkDIcRNqFLQaDRKq9VavhZ32NjYlObyd4y0tDQFqLS0tMquyh0nNzdXrVmzRq1Zs0bl5uZa5W3ffkG1bPmGgieUXp9lSZ84cYtydf1QvfHGZktaXl6+cnH5QLm4fKCSkzMt6TNm7FTOzh+oF15Yb3VtT8+PlbPzB+rixXRL2gcf7FVOTnPUmDHrrMoGB3+unJzmqFOnki1pX355SDk6zlGPPPKzVdmaNb9SDg5z1P79cZa0b789phwc5qgBA1ZalY2ImKd0uvfVli0XLWkrV55W9vbvq27dllqVbd16kbK3f1/99lu0Je3XX88pO7v3VOvWi6zKRkZ+r2xt31MrV562pG3efFHZ2r6nIiLmWZXt02e5srGZrRYtOmZJ27s3Vmm1s1VY2BdWZYcMWaW02tnqiy8OWtKOH09SGs0s5e39iVXZESPWKpil3ntvjyXt/Pk0BbOUg8Mcq7Jjx/6mYJZ6663tlrSkpEwFsxTMUvn5Jkv6+PF/KZilXn99kyUtMzPHUjY93WhJ/89/tiiYpcaN+9Pq9TQac9m4OL0l7Z13diqYpZ544ldlMpmUPjtXXb6aqeBdZR/wf6p6z/9Ytc9sY45q/uS7ynfoZDXxx4NKCHFnKunnd6l6kkaOHCndy+K22Nracv/99xeZ5+3tzOHDvoCX1dISRmM+GRk5GI3Wa2/p9bmFrpGTk4/BkIvRaD12zmDIJScn36rHIi/PRGZmHjn/2JojMzOPzMw8ru/cyMszkZVVuKzRmE92tnXZ/HxFdnbhsjk5+RiN+VZlTSZFTk4+ubkmq7K5uaZC9VVKkZtrIu//27v3uKjq/H/gr2FuDMNNVK4KKiiQoQUki5i6yddbF3VpS6Mk8tK6WqmZ6e664Ipp2vpr1dK1Nm3NSz1qzdsmsamoLangg81bbhokZGByZ4BxLuf3h+vUxIwODMzhOK/n4zGPx8z5fDjnfY5v5e05n/l8jNZ3O4xGM4xGc6u+N7f/lNl8Iz7hZ3duzGYBZvPPt93Y/vMZ1QSh9Z0fKZPJZNCqFTdeWk/oKvtCPyQMcvmPj393/6cCVd3vRlCYAvP+L1bEaInIFdo9mSRxMsnOVFvbgmvXmhEZ6W8pyKuqmlFbq4efnwo9engBuPFLuqTkxoSmERG+kP/v6+E1NS2oqWmBj48KPXt6WfZbUlILAOjd2xeK/81nU1enR3V1M7y9rftevlwPs1lAWJi3ZZxUQ8N1VFc3w8tLadW3vLwBJpMZwcFaqNU3CrvGxuuorm6Bp6ccgYE/fkPqypVGmExmBAZ6Wfo2NRlQVdUMtdq6b2WlDgaDGT16aODpeaNvS4sRVVXNUCo9rPr+8EMTrl83ISDAE5r/zTek1xtRVdUChUJm1beqqhnXr5vg56eGl9fN2aRNuHatGR4eMgQF/di3pqYFer0Jvr4qS1+j0YyqqmbIZLDab12dHi0tRnh7K6H93zpvJtONvoB134aG62hpMcLLS2HpazYLlr49emgsf/aNjTf6ajQ/9hUEAdXVNwZwBwR4Wvo2NRnQ3GyEp6fc0hcAqqtv7Nff3xMeHjf6Njff6KtSya3GHl2p1OEXrx6Eh8oD//njaPh5KaHTGzHytcP4oUGP34+PxYzh/UBE0tTpM24TiyRnGAwGbNu2DQCQnp7ealkSe21ErmAwGBA75feobTZg95qXkRIdjDV5/8VfPj0Pz2//jQVjovH01KeYm0QS5ZIiqaKiAv/4xz/w1VdfQafT4W9/+xsA4IcffkBJSQni4uKg0Wjau/suj0VS+3FZEurKfpqD6w6cxqSkSIz682E06ZpQ9v8eBcDcJJKyTl2WBADefPNNvPjii9Drb3y9ViaTWYqkq1evIjk5GRs3bsSMGTPaewgiItF9crYCp75vRovBjMSIbigTOyAicpl2ze+/d+9ezJkzB3FxcdizZw9mzZpl1T5w4EAMGjQIH3/8cUfESEQkmtPldTj41VWoFB74/UMcrE3kTtp1J2n16tUIDw/HoUOHoNVqUVRU1KpPXFwcjh496nSARERiUspl8FIr8OqjgxATzMfqRO6kXUVScXExnnrqqVs+jw8LC0NlZWW7AyMi6gqO/y4VPj5aqBVy6HQ6scMhIhdq1+M2s9l82291XL16FWq1ul1BERF1FRqVHGoFl8ohckftKpKio6Nv+SjNaDTiyJEjiIuLa3dgRERERGJq1+O29PR0LFiwAEuXLkVWVpZVm8lkwoIFC/DNN9/g5Zdf7pAg6c6jVqvxwQcfWN472kbkCvZykLlJ5F4cnidJLpcjOzsbS5YsgcFgwOjRo3HkyBFERkbC09MTZ8+eRVpaGgoLC1FaWorRo0fjk08+uaOXL+E8SURERNLj6O9vhx+3CcKP6zwplUrk5uZi0aJFqKqqwpkzZyAIAj788ENUV1fj5Zdfxp49e+7oAomIiIjubO2eTFKlUmH58uXIycnBhQsXUF1dDV9fX8TGxlotCElki9FoxK5duwAAkyZNslrI9lZtRK5gLweZm0Tuxem/4TKZDDExMR0RC7kRvV6Pxx57DMCN5R1++svmVm1ErmAvB5mbRO6lTd9u4+MzIiIichdtKpKys7Mhl8sdfvF/WURERCRVbapifH194e/v30mhEBEREXUdbbqTNG/ePJSUlLTp1RkaGhowd+5cREREQKPRYOjQoTh58qSl/emnn4ZMJrN6jR071mof1dXVSE9PtxR+06ZNQ2NjY6fES0RERNIjyedh06dPx5kzZ7B161aEhobivffeQ2pqKs6dO4ewsDAAwNixY7F582bLz/x84rf09HR8//33yMvLg8FgQGZmJmbOnInt27e79FyIiIioa2rXsiRiam5uxkcffYRVq1Zh+PDhiIqKQnZ2NqKiorBhwwZLP7VajeDgYMurW7dulrbz58/jwIEDePvtt5GUlIRhw4Zh3bp12LlzJ65cuSLGaREREVEXI7k7SUajESaTCZ6enlbbNRoNjh07Zvl8+PBhBAYGolu3bnjggQeQk5OD7t27AwAKCgrg7++PxMRES//U1FR4eHjg+PHjmDRpks1j6/V66PV6y+f6+vqOPDW3olKpLHf6VCqVw21ErmAvB5mbRO5FckWSj48PkpOTsWzZMsTGxiIoKAg7duxAQUEBoqKiANx41ParX/0Kffv2xaVLl/C73/0O48aNQ0FBAeRyOSoqKhAYGGi1X4VCgYCAAFRUVNg99ooVK7B06dJOPT93oVQq8fTTT7e5jcgV7OUgc5PIvThcJJnN5s6Mo022bt2KZ555BmFhYZDL5YiPj8eUKVNQVFQEAJg8ebKlb1xcHAYNGoTIyEgcPnwYo0aNavdxFy9ejPnz51s+19fXo3fv3u0/ESIiIuqyJDcmCQAiIyORn5+PxsZGlJWV4cSJEzAYDOjXr5/N/v369UOPHj1w8eJFAEBwcDCuXr1q1cdoNKK6uhrBwcF2j6tWq+Hr62v1ovYxGo3Yv38/9u/fD6PR6HAbkSvYy0HmJpF7kdzjtp/SarXQarWoqalBbm4uVq1aZbNfeXk5qqqqEBISAgBITk5GbW0tioqKkJCQAAA4ePAgzGYzkpKSXBa/O9Pr9XjooYcA2F6WxF4bkSvYy0HmJpF7keTf8NzcXAiCgOjoaFy8eBEvvfQSYmJikJmZicbGRixduhRpaWkIDg7GpUuXsHDhQkRFRWHMmDEAgNjYWIwdOxYzZszAxo0bYTAYMGfOHEyePBmhoaEinx0RERF1BZJ83FZXV4fZs2cjJiYGU6dOxbBhw5CbmwulUgm5XI4vv/wSjzzyCAYMGIBp06YhISEBR48etZoradu2bYiJicGoUaMwfvx4DBs2DJs2bRLxrIiIiKgrkQmCIIgdhFTV19fDz88PdXV1HJ/URjqdDt7e3gBuPLbQarUOtRG5gr0cZG4S3Rkc/f0tyTtJRERERJ2NRRIRERGRDSySiIiIiGyQ5LfbSPpUKhXWr19vee9oG5Er2MtB5iaRe+HAbSdw4DYREZH0cOA2ERERkRP4uI1EYTKZcPToUQDA/fffD7lc7lAbkSvYy0HmJpF74eM2J/BxW/txniTqyjhPEtGdjY/biIiIiJzAIomIiIjIBhZJRERERDawSCIiIiKygUUSERERkQ0skoiIiIhs4DxJJAqlUolVq1ZZ3jvaRuQK9nKQuUnkXjhPkhM4TxIREZH0cJ4kIiIiIifwcRuJwmQy4dSpUwCA+Pj4VsuS2GsjcgV7OcjcJHIvfNzmBD5uaz8uS0JdGZclIbqz8XEbERERkRNYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENnCeJRKFUKpGVlWV572gbkSvYy0HmJpF74TxJTuA8SURERNLDeZKIiIiInMDHbSQKs9mM8+fPAwBiY2Ph4eHhUBuRK9jLQeYmkXvh4zYn8HFb+3FZEurKuCwJ0Z2Nj9uIiIiInMAiiYiIiMgGFklERERENkiySGpoaMDcuXMREREBjUaDoUOH4uTJkwAAg8GAl19+GXFxcdBqtQgNDcXUqVNx5coVq3306dMHMpnM6rVy5UoxToeIiIi6IEl+u2369Ok4c+YMtm7ditDQULz33ntITU3FuXPn4O3tjVOnTmHJkiUYPHgwampq8MILL+CRRx5BYWGh1X7+9Kc/YcaMGZbPPj4+rj4VIiIi6qIkVyQ1Nzfjo48+wu7duzF8+HAAQHZ2Nvbu3YsNGzYgJycHeXl5Vj+zfv16DBkyBJcvX0Z4eLhlu4+PD4KDg10aPxEREUmD5Ioko9EIk8kET09Pq+0ajQbHjh2z+TN1dXWQyWTw9/e32r5y5UosW7YM4eHheOKJJzBv3jwoFPYviV6vh16vt3yur69v/4m4OaVSiQULFljeO9pG5Ar2cpC5SeReJDlP0tChQ6FSqbB9+3YEBQVhx44dyMjIQFRUFC5cuGDVt6WlBSkpKYiJicG2bdss29esWYP4+HgEBATg3//+NxYvXozMzEysWbPG7nGzs7OxdOnSVts5TxIREZF0ODpPkiSLpEuXLuGZZ57BkSNHIJfLER8fjwEDBqCoqMgyGy5wYxB3WloaysvLcfjw4VteiHfeeQfPPvssGhsboVarbfaxdSepd+/eLJKIiIgk5I6eTDIyMhL5+flobGxEWVkZTpw4AYPBgH79+ln6GAwGPPbYY/j222+Rl5d32yImKSkJRqMRpaWldvuo1Wr4+vpavah9zGYzSktLUVpaCrPZ7HAbkSvYy0HmJpF7kdyYpJ/SarXQarWoqalBbm4uVq1aBeDHAunrr7/GoUOH0L1799vuq7i4GB4eHggMDOzssAk3BuD37dsXQOvlHW7VRuQK9nKQuUnkXiRZJOXm5kIQBERHR+PixYt46aWXEBMTg8zMTBgMBjz66KM4deoU9u3bB5PJhIqKCgBAQEAAVCoVCgoKcPz4cfzyl7+Ej48PCgoKMG/ePDz55JPo1q2byGdHREREXYEki6S6ujosXrwY5eXlCAgIQFpaGpYvXw6lUonS0lLs2bMHAHDPPfdY/dyhQ4cwcuRIqNVq7Ny5E9nZ2dDr9ejbty/mzZuH+fPni3A2RERE1BVJcuB2V+HowC9q7VarqXOldRKbvRxkbhLdGe7ogdtEREREnY1FEhEREZENLJKIiIiIbJDkwG2SPoVCgd/+9reW9462EbmCvRxkbhK5Fw7cdgIHbhMREUkPB24TEREROYH3i0kUgiDg2rVrAIAePXpAJpM51EbkCvZykLlJ5F5YJJEompqaLEvA/Hy+mVu1EbmCvRxkbhK5Fz5uIyIiIrKBRRIRERGRDSySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCkASBQKhQIZGRmW9462EbmCvRxkbhK5Fy5L4gQuS0JERCQ9XJaEiIiIyAm8X0yiEAQBTU1NAAAvL69Wy5LYayNyBXs5yNwkci+8k0SiaGpqgre3N7y9vS2/dBxpI3IFeznI3CRyLyySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2cJ4kEoVcLsejjz5qee9oG5Er2MtB5iaRe+GyJE7gsiRERETSw2VJiIiIiJzAIomIiIjIBhZJJAqdTgeZTAaZTAadTudwG5Er2MtB5iaRe2GRRERERGQDiyQiIiIiG1gkEREREdkgySKpoaEBc+fORUREBDQaDYYOHYqTJ09a2gVBwB//+EeEhIRAo9EgNTUVX3/9tdU+qqurkZ6eDl9fX/j7+2PatGlobGx09akQERFRFyXJImn69OnIy8vD1q1bcfr0aYwePRqpqan47rvvAACrVq3C2rVrsXHjRhw/fhxarRZjxoxBS0uLZR/p6ek4e/Ys8vLysG/fPhw5cgQzZ84U65SIiIioi5HcZJLNzc3w8fHB7t278eCDD1q2JyQkYNy4cVi2bBlCQ0Px4osvYsGCBQCAuro6BAUFYcuWLZg8eTLOnz+Pu+66CydPnkRiYiIA4MCBAxg/fjzKy8sRGhrqUCycTLL9dDodvL29AQCNjY3QarUOtRG5gr0cZG4S3Rkc/f0tuWVJjEYjTCYTPD09rbZrNBocO3YMJSUlqKioQGpqqqXNz88PSUlJKCgowOTJk1FQUAB/f39LgQQAqamp8PDwwPHjxzFp0iSbx9br9dDr9ZbP9fX1HXx27kMul2P8+PGW9462EbmCvRxkbhK5F8kVST4+PkhOTsayZcsQGxuLoKAg7NixAwUFBYiKikJFRQUAICgoyOrngoKCLG0VFRUIDAy0alcoFAgICLD0sWXFihVYunRpB5+Re/L09MT+/fvb3EbkCvZykLlJ5F4kOSZp69atEAQBYWFhUKvVWLt2LaZMmQIPj849ncWLF6Ours7yKisr69TjERERkXgkWSRFRkYiPz8fjY2NKCsrw4kTJ2AwGNCvXz8EBwcDACorK61+prKy0tIWHByMq1evWrUbjUZUV1db+tiiVqvh6+tr9SIiIqI7kySLpJu0Wi1CQkJQU1OD3NxcTJgwAX379kVwcDA+++wzS7/6+nocP34cycnJAIDk5GTU1taiqKjI0ufgwYMwm81ISkpy+Xm4I51OB61WC61Wa3NZEnttRK5gLweZm0TuRXJjkgAgNzcXgiAgOjoaFy9exEsvvYSYmBhkZmZCJpNh7ty5yMnJQf/+/dG3b18sWbIEoaGhmDhxIgAgNjYWY8eOxYwZM7Bx40YYDAbMmTMHkydPdvibbeS8pqamdrURuYK9HGRuErkPSRZJdXV1WLx4McrLyxEQEIC0tDQsX74cSqUSALBw4ULodDrMnDkTtbW1GDZsGA4cOGD1jbht27Zhzpw5GDVqFDw8PJCWloa1a9eKdUpERETUxUhunqSuhPMktR/nSaKujPMkEd3ZHP39LekxSURERESdhUUSERERkQ0skoiIiIhskOTAbZI+Dw8PjBgxwvLe0TYiV7CXg8xNIvfCgdtO4MBtIiIi6eHAbSIiIiInsEgiIiIisoFFEolCp9OhZ8+e6Nmzp81lSey1EbmCvRxkbhK5Fw7cJtFcu3atXW1ErmAvB5mbRO6Dd5KIiIiIbOCdJCfc/GJgfX29yJFIz08fVdTX18NkMjnURuQK9nKQuUl0Z7j5e/t2X/DnFABO+OabbxAZGSl2GERERNQOZWVl6NWrl9123klyQkBAAADg8uXL8PPzEzka6amvr0fv3r1RVlbGeabagdfPebyGzuH1cx6voXPae/0EQUBDQwNCQ0Nv2Y9FkhNuzrjr5+fH5HaCr68vr58TeP2cx2voHF4/5/EaOqc918+RmxscuE1ERERkA4skIiIiIhtYJDlBrVYjKysLarVa7FAkidfPObx+zuM1dA6vn/N4DZ3T2deP324jIiIisoF3koiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiqZ3eeOMN9OnTB56enkhKSsKJEyfEDkkyjhw5gocffhihoaGQyWT4+OOPxQ5JUlasWIH77rsPPj4+CAwMxMSJE3HhwgWxw5KUDRs2YNCgQZYJ6JKTk/HJJ5+IHZZkrVy5EjKZDHPnzhU7FEnIzs6GTCazesXExIgdluR89913ePLJJ9G9e3doNBrExcWhsLCwQ4/BIqkd3n//fcyfPx9ZWVk4deoUBg8ejDFjxuDq1atihyYJOp0OgwcPxhtvvCF2KJKUn5+P2bNn44svvkBeXh4MBgNGjx5ttfgq3VqvXr2wcuVKFBUVobCwEA888AAmTJiAs2fPih2a5Jw8eRJ//etfMWjQILFDkZSBAwfi+++/t7yOHTsmdkiSUlNTg5SUFCiVSnzyySc4d+4c/vznP6Nbt24dehxOAdAOSUlJuO+++7B+/XoAgNlsRu/evfHcc89h0aJFIkcnLTKZDLt27cLEiRPFDkWyfvjhBwQGBiI/Px/Dhw8XOxzJCggIwOrVqzFt2jSxQ5GMxsZGxMfH480330ROTg7uuecevP7662KH1eVlZ2fj448/RnFxsdihSNaiRYvw+eef4+jRo516HN5JaqPr16+jqKgIqamplm0eHh5ITU1FQUGBiJGRu6qrqwPw44LL1DYmkwk7d+6ETqdDcnKy2OFIyuzZs/Hggw9a/XtIjvn6668RGhqKfv36IT09HZcvXxY7JEnZs2cPEhMT8etf/xqBgYG499578dZbb3X4cVgktdG1a9dgMpkQFBRktT0oKAgVFRUiRUXuymw2Y+7cuUhJScHdd98tdjiScvr0aXh7e0OtVuM3v/kNdu3ahbvuukvssCRj586dOHXqFFasWCF2KJKTlJSELVu24MCBA9iwYQNKSkpw//33o6GhQezQJOObb77Bhg0b0L9/f+Tm5mLWrFl4/vnn8e6773bocRQdujcicqnZs2fjzJkzHM/QDtHR0SguLkZdXR0+/PBDZGRkID8/n4WSA8rKyvDCCy8gLy8Pnp6eYocjOePGjbO8HzRoEJKSkhAREYEPPviAj3sdZDabkZiYiFdeeQUAcO+99+LMmTPYuHEjMjIyOuw4vJPURj169IBcLkdlZaXV9srKSgQHB4sUFbmjOXPmYN++fTh06BB69eoldjiSo1KpEBUVhYSEBKxYsQKDBw/GX/7yF7HDkoSioiJcvXoV8fHxUCgUUCgUyM/Px9q1a6FQKGAymcQOUVL8/f0xYMAAXLx4UexQJCMkJKTVf2hiY2M7/LEli6Q2UqlUSEhIwGeffWbZZjab8dlnn3E8A7mEIAiYM2cOdu3ahYMHD6Jv375ih3RHMJvN0Ov1YochCaNGjcLp06dRXFxseSUmJiI9PR3FxcWQy+VihygpjY2NuHTpEkJCQsQORTJSUlJaTX3y3//+FxERER16HD5ua4f58+cjIyMDiYmJGDJkCF5//XXodDpkZmaKHZokNDY2Wv2PqaSkBMXFxQgICEB4eLiIkUnD7NmzsX37duzevRs+Pj6WsXB+fn7QaDQiRycNixcvxrhx4xAeHo6GhgZs374dhw8fRm5urtihSYKPj0+rMXBarRbdu3fn2DgHLFiwAA8//DAiIiJw5coVZGVlQS6XY8qUKWKHJhnz5s3D0KFD8corr+Cxxx7DiRMnsGnTJmzatKljDyRQu6xbt04IDw8XVCqVMGTIEOGLL74QOyTJOHTokACg1SsjI0Ps0CTB1rUDIGzevFns0CTjmWeeESIiIgSVSiX07NlTGDVqlPDpp5+KHZakjRgxQnjhhRfEDkMSHn/8cSEkJERQqVRCWFiY8PjjjwsXL14UOyzJ2bt3r3D33XcLarVaiImJETZt2tThx+A8SUREREQ2cEwSERERkQ0skoiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiiYiIiMgGFklERERENrBIIiIiIrKBRRIRdVkjR46ETCYTOwyHCYKAhIQEjB492mp7R5/Hv/71L8hkMvzzn//ssH0SUWtcu42IXKKtRYIUFwP4+9//jlOnTqGgoKBTj5Oamophw4Zh4cKFGDNmDBeUJeokLJKIyCWysrJabXv99ddRV1dnsw24UXQ0NTV1dmgdwmw2Izs7G/fffz9+8YtfdPrxFi5ciEceeQQ7d+5Eenp6px+PyB1x7TYiEk2fPn3w7bffSvKu0c/t378fDz30EN566y1Mnz7dqm3kyJHIz8/v0PM0GAwIDQ1FTEwMjh492mH7JaIfcUwSEXVZtsbybNmyBTKZDFu2bMHevXuRlJQELy8vhIWFYcmSJTCbzQCAd999F4MHD4ZGo0F4eDhWr15t8xiCIOCdd95BSkoKfH194eXlhcTERLzzzjttinXz5s2QyWRIS0uz28dgMCA7Oxt9+vSBWq3GgAED8Oabb7bql52dDZlMhsOHD2PLli2Ij4+Hl5cXRo4caemjVCoxceJEHDt2DBcvXmxTrETkGD5uIyJJ2rVrFz799FNMnDgRKSkp2L9/P3JyciAIAvz8/JCTk4MJEyZg5MiR+Oijj7Bw4UIEBQVh6tSpln0IgoD09HTs2LED/fv3xxNPPAGVSoW8vDxMmzYN586dw2uvvXbbWARBwKFDhxAdHY1u3brZ7TdlyhScOHEC48aNg1wuxwcffIDZs2dDqVRixowZrfqvXr0ahw4dwoQJEzB69OhWY4+Sk5Px9ttv4+DBg4iKimrD1SMihwhERCKJiIgQbvXP0IgRI1q1b968WQAgKJVK4cSJE5bt9fX1QmBgoODl5SUEBwcLly5dsrRdvnxZUKlUQlxcnNW+Nm3aJAAQMjMzhevXr1u26/V64eGHHxYACIWFhbc9j7NnzwoAhPT09FueR1JSklBXV2fZ/tVXXwkKhUKIjo626p+VlSUAELRarfDll1/aPe5//vMfAYAwderU28ZIRG3Hx21EJElPPvkk7rvvPstnHx8fPPTQQ2hqasKsWbPQr18/S1vv3r0xbNgwnDt3Dkaj0bJ9/fr10Gq1eOONN6BUKi3bVSoVli9fDgDYsWPHbWMpLy8HAAQFBd2y34oVK+Dr62v5HB0djZSUFFy4cAENDQ2t+s+cORNxcXF293fzeDePT0Qdi4/biEiS7rnnnlbbQkJCbtlmMplQWVmJsLAwNDU14fTp0wgNDcWrr77aqr/BYAAAfPXVV7eNpaqqCgDg7+9/y34JCQmttvXq1QsAUFtbCx8fH6u2IUOG3HJ/AQEBAIBr167dNkYiajsWSUQkST+9I3OTQqG4bdvN4qempgaCIOC7777D0qVL7R5Hp9PdNhaNRgMAaGlpaXfMJpOpVdvt7kw1NzcDALy8vG4bIxG1HYskInJLNwuWhIQEFBYWOrWvnj17AgCqq6udjuunbjcB583j3Tw+EXUsjkkiIrfk4+OD2NhYnD9/HrW1tU7ta+DAgfDw8MCFCxc6JjgH3TzercYtEVH7sUgiIrf1/PPPo6mpCTNmzLD5WK2kpASlpaW33Y+/vz8GDRqEwsJCyzxNrnD8+HEAwIgRI1x2TCJ3wiKJiNzWs88+i4yMDHz44Yfo378/pk6dikWLFiEzMxPJycmIjIzEF1984dC+Jk2ahIaGBof7d4S8vDx069YNw4cPd9kxidwJiyQicls3Z+5+//33MXDgQOzbtw9r1qxBXl4ePD098dprryE1NdWhfU2fPh0KhQLvvfdeJ0d9Q2lpKT7//HNkZGTA09PTJcckcjdcu42IqIM89dRT2L9/P7799ttWX+fvaH/4wx+watUqnD9/HpGRkZ16LCJ3xTtJREQdJCcnB83NzVi3bl2nHqempgbr1q3DrFmzWCARdSJOAUBE1EEiIiLw7rvvorKyslOPU1JSgnnz5uG5557r1OMQuTs+biMiIiKygY/biIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENLJKIiIiIbPj/1OVGvi28ZRMAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2078,7 +2016,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2088,7 +2026,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2098,7 +2036,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2108,7 +2046,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2118,7 +2056,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2128,7 +2066,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2138,7 +2076,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2148,7 +2086,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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mmz+NTcURLacHl+pGOs5SCv+9EivlpbTzRVpGJT8MPwed22Sxu5MlvLyQy5ogC5A5t9zd/Gbu1XWw/l1ct+4HasZZLLhn0A2TTm6KeSGTfFksNhT7Q/z1118lmp7NQfV1pDYc5iAXXEVvjOaqRNMNurR6RFWJdMzWrVtX7ie8jz/+mK0/FIvz66+/YtWqVXrrnemFTYproCdJujneK5KTk/XWB3OxAbSflYkUZ0AxTuZiXej4mJtPVhhyL1GcB7mSqhpJ0NA5f+HCBb1ViOjSpQsLH4oRKin+Jy0tjV0ntJ65GCc6zlVh+aFjSFDsiznoPGjTpg3fgKU4tJoAWdWkhztTd420n1JskuHvVBIr9+I3Y85yRJZUqsFVkWN/L6+DD97Fdet+QAigOgAV56IgxiNHjpRpfSoIR2Zu+lFRITJzT1l086WLvhTYR7z44otcuI8uLmQ1MGTt2rXYtGlTufddumGQFcswJof2idx6NeVHSyKT3BsUKEoBrOb85XQDJxO54YWOrD3ke6c4FLoIUewIuZxmzZrF65MbjJ78JOjJkr4fCgodN25csSJlJFgNXWkVJSgoiL9Lsm6YFlejGw5ZqCpbAJHrh26wdB4Z9rGjz0rHoyQrDK1P5yMF5xoW1ZOg84bE/L2wmknnJ1lK6VyU3F8ECUd6KKAb36FDh9gNYeqmo/0ndxfdyH/55RejZeQGnTNnDqoCqXgkWZukG7kpVCSQoPPbnOigz3/s2DEuwFqV0LlhGOdD3zcFktM5QSLU8JhTCAAJFPqtvfHGG3y+mULHQIrFKw9SMsFXX31l5JIi9+WUKVNKFDiShaq0WLt7dR0cWcHr1n1DdaehCe5dGvyduFMhRCoMR8upyBmlO1PxMkorp2mp8Nnly5eN3kd1YaSUTUqbpXpCtD69fuWVV8qdBk91XaieDC2jInKUYtu7d29OfaaCXSUVxyspLdT0WNExqEjaqTmooJhUaJGKntG+UU0bSj+n+VLRQapTQlANHyo1QPNWrlxptC2VSsU1TGjZyy+/bLSMipJJdXEo1Zdq8lD9EjoupRVCLOlYlJSGS8URaT7VdaJt0N+QavVQDZXKLl1AabaUZiwVX6TzjdKV6VhSrRIpjdi0mByl70p1q2hfqeglnSdUjoHeR++nZYbFEMuS9l0WqOaLUqnUf2bDlHjif//7n34ZFaw0h1RXS/rN0HGW6nU99thjJZ6rlZkGT1DxQXofpffTPlBdGBpMPw+liEv1d6hQJR17+myUPm5Yz6oyfmslfU+GhRDpmNHvgM4VOmek3xTtD5X+MOXChQtc3I/WoWsL/W7oM4waNYoLBdJxp6KI5T2mVPNKui7SsaF9oRITdK2i+j9UXNDcbz02NlZ/jtL3PnXqVD7uP/744z2/DlbkunU/IQTQfURlCiCpBgRVC6WaP3RBoAs9FSujuhBUKGzjxo18ozZl8+bNXMiPfkxU14V+UFQ7pLSbTmkXQapLRD9GqpVDxdTo5k+F0ehv36n+RVUKIKnODRUbpLoldKzoZkEXYrqQUFHDnTt36o+tVEzQtNquBN1MJUFAx9q0XsmiRYtYXDo4OPBxoc9ElWepGFt5jkVJF3cqkkaVw6keEX2PJK7oe5W2X9kCiKDvg276dMzoZkJF66jQIRWwkyrqllS0cNu2bXyekHiic5VuGFLVazqPqaZOZQsgqfaPuQKHBNV8kY4HfV8lQbVs6HdC+0zHmopdUjV3+g6qSgBRTaVnn32Wb7CGos4UEqrPPPMMf16qeUTig76bwYMHc+0nuqFWlQCiY0AilGoMUd0uOmfoWkUiwrDOlLkHPHpYIwFFx5w+L9XWot8Tbevw4cMVOqZUEJJ+g7QtOjZ0jKiuF/09+p2bE0BSHSwSMnSNkyptm14X7sV1sLzXrfsNC/qnuq1QAoFAcKc0bMr0ogBQctHUlCBcQfVAblkq80EuxpJ6wwkEd0JcRQQCQY2AYjbMxUFQIDg136S4Cop3EOJHIBBUBiINXiAQ1AgoAJPSyqkeCQVhU2YUdd4+deoUB35SkDRVpBYIBILKQAgggUBQI6AaOlSL5N9//+U2BJQZRdlxlH5NWYmU7VXRqs0CgUBgSo2LAZo/fz6n+hlCRc4ohZV8/1RYjNIs6cmQUjepcBw9FRr2Z6Flzz//PJeep8qlZDb/6KOPzNYzEQgEAoFAUPeokYqAqggbNhGUhAvVA6Fh8eLFXJafYgOee+45nkf9rggqKkaNE6kcOTVvk2owUCXNhQsXVttnEggEAoFAUHOokRYgKphXUtVMU6igFXUfpwBKEkpUBI4KyZEoknq9UBEnKnpFMQZS1U2BQCAQCAR1lxppAaKeKVR6nZrIUYNAcl+V1FmaSslTsKRkJaJqx61btzZqdDd48GB2iVGGCVXRNQcFWRpW2KSME3K5UQuJO3WZFggEAoFAUDMguw5V+SYdUVrWaI0TQNSripoaUtwPua8oHqhXr17cZ8e0CRy1d6D4HypvbljG3LTLr/S6tKaCJLJMY48EAoFAIBDUTqidk2Ez3BrvAjOFMkGod8uSJUu4g69Eeno6991xdXXlPj8U40OQGKLYoJ07d+rXzc7O5h5L1G1Zav52JwsQWZbI6kQHUOrkLCgb1DNmz549PE3NIQ2Dz0tbJhBUBSWdg+LcFAjuD0gfUKd70g+GCVKm1PhfOHVIppog165d088j0xZ1xSaLEDXdlMQPQcHP1NjNEKlhJy0rCSsrKx5MIfEjBFD5oHgsauJJZGZmsvgsyzKBoCoo6RwU56ZAcH9xp/CVGl9SlS5E169fh4+Pj17ZDRo0iIOZyfJDcUKGUMwQdYSOj4/Xz9u9ezeLGMocEwgEAoFAIKhxAogKof3333+4desWp7GPHj0acrkcjzzyiF780JPaihUr+DXF9dBA6e8ELSeh89hjj+Hs2bPsCnvnnXcwY8YMsxYegUAgEAgEdY8a5wKLjIxksZOUlMSFDnv27ImjR4/yNDW9O3bsGK9HjRFNmyUGBgayWNqyZQtnfZE1iMzYVAjxvffeq6ZPJBAIBAKBoKZR4wTQ2rVrS1zWt29fTm+7ExQ0TQHPAoFAIBCUB/ImqNXq6t4NQSlQ3C8ZO+47ASQQCAQCQVVDD9cUTkGZQ4KaDyVIUWLT3dTpEwJIIBAIBHUeSfx4enpy011RALfmClUqbSMlOkkJUhVBCCBBpUMZel9++aV+uqzLBIKqoKRzUJybddvtJYkfqv4vqNnY2NjwmEQQfWcVdYfV+EKI1QVlmFEBJanVhkAgEAjuT3Jzc/WJNNLNVVCzycnJ4WzxBg0aFCuHU9b7d41LgxcIBAKBoDoQbq+69V0JF5jgnpiTDxw4wNPUx83QPFnaMoGgKijpHBTnpkBQtxACSHBPzMn9+vUz21KgtGUCQVVQ0jkozk2BoDjkFnz55Zd5uN8QLjCBQCAQCGopU6dOZXfQxx9/bDR/06ZNNcal9+GHH6JHjx6cXUfp6zUFIYAEAoFAIKjFUBDwokWLkJKSgpqISqXCuHHjuENDTUIIIIFAIBAIajEDBw7kooAfffRRqett2LABLVu25L6YgYGB+Oyzz4yWU1r58OHDOROOsqtWr15dbBtULmDatGncnooyrPr37899N0tjwYIFeOWVV9C6dWvUJEQMkEAgEAgEJlCFmBy1rsl2VWOjlJfLfUUB+wsXLsSkSZMwc+ZM+Pn5FVvn5MmTGD9+PObPn48JEyZws/Hp06dz3SNyoxE0jo6Oxt69e7ndBG1LKjgoQZYcEkjbt2/nVPPly5djwIABCAsLg6urK2oTQgAJBAKBQGACiZ8W83ZWy9++9N5g2FqW7/Y8evRotGvXDu+++y5WrFhRbPmSJUtYqMydO5dfBwUF4dKlS/j0009Z+JCAIVETEhKCzp078zq0nebNm+u3cfDgQV5OooisSMTixYs53mj9+vV45plnUJsQLjCBQCAQCO4DKA5o1apVuHz5crFlNC84ONhoXnBwMK5evcolIGi5QqFAx44d9cubNWtmFLRMri7KkCSrkb29vX6gIpLXr19HbUNYgASVDplOP/nkE/10WZcJBFVBSeegODcFpm4ossRU19+uCL1798bgwYMxZ84cvVurMsnMzOTeW/v27Su2rCZld5UVIYAElQ71UXrttdfKvUwgqApKOgfFuSkwhGJwyuuGqglQOjy5wpo2bWo0n1xZhw4dMpp36NAhdoVRDBFZezQaDccKSS6w0NBQDnqW6NChAzeNJUsRBVHXdoQLTCAQCASC+wTKtJo8eTI+//xzo/mzZs3Cnj178P7773O8z6pVq7j57+zZs3k5CaYhQ4bg2WefxbFjx1gIUbaXYW80yjbr3r07Ro0ahV27dnEvLgqmfvvtt3HixIkS9yk8PBxnzpzhMbnbaJoGsihVJ0IACSodOsGPHz/OA02XdZlAUBWUdA6Kc1Nwv/Dee++hoKDAaB5Zb/744w+sXbsWrVq1wrx583g9Q1fZypUr4evriz59+uDhhx/moGbqtm5oFdu2bRu72p544gm2Hk2cOBG3b9+Gl5dXiftDf6t9+/YcoE2ih6ZpKE00VQWiG3wJiG7wFScrK4sD48y1FChtmUBQFZR0Dopzs+4idYM311lcUPu+M9ENXiAQCAQCgaAEhAASCAQCgUBQ5xACSCAQCAQCQZ1DCCCBQCAQCAR1DiGABAKBQCAQ1DmEABIIBAKBQFDnqH1lLgU1HmojQPUepOmyLhMIqoKSzkFxbgoEdQtRB6gERB0ggUAgqBuIOkC1D1EHSCAQCAQCgaACCAEkqHSoBPvFixd5MC3HXtoygaAqKOkcFOemQFAcanq6bNky3I8IASSodHJycrjXDA00XdZlAkFVUNI5KM5NQW2EenlRjy7qAm/Ipk2beH51c+vWLTz11FPsqqLGqo0aNeJYO5VKVd27JgSQQCAQCAS1GYqBWbRoEVJSUlDTuHLlCltUly9fztbVpUuX4ttvv8Vbb71V3bsmBJBAIBAIBLWZgQMHwtvbGx999FGp623YsAEtW7aElZUVu7Y+++wzo+Xx8fEYPnw4W2rIYrN69epi20hNTcW0adPg4eHBAcb9+/fH2bNnS/ybQ4YM4S7zgwYNQsOGDTFixAjMnj0bf/75J6obkQYvEAgEAoEplCCtzq6ev620BcrhvpLL5Vi4cCEmTZqEmTNnws/Pr9g6J0+exPjx4zF//nxMmDABhw8fxvTp0+Hm5sZuNILG0dHR2Lt3L5eCoG2RKDJk3LhxLJC2b9/OmVZk2RkwYADCwsLg6upapv2l7KyyrnsvEQJIIBAIBAJTSPws9K2ev/1WNGBpV663jB49Gu3ateP4mhUrVhRbvmTJEhYqc+fO5ddBQUG4dOkSPv30UxY+JGBI1ISEhKBz5868Dm2nefPm+m0cPHiQl5MoIisSsXjxYo43Wr9+PZ555pk77ue1a9fwxRdf8PuqG+ECEwgEAoHgPoDigFatWoXLly8XW0bzgoODjeYFBwfj6tWryM/P5+UKhQIdO3bUL2/WrBmcnZ31r8nVlZmZyVYje3t7/UD1eK5fv37H/YuKimKXGFmRnn76aVQ3wgIkEAgEAoE5NxRZYqrrb1eA3r17Y/DgwZgzZ47erVWZZGZmwsfHB/v27Su2zFAomYNca/369UOPHj3w3XffoSYgBJCg0iHfMQW5SdNlXSYQVAUlnYPi3BQYQTE45XRD1QQoHZ5cYU2bNjWaT66sQ4cOGc07dOgQu8IohoisPRqNhmOFJBdYaGgoBz1LdOjQAbGxsWwpoiDqskKWHxI/ZF2igGiZrGY4n0QrjBIQrTAEAoGgblCbW2GQpYdECsXhSEyZMgXr1q3jzyXd4k+dOsXCRgqCPnLkCJ5//nl8/fXXemvRgw8+iLi4OHzzzTcscl5++WUWRBRgTdO0LbIyZWRk4JNPPmHxRJadrVu3cgxSp06dzIqfvn37IiAggN1zJLYkKHOtoohWGAKBQCAQCIx47733ilUzJ+vNH3/8gbVr13Kxz3nz5vF6hq4yss74+vqiT58+ePjhhzmo2dPTU7+cCitu27aNRdATTzzBAmjixIm4ffs2vLy8zO7L7t27OfB5z549nJ1GLjRpqG5qnAWI1OmCBQuM5pEpj4opSapv1qxZ/CXm5eWxv5MUrOHBDw8PZ2VLqXwUoPX4449zfQRStGVFWIAqDv3w6Dsg/P39jcydpS0TCKqCks5BcW7WXWqzBaiuklsJFqAaGQNEhZr++ecf/WtD4fLKK6+wuY3Me/QBX3jhBVaqkm+TotmHDRvGpjWqcxATE8PmQPLpkxlPcO+hNgJ0UkpBc3Z2dmVaJhBUBSWdg+LcFAjqFjVSAJHgMecbJDVHdQnWrFnD1Sclkx0Fdx09ehTdunXDrl27uLYBCSiyClEw2Pvvv4833niDrUuWlpbV8IkEAoFAIBDUJGqkjZfqEpAfkspmT548WW+WpmAstVrNZb8lKHKdzNUU0EXQuHXr1kYuMXKTkUmM+pCUBLnTaB3DQSAQCAQCwf1JjRNAXbt2xU8//YQdO3ZwJDr5+Hr16sVR55R+RxYc03oDJHZoGUFj02As6bW0jjkoRohcatJQv379e/L5BAKBQCAQVD81zgVGaXgSbdq0YUFE6XMUvU79R+4VVDjq1Vdf1b8mC5AQQQKBQCAQ3J/UOAuQKWTtoVQ7SqOjuCCVSmVUmImgugVSzBCN6bXpcmlZSVBfE4oWNxwEAoFAIBDcn9R4AUTZGNRjhGoGUBVJyuaiegISVKmSYoS6d+/Or2l8/vx5ow62VIeABE2LFi2q5TMIBAKBQCCoWdQ4FxiVoh8+fDi7vajCJHW2pcqRjzzyCMfmPPXUU+yqcnV1ZVHz4osvsuihDDBi0KBBLHQee+wxrlRJcT/vvPMOZsyYoe9eK7j3WXzTp0/XT5d1mUBQFZR0DopzUyCoW9S4QohUVXL//v1ISkqCh4cHevbsiQ8//BCNGjUyKoT422+/GRVCNHRvUVVKKoRIDduolgcVQqT+KKIQokAgEAhMEYUQ62YhxBongGoKQgAJBAJB3UAIoJKhpqfUB4yGmoToBSaokZCmTkhI4MFUX5e2TCCoCko6B8W5KaiNUC8v6tFFXg5DqDkqza8JjBgxguv1kVCheF4KUaEQl+pGCCBBpZOdnc0N9Gig6bIuEwiqgpLOQXFuCmorJCwWLVqElJQU1ET69evHpWwoaWnDhg2c2DR27Njq3i0hgAQCgUAgqM1QdwSKg6WCvqVB4oN6bVJCUGBgID777DOj5ZQ9TUlIVHOPXEurV68utg0qQzNt2jSO0SX3ErWlOnv2bKl/l3p4UqISJTf16NEDb775Jrevos4O1YlIdRAIBAKBwARyg+Zocqrlb9sobMrlvqJMaWr2PWnSJMycORN+fn7F1qFWUuPHj+eemBMmTOBm4ZT16Obmxm40gsbkmtq7dy+XnKFtGZaUIcaNG8cCafv27Rxns3z5cgwYMABhYWGcnX0nkpOTWViREKK/UZ0IASQQCAQCgQkkfrqu6Votf/vYpGOwVdqW6z2jR4/m5t9UOoaahpuyZMkSFipz587l10FBQdw4/NNPP2XhQwKGRE1ISAg6d+7M69B2qNm4xMGDB3k5iSKprMzixYs53mj9+vV45plnStw/akj+5ZdfsnuZrEFbtmxBdSNcYAKBQCAQ3AdQHNCqVatw+fLlYstoXnBwsNG84OBgbj6en5/Py6lUDBUcNmw2bth7k1xdVJyYrEb29vb6gbKxKK6nNF577TWcPn0au3btYovVlClTqj3ZQFiABAKBQCAw44YiS0x1/e2K0Lt3b66NR70tJbdWZZKZmclZXFRjzxTTJuWmuLu780CWJ7IqUa9NigOSujhUB0IACQQCgUBgAsXglNcNVROgdHhyhTVt2tRoPomOQ4cOGc07dOgQCxKyyJC1R6PRcKyQ5AKjrC3D3psdOnTg7gpkKaIg6opSUFDAYypmXJ0IASSodOjHQdW3pemyLhMIqoKSzkFxbgruB1q3bo3Jkyfj888/N5pPHRRI2Lz//vscBH3kyBGOyaFOCgQJpiFDhuDZZ5/FN998w78BKn5IAc+G2WZksRk1ahS3miLxREHTW7du5RikTp06FdufY8eO4fjx49zVwcXFhV1lFIdE3R2q0/rDUCVoQXHS0tLIOcljgUAgENy/5OTkaC9dusTj2sbjjz+uHTlypNG8mzdvai0tLfkeZsj69eu1LVq00CqVSq2/v7/2008/NVoeExOjHTZsmNbKyoqX//zzz9qAgADt0qVL9eukp6drX3zxRa2vry9vp379+trJkydrw8PDze7fuXPntP369dO6urrydgMDA7XPPfecNjIy8p59Z2W9f4tWGCUgWmEIBAJB3UC0wqh9VEYrDGHnFVQ6pKmlSrq2trZG9SxKWyYQVAUlnYPi3BQI6hYiDV5Q6dBNREqPNNcKo6RlAkFVUNI5KM5NgaBuIQSQQCAQCASCOocQQAKBQCAQCOocQgAJBAKBQCCocwgBJBAIBAKBoM4hBJBAIBAIBII6hxBAAoFAIBAI6hyiDpCg0qG+MmPHjtVPl3WZQFAVlHQOinNTIKhbiErQJSAqQd9bCgq0SMzKg6eDqLoqEAiqF1EJumSo6Sn1BKPhfqsELVxggionV52PEV8dRJcP9+CTHVeqe3cEAoGg1jJ16lSuWk5d4A3ZtGlTjatmnpeXx53qab/OnDlT3bsjBJCg6tlyLgYXotJ5+pv/riM8SVTdFQgEgopCFpBFixYhJSUFNZnXX38dvr6+qCkIASSodLKysljh00DTpsvGdaqP24seQoEqF+SAXXcyotr2VVD3KOn8LO28FQhqMgMHDoS3tzc++uijUtfbsGEDWrZsCSsrK3ZtffbZZ0bL4+PjMXz4cNjY2LBrafXq1cW2kZqaimnTpsHDw4PdS/3798fZs2fvuI/bt2/Hrl27sHjxYtQURBC0oNoY18kPG84l4q+z0Zg1qGl1745AIBDoofBYbU5OtfxtCxubcrmvKGh/4cKFmDRpEmbOnAk/P79i65w8eRLjx4/H/PnzMWHCBBw+fBjTp0+Hm5sbu9EIGkdHR2Pv3r1QKpW8LRJFhowbN44FEgkairNZvnw5BgwYgLCwMLi6uprdv7i4ODz99NPslqNGwzUFIYAEVUp+QVHM/ZRuAdh8IQm3k7JxOykLAW521bpvAoFAIEHiJ7RDx2r5201PnYRFOYXC6NGjOb7m3XffxYoVK4otX7JkCQuVuXPn8uugoCBcunQJn376KQsfEjAkakJCQtC5c2deh7bTvHlz/TYOHjzIy0kUkRWJIIsOCZv169fjmWeeMSskafvPPfccOnXqhFu3bqGmIFxggiolLj1XP93Awx4dAlx4+sDVxGrcK4FAIKj9UBzQqlWrcPny5WLLaF5wcLDRvODgYFy9ehX5+fm8XKFQoGPHItHXrFkzODs761+TqyszM5OtRvb29vqBsrGuX79udp+++OILZGRkYM6cOahpCAuQoEqJTCkKeJarMtC7sRtCbiZjf1gCHu0WUK37JhAIBIZuKLLEVNffrgi9e/fG4MGDWWxIbq3KJDMzEz4+Pti3b1+xZYZCyZB///0XR44c0VuMJMgaNHnyZBZs1YUQQIIqJSq1yAKEJS0wtV4HfIkZCLmVzKbSmpa2KRAI6iYcEF+D4lXKCqXDkyusaVPjuEpyZR06dMho3qFDh9gVRjFEZO3RaDQcKyS5wEJDQznoWaJDhw6IjY1lSxEFUZeFzz//HB988IH+NcUYkUj7/fff0bVrV1QnQgAJqpTIZIOUd20+7ONP4DnldizLHoUbiVlo5GFfnbsnEAgEtZrWrVuzZYWEhyGzZs1iYfP+++9zEPSRI0fw5Zdf4uuvv+blJJiGDBmCZ599Ft988w2LHCp+SAHPhtlm3bt3x6hRo/DJJ5+weCJBs3XrVo5BIquOKf7+/kavyWVGNGrUyGywdlUiYoAElQ49TQwdOpQH05YC0el5aNCoAYY2UUBeePY9ptwDCxTg5O2aXcNCcH+fn6WdtwJBbeK9995DQUGB0Tyy3vzxxx9Yu3YtWrVqhXnz5vF6hq6ylStXcp2ePn364OGHH+agZk9PTyOr2LZt29jV9sQTT7AAmjhxIm7fvg0vLy/UNkQrjBIQrTDuDeO/PYLRkYvwiGIv0G06cPpXIC8dY/LeRZNOA/HxmDbVvYsCgaCOIVph1D5EKwxBrQyCbiu7oXsREAw0HcqTw+THhAVIIBAIBFWGEECCKkOlKUBMei78LAoLa7kHAS1G8uQDspO4Gp+JtGx19e6kQCAQCOoEQgAJKh1qI2BnZ8eDYUuBmLQc2OYlw+ejONgtTMfx9DhccvICZArUlyWgvkUcTkUIK5Cges7PkuYLBIL7EyGABPeE7OxsHgyJTMmBt0USyMhDw9Q9z2HCrqlY56erNBosu4hTwg0mqKbzs7T5AoHg/kMIIEGVEZWSAx+L5GLzlyiykS6zQA/ZRREHJBAIBIIqQQggQZUGQPtaJOlfW8ut4Wfvh0ytGjvs7NBddhFnI1KM+oUJBAKBQFDnBBBVtKS6A1SMSYKqUD722GPw9vZmXz3VNtiwYYPR+5KTk7kQFKW/UXnup556ikt4C6qXyNQcIwHUyr0VJjSdwNPb7e3hYZEOH3U4QmMzqnEvBQKBQFAXqLEC6Pjx41i+fDnatDGuCzNlyhQuz/3XX3/h/PnzXKxp/PjxOH36tH4dEj8XL17E7t27sWXLFuzfv99sl1pB1UIxQD4GAqi5W3MMDhzM0yetLBEnl6Or7ApOhgs3mEAgEAjqoAAiaw2JmO+//x4uLrpu4RKHDx/Giy++iC5duqBhw4Z455132MpD/UsI6mi7Y8cO/PDDD9xnpGfPntyNlqpfUsluQXXHABUJoCDnIPjY+6C9Z3toLYA9tjboIruC0yIOSCAQCAR1UQDNmDEDw4YN474jpvTo0YObqJGbi0p9k7ChipB9+/bl5dTfhASRYU8S2o5MJsOxY8eq9HPUVehYUyl1Gmia0OQXIDY9F76yZLgE2cC2qS18HXx5WR+/Pjw+YmPNAujU7eKB0gLBvTw/S5svENRlAgMDsWzZMtyP1LhfOQmaU6dO4aOPPjK7nHqZqNVquLm5wcrKihu3bdy4EY0bN9bHCBn2LiGoqZurqysvK4m8vDwun204CCoGNc/bt28fD1IjPRI/KNDAX5mKgDkN0XBOQwS667oJd/ftzuMQG2u4WyQjP+UWkjLzqvUzCOrW+VnafIGgJkO9vChWlmJmDdm0aRPPrykiysLCwmgw3V/UdQEUERGBl156CatXry6xH8vcuXORmpqKf/75BydOnMCrr77KMUAUD3Q3kOCi3iHSUL9+/bvanqB4/I8XUpCikEFjYQHLAhk07y/F9QeHwvfwNbhYuSBbJsM5KyuOAzoVnlrduywQCAS1ArpfLlq0CCkpNTd84L333kNMTIx+oFCW6qZGCSCK44mPj+fMLrLa0PDff//h888/5+nr16/jyy+/xI8//ogBAwagbdu2ePfdd9nd9dVXX/E2KDuMtmGIRqNhlxktK4k5c+Zw4zRpIDEmqNz4H1+LRMQqdF22H7psi4xNf0F18yZi5ryNIQUtitxgFiSAau4PWSAQCGoSFOZB97eSPCcSlDHdsmVL9p4EBgbis88+M1pO987hw4ezBZSajJIxwhQyQEybNg0eHh6cad2/f3+cPXv2jvvo4ODA+ygNlMVd3dQoAUSihiw5Z86c0Q8kbiggmqalCq2m/nm5XM7xQET37t35C5KCool///2Xl1NQdEnQCUFfpuEgqBjURoB+HDRILQXIAkQp8LfyZbj84mX8b9kJZBd+Z9BoMGCvLu7nqD4OSAggQdWdn6XNF9RNtFot1Hn51TLQ3y4PdA9cuHAhJ/xERkaaXYfuieQtmThxIt9n58+fzx6Vn376ycidRg//e/fuxfr16/H1118XMyiMGzeO523fvp23SQYLuneTkaE0yOVFoSvt27fHp59+yoaJ6kaBGgQpxFatWhnNI5VIB43mU+wPxfpQ3M/ixYt5Pvk5pXR3onnz5hgyZAiefvppfPvtt/yeF154gb90X19d0K3g3pOYmGj0OiIlG/UskjjVPT8jH2mF8+v/8AMipk2D49ErsO2kxUUrS3jKIxEbeRPq/K5QymuURhfcp+fnneYL6h4aVQG+e+m/avnbz/yvD5RWOmt5WRk9ejTatWvHXpEVK1YUW75kyRIWKiR6iKCgIFy6dInFCAmfsLAwFjUhISHo3Lkzr0PboXuqxMGDB3k5CSAyGhB0L6b7MAmmksrNzJw5k4USxeJSJjd5XMgNRvtUndSqu4tSqcS2bdv4CY3MdFQj6Oeff8aqVaswdOhQ/XpktmvWrBl/2TSfUuG/++67at33us7NxCx2gcUVusAIS39/2PcMhlWTJoBajcG3nDk+6JS1FdrkX8SVGFEQUSAQCMoKxQHR/ZDKwZhC84KDg43mBQcH4+rVq8jPz+flFGrSsWNH/XK6j1JWtQS5uqhMDRkf7O3t9cPNmzc5RKUkKFaXMrXpnv3cc8+x642sVZR8VJ3UKAuQOSgjw5AmTZoUq/xsCqnMNWvW3OM9E5SHWyyAkhCiKDrlrJs347HjsGFIWLYMfa/IsLEZcNzaCl0ydHFArf2cqnGvBQJBXUVhKWNLTHX97YrQu3dvDB48mC0sZNWpbDIzM+Hj41PsvkwYCqU7QeEo5AK7desWmjZtiuqixgsgQe0nPVeNpCwVfC0TES83sAA1asRjx4d0Asg7NBEO2TIct7bGu7Ir+Do8BY/30KXKCwQCQVVCqdrldUPVBCjWhlxhpsKCXFmHDh0ymnfo0CF2hVEMEVl7SJRQXI/kAqOuCxRTK0FuLConQ5YiCqKuKBTTS7G8piVrqppa5QIT1F7rD+EnSzJygSm8dFl5ln5+sAoKgkWBFq1vaXHJyhL15FG4dut2te2zQCAQ1EZat27NiUOUPW3IrFmzsGfPHrz//vsc77Nq1SrOqp49ezYvJ8FE8bMUY0tFg0kIUbaXYU0syjajRKNRo0Zh165dbMGhmJ63336by9KYg4oTUyFFcp/duHGDQ1ReeeUVPProo8U6PVQ1QgAJqiT+xwHZsEE2kgwsQCkWbtjx3Xmc2xsB2+CePC84whb5hXFA9dLPIDYttxr3XCAQCGofVHNHyow2tN5QIWEqNkxJRfPmzeP1DF1lK1eu5GQhqoZOfTYpqNnQSkNWMYrDJVfbE088wdYjSjC6ffs2vLy8zO4LBUvT36RtUgr+hx9+yAKoJsTlCheYoNIh06bUioSmSQBRD7BEKlcgs0ALG2tYaGXYtz8fFgUJuH4qAV27dIMdfkSraxpYDNJyVWiKAzp6Iwmj2ter7o8kuI/PzzvNFwhqMoZp7BLknjIXYDxmzBgeSsLb21ufUS3x2GOPFcvWJuuSqYWpJEh4HT16FDWRCgkgMmNRbR3yH1LNAUodtbW15ewsMr+R0iOFaGlpWfl7LKjxkMn0+PHj+teUzVWvsAiirdYCP/sHItxvAK4VFJ0fZy5o0c3OGTbpqfCPl+O4sxXell3B6utCAAnu7fl5p/kCgeD+pMwCiAozkRmLautQLQBpnil//fUXF2Qi3x6Z1qixKVWUrK0s+PsirGztS1xelk4rZWnHYlGGLZVtO2XZn8rpD3OnzTT3ccT4TvVxOTYdvS0SuAaQa6ZuWZJnGx73HNcEF/ZHITUuG8mdxsDjvxVoe1OLLV0tUV9+G2evU0Vu3boCgUAgEFSpANqxYwdef/11XLhwAe7u7njqqac4EIrMxeT3o7TznJwcrgRJUeMUQEUBUkuXLuUgq+nTp3PxpeoOeKoI605EQmZlW927UWtp6uWA20nZCFTEIY6a0mZoUWAhQ5qDLoPAv6UrC+lD668hxrElPAB0jrTCX93UOGNjBe/UM4hK7Y96zqI5pUAgEFQ3Wq0WBVrdWGvymse6lQqX6V5LxhLD19JymlM0n18VrVv4WrK1GL7WqPOQmJmHL38/g4QcLdQFBcgv0EKdr0VedkblCSCpmCBZdyhKnFLgTCG/IA0BAQEYNGgQCx4KjPr+++9ZBFGNAAq6qm280K8xrO3MW4DKUq1c+jJLXadM2ykDd9hQWbZRGZ9JlZuDD554kE/E/zXS1WxqZpmAwwo5HJIL8MD1m8iLnIL5j62Cs6ctLDspcGjDNSRmWCHH2g2NbqdCqQFCqB6Q7AqOXE/C2I5+Zdh7geDOUEudFi10veeoEi6570ubLxDUZCThUUDjApo2fp1vtEx3/dYLGK1umSRA9NN6MWOyjoFAqW60Gg1y1QU4E5mKqIx8o2UFebq2WZUigKjVBFVVLi8khj744ANOs6NKkbWR5/o2En3Bygn1UXonJY6n/7kcB5mlNZooE/CnXA6XDCBGnQeo4+DsbQsLmQXsnK1QL8gFUaEpSGjQG/6XNyIoSobj3tZ4U3YFa28IASSoPOjiTg9n0vSd5gsE9wo6z8hqIQ0ak2kSHvmGokY/XShsCl9XFxaFIRUUDiErHFM4h24shUkYvi4K9jBdl/6RluvnmWyLlxa+Vqtk0KQp8dbQ5rBQWEIus4BSbgG5TAZVViYGLaskAVQR8SPdCKmXF1l/qAGaoG4iQwHc1NGIU7iidWbRj9XVp+gJu0knTxZAiT6dWQC1uqXFH/5KBMhv4NS1aABtq2nvBQKBoGyQINEUFLD1W51fYCRoigscncumMiERIpNZQE5ji6LXNE3zLAqnJeEhk0QHTUtiw6KUdfQCpXCdSoonrQi5uVqkWCowoIEXrK2tjZalp+v6lFVaEPTmzZsxcuTIcomfBx98EPv37y/zewT3J+2csiDPU3MMUJ+MotoU5P6SCGzjDqwORWqBE1RKB3SOUON3Cw3O2SjhlXoeNxJ6oaFHycHoAoFAcC8tNSReNPlF4kZNrzW6MYudQsFTEUhYKEi4GAzS6yIRQ8KGSjQUzjMSONUvSGojZRZAjzzyCHeKpRT3O0EB0RQ3ZFp2W1D3eG1wEB7xiUb+n0CCXA7nzCJfra1TkUq3c7KCe317JEZkIsm1OepHHodtrgwh1tboYnEF+0IThAASCAT3VOSoNPlQ56qRpymASlOgH6vyC8rsFmUxI7eAUibjsbGgkRmJG2mg9whqsACimj5U/prq/5TmziLxM2zYMBw4cIDXF9RtnuzZEHbn9nMKfL4F4GoQnG/nqOSAaTKqKq2tEdDKjQVQin9X+MSFoGW4FiGBVpgtu4JvQ+PxZM/aW05BIBDUDJKzVLgUnY4biZlcpJVa9WTn5OLp9vZQJ2bBQqEu8b0KmYzjTJRynbihsW4g0SODslDQCEvMfSaA/v77b84AI7cWiRvqym5Kbm4uRowYwZ1ihw8fzmW3az25aYBlWZR/GU/4Mv8wavH21CbtK2IvIEqhgDxfC8ecotnxt05j22c/QqZQYuiLsxHQqhlObr+NJPvGnCpPcUArgyzRQHENp27EIVulga2lKF4uEAjuDFlsIpJzcCkmDRej01n0XIpJR4yZ9jr1HOTQau1ZuFgr5bCUy2CllOnGChksFSR4ZHXSUhMYGIiXX36Zh/uNMt9NevXqhd9//537g1CaO7m3qGeIBJXdJosPNVsj99f69evNpsvXOpa2BKzq3kl/N1iotWjhIQPklrBQZwNx5xGpVMCZeqJaKOHtEsDJ9CGbfuZUxnyNBju+WoLHP/sGVrYKUAZjukMgOoZHYiUKcMFGhvZ5l3D4WlcMbGG+34xAUFboJieluxs+qZc0X1A7iE7NwfFbyTgdnspC53J0OjLyNGbXDXSzRRMvBzRwt0OAmy0aOlvCQZOCRp72Rs0/awNUcJgam3700Ud488039fM3bdqE0aNH15iMxq1bt3LvsXPnznHQMoXT0D4awfuqLyZU9NpwWlqmygU0KiD6LCBTAwUaIF+jG6enl2mfyqVQHnroIW6WNmXKFDzwwANsCaIiiCqVig80FT8kK9HGjRuhVCrLs2nBfYSt0gIXpxfG60T8B8RdQqSTPVzTAZm1C94Z/zlQcA25aX/B3sUVtk4uiL91HSe3bkT95l1x7WQ8kt1aoOHNG3DJkHNfsP7pp7E3dJgQQIK7hur7XLx4sczzBTUPuqnfSspGyM0kHLuZjJCbyYhMMTAvF0IWnCBve7TwcURLXye08HXkCvX2Vopi3oubN1NrrfAlQbFo0SLu5F5iwWGpkA8KzEwXGAgMg3nS67wMIINKmxiua7Ad03l6waL7uxu27MTTs+Zh4ZyX0H/pPGjUGlwIvQrEnDMROuVAowUyE4Cds4BM6hhgQF7ZtlVuE83kyZO54vNLL73E7jAKjKZmaVQtmkQRKbr7Svy8dgMotQ5QGb+0Mqvw+2R7O98CTv0M7F0IaPMRaesEt9gCqKyceLEFwnnctEdv+Ldqi42LFuD8nh3oO7U/rp0EUn07ADe3oPUtLY43tcZS2RmsCE3gC19tvUgJBIKKE56UjX1h8Th2Ixkht5KRkGHc7JOyoFrVc0IHfxcet/R1RCMPe3ZfVTjzy0xD0apAYWkJCxYG+ZRbXygw8gvHBUCBwbQ6GwP79MS1Gzfx0btv4pN3X9etmxqp21jsBf37N2zdg3mLv8G1WxHw8XTHi09MxKznipqdxicm46lZC/DPwRB4e7jhg9en6ywqFAqSQeVIgNS0DMx+fyk279yHPJUando0x9L5s9G2ZZDZz6LRaPDS2wvx6Tsv46lHiuKCWzTx1+1nmeDk+6IQDc7X1wIyBeBUH7C2AWRKQCYH5EqAv7a9dz7OqAAvvvgii6AFCxagYcOGSE9PR//+/TlV/r5rgKqw1A2C8tH4AZ0ASr7OLyNtHeGbkYo8S50AylfH8rhesxZo0K4jnDy9kBYfhwK1rmBmqtITaoUt2tzKwf7WStgpo6BMu4ErsZ34CU4gENzfUI2c0+Ep+OdyPPZcjsPV+MJGggbWnXb1ndGlgSsPHQJcill27gYSP58/PhbVwcyP50FpVUZDgjoXcmiw8I3nMemFtzFzymj4+XoBBSrd8gJdUPfJc5cw/rk3MP/VZzFhxCAcPnEO09/6CG5urpg6YRRgIcPUVxcgOjYBe//8GUpLJWa+9QHik1IApQ1g48rCY9zkl2BjbY3tG9bAyckJy1f+ggETpyPszFG4urkWCpVC0WlhgVPHTyEqNh4yB2+0HzoVsXFxaNemDT79eCFatWpVKGqMqiGaFzym5OYCmUrgsY1kAjNeRi6wF3X3mtKo8Nny7rvvIiUlBZ9//jn69u2LLVu2FCtGJKibUEuBzmPfBJJycHyaNbvEIuUWaJWhRZrCFh/88QS0+cl4aWBPeDcKgoVMxpagkE3rcPPMYbj4PICUmCykuDRF+3Dd08sBW2v0zz2Dbed7CQEkuPvzs3Nnnqbu74atMMzNF1QdmXkaHAhLwO7LcVz6gjK2JCi7qnOgC3o2dkeXBm5o4+fEAcv3JwaWdgu5TlDQIJOZvJYDCitAocLo8ZPRbvlvePeLX7Hi2y8Ae2/d+92b8vuW/PwJBvTvj7mffMniIqjXKFyKycSn3/2GqS+9g7CwMGzfcwAhISH638GKVc3RvHlzwNYNcAngRughp84iPj4eVla6MiaL2/fApm27sX77XjzzzDPFPsmNKF1XgPkffowlS5ZwUPVnn32Gvg8M4b9JYTTVRZkFUEkXA3JHHD582OyHoGVUEFFQtyDT8aXLl3XTzs2Q3W4UEqI3cgq8SumE2BSd+8va3gH2rm483Sy4DwugW2dOoN2DI1gAJbu3QrPLp1EvSY7/bGwwXnYa756LwasPBAk3mODuzs9Ll/TTd5ovuPeWnoPXErHhZCR2Xozl2jsSjtYK9G3qiQHNPdE3yBNOtlUUXlFQAIVMi5nfrdAF2uZLQ2GQbT5ZVcpzjlDVQoVOsBgOFtI8GpOgoVuyHAobO0CuKBQ6d7jWWdoBlLrv4I1Fi5ewN2b2m28DloX37MLx5SuhumLGknUGQHBwMJYtW4b8/HxcvnyZE5c6duyoX96sWTPu5CBx9uxZZGZmws1Nd902LH9z/fr1Eg6l7vt8++23MWbMGJ6mWGI/Pz+sW7eO45ZqvADy9PQUNx1B+Zl+BNezbwDRG+GVpUBaYQwQ4eTtoz+nPPwD4V4/AIkRt2EhIzeYA5I9W0N7GRwH9F8HayyUX0ZcYiIux2RwMKNAIKi9hMZmYMOpSGw6HYV4g3geytAa2NwLA5p7oVOgC9fZuSeosoGUm0DyDSAlBrBqCaSQUMlnsUNXpmJyS1Y4KAqXsHBR6uJOaDCdlkRPWYRMJdC7d28MHjwYc+bM4eywyiYzMxM+Pj5c6sYUQ6FkCK1PSBmWBFmPKHwmPFz3MFzjBdCtW7fu7Z4I7luupl7lsUemDPEORcLFxdM4o6txlx4sgFKjL0Ku6IFcjR2ybb3QKSINOzppcNZGif6q09h6vpUQQAJBLSQrT4P1JyPxx4kIrs0j4WKrxIi2vhjT0Q+t6zlV7sM2WSBI6MSe0wUEx54H4i4A6VFF69jXB4I/A9Q2gEKKO5Hp3EtycjFZAjJLE6FTaKGpYXz88cdo164dmjZtajSfXFmm3RkOHTqEoKAgyOVytvZQwPLJkyf1LrDQ0FCkpqbq1+/QoQNiY2PZUkSurLJAFiUSPLStnj178jy1Ws2aghqmVyf3QaGee8u3Z76FtX35Ypsq8uMt6pGLGvm3yvOevBzjzImrKVdhodXCIU0FdUCRcHH0LPRRF9KwfScc3fAbwi+cQf02gxAVlo5kl+ZofusgF1Hcb2ODYZnH8PG5gZg9qKmwSAoEtahGz6rDt7AmJBwZubraPFQ9eUAzLzzcoR67uSqarWWEOkcncuLO64QOT18E1CWEYti4AK4NAa8OgLUT4OAL2DlwDTO23tTCa0zr1q05W5vicw2ZNWsWC5v3338fEyZMwJEjR/Dll1/i66+/5uUkmKiMDbmkvvnmGxY5VPzQsC7SwIED0b17d67598knn7B4io6O5ho/VAqnU6dOxfbH0dERzz33HMcN169fn0XPp59+ysvGjRuH6kQIoDvw06WfILe5XwPt7g0FeUU+/JupN3El+Qocs8iyrNVngRFO7l5I/+c21PHZsO/hC+9GTWDj6ISc9DQ4uqYgCnIke7VB/ah9aBopw35fG7wqO4NZSUm4EJWO1n53jvIXCATVx5mIVPxw4Aa2X4jVdz6n4oNTewSyxcfF7i4zbLOTgYhjwO3DQPhRIPq0PuvJCIU14NkC8G5dNLgHAbauRRlFN28CNs6AZe1P5qGCg1S42BCy3lB3hnnz5rEI8vHx4fUMXWUUmzNt2jQuUujl5YUPPvgAc+fONdrOlq1b8M7b7+CJJ55AQkICvL29EdwzGE5uTshWZ0NbWKxQK/2n1WLuB3ORb5GPRx97FLk5uejQuQM2bt+IAusCJOYk8nZpPX6vwbTptgynNXkaJOcmY9XhVUjWJEOj1SC/IJ/HuZnFq31XWACRSW3mzJkVzoo4evQokpKSuEdYbWN80PhyWYAqEjwpfenlek8V/Z2KoMpR4RJ0waQ7b+/EuYRzCEgFNHIr5JNJuRD7WDukh+p8wLmXk+E5ox2nxF/a/y9UORRQF4RUx8bIlynQ5TrwU4AM4ZbAAPUp/HGimRBAAkEN5fD1RCzdHYbjt1L083o0csNTPRugX1NP7mBeIdIigdtHgPDDunGCLtnCCDtPY6FDg2sjncvqPoPuAyt+XIECUMNWFQq0BTy4+7ojIT2Bp5Nzknk5TQcPCcY/g//RC5MCFCA8PVz/Wmujxf9+/V/Ra60WO4ft5PdeSrqkv+889+5zPBiiggo303RlTMzx3NvP8WBIbJauHEpFKFAXIFeTi1NxpxCjijFalp9TtvpCZTojSAUuXboU06dPx6OPPopGjRrd8T1UHfqvv/7C999/j3/++YfNZbVRAL3a6VU24QnKDqUTf1vvW6TmpuLHCz9CZiVDk2wHqLi4lwVcWEhrIb9BliKddU2rLkDqlhto2KEzC6CYq2dh69QK2WkqpDk2Qo+bEfgJKuyys8VDuUcx63QfzBnaTPQGE5Qbcp1KsQemrTDMzReUz+KzeGcoZ3VJtXqGt/Vl4VOhuD3KuooMAcJ2AGE7gYQrxddxawL4dwMCegD+3QGXwFrhuiJRka/N5ywpGvNQkF9sWhI1koiRBhYwXK25epFZyPi6Tr8ZHqT/Cr8D/bLCMApz0/ya/y8+bbodaVqtUkNlpcLMDjM5Wl1hoYBcJudxblYuhmLoHfe9THcPytWnFDYym5HJjAKsunXrxsFNZCaj6G8qJU7FESnQ6dixY1wvgAokUqDUb7/9hvHjx1f8CAtqFWQpvHT1EgauG8g/YKJTfn3kWeVCqVDg7Yf6wcO6PmzUSljYKOA5vS3ilp1C3rVU1OvblOsCJUdFoHkf4OY5INm9JRpfC4VPkhw7HWzxdOpZaHPTseVcDMZ3ql/dH1dQC89Pc0kdJc0XlC2j67Ndodh1KU4f3zOpiz9m9GsMT0fr8ru1rv+rEz1XdwO5RUG4HHTs0xbwJ7HTTSd47D1Q3UhiRFOggbpAzW4YmjYnaAyFTWULEcOBxILcQg4ZdNP6+YVCQmYoXFD8Na9T+N5i8w3WrS5yLXKRokzBwICBxWoQkvYoC2USQNT0lHyDJIKWL1+On3/+mYOkzH14OhFkMhn7ECnwiQKj7oumqIJy4W7jjglNJ2DNlTWwUdigjcoT0ZZpgDabl3vY6ISLdRNnKD1sYdPSDTnnEqG+kM7VoSMvXYBcTu4xb6T6tgeu/Ylu1+XY2MUCtywtMEx9DL+F+AoBJBBUI0mZeVi04wrWnYzkbjrk2Xq4gx9eGtAE9V3LETJBrRYubQbO/QHcPlTYh8ogUJkqywcNBhoP0L2uQkioqPPVOnGj1Y31QqdwmoaKChoSKWS5IFGhkCl0osVCxvOkaf7PROAYiZ1qFiO1lXIpk8aNG3P0Nrmzzp8/zyl0kZGRHN9DkeIeHh4cgU6d40uqCSCoO7ze+XV08+mGRs6NULDtLagsnaEt0GVjeNj589iyvgOP7Tp7swDKPh2PRu06swBKj78MWHgjXeaKXCtn9Am3wMYuGdhhZ4tHcv/FqPB+uByTLipDCwRVTEGBFmuPR7D4ScvRBR0Pbe3NRUobe+p+03eECgxe3wOcXQuEbgfyDbJHKWCZBE/QEKBep3sev5OhymCRQ+OMggyoClQcU0MDiZuyQmJEKVOykJEGFjMWcr24YVEj082jQQiX6qNCZxV9YW3atOFBIDCFqoJSQS5i//79LI6vhocjzzEAeaoU/G/3QayyuooNk76CR6EAsmrkDLmrNfKTc1HfoTnPiwq9gHotH0T87VwkubWC7/XDsM+2wE47O8xMuY4WFrew+pg/PhjVulo/r6D2n5+lzRcYcyEqDW9vuoCzETrXFHVaf39UK3QMKKNlJvoMcPpX4MIGICe5aL5HM6DNBKDVGG67UNmQhSYyIxKhKaEISwnD7bTbiMiIQERmBGy1tnij8RuwyLKATFk8HV+yzpiKG6PXhTEogtqD8E0JKh0K6jtx4oR+uiA7G5qEBOS5O6GgIAuRKWmIRBq02gIove14PQuZBWzbeyJjTzjk0Vo4enghPSEOjm5JiL9th6SAHqgXfRA9rllhVxsLXLS0xETNXnx4oiFeGhAED4ei7DKBoDzn553mC3TkqvPxyY5Q/HT4JiijnRqPzhoUhMe6BUBxp2rNFMx85W/g6LdAxFHjjK3W44C2EwDvNpUWvJypyuQCrKHJoXrBQ/XIcjQ5Zte3tbRlawy5622sbKCUK2Ept4SlzJLHwlJzfyIEkOCekxcWxmOVvTuQf1s/X2anhMy66BSkOCASQLlhqWjUritO7/4LquxrANoi2dqf0+gfvOGAXW1S8aeDHWapD2FhziSsPHQTrw9pVi2fTSCoK1afl38/g2uFHdkps2vusOZ3DnCmgOZTPwMh3wPpkbp5VEW5xQig7SSgYd+7dm+Ri4pEzpn4M5wSfTHpIqIyDao8G0CCprFLYwS5BKGhU0P4O/jDz8EPnkpPxEbG8rRo6l13EALoDoR27QZ7eTnNmhWqzlxBKvJUco/fk51fVIOhIDcXqiu61FW1rRu06br6QAS5vAxR+tjp3WCNvNriNP5C1JXTcHTvivTEXCS7toBv6Bk4ZsmwzcEBs5NTMVx+BL8cscNzfRvB0bqKGiUKBHUEKl743f4bWLI7FOp8LVtaPx3bhis337Fez4ElwJk1gGR1sXUHOj0JdH6KG3dWlCx1FtcWOx1/GqfiT/G0OcuOp60nmro0ZbHT1FU3DnAMYHeVKZTFLKgZcK0hqc6dNM2FEQ1ec8HdPGjVauSGhaGA7jn5+dBq8qHN1yCzMrPA6jQaTdGXcQ+5n3pPaw3cB5kHDlIbYv58OTI7aAuzwAiFi7HbikzMNq3ckLk/CnbpDlBaWSMrJRkNO+YhPRFIadwLngmnMfSWM9a2TONg6GctdmNddh/8evQ2pvdtXKWfUyC4n4lKzcGrv5/BsZu6OJ3BLb3w0cNt4Fpa9eaMOODgEuDEj7ru6YRXa6Dbc0CrsYCy/NYVShs/l3gOByIP4FD0Ia4sb5px5aB0QFvPtmjv2R5tPNqgmUszOFuLRJxioqJAVz9ILyQKCnTiwnAevS6cX7QerWM8r2ibNDa/ncI/XriMXxS+NpwuLm7KgqqggEMroj74ELIY40KImQYP4aUhBNAdaLh9GxwdypjVYMjdiqZa/P6s7GwgKIinM3bvhiI8HCpLRxRoZdAWZJdoASJsWrqzAMoLS0Vg6/a4euIIoKXaLAFIsGuMJhYyDLxqwwJog6MjHs68ib6ys1hxwApTugdyXIJAILg7Dl9LxIw1p5CSrYadpRzvjmiJcR39So6DyUoCDi3Tuboka0xAT6DvG0Bgr3JbnVNyU1js7I/cj8PRh5GWl2a03NfOF+292qO9R3seN3ZuzIHK9wMsIsiaQTdxEiwkRgoHc9NaSYDcad0K0mzwYLzw6KN44bHHUK1IRRBpzEUXZQBl03l4cKkdC/LUKOSwkCugps97TdeEuzTE3eIOKD09oRSVoMuFMquo8SAJIFuZDLlODfm1hUWRqVruWDxwmdLiZQ6WKMhQoUnLriyAEm6dh7V9Y+RmAqnOTeB6JQyeGZY45wCEKpV4RbYVI7Pasame0nAFAsFdtFY4eBMLt13mB3vqzP7lpPYIcNMlKxRDnQsc/gI49D9AlaGb59cZ6P8O0KBPuYQPxe1sv7kdeyP24nzCeaPWPY6WjgiuF4xe9Xqhs3dneNtV3IVWVWglEVPCWDddwC4b3bwC3bigbNYLiWfefhu//vUX3nvpJcyeNk0//689ezDx5ZeRff588TdR7SCZTkhIg05YkKgwnEfryWBhYwO5i4tefMBgXaN5Mp0INZy378BBDBxmvirz0QMHdJ3npb+ne3PReWMwXUx85+ZCKbNA4M+rzBdCdLpzqyQhgAT3BHd3d+SnFT21FTTvpOstk58FFxsHqjsKuV3x049+lDbNXZEVEgs3re4iF3s9DG0GWSPsuBpJLQbD9VAoHo8IwKctbuAPJ0fMTbyIDhZh+H6/nKvPejuJIEbBnc/P8syvC+So8jHnz3PYdCaaX1OX9oWjW8NaWUIMZNguYPvrQEph/yfK4iLh02RQmYUPtcvZeWsntt7cyjE9hlDMTm+/3jy0dm9tNnan2qwzGg20ag20GjVPw+Q1z7vbTEISHiQoDMbmpkmckABY8tNPeO7ll+Hq4gLI5FB6efFmrJo0Md5WeWNA5XIonJ1hWa9ehT5Gr4EDEGPioqIGq3v27EGX4OBqza67qzOK+n1Rn68rV64gKytL3zWWAspIgdHFhAo+CeoWdnZ23CU4fft2RL06S/ej6zEQOJkJSzlw5Pk1sFM6wd7TGXv37uWimkFBQXjggQcgl8th3cKNBVD+jSx4NWiCuJtXYW1LF2UHxNkEoZGFAh2PJcOiuRabHRwwPTkFbzlsw9j0IH5y/fyR9tV9CAS14Pws6/y6QHx6Lp5cdRwXotIhl1ngnWHNuWO72ZtTym1gxxwgdKvutYMPMOgDoOXDegtAaVADy30R+7D1xlYcjDrIbSMIev7v4t0FgwIHseipDisPt7RQqaBVqXRBttl50KrU0KpVugBbEjbliti0YNeMBZUJ4LHcaExCBSbLWdRYKyErY/KNzNoaAwcOxLVr1/Dp119zoWJpPo+tiiztGzZs4G7wtK6Pjw9efPFFzJo1S788Pj4eTz31FN/Xqcs79QE1JTU1FbNnz8bmzZuRl5eHTp06ca/Qtm3bmt0/S0tL3paEWq3m99Lfru7SAhUWQNTo9JlnnuELBp009EEkAXTu3Dl0794dv/zyCyZNmlSZ+yuoRTg++CCsGjeGzM4OB/ekQVug6xNkrdCZ0y9HXcN///3H00ePHuVzaPDgwbBu5AwLpQz5aSo0bd6DBVBy9AXYOfVBVpoKKX4d4BYRghFJjbDZ/TZWOzliZkoIOsrC8NdZYGLn+ujRuO4+yQsE5eFGQiam/BiCyJQcDnD+alIHdG/kVnxFctVQnM/+TwFNLkAWmW7PA33eAKwcyuTi+v3K79hwdQPSVUVZOs1cm2FYg2F4sMGD8LLTWS3uJSRwVDduQHU7HOqIcKgiIpGTkQH1iOHIU2t0LiCSORotktca9CGrQnzf6yH1iS4T9OC4cOFCvt/OnDkTfn5+xdY5efIk9+ScP38+JkyYgMOHD3ODczc3N0ydOpXXoXF0dDQ/mCqVSt4WiSJDxo0bx0VCt2/fDicnJ26PNWDAAO4Z6urqWibtQN0jnnjiCVQ3FTLPUAuMsWPHwsrKCv/73/+KiZwuXbpw2wxSm3fDxx9/zDfFl19+2Wj+kSNH0L9/f35io07tVL2VqrhKUFPWyZMn8zJqyUGKNjNTV79CULWQ+VXp64v0pFxug6G0oKJiOt196tJpI7cDiSAS1CR+rIJ0VWXr2egyu26fO4OG7XU/ruRWw3j88CV7Hq91dkGmhQWWuPzJT2evrT+H9FxdeX6BQFAyVM157LdHWPwEutli0/Rg8+In8Rrw42Dg3/d14ocCm587qLP8lCJ+6OH4WMwxvPTvSxj651CsvLiSxQ8FMT/d+mlsGrkJ64avw9RWUytd/NDfVkdFIePfvUj8djlbo68/9BBC23fAzVGjEfXSS4hf/BlSf/8dOadPs2uLrTsUi2JlBZm97vpSW6C+m9So/N133zW7fMmSJSxUyFBBFvepU6fihRde4PZWBAkYEjXff/+9vtn5ihUrjO6t1OQ8JCQE69atY8tPkyZNsHjxYr7Prl+/vkz7SdukB11zIq1WWICoKzx9YFKUdPMiNWcKHRzqCl9Rjh8/zsrStN0GiZ8hQ4Zgzpw5+OKLLzj6++zZs0auNhI/5HPcvXs3m9tIaZK1as2aNRXeH0HZoR/Mgw8+yNP0g6KnhdS4bECbBRmsMW7NTBTItBg4eRg/ZTz22GPYtm0bQkND+QdGP2SbFm7IvZgEeYwW9q5uyExOgq2DzoIUo/ZAQ5klbI5eQOve9XEekVjn7IInUs7hMcez+CW1Heb/dRFLxrer5iMhqC3nZ2nz71f2hcbj+V9PIUedz8HOK5/oDHd7k8QEink5/gOwa64uu8vKCXhwEdB2YqlxPtRXa/P1zVh9eTWupVIxUx3dfbpjUvNJHMxcmW0jKMuJrDrZp08j9+JF5IWGIe/qVRSU8OArc3SEZYNAWNb3h6V/fWgDGyDBzQ2WDRrA2t6eH7xJQPm+p+tZWNXQQ2BFWLRoERsHyEVlyuXLlzFy5EijecHBwVi2bBny8/N5Od1PSfhINGvWzKivJ91ryZhAViND6Ldz/fr1O+4f9Q7duXMn/vjjD9QEKiSASNiQBai0gMH69euzn68i0AEmEUNK1NQH+corr7BZ7s0339TPa9q0qX6avsQdO3awgCIRRpBQGjp0KCtV6mxfHs7vi4S9ncETjpnfvPnrgPHMsro6i61XxjeWZTWz/tYyvc/s3BLXy87J1ru2qKVAXrYamSl5nAJvJbPB0YgzvGyAdij7ocmM2rNnTxZAFy9e5JuQdTNX/hPqmCy06NgXIbs3IO7GSTh6BCM9IQepnUbCLWQdnotoghn1I7HK1R0TUlMwV/kr/rRohj9PRWFAMy8Ma+Nz5w8oqFPQOWl4ft5p/v3IzouxmLH6FDQFWvRq4o5vH+0IO9MSEukxwOYZuoalRIPewKhvAKeSn9ypQ/rma5vx3bnvEJOlC3yl9hIjGo3ApGaT0NBZlw16txRkZSHn/Hm23JDoyTlzFgXmit8plbBq0ABWTZvCKqgJrIOCeFrh5WV0PaS41aSbNyFTKvXzaWxBQYu1CPKGkHWFDASSW6syyczM5Gv2vn37ii0rSwP0lStXsngaMWIEaq0AosAnci+VBgVKVTQAesaMGRg2bBgHdhkKIPJFkvgicdSjRw9WnKRQP/zwQ76BShYi+iIk8UPQdmhf6L1kXSjpM9FglEZH29t0HTaWJaSACsySpy4ymabEZUFWoHNHKS1zYZVvX0woE2QO9fDwYBfYhQsX+PuzDHCE6lY6Gri1RQg24MbJY+g6ZgSOb41EdL2ecMM6eO84jcAXfHErLxq/etXHM7HhWBX4D8befAhvbTyPdv7OqOd8fz/JCwQVFT/U0uKzcW1hqTC5Vt86CKybCmQlAAprYOB8oMuzJQY5UzuKv6//jeXnluvbUHjYeODxlo/j4SYPw8GyArXUTARP1rFjyDp0GNmnTyHvSmixLCvKhrJp3Ro2bdvAKqgprJoGwSowEBaWpRRuvA+h0BFyhRkaBojmzZtz+Iohhw4dYncYxRDRvVSj0bBnh1PTqRNCaCjfywmyiLVv3x6xsbFccykgIFA/X6ppqMrVBbTza93CwnV06/3440pMmjgZmlwtNLmqonJzUjFE/XsLN2BQM7Fwrj4GPU+Vh5wMFf77LRRqcjDka1FQoEVBvhZZ2YUlGe6FAGrYsCFbWEqDhAgd0PKydu1anDp1yuz2b9y4wWMK4iJrDn3JP//8M/s16aZJ/kj6cjw9jcu0k1mPgrNoWUl89NFHWLBgQbH5jTp4ws7GvsTigGbzAbRlqSmovfP7yvq2MhQtLFNdw0r6fLl5RQLoakgcPHx08TxKqzxYq2yN1pUscvS0RT+uXbt28fdPAojcYCSArJIUsHdzR2ZSIuwc4zlVPiFFgdyA1rC+fR6vJY7BDIfNWGlvjbEyGTrG/IZJnq2xJj4AT686gfXPd4etZfWn0AoE1c0uA/Ezoq0vloxva9zIlH7MR78Bdr1DdxTAsyUw9kfA0/y1nK49VLvnyzNfcmd1ws3aDU+1fgrjgsbBmsRTBaDtkgsr68ABriafffIkpQ8ZraPw9YFtu/awaa8brJsGwUJZN9rhcEmRQlFBN30qhqjO03A9xKBGzTBxwiP4/PPPed2stDxe77lpL6DvwJ54Z848jB45FiHHj+LLL7/E4o+WIiU2Cx6OfhjQ7wE89eTTWLxwKeRyBd6e/wZsrG2QkZKLhPAMtA3qik4dumDE8FGYN2cBGjZojLj4WOz+dyeGDn4I7dp0KHGf9x/ah1u3bmLcyMnISL771iNqjQYaVQEir6QhN81YDOeoimrRlUaF7gpjxoxhywyZs8xFcpM4IUEipeOVlYiICLz00kscu2OuIZ1kln722Wf1f5dumlRP4Mcff2QRU1HIZPjqq68aWYDIOjFgSvM7WrsExlBJBLymm756PA6aVlJxrCxYy3ViSIKsPhKURknpl5SFQNY+lxZuSNt2E3k30tGsUy+c2LkRt88dRYM2g3HjTAISe0yG3+034bs5BC1nNMPFtCv4vElnzA89hve0X+KQ7UJciknHK7+fwdeTO3J6r0BQV/nnUhxXd5YsP8XED900/poJXCgMZqUu7cM/ByyNH1okqNP6wmMLuR8X4WrtiidbPYnxTcez26u8UNp51sGDyNy3j0WPxuSBVVm/Pux79YRtly6wadcOSoPU6lonXApFiyRedNMwmqdfVih0dN0mJGtL0VOnKlsDVW4+UmKLquy/Mv0NrN+wjqezUnWejaYNW+L7r37CJ0sW4pPPPoaXpzdef+UtjB31CNR5uuKLyxZ9hVfefBEjxj4IDw9PvDnrHSyK/lD/0EsPqmtWrsPCxe/jpddmICk5EZ4eXujetQe8vLwhlyyJXL+w6HpLk2vX/4ounbuhZasWuuXSAsMwC54vLTScLxVJLJqfpwKs0hXoMrwBFDIlZFSUUW7B3p6s7Exg5T0SQK+99hpneE2bNo0DiyXX0euvv86WH0qvI+sMRZiXBzK90Y2vQ4ciFUnBWfv372elSuY4okWLFsVMe+Hh4TxN9QZM0/bIrEeZYYa1CEyhjDYaBJVLZmoewo7pgpcLNOmwkhvHDximTVJWH2UPUjbCpUuX0LdvXyg8baCJz0Ejn444gY24fvIYHnplMgugWynO8HPxgDoiAnNyRuJRXMGfqliMcQ9A68Tb2NBoM3pcGY+dF+Pw1p/n8fGY1tVed0IgqA6O3UjC9DWnuKEpiZ+lpuKHmpeumQDEXdCltw/6EOj6rNkAQGpL8dWZr/B76O/ck8tabo1prafhsRaPwVZpXiyVBNXVyTp6DOlbt3LVeMOgZcrEsu3aBfY9e8G+dy8oAwJq3O9XJ0x0bpeioUA3lubrhYxuurIbP36x5Fvd18RVmXXCo1GThoiLSNHFMXHRZt14wsTxmPDIeP18GAgOeu3k2QBbt27h7UrrPPvCU0bruFs44PsfvwHwTbm+j/V/Vm7gsyxXC0trBRo09zJTCbpslscKCSB7e3scOHCABQ5Fc5NIkSw/dECo1sDXX39dbkFBriwqimcIWXrIlfbGG2+w641cJpIQkqAbppS9QfWHyGdJYkqKZv/333/ZetS1a9eKfFxBJWBpI0dWQjKsHYoukJRlY5ppQ+LWUACRGywjPhI2KVZ6N5gq+zoc3a25Q3zGsGfh8OsHcPhtF0bMegh/3dqCed6+WJscAffrf2J9984YdSgAv5+IgI2lHPMeasFPCgJBXeFyTDqm/XwCKk0BHmjhVVz8xF0Efh0LZEQDdp7AuJ+AwOBi26Eb+KZrm7D05FKk5KXwvEEBgzC702z42PuUK2OLgpdJ9KTv2In8ZF2zVYKCkx0GDYJ9796w7dxJX8yvOmABoylAvkYnaPINxY2B2KkoJErYamE0LhQrBvOKBEyRwOG2ZwavBRWjwoERLi4uWL16NfsZKV6HLCzkKqLgKa/CEtzlxcHBAa1atTKaR1YBihqX5pP1ieockLuErEyrVq3iStRSDQKyBlGa/NNPP41vv/2W0+BJqE2cOLHcGWCCimNra8tPOjK57sfZuo8bDv2mgpXcFtZKK+SjgM8hUyhwj0yYZMWj8gr2zd2QsS8SuaEpaNGjL0L+Xo9L+/egRc/HcXTTDdzIb4h2Dg7ICwvD9JgxOGR9BNeyovFF6wcw++xOtDn9Lr7rtxLT/rXAT4dvITNPg48fbm18AxDUzfOzHPNrKxHJ2Xj8xxBk5GrQJdAVXzzS3vjcv7kfWDsZyEsH3JsCj64HnIunfsdlxeHdI+/iUJQuiLaRUyPM6ToHXX3K/lCpSUlB2p9/ImXt72y1laAeUw5DBsNp6FDYdOyoa9lQBZB4oexUqlGWmpQBjZWaY1OyLfL1QqessGAh94tcxsJFLi90x8gNhIypqBHCpXYKIKozQPUDqB4QiRMSHFUFFUWklEVKhyfRRUKIYoYaNWqkX4eEGYkesijRzZRilqSAMMG9h0QrxwGRKTIxh6s3W2jjQJdON1sPbHjtB4Qor5l1SZJFqEGDBpzhR1agnsE99c1RmzXogRCsx83TJ9F78nM4uV2OpJgcqCe9CsXyBcj66nu898M7mHF0Nn5Ov4I+QX3ROWwfBp59GcsfXIXpO9Ow/mQkUrJUWDaxHRys60bApKDk87Ms82srdJ6T+InPyEMzbwd8/3gn475e59cDG58DKEvTvwcwcTVg61rM6kN9uijWJ0OVAUuZJV5o/wIebfEolLKy/X4oXT1l9Rqkb9vGLSYIqg7vMHAgHB8aBrtu3e5p8HJ+fgHXIUuOzuIhKSqTxxlJuTqXFFWnd5Kh9XAnqHI0UBpkxJFYobgWuSRuJFFj+LpQ1AhqHxWuA0SVIqsCc/UGqAaQYR0gUyiuRBQ9rBk4utvwEHZU59qkOkA5Fiq9xc8c5AaTBFCvXr1g28YdmYeiIY8ogG/TFogOvYRrJ/ajZa92OPNPBK6qG6NNgD/Ut8PRbPtljOkyhsvtv6PMxnrvVnCIvYDBp57Diod/xbOborHnSjxGf30Y30/phAbuosSB4P6D3F3P/XoSNxKzuAzEqie7wMnGQGSc/An4+yXddIuRwOjvAKWxuyk5NxkfHP0Au2/v5tct3VpiYc+FZarlo1WrkbZ1KwufXIOwBqsWzeE6aRIchw2D7B4UmswszFZKMhA7JH5KsubIFBZwcLWGW31rKK3lsHG0hK2tjU70KHQiR3D/UiEBRDE5t2/frvy9Edy3pCcmQCmzoh7wegFEsWREXl4c5HJ7KAp7hNH5tWXLFq7mnZKSAtu2HiyAci4lo1XvgSyALu77B+PfHY5z+yIRcyMdbZ54DZj/IpJ/XIlXRm/A0ZijXI/kzQZd8bkqC/Lkm+h7eCo2TvoFT2yKxbX4TAz/4iDmj2iJMR3qCXO04L6BrDbv/nURx24mw95KwRWevRwNxM3xFcDWwozXzk8DD35SrL7PmfgzmLVvFuJz4qGwUODZts9yavudrD5k4UndvBlJy7+DOjKS55F1x+HBISx8rNu2rbTfmkaVz2In9mY64m6k8VjKeDJFaSWHq68d3Hzt4OprD9d6dnD2tIW9sxVbb8ircPPmTdg6WMJaWIbrDBUSQNTFlVxM9IRumpElENDFhNyOBGULUoR+ekI8rOX2yNXkYdGfXyAPanadXgl9F1FRv7IAat3qc7i59WFXREBAAG7dusWVvSmwXe5shfzUPAS4tITCygopMVFIjbuOZt18cOlgNC4nuKNNly7IDglB2sJP8dmHi/H4jqnYH3sMX3Qci5ePrweSb6DFjgnYNul3PL8jAyG3kjF73VnsuRyHBSNbwtOh+gIuBdV7fpY2v7bx85Hb+C0knONMPn+kHYK8DCytId8D2wrbJHSbDgxeaJTpReJpzZU1WHx8MXdpb+DUAB/3+hgt3FrcscFo2p8bkfTdd1BHR/M8uasrXKdMgfO4sVCYtE6oCNnpKkSFpiDmRhoLnsTIzGKWHRIzLHTqkdix52kayMojHnIElVYIkTJ0yA1GNXmkwGdzJxiV5q7N/L7gTdgaZrOZ+YyFFQpMZ5q8Luv7LCrYhuLO+1CWv2d+Vlnfp5uXq1Jxby9CQ8XLrK2RFBUBa7ktZ+NduHqp8A2hLH6I/PxMnL/wIrp13Qlrax8W1iSASGRT1W+yAmX8Fwn15TQ07dYLF//7B2d3bUPwxBm4fDgG4ReT0erx2bA48yiy/tsP338HYH6P+ZhzYA5WXFsPzz7TMengCiDpKtzWDsNvY3/C8simWLIrDNsvxOLg1US8OigIj3ULEAHS9zmUtSqdn1IGa2nzaxN0Hr+3Rff7mvNgM/RvZpCQcuw7YHthga4eLwIPvG/0O85WZ2P+4fnYfms7vx4cOBgLeiyAnbJkN7E2Px+pGzYg8ZtvoYnRtb6Qe7jD7amn4DJhwl25ufLVBYi5norwS8mIuJyMxIjifb3IZeXdwBHeDZ3g3dARHgGOUNay9hWCsiPVP9KVFMjXZRRmZiA/NwcF+RS8ns/z0wqrV98TAUTiR2oW99lnn5WqrGvrhUQi/uZ1WNeR6qKVRZ6msBw6gKjQS2jaqSuSI8PhIjeu0J2X9w+P6/k+gszMK0hLP43r1xejZcvP2A1GNyNqnpeWlgabNjoBlHMlBe0eHcoCKOzoQfSaNBWtetfjnm3HDudgwEsvI/HTTxD38SIM2rwJEW2n4+uzX+Pjc9/AYcCbGH74RyDyOOSrx2D6A++h9/RH8damCzgXmYYFf1/C2pAIzBoUxOnC4olRUJuITs3BC7+dQn6BFg93qIenexnE6pxdWyR+er4CDHjXSPyQu/iFPS9w41Jyeb3a6VU82vzRUn8DWSEhiFv4EfKuXOHXCk9PuE2bBufx4yqcvk7xOrcvJLHgiQpL4Uq/hrjXt4dvY2cWPF4NHOHgJiw75SvCqOtZoR+jqLCi0TIYvy6api0VGBVkNP8+g3YWPE83NpyvG2uNW2EYjIu9z6TlgDo/HxlJifjvy0+RnZxotCzXpGp4pQqgefPm1ZmT7qGX34RDYayK+ZYTxvPMr2KuxUQZ+mWYnXXn95Wl9YbZz1KWVhhleF92Tg7e/nMnT986exoBzVsiMyUZPo4N6KejXy8r6wTIuOZbbyJv4/iJUYiN+wsNGsyEo2MA/P39ucAlucGohpPCwwaahBw4ZDrCr0UrRF66gDM7t6DLyEcRFhLLAY/xfR+Afee9yD5+HNFvvIlnf17FwZxrQ9fi7eMfQ9PzHYy+3Bg4+xuw6220arwXG6d8hbWX8/DJjlCExmXgmV9Ooo2fE14e2AR9gzxF3SBBrQh6pirPqdlq7uy+cLRB0c/Q7cCm6UVuLxPxczHxImbsmYGk3CTu37W4z2J08Cq5pYEqMgrxn36KjJ079Z3VPWZMh/PEiZBVoJhsWkI2rp2Mx9UT8UiKNLby2Dpaon4LV/i3cIVfM1d+fT8jCQptAVkyCtjCoSuiqBMd/LpwDMPX2pLXMxxXhM59+uHpqY/jmScqv7lqZWFhQRl5MljI5ZDJ5NAq8++dAKJeXHWFBu06ilYY5cQwlfjmmRNo1bMPTzvae3Dsj0RBQS4UChc42LfgE9jVtReSkw8gOnotGjd+Ay1btmQBRB3iyd1q29EL6TtuIet4HDoOG80C6Nw/O9BtzER0GhqIQ+uv4dhfNzF+/gfIHf8wck6dQuL/PsecV+dwxdo/wv7AvGPvI73jLEzx7QCL3XOBa/9A/m0PTB68EMNmj8b3B29i5aFbbBF68qcTaORhh6k9AvFwB7/i3bIFghrCoh1XcDo8FY7WCnw9uUNRuvvtw7qmptTXq81EXYVnA/HzX8R/eG3/a8jR5KCpS1N8NeAreNl5lRjnk/TtciT98IMunV0mg/OE8fCYORMKMzW9SoPKY5DooYECmSXoYcM3yBn+LdxY+FAsT2172JYEh+SO0U0XGIka/Xx6bbKsvELlpdffwB9/bsRbs2fhxeee1c/fvns3nnx+BmKuhZl9n4WuGFHhWCcipPYUhstoUFhawtrO3mR9Cqow3IbBuHA70t+5evUa3po7F0ePHoVKrea6fu/OfQd9+5A3idcy+z6p/0XROkWVq3Nz85ChKcDUz76GjUn9Lmpl9drqP+947MQVXXBPSY6O5MKFhJOjJ3IyjU2TTk7t+IdH+NWbxAIoJvZPNGz4Khe13L59O/eIIzeYfQcvpO+6BdXtdPiPbg9nbx+kxsbgwt5/0PaBYbiwPwpp8Tk4fTIXbRYsQPTs2Uj6/ntYNW2Kd4a9w40Zf770Mxaf/Aw3mjyMd6b9AyXVQaHy/xufhXPAL3ht2GI8GdwP3+2/gTXHwnE9IQtzN1/EJztDMapdPYzuUA/t6zvXuouy4P5lx4UYrDh4k6c/G98O9V0LbwZxl4A1EwFNLhA0BBj5pVG21+9XfsfCkIX8cBDsG8yWH3vLwsbPJuScv4CYt+Yg7+o1fm3btSu83poDa5OO43fK2rp+Kh4X9kcj9kaaUeCyX1NnNO7khYZtPWBtr6zBokbDYR36eBONpmg6v2i6otYWPRb0Vcm5KKSu8nPhmEQKF1Ismq+wtOKA/a+//wEzXnyRy8DQcnsXXeC5m5+/wftNxEoZkMnlsHV04uttRRk7cSI3K/93716u9bZs2TI8PHYclzsprUVVqftlcGwqihBAgnsOWWkIB1tXpGUlGS1zcGitn3Zz6wel0g0qVSKSkvfDw30AZ4NRyQUKhqZsMOumrsi9nIzsk/HoOHQU9vz4DU5s+RNtBg5BrwlB2PLFWZz7NxINXukBt2lPIemHFYh56y0oPD0wu/NseNt5Y/GJxfjz6p+4nnodix5ZjXrn/wT++wS4fRD4pgfc2j6COX1ex4sDBmD9iQiuIH0rKRu/HL3NA9UOIjE0rI03GnnYCzEkqNZKz6+tO8fTz/RuyLFrTGaCrrdXXhrg313X3kJeJCy+P/c9Pj+tKw77MD0MdHvHbIo7WX0Sv/wKSStWUEAn5G5u8J77DhwGDy7zeU9xPRcOROHKkRjkZeniA+mtvkEuaNzRE43ae8DGoXpdW2SRIeGiys2FVq1CvlqNfI0G+RrdmIROeUUNu2Rk5JIxHBe6agxem1umFyplQGllhYEDB+LatWtY9uVX+ibkNN9wLGU3UggLrevj48MZ3bNmzdIvpwr8Tz31FDelJmFCTc9NoVZTs2fPxubNm7kPaKdOnbB06VIuSmyOxMREXL16FStWrECbNm143scff8ztsqhpekUFUGWguBvldSdoHWpEKhAQNhb2yIEuU0TCzrYoUFMmU8LHexTCI1YgJnodCyDKBiMBRG4wEkB2nb11AuhUHFq82g9HN/6OjMQEFlkdHhyOFr18celANPasuoQJb72IvJu3kLlnDyKnz0DAz6u4YWOgYyBe3/86ziacxdhtj2But7kYOuMYsPMt4MoW4Mxq4NzvsG//KKZ2fwFTuvfFwWuJ2Hg6CjsuxOJmYhaW/hPGQ4CbLfo388TA5l7oHOgKS4MqsgLBvYSCnWf9cRYZeRp08HfGa4MLrTHqXGDtJCAtHHBtCExcAyh12Vh0E6ekgG/Pfsuvn2v7HKa3nW72ep5z4SKi33wDqmvX+TUVL/R65+0yubuowvLNMwk4/18Up65L2LtaoWXPemge7AM7p6ptPk0CJyU2GsmREUiKDEdqfCyX50hPiINGq0X78Y8jzVIBpVyuP1YajXEsia4CtIKtIrpBoYs7KYw9kevn66w35UFb+J2iQANlORNv6O8uXLgQkyZNwsyZM+HnZ9x0mqD+mNSnk0JYJkyYwE3Lp0+fzt0cpk7VxffQODo6Gnv37uV9oG2ZNhcfN24cW3HIOu/k5ITly5dz1wXq4WjY3FqCtk8tjn7++WdudE49Quk9np6e+n6d1YWFtgK2OikLzBRyU5DSoxgQUoPOzs58IGsj5EOkL5c+k4gBqhgalQq/vPkSkqMi0KJXP7RJ6I5zmps4pryK4J6bIJNloHOnjXB01D0VEJmZYTgW8iAsLBToGXwYeXmWnGkotUFxcnBCzMch3BrDdVIzhMUex54VX8PWyRnTPv8BWijw+wch3Ci1WXdv9JvQEBHTnkb2iROQOTnB//vvYNOmDSIzIjlF/kzCGd523/p9MafLHPimxgD/vg/cMDhvmwwCuj0PNOyHLFU+dl6MxeYz0ThyPQkqg2aIVHSud5A7BjTzQq8m7vA0LD4nEFQy3+y7zrE/dpZybH+pN/zdqP+eFvjzaeD8OurvAEzbA7g34fXpUr/s1DL8eOFHfv1yh5e5uKEptF7Kr6sRR5YEtRpyd3d4vzsPjg88UKa2E2HHYnFqZzhbfhgLILCVG1r2rgf/lm73PKmALDbkGk+KvI2kQrFDQ3J0FLupzGHr6o4Ok55A/Xp+7E6SKxQg6fP519T1vOp56623YGlZNqsYiRayymzatIkfEumhkawt9Hr06NF6y9XkyZORkJCAXbt26d/7+uuvY+vWrfyASQKGhEpISAiXtiGozyaFIpCFh66/Bw8exLBhw1gUGTY7b9y4MW/rmWeeMbuPlM07atQonDp1ig0oJH7o77Zv377Cx0gqXkmtk4p3gy/b/VtRWe0pJLKzs7lNxY4dO7hHl6DuQoFzjy5cisTI2/D0bYCY944hR6GCXK5m8UPY2AQavcfePggODi2RkXER8fE74Oc32cgNRjWB7Dp7IePfCK4O3frpB9gFlhYXi1Pb/0LX0eMxcGoL/PnZKVw5EsuZI42/+RoRTz+DnDNnEP7Ek/D75mv4demClUNWsivgu/PfYV/EPhyLOYZn2jyDyZN+g03kKeDwF0DYDuDqLt3gEgi7to/g4TYT8HCHLsjK07BliAop/nslAYmZedh2PpYHglxlXRu4omtDV3Rp4AZfJ5GyK6gcLkSlYcnuUJ5+d0RLnfghDizWiR+ZAhj/s5H4IdcvxcARb3R+g/t5mZKfkYGYd+bqM7wcHngA3u8tuKPVR6POx+VDMTi9K5wbihJWtgq06lMPLXr6wtGt8tteSK4rEjmx18J4iLkehqSI8BKFDhVRdavnDze/+nDxqQcnD084eHjCxskVcSkpcPWtp7+Zqgr7ltUmFi1axL06yUVlCmXTjhw50mhecHAwx+NQXBMtVygURlYZKkdChgyJs2fPIjMzk606huTk5HA8jzno3JsxYwaLngMHDrD16IcffsDw4cO5kTq54qqLSo8Bom7K1HiUFCR1bl+5cmVl/wlBLUJpbQ2fxk2hjtVlhuUq1LC21okfpdIVSmVxde7lNYIFUFzc3yyAKBtMcoORALLv5ss1gSgYWhOVg+Bxk7Hty89w/O8NHAvk09gZnR4MxIltt7D31ytwmd0B/it+QMTz07lSdPhT0+Azfz6cxzyM59s9j0GBg7jn0Ym4E/jfqf9h9eXVeLbNsxgz4RcoU8OBkO+A078CKbeAfR/pBv/usGsxCoObDsHglm3Z5H8+Kk0nhkLjcTE6nV1lNKw9rut87W5vhbZ+Tmhb35nT7Nv6OcPF7v5O6xVUPrnqfLz8+xmo87UY3NIL4zoWujuu/QP8+6FueuhioGFf/XvI5SWJH3L5jm86vvh2L11C5MuvQB0eTj9OeL32GlweK70WUL6mgJMPTu24zZWapeKE7QbW5/pcltaKSm+pE3stlDObYq+HIe76NajzdILLEKW1DYscFjv1/fXTju4eZl1TZE2wMCmeRy4gssRUB+V1gRkWHh48eDDmzJmjd2tVJpmZmSxYzBlBDIWSIf/++y+3NqK2RpI1huJ/yECyatWqUvt63mvuWRA0NbH89Vddld/ajCY5Bxq1wclY1if4YpWgy7KSuerNZXtbWbZlljKtU7bPLK1GF5Mp06byheaXX3/hJypNYY+eDG0O1qz5G1u2JODDhUUB0IZ4eQ7DtWsfIzXtOHJzo/XZYFFRUfwjcnFxgW07T2SfjEPmgUg0ndQbx//agITwWzj0+y8YOG0GOj/UAAkRGbh9Pgnbvj6Hh1/viPrfLefaQPR0G/P228gNvQLP2bPRyLkRfhz8I7bc2IKvznzFReE+PPYhVl5YiUnNJ+HhAe/AYcA84MpWXf2gG/uA8CO6YccbgEdzyJoOQdugB9F2YCe8Oqgp0nLUOHErmfsxHb2RxIKILETUiJUGCWpU2cTLntsVNPHUjRt72ouU+3sInZ+PPfYYT//yi+78LG1+TWPJ7jDuZefhYIWPHm6jEygk1DdM00WSdHwC6PSEfv1fLv3CcT/Em13eNCt+0rdvR/Sbc6DNy4PS1xf1li1lV3FJ0FP9zbOJOLzhGtIScnievYsV2g8KQItgHygqqRpzTkY6Ii6ew+3zZxB+/ixS44xjCCWx492wMbybNIVPoyB4NWwMBxI6d2ltpfeX1Q1Vk6AA43bt2rE7yxC6jh46dMho3qFDhxAUFMQxRGTtoZhdihWSXGChoaHsXpOgGJ7Y2Fi2FAUGGlvvS/MKEeT6MoReU+p/rYsBKgt0IaGIc+nD1zYkH+Kll7fDwUp0DC8P2aocNF06mKfTE1Ph4OaEzMPRSP3rOv6wPoJZC97gZUeOPIlu3VaY3cbJU48gNTUEjRu9gYCAZziA7saNG+jTpw/69esHdVwW4paeYgHnPbsTYuOuc9sSUmGTP/gM3o2DkJejwYZPTiIlJgvOXrZ4eHYHWNspOKsl8euv9d2p6y3+DFYNG/Brdb6aO8kvP7cciTm66qLUCmB049F846DeSEiPBi78qSswRyKIaqxI2LrrYoYaDwACggFHH/1TO4mgsxGpOBdJQxp36i4JPxcbFkMN3e0QQIOrLQLd7ODrbC1addwlFKMoNeKlJ1rqPVfa/JoEnT+jvz4EipVd8XgnDGjuBWjygB+HANGnAJ92wJM79Z3dN17diHmH5/H0C+1e4KamhtDlP2n5ciQs+x+/tuvTG/UWLYK8hKd5gur2HFx3FdFXdTdGGwclugxviOY9fLiL+t2gVuUh6solhF84i/DzZxB387pRoVV6qPLwbwDvxk3Ysky/c9d6fhyAfDeUFk9S0zGMAZKYMmUK1q1bx59LusVT/A0JGykI+siRI3j++efZGiNZix588EHExcXhm2++YZFDcT8kiCjAmqZpW2RlysjI4GwzEk8UNE3xPBTj06ljJ90OGHxniQmJaN6qBXr36o25b7+jc4Gt+AGff/kFjh06iraS0Jbeon+rVAnaZH7hzNy8XNwKvw3vDHso8+VAfuH6BVqkZaYjYGzbexMDVBqk6FavXo3ff/+d0+NqOxaWch50lK1ac0UqM5dlO+bXq9g+lfnv3SW5V1NYAKkTdEI4V1vkV1daFs8YkPDyGs4CKC5uCwsgeqIhAXTmzBkWQUovO1gFuSAvLAUZB6PgN7IVmvfqh8sH9mLHN8sw+aOlsLKxwoiZbbHh05MckLl52WmMeKk9PGa+COtWLRHz1tvIu3QZN8eMgccLL8B1ymNsep7YbCJGNR7FFqFfL/2K62nX8evlX3lo494GIxqNwJCOj8GpxwtAdrLO9UBi6NoeIDsROLtGNxBujYHAnrAOCEbHeh3RMbih3lRGVqKwuAyExmbgalwGwuIycTU+A4mZKkSm5PDwr8lxUVChOGcbthzx2IWmrXnax8kGno5WcLBSiFij+7Ta8+vrz7H4GdnOVyd+iB1zdOLH2lkX91Mofiiubf4RXdHax1s8zvFtpinusXPnIW3zZn7t+vgUeL7+Omc1mSM3S80Wn8tHYvj6IVfK0G5AfXQYEnBXrq687GzcOH0cV48dws0zJ6HJM+7oTnVsAlq3g3/rdvBr3gpWJkXv6jJS2wmuCq0palEx/+15fA8m8rPVPK9tUCusXbUG8z9cgPfffx8+Xt6YP2cuHh05EZqUXF7n+8++xrMvT+drrJeHJ+a/OQ8Rt8ORn6Hih05aZ9PKdZj30QI88fhUJCQlwtvDCz279oDrSHuoo4v3a3OCDf5etQHzPnkPAx8YCLVGgxZBzbB+xW9o6dOEq/tXBCpRUJCjQcaBKCgyjG9oWXklP1zetQWImqGag8xnFB2uVqv5RrJz504+kLURkQWmo9jpUYazhZ6kHRx1HajDfzmN+o+2Q8IP55F7LQXL5bvw4UJdnMK58x+hdSvz/l+1OgUHDnaDVqtBt667YGnpj8WLF3PdCXq6oXMw91oqEn84D8gt4P1aJ6hkeVg1eway01LRYehI9Hv8ad5WSmwWNi05zTEKZAka+XJ7Nter4+I5zTf7yFFezyooCN7z34Vthw5Gn/9w9GH8duU3HIw6iPxCaw/VTOnh24Ozx/r49YGHrQd1b9RZhMJ2ArcOADHnih8wuknV6wD4dgDqdQR82gKOvkZuxuQsFQsjEkU3E7MRnpzFdYjCk7P5JngnbJRyeDlacRaap4MVd7l3s7eEm50l3Oyt4GonTVty5lpdE0u11QK07J8wLPvnKn93u1/tw98jLm4C1j2u82VPXgc00WVqXUy6iCd2PMEVnsl6SU1NDb/n/PR0Lg1B2ZGQy7m2j8vEiWb/Lv0Grp9KwP61ocjJ0BUyDerihW6jGnGX9YqQm5mJ6yePIezYIdw+d5rr7kjYu7rpBY9/q7awdyn5QamyqCoLkJFg4ZR3g2laRh0uzE3rWmMV9eMy2E6Nx0L/T1HIhcE8/WmpPz2lCtAmIRoG5y9N5qrycDsqHG4RSljmU9kBqh5JhREtkJ6biYAJ7e6NBYisPOYumiR6qMQ1mdleeOEFDl4V1G6Kfc9luFfyiViI6nqarp5GQg7yoOGqsxKWlsaZBIYolS5wde2JpKR9HAzdsOHLfG6ROZasQCSArBo5waqhE/JupCF9dzhcxwVh8PMvYePHC3Bq22Y0bN8ZAW3awcXbDqNndWALEFmC1i86gWHT28DD3xP+K1YgbeMm7m2UFxaG25Mmw75/f3i89BKsmwbx5w+uF8wDucS23tiKv67/hbCUMPwX+R8PRCu3ViyGaAga9IHuuOWkAuFHdWIoIgSIOQvkpgLX/9UNElZOgGczwLM5xxO5ejZHNxoaBBj96CnQOjY9l4vfxaTlIio1hwdqghmVksPLMnI1yFHns2Ci4U5YymVwtlXCyUapHzvZWBpMK+FgrYCDtZLFEk3T2L5wbKUoW00wwd1BVsKv9uqqMM8f0VInftIigb9n6lbo+bJe/MRmxeLFPS+y+Onu0x1zu881+o40SUkIn/Y08i5fhszeHvWWLYN9z2CzfzcrNQ///RbK8T6Ei7ct+j3WHD6NnCqUnn7jVAgu7N2NW2dPcV0eCcrIatK1B4K6BsOzQaNacU7pm35SKQwWM1po803GLGB0bhkjMXMvoENm0KbC8LWu8rPh68I3FE7rW1DohUfRtP59KP4+fZsKw/fp1zNz/6hEFLkWkKUq4fxgcdEqS0+v3hig2o6wAFUcwyfp0Fd2IvCV7oj/6gxSLDLxm8UBfPTRR7zs+o0NaNjg4RK3ExO7CZcuzeJU+e7d/uFaElTfgnzTlOZJJ31eeDoSvj7LPzivlzuwa+yfH77G2d3b+ElyyidfwMbBUd9/aMuXZ5ESmw2FpQwDHm/BlWgJTUoKEpYsQeqGP0lp8A/ZcehQuD75BGzMCHkSQORioOF84nmjZb52vuhRrwc6e3VGZ+/OOusQQRaiuIs6d0XUSSDqFJAQahxDZIitG+AeBLg00BW0c6VxA91rGxezwek5qnzEZ+QiLj0Pcem5iM/IQ3x6LpKyVGxZSsrM009nq8rWMLA0lHILDtgmqxMN1IPKxpLGsqLXhfNobCW9puW8nvH7dNMyWCnkLK4sCwd6La+k+jG1zQJEwnfst4dxKjyVKz1/91hHWNCDxKoRuurlZE18ahdXes5SZ2HK9il8fjZ2boyfH/wZDpY6ayyhjo3lUhCqmze5qjNlR1o3a1bsb9JtIfRoLA78cRWqHA3X7unwYAA6DQlk11d5SImJwvm9u3Fx3z9snZVwrx+gFz1u9QOqVfQYWoC4vo0kYqhPl6ZQvOQbjgtFz93cPel85lYOhcKh0HqBwtc8bShqTF+biJzaIBork2qrAyQQlIf0vbo08Dx7LWDgmrVUlm7a9nAfCJnMGjk5t5CRcQF+fq3g7u7OpdXPnTuHLl26wMrfETYt3ZBzMQlpO2/DfUoL9HnsSQ6ipAvvlmUf4+E573FhM0d3G4x5oxN2fX8B4ZeSsfP7C4i44oue45pA6eICn/ffh+sTTyDh8y+QsWMH0rdu5cG2c2e4Tn0c9lQAtDA+IsgliAeKq0jITsD+yP0sho7EHEF0VjTWh63ngaDK0528O3H8UCv3VmjY4XHIOz2p+5AUwJp0DYi/XDQkXAaSbwLZSUXZZqZQzyYnP8Cpvm7sXB9w9IONgzcCHHwQ4OMNBPqUmsFHYikpK487iKfnqJGao+a4JHqdmqPSzctWIzNPw5YlGmdK4zxdnRVKxeb1DZrc3itIAOlFkVwGK2XhWCEvFEmSWCo+r2h9ua43Vi1i3ckIFj9U8PD9ka10N7oDS3Xih86DMT+w+CHr6hv732Dx42btxo1NDcWPKjwc4VOfgDo6Ggpvb/j/+KM++N8QVa4G/60JRVhIHL/2DHBgq4+7n/k+YSVZe8KOHsS5PTu4abEEFSxt2WcAWvYdCLd69VEdkLgrSFdx3Et+Sh40qbnIycxGvreKYxVlMk35XEv0fcgl8WIBC7nJmMUNDKbrpmCpiVRIAFHKHEWSz507t8R1PvzwQ7z77ruiFYYAuZd0/b9U7jJjAWTpiiSVBt9GxENmYYFn/DzgZll0SioU9nB374/4+G3sBnN0bM3uVUqJP3bsGAfZUyql4+BA5FxK4r+Tez0V1o2cMeLVOVgz9zWEXziHvau+x4Ann+MLjpWNAsNmtOGu8ad23ea2GTFXU/VmfauGDeG3bClyLz2NpB9XIn3HDmQfP84D3TScRoyA06hRRjcOsvCMCRrDA7kdQmJCEBIbguOxx3El+Qpupd/iQRJENgobtHRridburdHCrQU/qQe0HAll67FFB0eVDSSGAcnXgeQbOkHEww0gMxZQZQIJV3RDSSjtAAdv3WDnDth56LLUeNodNnYe8LN1h5+TK+DlTJUry2WVyFLphBEVhMxVF7DrjQdVPme90SDNy1UVjg3WK5pH4wLduHAexTrlafL5IVuC2gSQ1epuLVcFqtojgFKyVPh4u+47fuWBIHg7Wessh1SLinjwE8CtEU8uP7ucXbJWcit80f8L+Nr76rejiozE7SmPQxMbC2WAPwJ+/BHKevXMZnjRgwGlttMNvctDgegwJLDM1ZtVuTk4v2cXTm7dhIykBJ5HjTkbtO+IVv0HsVuaHkaqAnJNaZJyoUnIhjo+B5r4bBY45I7X5hmfQxoHC2jd7HRWH4vCk44EC7l4SchQjy5J0MhMBM89rmwtuHcoKtwZtwwKWXjX6iZUDJNcCKqYTGR+r6tWS6hcZbCMkeHvLbr6EfZOfhh19jrOZeqyALbEp2J7pyA4KoqyULy9husEUPxWNG78JmeDUWGtpKQkrjxKHYaVnraw6+qDrKMxSN18DV4zO8DdPxBDX5iFzYs/wNldWzmQstvDE3ib1HCw++hG8Gvugn9WXmKX2J+fnuQ+Yt1HNYK1nRLWLVqg3uJP4Tl7FlJWr0bKH+v45pH03Xc82LRtC8ehD3K8kGX9oidZEjd96vfhgUjLS8PJuJPccuNC4gVcTLyIbE02F12kQUIhU7ClqIlzEzR2acyiiKZ9vVtDbpriq84B0qJ0vZ4oDiQ1AkiL0KXnZ8TqBmqCqc4qFFDmK7QWg6wJ5FqjQG0bGlx0YytHXVsFKwf9ILNyhAMPDoCNPeBooxNccsuy18oqA5p8EkIFhYJIN1bl64QUtSHJ04/zzb42fF9e4ZCQkYtdr+jEaFIuIHm6pPNWmq4JfLLzClKy1Wjm7YDHewTqLIabnud+UWg5Gmg3idf7L+I/fa0fKnTY2qO1sdvr8al8/lo2aoSAn1ZC4VHoljW4Vp/bG8lZXgX5Wk4SeOCplvBtXHI6vCHk2jq942+c2bkVuVmFx9DJGe0GDWNrDxUgvJdQlpIqMgOqyEwuukqiR5OYq3NTmUMGyKmkhLMV5M5WyHdTIMs2BwoXKyhsbVnsCGFz/3PPpDj1HKF8f0HdgywtFD9h28gWmqYJnKoud7GCyiEblpZ5sLGhwFkFdqWCxY8lrS+X4XpOHhZci8Jnzfz123Jz6wOFwgF5ebFITT0OF5eu3D/m6NGjPJAAIpwGBSDnfCI08TlcJdpxgD8ad+6GflOfwd6fvuMCiZY2ttwwVaJ+M1c8MrcrDv15DVcOx7A16MapBE7rbd2nHhdzU3p7w3PWLLi/+CIy/92LtE2bkHngAHLOnuUh7qOPYdWkMez79YfDgP6wbt3aqNKsk5UT+vv354HIL8jHzbSbHDdEQ2hKKK6lXGNRdC31Gg+4VXQsKdvMz8EP/g7+qO9QH/6O/vCz9+Onex//brBVlnCjVmUViaGMGJ07LSsRyErQDfyaphOB3DRdiglZlWggMVXhL18G0D5R800epGmDeYpSlvG0NaCwZjGlUFhBIbeCHVmn5FY6KxXFaNhZ6cSWwrZComvkl3k4G5mG0xGp8HezMzpvawqnwlPwW4juu3h/VCsoqf7TnkU6qx9Z84Z+xp87PD2c+9oRE5tOxMjGRe0ONAkJOrdXVBSU/v7s9jIVP/nqAuxbfQVXjha2cGnrjv5TmvODwJ3ITk/DsT9/52bEGrWuxIWztw86Dx+DFr37czucyiY/UwV1VCaLHVVUJtSRGcgvrEJtioWlDAoPWyg9bKDwtOWHJRorXK3ZumMYT5J48yZkVgrIyhnjJKgDAogK0RlCmTim8wjqKRIREcHLKGtHUHehG4rbo82RdzUVlgEOyNq9FZaWOveDpdING+N1AZEz/D3R19UBI09fw28xyXi6vgea2enEs0xmBQ+PIYiJWYfYuL9YAFHsD4kfsgCR0Pbw8IDMVgnnhxoi+fdQpO8Jh3WQCyzrO6DDgyO4muzRDWux96fl0Kjy0GVkkavJ2l6JAVOao3l3b+xbE8ZFE+kp+OyeCHQaGsgNVRVKOWSWlnAcMpgHuqlQ5dyMPf9yGnHe1Ws8kGWIGkc69OsLu+CesO3SGQqT7shkzWELj0tjjG4yWv/0HZMVoxdAJIhofD31OlQFKhZMNJjD2coZPnY+LIi87bzhYeMBT1tPHsg151WvHeyU5jN89BTk60RQToouS43GOdI4BchLB/IyioZcw9dpQF5mUSA3BedKQqoqYXEkiSJz40LxVDheUKDCexZdcT6yAUa2K+4Kqm7IxThvsy52ZmxHP3QOdNW5vg4u063w0FLAzo1dri/tfQkZ6gy082iH1zu/rt8GBfaHP/kkVLducXVnsvwovXRB/xJZaXnYsfw8Ym+ks8UjeExjtOnvd8f4FHVuLru5qP2MKkdnwfVu1ASdR47lB4+7LUxoCMXq5F1PQ96NVOTdTOO4nWJYgIWOpZ89lL72hULHBnJHK2HJEdx9FhjFWpQlaEvaHFl/qBL0kCFDUBsRWWAVh2r1PPusruLs8uXL9V2DSRQnJOzDrl3rIFe4IOyVP5EpV2BnpyC0dbDFk+dvYltiGib5uGKJgRUoOfkQTp+ZAoXCGb16HoFMZonffvuNy7RT4z5qqiede8lrrrAlSOFuA8+Z7SGzlOtq+fzxK47+qSsM1mn4w+g16fFiF+mC/AJ+Cj6+5SYyCy+yVOWWehq16uMHW8fiT7P5aWnI3H8AmXv/5XFBoQtFwqpJE9h27cqB1DZt27BFqayQtSguOw7hGeH8lB+REcHjyMxIxGTG8E2vLJBbjoJiXa1ddYNN4djaFS7WLiyinCyd2FpFg73Svrjb7Y47qwbU2Tr3nH6cU8K8kpYZrJOfB2hUhePCwXAeuYAqSJ5Gi2e35CJVaweHGX/jl2d6lnreVgd/nIjgoodU1HLva33hTkkuy/voAuRbjQHG6jq6LziygGPL6Pv9Y/gfLHyJgtxczvbKOX0aCk9PBPz6Cyz9i35TUrzPtm/O8blOjUsHT2uF+i1KT0yg1PXz/+7CkfVrkJWawvMobb3XI48joE37SgnszU/PY8FD8XxU4iK/sLmqIfT7VvrZw7Keg170yKzkdbISdF0ltxKywMosgKhpGUGrP/nkk1z22rSzrBQg7erqiu7du3PPptqKdADJ0uXgUJRJUdVUd6ZARf4+tT+RakAZphN/8cUX0OQfxquvrOXXnlsPw9nBHpd6toLcwgLHUjPZCmQts8DpHi3hotQZKLXafBw8FAyVKgGtW30NT8/B3ByVGu2SMJ85c6a+EV9Bthpxy06xSdyuizdcHta5yIiQzetxYM1PPN2wYxcMe3E2u8VMIZfAhQNROPNPODKTdUKISvw3bO+B5t19UK+Zi9mgUK1KxRahjL37kH30KPKuXi22Dt2MrNu0hk2btrBp0xrWLVtCXsHzK0OVgejMaLYe0Tg+O1435MRzZhpNZ6rLb4mxgAVnD7EgsnSCvaU9iyJqCULzDce0zE5hB2uFNQstGmjaWq57TQG55RZTZYHSkCVxlK8yEUkG8/TjIvGUFXcL9sMW8GYefG81ts2dVKPS4CnDrt/ifUjIyMPbQ5vj6d4NgX8/APZ/qgtinxHC1p+dt3Zi9n+z+fv6btB36ObTjd+vzc9H1MuvIGP3bsgcHRG4+lcW4oaEX0zC9uXnoVEVcHFQqotF49KgbK5/VnyNpMhwfu3k6YXgiVPQrHsvsw1GywqllpNLixIZaNDEmdSvkoGFjq7ulzNbdmU2lRu9IQRQ7aNK0+Aff5yqjer477//MHr0aIwYMQL3O2vXrq3WJ8HaiEpV5I+nmwrdSEg408no4mL8NNfB0ZbFD9HFyQ6t7G1wITMHa2KS2TVGWFjI4eMzBrdvf4vo6LUsgAICAvjEpx/A/v379eciucJcxjflCtFZIbFcKJEap/L2R46Fg5s7dn77P9w4GYJf33oVw2a+Bq8GuiwaCapz0rZ/fY4Dun46AWf+iUD8rXRcPR7HAwWIBnX1RpNOXnCrZ6cXiRaWlrDr0YMHQpOcjOyQ48gOOYbsU6e50KImPh6Z/+zhQULh48NxRHST0g+NGkF2hwsxiZCmrk15KIlsdTYSchKQkpuCpNwkJOcmIzknGSl5KTym12mqNA7WpoFikbTQIl2VzkME7iIeqBBLmaVOFBWKJBJH+tfyQsFkKJoUViyc6H08llvqB/3rwmVKuVI3T2EJSytb/XKKnSpRvGdRKqJOADmnhXH2GdUhqil8s+8ai59AN1td4DPVipJcX8M+Y/FDDXsXHNZ9hqdaP6UXP0TcokUsfiyUSvh9+UUx8UPn8D8/XeJg5/rNXTD4aWovUXK8D7mQ969eyQUMCaqr1W3MRLR94EHIFRXrWk5tG8i6I2VvGsXwWIAtOvTbtWrkDKtAR8gquau8oOxQ09OXXnqJB0KymRiOzc2TqOxpaUz3GXrY3rVrF3efoALN0kD3nbJQobOKnrzrClR3pjqCuas7g+5u/j65EiTIUuPp6cknKpVEUCqNBVBL+6JjSzesJ+u549XQCPwUlYjn6nvoxZGvzzgWQEnJB7hDvLW1L/r27csCiKx0vXr10lscrRs7w6GvHzL2RSJ5/VUo3Gz4qZFo3rMvB2n+tfhDpERHYs3bs9DrkSnoMGxkMZcYZYuRyKFiifG3M3DlSAzfPMhlcGrHbR4c3KzRoI07B476NHGG3KBRKcX/SHFDREF2NnIvXULOufPIOXcOuefOcU0WTUwMD1n7DxT9cepE7e8Py4YNeUypy5YBATwofXxK7NdkCgVJBygDEOAYUKb1qRksCaL0vHS9MCIrUqYq03iszkSWKks3VmchNz8XuZrCIT+XY1MkKI6JLlYkqKoSUwElCSa5qujYNbMIR2RKNhp7Vp+V1xDal+8P6OK93hraHJaUer3lFaBADQQNAVqMhKZAw/V+yAXaxqMNprebrn9/8qpVSPn5F572+fgj2HXpYrT98/sisf/3MI55b9LJEwOmtiixgSldAy7t/xf//bKCRRDRZuAQ9HpkKqwLLWXltfRQDE/2yTiu22WYik79Fq2bucCmhRvH79GDjABGAsNUcEjDtGnT8Ouvv2LBggWYNWuWfv7ff/+NyZMnIyUlxew27iRepGUU10sWFeoCX1HOnz/PpXHOnj3LVvthw4ZxmZy7sbLS/YSuK2FhYfrsTXP3oNK4a1lNB4cK05X0B/1N/M61jaefflrEAJUTUt9UqZmg6s1Uu4esP4SNjXHsRnM7YyvHaC8XvHc9GhG5KhxIyUBfV92xt7UNhItzN6SkHkV09Do0bPgSW4GoJQY1SSUrkKFL1nFQINSx2ci9kozEny/C87m2LIQI6iL92CdfYNfyL3D9xFH89+uPCD16EAOnzShmDZKEmVegIw/BYxvj1rkkhB6LRcTlZGQk5XL6MA0UR+Hf0o3FUP3mrsWyaGS2trDt1IkHw55MedeuIS/sKrvMeAgLQ35qKlS3b/NQDIUCSi8vDmzloZ5uTJYkpacnFF5ekDk4VMh9SQLB3cadh7uBivLl5efpRVFOfk6RQDJ9XSiYDF+r8lX8fhqTgKJpEmc8jwSV4XJpKDDOBOL1aJ5JjcaCvKJ2LI1lUYhKza0xAohq/lDKfo9Gblz1GWdWA7cP6bLjhn7Kwvj7c9/jbMJZdkt+0vsTtnYRmQcOIm7RJzzt+dpsOA0bZrTtE9tu4dhfN3iarJu9JgSVGCCcmZzETYWpT5dUtXng0y+gXtPm5f5MmqQcZJ2KZ+GTn1p0n5DZK3WCp6Ub1+4yzMq6H5AEBFkkzI1LW2a4zp0eRuneSy6gJUuWYOzYsfpwAHIREfTwea+w4BYbUk8v47E0TcJp4sSJHDZDHeSpk/w777zDYu2nn3QhCebeV9I8aZrED33uHj168GsSVlKsMn3mjz/++N4JIOrJ9NZbb/GNx9DlYQjtiCiEWLchAURIAsjaRAA1sDV2L9rIZSyCVkYlckaYJIAIX98JOgEUsw4NGrzArrF+/frpu8RTdpiPjw+vSxd214lNkfDtOa4LkrDiAjyfa8NZIYStoxNGzn6b03f3r/4RsdfCsHrOK2g7aCi6j5nINUzMQRlhZBGiQZ2XzyLo1rlE3DqfyI0iJTcZmfGpcm69IBfUa+oC3ybOXITRFLmjIzdfNW3Amp+UxGKIMnhUt8O5ii+JIXV4OLRqNac101ASFtbWHG/EgsjTA3I3dyjcXCF3dYXCzc1g7AaZnW2lx5rJLGT6mKCqgkSXukCtF0eSYOLpgkLxlK9CXGocRkOXgecmj+M+ajWBMxGp2HIuhjP63xnWAhbZycCuwmKzfd8EnP1xKekSvjv7Hc96p9s7qGevy2Cj8yRq1iyOjXIaOwauTxZWGi/kxLabXPyT6DwsEJ0falDid3415DB2ffclcjPSoVBaovu4Seg4bFS5ChiSiyv7bAKyTsRBdVP32ycsrOWwbesB2/aesPR3rFUZWpIwkQZ6+Dd8bW64l6JDGuim37t3b7aGf/vtt1ykmOZJoRsU1yatu3nzZrbEUAatt7c3nn/+ebz88sv6c4GyaikRgGqt0XKyKlFcL8XB0mvpWv7aa6/xtkh8UUHapUuXom3btmb3d+PGjbC0tOQ2RrRfBG2rTZs2SE5ORuPGjSt0HEjgkQBq3ry52RigslAhASS5HKgn06BBg9jURh+ePtSpU6f4IJJ7gp7QBXWbuLg49s9S4UJCSoOX8LcuHl/1iI8rC6AdiWlIUWv0wdAeHoM5EywvLwaJiXvh4TEQ9evX53ILFy5cwNatWzlAX/qRUdyA+1OtkPDtWa4Im7D8HNyntYbCRfdjoR89xTE06tgF+37+AaFHDuDMzi24+N8edBw6Ah0fGg1ru5JN/UorORq28+CB0pbjbqbj1rkE3DyXxOn0iRGZPFBKPQkiasrqFegArwZObE1yrWdn5DKToP1SuLvzYNe9u9EyCnClNHxynamjonVjno6Cho51fDwK0tKgzc1lsUTDHVEqIXdyMj84O0Fm78BNM+UO9jym13J7O7Yy8XAPar1UVHSRm4sGB5Rs0clyKooPUFslczPZmnBz/Xj7ZZ4e08EPLXwdgU0zgJxkwLMl0G06i7e3D74NjVaDBwIewNAGQ3n9/MxMRMx4AQXp6bBp1w7e8+YZiZuTO27pxQ8VAO0wOKDEKs77Vn3PWV6EZ2AjDH1xNtz86perRk/WsVhkHolGQWah6c2CsiFdYNfRky0+FjUo3kqCHuJJ0NANXRI39PCuVmehoCCfX99NWIBkmeBrE4kRGFssdMuKBI1cbsvCw1TsmBOtdPOnMI1FixZh0qRJeP311+Hn56d3L0keDDJaTJkyhQXShAkTcPjwYUyfPp3v21OnTuV1nnnmGURHR2Pv3r3c3JwSTOLj4/X7SowfP57/HlXkp0BjypgcMGAAu6IoAcoUOqYkgKT3E1JYycGDByssgCqDCgmg999/n8fUjoDUF30wCoqeN28ecnJy2LS1fv16/PijLlVTUHehi0lMTAyLYkIuLzLH2sgt4GbmYtja3gYt7a1xMTMXG+NS8KSfrnCbXG6Fer7jcTv8O4RH/MgCiCARTj8+sjaRj5kKJUrIHSzh/lRrJHx/TieCvj3HoojqhEhQ09SHXn4DrQcMxoE1qxB34yqnzJ/esYXntR8y/I6VbOniRa00aOg+ujHXV4kOS0VkWAqiQlOQFp/DooiGK0di9cHWZCVy87WDq689CyI3X3uz6fYSFPtDqfScTm9gNTI65rlU/j+BBREFXZMoyk9OgSY5CflJyQbjZGjJPK5WIz8xkYcKoVRCZmPDQdsWNtaQWUvTJvNsrGFhbWYerSety8utYGFlxUHl+kFpCZkV1fRRVKq1KlWp0ovz6uS/sAQcvZHMfcuo5QUiTwBnftUtHL6Me319dXIp14ei8gVU7ZmOAzXljH79DaiuX2eLX73P/2ckSE/tvI2jm3Rur26jGpYofiizazPFxcVE8Q268/CHETzh0TIHOavjs5F5MIpdXdDoLB9yJ0vYdfOBbQcvKJysqv06RJYL+q6lITU1leeRtYDERnBwML+mB3vde3IQGjaoWva3b5/zkMvLl41G92CqlE+xNWRtMYVcZCRUpBZWQUFBuHTpEj799FMWQHQNJVETEhLCYQsEbYfu8RIkWGg5iSLJwrR48WJs2rSJ7/kkoEzp378/Xn31Vf47FEhNIRJvvvkmL6N7Q3VSIQFEB4GybgwPjGH9ny+//JLVJbnI1qxZU3l7K6gVUBsB+oGQ6TMqKooLY+oEkBbW1tlYsGEYvrR4FYHOTmZvZjTvER83vHM1CmtjkvUCiPDzm8LiJzX1GNLTz8HRsQ0/4fTp0we7d+/moVmzZkaB61T1lWKAEn44z32A4r8+A7dJzTnY0pCA1u3gv7Atrh0/gkO//8o3hRN//8kF36hjNbnH/Jq1LFPKr52TFZp09uKByE5XcSZZHA030xB3K4O7bJPViAZDqPaQqySKvG3h5GELJ08b2Ltal6knEwkJas9h2KKjJApycriWEQ+pNE7l6QL9vFS2MBRkZHKNo/zMDP10gZRpQRkYNJTR7HxX0FOwoTCiJ0uT10bLrHTiyXAeCbYfX34YK9wvItouGxrqsYYe+vO2qlthkPVQ6vc1tUcg6pGb9o/XdAvbTgLqd8GZ+DP46aIuXmJ+9/lcv4lIWrECmf/+y5+LMr7I5WkY8Hxko64NStcRDdFxiK4FjSlXjx3G9q+XQp2bww8DD854Ff6tzLszTCH3ctqu2/p+f4Synj0cetWDTWt3WJixcN5LyC1C1xqKSzUUOzSQFackJDcRCSG6sdO4NvYKJysQCQ4pBtOQy5cvFytdExwcjGXLlvGxoeUk/qi2mgRdS6WYIoIeMCng2M3NzWg7ZPggt5o5qCQKldEhETRnzhw+tmRZ8qJYxbson1AZVOgbJpVMwacSZCozjMKmD0UuMCpWJ6h70IWEqjO3aNGCzalkmaELkkKhgoVFAXKc/SGzcEWASfyPIaM9XbDgWjS3yriQkY1WDrobkrW1D7w8H0Js3CaEh69Aq1b/4/ndunVj1yxd/Hbs2MFPQ4bInazg8WwbJP1yGarb6UhceQFOQxrAvlc9ozgE2vcmXXqgcaduuHH6BE5t28QNVck9RoOjhxeX+G/Zuz9nk5UVsuoEtnHnQcqISY3PRmJkJpKjs5AUpRunJeZwLFFUaCoPhsgUFnByt4Gjhw0cXK11g1vh4GrNf6O81hG2vNjYlKtAo6E7jjLbWAzl5EKbm8PWJxJV5ILTz8vJRUFuDrQ8LmFejsF7aVCpWFTRGIZxhBQUmpfHw91ASeOWjWQ4/JAl7FIijc7bqmbz2Shcic2Ag7UC0/s2As7+BkSfAqiT+8B32fU17/A8jnEa0WgE+vn34/dlnzyJhGW689/rnbdh06aNfptXT8Tpsr2o8OewQK5qbgq5dg7/sRrHNv7Br+u3bMOWUIqPuxPqxByk776NnHMJnFFGbi7r5m5w6FkPlg0cq6R+GQXTUoAtWRGkMWU8lYRUo45u3jRQ1ig9PJEbh0QPvZ/mS/Ek9FBPlpjqQCarWOwcxQINHjyYhYbk1qpMMjMzOc5y3759xZYZCiVTyDVHA4VEkGuOzg+ySBnqiFojgCit2fBEIx/iVZOib6TE72X0uaDmQ35ogp4sCAcHXbB8usybL5o+5NIoAeoKP9jdEVsS0rA2NhkfFAogwt//KRZA8QnbkZv7BqfE08XtoYce4qwCekpp1KgRB9kZIre3hMfTrZGy8RpnpKRtv4ncaylwHRekD46WICsPxQbR8H/2rgK+qroNP7fX3RvbYCM2ukPpEEFQFBELJcRADOz6xO4WEBsTwULAAiSku2EJa9Z1O7/f+5577+6SbWww8Dx+/+9/avdetnPPec4bz1NwOp1rg4gAVRTmY+dP3/Mg6f+4vgMR128gm6825aJPpItqgmi4wmS0cJqsOEeDklw1ygp0KC/QMjGymm1s3EqjLhBB8vRRwdOPhlKYfYV1D28l3H0UcPdWsv1HXbVHTQWl40jEsblCjk0hWkSEXIe1xnqt7QaX7SaXfQYjLMVFKF/1G+JzbfhRJkM3XQHf7C6E6Ch1fL31t0BU7h4RBz+pHli/UNg5/BHAOwyfHlzMViik9uywuiCbi5wFD1EbLnwmTYLf9dc7XzPrZAmb/NJ3rNvwSAy4qn2t9zVotVj73ms4dXAfr1OR87CbZ0J6FnkFc5kBlRsyodl3BrDX+FKkx2dsTLW0ckuD7icUSaZBRIVGzdZnB4jUkHyJg+g4Bt2g64s4ODqmXCFEhNqGKW5TQN1PlArr3Lm6PhhlbLZt21Zt27Zt2zgVRtdPivZQ3RPVCjlSYKS2T6lCB/r06cNkkyJFpA/UVFDUh0DlMUQ0x44di4uOANGTPf1iXMNolAPcsWMHK0DTDW/FihX8CxXx3wMVvVG4k8Kq9EQthJOJEHnBaLRhw9INqLAdg++rrzX4OpQGIwL0c34pnomLgMp+8fL2ToS//xCUlm7nKFCnTkJOm4ru6QmIhDrXrFnDBKxmUR612vpP7QhltDfK16SzTxkpR/tO6ACPviF13gRDYjtg3J33sbFq6p6dXCSdceQgzqSl8Ni24huODMX1I8I0EFEJ3ZrUMeMKhVKGkBgfHjXTJOpSPdcSVRTpuP2+olgPdYkelSV6qMsMTJBomcbZoPKUC6SICJGngtdp5mUPl2VPBZTuMijd5FC6yxuVgmtpENGiOiG0kB6XrqICD3/yCUeTtJWhCLQVoVxngrvMxuctgZ5Oz4cAKlleZJfqEOytwswh7YFNzwKaAiAgDhh4N/vBfXLkEz72iYFPsDo31/089hjXeCnbt0f4wmerungyK/HHR0dY5DCuT7DQ6l7jnKYW959fXYjCjFOQK1UYd+d81sdqCDaTFZVbslGxMctZ4+PWJYCJjzKy6ZpAZwPViWRmZrKOGA266dZVhExEhyIS9BDumM9n+rItonv37qz/8/7771fbTrW5RGyohpeKoHfs2MHlKosXL+b9RJjIuoq6wJYsWcIkhzrEXMsJxowZw/d4R0s7kSeK8lMDCkXdqSOsLtD7ULs6pRqpTIG6yIioNRQ1Oh9o1lWaRIwefPBBZuF00j322GNc73H55ZfzDYeiQ1R0RjVAIv57oKcIx5eKvkgOAa2ISC+Ul9uQ9OsWXvd/Q9AsqQ9kkBquUiDPYMLfRRWYFFL1ZYmJuZMJUE7ud4iOnsOpMYKjHZQunlSUR11hjqJGB+iG4DUwHKr2vihZfhKmXA1Kf0yGZu8Z+F8TD0WNqIwDCpUb3yhokA9S+v49SN27E5mHD3Jk6MAfq3moPDw5ndCua3eeg6Kiz8kqgEDEwyfQnUddsJitXHitLTeyUKOwbGBipCkzQq82ch2SXm2i+z4MGjOP+qJJ9UGukkHlJmMy5BwqGW+XK2lImcTRTJIB1CnHy45tSlnVfpdlKgg/XxEYq0yG7+0R7OuLw+AvL0ZBpQGRXlLneUsX99YmQKRA/eE/qbw8b0Qc3NUZwM6PhJ3jX4FVJmevLxI+HB41HONihILcki+XsWgmFYpHvvsOpPZuHyLIaxYdgklvYemFsTO71iKsVNf20yvPorKokKUern18IUI7NNyFo0sqQdlvabAU242MY33ge2V7qGqQ9HMBdYqePn2aC3FpdjRNuIJulvSQExkZyUSHogmiSn/deP755/HDD4L3oWv0hgIT1KxEJCg8PJyPc02VkcgxCStSTSX9fl988UVn0TSBvqO///47nnrqKcycOZP/TvS3oOuuI7pTF6hwmoqzKWpHgRHqHLv11ltxodFoL7CaJyv171MOldrbCFT0TPoCpMlCJ+n8+fOZKF2scHiJnDy5DN4u6ZdGoRnXcWqLbB6a83PN+YCN/xmtVo/4uBt5mSKFv/32GxPj4SN0OHHiTUy66jTvW5GejevbN+zE/Up6Ht7LyMeoAG9817NKpJBO2/0HbkJZ2W5ERExHQpeXnPsoZEt6GBTWpo4wKtiv7+Zqs1i5e6ViPenrWPlXQ9YZPmOincKJZ4PJoEfGkUNI27sL6ft3Q1tevXaHrAMoKhQW3wnhHTvzDUfpdv7VxR2RJIPGBG2lkWuNdJVGXtdrzNBrTMKy1mzfJgyj3sL+aK0KcvNWSJkwERki8kQKxTK5hNd5mbbLpZDKaX/VtprH0b5qx7gep5BCb9QhtrNQ83Tv3V0wJNwP7aavRu8I9/PqBfbFtlN4bvVxRPi6seGp6pfZwLFfgLhRwK2/YEXSCryw8wV4yD2w6ppVCPMMgz4pCaenXs9aUGELF8J/+g38WqRJ9ctb+zkCRAX01z3Sl8mpK7JPHMWvb7wAg0YD//BIXPfkc/ANCWvQhb1sdbqzwFnqrYTfxPZw7xncImSVrrFEeGjQQwvdV1xB0WO6l9AgQV26HrcWRC+wiw/n1QvMFVT0XJPtUXiLwmCXGpKSSa770lIobW3odFU3y6AgOYde6YKZnCzIJ7jW+RAq9SZU6s2I8KtNCm4IC2ACtKmkEnkGo7NuiF4vrsND2Lf/BuTlrURM9B2sFu14Urz22mu5CP/AgQNMvki3qi5Ql4r38HZ8UaeUmO5oMbQHCljEzbNfKBdJK4IbJsAUGYrvN5AHpScoLZZ59BCyjh9BTtJxthEgcTkawmeXIrBdNMLiOjEZCoqOQVBUTLPsBZoKighQ2otGU0ARJqPezJ1rRp2FZ4PODBNt01u4domMNc3VZtpe17Iw089Q2o5hg327tfVTtOQ2b0dImQ3W6AoUVFJ04/yRUp3RgkUbha6Ze0d1hCpvv0B+iAmOfQHFumK8u0/w/7qvz31MfqwGA3IfeZTJj9fIkfC7YZqzoH7Dl8eZ/FAHIRmb1iQ/pw8fwKo3XoTZaEB4py645pFn6i12pocL7Z58lK1Jh81oYTNSr8si4TM6+pw9uagbi2wRTp48WctagW5UlFKh+j0iPBfKjPa/BhvHQBxxEIfydNUQQiSu6w0dT6/n+A7XPN7VaqO+dVfl6+ozeRQKi8K6wWCGwVCAw4dfhw1Ux2e1v7cFanXd4sw10ayzmSq3r7zySixatAitCcoRUjU7aQdQq54r6Jc0YcIE7vih9BvlJB2g9AcpXJKYEz3RkZHrK6+8UisV0hgEBAyFl1dTbhbNEctqxs80Q5SLT6DzAJ2OnuSEKE95+WEEBAiV/gaj0GLsQKBCjo0nCzDvu/3QGi24slsY3p3eCyp5VSFmBw8VBvl6Yme5BivPlOK+mCri7efXD4GBw1FcvBnpp95Ft65V5whdSCmfTboWGzZs4Dx2fflpgtzPDYG3JMKYVYnyv09zbRCZqdKgWgevyyPYmPFsT76U6qIoD42BU6bBYjbhTGoKE6EzacnIS02GurgIRZmneRzdKIjOEagFmSwHAtvF8EwjIDLqgkWLXEHRE3cvJY+WhNVihdlkrSJFBoEgEeGiqBPNtJ/XXbZVWzbZYG5wf/XXgUOgjwkQYFRoUVl5bl1lTcXXO0+jSG1AuwB3XN83Elh2h7Cj181AWDe8s/Vp9vpKCEjA9M7TeVfhO++yTYosMBDhL77gPBd3rznFpr1UBD/+zu7wCap+vqQf2IPf3noZFpMJ7Xv3w6QFT0ChrDt1RKakpT+nsIUMQRnjA/9r46EIbT4ZoWjasWPHcPjwYZbFcAXV6dF3lQY9VF+IQvS2BMH6gtr1rS43dMdMV3Cr/dovWGVUn+3H1Jz5ZxzbXIgGiFBcWM/Jc41m22wmaLSpsFpz630Ib3ECRC3Nre2PtWfPHs4T1uzkcYAIUV1fFiq8pdQb5SUpLUd1SqR+SVGrl19+ucmfo0f3D0UvsCZCcOIV9J8q1ccACOSU2LrF5ZRzswILVhxk8kP44+gZ+K8+jpendK/2etPDA5gAfZ9XjPnR1QuVO3RYwAQoP381IiNugr9/lfnjwIEDORRKnQ5UFE3F2K4iiXWBTFODZ3dn00Yq+qQbgWPIg9xZwt+jT4hTTfpsICG5yC6JPFyLUPPSktl+gwpRi7IyuCaDttM4fWh/tdfw9POHX1gEt93722efoBD4BIdwHcfFfNMgw1kljfOYdTiTVYx7PxCWg8slyJZboOaaoKZLATQ3+vPxFkGccP6ojlCk/A5k7QTINmTUU6z5syptFe9/atBTkEll0OzciRK7bxKRH7IxIaQdKGCPL8LIm7sgIr56UWnKnh1Y885rsFrMiO8/iNvc6xM3pKhn6a+psOnMgEwC3yti4XV5dZmIptQBUjMMdWSSPozjqZ7OVXqAJvV2Ij2XUpTHQV5sNrPLLEQkHGTGBguTEWHdUse+NkRIJIJidVXJhEOJumoIlx7Xddf9NV9DYv9fzeNRx8+jjvd1fjD7S5ugUFjQpfNLUCrpGFLZlkICGSorqbZRkItocQJEpITytq0FemKgKvZPPvmEi7BqgvRe3nrrLezdu9fp/eTA33//zeqW69ev5ycKagekgi8q1CYJcEfNkojzA41aaIEnGI0FqHCxKNiZXIhSrQntgzzx1IQEzPlqL77blYnr+kSib0xV99akYD88lZKDUzojdpVrMMivKlXk492Na4Byc5fjZNIzGDhgNaRSZbWuBZK5J0JN3jUk2EXp2rOBCqRpkN6JelsOt82b7donNFQdfOHeIxjuCQGsMdQUUKSnY8BgdOxfZXNh0Gq4QLUoM4MJkWPoKsq54JpGzkkik9UhUyhYpdqbCFFQMLz8A/j1Pf0D4c1zADx8fWs53f+X4eVf9fdyNwWhWKaHpIyeIJtu9NkcfL87E0VqI0d/pvQMBT6yt70PngeLVyhe3vwAr06Jn4KewT1ZcDLvyad4m98NN8B7pHBhL8vXYsMy4fvVc0w7dBlc/VpIHYur336F07KdBg/FhHsfqrM7kWrfytaksYWFQ8gwYFqnZkV96IGDrsvUSi08CAmIiIjg+wYRH0ed1cVBaEywWonIOIalgbl+ocUmg4kDNQZQ+YWjQcCxLrHf6B2zsM2xr+656jUaQ2YkF8FDlcWiZ7Vsf//aXmAyWSt6gRGZuO666zjFRGaULY158+ZxFIduXjUJEGkLkaASpd8c5myuoNY+agN0rVEiYShKiVEYtr4IALVuuzraN9ZMTUTDqFQLRJmecAyGM6h0ecr+56TQ6XFNr0iMSQzFtH5RWLE3G+9vSMWyWVWRHE+5DFeH+OG7vBI2SHUlQIT4uEdRWLgOWm0qMjM/RWzsPc599EWmdC2lP+ncIIJMf1vSn3C05zcERZA7/K+OZ9FE3dEiaPfnw5Be7hxlvwo3DCJCJASniBBEvpoK6hyL6JTAwxV6tRplZ3JRmp/Hc1leLsoK8lFRVMDRIkprlObl8qgPdAF0J9NVXz+u+3Cd3X184e7tDTcvYbjbZ/kl/KDg+veRSYNQYstDQEX1epTWgsFswdItQu3P3cPjoTj8PVCcCngEApfdj5XJK3Gi5AS8ld54oK9AhArefof93hSRkQh9VFCIplThH0uPcMdXeDzZr1Q1CBAyDh/EmndfZfJDXYvj73mwTo0fc4kexd+egClHzfc+75HtuNanKQrORBSoVZ06fSjq44j2kIEmXW+J+FC7eluCxaLj65HecAYG/RloteUwmTpDp8uBxUKmp9Qt2TwjbzJpFobcHpWQ2cmMzIWM1F6m2UFyhH0iWhvNIkDU5k7+SzSo9oa0BerL31L6qSlYvnw5G6rSE3tdoPZ7eoKvKentABXW1SzQdqzXLLpzBdUIkfOtiHMH1dukpBzDrt1XQiIpgtFYDCs/SRmhcwtE0HdrEeemxI69Askc11X4+9w7siN+2p/DvkhHc8rRLbKqSHN6WAAToN8KyvBSx0h4udQJKRS+6NTxKRw7vgCnTn+IkJCJ8PCo8jwi8TM6V0kfhOqBdu7cyZYHU6dObbRmiFQlg2ffUB7mMj20Bwu5O4ZqhujmQYM6ySga5EZkqJM/VLE+kHo0zkupPlBhNHWP0agJi9kMdUkRKgoLUF5YwLVF6tISqEsplSbM2rIyJp/UmVazO60hkD4MvTeRIZWHB5TuHkzSXJeVHh5QuQvrVAguV6mgUKn4Z3mmdaWKo1Rt6YmSzs/PX/gdWSdKYcvdCINeBqk5n7dTV4njmNbAj/uykV9hQLivG67rGQgstmthDX0YZbDigwNCbm5+7/ns+aXduxel337L28JfeJ5b3olgbPr2JCuHk/r3FXd0qyZsmZN0Ar+++QKfH6RqXh/50R0vRsmKZNj0Zkg95AiY3qWWPUxDoM9BXZ6ku+Xq6URdWwMGDOB258Y8ZLQWzGYNdLpM6HQZ0GpPC7Mug2ciP66QSiPg5/ssLBYNLJbq6RaJVA4pkxm5C7FpaG4757qIViBApBvARnw2G3766SceBNc/vENZtSkEiFQ+qeCZhJLqakWkdup//vmHO3taGlRs7RBBI1CUgJzGRTQdRDji4xNRUBjHFxu1+iQk9rSUQRkDWVgEgiRynLFkwFslR5cwIS0WHeiBST3C8evBXCzelIrFN1d50vT39US8hwqpWgN+OFOC2S7+YITQ0MnIzfuRtYGOH38Iffp8D6m0inzQuUidYNQRRqKdJNdArfJE4Jsqx04F0z4j2vEg92uqD9IdL4EhpRSWcgM0O/N40BO1IsJLSKd18OX6IjJnbSlQOoPamGnUd6ZaLRaB/FSUC8NOhBzLlGLTqSuhr6yEnma1mgkTdQupS2i0gFGoRMJESOHmVkWOapAkB3ly7JMrlEycZAol5EpF9XWF67qCo1XV1u3L9d2I+PzsGAdtdjaM7oGwaaVQWQr4+Oao2zYWJosVSzYJ0Z87h3WAav8XQEUO4BMF9JuFJfvfQYWxAh39O2Jap2lsDZL31NN8vN/1U+FpT90e35qL5N35XJtzxR1dWe3bAVIt/+XVhTAbDIjt2QcT7nukFvmha3Pl5mxU/CnUDpEoaMBNCZD7NS6VSxpv1MVFxIesDQgUYe3Zsyc/DNcVmW9NmM2VUKuTUKk+wdcarSYNWt1pGI21tYRcIZN5QqUKg0oVCoUiHjarN5TKYLi7e0IqJTJD51DLmu+KuAQIEIkltQYob0xP5iTY5FrUvGXLFlaSpDQWFdTVVI+kdBzd3MifhL58FIp1heNL2tAXkwS1RFGtloWXVwIToEr1cSgVQtGmVt4OMAPSSiG8nBBR3Tfo7hHxTICoIDqjWIOYQKEOgY4h0vNEcjY+zirE7ZFBkLn8HO1P6PIydu+ZhPKKA0hLfwsd4wXH4ZrGfBSOJ5Ew0rL66quv2EeMDASbUx9G9hqe/cJ42EwW6NPKoT9RzOkxMl51RIdIa4iP91MxEXIMIkgUXWot0M2PaoJoNAaUMjHqdU4yRC38Rp2WrROEWVNt2ajTwajVwmQ08E3XORsMXHgrvKiNtZJonE8QQRQIlECI5C4ESq8FLKbu0KsCINVJ4SsvhtpghrfbuUXsGsKvB3JY9TnIS4npPf2ARW8JO0Y8hnRtLn5IEoTryO6CCp/zP3gbxowMyENDEfKoYIFBUZ+tKwTboUFXd0BEx6qIDUUCf37lWf67UNH95Iee5H+rK2xmq9MKhuA5OBx+EzuwQvrZQMSJUlx0nXWYxtJ3hqI9pA7c2gXN9P7C9UQgOo6h1wtebnVBofCHu3ssPNxj4O4RY59pPZr31dSUUSr9oVCIOkD/FTSLAFFbeWtg9OjRrBHhClKbpFAq1R3RjYtkul1B9T7vvPMOJk2axOv0RSRBRvqCkmcZgSJK1MlFFh4iWh9UdExKoeXlSbj2OhvUlSfh7h7N+yqsgaj86B0cqbTA1nUqEsOrd9h1DvPGsE7B2JJciG93ZeLJCVU1MdPC/PFaeh4y9Eb8VVSOCcHVibC7ezskdHkNR47eg8zMT+DvNxBBQbVr1CglSucR1QMR6aaUGBXOU60YnSPNfeKTKGRw7xLAg2CpMAi1QmnlMGRUwFyohaXMAB2NI0XOn5MFuEER6sEK1I6ZOs4ac1NqaVAbv5Dq8oRvlbF4s0ApGLPRyNEkIkREgBzkyLHNORNBci4buLbJbDLCbDLBYjI61y1G+8zrwj5h3cyzaxcNvT8NImuuMFus+ONoEiTSf3Bbt7vgVwl4BRcju7gSn7/7Ch9D15CWbJiwWG1YbI/+3DG0A9z2LgV0JUBgR3Z8f2vT/bDYLBgRNQKDwgdBf+IEKz4TwhY+y35rZpMFf392jNv52yUGoPdY4TtF0GvUbG9BxfLB0bGY8tiznJZ0hVVrQvE3J/icpOik36Q4eA2JaNTnJ7sDkhwhiRECPSxSlyU9PLSW9QQVuVZUHkF52T6UV+xHefl+mEx1m51SJIceuLy8usDLsxNrgrm7x3B6XISI+nBuqlYtDCqaoy4BV9BTBRnZObbXFcUh0SxSgyRQrQfdxEhmm+Tsqe7n6aef5sJqMcJzfkCKrm+++SYvT746Fmr1Ca4BIpRbfKFd8RWrBLXrMgWJEbUlBm4bHMME6Ic9WXhwTCe4K4UIiadMhtsig1gY8aOswloEiBAScgWiomYgO/srHDv+MAb0/5WJUU3QuUCkmfxvSNqd1KNXrlzJKRAi4i2R/iSDVVKVpkGwkmhgjprrhrh2KKuSdVcsJXoe+hOC9gpDKmESpAh2hyzIHfJAN1ampm2URmtOa/L5Bkdg5HKuGzofoAgBRZ3MRhPrLxH5EgiSqRqByklPweNTBBHBqX184K+2QRlWhtySSud529Ido2sO5+JUkQZ+Hgrc0ssfsFtuYOQT2J6/G1uyt0AukeOhfg9xFC5v4UI2OvUeP97Z9bXj5zQU56hZ7HD0bQnOc4D+raTzQ12E1AU45fGFTGBdYS43oOizIzAX6CBRyhBwcxe4d67uk1cXqBSA6uaond2R6qIaTHrQbOk6KUpllZRuR1nZXpSX70Nl5bFahcjU4enp2ZmJjjeRHftQKC6sp9SljNjYWPYEo3Gp4ZwIEAkQktou5YOpOys1VfC1oXWq16FWdvJtOZ+gojvSfKF0mSMsSxEr8jwRcWGg0abBbBFaYtWS6hequODaYfMRnUO4RTirRIffDuXghv5VT7qzIoOwOLMAu8s12F+uQR/f2j9Pqa/y8gOorDyCg4dmo1/fFfVeIEmLhMjz1q1beZAP0WeffYb4+HiMGDHC6WjfEiAVXbc4Px4OWDQmmPM1MOVrYTqjgemMFqZ8DWx6C8wFWh61IJdwHRKl02iQJpFjWeaj5EJsqZ00/pfA7t1yRb06Nw54hVa1ixsUbvCvoJ+r5Nb01hJsW7RRuDbOvqw9PA99DhjKgaDOsHSZjDd/F+wspneZjljfWJQu/wH6Q4e54Dn0iSd43+kjRTi8UUj1jJqR4Kz7IdL399IPkHXsMBRu7kx+vAOrd1yRfEPhp0c4+kjnR+DMblCGN5yuotID6pqkOh+HRQV1c9HDQUtZUlCtGZGc4pItKCn+l6M8NVvJqSbH17cv/Hz78ExGyK4yFyKEmtxly5ZxI8/jj1el/anWkQxKm+F21eKgiCo5RZCEDT1YuDrMt4aAcWPRrFemIrgbb7yRzSYJ9CRA+ioOkEcYpUDoS0TFxecCyjc3hLr+uNSFQE/1Ii485HJv2GwaZ56+zFb9qTHKv3Z0QCaV4JaBMXjlj5NYtj0D0/q1c6alQlUKXBvqz4XQb2fk45setQuYpVIVevT4CHv3XgetNg2HDs9F715fQiarOxJBIpkk50CaUVRvRl9SIvM0KBJEYf7W6miReSog6+AHVQe/auc0RYbMRIiKdGxCaS7WwUwzOb2bbXxTo1EfJOSp5avkKBRFjKTeCsg8lZB6KXjQ+wqzEhLFf6vl1tVyxGpVw0vvCbO8AIUVrVOjtO5EPpLz1VzwP6NfEPCRXUF/6EP4PeNPpJSmcNv7XT3vgrmoCAVvv827gx94AIrQEDaw/efrk7ytx6goxHavIjh7V/+M41v+4dTlpAcfR0hs9e+DMVeNos+Pwqo2cRQxaE73s4p4UrqLHmAdXbP0EECq6i3xMECdWUXF/6C4aCOKS/6FyeQS9QTg4dEe/v5D4OfblwmPm1ukWITcCFDT0Guvvcapfbr/tsWyiOuvv56DEvSA2doCxq1KgKjmhtIFd911F9tVvP322yw26FpjQUXJxPjOlQBdaKRp9PCSnf2Jo7HfUUkLm6M2+vVa+PM1BK2uSk+JwtMGwz5e9vCIQ3GVNhqUcimCvepOSxLpeXtdMo7nVWB/Zmk1YcT7Y0LxY34J1hdXYF+5Bn3riAK5qcLQq+fn7BVG4fSDh+agV8/PIJPVH7anCwfJK1x++eVMhKgejToTaVANmUPThFKyrQm64Mt9VTzcOlffZ7PYuNPMUqaHudQAS6ke5jJhtpQbue7IZrTCRpYSBToeZ30/Mg/1kEPqrhBmHgpI3YVliZucC7V5dpNxJEvimJWyiyIdVx9s1gp4mrxRJM9DaVnLa38RmXV0fs0YEgPfo18LtT/+7WFMmIQPf5vC+2Z3mw1flS9ynn4U1ooKuHXtCv+bBEPhLcuToKswwj/Mo5rez+mD+/Dvd0Kd0Mjb56J9r6quSQKlWQs/O8pt7opwTwTN6tZgFyJFeuiBk25A9LnpwZbq4qi761xIiMWiRVHRRuQX/I7i4o2wWquuDzKZFwL8ByMgcBgCA4bWma4WcXaQZh49sFHEhEo/6gN1bJMbPB0bHh7OpuXk1egA1c7Onj2bhYSJjNQlREzRm4cffpiFZUk7jyyGiBPQeVIfHBIzX9rVzGviQgkYN4sA0T+C2h0X2/PYdX05KIVwKZijXrEvGVLPi0O5tK3A5hIN9PAfBcMZgQAFBY1FcVlViDvSz43NOeuCv6cSk3tGYOW+bHy1I6MaASJ/sGlhASyK+NqpPKzoFV/na3h5dUavnl/iwMHbUFa2CwcPzkSPHkvPWhhJBIdCxxTuJ1VbGlQLQekAGvQkTESIas3Ot6qtRCaBPMCNR30VbVRrxLVFPAw8WzUmjgJQys2qNjqXYbGxEjCTp/LmpYCYBCmlwqyQ2ocMUmXVMu93nWm7Ugqpc7nGPplEKAKXuyzT3MLRAJtVDTezD4plUhjKq7RsWgp7TpfiYFYZk/3b+4cBn9k9OIY+hJVpvyBXk4sQ9xDclHATa/5UrF7NTyvk9C6RyZC6rwApewuYZI6+PRFyhRCFLD2TizXvv85ppG4jx6HXuInV3pdqzRzkh/y8gm7vyoS2oagP3RzJrNTRLUkCos09v0lIkCI9+flrmPxYrVXXBCpODgkej8DAEfD17V1NrqItgU1hra1vzlsXPKQO5ebGgaLTFCkhkeD77ruvzmgdNXxMmzaNCcUNN9zARPeee+7h6x2l0Qg007lAaSiKvtBrESmy2mwwW4VsC+mnubm7Y9XatfDx8cWnH3/M18qDJ07A3z+gmoWpzaGobd+msVh4udhodriRMdb/uxUJ3brB5hfApteEXiNG8nV34/6D6Narl/M1HbNZb0SJyYxv03JQJpHDQjWARLhtNhjUla1HgIg9UlFxQ6BfquPLdDHDVy6DzEV0rz7YWsmUtKnpW1sbONYqq/rilnlPRBhSYbXo4R85G8bkJOe+iDrSX664bUgsE6Dfj+ThqYkJCPGuCt0/SFGgM6XYUqrG9lI1hvjXfaH29e2FXr0+x8GDs1BWvocjQhQZcnM7e/cLRX2oPZ6imQ5fI9IPys7O5kFpVqpxozoiKqZuK2aOFJmhoQhp+PfLFya9hbuDrDozrFpz7WWaDRa+kdJM5Ip/Rm9m8sSvY7QIruGoMhltNRAJkkkhkUuqkSNWLpa77ONZWOZ9juPkUmhd3OApPSu3+qBYKoOkFdSgl24Woj9T+0YhOHk5oCkAfKOhSZyEj1cJYq539boLbhIlTr34Eq/7TZsG9+7doK0wYvN3wvel7/gYhMYKDQMkU0DO7gaNhk13R8++u9p5R2kvqvlxkp9ZXSFVyestZ6AuSHrypmUiPFdddRWnfJsDEh7MyV2BvLyVMBqrOh3d3NohNHQiQkMmwMur+Z2W5xNEfuK2VO9KPl9IvrwbVDIpiHMwUbCR3SmYiAjWp8K9gRzE9BYr9FYrBk2YiMQePfHw08/g9SUfocAgfB/TtXo+/rnX38DgESMxbcHD/LoDp96A6QcP48XXXkf/qTfgVHIym0d/u3ELPLr24Nd/5L0PMaV/H+QZTDim1uHAju3YtWcP/kk9DaVKRe5lmLnwBfz8669Y+t0PmDpzVoP/LiI+9Fmy9dUftk7n5rGVT779MzP8hEh7ak4OwhKrN0cRbGYLNBYr/iytQLa1+vlk1ahbjwBRaLS8vLzBY0gavaZez8WIfUO6imaoTQR5ADnoyCmDDaMShc6aVG31Gosw74a78kgJuk+0H/ZnlmH57izcN7qjc1+0uwo3RwTiy5wivJSei9V9OkJaz0WV6gn69v2BI0AaTQp277kG3bu9D3//QY3699CTEEV8aFRWVnJqjAblqcndmgY9MdF54nC2ps6Jtu47RzchCaW5GogMNATSlGFCRATJZIWViJDJKgzHcs3Z9bi6jjdZYDVaAbOV0318pXYFRazoKfIc6pW1RlcCpIZZ4QONWQY/IictiOT8Smw4SQKLwB1DIoFv3hN2XP4Avjr5PUr0JYjxicE18degbMVKGE6ehNTHB8EP3M/klMiPXmNCYJQX+k0QBBpp+7qPP+SOL/J5m7ygutYPFdIXEfnRmVlnKmhm/eSHPBepUNbRvEKkZ/LkyU1ua+doT9EG5OQuR0nJv87tSmUQwsKuQWjIRHh7d78oSE9bwQm1Hm6NtCMhomaw2lBgMGPewucxd9IE3DBvPpMDQqVZmFNOnsSIiVdBb39wIfQYOAhfL/4QBpMZqUlJXHCc0Ku388G7fafO8Patuo8nHT0CrVqN4e2rpyoNOh1yT5+CQupideo0Pq1ad6PIFnV8y2UuxwAqqYR/NkApd/68zix3BiFClPIqf1X7/5thgUEuw11RgTAplNQ4y9pwtN+oVqPKEKl+NOvKR7UQf/31F4tH1aXYTAJzpBkxbNiw5ry8iIscRJDvXLuBIzSZLsycvqBQqdDhf8ugy1YjLPDsxHLG4FjszzzIJql3j4iDwuWi8EBMKFaeKcG+Ci0XRd8YXn9tDrXM9uv7Iw4fuZPb8g8cnIEO7RcgJuYOuwdP46UaqA2YBoVnU1JS2A6AIkMOI0gapDZM0SEiQlSUT8XUl5oMA0VTSAjSyXZbATYiQBaBDBHhspnt6/ZlG13k7TMTJt5edbyDSPF++lmzFapiLdbPWga1qRSp5pMwKgPYDsPdXMrElm7ULdHivXSz4Pg+vmsY2mf+AlTmAt4RKEmYiC/t0R+yvJBWaFD4zru8HnzffZD7+yNtfwHSDxZyinjM7QmQ2TWhDq//Eye3beaiZ3J2dxW4pEL5ws+OcNROEeWFoNndOBJYF6jjZsWKFUyC6KZHRc59+/ZtEkmhgubcvBXsv+dqLREQMBSREdMRFDS6zaa3zgaKtNBv7siQrjCTkCc1JjAft/E6LVscy/a0S5PC5GcBEQL6U7BbmP2mTjd4wSJVIA5shyoRjjVIJAhSyjF+5AiMGDsWH7+wENNvFVwY2rkp+TilVAJ/hYxLCBx/5ZMqBS938nRDml0EtIuXG2R2okLvRwH9cJUC3b3d8YfJwLVDdTUnUcAjyKvh702ISsGfnz6DK+KjInF8/z7+rA6cyhPEY7tGt0O4y3YH9DYLKuUy3BIZVIuHVFSoWo8AUV6QaiRIgXnp0qXV9pFS86xZszhCRMeJ+O+Bbv4DenTHr+45yHAJaRaaTHzh9g6JhcVQiSDvs99kruwehhfXKnGmQo91x/MxoXtVC3OYSoGHYsPwfFouXkjLxZVBvvBT1H9Ku7tHol/flTiZ9DTOnPkVaelvoKh4AxITXufuk6aCIj5006BBBaSkJJucnMyDyJCjgPrff//lG0twcDCTIscgoc4L6ZV0MYALrCk91YL3Ueqs63y0BGZrJNKy9sGojIXZIEGQrRQx8Z1bRA06r1yHVQeFC/idQ6OBn4UaCzI8/eT4MmjNWiQGJmJszFgUvPASLOXlUHXsCP/pN8CgNWHLcsFEuM/4GARFeTttLjYu+5iXL58+A1FdujrfjyxZuNur0gRFmAeCZ9VPfoigU/qWUl50TlJ3jkM0tjEgb7+s7K+Qnf01zGYhE6BQBCIiYhoiI6Y5RU/bIiiCVmQyI1Nn5LTOGaOJU0U6vR5jzSZAq4eFauIaSWaInNANXWEnjhJ7FIK+1TzzqCIyHKUgEkPb7MfV2m4nHY0lo6SPZpJJEWknCe+8/joXEfdIEERkKapC6JaYiL07dnD0xYF9O3dwxNpLqUCPxESYzWYcPXCAa3wJ9HBHRc/CZ5TwtY66A4k0t6RtzIUSMG4WAaJOGarOprY7erp1SKDTB6e6HzrJnnnmGa6fEPHfRHt3geGf1lXlKgqNgqiZhOtFwJYAZ4NKLsP0/tH4cGMqvtpxuhoBItwRFYzleSVI1urxSnoeXuvccBcJdYElJrwJf79BSE55kdVld+2+CrExdyE6+g7IZM2Twac0mSP9Rec/GQZTGph0hWjQAwF9uWk4vOzoIkLfGcegmxHN9KUX0wWtB4fnlVyqhBIWGJU+UOik8FeUsFFpSxCgz7ee4qLRQR0C0KvkL6A8E/AMQU7nsfhhzfV8zP197ocp/RRKfxAsMEKfegoSuRzbl5/k+h+/UA/0vVIw9SX7kdXvvMKCjh369Ef/Sdc638tqMKPoy2Msk0BaUNTtVZcJL93cqMaDimEJdGMhL7zGpmqJ+JzOWIKcnO9hteqdBc0x0XMRFjYFMlnbiHBSoW2W3sgkJ0NnRKbeYJ+FdV0dhc1RUhuG+kg5lSSxkx/6CsrJx466MnlUJzVy+7LrdiE6c2G/u+SOQBp877//frXt1O1FxIa6q6gIeseOHWwx5WhmojpGigRSK/2SJUv4+kTih67RUOo2I7JC5w11m9H1joqmqeGJgiLUEVZfxJEyQzRTyztJjTiapaju7EIJGDdbYYja7Yjg0C9w165dnA6jJwr6BVLkh9onRfw3QZoPv779OtTZRTh96xynMS4RIJvJhNy1X8CgN8Pn1t6Ner2bBkZjyeY07EwvQdKZSrbLcIDyxq90isR1B9PwVW4xawQN9Gs4J0OfJSLietYbOXHycTZQTT/1Lpupxsc/jpDgKyCRNF8bh16fTFdpULqYQBEhqhWii4WjbohaSGmdhivoC+8gQ2T/4ngtatMnoiXi3GCymvHO7mVcd5QQrYRB4Q5fLSDzLcYrLz6PdgEeePLJJ5tdw1WuM3HKlnDX0BhgnT0YP2Q+Fh/7HCarCQPDB2JIxBBk3X0PKz57jRkNz0EDkZNcymanhJG3dHZ2fa3/dBHKzuTBOzCY3d0pkkqg1B7ZW5iy1ZB6yjntRdpPNUE6bcuXL2dSTqCuHZJ7aMzNmlJdmVmfs70MuaUTvL27ISbmLoQEj2tSCrkloTZbkKzR46RGjyTH0Oo5stMQ6F9MKZ1IlRIhKjlClQq0lwEBujJEuSnh6e7GpKcpUZi2BhL+Jb9DV5DHJqU9qQ2eSFB4eDgf5+gAc/h8zpkzB8OHD+emDmqDp2CGA/T7oOgh6fyRTVVhYSG3y1O5Cx1fH+g9SazRAcd1kWonSXD2QgkYS2xtQSayDYJuWKR4Sk/uYhF0M4qg7e2zIWu349DofpyuWnAyE9+m56BgouBqvSclF/3iq0d06sPd3+xjg9SbB0bjpSnda+2//0Qm1wFFqhTY0L9zg6kwV9Dpn1+wBqmprzrrGMhTqH3sfAQHjz0nItQQ6GGBnojIqJeiQnQhodkRQa0PdC4SEaJzk3LuNDuWaV9bL7xua+fnFzffC718IApkL6NblBXXPS90XVFtTHPNPRdvSsXrfyahc6g3/hyVB8kvcwH3AKTN/A1T/riZu3q+n/g92qdqkEk3H7kcHVb/BnlUDJa/uBtl+VokDo3AyJuFTqwT/27E7x++xaRn+nOvIaKTkNqg86Tsl1Rodp9hCYHgO3pw4XNNUArjm2++QVFREZNrKl2gJ/ezwWo1Iif3B5w69QFMpmIn8Ynr8DACAhpHnloC9O+kiM6BSi0OVehwUqNjspPTANHxkUsR46ZCtLvSZVbyTCRHZSeQNc1QSRW+rrpWEW0PDf3NGnv/blNeYCIuTZzSGZgAnaELlsvNPdCz8TfrWwfHMAH65UAOHruyC3xqpCle6hiJXeVqTrk9kpSNj7vGNOoCTceEhU5CcNBoZGR8jMysL7hImgxVPT07oV3UbQgLm1yvivS51ElRdIcGaa64pinoRuUgRESSHIMiRvTFplEf6AZHhdr0paeZBt3saVB3D93UadAyfYb/OtxlHqiUAb5aKWzyxmmHNAS9yYIvtpHTHXDnsFhI/n1Y2DF4Hj468RWTn1HtRqFrQCJOvy6kwvynTYOqfXvs/f0Ukx8PHyWG2AUPywvysf6zJbw86NrpTvJDUG/NZfJDIY2AG7vUSX6oU/Hbb79lQkfnAqVG6vJTrImS0h1ISnqWldT59+QezcQnJOTKVnsocKDUZMbBCi0Tnv00V2hRbKruCeZAqFKOzp5u9uHOc7yHCv6NfAAS8d/GOZ0l+/fv57AW1TQQ0yLGRaEtCl1RuE2ECMJpnQGD/byQrTdxF46r2GFjMbhDIDqGeCGlQI2f9mVj5mXVi5a95DIsTozB5P0pWF1Yhu/PeOOmBrrCaoIITocOD6Bdu9s53J+VtQwaTTJOJj2F1LTXEBF+PSIiboCnZ5USb2uA8u50g6p5k2JRNq2WiRDVF9H3zTHoCZ9mSj0SSaJBJOpscBAiyvE3NIhUOQY9aVEa7mJNDdSEm8yLlFTgo/eETnb239nZQAS9sNKACF83TFbuBYqSADdfpHYeg7/+FLpy7ul1DyrWroX++HH2+wq6dx4qinTY+4eQnrpsajxUHgpYrRb8sehtdrMP79QFg64VPMMIuhPFKP9d6DLzndAB7gm1z3WqPfvuu+/4vKCU6i233HJWHy+DsQipKS/jTP4qXlcoAtCh/f187rdWRxeJ2W0rVWNraSW2lamRqq1SinaAUlKJXm7o5e2BRC+B6NAQiY6Ic0Gzz55HHnmE5a8plO8KMpRctGgRFixY0KAkt4j/Digq4whjgzRe7HBtaT8b6IY7Y3AMnll1DF/vyMBtg2NrqUj38fHEY+3D8VJ6Hp5KzkZXL3f09G5a5IZMU+M6LEB0u9nIy/sR2dnfQKfPRGbWZzy8vbsiLPRqhIZeBZWq/px3S4P+/Y7oTV1O9fT7JeJDOkV1DUr70CASRYPgutzUz+JKimgQKWqpQfUA54tgqeQesJm08DR4Ie8cO/IsVhs+2SKQktmXx0K+VSA8GHg3Pjr5DUd/xkSPQUePGKS9czfvCpw7F/KAAPy76BB3H0V29kPH/sJ5tWfVT8g5eYxNTifc+zCk9s9HZrkl3ydx27XngDB4XV5b1JO0fajmhyKK1Kgyffr0Blv7SVGaipupM5Jc2SmsFBl5M+I6PASFomVLADRmC3aUa/AvEZ5SNQvs1Uz6dnBXobePB48+dtLTWF0cESJalQBR4fNbb73FVeNUqU1KuVQARfUM5KFEhVO0n9rkSGpbxH8bFAEqMVmE7gsXAtRUTOkThdf+TEJ6kQabkgswqkttAjIvOgQ7ytT4p6QStx85hd/7dkS4qul1MWSXER09myNCxcVbkJPzHbtWk3s1jZTUV+Dr2wdBgSMRGDQSXp6dL2hUhN6bojM06Gm/IVAXBhXFOkgRLTc0HFElGqwebbNx/p1Ga0bCiAjVnOtbbsp+iog44C7zBIxlcDP5oOQcCRDJNNC56euuwM1+x4D8o4DSGyldxuLvvwWFXDI8Lfn6a5hz8yAPC0PAbTNw6lAhTh8phlQmwbDpwnlUmHEK21d+xz8zauad8AsVIoKk0l389Qku4FZ18IXf1XG1zjtqXaZiV/o7d+zYke0PGiqe1+tzcfzEY9wM4Kjz6dL5Bfj49EBLodBowrqiCvxeVM7Eh7qtXNHF0w2X+3vhcj9vDPTzFCM7Is4LmnWWUdscPYXu3r2b88oOREdHc5h10qRJ3IpHREkkQCKoBoijP5T2sgK19HapLojsCZQNR2u8VHLuCPt4SzreXZ+CkZ1Dal38Savio66xmLgvGSlaA244mI5f+8QjoJkXVOpwCQoaycNoLEFBwe+cHqD2eTJZpZGW/iZUqnAEBY5gMhTgP6RB09ULDSIBjrqgpoCID+kdEREi8uNKjCjSQPsaGkQ8GtrvWvxNr0eDXrul4UqAVDIP2Kx5UFm9z4kA0Wf/yG57cevAaLhtv1PYMWAOPkr6nqM/pPkTJwlB2lJByyfkwQdglSrw74oUXu81JhoB4Z6wmM34c/G7sFrMiOs3CF2Hjxbew2pDyYokmIt03O4ecHOCYPPhAjKU/PHHHzkyn5CQwAXPRP7q+8xnzvyMpOTnYbGoIZW6IT7uUURF3dIinV0ZOgN+LyzHn0Xl2F2uqRblIcG7Yf5eGOrvjcv8vRCsFLsbRZx/NOuuQJXX1K7mSn5cQXlm+uJ99NFHuNgx9LV/IHOrvxvkbM/8Zw8KSM7p58/1/SWt8P4WF6sBIjenXQiQTw3PFuQdApbfIuikJF4DXL0IUNV/Y75zWAd8szMDh7PL+Yl7XNfaBZ0+chm+6xnH9UCkD3TjoTT80DOu0Z1h9UGpDOCbAw16aiaTx6LijfzkbDDkISf3ex5SqYqjQ35+A+DvNwA+Pr2arS/UlkBkk7rMaNT33W8u6GZMEQsHGaJlGkSCXOfGLJ9tv6tHIdcA2bSAxBulNmmLmJ7OiTgF7DwIKDyQnDgBf6+b7Yz+FC1aDKtaDVViAnwmTcK+PzNRWayHl7/KaXexe9VKFJxOg5unF8bMucdJ8is3ZkF/ooQ9zwJvSYDMU1Er8uMgP/QASlot9QltmkzlLAFRWPg3r/v49EbXxDeaJQjqigqzBb8VlGHFmRImPa7o4e2OCUG+GB/si84ebpdMHdl/GTb7Q4tgeiosOUSxa647jq/aJ8wOb0zncS7mqfaXcFmvWjEajFAbzPhxXzb0VimnoK12tW5ta5qhNlY1tCFdgIsFpVoTpJZzMB76D8JmtSJsxtvCskGKCrMVe+wXQx+Zkvdd0TUMbiTvv2KGQH4Ix38FTFrgxh+oTarO1w70UuH2IbFYvCkNb69LxpiE0Dod5ekJc3nPOEw5kIJDlTpMPZjG6yQX3xIgM9WoqJt5WCw6lJbuZDJUXLQRekMuSkt38DjFxEEJH59u8PHpCR/v7pxaIAG51u6muZhAN0OKVNBoCRuKhkBGtmR5obTJ4av0A6xaGJXeMFvleHTmeIy89akmt0Iv2ST4aU3tEwm/PfbOr36z8BEZoAIYFzMOsZVuSFsurIc++ig05Sbs+0sofB48JQ4KlYxTXzt/+sGZ+vLyD+BlfVIJKtYLx/pfHQ+lXR3aVYGf0l4O8kOidPV1+VVUHMaRo/Oh12dDIlFwkTOJgEqlzftukA3E5pJKJj0U7dHb01v07kP8vHBlsC/GB/k6lYpFNPKBgNPNwrLVdXYQCfvN3mGK6jhW2O5iolrjdVDTpd3mcG4XFuokM87jhG3CZ2yasXeL/47MRpRpTViyKQc5lYK4rgNWQ+NqG5t1xt944434/vvvWaSorjA6ten+9NNP3HJ5sePXeUPg5V27CPBs6klnOzHO+vOt/Ppnw7m+/yMr/ZCUXwlPmwz0vE0XRoIX5FCFd0KPXvGQJa8FSk8DXqHApPeAlbcDKX8D+5cB/WbW+9pzh3XgQuiTZyq5NX5ij7q1hKhL5Kde8Zh2KA1H1TpM2p+Mb3p0QJxHy0ZjKN3lSJPZOtmg0aairHQ3Sst2oaxsN4zGQnvKbL/zZ+RyalHvDm/vRHh6doSXZyd4eMRBLm+e9oyIxoNEJcmKhCDVy6CUWGFUeMNmlKF/pBzBHRKbZFFyPLcCG5MK2cbg/g55wK+7AJkKSV0nYt2GOznKStGfwpc/pNwePIcOheegQVj/xXGYDRaEdfDhwmerxVIt9dXl8hH8+pZyA0p+qCp69uxfPepJ4oZU8EzRLTI0pchPXeSHbng5Od8iOeUl2GxGuLtFo1v3D+DjXdtpu7Ht6t/lleDz7MJqmjydPNwwLcwfU8MCWP7iP0NYrAJp4dk+HBEJKy/b11232wdZ2jlIj4PsXOyQ2D3M+PHU7mPmCPpVM0q1G6IK++xb7dscr2Pf5PLagNlohVop41IItVmw6qCHYfoemnQaCO56rUCAnnvuOZw4cQIDBgxghUdSFHUUQZPvEalMUhs8HXexIz6ENFVaNtz/X0B8iBcTIF+TjQkQydAT5PYiaIrk4OjPwsF9bwc6XwmMfhb46wlgw/NA1ymAe5ULsSv8PJSYdXl7vLchBa/9eRKjE0LgZlfMrYkEL3f80jse0w+l4ZTOiIn7UvBx11gMC2idvyl9Wb2Y0HTk6BBdyHQ6ssI4gIrKI6ioOAK1+jh32lDqzFF46oCbWyQTIk/PeGH26MDRImpHFlMGLQOKMFGkiVJiGokBCokNJqUP3LQS+EhLkFWiQ1/BgaJRIJVywsQeEQg9aFfN7XsbPkpZyYvjYsehXYENp9ascdb+nDlVjqRdgvDm5dM68d923x+/OVNfY++Yx9uo7qd4eZJgcBrhCb9JcXXq/FDakGwFpk6dWid5s1gMOHnySZzJ/5XXg4PHIaHLa83q8CIRws+yC7HyTKnTViJAIcOUEH9MCw9ADy/3i/pcJYJitlphttBsg8lqhcViJzeW2iTHsd4aEIiB3RjVPrMhql2l2kEepDWPcbHlELa7EBIH0ZDYX59Xq/bVue5yfC0y40ponGSm9f/+er0MxjIlnr6qbiHEViNApB9CoIt7XVEe2k756JqhbPql0EVHxKUNKjJN/+c7lKeXoFNn6n4RQt8kLW/V6lG+6ydsMmzHjQH/Cns62W1TBtwB7PtS0E7Z/Qkw/JEGo0DL92Qis0TLrcfzR3es99h4Dzf80bcTbjtyioXVbjiUhgdjQ9lIlfx7WhN0zlNdBY3wcMG/yWo1QaNJ4VSEWpPEyxpNKkeK9PocHsXF1d2WZTIvFqMTRjsmSpSG41kVwRGli/mmcz5BZGHPnj0sATCud3eoJBIYFJ7wqrTh5xNpOHPmfUz48IVGqWqfLtJg7WHBumJB52Lgt38BqQJJ3SZh/cZ5QvSnx10ofOodDqt6XzkeqoQEbH1d8OPqMigMobE+qCgswLYV3/C2YbfMgqefPy9XbMiE8VQ5JEoZAm5KgERRFdkhPSgiP/R9o1Z38neqq+DZYCjE4SN3oaLiICQSORc6t2s3q8nny95yDd46fQYbS6rqKxI93TCnXTCuDfFv823qJFKZU6ZDTqkOuWU69n0rUgvDajbixgQ3mPMrYZM1v7uRDU6l9uESkXBsd5ilCtEKhxGq/Rg+tvr6+SITDYG6uckTjMalhmYRIGp7v9B/FBFt+wbz5+dv8bLnNLsWCoD+Pp4oqchD2aYv8OUm4MMnvKH09gXCegoHyBTA8EeBn2YDOxcBg+4CVHVHajxVcjw5IQH3Lz+IRZtScW3fKET61V87Ql0mlA57KiWbw/Zvn85nDZK3urRjgnQ+QYJylPqi4QqTqRRqTaqdEAlDqz3NFh3UpUORIxp1gQiSm1s4lMpgqFQhUClDoVTRcihUyhAolYHs2C0SJeH8/O2333h5Qc8ZUMncUClxh3elDa+tywfwOkzv/K9RBGjplnROWYzsHIz2x14RNva+GUvShOjmFbFXIOJ0JTL++Yf+SAiefx+Sd+cj/1QF5CoZBl0Txw+MG774CGaDAZFdEtFtxBj+WX1aGSr/Eerj/KfEQxFUdX4TeSN7C1J4pppM0vmpq9W9svI4Dh2ey0X6crkvundfhAD/wU0mPm+eOoNNpQLxobOHanrmRAVxjU9bOZ8MZgsyirU8ckq1AtmxEx6ai9T113JGestg6qTidJSDdJDPoFwmgVwqhZwIjcxuhOogOHbCUnP9fIO8vEiQmPw5H3/8cef2X3/9lWvB2kI67aWXXmLDVDJBpe8VibfWBHmIbtu2DUePHuUORodhapsjQJs2VX86FSGiPph0ZsyKDGLtj6fiIjCz5g08si8gczkNKfW18WWgJA3Y+zlw2f31vvbknhH4dmcmdp8uwYtrjmPJLX0b/CzuMine7hKNy/y88GhyNnaVazB6TxIWxIThrujgWv5A5xsKhT/8/frzqJm+0OuzoNNlQqvLgE6XxTc0IVqUB5OphAmSgzQ1BCp6VSoCoFAGQKkI5JnEHxVyX8gVvjzTumOZbppEmqizra3c6FoSBomRW+GLpFL4aJp2o8iv0LMqOeGRbmpg7T+ARIaT3a/Ghs33c/Tnzh53ovD+F/gY3ynXQBoZjR0f7+T1vuNj4OmnQsru7UjftxtSmRxj77iXPb+sWpOz7sejXyg8eodUI3BUg0ndbGR5QtIjdRWOFxVvwtGj82GxaOHh0QE9e3zcpC6v/RUavJ5eRXwogjstLAD3x4Qi1v3COb+XaIxIK1QjrUDNc3qhhmeKBp8tE+WhlPGDUqS/O8J83BDkpUKQlxJhXjIESysQG+gJL093eyrp4jnfKQX02muvsZM7eQW2NRiNRlx//fVsdPrZZ5/Ve9ysWbPYXP3w4cPn5XOJalMiWhVnKnRY0ynK+YRWoa+RAg2pHgWBVAYMfQhYdQ+w/QNgwFxAUXdkhy5QCyd3xaQPt3Ix9G+HcpkUnQ3XhQVgAJGgpCwO579yKg/f5RXj6bgIXBXs2+YufDKZyl4TFF/nfupCo7Z8ihQZDAUwGgt4NthnIw07SbLZTDAY83k0BUSc5HIvjjTRLJd5QUYzb/PkQnCZ1A1Snt0hlbm5zG68X9hnX5a6szQAac+0lsVCY6CTmOArdYfNaoKPtmmRwM+2noLRYkX/WH8kprwnbOw5HUvSBRuJ8bHjEXY8H1m7d0OiUCD4nnuw/+8MaMoM8A50Q68x7WDQavHPF0v5+P6Tr0NgVDQ/sZf+kgprhRHyYHf4Ta6q+6F9q1atQlZWFt/0iPzUZfaYl/cLt7nbbGYE+F+Gbt0+YHHPxiBXb8TL6Xn4Mb+U1+UuxCfmPBIfqsU5XazB0dwKHMspx9Hcci44p87chrTCYoM8BJLj58FEh5aj7LOfR902LoKxpgYqhQyyi9Ajb8yYMaz+TVGghhwYqDmJ6nbp2PDwcMyfPx8PPfSQcz/5D86ePRvr169nOx4SNa4Jit48/PDDfB6STle/fv3YFaJnT3skvw446oG//PLLeo95//33eSYfRJEAibgkUFhphMliZduLOkPQIVXmjk70mAZsegUozwIOLW+wIywxwgfzRsbj/Q0pePqXI3wzCvc9exs1tcl/16MDX+RfSMtFht6IO46dRl8fDzwQE4oxgT5tjgjVByIU5FF2Np8yiiSRqzeRIZOxBEZjMUePTKYymMzlMJvKeaZ1M8/lMJvJeJVaX0mfp5RHS4PqUogICSSKiJIKUqkSUokSEpp5qCCVKHjZue2s646ftW/jdQV0uioSroMJITJ32MxaeBmq0q1GsxUN9eOVa034dqfQlv5ITwPw15+ARIoTPabgn38XVEV/7hBSEv433Qi9WwAO/C1Efy67Lh5yhQxbvv0a6pJi+IWGY+C103if9kABdEeKuHI14IbOkCqrippJaZ9SBNTlRTU/dUmSZGR+itRUIR1Hti0JCa81imRqLBYsyizAkswC6OyhlOvD/PFwbNh5IT7ZpVrsOV2CQ1nlOGYnOxpj9fZmAn0tI3zdERfihbhgT3QIFua4YC+EeLdcpJIbGEy13/98wF3RNDsYKnx/+eWXcdNNN3EqKSpKeOh0xb59+1gVfOHChXzubN++nYWKAwMDOY1GoDk3NxcbN27klCq9FpEiV1AkhyKOf/zxB2v+LV26FKNHj0ZycjJ3WF5MaDYBIjHE9957D4cOHeJfGIVla4L+gKRPIeK/C0o/szmknzuKKg2NI0BUCzToHqEjbMeHQJ/b6tUFIswfFY/NSQU4lF2Oh1cewtezBtapDVTX+Xl9WACLsy3KEi78+yq0uPXIKXT1csO90aGYGOwL5UX4RFhfJEkmo8Lps0fJXD2iKIVCXWtmixoWsxpmGs5l2q6B1arnSJTVooPFqneZ9bBYdbBY9LDyrHMe61A0oygFRadonA/odFV2LHqJEUqKANl08DBVUR6KPPj71t8p+OX203xz7hLmjf6Znwgbu12HxaeF2qLx7ccjeG86co4ehcTDgz2/Nv+Wzn5fER390KF3MM6kJuPAn0Jn2Og590ChVMFcqkfZKuGa6TM6upreD6k8042JMHHiRLRv377WDZtUyTMyBAFaKnTuGP9Eo/Sm/ioqxxPJ2ci1t7MP9PXEc/GR6OXTNC+9pkR3UgvV2H2qhEnPnlMlyC2vXXzsppAiIdwH3SJ80S3SB10jfJnouLuQwtYCkZ/E//2FC4Hjz18BjyZqllG9T69evfDss8/WmWZ6++23mag884zQqdipUyc+p9544w0mPkRgiNSQw0P//kIanl6H6nFcvT5pP5Ei8gAkvPnmm1xvRCKcc+fOxSVPgP7880/WmqC8HrFEegqpq/ugLRRfibjwyCvXMQEiIlQLgfVELfrcCmx+FShOBZJ+BxKuqvf1Kbr09g29MPH9f7EttZgLU+8e0XjXdk+5DI+2D8dtEUFYmlWIZblFOKbW4+7jGQhSyHFjeABuiQg8r+H/tgK6eXLKS94024yzQRBsMzIxIoLEhKkaSSIDXRPPzmEzcqqq7nUDr1OHnc2+z3EcH+OyTpEtVwKkkgUC1jNws1SlklIL1Ojdoe7PXqox4tN/BdPTx/tYIPmHSI8Ex3pMwabtj0MqkeLObnegcMaDfEzg7behTKfESXvb+5Br41ksdN0ni/gJoctlwxHbo7fd6iIZNoMFymhveI+oMr2lh8yffxYKqwcOHIi+ffvW+n1S1IcMewnU6RUdPfesUYR8g4kbA9YUljsjo/9rpVQw1UxtTirExqQC7EwvrpXKokLjbpG+6BPtz2SHljsEeULexrvL2hKoDmjUqFGcoqoJkq65+uqrq2277LLL8O6777KGFO2n+7jruUW6Un5+VXIkFPCgwnuKGrmCPAMvxmBHswjQY489xiG3H374gS0v6lMcFSGCkGd/sitU1yBA1OHlXk/BHu3rNwvY+o5QC9QAASLQU+H/ruqKJ385gtf/Osk6RGMTm6ZEHqpS4H/xEZgfE4LPs4vwVW4R8o1mfJBZgA8zCzDIzxPXhPhjYrBfiylK/1ch6JNQqksFBRpXm9JSyM0l7aXLeFkPE1SUArNpIUEVyUspqF9Knzy/Kg1mjkwMz13qLN7/MEOI5kxsPxGBW44hLzUNMl9fBMycibVfpHHAK75fCELb+2Df2lWs+aPy9MSIGXP45zS78uwt71JOfUmo6pi2azR8rSUJkbi4OIwbN64W+UlOeQHZ2ct4vXOn51mDqiHQz1A35HNpOazUTm91d7sQloagZoGWgNliZXsQIjwbTxbieB6lU6tHd4js9I8NwID2Aegd7dfkqEdrp6EoEnOh3rs5GDZsGK644go88cQTzrRWS0KtVnPtUF2NUK5E6WJBs842CpVR8R3lAkWIqAkqzqRQPdXl7DMokFcmECBKgUnkCjzy2EOYcGYJ3AKjG36hgXcBOxYBWTuBrN1AuwENHn7jgHZcO/Dtrkzcv/wAfrp7CN+kmgpyon6ofRjuiwnFuuJyfJVTzJ0wO8o0PJ5MycZQP2/2NBoZ4P2fjAxdzPD1bYc33wqHzSaBtswClcmDU2Bw88Ogee1wU7k3DpUY641iUPqL8NwAMyR/reboz8Ee12Drzqchk8hwZ+JsFE0TzFAD596BnCwjso6XsNv7oKvjoCkrxfaV3/L+oTfezpo/5hI9yv8g4xTAd3x7yAOFOjaytqDC1fLycq6vqCl0yOQn+Tlk53zN6106v4jIyBvP6sy+4GQW1hULhKSntzve6twO3bzPPd1FgoC70oux+nAe/jyaVy3KQwGlHlF+GNEpGMM6BaN7pC97p7VVsIZXGyJkjcWrr77KqbDOnTtX206pLGozd8W2bds4FUbnFEV7iGRTrZAjBUZ6fq4t6yRwfObMGY4UkT7QxY5m/XWpOrypXjki/jugL9OIESOwQxeK/ZvTq0WAJFIZxiQGYoSbHAg4CwHyDhMKog98A2x7D5gu3DTqg6MrjOo3KBU2Z9le/HzPEIT6NO9cJR2QCcF+PMjMlUweVxWU4nCljgmRoz04zl2FUYHeGBngg8F+Xi32BC2ideDuHopevQSCsWO7AVKDkv3ALKoQBEf54MogDb7OqWRyUTMN9O76FBjMVvSL8Uf/0+87a38+PE1ECLg6/mp4/7ET+Tk5kAcHw3f6jVj3zlHe1314FHyD3fHXR5/AqNMipH0cuo8eZ+/6SoHNaIUy1geeg6qsXehBIj09nUsNqHDVtd3dkfYSyI8ECV1eQUREww+l64rK8eDJLBSZzFBKJHiiQzjmtgs+J0FQqufZn1mKNYfzsPZIXrVUt6+7AsM7BWNEZ4H0UNu5iNYFecGRQLGjq8oB6vYiYkNODXQu7dixAx9++CEWL17M+4kwjR8/nlvplyxZwiSHxA9dzznqNqNWdiqBoW4zIk+UniWNH6pBoo6wupCZmYmSkhKeKd3m0Pgh9XKHnRZ1plGEiQgWpdQcxyQmJjZKk+u8ESCqNKeQLLUOXvJEKPcAUFmz/qGOi0W9F5DGHlvPzzf22Db4/u08bc4aIILjwhhmtXcV+FbVONSLwfMFAnRyLVCcVn/NkEs90OKb+mLK4m1IL9Lgxk924oe5gxHsfW4XXqqNmBcdwiNda8CawjL8U1yBPRUapOkMSMs24JPsIrhJJUyCSGtooJ8XO2BfaH0hEdVBXWFkLUIdcEqVDmYZILEZYFJ4w09jg8W9EuqKchbUiw2qKozel1HC6uOEhf1NkKz5gzu/9nSbiF27noVcKsfcjjNQ9KiQegiadw9SD5ejOFsNpbuc3d7z01NxdNM63j/q9jshlcqg2XsGhpQyKoKB/3UdIbEX8J88eZKthQiTJ0+uZS59+vSHzpqfLl1eapD8GK1WPJeai89yioTjPd2wODEGiV7NN56l7/PKfVlYvjuLNXhcSc+V3cJwVY8IDOoQINbwXACQTyfdo11B0RsyzKU2eCJB4eHhfJxrquyLL77AnDlzMHz4cD7fqA3eUTRNoAeC33//HU899RRmzpzJLesUEKHUW0Pm5/SeJNboQO/evZ0Enx6WCfS+mzdvrnUMNVy1VrRJYmtGpTJ1fBHbq6ys5NY76v+vyxT1YgZ5iVCLX/nj3vBRXRzt0G0FJosNH+8zwSz3wEedF6NzbBR+nXcZJn+4FYcyijE37xX4lRzC3Eeeh2Jk/XYXTnw7DUj5S6gJuuqdRn2GrBItbli6gztLqB7oq1kDuBC7pVFhtrDI48biSvxTUuHsonFAJZWgt7cH+vl6oqe3BxOiaDflRdNifymCrl9PPtkLBkM+YmOvxojCKdiZ+Ss8zH3xRdHz6OmtQUqnF3DjlKsxY3Cssy3+qg/+RXK+mh3f39QvBNI3wtZ9Gm73MGJ/wX7c0PkG3HUwGIXvvgtFdDRiflmF717cB3Wpgd3ee4+LxvL/PYrc5BNc+DzxvkdgqTDgzNv7YNNb4Htle3gPj3LaXHz00Uess0JFz1deeWW1f0Nm1hdISRE0Wjp2fBrR7WY2qOtDEg/U4Ui4IyoIT3WIaJZ1BUV7tqUV4fvdmfj7WD57ZRE8lTJc0TUMV/UMx+XxwW06tVUXBB2gU9xZd0k91As28PSXc1l2sXNHI5cddvC87KAMjVg+63u4vHa193Asu8zVtpG1iRmnsvPR/uRSuOnzAZvVOSq0Jvg+tJtTx3XpZJ1TBMihD0Dy68T86sMl4f3lEwm4uRSk1csX69jelGPrPb4px7aNz2E0WnHvH6SQq8e4jjnIKw90khKbxYynv93F67c/7Y9GSeBddp9AgA5+B4x4AvCqrX1SE+0CPPD93EGY/vFO7uiZumQ7ls0agI6hLWuC6iOXcVE0DfbA0+qxuaQSu8o0rDRdbDJjZ7mGhwN+chm6e7ujh7cHunm5o6OHih3qxdTZ+QF1r775pqBI/s47GhgkJqikgFbqji3/nMEWkuV/OB2/HMjBrYNi+Dr29rpkJj8Bnko8m5AD/LQRkCmxo+uV2L/rWSilSsyOvgHF84Xi4+D583H43zNMfrwCVOgxKgont25i8iNXqTDs5plOwUMiP4ooL3hdLjjU0zWTWoqJ/JCey9ixY6t9/rwzvzrJT/v29zdIfv4tqcSdx0+jxGSBr1yGDxKiMS7It1k+Wj/vz8En/6bjVFHVudyrnR9uGhiNq3qEX5T1MucFThJhrT6sjmXaZ6mx7HK882frIjM1iI3jOCcJuYQ7sc02wGwA8o8A6qzq+wyN+3c364yl0BrlGKlAr0OHDhxKq6sN/pLAvF1AAwxSRB3QaIBnhYhgkKQcyZUGFo6rpeDqEdy414u5DIjsB+TsFWqBrnipcT8W6Ikf7x6CWz/bxXL51y7ejnen98LohKZ1hzUWdKPs4unO4852Qo1Gus7AZOhApRaHKrU4odajjKNGah7On7Wn2Tp5ujEh6ujphk4ebmjvrmKnbTFi1DqQKwzcCaaUqlCpqEqT9pGlY1VmGX49mIMz5Qbu/CK8MKkTvDdP5WXbgDvxQarg+D6t8zTIvlsFa2UlVJ07QzF8DPb/TyD6gyZ3gNVixJZvv+D1gddMg3dgELSHCqA/UcIeEwFTOzm7vv755x/k5ORwJIKKnl2vrSUl23DixGO83K7dTLSPnV/nv4vOvU+yC7EwNZdukUy0P+sW2+SCffrefrMrA19sO+UUMvVWyXFN70jcOCCahUgvaTgIidU+bDVna93bHfscxKZNga3h4SxlqGvZYftea9lxHXJZrrWtoZ+pY3ut96/53o51x6J9maLtVJ894S1AZuN0tDAkgFoHvDrprL+JZrEWyhtSeoj0gBzV4iJE1IUQaQVfQ/ZllvC6r4cCTq7uWV1Lol7QCT3iceDbqcCezwR/sEZEgQgkf//jXUNw19f72DNszld7MX9kPO4b3bHVaxOItFBkh8ZNCHTWYpzU6LmQ+nCllpdTNHqUmi3I1Bt5rC+u/jruUimTIxpRbgr7rORUGs3BSrlIkJoJhUIvRIBk7s50DmGoZyagAR784ZBz270j4zHR+DdQlAx4BOKfuIE4um0V3OXuuD30apR8PZ2PC37gfuz7IxNGvQVB7bzQaUAYtq34GurSEviGhKLfVVNgURtR9ptd8HBkOyjCPJ0dtqTQSyDNFtfW4srKEzh85B4WjgwNuQod45+s8+9ustpY2+erXOFEuiEsAK92impShJG0jj7akoavd2RAa1djpu/SrMvbY3r/dmxGfNHCUAlU5ALqAkBbDGiLSMgG8OoLlCkAuc1OYszCaOkoioSKziQuN+yzDQdZcF12/PzZluv62UsEEr1gk9R+OLUeV99XUV1yoT406yymXCkVQInkR8TZEOuuAQzA7lOChUKUrxuOOiNAQY1/ofgxzYoCESht8c2cgXhx7XF8tSMD7/+Tii0pRXj3hl7VilzPB0hVmlJfNGAnRfS0Tl05KRoDkrUCIUqhWWtAnsEEndXK22nUBSq8jlQpEeGmQKhSgRAectY1opnWA5VyTr1dCLfqtgy53GhPgXkArE4tIFR3CrN7uuGrowYu6r1/dEfc0gXAEsHTyDT8UbxzRNAAujnhZli/WA6bwQD33r1hSRyAoz/udooelhfmY++aX3h9+Iw5kCuVKPn5JKwaMxMfh+Ah1VSSoi6B6n5cFXjJ6+3Qodmslu3nNxCJia/XqfBcZjJzvQ9FF+kv/WxcBO5sF9xogqw2mPHZv6dY6JG0jgikdn3X8DhM7BHOTQZtGroyoCxTIDiVucJccxjr0Hjyagdc9hZgdAOsdTV5EIGQCV6FtMyzrI5ZWsd6jSGizaBZBKhdu3bcyiZCxNkQpRAI0JbkQl7v5C/Bn46dHo2MADmjQE8A314nRIGG3Ad4Nz6VRUWZP6KWzQAAYTNJREFUz1/djUXXSCyRBNqueHcLP9XPHd4BKnnrS+vXB7o5BSsVPIb4V28m0FusXFhNbfjZemOtmQiS3moTOtF0dShtu4AyLP5yOZOhQIWcU2s0k+4R1Yf4KmRMkmjZz76N1j1k0kuWOCnsKTBfEkM0VBHMcqkEz3TMwBPTbodMKqFuEWDZJOHm2W4glnu5I6MiAwFuAbjN9wrk/Sh0YIUseBBbVqXDarEhOjEA7RICsOrNF2ExmRDdvRfi+w2CPrUU2oOF/IDuP7UjJHIpk+DffvsNWq2Wu2pc637IeuTQoTlsYOvp2RE9un/EApJ1FTtPP5TORJn+Zh8lxjS63oeKvL/emYFFG1PZbZ1AGloPj+uEUV1C2k6Ekf4OmkKg5BRQki6MUsfyKUAnRJrPCpUP4BUqXIM8gwCf9oCbD+AZSjoJgFReY4jE5VJEswjQHXfcwe6v1AF2sZmfiTi/CJULBZMOFdgeAS51QMomCq/Fjwai+gPZe4CNLwGTq+tcNAaTekagT4w/HvvxMLamFuGtdcn45WAOHh/fhZWj28yF3g7q1OngoeJRFyjdkWsQCBGRoQKjGQUGE/KNwiikdaOJ1X4tNnCkiUZTQTdUT/vwksl4rtomg5fLsqfcZdnl59ykUu6KI1kApVTCg7adiwZNS6bASA3agTSlEhF7Poe870yBfG96FcjYCig8UTbxdSzZeA8fN7/3fGiWfEYsBZ7DhqI8oBPS9u/jHxlyXTwyDh9E6p6dkEilGHX7XNAfoexXIfVFej8Ory8Sn0tJSWENrWuvvdZZ90NebMeOPwS1JglKZRB69fwcCkXtuptkjR43HkpDjsGEcJUC3/TogK6NbHHfnFyI51Yf4zo5AtlPLBjXCRO6hTfKU6/VoCkGCo4BBSeAfJqPAwUn647guIIiyz4RQgMLz+Euy5GAdzigqtG1rNdTakNIy19KXWAiWp4AUWEeKUiSj8jTTz/NbfD1tZpFR59F7E7EJY0weXWDy0Tf2qa5jQbdVca+AHwxHtj/FTDgDiCse5NfhmoZvp49AL8dysULa07whX/u1/tYiv+RcZ0xOC6wzRGhhsQaqbD1bMWtVHtEnUDUlVZsNAuzfbncbOHCbEqf0DKvm4TZZO/y01qsPIQ4XsuCIlNKiYMcETFyWbZvV7oQJ54lklpkSiVxWXZsl1R/TVq3UL2H4/enMKASZiEFZst3bj/s7omh1F3y99NCPciuJcKOK1/DotNrUWmsREf/jrhS3xGZawSdlOD778faH1N4OWFIOPxC3bD67Y95vdcVExEYFY2KDZkwF+kg9VbA9wqhxb64uBh//fWXU2jO1eE9Le1NFBWtZ+2iHt2X1mlku79cg5sPp3MdWbyHCst7xnFt2NmQWazFC2uPY91x4d8d5KXEw+M6Y2rfqPOr3UPnWEUOkL1XSHGfOSqQHXXV36M6JIBvFBDQHvBvDwR0sA/7ek1yI0JESxIg6vyiGwSFbWfMmHFpt8GLaDLIJXjN0ueBTa8gTKGt5m/TM9CINTe6A0GdnG7CTULMYPZdwrFfgD+fAG5b3azCPjo3r+4ViZFdQrB0cxo+33oaBzLLcNOnu9Ajyhd3DO3AYm6XiogbEYAwFY1GCQ8w6Puts9qgsVigsViFYXZZtlihtliYGAnrwj41Hyesa12Oo1QdETGD1cadSQ5QZEpns8LFpL1VQVIMfi+/j362nfDw2Is8jgD5QyYxYmGvydja6QD2tesCnNwB7Piw6gdHPoW9EQlY/tfrvPpov0dQ+MgbvOx79WRk64KQf+oY5CoZBkzugEPrfkdxdibcvH0wZOrNMBfrULFREFL0u6oDpG5yLiUgk1PSJiINGqr9cSAv7xdkZAp1RgldXoOvb69a/5ZtpZW49cgp/j338vbAtz06cIrzbB5dn209xa39pGpNKb7bh8Ti/jEd4ePW+POj2TCogZx9AtnJts/1kR3/WCCkKxCSAIQmAiGJAslRiFEaEReIABHpOR9PyORpQqZu999/PzvWkpT2s88+i7///psltYODg1mSm1QtqSvNAdp39913s8okCTTedttteOWVVy7dVv02Bvo9T5w4Ech9E7CUsRQ+hdlvGRQND/MuTOykADon0IHOG22lqRI+yka21I55Djj5O3D6X0Eh+ixGqQ2BLviPXNEFtw2OxYcbU/HDniwczi7H/O8PcKTo+n5RuL5fO17+r4G9kGQ0pGikYEGjQR1XBiJDNiJF9mU7QeJ1m7BN2OeyzMdbq21z3e443mhzWa7xsxVmOYoHDYXeFgwVdsIgNXAESCoxoFdkD+gDU/G3qRDq8a/A6/BKwZh30D3QdhiGZ367jj//tR2vReLhcuTs2weJmxsC5t+PDR8Jqa0+46Ihkeidfl+X33Arm54WrTjG2iWqeD+49xB+o1u3buWWd3oYoGuZw1i6svIYTiY9xcuxMXcjLGxynRo/M46kM0kd5u+FL7q1h+dZatlO5FXgsZ8O8zlOGBIXiOcmd21xfaxqIK0WSlunbwZObREID3dXuYAKhkO7AlH9gPBewnJwFzGaI6JV0SxG8OWXX6K1sWfPHixduhQ9evRwbiPPERpvvvkm+4NkZGTgrrvu4m0kHEagJyq6+VIhIbWT5uXlMWEj8UaqWRJxnkCFhQRNEb64vx9OlWi5tgBb1lbbn16Wjvs23scFpd2DuuO1oa+hnc9ZLDL8Y4DB84CtbwN/PAa0HyYUMJ4DQnzcuEiaun2oGJS6xXLKdOz99N6GFFweH4QpvSNZQ4i6gkScG+RSCeRSGc5vD56A3WVqTD6QijL487pFUQmlzJ39wIyKICSWe2GNVYu/AkJx3dyNTpL++o7nkK3ORqhHKB7qPh8F1wht74GzZ+PkSTMqivTw8FWi15hobPpqCQwaDYJjO7Dfl+5oEQzJpZzv87s6jsklER+HqzZdsxwPcSZTOY4cuRdWqwGBgSPRocOCWv+GjcUVmHn0FEfVRgV44/Nu7RtUdqaoz+JNaWxQTOTTx02Op69KxPV9o1r+YZZSWkUpQNLvrJaNzJ2AuUYHo0+UQHZoUHdneM+m1wSKOC+IjY1lTzAalxraZHyfDNFIaPGTTz6Bv79wkSJ069aNnZEnTZqEuLg4jBo1Ci+99BJWr17tTLVRdOj48eP45ptv2BGXJOQpQrRo0SJWgBXR+qBw/pc//oEvDxphMuohNakRF+zFF1pTeR5v//LfLOgMOizYtIDJD+FI0RHM/ns2inSCX1GDGPawEB6vyAbWL2yxzx7opcIDYzph++OjuE1+cIdAvp7/m1KEBSsOod+L6zDzi91YsTcLReqGu65EtE0ESAHdn78h96+tMJltkCi0kMtUMFs0WJ9zFKlHy2Ez2/DlsS9hsgg1a18c+wI/pfwECSR4/rLnYfzuZ5jI8DQkBJ7TZ2Dv74JD/MDJHVCal4HDG4SaHi58NtpQtjqd16nlXRHswdciSn0RseratSsbWDqKno+feAQ6fSbc3KLQNfGtWu3um0oqcLud/IwL9MEX3RsmP6TATorolPIi8jMuMRTrFgzHtH7tWo78UJ1Uxg6hZuqDvsCi/sD6Z4H0TQL58QwBul8PTP4AuP8QsOAYMG0ZMGS+kNYWyU+zQV5e9HekjIkrSFKhrdQyvvTSSxgyZAg8PDyqaVs5cOjQIdx4443cYU7mqyQB8d5777X65zqnnBC5ttKXmEz7NBoNPvtMMOYjgzTSCqIvtauTbGMxb948fiKigkAyY2sIDq8PR3qLHG7pfV2N2a644gpOiR07dsxpsCai9UAX95l33MXL1ycqoCChMXuExliej5mr6GlwFfxn/o208jT4qfywdOxSPLrlUSZDC7cvxAejPmj4y6v0BCa9D3w1Gdj7mVAX1H5oi/0b3BQyVrulkVGswU/7c/DHkTykFKixMamQh6NVeFjHIFzeMYhb7OnnRLRt+MCKitef5eXKYYlQKPUwSWywWQ34eM/3vP1y6RCcrjiNBZsXQCFVYF2GYGD6YN8H0c8UifTFQhdYyEMLsH9jPgxaMwIjPdF5UBhWPv84R0E6Dx6KqIRuKFudBmuFEfJAN/jYNX/Wr1/Pxc/e3t58rXOc6xkZS1FUtIGLnrt3XwSFonob+44yNWYeOcWpvSuDfLG0awzXd9WHVQdz8PQvR1nThxScn7+mK67pFdkyN0aycsjcARxZAZxYLYgKOiBTCpHZjuMEobrgzpeWCF8bA6mGv/baa+zk7ho0aEv3hOuvv56d5B08wRXUBUnF/xS4IBJE2Zu5c+dyV+S9997b9gjQ4sWL8dBDD7FfDYG+UI5/WEFBAf9DycyPWuabguXLl2P//v2cAjsbioqKOLpDvyhXUlbTldaxTvvqA/07HP8WhxmqiBZsZ6UuDV6uiu78ffpvnq/vdD0SAxPxzoh3cMOaG7A5ezM2ZG7AmJgxDb9uh+EAtSnv+wJYNQ+4cwvgXvvp4lxBlhoLxnbikZJfiT+OnsFfx87gWG4F11TQWLolHSq5lEkQkaFBHQKRGO5z0ZlC/hdA7fkOlMMXCocYosv9+anQ2/FY0YfYlCWkqKQSKe7rfR9u73o7MmfOYtFDzyGDYRkwGkdeFK5V1PaevPNf5Jw8Lvh93TILxlw11Ntzeb/f1fGQKKScut+9e7dT7Zmeih02F2npb/Nyp04L4ePdrdrn3l+hwS2HhZqf0QE+DZIf8u6i1vbvdwu6631j/DmiSR555wxqRT/8A3BkJVDu4sHk5gd0ugLofKUgXEq1UyLOCyhYkJqayrWur78uFOnXBcqgkDM7HRseHo758+fzfdwBunfPnj2bCTqVkdQVgCgrK8PDDz+MVatW8T2zX79+LItD3eD14bnnnmuwfGbWrFm1Gq0omEEBljZHgCjlRB+K/uH0y/zjjz+Y7DhAIV2q3aEQXFMIUFZWFhc8r1u37qyOvERQ6MmJaoEWLjz3FAidOI4/kiu+PPol3Bupp9Ga4UYKvTf62CZ+jia9diOONWhrpIYoAuSACwHam7+Xk7Aj243kdWorntltJj4+/DHe2fcOhkcNh0J2lnqbsc8DaRuAsgzgl7uA6d+1qmgZFYvSICsNSoFtSy3i9NjWlCKcqdCzthANAhGinlF+rDtELfZdI3y4mLqthKVFkJWQH7wVeuhZDbqqdTzxtBlfXf8VVqet5gjQpLhJTNLLfvoJ2p07ufA5dOFC/PlDCosexnYPRFgHD3zx4OdVfl8BQShccoidFNx7BMGtkz+nh0nwkEDR6Pj4eF7WG87g6DGqsbAiPHwqIsKnVfucx9Q63HgonTvqLvfzwqfdYuslP5Tyuufb/TiSU85Bl/tGdcT8UfHn1tFo1AJHfxKirbkHqgsKJk4W0lvk2Xe27+vFBMp9m6q6WM8rFB5NiphRpIRqXG+66SY2KicT3bqiLNOmTeP75Q033MBRlnvuuQeBgYGcRiPQTDW11EDkMD0nUuQKiuRQZofu+1S3RrW6o0ePZhuXc9EFpHQwz3brkbLyMo5mWSi96rLdAZPVxPuKtEWQW+Sw2qx8DM2NDWA0iwC98cYbrO9DvyRPT0/+xdYEpaH+/fffJr0uvQ79svv06ePcRkXNW7ZswYcffshsk/7QJBk/fvx4Dh//8ssv/IdygFir4+nKgfz8fOe++kDdZgsWVBUb0i+QQnEfHf4IMncxrdEUWA1V/czFUik8XUgPtFVKMmqTGr5evnxjcWBWt1n4KfknZFZm4oekH3BL4i0Nvxml1qZ9BXx2BZD8B7DtXWBo7aLR1kCQl4pb6WnQl5dc54kMESnal1mKMq2J/cdoOODnoeDIEJGhrhG+6BLujdhATzF1doFQDj/4kxgiG6JWPehUrluHnvfcjZ7BVU+1+qRknHlRsGAJnn8vsgrdkH2yFDK5FJdP64Tdv66EuqTY6fel2XMGxqxKSFQybnsnUNGzI/U1btw43ma1GnH0yL0wmUrg5ZWAzp2eq0aSM3QGFjkkXab+Pp5Y1r19vb5epLh+3/IDfO75eyjw3vTeGNbpHHr4ilKBvZ8DB78B9ELnGCsjU2qrxzSg03jBj+lSBJGfl2vrLp0P2J7IgU3pwdcV/s8xuy7bZyICZqsZoyeMRvee3fHE00/g/Y/eZ60qAtVU0rEvv/4yho4YirkL5vLPjb9+PG4/dDteee0VjJs6DmkpaUxq1mxcg6iuAoF68f0XMarfKJTqS5FZkYndO3Zj1+5d2JOyB0qV8MBwzzP3YOXPK7HkqyWYfvt0gajw/2zVlgl56jwmKCeKTwj/Tvt2B/lx4MDuA1jxwwos+m4RTpacrPN3ZDVZUaAtwIK/FiDPmFdtn0VnaT0CdPDgQdx6661MfupDZGSkk3g0FsQijxw5Um0beY516dIFjz32GJMfIiZU00Nto/QkVTNSRKk3KrgiIuUQFKOIEtUJUbSoPtDr1aVLc3Xc1VB5nl2vpiY7bfDYGn/slnrd1n7txsKoM+I4jvNygVyGaEcEiApKyavHBT2Ce0BGvjl2eCo8Ma/3PDy/43kmn5PjJ5+9PT6iNzDhdWD1/cA/LwARvYC4UTifoBuWIzpEhpHsBF+kwb6MUuzPKMWh7HJOn9GNaXtaMY+qnwXa+XugQ7AnF4sLwxNxIV4I9FSKEaNWRCW8oZCXO9WgHdAfOwb98eNws18zLOXlyL73Xth0Ok59ed94K9a8IKS+el8RDZulDHtX/+z0+5IYgfI/hMJon3ExkPmouOvLYXRK0WtHfWRq2usorzgAudwb3bstgkxWdU0rMpo58kMK34mebvimR/2t7su2n+a0F3m69ozyxaKb+yDKv5kpLypopi7LFCFNzfCLAfrNAnrfUtXlKaJVcKLkJGyNJJYaowY6sw5ZlVmY9+Q8zL52Nq6fez2TFkK+RrgPnzhxAiOvHFmtySShTwI+WfQJijRFOHj0INfSRidGo9wgkN2QmBD4+PrAYDYwoaJ7v0atQe/21WtpDXoD0tPToa/Z7VcDRH5c57qQciIF9824D3c/fDcuG3nZWTMSMomMo7SUpqZB2yzyViRAVqu1WtSlLhABaarQHT0VUaeXK4hkUYiOthP5oacm8suhYilad4S6SBOICBLtJ6JDBI1yoVT3Q2rVVFjdHOG9JwY+Ua/KtYi6QQXxb+JNXq6gML0jAuQaCbKjU0CnWtumxE/Bt8e/5QLpZceWsd3AWdHnNiBrN3DwW+CHW4HbfgMi++JCgZ3g7WSGum0IBrMFKflqHMst5/ohGsn5lajUm5FZouWxyV5c7YCnUoYIP3cekf7unEKL8HNDpJ8Hz2E+bpeMWOOFgAZekNv9wFQuESBC/utvIPqzT2EuLkb2vHthysqCIjISEW+9hd1/ZEJdaoB3oBv6XhGDNe+9AovZjJgevdnvq3RlMmx6MxQRnvAaFMFdqlQzQcSYrmX0UEcoKtqIrKwveDkx4U14eMRUfTazhWt+0nUGRLkp8F3POPgq5HW2uD+3+jjLNxBIyfmlKd2a7m9HD0/JfwFb3wGydto3SoS6nv5zgLjRl5QnFt2E6aZeYahAqaYUFrMFFcYKaGwaWGwWWKxmWO/bIyzbrHw83ftovaEbeEvAJner85rC/9WYSTuKbvzuCncMGz4Mw0YPw4cvf4jrbxL86XxVvnwsPWi6y90R4B7gLGXwUfrwcrBHMB9HCPUM5dd0HEM/66PyQYRXBOQmOWdSVq9bXa0cgpapuyvIRyDGjoc252uwMz0Q4hHCnzXeL14wq6+x/8TxE7hz6p24c+6dzvoj1wdA1/ekjJC8TI5frvmlViCEeIHvHb6tQ4A6d+7cYHqLvuyUtnK0drYUqDh6165dvOzInTtAXWekV0AkaM2aNdz1RdEgIlAkhPj888+36GcR0ThU0M3Z0R2iqZ5LJnT061hrm1wqZ9LzwKYH8PXxr3FTl5sQ6H4W41T6kkx8WyjKJLG1b6YCs/4CgmsTrAsFuiF1i/Tl4QA7wauNSCtUsyUHzY6RXaqDxmjhzjMadYGsmogEEUEK83VDsLdKGF6qast+HkqxILsOqCkCpDBwBIi1gOyQqJRc65N+1SSY8/Nh1Woh8/ND1OLFKCqV4uB6QdF52A2dkH38INL27oRUJsPI2+bCkF4O7f4Cwex0SkdIZBJs3bSVHwqp4JmkOQhGYxFOnHycl9tF3Y7g4Kqif2pXn3ssAwcrtWxaS/YWdal4V+pNXO9DqVf6CpCn3dxhglJ/04jPn8A/LwFk/+Ho4up1s9CmHhiHiwX0fdKatSjUFnKkg0ahrmrZsV6sK0aZocxJZMKV4Xgs/jHINXJIFfV8T0iOgB82qt82HZEHx6CIhOs6/S2ksM/2CIVrtKKhY1zJTn0gEmNVWNHBV0izvvfmeywB07urEKWJ8hbSWT269sDhPYcR7hnu/Nlj+46hU6dOCPcOx8CeA/nenXE8A/379+f9SUlJKC8rh4fCA/5u/rhs4GV4ceGLCPAI4PttU+Go6VTJawcjqEt77OixgnDxy6/gfKBZBIg0eqgKnIqGSZnZFVSzQ/soHEZpq3OFQyiMMGLEiEaleGJiYvD777+f83uLaB4o0jbhfxNY10erMLtEgAqhkgM/zOmEZ6jGTy5BJ/+6Ccqo6FHoGtgVx4qP4dMjn+KxAY04l0gen4qgybWbCjW/vga4fU1VB1obBDvB24kKdY7V7OTJLdMht0zPczYvC4NEGvPK9DCSW3y5nsfZ4KGUwd9DyUKOVItEw9ddybUivO6uhC/PCvh7Knn2cVdccvVJdH7esfgTrDhTCq1SCYXJAA1M8FN647Zh0+Ad1B3t5/ZH/mOPw0gGmVRq1rUrIt54A9KoaKx/cTdzBmp5j0rwxVePfsLH9B5/FQLCIpH/3n5e9xwYDmU7by4FoAdCwoQJE/ihjK5jJ04+ySSIHN7j4h6p9hmfT8vFhpIKuEsl+KZ7B8R71I4IFFYacPsXuzmSSDYz703vhXFd669zrBOntwIbngeyhAdLKL2ENBcJjXo38bXOA+j3RsQlV52LXE0uzznqHK4tydEIM9UWNgUUFQnyCOI0iofcg2tbiMTwkNpnF1JTF8FpS6DAA92j33+/ulk0dXsRsaHOaSqC3rFjB9fWUke3I7BBtbXUSr9kyRJOh5H4oauUDXWbUWCBVMspw0LkiYqm165diylTpnBjVF0gdwZycqCZOAKl0hyBDHJrOHr0KOv6UXkL1eI6OrYpoEHZnQtOgOiDUPX4M888w61z1AlGUZVvv/3WGX6iCvO9e/fi9OnTnIqidjoR/z3QF6f/Ff2RmZKJytIyJj4MdSErAF9xeUe8ACFcH+NTFfJ3BV1U7utzH+5cdycXQ89InIFwr6onl3pBrbc3/yQYphYlA5+PB279RZDWv8hAxKNDsBePumC1UvTIwGSIRn6FgW+KPNRVy8UaA9+wtUYLtEbh2KaA/mZEnjxVcp49lPJq655KOdx5Xdjn6ThGJexz/IybQspRKB6y6svn8yZC5+fYKdfitxOZ0NgOcgqMIkCeci/0jI6B0nMIlIMuQ/z6ddDu3w95cDDce/Xiz7j5+ySUF+jg6afC0GkdsWfVjyjNzYaHrx8GT70JlZuzYS7UQeolmJ3SxZ5SX5Q6obQXdcgScnOXs96PRKJE167vVqv7+Tq3CB9nC9+Z9xNi0Me3dq3l6SINZny+m9OmVCf25cwB6B519pC/E4VJwF9PAamCvhHk7sDAO4HL7gc8mt/J01KgmhbSBDtdfhqnyk/hVMUpXiZtJtp3NlAtYZB7kHMEuwdzFJlmx7YAtwBO7ahkKuj1es4iRHpHnrUD+WIA3Zt/+OGHatuouWjFihXcuU0kKDw8nI9zdIARvvjiC8yZMwfDhw9n+RhKQ9E93wH6DlBw4amnnuL6XNL8o5TYsGHDasnPuILec9myZc51hx4fNVJRYIOcHOi1qLSFhmswg/jEBSdAXHFuj75Q/Q+5F1MEiNrfS0uFYiv6R1C9DEV+aF9bY8Yizh/owkIol7qkwMjxmS7+nv6AJgOBboFwqyPX7cDg8MHoH9Yfe87swdLDS7FwSCPlDjwDBZPUr68FCo4JJOj6LwRtkksIUqmELTxo9I6uX/yMiBLVGZVqjSjTmVCmNaKcZ/vQGe3Lwv5y3iasU0EtpWMq9GYerYWahKiuZZIVqPc42l9jn8LlGP5ZXpfxXKnTc+pHDR9OgXEbvCwQCrt5b/qBQnQfEQUfe6cW4di/OTi6WTiHR97aBZqyAuz6RbjJjLztDsi00upmp+5y9vqiJ2S6qToED7XaU0hOEbrJ4uMehreXUA9E2FpaiSeSs3n5sfZhmBRSW9fqaE45bvt8N4o1RkQHeOCrWQMQSzYzjQF1cm1+Hdj1keDHRR1dVD83/NELEvGhFFR2ZTZOlJzgbh8aZI9D0Z2GQESGalIiPCOE2TE8IxDmGcYpm/8K6tLWofSUq66dA9dddx2P+hAWFsYlJK6getqatboUXaoZYTrbZ2zIQouCKy0hZ3PehBCVSiV3WxFDpDwhhbeI/JCENUWLRPx3QXnk5E3JKE8vR1knlyLo8my+mX6/Lx/lFeXodkX1gvc6o0C978Otf9yKX1N/ZRG6WN9G5p3pYj5zLfD9TUDmduDb64ExC4HB8y+pQs7GEiVKbdFoCog4qY1maA0WaOyzlmZj1TrPHFkyQ2PfT3VLOjrGUP1YvdkCo9nKg84DV1AqjwbOg7uIzWqBNnkHrEEqVNwwCHK5CUaJHjIocTDjKGzSQHj8JUfiZRGQ2etBMo8XY8v3ybw8cHJ7RCcGYOULT3Hhc2yvvug0eCiKv7CbnXb0g3vPYBZqpSdcAoX26cZhtZpw9NiDsFp18PcfgnbtZjo/V7rWgDlHT9NL4NpQfzwQU/uJ+kBmKZMfIqMkpUCRH0qfnv0fbQMOLQfWPVMVke08ARj34nmr8aEHaCI7BwoP4FjRMSY7SaVJ0Jg0dR5PRbntfdqjvW97/t7TMs1EdChqI0LEueKc7dHpJuXoaBAhgkBPHksfXsrLpW/HAhSyNmq4QNlgBl54VQi7h0wSZAoaQq+QXiyISOrQiw8uxuvD61c5rQV3f2DGKmDtg8CBb4B1/wNO/QtcswTwar288qVEnHzcFDxaGkSuiPAY7ISICZBjmdeJLAnHVN8mLBvq/JmqZUMD+0rKK7B3leCb5DHlH8AdMCsqIbHJ8dk/mwFsRtfoAdiyPAlDpnZE0s48bPsplT9zx34h6HtlLI5tWo+sY4chV6owZvbd0B8pgiGlDJBL4H91PN/sSaaDUmDkW0hFqYRTp95HZeURyOW+SEx43enzVWYy49bD6SgzW9DHxwNvd67t07UrvRizvtzDBLNfjD8+n9m/cX+b0tPA6gcEY1JCYEdg/KtAx9aNiJKPGkV2DhQcwMGCgzwX613sMuxQSpUsgtoloAsSAhIQ7x/PBb1UdCtCRJshQGJKS0RTUS6zn2IUBSoXQvsOhHk1LuROHWFEgP44/QdmdZ/FF8pGQ64EJn8oOE7/+bhQ87BogHADICE38Zy+YOTKTSq7IAXWW45nYbhd9N0ocYMRSliVGshdlKCpg+v4tjweDsT1Dsbo2xJRUViAjcs+5m2Dp94Ib+8gnPlkL6/7jIyGPMidu1Wp4JMi5WTeTNfOsrK9OJ0hKOZ36fIi3NyEmjYTd3ydRprOgEiVAl/W4exOSuNzvtoDvcmKIXGB+PS2flxX1SBIQXfnEmDjS4KoH6Wbhz8GDL5X+F60MFj7qjwdO3J3YHvudlZ6r1mvQx2e1NxA+l9Edui7TBEe2i5CxPlGk866pubp6EvvcGkX8d9EpVxRRYDKXHyDKALkfvYIEKFzQGdc2f5K/HHqD3xw4AMsGr2oaR+CSE6/mUC7gcDPc4VW31/mAoe+A654+aIskBbRfATWEDathBcUCvIDq7pWjb4tAftW50JXYYSXvwp9rohBt2GRJLSPPxe/A6NOh4hOCaz4XL76FKyVJsiD3eE9PIprIslLydE1Q/ooZnMljh0nhXIrwsOuRWjIBOd7PZuagy2lanjIpPiqRweE1Gh3355ahNnL9nDUa2TnYCy5pe/ZiWOp3RqG0r+E2KHApPdaPN2lNWmxNWcr/s35l0kPKfO6goyOewX34khu75De6BrUVUxfibg4CRDV+NRlZS9CRH2odNSD5R0AauT6qQi6sZjXax6bp27J3sJF0VQc3WSEJgJzNwLb3hMKQdM3AR9dDvS+VSgC9a3tnyPi0kOgl0v0w2xlLSC5nAqhqwhQfJ9Q9LisPQw6M1Qecmf0e8+qX5B94igUbu648t6HYMpSQ7NLiBL5XRMPyCTcIUueX9TB4mgLTkpeCL0+B25u7dCp0/+c7/PjmRJ8nlPE8m6LEqLRtYbvIKW9Zi/by+RndJcQJj8N6jlRrc/B74A/HgPICoHa2q94SSh0bqFoJ6kEk0ns+sz1HO0xWAzV0ll9Q/tiSMQQDI4YzDIXYuZAxCVBgB588EFuZxMhorGodFz7kv4UZk57CR41TcnxU7v81E5TuSX+5V0vY8WkFazb0WSQENewh4Fu1wLrFwLHVwH7lwk3jV43Apc/2KZ1g0ScO7xIjMoBkxWV8IGK/MDIv8IFEkrTeVadY6cP7sPW77/i5REz5sA3IBj57x1gryOPfqFwi/NjsVbSQKNW+8mTJ7Oibn7+Gpw58ysl/tA18U22vCCc1OjwSJKQFn4wNhRXBld/uNx7ugQzv9wDncmCEZ2DsfiWPg2TH+rw+u0+4Di9F6krDgKuXQr4N12wrq5Izz9Z/7A57K68XayG7ECUVxTrdl0WeRn6hPRpsLNThIi2BDHxKqJVoYcVJpJOcOiNhFD9Tgovkg5HU0C1QH+d/gupZan4/sT3mNF1RvM/GJEcMlElzyOqkTj9L7D/K2D/14LR44A7LjnpfxECqkUkjBaOAHkqtGyHUR+Kc7Kw5r3XYbNZ0XXEGHQfNQ7lf5yCuUgHqY8SfhM7oLy8nOVBCCNHjmQLH70+FyeTBB2V2Nh74OfXz2lzccfR09BZrRjm74WHYqvXwx3PrcDML/ZwF93QjkH46Ja+DVtb5B4EVt4OlJ4SWttHPiVo+rj47DWnRX3vmb34Le03rMtYxwrLDlBkZ3T0aB5ilEfExQqRAIlodZAWUJBVkJw3BVVZXzS1y4PaYh/o8wAW7liIxYcWY3z78ewtc06IGSyoRWfuBLa8KRRJp/wlDDJ/pELp7tPalKWGiJaDxCCkwKIUpdUiQFTo7OnZnpcLTqfjp5f/B4NWw3U/Y+bMY5d39b+CJpD/lHhI3GRY/dNq7oAkI+hBgwYxWTp+/BGYzRXw8emJ9rH3OouFH0rKQorWgDClAosSYyBzIRCZxVrc9sVuVBrMGBAbgI9v7Vd/zQ+lvMitnQr8LUbANxq4/ksgqu85pbhIdoKirWSw6RrpmRw3GRM6TKhXwFSEiIsJIgES0eKgzhdSFH1x54vsg0R+YA4CpG7XE5GzI1lCPti76a3oUzpOwU8pP7HNBr3+eyPfa5mnz+hBwC0/AkWpwN7PgAPfAmUZwJY3hBHeC0i8WtBOCe4sdo9d5Ofn0Nn/w/G8CkitMqEIWm6ASW7Ds1fdiZP5O/Dnh29h5IzZyE9Lwc5ffoDZYEBIbByufuRpSK1SFP2QJKS+eofAPSGQU1+pqamsgUY2ATRnZHyM0rKdkMk80DXxLUjtKdsvc4vxa0EZlQvh464xCFZWpdlIufvWz3fxnBDug09v78cq23XCbADWLhAkHgh0bl69qNlKzqTL892J7/D7qd+ddT1eCi9cEXsFEx8qYhYjPSIuJYgESESLg5TCSV59ufdy9ump8I8GCtJ5X2VEIvyH+rOSq0rZ9G4QIk7PDn4W09dOx8asjRyevzr+6pb78EHxwPhXgFFPA0l/AId/AFI3AHkHhbHhOaGmgm42HUYC0QMBtyZYEIhoE+dn/3HXInN/Nkw2qVAErTDALLNi7hWz8euhSpRkncZPL1VZAER364FJC56Em6cXSlYmw1ysh8xXBb9JtVNf5F1UWXkcaelv87aOHZ+Gh4cQTTpQocX/UoTI0TMdIjDAr8rmpEJvYpHDjGIt2gW4Y1lDOj8VecCKW4HsPYJJJ4l8DrmvycScolG7z+zGZ0c+w468Hc7tnf07Y3qX6ZjQfsJ/SlVZBOpUlSZPMBqXGhpd4EBeNmIBtIimgFyKCRWD7gIiegNXL0axVd+s+p+abfHUFUZ4dferOKMRjPNaFEpPoPtU4OaVwENJwMS3gPixgks2CcvtXAx8dz3wWiywdBjw5xPAidWAprbQm4i2BzKAJUhMQgrMYYch0dhw0wtvovPgofAOCkZUYjeMv+dBTH36JSY/2kOF0O7LZ52ggBs6Q+IuZ8FDR+pryJAhsFj0rPZss5kQFDQGEeHT+L1KTWbccewUTDYbJgT54s52wdWMb+d+tZejUkFeSnw9ayBbnNSJnP3AxyME8kPk++YfhXqfJpAfqu/ZkLEBN629CXP+nsPkh0w+SW7i6yu/xspJK7npQCQ/bR/0sEmRuVdfFcQ9Hfj111/bTMTupZde4u+Gh4dHnZ3kxcXFbMQaERHBZsXt2rXDvffei4qKilb9XGIESESLg7Sf6Im47GAZbJE2lPtGAHM38b6Ckz+j8mAlNIEamCeYuVumOSBbDIoAHS48jCf+fQKfjPuk9cTUSDW6/xxhGNSCom7yn8DpbULRad4hYRApIgQnADFDhBHVH/CLFlNmbez8zD68Fdq0XCjCLncSII1Vj7/3bkJgQgLG3/tQrXPTdEaD0p8EOwzvke2g6uDLqa+0tDRn6ou6vpKSX4NWmwqlMhgJXV7hm5DVZsP8E5nI1psQ667EuwnRzpuTxWrD/csPYGd6CXeokb1Fvd5eJ9cCP80RhA2DuwDTv2uStg9FfEiz58MDH7JKM4F0ea7teC1u63obIr0im/+LFXHBQF5zr732Gju5+/u3PQVto9GI66+/np3kP/vss1r76Xtz9dVXs7UWRVApnTxv3jy22Pruu+9a7XOJBEhEi4Oehq+66ipeTlyaiApjFYsvqChAxrsZoP8MDxqaTYCI7Lx8+cuYtnoaK86+s+8dPNL/EbQ6VF5AwiRhECpygYztQMY2YS48CRSeEAbVEhHc/IDwHkBYD6GWiIQX6aYlFwXhLphVy1N38nJEn9WotOsAqa16zPvxKeBHQK1WVzs3LRoTir46DpvRClWcL3xGx6CsrMyZ+ho1ahRfuIuLNyM7W2iVJ6sLpVKIdH6YWYD1xRVQSSX4tGssfOwdXURInv71KP46ls/GrZ/M6IdukfWkVEnVmSKNVHxEHYpU7OwmRFkbg/35+/Hu/nfZkoLgIffAzQk38yCndBEXL0hwk0jDK6+8gtdfr98u6KeffuJMDh0bHh6O+fPn46GHHnLuLygowOzZs1nIk4xRiZDUBJ33Dz/8MFatWsXfJdK6euedd9CzZ89635fM0Qn1GaISabv77rud66Shdc899+CNN95Aa0IkQCJaHa4EqERf0mKvS50oL13+Eh7c9CC+Ov4VS+xTh8p5hU+EkCqj4VC8ztwhRIdIhTf/OKAvA05tEYYDEpnQik8F1Ty6ANQhR51n5GEmRozOCyR2IURWgpbW7cRq1ZtR9OUxWEr0kAW4IeCmBNgkNvzyyy98A4iKiuInW6OxGMdPPMo/ExU1A4GBw3h5W2klXk0XxBJf6RiFbt5VaaWPNqfj+92ZkEqA92/shcFxdRARaiD4+6mqCGPfmcCENwRNq0aADEjf3vc2t7I7Ij43drkRs7rNEv22GgCR05pWHucL7nL3JqWvKAL58ssv46abbsJ9993H52RN7Nu3D9OmTWM3hxtuuAHbt29nkkFyDZRGI9Ccm5vLJr5UK0evRaTIFRTJcXd3xx9//AFfX18sXboUo0ePRnJyMgICml/a4Ar6DD///DOGDx+O1oRIgES0OioMVQSoLjPEc8GYmDGY030OPj3yKZ7d/iw7RZPs/gWDZ1D1CBF16hScAM4ctqfKDgvrpNJbnCKMk2uqv4bKRyBClDrzt8+07lhWCUJ6IloARhvUEAqRzXJ1rd0U+Sn++jhMWZWQesgRNCMRMk8FtmzZgoyMDO4omzJlCt+sTpx8EkZjETw9OyI+7jH++XyDCXcdzwD1QE4L88eN4VU3iN+P5OG1P0/y8v+uSsT4boI3WDWYjcCqe4AjK4X1sc83utiZxAuXHl6Kr49/DZPVxA0E13W8Dnf1vOvc5SP+AyDyM/C7gRfkvXfdtKvJ9Vd0HpLp7rPPPltnmuntt99movLMM0Jxf6dOnXD8+HGOshDxIQJDpGb37t3o319Q2qfXSUhIcL7G1q1beT+RIqrVIbz55ptcb/Tjjz9i7ty55/TvvvHGGzmypNPp2EPv008/RWtCJEAizmsEqKUJEOHeXvdyCy95Et2z4R58ccUXXCjdJkBprohewnDVbqnMs6fLkoW5KBkoTgXU+QARRvIro1EXKKXmFQp4hwpztRECeIcJy2Ik6aygImitxBNWm5TTYK5P//rUMpT+nMKRH4lKhqBZ3aAI80R2djY/IRMmTJjAT9A5Od+jqGg9JBIluia+A5nMDWarDXceO41CoxkJnm54tVOVw/uBzFI8+MNBXr59SCxuv0zoEqsGowb44VYgbYMgbnjNEkGXqhHYkLkBr+x6BfnafF4fHD6YU8Tkui7i0gXVAVE6llJUNXHixAmus3HFZZddhnfffRcWi4X3U9q3b98qDakuXbpUK1o+dOgQp4fpnHcFERaqhTtXUCqNCByRsSeeeAILFizA4sX2yGcrQCRAIi7aFJgDMqkMbw1/C3etv4vrG+aum4tl45ch1vfcLQBaBXQTpNQZjbhR1feZdEBZpmBmWWYfpS4zpdMcoyip4fch3RkmRcECGaKOISJP7n4NzxSB+q8oYJussNkk0MCzGgE68/oeuBmFyyOlvSjyQ+SHUl5UR0EEqVu3blz3oNakIDlFqJWIi1sAb2/hifm1U3nYWa6Bl0yKT7vFstkpIatEizu+Evy9RnUJwTNXJdZta/HNVCB7N0CRgGmkUD7mrP+cPHUeXt79Mnt1Eaio+YkBT2BY1LA20xF0sYDSUBSJuVDv3RwMGzYMV1xxBZMHR1qrJaFWq7l2aNMm4fxyRUv4hFLdEQ0iXpROGzp0KEes6D1bAyIBEnFeU2AlupYnQAQKF5NL/Oy/ZnN3C82LxyxuO5GgxkLhXlUXVBfoxlieA2gKAHUBUHlGiBrRsnM+A+hKAasJqMgWRlNAujJEghyEiCQB6Cas9AAUnvbZo57tDeynmpU2dhOW2CjPZUOljOqABIkGglVtopMKnv3D4Ds2BlIPBZOetWvXsts71T5MnDgRVqsRx47eD6tVj4CAoYhuN5t//u+icnyQKdROvN0lGnEebk6tH3J2L1IbWejw/Rt7Q0YFQK6gv93XU4DcA8Lvn9rc2zVs/kuf7ceUH/HW3regMWm4SWBm15m4o8cdzb6Z/tdBhPFilAGgdnhKhXXuXP0aQqmsbdu2Vdu2bds2ToVRDRGRDuqQpFohRwosKSmJi54d6NOnD86cOcORItIHak2Q9A6BHjpaCyIBEnHeIkBmqxllhqovU0vDW+mNj8Z+xOSH/MJu+/M2vD3ibXamvmTAURzqEqojauAKqj3SFNpJUaEQMdKVnX2mok+btSrK1KKQCClB0lJyDLljmbYrqu/nZUUj9tX3OvXs11f3/GItIBmJIVZZYQTd0R1+7YMhdau6RO7ZsweHDx/mG+O1117LhaDk8q7WJEGhCERiwhuQSKTI0Bm45Z0wJyoIk0OEJ2OzxYp53+5Hcr4aoT4qfH57v+rGrARtCfDV1ULNmEcgMGMVENa9wd9qrjqX69925u3k9V7BvbBwyELE+TW+PV7EpYPu3bvj5ptvxvvvv19tO3V7EbF54YUXuAh6x44d+PDDD50pJiJMpMVDrfRLlixhkkPih3Seu3abUcE/ST5QtxmRJypYpgcDqkGijrC6kJmZyS3tNFO67eBBIf0bHx8PLy8v/P7778jPz+fPR+vHjh3DI488wim61iRaIgES0eKgwlD6YuVp8vCr7FdnBIjJjwyIuDUCjw94nI9raZDA4rIrl+GBjQ9gz5k9mLd+Hp4Z/AzrnPynQATAN0oYTQERp2rEqBwwaYR6FKPWvkyzVthWba65375uNdtf3AaY9cK4gFBabPjwSjdslfbBdpmc02BqN294q8wsvkZPwt7xQZAqqi6PdOH+888/eXns2LHcpltYuB7Z2V/ztq6Jb0ClCobBasUdx06j3GxBHx8P/C8uwvkaL649gX9TiuCukOGz2/oj3LdGZIY6CJdNBgqOAZ7BwIzfgNCGiS65s7+06yWO+lB313297+O2dkoLi/jv4vnnn8cPP/xQbRtFb1asWMFt8ESCwsPD+TjXVBlZGM2ZM4e7r0JDQ7kN3lE0TSDyT2TlqaeewsyZM1FYWMgpK0q90fH1gd5z2bJlzvXevXvzTLV0I0aMYJL1ySef4MEHH+SIDwkh0kPG448/jtaExEaxUxG1QAqUFOYmmXsfn8ZrbYio3n575c9Xwk3mhj237EFSSRKmrp7KJGXzDZtb9b2NFiOe2fYM+xoRrom/Bk8OfFJMB1wIUCcTESEiVzQsJoC8psi8k/bRzOumZu53bDM28PPGqnWKclmMOCpLxFWap2HsG4g5gZ+iQ1Y+fLxn8oXXFZWVlfj444957tq1K6ZOnQqDMR+7dk2E2VzGaa+OHZ/kYx9LysKy3GIEKGT4u19nRLkJJP+7XZl48hehqJ2c3cd3q+7+jsp84KvJQkE81W3dtrr+NCgdbqxkLzzH+U1Rnxcue6Ht1r21cej1epw6dQrt27dnUUERF/ffrLH3bzECJKLV4EN1JHSiWvRMSIp0Rbx+PkTXlDIlXhn6Ctr7tseSQ0vY3ZoKpJ8f8jz6hPZp9fcX4QJKP9FoKyCNpi8nIADlwjrbYXhBocisVu9AoKfRb7/9lskPCR1OnjyZqhNw7NgCJj/e3t0QFyd03PycX8rkhyp6PkyIcZKfnenF+N+qo7z88LhOtckP+XotmyRIInhHCOSHPOnqAamfP7rlUfbZI/sKamsnKYhWU0IXIeISxX+k1UPE+QTleKlLYO+2vXSvcNYBUQu8zWqDIcnA++m41gTpntDN4dNxn7LuSUZFBm7/83Z+ci5r8foWERcLLO6B2HTajCNpZ2CzWpx+YDKpHrt27XKemzRWrlzJRZ/kYUQaJaR9cjrjI5SV7WKX925d34VUqkSSRo+Hk7L49R+ICcWoQB9nx9fd3+zjlvhJPSMwb2R87cjPlxMF8uPbDpi5tl7yQ8H6b098y7VtRH6ow+vL8V/yOS6SHxEimg6RAIloldAkuWKPHjUanhA8jagOiExLbSYbfn/0d95Px50P9A/rj1+u/oXTYDbY8EPSD7jq16v4ZmKgVImI/xT0ch+MXKbF+GWlUJnV9giQN6w2Hae66NwkXROqdSDLACoGJYVdasstL9+PU6fe49fp3Ok5dnnXmC2Yc/QUtBYrhvp74eH2QoRHbTBjzrK9KNWa0D3SF69f16N6KzoZ51LBc0ka4BsN3L5WUAevA2qjGg9vfpjNf6mZYGzMWDYsvaCinyJEXOQQCZCI85IGKzWUclH0BfscSh+ukfj8is9ZDK7cUM43k4k/T8SKpBUiEfovwX5OEgIlFRwBIj8wlaqqO+zff//ldmAC1fyQtYDJVIGjxx6AzWZBWOjVCAubwlEZivykaA0IUyqwODEGMjI/tdrwwPKDSMqvRIi3ij2+3JUuhclUYP7NFMEzzjscuO03Qem7DmRVZOGW32/B3xl/Qy6R47H+j7HuFXU9ihAhovkQCZCIVoVDcj9fk88ibRcaFA1acdUKPDPoGf5spJT7ws4XMO7HcVh8cLGzTknEJQyXKEwQyp0pMIW8OgFyKD1TVxgRnZNJT0Ovz4G7WzQ6d36OozlU8/NLQRlkEmBp1xgEKwV/rjf/TsL6E/lQyqX4eEY/hPm6FGka1MC31wvWKB5BQrdXQB1K0AB25+3Gjb/fiLTyNIS4h+DLK7/ELYm3iKKGIkS0AEQCJKJVEeYhpAMo+nMhI0CuoHqJaZ2n4fdrf+d2/HDPcFaopmLpsSvH4sGND2Jz1mZONYi4tEERIEcKTCqrbnxJrcADBgzg5bwzP6GgYC0kEjm6dnsXcrk3DlZo8b+UHN7/dIcIDPQTPMVWHczB4k2CLQClvXq186uu9P39dEHhmUQOSecnuFOdn+2Hkz/gznV3crSye1B3fH/V9+gZXL/jtohzh9gU/d/6W4mVcyJaFaGeoU6xNircbEsg3RTSTLmh8w1Yn7meTSOpw4aWaQS6BWJ09GiMjR2LfqH9xELTSxB+EjUkRqELjHWKXDRTSJ+EoNWeRnLyc7zcof0D8PXpiVKTGXOOnYLRZsOVQb64q10w7z+YVYZHfjzMy3ePiMM1vSOr3oxa8Mnb6/S/AKWvbv0ZCOtW6zORcelru1/jWjXCxA4TsXDwQrjJxfbs1gI5nxO0Wm014T8RbRf0t3L92zUH4hVdRKsi1EMgQPvy93GdjYL8qdoYiNiMjx3PI6U0hVvm16Sv4a61FckrePip/HB55OWsKk3jfLTyi2h9+IOKoG1QS3xc6A/YT4nSTFarCceOPQiLRQs/v4GIiZnLT54PnsxEtt6EGDcl3u0imJyeKddj7ld7YTRbMSYhBI+Mc9HxsVqAX+4EUtcJ9iA3rwQiq0wnHaDuxIc2P4TdZ3ZDAgnu63MfZnebLaa8WhlkBUFeVuRyTqCuP/F33jZB3z8iP/S3or8Z/e2aC5EAiWhVRHgJSrhUw0CI8YnBIRxCWwUVSJNr9gN9H8CevD1cePpP5j9cxE2kiAYhISAB/cL6cUqCRphnDW0XERcFfCUargEyQgEjVM7tUrsZ7KnTH6Ci8jDkcl90TXwTEokMn2UX4s+iCiglEnzSLRa+Cjn0Jgvmfr0XBZUGdAr1wrvTe0Pq8PiiUP3vDwPHfhYMam/4BogZXGexMxn6ZlZmwkPugdeGvYYR7YQolIjWBykaExwkSETbBpEfx9+suRAJkIgWB4UkySeG0CW4S7V9XYK64PLXL3ce11ZBkaohkUN4PD3oaRZR3JazDdtyt+FkyUk2XKXxNQQrBCJARIRIkZfmLgFdoCAvKhFt8/y8awKQugGBMrLrsDJJ0cu98dRT0+Hr24ePqaw8gYyMpfwzXbq8BDe3CByt1OK51Fze9r/4CPTw9uAnUkp7Hc4uh7+HAp/O6F/d42vjS8DezwUvtGs/BuJH1/pMx4qO4Z4N93AtGun7fDDqAybjIs4fKOJD9hAhISEwmar7xYloW6Dv57lEfhwQCZCIFgd5fJGRHYFuDsHuwSjUFfL6oHaDMGXUFFxMoBQZdY/RoMgQdYqR8eTBgoM4VHgIyaXJrHFE46/Tfznri7oGdkViYCI6+XfiQeaUYh1HGzk/Z00B1m7FnxYtJHSvM9ugV/ji9pl9EB/3CLe6Hzr0JGw2M4KDr0BoyJWs93PnsQyu+xkX6IPZkUH8elTwvPpQLuRSCZbc0hfRgS4O4jsWA1veEJavehvoVtuTbmvOVizYtAA6s44ji4vHLEaQu/DaIs4/6MbaEjdXEW0fIgES0epPVePbj+cCY6VUiaFRQ3Gxg25OV3W4igdBa9LiaNFRHCwUCBEN6tzZX7Cfh6sydbR3NOL94jkVSL5NsT7C8KOOIBHnD+4BPAVK1TxzK7zcG3q9EN3JzV1hT315o3OnZ3nb/1JzkKYzIFylwLsJ0XxubzxZwC3vhOeu7opBHVxqww5+D/z1hLA86hmg36xaH2NV6ios3L4QZpsZg8MH452R78BTIYiHihAhonUhEiARLQ6yENi/f7+zm+beXvdyTQPVzPgr/bFnzx7nvkvhSctD4YEB4QN4OKJepytOMxEiA9iUshQklyRzHRFtp1ETvipfxHjHINwrHBGeEZxSo/Z8qqGiZRJyFIsyW/D8TMkHcizwi6gUNhqtKFd6YN/eQ6is2AKD8V3e3L79/VCpQrGxuALf5pWwz9eihBgEKOQ4XaTB/csPcInPzQOjcfNAFyHDpD+AVfOE5UHzgKEPVfsMdI58euRTvH/gfV4nMk0+dWLaVISI8wfRDb4eiG7wzYdGo4GXl6CJolar4enp2ah9lzLoa0ZdZUSETlWcwqnyU+xNRmSIUmdnA0UFiBARGaLOOupCozb9APcAnnm4B4pEqRFwPQcznozGMMtiGPsEYrrnZ3jnqk95++o1sQjwj8WgQX9BY5VhxO6TyDGYcEdUEF7oGAWt0YxrF2/HyTOV6BPth+VzB7PoodNs9ZtrAbMe6HkTcPUiqqp2vr/VZuU29+9OfsfrM7vNxAN9HuAIoQgRIs4dohu8CBFtCERKKHUWFBnEhdWuoNqPzIpMZFVmsVgkaSYRKXKIR1JhrMakQWpZKo+GQFYJAW4BTIYcs7/Kny1JyDrBS+HFJImWXQdF6P6LxMnHRikwGxdCayS+1fbFxt7DRqdvpecw+aGW98c7hDOZfeynI0x+grxUXPfjJD+k7kxCh0R+Ok8AJn9QjfyQuOaz25/Fb2m/8TrZWpCyswgRIs4/RAIkQsQFhrvcHZ0DOvOoC3qznglRrkYgRmQrQtEkIkbFOvusL0alsZJrSQp0BTyaAoo+1EWQaJ0+Hw0q4HbMbjKXZcf2Ora1Rd0nVyhgggcMMJmsMMijnNuVykCEhU1GqlaPT7OFAv6XO0XBUybDZ1tPuRQ990Goj72wvSgV+PpawFABxFwOTP0ckFVdYo0WIx7b8hiLbMokMvammxQ36fz/o0WIENH2CdCrr76KJ554Avfffz/efVfIyZOD+EMPPYTly5fDYDCwYNnixYsRGioI7hEyMzNx9913Y+PGjRzqvu222/DKK6+wq7MIERcbiExwwbRvbIPH0Q3WQYZKdMJMBKlUXwq1SY0KYwWTJBq0TjNto6gEpWWocJtGDlpOsZsiUg5CRJ1xRIioq45mqnehwnjHMs+O0Yz1ul6L36vGPqPRWO0z+qMSFaZgGJXRzm2RETdCKlXh5bRT1CCGMYE+GB3og2O55Xj1jxN8zNMTE9A/ViimRkUu8PUUQFsEhPUAbvwOUFQpClOh/IObHsT23O38Od4c/iZGRY9qsd+zCBEimo42ywioUHbp0qXo0aNHte0PPvgg1q5di5UrV3KO795778W1116Lbdu2OQscJ06cyAJJ27dvR15eHmbMmMG6AS+//PIF+teIENH6UMqUXCPUFFFGSueQQreDGFWa7LPL0Fv0HIWiVB0NWqZtjuVqs307ESoCRaSIbNFoK7AahM/maoeRYbJCr3AhQJHTcUytw+9F5Vz4/ExcBHRGC+5ffhAmiw1jE0Nx2xA7IdVXCOam5ZlAQBxwy8+AW1U6jUjmvRvuZS0pioq9N/I9DI6oLYQoQoSI84s2SYCoOPbmm2/GJ598ghdffNG5nQqaPvvsM3z33XcYNUp4evriiy+QkJCAnTt3YtCgQfj7779x/PhxrF+/nqNCvXr1wgsvvIDHHnsMCxcuZA0QESJECKC6H0eEJthD8LM6VxCpoqiSzqKDzlRFiihCRT5XPCz2ua71hva5bDNa7a9nMfH71Tye99f42boMbv3JD8xkRaG5qlZHofDDu6fyeXlyiB86e7rh+dXHkVqgRrC3Cq9d10OombKYgBW3AvlHAa9Q4NZfAK+q3yNF5O5adxeLZlJKcfHoxegV0qtFfs8iRIi4BAnQvHnzOIozZsyYagRo3759rNBJ2x3o0qULoqOjsWPHDiZANHfv3r1aSozSZJQSO3bsGHr37l3ne1I6jYZrFbkIESKaDiIGnIaSKbieqC2ByNnm9M0YiZHVUmBUBJ1vqFL/zdMbsbawjJfvjwnF0ZxyfLn9FK+/MbUHAjyVgsXF6vuB9E0Aaffc9APgX9UKT/Vac9fN5Y4/Kkj/eOzH9dZ5iRAh4vyjzREgqu0hDRmHVowrzpw5wxEc8gBxBZEd2uc4xpX8OPY79tUHqhF67jnB8VnEuYHSjc8++2yddhcN7RMh4rzYHfiEI/jqYChBRE0HX6vgB1YOKZ585n9QSCVYUVQBSpQN8vVEFw83XPfVflhtwMQe4RjROUR4sc2vAQe/Bah9/fovgYiqhyvq6rvj7zu4cJ1Skp+M/eSsNVwiRIj4DxOgrKwsLnhet24d3NzOr2UAFVsvWLCgWgSoXbt25/UzXCogkkrpxqbuEyHifCDCNwKhU4SHIsvpLPgbKyE12SBRKDD78SfR3l2JwbuEQucZkUFYfTgXBzLL4KmU4ZmJicKLHFoObHpFWJ74NtBpnPP108rSMOfvOWyZQorfRH5I4FKECBFtC21KeYtSXOTESwrB1LFFY/PmzXj//fd5mSI51MFRViaEph3Iz893usLSTOs19zv21QeVSsWCSa5DhAgRlx6otZ860gjFMqmzBoiQazDiqFqH0zoj3KQSjPH3xgf/CNpLdw2PQ5ivG3DmiJD6Ily+AOg30/na5As3669ZTH7IzPTL8V+K5EeEiDaKNkWARo8ejSNHjuDgwYPO0a9fPy6IdixT2mTDhg3On0lKSuK298GDha4Kmuk1iEg5QBElIjSJifanNxGtCqvVyvVWNGi5sftEiDhfdUBuRW7Q5+hRIJFyF5jNZIXNYsGew0fw2bbdsFmt3Pa+5WQBFz77uMlx22WxgL4cWDFDEDqMHyt4fNlxsuQkZv81mwufydT083Gfi6amIkS0YbSpFJi3tze6detWbRtZJQQGBjq3z549m1NVAQEBTGrmz5/PpIcKoAnjxo1jonPrrbfi9ddf57qfp59+mgurKcojovWh0+mcf6+adhcN7RMh4nyAzsFtDwqyGXkvhAhF0ASNDguuEcx6Q9Zux8RgP3z643Fen3lZe/i4KYAfFwAl6YBPFHDtx06V52PFxzD377nc8t4tsBs+GvsR+7uJECGi7aJNEaDG4J133oFUKsV1111XTQjRATLXXLNmDXd9ETGiGywJIT7//PMX9HOLECGi7aFCKkGUVCus2NNgDkQYgYNZZaz4fMugGCDpT+Doj4BEBkxbBngIIoiHCw9zqztpKPUM7oklY5Zwy7sIESLaNto8Adq0aVO1dSqOXrRoEY/6EBMTg99///08fDoRIkRczCiXShEgtYs0mqp8obt4qvDngVxeJtHDYKURWGt3dB98DxDVjxdPFJ/AnevuZKHHPiF9sHjMYjauFSFCRNtHm6oBEiFChIjziTKpFH72FJijEJowyMeL/b4IN/RvB/z7NlCRDfjFACOe4O2k73PX+ruc5IciPyL5ESHi4oFIgESIEPGfRYVMBk+bBlJY4eOSAQs32FCsMcLbTY7LIqTA7o+FHVe8DCg9nSKHjoLnRaMXwUPhccH+HSJEiGg6RAIkQoSI/3QKTAobfKFGZ3mVTU5JrhAVItFDxe4lgFENhHUHukxk37P7/rmPSVB73/Zc8Oyl9LqA/woRIkQ0ByIBEiFCxH8WZXbSQ1pAXeRVyuTbkot4vqKjZ1X0Z/hjoCqhF3a+wN5eZG+xdMxSnkWIEHHxoc0XQYu4+EBaTQ8//LBzubH7RIg4H6Dz7qa7bsLfp/+GWiVcAv2gRrneyuem3mTBb8V6SGQKjLTuBAwVQEAHoPNErExeid/SfoNUIsUbw94QRQ5FiLiIIRIgES0Osrt44403mrxPhIjzAToHn37xaRxecxgVNglvIzHEYp0VH7/xBrYkF2L157sRG+gBz+NLhB/qdRPO6Arw5t43efXBPg9iQPiAC/nPECFCxDlCTIGJECHiPwc/lWCoXCaxcVrLH2rkV+h525Gccp6HhuiA0/9SfxjQYzpe3/M6dGYdeof0xoyuMy7o5xchQsT/27sX4Kiq+4Hjv0022ZCEPIAECCEJSB48U3kk5WHjCIJoEVqrlqKkSMVSUIvToTiVQf8jjVbtVBFFxAKOpUBxoIooBnmIylMaeVNBFOSdQh4kQEJy/3NO3CUJLEnIZm927/czs9679yx7z15vNr+c8zvnNB4tQPA4tcSFWp5ESUhI0BNX1qcM8AZ1DxacKJCyM2VitA6SUptNomzFcqroghw+fFi+yNsnhiFyh/2rqn+QNEg+Lzkiud/lSqAtUP6U+SfdBQbAtxEAoUmWGujUqZPbpTDclQHeoO7BbilV6wJ2e6ObFPywIOql0ovSuXNnfbzjlGXSrWRL1T9IHipzvpqjd0enjZbUVqnmVR6Ax/BnDACx+lD4tvYflsP4gUPKJOr0Vr3/VZtEyTuTJ0EBQfJQj4dMqiUATyMAAmBpBQGBEhd8ocaxOyO/FZta8T2igyw8saHqWKc7JSY0xqRaAvA0AiAAllYYGCCx9pIax7JCv9Pb/IRM+eTIJ3qfxGfAvxAAARCrrwcWbasZAPUwvtbbtRERUmlUSvfW3SUlOsWkGgJoCgRAACxNJUGHVxbVONa2ZK/erik7rbdDEoeYUjcATYcACIBYPQfIUV4194+TvbxECoMcsu3sfv389sTbTaodgKbCMHh4nN1ul9/97neu/fqWAd7gvAf3n90vJwNO6hYg2+ULcle3VvLOzXdJn8gisQfkycaYJLlsXJAuUV0kMSLR7GoD8DCbYagpv1BbUVGRREZGSmFhoURERJhdHQAetuLgCpn++XQZeOGizDl5Wi5O2ik7CsOk3/fzJWj9szIzpZ8sLj8lY7qOkWkZ08yuLgAP//6mCwyAtZfDCHLobcilMzKgSxsJyq/q9tphK9Pb3rG9TawlgKZCHwQ8TjUq5ufn6/02bdqIzWarVxngDc57sLK4Uu8XBFZ9DRpFxyX/zBmRQzsl2CbydVmBPt67LQEQ4I8IgOBxpaWlEhsbe83lLq5XBnhD9XtQLYVR6KjKAig9c0Riu4/U+6v/L0bUMqkJLROkTYs2ptYXQNOgCwyApZ2XSilXO8WnXMe+DgrSWzX/DwD/RAAEwLJsYnOtBybnrwRAh8Ii9TY5Otm0ugFoWgRAACwrPCjctRxGjQAouKoFiAAI8F8EQAAsK9IR6ZoMsXoA9K2tQm/VHEAA/BMBEADLcg2FVy1Axcddxy+LIaH2UIkLjzOxdgCaEgEQAMuKCI64kgN0oWrYu1NSZJIE2PiKBPwVw+DRJEsNZGdnu/brWwZ4Q/V7MDo0WuSsSEFolNgLzkt2epAcCgqSswEi8eHxZlcVQBPiNxA8zuFwyIIFCxpcBnhD9Xvw+a3P621BaLQ47MdkwagWktMqWhYFBUh8SwIgwJ/RvgvAslw5QC2qkqGVYyGheksABPg3WoDgcWp5ATXbrhIaGnrVUhjuygBvqH4PRgb/MAosNLLqeLkaAeYQwyinCwzwc7QAwePUL5fw8HD9cP6iqU8Z4A3V78EQI0QfKwy0S2l0NwnPKZYPJuSJUWZIh/AOZlcVQBMiAAIgVu8CO1dWKDJuVY2ytmFtTaoVAG8gAAJgWa1DWutt/oV8EbvDdbxlUEtxBF55DsD/EAABsKw2oVUrvReXFcvFyxddx2NCY0ysFQBvIAACYFmqpSckMORKK9AP2rSoCowA+C8CIACWpUYhOlt78ksJgAArIQACYGkxLaoCoDMXz1w5RhcY4PeYBwgeFxgYKL/4xS9c+/UtA7yh9j3oDHbOXjoryVnJcqrklMSGxZpcSwCWawF6/fXXpVevXhIREaEf/fv3lw8//NBVfvLkSXnwwQelXbt2EhYWJr1795Z33323xnucPXtWxowZo/99VFSUjB8/Xs6fP2/Cp7GmkJAQ+de//qUfar++ZYA31L4HnS1ABZUF0m9qP0mYnCDx0UyCCPi7ZhcAxcfHy3PPPSdffvmlbN++XW677TYZOXKk7NmzR5ePHTtWDhw4IO+9957s2rVLfv7zn8t9990n//nPf1zvoYIf9frc3FxZuXKlfPrppzJhwgQTPxWA5io2tKq150zpGTlZclLvtwtrZ3KtAFguABoxYoTceeedkpycLCkpKTJz5kw9Y+vmzZt1+RdffCGPPvqoZGRkSOfOneWpp57SrTwqYFL27dsnH330kcybN08yMzNl0KBBMmvWLFm8eLEcP37c5E8HoLlxBjtHio+4RoK1DWUSRMDfNbsAqLqKigoduJSUlOiuMGXAgAGyZMkS3c1VWVmpyy9evCi33nqrLt+0aZMOiPr27et6nyFDhkhAQIBs2bLF7bkuXbokRUVFNR64Mer/lxpdox5qv75lgDfUvgcTIxL18bzv82Rn9k7Z/evd4qhgEkTA3zXLJGjVtaUCHhXYqNaf5cuXS7du3XTZ0qVL5f7775fWrVuL3W7XC2qq8i5durhyhGJjayYwqte1atVKl7mTk5MjzzzzTBN/MgDNTVJE0lXHAgNI0Af8XbNsAUpNTZW8vDzdYjNx4kTJzs6WvXv36rLp06dLQUGBrFmzRucIPfHEEzoHSAVNjfHkk09KYWGh63H06FEPfRoAzVloUChdXoAFNcsWoODgYFeLTp8+fWTbtm3y8ssvy9SpU+XVV1+V3bt3S/fu3XV5enq6bNy4UWbPni1z5szRo8NOnz5d4/0uX76su8xUmTsOh0M/AFhPr5hecuLcCbOrAcDqLUC1qVwflaNTWlqqn6t8nurUXB7qNYrqOlMtRM6kaGXt2rW6XCVFA0BtQ5OGml0FAFZvAVJdUcOHD5eEhAQpLi6WRYsWyfr162X16tWSlpamW4YeeeQRefHFF3Ue0IoVK1zD3ZWuXbvKHXfcIQ8//LBuESovL5fJkyfLL3/5S4mLizP74wFohoYlDpPzA87LvXKv2VUBYNUASHVfqbl+Tpw4IZGRkXpSRBX83H777bp81apVMm3aND1cXk1uqAKihQsX6qHzTv/4xz900DN48GDdWnTPPffIK6+8YuKnAtCcqRFhwzsNN7saAKwcAL311lvXLVfzA9We+bk2NeJLtRzBHKpL0hmQXmspDHdlgDe4uwe5NwFrsRmGYZhdieZIzQOkWqDUiDC1pAYAAPCf398+kQQNAADgSQRAAADAcgiA4HFqeYGwsDD9uNZSGO7KAG9wdw9ybwLW0uySoOEfnHM2NbQM8AZ39yD3JmAdtAABAADLIQACAACWQwAEAAAshwAIAABYDgEQAACwHEaBwePU+mtZWVmu/fqWAd7g7h7k3gSshaUw3GApDAAAfA9LYQAAALhBAAQAACyHAAgep5YRiImJ0Y9rLYXhrgzwBnf3IPcmYC0kQaNJ5Ofn31AZ4A3u7kHuTcA6aAECAACWQwuQG87BcSqbHA1TvftAXb+Kiop6lQHe4O4e5N4E/IPz93Zdg9wZBu/GN998IzfddJPZ1QAAADfg6NGjEh8f77acFiA3WrVqpbdHjhzR8wmg4RF4x44d9Q3IPEo3hmvYOFy/xuH6NR7X0Jzrp9p1iouLJS4u7rqvIwBywzkTrAp+uHFvnLp2XL/G4Ro2Dtevcbh+jcc19P71q0/DBUnQAADAcgiAAACA5RAAueFwOGTGjBl6i4bj+jUe17BxuH6Nw/VrPK5h875+jAIDAACWQwsQAACwHAIgAABgOQRAAADAcgiAAACA5RAAXcPs2bMlKSlJQkJCJDMzU7Zu3Wp2lXzGp59+KiNGjNAzcNpsNlmxYoXZVfIpOTk50q9fP2nZsqXExsbKqFGj5MCBA2ZXy6e8/vrr0qtXL9fkaf3795cPP/zQ7Gr5rOeee07/LP/+9783uyo+4+mnn9bXrPojLS3N7Gr5lGPHjskDDzwgrVu3lhYtWkjPnj1l+/btHj0HAVAtS5YskSeeeEIPvduxY4ekp6fLsGHD5PTp02ZXzSeoBSXVNVNBJBpuw4YNMmnSJNm8ebPk5uZKeXm5DB06tMZCnbg+tfaP+qX95Zdf6i/M2267TUaOHCl79uwxu2o+Z9u2bfLGG2/ogBIN0717dzlx4oTr8dlnn5ldJZ9x7tw5GThwoAQFBek/Xvbu3SsvvfSSREdHe/ZEahg8rsjIyDAmTZrkel5RUWHExcUZOTk5ptbLF6nba/ny5WZXw6edPn1aX8cNGzaYXRWfFh0dbcybN8/saviU4uJiIzk52cjNzTWysrKMxx9/3Owq+YwZM2YY6enpZlfDZ/3xj380Bg0a1OTnoQWomrKyMv1X45AhQ2qsCaaeb9q0ydS6wZoKCwtrLM6LhqmoqJDFixfrFjTVFYb6Uy2Rd911V43vQ9Tf119/rVMBOnfuLGPGjNELa6N+3nvvPenbt6/ce++9OhXg5ptvljfffFM8jQComvz8fP2F2bZt2xrH1fOTJ0+aVi9YU2Vlpc67UE3BPXr0MLs6PmXXrl0SHh6uZ5D97W9/K8uXL5du3bqZXS2foYJGlQKgctLQcCp3dMGCBfLRRx/pnLTDhw/LLbfcolcoR92++eYbfd2Sk5Nl9erVMnHiRHnsscdk4cKF4kmsBg8047/Ad+/eTe7ADUhNTZW8vDzdgrZs2TLJzs7W+VUEQXU7evSoPP744zoHTQ0EQcMNHz7cta/yp1RAlJiYKEuXLpXx48ebWjdf+eOvb9++8uc//1k/Vy1A6rtwzpw5+mfZU2gBqqZNmzYSGBgop06dqnFcPW/Xrp1p9YL1TJ48WVauXCnr1q3TSb1omODgYOnSpYv06dNHt2KoxPyXX37Z7Gr5BJUGoAZ99O7dW+x2u36o4PGVV17R+6qVHA0TFRUlKSkpcvDgQbOr4hPat29/1R8rXbt29Xg3IgFQrS9N9YX5ySef1IhE1XPyB+ANKndcBT+qy2bt2rXSqVMns6vkF9TP8aVLl8yuhk8YPHiw7kJULWjOh/prXOWxqH31RyIa5vz583Lo0CH9ix11U93+taf/+O9//6tb0TyJLrBa1BB41cSmfuAzMjLkb3/7m06gHDdunNlV85kf9Op/5ai+b/WlqZJ4ExISTK2br3R7LVq0SP7973/ruYCcuWeRkZF6LgzU7cknn9RdEOp+UzkX6nquX79e5xKgbuq+q51zFhYWpudjIRetfv7whz/o+dDUL+zjx4/raVVU4Dh69Gizq+YTpkyZIgMGDNBdYPfdd5+ei2/u3Ln64VFNPs7MB82aNctISEgwgoOD9bD4zZs3m10ln7Fu3To9bLv2Izs72+yq+YRrXTv1mD9/vtlV8xkPPfSQkZiYqH9+Y2JijMGDBxsff/yx2dXyaQyDb5j777/faN++vb4HO3TooJ8fPHjQ7Gr5lPfff9/o0aOH4XA4jLS0NGPu3LkeP4dN/cezIRUAAEDzRg4QAACwHAIgAABgOQRAAADAcgiAAACA5RAAAQAAyyEAAgAAlkMABAAALIcACAAAWA4BEABT3HrrrWKz2cRXqDlj1VqBQ4cObdLPsWbNGv1+q1at8th7Argaa4EBaLSGBgC+OAH922+/LTt27JBNmzY16XmGDBkigwYNkqlTp8qwYcNYfBRoIgRAABpNLfZYm1pIuLCw8JplzoCitLRUfGU1+aefflpuueUW+fGPf9zk51PBz9133y2LFy/Wq7AD8DzWAgPQJJKSkuS7777zydae2j744AP56U9/Km+++ab85je/uaoLbMOGDR79nOXl5RIXFydpaWmyceNGj70vgCvIAQJgimvlzixYsEAfU9v3339fMjMzJTQ0VDp06CDTp0/XLTHKwoULJT09XVq0aCEJCQnywgsvXPMcKij5+9//LgMHDpSIiAj9Xn379tXHGmL+/Pm6Xvfcc891gxbVSqQCP4fDISkpKfLaa69d9Tr1GvVe69ev15+zd+/eul7qejgFBQXJqFGj5LPPPpODBw82qK4A6ocuMADNzvLly+Xjjz/WQYAKXlQLzLPPPqsDmsjISL0/cuRIHTS8++67usuobdu2MnbsWNd7qNeq7qN//vOfkpycLL/61a8kODhYcnNzZfz48bJ371558cUX66yLep9169ZJamqqREdHu33d6NGjZevWrTJ8+HCdt7N06VKZNGmSDmYefvjhq16vgjb1vupzqMTq2rk+/fv3l3nz5snatWulS5cuDb6GAOqgusAAwNMSExNVn5Db8qysrKvK58+fr48FBQUZW7dudR0vKioyYmNjjdDQUKNdu3bGoUOHXGVHjhwxgoODjZ49e9Z4r7lz5+r3GjdunFFWVuY6funSJWPEiBG6bPv27XV+jj179ujXjhkz5rqfIzMz0ygsLHQd379/v2G3243U1NQar58xY4Z+fVhYmLFz50635/3qq6/068aOHVtnHQE0HF1gAJqdBx54QPr16+d63rJlS52Do5KmJ06cKJ07d3aVdezYUY+aUi06ly9fdh1/9dVXJSwsTGbPnq1bYZxUK9DMmTP1vmodqsv333+vt6qF6XpycnJ0N5uTajFSrVcHDhyQ4uLiq14/YcIE6dmzp9v3c57PeX4AnkUXGIBm50c/+tFVx9q3b3/dsoqKCjl16pTOF1KB0q5du3Qi8fPPP3/NfB1l//79ddblf//7n95GRUVd93VqjqDa4uPj9bagoEAHcdVlZGRc9/1atWqlt/n5+XXWEUDDEQABaHaqt6Q42e32Osucgc25c+d07s6xY8fkmWeecXuekpKSOuuiEq2Vixcv3nCdVXBWW10tShcuXNBblSANwPMIgAD4HWcwolpltm/f3qj3iomJ0duzZ8+KNyePdJ7PeX4AnkUOEAC/o7qbunbtKvv27dPdT43RvXt3CQgI0Lk83uQ83/XyhADcOAIgAH7pscce07lAagj6tbq6Dh8+LN9++22d76Nyf3r16qVbkpzzEHnDli1b9DYrK8tr5wSshAAIgF965JFHJDs7W5YtW6bnAVJzBE2bNk3GjRun59i56aabZPPmzfV6r5/97Gd6JFd9X+8Jar4iNe/QT37yE6+dE7ASAiAAfsk5o/SSJUt0N9bKlSvlr3/9qw4sQkJC9CSIauHR+lDLX6iE5nfeeUe8QbVMff755zqAU3UF4HmsBQYA9fDggw/qGanV+ma1h7R72lNPPSV/+ctfdA6TaqkC4Hm0AAFAPajlN9TQ9FmzZjXpedQQfnUONeEjwQ/QdBgGDwD1kJiYqBdhVZMtNiWVnD1lyhR59NFHm/Q8gNXRBQYAACyHLjAAAGA5BEAAAMByCIAAAIDlEAABAADLIQACAACWQwAEAAAshwAIAABYDgEQAACwHAIgAAAgVvP/7Y8wWs34bqAAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2158,7 +2096,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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F7Oi2Se0YBQZN0yTPGBr9X7oUY9wX3wmL7yPjcDjGoofxxStRyB06dEjmndroBA2LOzK2QycS9McpYChs9Y+PLwg9dgFLro3PPvsM6cW71j9fZ56sKcxZtC8+twvdfLRepieMv+Lj6uC8vv32W7Gk0sLBz6UOfmYomk+fPi0FCOOLa2FQ/6JFi5L9Q0j3Pi5ZskQ+u/rrl25DXib2ulPEJ4Ru3TA2UP/7gPP/6KOPEBQUhJSQ0u8tRTJIYraYQpEmhRBZQ4a1LipXrhxvIUQdrCXCdGNuLI7Gom6sFcIaLUmBaaS6FHzWnalWrZoUHWP6L69zH8d0ad6sB6KrnRLfc2AxMo6xPo4+rDOiKyrI+2TdHD4/FqRLrBBiQq9nQmm4uhog3FgckGm8rKHC15Tp3gml5qY0ZZcF6lioTVd8jfWO+NxZrI51SFhYLnZasw6mUOvmWrZsWY27u7vUUuJrkytXLtm/cOHCZKV9JxVdGn7sAoeEa0c3xucQH6ypo0vx53rgvPleMuWalywMyLHDhw+naRo8CxXq6upw3XLtc9MvdslCiNmyZZPjnJ2dpTAmCwEytZ+3uZ/p8vF9TmPPP6nrJb73SZcGz1IRXCN8rd5//3157XTFNFlvicU8Y8N1pivCyGP4+vL/uN64n98PHAsJCUnWa3rnzp3otcYUfNYw4pplzSsnJyfNJ598Eu9nnfWfdGuItb1YY4uvu34BVJbK0L1O+fLlk/XN7yjeN9dMQkVCk1LaI7nfW4rkoQSQIt0FkK7mB2tY8GTKmjX58+eXD/WpU6cSvE8WLONJnsXzdCelhO4/PlhHZPXq1fK4jo6O8sXMx2dtEQoq3r+uCB6/5Hj/PMnFV6CMFZ91VW1j1zrhlyZP6KxFwy9dfknxBMSTwC+//JIqAoiwqCJPEHwMFqqrWrWq1CliPaHUFkDk6dOnmi+++EKeC59ToUKF5DbrxfB14v/t3bs33vtlNWGejPn4LNjH95D1T3hyYAHM2AXqUksA6Wr/xC5wSFgwj2uP459//nmC98GaSDwJUXxQYHC9TJ48Wd7nhAREagsgnvC/+eYbKSipO+nF9z7y9tdffy1z5HNmTSq+5hSbP/74o+b27dvpJoD4v6znw9eK9aX4vlMwU3xcu3YtwefKOkGLFi2Sgoe67wcKCwogrrfYayyprynnxTVIYca5cH6sBeXr6yvfIwl9n7DmEMUSf8DwBxiP4+umD+t+URxxnnx/WBuJwv/Vq1fvrAP0ru/S5HxvKZKHGf8kx2KkUCgU+tDsz/ordCPQFG8sQbgKw0BXDdPcGW/zrr5tCoUhUTFACoUiSTA2IzaMc2AMBWMzWIhNiR+FQmEqqDR4hUKRJFhrhEGhDChlajuLVbKyMIM8WQJApeoqFApTQgkghUKRJMaMGSOZe0x5p8WHWUcsWEfLz9ChQ0UUKRQKhalgdC4wptiy8Bz9xyzuxUqrrOaqg+0XWJNEf9PVX9Gv+dCrV6/oOinsL5XSVESFQvFvSjN7DjHOh6nE/ExRDLG4nBI/Cv2yCQwtVfE/CmPH6CxALPHPuhGsb8JiZSzqxjoLrMOgKzhFwbNs2bIES7tT/LANAItbse8La0qwnsvq1avT/fkoFAqFQqEwPowqC4wF5Nhgb+vWrdJRWwc7SbMq5qRJk8QCxKyTLVu2xHsfrMZZpkwZsRqx8quuSzc7/LL4FkWVQqFQKBSKzI1RWYBY3ZOVYbNkyRJjP11h+lVkjxw5Io0LWQ2XTe0ojHQmeDYmpNtLJ34ILUis5ssmlqxIGx/sT6Xf1ZgVS+lK4/2+q5O1QqFQKBQK44B2HYbT0OCRWCNfoxJAtP6wuzVjDZhpwpL/7MVEUVO8ePFo9xfLgrPOhJeXl3TxpXWIx7AnDnuvUBzF7kFlb2+faINIdgJmV22FQqFQKBSmD9uI6DfcNWoBRBj788knn0i8DwUNey/16NFDGjGS7t27Rx9bvnx56dDMTBRahdjNOaWwfxIzWXSwqBtTe/kCMphakTxLnq7PF98TCtCkjCkU6QHX4Nade/DNxivIUvg9HBreGI45s8S7Nr38gjBphyfO3Hsp+13ss2JYMzc0LpVPWYYVCiOFvf/Ya45GlcQwurMPxQw7N7PJG5+Ek5MTunXrJpVm44P7WXzt9u3b8qXFhpXs7qsPv9jozuJYQjCQOnYwNaH4UQIoefC9Y6NQwkwhW1vbJI0pFOkB1+AnH/WS64W+3oALT0LRtVC+GGszIPAVVpx+jHmHbiE8UoNsdnYY3KQE+tUtCmtLo0ueVSgU8fCuHylG+0nmiZHih/VG9u7dK52C44OBzc+fP5djCV1oDJLWWYwIu00zpoeF3BQKhUKfv27E7Tred/kZzNp/U8RPI7e82P91AwxsWFyJH4UiA2F0FiCKHQYwubm5iVVnxIgRKFWqlKSy02LAOJ1OnTqJNYcxQN98843EBzVv3lz+n7FDjBP69NNPsWjRIkmD//LLL8V1pjLAFApFbPZff4LnQaHIovdj8dTdF7Czs8UP7uXQsXJB5e5SKDIgRvdzhrE3X3zxhYiejz76CHXr1hVRZGVlJTFBly9fRrt27VCyZEkpcMgU+aNHj8ZwX61atUr+ny4xpr/zPpYsWWLQ56VQKIyPsgVyICwiCguOeOHpqzfR+/PlsMbWL+qgUxVnJX4UigyKUdUBMiYYf5QzZ04RZCoGKHkwlsLOzi7BGKCExhSK9EB/De4454Uv1l+X65ZRYfCa0VGuX7v3BGUKx8wmVWQOWIqFngOF8aIziPzX87fRucAUCoUivWjo5oiBDcPEAkRLkI7CeZQwz2zQFsBSKYwhVRg/rPfHUJj/YqFVAkihUGRqvmlRSuJ8Hvn5o+EcQ89GYSh04od15LJly6Zcn0YsVIODg6OzvXUJUClBCSBFqsMu4fPnz4++ntQxhSI9iG8NFs+XHYVzZ1FrMxO7vXTiRzX2NX7YHYJQBPE9S8wdlhgqBigBVAyQQqFQZA7evHmDu3fvSid73clVYdywd+i9e/ekK0Ts9llJPX8bXRaYQqFQKBSGQLm9Mtd7pVxgijQxJ7M0AalXr14M82RiYwpFepDQGlRrU6HIXCgBpEgTc3KjRo3iTXVPbEyhSA8SWoNqbSoUcaFbcMiQIbJlNJQLTKFQKBQKE+Xjjz8Wd9CPP/4YY/+WLVuMxqU3efJk1K5dW7LrmL5uLCgBpFAoFAqFCcMg4GnTpknvTGMkLCwMXbp0weeffw5jQgkghUKhUChMmKZNm0pRwKlTpyZ63MaNG1G2bFlpHeXq6opZs2bFGGdaedu2bSUTjtlVbCsVG5YL6NevH/LmzSsZVo0bN8alS5cSfVz28Pz6669Rvnx5GBMqBkihUCgUiliwQkxIeKRBHjurlUWy3FcM2J8yZQp69uyJwYMHw9nZOc4x586dQ9euXTFhwgR069YNx48fx8CBA6XuEd1ohJc+Pj44fPiwtJvgfekKDuqgJYcCaffu3ZJqvnjxYum7efPmTdjb28OUUAJIoVAoFIpYUPyUGbfXII/tObE5slkn7/TcoUMHVKxYEePHj8fSpUvjjM+ePVuEytixY+V2yZIl4enpiRkzZojwoYChqDl9+jSqVasmx/B+SpcuHX0fx44dk3GKIl0D8pkzZ0q80YYNG9C/f3+YEsoFplAoFApFBoBxQCtWrMD169oGv/pwX506dWLsq1OnDm7duiUlIDhuaWmJKlWqRI+XKlUqRtAyXV3MkKTViA2FdRuLSHp5ecHUUBYgRapD0+n06dOjryd1TKFIDxJag2ptKmK7oWiJMdRjp4T69eujefPmGDlyZLRbKzUJCgqS3ltHjhyJM2ZM2V1JRQkgRarDPkojRoxI9phCkR4ktAbV2lTowxic5LqhjAGmw9MV5ubmFmM/XVkeHh4x9nl4eIgrjDFEtPZERERIrJDOBXbjxg0JetZRuXJlaRpLSxGDqE0d5QJTKBQKhSKDwEyrXr16Yd68eTH2Dxs2DAcPHsQPP/wg8T4rVqyQ5r/Dhw+XcQqmFi1aYMCAATh16pQIIWZ76fdGY7ZZrVq10L59e+zbt096cTGYevTo0Th79myCc/L29sbFixflku42XudGi5IhUQJIkepwgZ85c0Y2Xk/qmEKRHiS0BtXaVGQUJk6ciKioqBj7aL1Zv3491q5di3LlymHcuHFynL6rbNmyZShQoAAaNGiAjh07SlAzu63rW8V27dolrrY+ffqI9ah79+64f/8+HB0dE5wPH6tSpUoSoE3Rw+vcEhNN6YHqBp8Aqht8ynn9+rUExsXXUiCxMYUiPUhoDaq1mXnRdYOPr7O4wvTeM9UNXqFQKBQKhSIBlABSKBQKhUKR6VACSKFQKBQKRaZDCSCFQqFQKBSZDiWAFAqFQqFQZDqUAFIoFAqFQpHpML0ylwqjh20EWO9Bdz2pYwpFepDQGlRrU6HIXKg6QAmg6gApFApF5kDVATI9VB0ghUKhUCgUihSgBJAi1WEJ9mvXrskWuxx7YmMKRXqQ0BpUa1OhiAubns6dOxcZESWAFKlOSEiI9JrhxutJHVMo0oOE1qBamwpThL282KOLXeD12bJli+w3NPfu3UPfvn3FVcXGqsWKFZNYu7CwMENPTQkghUKhUChMGcbATJs2DS9fvoSx8c8//4hFdfHixWJdnTNnDhYtWoRRo0YZempKACkUCoVCYco0bdoU+fPnx9SpUxM9buPGjShbtixsbGzEtTVr1qwY40+fPkXbtm3FUkOLzapVq+Lch7+/P/r164e8efNKgHHjxo1x6dKlBB+zRYsW0mW+WbNmKFq0KNq1a4fhw4dj06ZNMDQqDV6hUCgUitgwQTo82DCPbZUNSIb7ysLCAlOmTEHPnj0xePBgODs7xznm3Llz6Nq1KyZMmIBu3brh+PHjGDhwIBwcHMSNRnjp4+ODw4cPSykI3hdFkT5dunQRgbR7927JtKJlp0mTJrh58ybs7e2TNF9mZyX12LRECSCFQqFQKGJD8TOlgGEee5QPYG2brH/p0KEDKlasKPE1S5cujTM+e/ZsESpjx46V2yVLloSnpydmzJghwocChqLm9OnTqFatmhzD+yldunT0fRw7dkzGKYpoRSIzZ86UeKMNGzagf//+75zn7du38fPPP8v/GRrlAlMoFAqFIgPAOKAVK1bg+vXrcca4r06dOjH21alTB7du3UJkZKSMW1paokqVKtHjpUqVQq5cuaJv09UVFBQkViM7O7vojfV4vLy83jm/R48eiUuMVqRPP/0UhkZZgBQKhUKhiM8NRUuMoR47BdSvXx/NmzfHyJEjo91aqUlQUBCcnJxw5MiROGP6Qik+6Fpr1KgRateujSVLlsAYUAJIkerQd8wgN931pI4pFKkew/EmAAh4qN0CtZdWz+5jeMvigFPFOK0w1NpURMMYnGS6oYwBpsPTFebm5hZjP11ZHh4eMfZ5eHiIK4wxRLT2RERESKyQzgV248YNCXrWUblyZfj6+oqliEHUSYWWH4ofWpcYEG1ubhzOJyWAFKmOtbW1+JWTO6ZQJIuIMCDwURyB8+/2CAh7FeffrAHMqA7A7jJg9m/BQ7U2FRmB8uXLo1evXpg3b16M/cOGDRNh88MPP0gQ9IkTJzB//nwsWLBAximY6J4aMGAAFi5cKCJnyJAhEvCsn21Wq1YttG/fHtOnTxfxRMvOzp07JQapatWq8Yqfhg0bonDhwhL34+fnFz3GzDVDogSQQqEwTuvN62dAwAM9gfMo5u0gZqckoZVhNgcgR0EgZyEgpzNglw849AMQ5At4bgXe65Yez0ihSDcmTpyIdevWxdhH68369esxbtw4EUFOTk5ynL6rjNYZprg3aNAAjo6OmDRpUnTQNGFhxV27dmH06NHo06ePiBmKGLreeHx87N+/XwKfucXOTjN0K1LVDDUBVDPUlMOiV97e3nLdxcUlhrkzsTFFJiM0CHh5D3h5V3v5gpfc7msFTmTou+/DMotW1OgLHNne3uZ+65jxFLIG148CTv4Cl/J1Yd5397/71drMlKhmqJmzGaqyAClSHbYR4KLUBc3Z2tomaUyRweBvq6Anb4XNW6Gjf/31v6bw+DEDsufXEzjOeiLnrcChdSeZ5f5lDfaYJteDRnrA9tltIE9xtTYVikyGEkAKheK/xeH4e8cVN7rrEe/oqZU1N5C7CGBfBMjtqr3Oy1yFgOwFAEtG7KQx55YBzSen/eMoFAqjQgkghULxbl4/B57fAp7dBJ7x8pb2NoWOJjLh/zMz11psdOImttDJmnjqbLpwYSXQaLShZ6FQKNIZJYAUCoWWyHBt/A1FTrTYua29DHmReM2SGOLG9e31Ilo3VXpYcVJKrsJAsDdwZT1QqouhZ6NQKNIRJYAUisxG+ButqHl6HXjqqWfNuQNERST8fxQzDsWBPCWBPCW0m0MJIEeBZMfhGA1VPgaOTgROLABKdDD0bBQKRTqiBJBCkVGJjNCKGoocndjh5QsvQPNv/Zs41hx9kaO77lDMJIvCvZOKPYCzPwPPbmitQAqFItOgBJBCkRGyrZg2/uSanti5rj2pR4YlHHycrwyQt5R201l0GHicmdK/s+QE6o8A9o4Cjkw19GwUCkU6ogSQItVhBdGBAwdGX0/qmCKJcTp0Xz2+DPheAXzfXr75t1x9DKxsgXylgHyltYJHd2nnaLpuq/9InDVYrR9w4Q9Y+lzDwEaFgJIt1NpUKDIBqhBiAqhCiAqDE/oK8L36VuS8FTq07MRn1TG3BPK4AY56IoeXOV0yl0UnpfB1XdoMCA0EXOsB3f4wjgw1RbqgCiGaHqoQokKRUQgL1oocnwv/bgxOjq/Vg3V2IH95wKmC9pIb3ViWNoaYecaAYvGDjcDKjsC9o8BvLYBe64FcLoaemUJhUFxdXaUnGLeMhhJAilSHRsVnz57J9Tx58kj/mKSMZargZMbqPDwDPDqvFTt+1+MPTGZMTrTQeXvJ1G1l1UkxCa1BjXM1PGv3B7CxH/I89YTZ/5oCnX8DXOsaeMYKRcKwl9eKFSswdepUfPfdd9H7t2zZIg1KjcHJ065dO1y8eBFPnz5F7ty5panqtGnTUKBAAYPOSwkgRaoTHByMfPnyxdtSILGxDAubelLsPDj9r+gJfx33OMblFKgMFKj0dquobdypSFUSWoOyv3wj7f45NWDrfx1Y3gaoMxhoOAqwUq4RhXFCFxAFBTu5U2AYG40aNcKoUaOkASu7ww8fPhydO3fG8ePHDTov9TNSoUhNoiKBx5eA078Cm/oDP1UEZhQD1nQHjs3WulcofujGKtoQqDcc6L4aGHodGHYD6LkWaPgtULKZEj+G5KOtQKUPtS5Ij5+ABTWAG7u1GXcKhZFBiwq7stMKlBgbN25E2bJlYWNjI66tWbNmxRinhaZt27bImjWrxNasWrUqzn34+/tLx/i8efNKfE3jxo1x6dKlRB/366+/Rs2aNVG4cGHUrl1bLFUnT55EeHg4DImyACkU/7UXFl1Y9z2A+8eBB6e0gbSxYYByoWqAc3XAuRqQ1w0wtzDEjBVJwcYOcJ8vGWHYNULb14wi1qW2VqAWaZBps+gyC3Qdhbyrl10akdUya7LCAywsLDBlyhT07NkTgwcPhrOzc5xjzp07h65du2LChAno1q2bWF+YDeng4CBuNMJLHx8fHD58GFZWVnJfFEX6dOnSRQTS7t27JdB48eLFaNKkCW7evAl7e/t3zvXFixcirCiE+BiGRAkghSI5hL3WurEodrjxesSbmMfY5NCKHG4UPQWrqowiU6V0G62l7uhM4MQvgPdx4Hd3oFANoMZnQKk2xt3qQ5FiKH5qrK5hkMc+1fMUsrEoaTJgvE/FihUxfvx4LF26NM747NmzRaiMHTtWbpcsWRKenp6YMWOGCB8KGIqa06dPo1q1anIM76d06dLR93Hs2DEZpyiiFYnMnDlT4o02bNiA/v37Jzi/b7/9FvPnzxdXM61BO3bsgKFRAkiheFd2Fk96d//WCh5ae2K3i8iWByhcGyhcByhcC3Asp6w7Gc0a1HQCUL0/cGwucG651tLHzTYfUPkj7Za7sKFnqsjkMA6ILinG2MTm+vXrcHd3j7GvTp06mDt3LiIjI2Wc9a+qVKkSPV6qVCnkyvXvjze6uhg3R6uRPiEhIfDy8kp0biNGjEDfvn1x//59fP/99/joo49EBBkyEUYJIIUidoYWRc6dI9rt4em4dXdyOL8VPG9FDysoK3dIxoc9z1pNB+oNBc7+BpxbAQT5aq1D3OgeK98ZKNMesI15glCYHnRD0RJjqMdOCfXr10fz5s0xcuTIaLdWahIUFCSBzEeOHIkzpi+U4oMZl9xoeaJVqVChQhIHVKtWLRgKJYAUmRsGtfrd0Iqdu38B947FjeGh4KEbpEg9rehRtWEyN9nzA41GaVto3NgFnFmqtRDSUsht9zdAsSZAuU6AWwttuw2FyUHLRHLdUMbAjz/+KK4wNze3GPspOjw8PGLs8/DwEEHCGCJaeyIiIiRWSOcCu3HjhgQ966hcuTJ8fX3FUsQg6pQSFaUt+REaGgpDogSQItXhh6N3797R15M6lq4Vlil4bu0Hbh8AAh/FHM+SCyhSXyt6uNkXVRaeDERCazDZa9PCCijjrt0CfYCrG4Erf2qzAG/t1W4W1loxVLY94NZSiSFFmlO+fHn06tUL8+bNi7F/2LBhImx++OEHCYI+ceKExOQsWLBAximYWrRoIan0CxculM8Aix8y4Fk/24wWm/bt22P69Okinhg0vXPnTolBqlq1apz5nDp1CmfOnEHdunUlRZ+uMsYhFStWzKDWH6JaYSSAaoWRAa08t/YBt/cD908AUXrpl5ZZAJdaQNEGWsHDgoMqhkeRUljB+8oG4NpmbUNaHUoMGS2m3AqDri5aaRiIrOPevXsiaMLCwmIUQmQa/Lhx43Dr1i1xZQ0aNChGvBCtO0xxP3DgABwdHTFp0iQRK/qVoF+9eoXRo0fLffn5+Un6PV1vTMGnWys2V65cwVdffSXxQ69fv5bHpdAaM2YMChYsaNBWGEoAJYASQCYOTayPzgH/bAeubwde3Ik5TqtOiWZA8fcB1zqAVcp87grFO3uMXduSgBhqDJTtoMSQEWDKAiiz8kb1AlMYI9TUTHUk2bJli9MKI6GxVHhgbbVluiEoehigqn/CYZNLip4S7wMOxVLvcRUmRUJrME3WpjSmLQ00GvmvGPLcAvj9A9zco910YojB0xRDqmSCQpEuKAGkSHV4ErGzs0uwFUZCY//J5XB5HXB5PeB//9/9rLbMisqs1ULRY5P9vz+WwuRJaA2mydpMrhgyt4ppGVJiSKFIM5QAUphuurpk4PyqzcDRYW0HlG6rzcBhILPqkK4wRmKIoX+0QohuMoohXQB1tBiiZaiVEkMKRUbvBcYAKwZbsWcIo89ZLpsR5DpopmYQFwOpOM6odAZ0xS61zSh4+v5Ym4DFl/iLTpFBChMenw/8VAFY/6FW/JiZa11bnZYCw28BHRZpLT5K/ChMgXylgIbfAV+cAgaeAhqOBPKW1gbqUwht+RyYURxY1RW4uBoI+TctWaFQZCALECPQr169ipUrV6JAgQL4448/ROSwZDcjxpl6x/S+FStWSPATI9RZ+InjukAoip/Hjx9j//790mytT58+UqJ79erVhn56iv8ifFh8zmMu8Nrv3wrMVXoDVT5WtXkUGUcM5ftOK4iiLUN0k12PZRlqBJTtCJRqpQKoFYoUYlRZYCynnT17dmzduhWtW7eO3s/S3C1btpT6BRRFrGegS91jlDfT9ZYvX47u3btLOe8yZcqI1UhXk2DPnj1o1aoVHj58KP+fFFQWWMphqmNCsRSJjcULl+e1TcDeMcArH+2+XIWB+sOBCt2UlUeRbBJag8lem+kJyzjosskohnRY2GitneU6ahu3WhvRnE0IlQVmemS4LDBWoWRPkthPhq4uNmHjk2WdAlqEdPBJ1qhRQ4o6UQDxkm4v/YJMPN7c3FwKMrFYU3ywIqV+VUq+gAoD4/8A2PqFtkIzoZWn/jfAe921RegUisxCXjdtF3puIoY2awsvPrsJ/LNDu7FqMUUQ49+KNwWs1IlcoUgMoxJAtP6wMiQtPSzbTcvOmjVrRNQUL15cxA/hfn14WzfGy3z58sUYZ0VLe3v76GPig0Wc2KBNYSQwo2vnMG1bChYqrDcMqD1YfakrFCKGvgMafAs8uaa1kFIMvbynvc7NJgdQqrVWDLG4p/rBoFAYtwAijP355JNPJN6H/UnYe6RHjx7SnyQtYfO4oUOHxrAAxVfVUvFu+L517tw5+npSx4TIcGDvaOD0Yu1t5+raoGZVt0eRSiS0Bt+5No0N1inKX067NR6rbeJLIUTrENu7XFqj3bLm1rbrYMyQa11V5VyhMFYBxP4gf/31l/jjKUKY7cW+JUWLFpWS2+TJkyeyXwdvs/kb4TFPnz6N41pjZpju/+PDxsZGNsV/hy7MP//8M9ljCA0C1vXS9uki/IVLl5eF0S1ThQmT0BpMdG2aghgqWFm7vf8D8ODUW2vQZm3SwLnl2s3OUVtwkTFD/HFhbnSJwAojw9XVNUYrjIyE0a5+BiBS5Lx8+RJ79+6Fu7u7BDtRxBw8eDD6OIokxvbomqrxkn1R9C1Ghw4dku6zjBVSGClM7V3ZXit+rGyBbqu0HbeV+FEokgdFTeFaQKsZwLAbwEfbgMq9tZagoCda6+pvzYG55YF9Y4BH57XJBgqThL3AWLWcXeD1YW+wVK20nwowzpbGCs7r4sWLMDRGJ4Aodpi1xYBnprE3atQIpUqVklR2vmhUoWzQtm3bNmmy9tFHH0lmF7vTEsYOsdHap59+itOnT8PDwwNffvmlBEgnNQNMkc6EhwBregAPz2g7sffeDpRuY+hZKRSmD91dbPLbbh4w7CbQ80/gvR7aKumBD4HjPwO/NgLmVQIO/gD4XlFiyASh9XLatGliMDBmvvnmG6M6DxudAGLa2hdffCGih+Kmbt26IoqsrKyiX0B2sGVdn2rVqkm6KgWTfubYqlWr5P+bNGki6e+8jyVLlhjwWWUu6L6kWOXG64mORUUCG/sB3se1gZsUP85VDDZ3ReZdn4mt2wyBpbW2NQxj6kbcBrr9oY0LsswKvLwLHJ0JLKoLzKuojcPzPqltKqwwepjpTO8Ik3kSgx3cy5YtK+Eerq6umDVrVoxxho+0bdtWMq/pceG5NDb0sLBeX968eSXFvHHjxtLp/V3s3r0b+/btw8yZM2EsGJ1/oWvXrrIlBL+cJk6cKFtCMONLFT00EQ5P0abwsp5JjzWAUwVDz0ihyPgwm5ItY7gx9o59yBgvdPuANpvsxHztZptPm01Gi6wrW8tYI7PAEnmakBCDPLZZ1qzJcl8xaH/KlCno2bMnBg8eDGdn5zjHMCyE59YJEyZIXO3x48cxcOBAODg4iBuN8NLHxweHDx8WowPvK3ZMbZcuXUQgUdCwDM3ixYvF2HDz5k0598YH43TplaFbjo2GjQWjE0CKTMTtg9pfncR9vjZDRaFQpC82dkD5ztot7LX2c3l9O3BzL/D6KXBumXazyfm2uXBrbY+yDF6BmuLnRmXDWKPdzp+DWTKFAmvcMb5m/PjxWLp0aZzx2bNni1Bh9wRSsmRJ6aAwY8YMET4UMBQ1DB2hd4XwfhhWooP1+DhOUaRLGqJFh8Jmw4YN4pmJT0jy/j/77DOpz3fv3j0YC0oAKQzHjq+1l9U+BSokbPVTKBTpBCtJl2mn3SLCgHtHtWKIjYcZQH3lT+1mbgkUqqmtQl2yOZC3lDYTTWFQGAdEl5SuU4I+7JLAZCJ96tSpg7lz50oBYo6zZh47L+hgKAkLC+ugq4thJ7Qaxe7i4OXlFe+cfv75Z+nxyVIzxoYSQArDwfTcAqWAZpMMPROFQhEburuKN9FurWdrkxT+eWsZYgXq+8e024HxQM5CWjFUojlQpF6GaMlBNxQtMYZ67JRQv3596Y1JsaFza6UmQUFBkp195MjbUiV66AslfZiFzWLGscvM0BrEvp3s62kolABSGBAzwP0XVd1ZoTCF1HqXGtqNP1he3AVu7Qdu7dNaiQIeaJsVc2M8H93ZJZppW3KwiKkJWockIN6I4lWSCtPh6Qpzc3OLsZ+uLGZF6+Ph4SGuMMYQ0drDmnmMFdK5wG7cuCFBzzpYmJgdFWgpYhB1UmDzcmZu62CMEUXaunXrDF6aRgkgRfqin1VSsSdQSPtBUygUJoR9EaBGf+0WFqwVQRRDN/cBAd6A10HtRmgdYip+0UZAkfqAXcxWRYrUpXz58mJZofDQh03EKWzYaopB0CdOnMD8+fOxYMECGadgYgmZAQMGYOHChSJyWHaGAc/62WastceyM9OnTxfxREGzc+dOiUHS78Gpw8XFJcZtXcNhFj2OL1g7PVECSJHq8NcEyw/orscYu3MArUpYAmYWsGhsfD5hReZdn4mtW0UiWLMJa3Pt1kqjdY/RTUZBxIrUtA5d+EO7EcdyQJEGgGsdwKUWkC3+zCFFymGWNC0s+tB6s379eowbN05EkJOTkxyn7ypbtmyZpLg3aNBAemzScqMLmtZZxXbt2oXRo0dLbT4/Pz9Jv6frLXaPTlPATMMQbUUcWGGaKX6sS8RaB4pUYmkz7Zdi3aFA0/GGno1CoUhLmFXmfUJb4Z0bCy3GwEwriCiGCr/dbGMG2KYHb968keK7rH2jX1NOYbwk9p4l9fytLECK9MP7lFb8WFgDNT4z9GwUCkVaw2BoxgFxI6+faYXQPQZQe2itRU+uaLdTi7THMKOsUHWgUA3t5lDcJGOIFMaPEkCK9OPCSu1l+a5AdtMzlypMExq5fV774MaLG9rt5Q14+XuhsUtjDKk8xOj6JWVobPP8W3OIvHqiFULc7nkAftcBv3+02/nftcdktX8riN6KIqeK2tpFCsV/RAkgRarDNgL58mkDHVkwi41tEf4G8NyG12Ea5Ov5G2C2/N8xhSIVxY7va19cenYJl/0uw/O5J26+uIlX4a+ij4kKjcL1QdexEzsRtC8IYxuMTXjdKtIW/hBiZ3puOgvRg9NaSzEvfc4DIS+0laq5ETNzII8bpPN9gUpAgcpA/nKAZcw0a4XiXSgBpEgTgoODY+64tRcIDQCyF0RwyD+GmpYig/Em4o2InEt+WsHDS78QvzjHWZpboljOYnCzd4OrjSv6h2kr1q69sRatS7VGZcfK8a9bRfpbiEq10m6ExRh9L78VRNzOAK983lqKrgMX3/aqMrcCHMtoxVCBioBjeSBfaW2AtkKRAEoAKdIHz63ay7KsRKoEkCJl1p2HQQ9jiB1adyI0ETGOszCzEKFTIU8FlMtTDqXsS6FozqKwsrCKtvT0x78l+5dcWYJFjm/jTxTGV4zRuap2q/WFdl/gY8DnwtvtvPYy+Dnw+JJ209UupKWI8UMMsqaFiKKIl9mdVEyRQlACSJH2REZomyySki1YsN3QM1KYAMHhwbj67CouP7uMS08vyeWLNy/iHJcnax68l/c92SrkrYAyDmWQlR3Ok4AZzODxyAN3Au7A0VLFpZkEOZy0m85KxERmpto/ohg6Dzy+DDy5qq00zyBrbtc2/fv/jClyLKvd8pQE8roB2Ysa7OkoDIcSQIq0hyX03wQAWXNr/fYKRTw8ef0EZ5+cxfkn58W6c8v/FqI0UXFcWWXsy4jQ0Yme/Lb5UxzIXLdgXXg888CW21swoNSAVHominSF730uF+1Wtv2/+xlgzewy36taQcRLiiHGFLFwIzcddoWAunMA6utstoBllrebjTZrVVmMMiRKACnSHsb/EKbCmqsCcwotDFY+43tGRM9Z37PwfuUd5xiKG7Hs5KmA9/K9J+4sG7ZaSCVaF20tAmjnnZ3oV7Jfqt2vwkgCrLnpUvAJkzGYYUZBJNlmtBDdAMKjAIrtiBAg+E3M+6ErjWuOYoguOd11CiMljkwaJYAUaQ/rfpDi7xt6JgoD8ijokQgdnejhbX3MzcxF4FR1rIpK+SqhfJ7ycLRNW7cULUDZrbPjafBTnHtqmMaXinSEfQcZJM1Nn1f+wP37WsFkoQEi3rzdQv8VRtziYKYVQZZ6okgu34oliieF0aIEkCLVMTc3l1Lqcj08WOuTJ651Yo6xwaIiw+L/xh8nfU/ipM9JnHx8Mo7gYbAy43UoeKrm14oeipG0Rn8NZrHKguauzbHh5gbsvrdbrc3MLIwoXrLmAvSrCjO+iCIoMlTvMuzt9TAeoN3HLTSe+2V2GoPvxVqku9S7bm5p9BYkV1dX6QnGLaOhBJAi1WHzvCNH3lp9vA4DmkggpwuQ0xkMTY0eU2QowiLDJHbnuM9xnPA5IenpGp4g3mJpZomyecrGEDy2VraGXZ8A2hZtKwLoL9+/cOTAkSQHUCsyARQnFEfcYkNxRBHETV8kUSBFvrUcRYVrN/4QjP8B4hFIepfmFEkWiYok9vJasWIFpk6diu+++y56/5YtW6RBqTF0u3J1dcV9Wtj0iD1fQ6AEkCJtYR8g4lLT0DNRpDL8Yr0beFeyqCh6zj05h5BYboLiuYqjVoFaqOVUC1UcqyCblfHVZamYryIK2hUUC9VfD/5CiyLMVFQo3gFFic71ZRPLcknRERXxViCFx39JYQQ9EZXwA2ktRRaWWouSXH97yS0yXHphTZs2DQP690due+NsLjtx4kR8+umn0bezZ097a++7UAJIkT4CqHAtQ89EkQqERoZKHM/fD/+WjXV59HHI4qAVPAVqoaZTTeTLpq2sbMww9qhVkVb49cqvEgytBJAiVcSRWHK0tafiRSxIOlH0VhDp3+Z1iiiKJJ0lCfHEIYW+QtO61XD73gNMHTMU08cN1z7uK1/teKBPtGjauHUnxk2cgtteXtINftCgQRg2bFj0XbECet++fXHgwAHp8s5u8LHx9/fH8OHDsXXrVoSGhqJq1aqYM2cO3nvvvURfEgoe3qcxoQSQItVhoTmaPMm9geawpfXWpXbcsXv3VLsBE4ABwjrBw1gefSuPlbmVuLTqFKwjgqdk7pJG31srvjXIbLDFZxdjYYeFWGOzBvfv3VdrM5NDC2dEWMwyDKkPs2KzAhbc+IHS7rW0Ntd+juhGYx01CiERSG8vxbr09tLcHBYWlpjy3Zfo+eVoDP6kO5wLOP7rdgt6IhfnLnuia6/emDB0ALq1m4LjZy9h4KgxcLAMwcc9OolI+rjXp/DxfYrD29fBytoGg78dK6JIAsLDgsUd16VzZ2TNlg27d++WjuuLFy9GkyZNcPPmTdgnYn368ccf8cMPP8DFxQU9e/bE119/DUtLw0oQJYAUacKzZ8+0V8KzAznttQXHYo8pjPaLnzV4DnofxGHvw7j+4nqM8XxZ86Gecz3Ud64voscY3VrvIvYaLJarGNxyu8HzlSeev3pusHkpjAeKnyVf/WWQx+7/UwNY2TD2x1ybTQZuCZCFgdtAhz5fo+Kvf2L8L2uwdOE8INuVf9uLREZg9v/Wokm9mhg77HMRTiWLFYbnrTuYsWAZPu7SGje97mP3gb9weudKVCtTSP516bTvULpBJ22Ptmc3cOz0BZw+fQpPLx2ETVYbwDwCM7/tjy2b/sSGFYvR/5MP38YsWcS4HDzwM1SuUhn29nlw/ORJjBw1Go8fP8bs2bNhSJQAUqQ9LrXkV4rCeGHBwSvPruDg/YMifPRr8rBaMlPSKXoaODeQVHVjt/KkhBauLbAZmw09DYUiZZibY9r06WjcuDGGf/MdkCWHdn9OrZi5fucR3N3dgfzlte43TRTqNG2Luf9bg8icrrj+2FMsMlXqNH7rdotAqbI5kStnjrexR1a45HkLQa+D4VCuYYyHDnkTCq/bN7TVt+Nh6AfNo69XcK8F65AhGPDtJEwd8hFssmaNRzSZay8pALnJfr19vB0VqX0e/wElgBRpjwqANkoioiKkHs+B+wfE0vM05Gn0mLW5NWoXqI3GLo3F0uOQ1QEZnfdd/61T9fDVQ7jZuhl0PgrDQjcULTGGeuyUUL9+fTRv3hwjR46U7LAE4Q8YM4t/Y5QolmzstNez54/5g5WCg/WR8pdDkHlOiR06cmCf1j3HPnxRzHaLQK4cdoBdTq0wEXGiu4z69/bbyu41KpVFREQE7t27C7fiWnd0solgCxQ/YPHHQLg/YG2nfQ68jEhasVQlgBRpz9v4H4VxWHrYamLPvT3Yf39/jN5aTEmn2Gni0gT1CtYzSdfWf0E/YHvvvb1wy68EUGaGVk5xQ5kYjLWpWLEi3Nxirt/SpUvDw8Mjxj4PDw+ULFkSFhYWKFWqlIiSc+fOoVq1ajJ+48YNCXrWUblKFfj6+sIyS7boOLpkIdlxkbh44JLU2spXsgpAC5OIJQoqPfEULZyi4l7nuA7GOkmckzbWSQhNmmVICSBF2sKaKk6JZwco0j6mh+6t3Xd3Y9/9fRLUrCO3TW6x8lD01HCqAWvWH1GIQBxUY1CGdPUpMjbly5dHr169MG/evBj7me1FYcNA5G7duuHEiROYP38+FixYIOMUTC1atMCAAQOwcOFCcYex+CHrZulo2rQpatWqhfbt22P69Okinnx8fLBz506pOcSMsNjwcU6dOoVGjRpJJhhvfz38G3zwwQfInd8lZU+SQiokGHhlDXywGdCEAGFBQNhryYrDCz/gx8/eeTdKACnSFufKb4P4FOnN3YC72O61Hbvu7opRhTm7VXY0KdwELV1borpTdWkwqojJ/cD78HzhibIOZQ09FYUiRTV31q1bF2Nf5cqVsX79eowbN05EkJOTkxyn7ypbtmwZ+vXrJxXRHR0dJQ1+7Nix0eP8QbBr1y6MHj0affr0gZ+fn6S20/XG4+PDxsYGa9euxYQJEyRtvkiRIpIBNnTo0JQ/Qf4wYRwQt1yFYlbvJoGBAN4tgMw0xlAm0ggJDAyUFL+Af/5Gjux28QRb6d2O8wrG2hHjf1M6FvsxUziWZvOJGRBX3/0DIDQQf//2PbI2H/PvWEiIfFjI33//HePXhSJ12k/QekHhc/nZ2xYkTLS1zIpGhRqhZZGWEtuTmS09Ca1B3f4Hrx7AYZgDelfsjW+qfWPg2SrSgzdv3uDu3btycmZRQYVpv2fR5++AAOTI8TYYPLUE0J07d3Do0CHxHz58+FBSSrNly4a8efOK+Y3qkV8k1tam+yUb/QJ+lx05bJQZPMV8vBNwrWvoWWT4YOajD49iq9dW/PXwL7mt67XF+jxs9dCgUAPV4iGJHHlwBIMODUKerHmwv/N+ZSHLBCgBlDkFUJI/2dRJNGMtWrQIx44di94Xm23btmHKlCnInTu3mNa++OILmaDJkr0AkOVtIFyceAC923E0UqwdMf43sbHY92uWSvebmo+ZxPnkLQ0UUhlgacWDwAfYdHsTtt7eCr+Qf9NPmaZO0dOqaCs5iSuSR50CdWCfxR7PQp5JhpyqDK1QZEySJID27NmDb775BlevXkWePHmkVDYDoRjwRL8fqz/SfPzixQuJGmfA0759+6Q8NoOsBg4cKH5EiiKT48vTQCIKUqFI74ajrNOz8eZGnPI9Fb2fJ2yKnrbF2sLNXmUv/ResLKzQ3a07FlxagGXXlkm3eBUMrVBkUgHUqlUr1K1bV6w7jBKPr3w1o7u5FS5cGM2aNRPBw+6vv/76q4igXLlySfCVIuMTHByMMmXKyHVPT09xjyZlTJEwPkE+WH9jPTbd2oSXoS+jCxQynqdjiY4S38MTt+LdJLQG9fd7nPfAb1d/k472Z3zPSLC4QqHIhAJo//790usjuVAMMYqcjdPoq1NkDugapfjVXU/qmCJuzZ6TPiex5sYa6cPF27p6NR2Kd0CHEh2ki7kieSS0BvX357LJBffi7lh3Yx2WXl2qBJBCkVkFUErEj67pIBsK0vpTqVKlFN2HQpHZCA4PliyuP67/gXuB96L3s05PD7ceEtCsAnPTnt5le4ur8bjPcZz1PYuq+ePWOFEoFKZLkuttb926Ndnip2XLlimZk0KRKXny+gl+Ov8T3t/wPiadmiTix87KDj1L9cTW9lvxv2b/k/o9SvykD4WyFxL3IuH7oiyWCkXGIsnfpD169MDu3bslxf1dMCCacUOxy24rFIq43Am4g6VXlmLXnV2IYG8d1o+0c8YHZT5A++LtpUWFwjAMeG8Atnltw0W/i1JioGGhmE0gFQpFJhBArOnD8tes/5OYO4vip3Xr1jh69Kgcr1Ao4ocBtv+78j9Jtda8rSRZxbEKPizzIRo6N4QFq5wqDArjrXqU7oFlV5dhzrk5kiKvgs0VikzmAtu+fTvCwsLErXXr1q0ECxO1a9cOR44cQdu2baXstkKhiMm5J+fw2YHP0G1HN2lISvHTuFBjrG61GstbLJe+XEr8GA99y/WVMgO01K26vsrQ01Eo0hVXV1fMnTsXmVoA1atXT3qLsNYP09zZAE0f9vigxefgwYPi/tqwYUO86fKKjA9rpjCdmFvs+imJjWV0mE7de3dvfLznY3g88pBKzW2KtsHmdpvxU+OfUD5veUNPMVOQ0BpMaH9Om5wYUnmIXGdtIN/XvgaZt0IRHyw4zPXKLvD6bNmyxai+Y3fu3IkaNWpI6xnWBDQGD1GyFEqbNm2kWdpHH32E999/X9xcLIJIyxA7wbL4IesEbd68GVZWykycWWFdlWvXriV7LKNyye8S5l+Yj5OPT8ptK3Mrie3pU66PBNoq0peE1mBia5Mp8RtvbZT3ctbZWZjRYEY6zFShSBpsBTFt2jTp5G6MBYc3btyITz/9VLpENG7cGBEREVJY2WQsQDp69eol5rDr16+LO4wWIYofVoumKKLqVOJHoQD+efEPvjz4JT7Y9YGIH2ZvdXPrht0dd2NcrXFK/JgQ5mbmGF1jtFyy2SwteIqMDbP+wt+8MciW3IzDpk2bSlf2qVOnvlOIlC1bVjq0u7q6YtasWTHGnz59KuErtNKwhdWqVXFdvv7+/tIxnr0/2WeLgubSpUsJPibFzldffYUZM2bgs88+Q8mSJcXK2rVrVxiaFPmoBg0aJMLn+++/R9GiRaXxGF8EpsqbcgNUhSI1oIvk5ws/S/YQoaurXbF2klGkCheaLqUdSktJAtZnGn98PDa7b0Z26+yGnpYijYgIDcW83p0N8tiDV2yAVTKaslpYWIh1pWfPnhg8eDCcnZ3jHHPu3DkRHRMmTEC3bt1w/PhxaVPl4OAgbjTCS4a3HD58WAwZvC+KIn26dOkiAolZ4Ww4unjxYqkVePPmTfEIxeb8+fN49OgRzM3NJYHK19cXFStWFEFUrlw5mJQFSMf48ePlxaH4adiwIXbs2KG66CqiWwrwVwY3Xk/qWEYoYPjLxV/QdnPbaPHTskhLbHHfgol1JirxYyQktAaTsjYHVRoEl+wueBL8BDPOKDeYwnigJ4bCgufm+Jg9e7YIFbapohXm448/xpdffilChFDAUNSwfVXNmjVRpUoVLF26VDK7dbAR+unTp/Hnn39KL9ASJUpg5syZUuyYcb/xcefOHbmk8BozZoxoBbrpqBtoSDEJC1BCPZsYZEUlGZ/y4xgLIioyFzTfsseS7npSx0wVtqhg5eZ55+fhaYj211LlfJXxTbVvUDZPWUNPTxGLhNZgUtZmNqts+KHODxLIvvn2ZjR2aaxqA2VQLG1sxBJjqMdOCYwDojeG7adiw7AVd3f3GPvq1KkjIS2RkZEyzsQlCh8dpUqVEnGjg66uoKAgsRrpQ5Hk5eUV75yiorQtfEaPHo1OnTrJdcYS00pFIcW4JaMXQPny5TOqiHKFwlgyu2gJuP7iutymlWdY1WFo6tJUfV4yKJUdK+OjMh9hhecKjPUYiz/b/on8tvkNPS1FKsPPb3LcUMZA/fr10bx5c4wcOTLarZWaBAUFwcnJSUrdxEZfKOnD44mu0TBhDBLDZ7y9vWFIkiyA7t37tyeRQpHZ8Q70xuxzs3HQ+6DcZsuK/hX6o1fpXrC2UHFwGZ3BlQfjtO9pEb7f/v0tljZfqlqUKIwCpsPTFebm5hZjf+nSpeN0Z/Dw8BB3GGOIaO1hwDJjhapVqybjN27ckKBnHZUrV5YYHlqKGESdFGhRouDhfdWtW1f2hYeHi6Zgw3STjAFSKDIjbyLeiKvLfau7iB9mBTGza2fHnZLWrsRP5oDv88wGM6VNyfmn57Hg4gJDT0mhEMqXLy/Z2vPmzYuxf9iwYVKn74cffpB4nxUrVmD+/PnR7jIKJpaxoUvq1KlTIoSY7cWAZ/1ss1q1akkNH5a9oYhhCAzdW2fPno13PswUY/YXY5P4PxRCn3/+eXRAtSFRAkihSCJ/P/wb7be2x69XfkVEVIS0RdjYdiPG1BwjlYIVmQuXHC4YX0sbcMo1cdj7sKGnpFAIEydOjI690bfesDvD2rVrJftq3Lhxcpy+q4yxOQUKFJCenx07dkT//v0l/EXfLbhr1y5xtfXp00esR927d8f9+/fh6OiY4HwYaM3jPvzwQ7Eu8Xi21TJ0zSIzTRIiUWlSY8ZXQoHQ7+LkyZN4/vy59AgzFZjdxhS/gIAAUbCKpMPAdzs7u2ifsa2tbZLGjJWnwU/x4+kfpW0FcczmiJHVR0oArIrzMT0SWoMpXZuTT07G2htrkc0yG1a1WoXiuYun4ewVaQHbON29e1dq36hsZtN/z5J6/k6SBWjSpEnyIKz7k1Ckd2xYHZppcQzIYqT5P//8k6T/U5g+FAX07XKLrxVGQmPGBn8bbL61Ge23tBfxw3o+vcv0xrb229CkcBOjn78ifhJagyldm99U/wbV8ldDcEQwBh0aBP83/8ZMKBQK4yVJFiAWRqKPb+XKlXJSYICVrk4AzV6M/qYaY04//Xv0H7JeAFUYA6VYndIYqj4mB2UBytw8CnqE749/jxOPT8jtsg5l8X3t7+FmHzOwUKEgL9+8RI+dPWTd1MhfAwubLlRd400IZQHKnBagJAkgHbdv35aqj7///jv8/Pzi/ZXEu2PFR/oQGfjE4kym2BRVCaDMCdfvjjs7MPnUZLwOfw0bCxt8UfELfFjmQ5Xlo0iUmy9vStuTkIgQaXI7ue5kCZJXGD9KAJke6S6AdPBfrly5Iil0Dx8+lPgeRoqzNwgj0Nk5PqGaAKaCEkCZj8CwQEw6MQm77+2W2xXzVpSid645k5buqVAcfXhU3GCRmkj0KdsHQ6sONfSUFElACaDMKYBS9JOWlp8KFSrIplDEhlVBmSVA/v777xhplImNGZKzvmcx6tgoPH79WGJ9Pn/vc/Qt31dZfTIgCa3B1Fib9Zzriat0jMcYLLu2DHmy5sFHZT9K5WegUChSA/Xtrkh1mH6pqwkROxUzsTFDEB4VjoUXF+J/V/4HDTTSof3Hej+iQl4l7jMqCa3B1Fqb7sXd8SzkGeaen4sZZ2cgd5bcaFusbSrMXKFQpCZKACkyLUxvH3ZkGC76XZTbHYp3wLfVv5XidgrFf+GTcp+ICGLneFqDrMyt0KJIC0NPS6FQ6KEEkCJTcv7JeQz7a5icpLJbZceE2hPQzLWZoaelyCAwTGBEtRESSM+mqd8d/U72NXdtbuipKRSKtygBpMhUMICfReumn56OCE0ESuQugbkN50pVX4UiNWEGGIV1lCYKW722Ss8wxpc1LdzU0FNTKBSqFYYiMxEaGSruiCmnpoj4aeHaAn+0/EOJH0WaiiAGRbct2lYyw0b8NSK6ga5CYQq4urpi7ty5yIgoAaTIFASEBqD/vv7Y5rVNTkrDqw7H9PrTkc0qZe1dFIqkYmFuIeUUWhdtLcKbcWesNaVQpAbs5UX3KltW6bNlyxajqFZ/5MgRmUd825kzZww6N+UCU6QJefLkSdFYWvDw1UN8fuBz3Au8J/E+sxrOQq0CtdJ1DgrjIqE1mFZrkyJoUp1JMIc5tt/ZjpFHR4oo71W6V5o8niJzwTo406ZNk07uhm4wGpvatWvj8ePHMfaNHTtWOtNXrVoVJmsBYr8vdoadPXs2fvjhhxgFip4+fWoUac6K9IdNJFkpnFvshpKJjaUF155fk+q8FD/5bfNjRcsVSvxkctjU2efqVTx98iTGGkzrtcmaUpPqTooWPWywu+DiAolLUxgffF+iwiINsiV3TTRt2hT58+eXtlOJsXHjRpQtWxY2Njbi2po1a1aMcZ6327ZtKzWwWGBw1apVce7D398f/fr1k8LHLDLYuHFjXLp0KcHHtLa2lrnpNgcHB2zdulW6yRvaQpViC9C2bdvQv39/+bLgm8UnQlVHLl++jFq1aknvsJ49e6bmfBWKJHPG9wy+OPiFtCYombskFjRZAEdbR0NPS2EAokJDEXzqFIKO/IWgv/5C+KNHsGvcGM7zfoJZOrbqofv122rfIpdNLvxy8RcsvLQQ/qH++K76d6pthpGhCY+Cz7jjBnnsAhNrw8zaIsnHW1hYYMqUKXK+HTx4MJydneMcc+7cOenJOWHCBHTr1g3Hjx/HwIEDRZDQjUZ4yd6fhw8fhpWVldwXRZE+Xbp0EYG0e/duqbbM9lhNmjTBzZs3YW9vnyTtwO4RFECGJkWfOLbA6Ny5s6jIn376KY7IqV69OooXLy5qM7lERkaKkKL65ItcrFgxsS7pK2Kdz1N/a9EiZo0NNmbt1auXKFS25ejbty+CgoJS8nQVJsgJnxMYeGCgiJ8aTjWwosUKJX4yGeGPH+Pl2rV48NnnuFmjJh70H4CXq1eL+CFBhw7Bd9KkdJ8Xv68+e+8zjKoxSm6v+WeNuMTCI8PTfS6KjAP7brJR+fjx4+Mdp6eGQoXn15IlS8p59Msvv8SMGTNknAKGoubXX3+Nbna+dOlSqZCug03OT58+jT///FPcVyVKlMDMmTPlHLthw4YkzZP32bx583hFWnqTop8+FCR8wlSU9JlTzcWGLw67wicX+jEXLlyIFStWiKmOlVmpFKk0qUZ1UPAsW7Ys+jbFmD4UP/Q77t+/H+Hh4XIftFitXr062XNSJA9+YFq2bCnX+YGK3QojobHU7Mc05PAQhEWFoV7BepjTaI40NVVkbDSRkQi5dCnayhN640aMccv8+WHXoAEsatZEx29GIMzrDhavXoPsjRrJ/vRYm/r0KNUDOaxzYMyxMdh1d5cU5pzbaC5y2uRM08dVJA0zK3OxxBjqsVMCz590SQ0fPjzO2PXr1+Hu7h5jX506dSTDi4YHjrNxOYWPjlKlSsXo60lXFw0JtBrpw8+Ol5fXO+fH3qF79+7F+vXrYQykSABR2NAClFjAYKFChcTPl1xoluOb1Lp1a7lNP+WaNWtEdepDwUN/YnzwjdyzZ49EmOuCrH7++We0atVK1GqBAgWSPS9F0mHs119//RV9PaljqWX5+erwV9LiolGhRpjZYCasLaxT/XEUxkFkYCCC/j6KoCNH8ProUUQGBPw7aG6OrO+9J+LGrmED2Li5ifXl9evX8Lh6VQ7hCvSdMgXF6tRJ87UZH8wMozuMRTnPPjkr8Wq/NPlFlWYwAsS7kAw3lDHAXna0rowcOTLarZWaBAUFwcnJSTK7YpOUBug0WlA8tWvXDiYrgEJDQ9/ZIZ2BUubm5imKGF+yZImY42imo+Kk2Y3mO334BuTLl08i3ql4J02aFK1KT5w4IW+GfoQ5g8Q4H4o3mgrje07c9LvJKkyLy36Xo8VPE5cmmNFghrQgUGQsIp49w6uDh/Bq/368PnkSiIiIHjPPkQN2devCrlFD2NatC8t3ZMRY5MqF8PveCNy5E5ZNDVOgsE7BOvi95e8Sr8Zg/V67euGnRj+hsmNlg8xHYdowHZ6uMDc3txj7S5cuLeEr+nh4eMh5ljFEtPZERESIZ6datWoyfuPGDTmX66hcuTJ8fX3FUkTjRHJgGAsF0EcffSTxRSYrgIoWLfrO/H2KEL6gyeW7774T8cH/5ZtC09zkyZPFpaXv/urYsaPECdHsNmrUKDFd8zH5P3yDKI704RvGAC2OxQej57///vtkz1dhHNx6eUtS3RnzU8upltT4UeIn48C4nVcHDiBw/36EnDvPb9PoMevixaLdWFkrVkxWUHPuDz5A8IIFeLZ4CRwbN4ahYJD+6larMejQIMlc7LevHybWmYg2RdsYbE4K06R8+fJyvpw3b16M/cOGDRNhwxAWBkGfOHEC8+fPx4IFC2ScgonnVqbSMwyF58whQ4bEcAXTkMAEp/bt22P69Okinhg0vXPnTjEsJJbWfujQIdy9e1cyyIwGTQoYN26cxtzcXPPbb7/J7QkTJshtHTNmzJDbM2fOTPZ9r1mzRuPs7CyXly9f1vz+++8ae3t7zfLlyxP8Hy8vL34bag4cOCC3J0+erClZsmSc4/LmzatZsGBBvPfx5s0bTUBAQPT24MEDuU9eVySPoKAgee248XpSx1LKk9dPNE3WN9GUW15O03NnT83rsNepcr8Kw/LGy0vjt3CR5k7HThpPt1Ixtjudu2j8Fi/RvPG6k+z71V+DAb6+mn+qVJX79N27L9XXZnIJDg/WfHXoK1nL3BZcWKCJiooyyFwyEyEhIRpPT0+5NDV69+6tcXd3j7Hv7t27Gmtra1nL+mzYsEFTpkwZjZWVlcbFxUXO1fo8fvxY07p1a42NjY2M8/xbuHBhzZw5c6KPCQwM1AwaNEhToEABuZ9ChQppevXqpfH29k50nj169NDUrl1bkx7vGc/bSTl/p0gAvXr1SlO2bFkROU2bNtXUq1dPro8YMUJTt25duV65cmURFcmF4mf+/Pkx9v3www8aNze3RP8vT548mkWLFsn1pUuXanLlyhVjPDw8XGNhYaHZtGlTkuaR1BdQYVgBxBNGt+3d5GTRbnM7jf8b//98nwrDEXLjhubJnDma261axxQ9pcto7n3woeb5it81YY8e/afHiL0GH0+aLI/xzyd9DS6ASGRUpGbmmZnRIujrw19rgsIMN5/MgCkLoMxKSCoIoBS5wOzs7HD06FFJoWM0N91UhAHGDBxjrQGa1WJnZiWF4ODgOLFDdGslFpTIyHJmojE4i9BER78lfZm6iHaa33gfNWrUSPacFMYJm0yOPjZaXAYMJJ3feL7KoDHRdHXG4ARs3xEzc8vKCra1aiL7++8je+PGsIyVeZJa5O7ZAy9XrkTQsWMwBlgPaFjVYSicozAmn5qM/ff3447/HfzU+CfZp1AoUocUVwBj8DGrRNLPyHgg1t1hYDR9jI6OKa+3wiqUjPlxcXGRNPgLFy5IAPQnn3wSHYXOWJ1OnTpJFhhjgL755hupO8Tod12wF32Zn376KRYtWiRp8BRr3bt3Vxlg6VhtNyVjyeG3q7/JyYEVdpk+XChHoVS5X0XaE+nvj8C9+xC4fTuCz579d8DKCnb16yNHixaSuWWRPXuaPL7+GrQpUkQCpoP//htZraxgZiQBmp1LdkbxXMUx9MhQeAV4oceOHvix/o+o71zf0FNTKDIEZjQDJfefmHXF+gH67S9Si1evXkmhps2bN0sFSgqWHj16YNy4cVJSm/UGGIBFYUQrD8ebNWsmc9EXXhRkFD3bt28XixIFE8UarVdJgYHYrD0UEBDwzow3hWGqPDNQlFag8bXGy8lCYdxEvXmDoMOHEbBjJ4L+/hsI/7fwX7Zq1ZCjbRvkaNZMMrPSm1eHD+Ph5wNhnjMnShw5DPM0rgGUHPyC/UQEXfS7CDOY4YuKX+DTCp+qytGpCNs3MUCXiTXsq6Uw7fcsqefvFAkg9sn56quvpPR2RkUJIOPlWcgzdN7WGc/fPEe7Yu2kyaShe8oo4odfLyH8sbJhI17t3Yuo16+jx1iXJydFT+vWsHrrvjbYPCMj4dW8BcIfPkT+id8jd9euMCZYJXramWlYd2Od3GaZB657O+uk/aBTJI4SQJlTAKXIBcYU9fv376fkXxWK/3xCZdwPxQ/dA2NqjlHixwiJeP4cAVu2wn/DBoTdvRu936pAAeRo0wY52rRGlpIlYSyYWVggd69eeDptGl7+sQq5unQxqnVlZWEla72MQxlMOjkJB70PwsvfSwp9utnHrPeiUCiSRopsqIMGDZIqz56enin5d0UmUOas5M2N15M6lhTW31iP4z7HpbXFrAazkNXSeFwVmR1aUYKOHsXDwV/hVoOGeDpjhogfs6xZkbNTRxT+YyWKHdiPfEO/Nqj4SWgNZmndCp899kGfQwfxwkgComPTsURHLG+xHI7ZHKVoYs+dPfHnzT9VR3mFIj0LITZs2FAaprFoki7wOb5fTCzNrchcMCtw165d0deTOvYu7gfex6xzs+T611W+RtFcRVNtzor/VqTQf9Nm+G/ahIjHj6P3Z6lQAbk6d0KOVq1gkcTYu/QgwTVoa4u/31aAf75qNRzq1YMxUiFvBWxouwGjPUbj74d/Y+KJiRITx1g4WytbQ09PocjYAojih2KHvzpmzZqVqKk4uSc5hSI+GOw81mOstrt7/hrSSFJhODRRUXjt4YEXf/yB138fja7MzCDinO3aifDJEqsUvynx6sgRhPv4iMvOGMmVJRd+bvwzVlxbgZ/O/4Tdd3fD87mnWEWVS0yhSEMBxIwsY/KPKzI+m29txoWnF5DNMht+qPODyoAxEJFBQQjYtBkvV61CmF4cYLZaNZGrU2dkf78pzFNQ/8voiIrCyzVrkW/YUBgr/Az0KdcHlfJVwoi/R4iFlC6xb6t/iy4ljSuGSWG6uLq6SksMbhmNFAmgCRMmpP5MFIoEePHmBWaf0zbD/bLSl3CyM2zGUGYk9M4dCQ4O2LIFUcHBss/czg65OnVE7p49YV044xXo8//zT+T5YiDMjTwrqGK+ivizzZ/RLrEfTv4Aj0ceGF97POyz2Bt6eoo0hl3fV6xYIf0s2UtTx5YtW6Q/lzHEh928eRMjRoyQ5qthYWGoUKGClK5p1KiRQeelfkYrjJ5ZZ2chMCwQpexLKddXOru5WB/Hu28/3GnVGi9XrxbxY12sGPKPH4cSfx2B48iRGVL8MC1fijXu3AlTQOcSG151uBQGPfTgEDpu7YijD48aemqKdIBp4NOYwfjyJYyRNm3aSKd5dmRgh4b33ntP9iXUnDy9UAJIYdRc9ruMbV7bpADc2Jpj5ctdkbZEhYXBf+NG3GnTVooDMtYHZmawa9wYLr8tRdEd25G7Rw+Y22bcgNtcXbvI5YsVvxvFL+ikusR6l+2NNa3XoFjOYlIqYuDBgZh8crLEzikyLuzSzs4ItAIlxsaNG6XDAttUubq6SgyvPiw+zG4M7ADP+jrs9hAbFiBmR/e8efNKjR0WRr506VKCj/ns2TPcunVLrFO0/JQoUQI//vijtL26evUqDEmKziasrJwU/zKPoepTKFICTzwzz86U6+7F3SX7RZG28T3+69bJST/i6VPZZ549u9TEYb8sa2dnZBZydeiAkKW/IfTmTQT99ReyN2wIU4GW0rVt1kpw9B/X/8DaG2txyvcUfqz3o9QRUiT9+4dtlAyBFVuyJCOGi/0yWZi4Z8+eGDx4MJzj+azS8sI+nQxh6datG44fP46BAwfCwcFB3GiElz4+Pjh8+LDMgfdFUaRPly5dRCDt3r1big0uXrwYTZo0ETeXvX1clyvv383NDb///jsqV64s4ov/ky9fvuhenSYlgJjaHt+bw6qLVHqvX78WE1cuA5S0VxgeVgpP6FdzYmOxYbE3Bj5nsciCLyt+mcqzVOgIf/pUmoEy6DcqKEj2WTo6wr53b7GEGFMKe2qQ0BqMvT+kR3e8WPobni/51aQEEMlimUWCoesVrIcxHmNwN+Aueu3shYEVB0rgtLKkvhuKH0N1Oxg1apS0fkoOjPepWLEixo8fj6VLl8YZZ09NChW2miIlS5aUWn4zZswQ4UMBQ1Fz+vRpKW1DeD/sranj2LFjMk5RpGt2zibojDfasGED+vfvH+dxqRUOHDggLayyZ88uBhSKnz179khPUUOSok/BkSNHEhyjWYumLj65/fv3/5e5KTIxEVERmHt+rlynWd/RNuUNdhXxE/bgAZ4vWSIVmzVvf+kyvsfhk0+kRYVZMr+AMxoUgC9X/oGQ8+elYWu2qlVhatQuWBub2m3CxJMTpXHwvAvz5IfFxDoTUTK38VTiVqQOjAOiS2r48OFxxq5fvw53d/cY++rUqYO5c+dKuRqOW1paxrDKsOuDviGDri42JKdVRx/26GRj8vjgj4ovvvhCRM/Ro0fFevS///1PXG1spO5kwDY4lmnRZZlNR6kgGfW9bNmy1H4IRSZgx50dktab2ya3/GJVpK7webZokQgfvK3TlbVSJTh82g92rPFlrkIDiVW+fMjZoYO4BZ8tWQIXExRAugBp1gdiLB37iV17fg3dtndDvwr90L98f2mzoYgLXUC0xBjqsVPqnWnevDlGjhwZ7dZKTYKCgkSwxGcEScjjw8DnHTt2SIC2ri/XggULxEDC7DX9zLX0Js3soPXq1cMff/yRVnevMGLYXuDDDz+U6ytXrozRqC6xMX3rz5LLS+Q6xY+qbps6hD18iGcLF8YQPrb16iHPZwOQzcC++PQkoTUY336Hvp9IOjyLPYZcuYKs5cvDFKEbgnF0tQrUkqBoZokturQIB+4fwMTaE1E+r2k+r7R+zZLrhjIGGGBMVxjjbvShK4tp6Pp4eHiIK4wxRLT2MGaXsUI6F9iNGzck6FkHY3iYuUVLEYOokwK9QoSuL314OyoqCgZFk0Z88MEHmqxZs2pMlYCAAAYDyKUieQQFBclrx43XkzqmY8utLZpyy8tp6q2pp3kd9jqdZp1xCX3wQPNo9GiNZ9lyGk+3UrLd7/epJvjCBU1mJKE1mND+R99+p33N+vbTZASioqI0u+/u1tRfW18+ZxVWVNDMPDNTExwerMmshISEaDw9PeXS1Ojdu7fG3d09xr4PP/xQkyVLFlnLOs6dO6cxNzfXTJw4UXPjxg3N8uXL5Ry9bNmy6GNatGihqVSpkubkyZOas2fPaurWrSvHzJkzJ3rtcN97772n2bt3r+bu3bsaDw8PzahRozRnzpyJd35+fn4aBwcHTceOHTUXL16Uxx4+fLjGyspKbqfFe5bU83eq27qp6Pjrad26daJCFYrkEBkVGcP6k80qm6GnZNLBzY8nTIBXi5YI2LARiIiAbd26KLxmNVx+XYKs6vOZJFgMEZaWeH3sGILPnUNGsGy0cG2BLe5b0Lpoa2kzs/zacnTe1ll6iilMn4kTJ8axrtB6s379eqxduxblypWTjg48Tt9VxpCVAgUKoEGDBujYsaMENTN2R3/tsI8eXW19+vQR61H37t1x//596QcaH3ny5JGYYLrPGJ9UtWpVCaZmQ3UmSxkSM6qglDRDjQ+azxgdzuh5+jD37t0rL6QpEhgYKCl+zGzT+S0VSYNZgHZvM4e46Jldk5QxwkDNoUeGIqdNTuzrtE8JoBSmsz9fuhQvlq+AJkRb/4XChyfybJUqIbOT0BpMbG0+Hjce/uvXI1u1anD5fUWGajPx14O/JEj6abA23bldsXYYWmUoHLLGDHTNyND9effuXal9E59bXmFa71lSz98psgBRWVI3xd4oeqgsqRrpRzRV8aMwHGzuSLq5dVPiJ5lowsLw4veV8Hq/GZ4vXCTiJ+t776Hwyt/h8r9flfj5D+T5/DOYWVkh+MwZBJ88iYxEg0INxBrUtWRXKTjKYOm2W9pi/Y31YpFVKDIqKQqCvnfvXurPRJHpufj0Ii75XYKVuZVqeZEM+OMjcNcu+M2Zi/CHD2Wftasr8g79Gtnffz9DWSsM2RojV/fuUi/Jb+5PyFazZoZ6XbNbZ8fYWmMlUHrSyUm4/uK69BRjE+KRNUaqIqSKDInKd1UYDaxaSxiXkCdrHkNPxyQIuXoN93t9AJ9hw0X8WOTNg/zffy/tKnI0a5ahTtKGJk//T2GWJQtCWAvl8GFkRCh0Vrdeje+qfwc7KztcfX4VvXb1wuhjo+EX7Gfo6SkUhhdATJljJ9fEmDx5sqTKKRRJ4VnIMxy8f1Cuf1D6A0NPx+iJePYMPmPG4F6XLlKozyxrVuQZPAjF9+5F7m5dYaY+e6mOZd68sH+bJv90+ozo4pEZDVaJ7lW6F7a13ybxQIRusTab22DplaUIiwwz9BQVCsMJIF3MT1KOU2Q+WAyTQaTceD0pY1tvb0WEJgIV8lSAm33M+hWKmHE+z5f+Bq/mLbSZXRoNcrRti2K7dyHvwIEwj/V6K+KS0BpMbN3qcBjQHxb29gi7d09ah2Rk8mbLi8l1J2NVq1Uon6c8giOCpTp7+63tsffeXvX9rjB50swF5ufnJyWvFZkPul2YQcMttgsmvjGm4W68tVGudy7Z2SBzNgVenzyFO+7t8XTGDES9fo0s5cqh8OrVKDhjOqzy5zf09Ex+fSa2bnWwL1rewYPlut8vvyBSr0hcRoVusT9a/SFiiK7pB68eYPhfw/HBrg9w/sl5Q09PoUgxSbaTs5OrPhcvXoyzj7CnyIMHD2SMGWEKxbs49fiUfKky5qC5a3NDT8foiHj+HE+nT0fA1m1y28LBAfmGDkXODu1V2woDkKtzJ7xc9QdCb93Gs4WL4DjScKX80wtzM3NxhzV1aSo1g7hdfnYZvff0RqNCjTCkyhAUzRl/eRSFwlhJch0glq1OSkCl7u5o/dm4cSNatGgBU0TVAUo5oaGhGDBggFxfvHhxdNfghMZG/DUCe+7tQXe37hhdc7TB5m1saKKi4L9hA57Omo2ogACaKJC7R3fkHTIEFmpNpvr6TGzdxibomAce9OvHpk0otn2bZN1lJhgQveDSAmy6tUksuBZmFiKQBrw3AAXtCsLUUHWAMmcdoCQLIDYtIzz8k08+kdb2sTvL6gKk7e3tUatWLYO3uv8vKAGUPoUQYQ00WNcAoZGhWNtmLco6lDXYvI2J0Dt38Hj0GIRcuCC3bUqXhtOE8VLXR5H+hRDjw7t/f+kRZte4MQot+AWZkTv+dzDn/BwceXAkOoC6U4lO+LT8p3C0jb8ysDGiBFDmFEBJdoH17t07+vpff/2FDh06oF07bYaAQpFSDnofFPHjmsMVZezLILOjiYjA89+W4dn8+RLwzKDmvF8NRu5evVRml5Hh+O23uHP8BIIOHcKrw4eRvVEjZDaK5iqKnxv/LPW75l+Yj5OPT2LdjXVSP6irW1f0Ld9XlbQwcVxdXTFkyBDZMhopCiBgvxAlfhSpwa47u+SyVdFWmb5mzZsbN3GvW3f4zZ4t4se2fj0U3bkD9r17K/FjhNgUKwaHj7U/DJ9Mmoyot21HMiPv5X0Pvzb7Fb81/w2V81VGWFSY1PVqsbEFppyagsdBjw09xQwLe3nxu5Nd4PXZsmWL0Xynnj9/Hu+//z5y5coFBwcH6RYhHgAD858jKBn0/OTJE3h7e8e7KRSJ1f458fiEXG9dpDUys9Xn2cKFuNu5M95cuwbzHDngNHUqCi1eLBWIFcZLns8/h6WTE8IfPcKzJdomvpmZavmrYXmL5VjcdLGUtKB1d80/a9BqUyuM9RiLuwF3DT3FDAldQNOmTcPLly9hbPj4+KBp06YoXrw4Tp06JY1Rr127FqMJq8kJIPb6at68ufjM2T2WfrjYW0JNUxUKcuD+AQmgZI0RlxwuyIyE3b8vlZz9fpoHhIdLPEnR7duRixleRvLrTZEw5ra20VlgL/63FKF31Ame67Z2wdqSOk+rUI38NaTG15bbW+C+xR3DjgzD9efXDT3NDAUFRv78+TF16tREj2NiUtmyZSXA39XVFbNmzYoxzmbmbdu2lSQmnsNXrVoV5z78/f3Rr18/5M2bV+Jr2OH90qVLCT7mjh07pE/oL7/8Ajc3N1SrVg2LFi2Sudy+fRuGJEV2dabA16tXTyo9N2vWDNu3b5e29nwDaOpiDaCGDRuicOHCqT9jRYaK/yGtirRCZoPJBP5//oknP06DJjgY5nZ2yD92DHK0a6eEj4nBfmt0VzIg2nf8eLisWK7KE7wVQjWdasrGGKH/XfmfBEvvu79Ptur5q0vVdzZjZZq9MX5Go6IM49Y0N8+arO8BJh9NmTIFPXv2xODBg+Hs7Byv0aJr166YMGECunXrhuPHj2PgwIHiktJZY3hJi83hw4dFtPC+KIr06dKliwik3bt3S6AxMyabNGmCmzdvSgJUbJhdaW1tLZnkOnQ1Ao8dOyaWIZMSQLo2GDRnlS5dWp4Yg6LHjRuHkJAQDBs2DBs2bMBvv/2W2vNVZCCuPLsiWWBNXJogMxH56hUejxuHV7v3yO1sNWqgwNQpsCpQwNBTU6QAnqjyjxuHO23bSbd4/z83SDsSRcwYIQZL33x5U9ppsJL0ad/Tsrlkd5HWG+2Lt0c2K+OpZE7xc+Sv8gZ57IYNrsDCInmvBc/BFStWxPjx47F06dI447NnzxahMnbsWLldsmRJeHp6YsaMGSJ8KGAoak6fPi1WGsL74TleBwULxymKdGUiZs6cKfFGPOcztic2tBANHTpUHuerr76SbMvvvtNaTR8/NmxsWIpkN18EBkHrvzD69X/mz58vbrFRo0al3kwVJgPbCPADwi2+Vhjcv+zkMmisNChtXxpOdpknziXkyhXc7dhJK34sLZFvxHC4LPtNiR8jWJ+Jrdt3Ye3sjHxfa7NkWLQy3Nc31eedESiZuySm1Z+GPZ32oE+5PtKF3vuVN6aenoqmfzbFrLOz4BPkY+hpmiyMA2LJmuvX47oYua9OnTox9tWpUwe3bt2SWF6O06tTpUqV6PFSpUpJ4LIOuroYvEyrEcNfdBvT0b28vOKdE11unBPdbfxc0VNE95qjo2MMq5DJWICYW68f30NTmX5EN58UXWBr1qxJnVkqTO4XMf3DiY2du3xOrjd2aYzMAH8gvFixQooaMtbHqmBBFJw9S9X1MaL1mdi6TQosVRC4c5d0i/cdPwHOixYqd2YC5LfNj6FVhuKzCp9Jo9VV11fhXuA9qTC94toK1C1YV9ri1HeuL7WFDOWGoiXGUI+dEurXry+xuSNHjkyTIOOgoCA4OTnhyBFt3Sd99IVSbOia48aEKV2rGVqkDB0nnKKVlS9fvhjR5lR0VJGxixQFBwf/9xkqMhzB4cHR2V8so5/RiXj5Eo9HjkLQ2y+N7M2awWnSD6qacwbDzMICTpMn4W6Hjgj66y8E7tiJnG3bGHpaRg1dXt1LdZeaQcceHcNKz5VSS+joo6Oy5cuaDx1KdJDiiultKeZJOrluKGOA6fB0hTHgWB96bDw8PGLs8/DwEFcYY4ho7YmIiJBYIZ0L7MaNGxL0rKNy5crw9fUVSxGDqJMLrT6E4THMXGNqvCFJkf2pTJky8sLom9H27duHEye0JzWa0tavXy8vqCLzwaC3L774QjZejz3Wo28P3F12F042TmISz8iEXLuGu506ifgxs7aG47ixKPjTXCV+jHB9JrZuk4pN8eJw+Pwzuf5k0iSEP4kZQKqIHwZB09rDrLGdHXaKe8w+iz2ehjzF4suL0Xxjcww8MBCHvA8hPCrc0NM1asqXL49evXph3rx5MfYzNvfgwYMSw8t4nxUrVki4yvDhw2Wcgomtq9gOhvG9FELM9tJvas5sM3Z5YCcInvPv3bsnwdSjR4/G2bNnE5wTH4cJUnxcZoN9+eWXkrGWmNUoXdCkgHnz5mksLCw0Pj4+cvvixYuaLFmyaMzNzTV58uSRMTMzM82mTZs0pkpAQACDmuRSkTyCgoLktePG6wmNjT88XpOR8d+yRXO9wnsaT7dSmlvNmmlCPD0NPSVFIuszsXWbHKJCQzV3OnSU9/1+336aqKioVJp55iI0IlSz+85uTd89fTXllpeL3uqvra+Zemqq5orflVR7bUNCQjSenp5yaWr07t1b4+7uHmPf3bt3NdbW1rKW9dmwYYOmTJkyGisrK42Li4tmxowZMcYfP36sad26tcbGxkbGf//9d03hwoU1c+bMiT4mMDBQM2jQIE2BAgXkfgoVKqTp1auXxtvbO8E5fvjhhxp7e3uZU4UKFeR+0/I9S+r5O8m9wPQJDw/HixcvpNcX09sIVeDkyZNx584dSX8fNGgQWrc23eJ2qhdYykmspxJvZ8+eXa7vubEHzUtmvO7vmvBwPJk+Ay9XrpTbdg0bosD0acrqk8F6gSVG6O3buNupMzShoWL1s+/ZM5Vmnzm5F3BPGq9u9dqKF29eRO9nC502RdugddHWcM4eN/U7qaheYKZHujZDzWwoAZRyEjuRXPW5ivIFtamlT18+Rd5cKQ86NUYiXrzAo8FfIfitOTjPwIHI8+UXqi5MJhNA5MXvK/FkyhSYZcmCIps2waZokVSYfeaG7q8TPieww2sHDj04JJWmdbAFB4VQc9fmyGmTM1n3qwRQ5hRAKfpWZuQ2/eQKRXI56XMy+rox1fxIDdjBnb28KH5YIdh5wS/IO3iQEj+ZlNwf9IJt7drQvHkDn2++Ecug4r9hZW4lsULTG0zHka5HMKnOJNRwqgEzmOH80/P44eQPaLiuIQbsH4D1N9ZLux2FIiFS9M387NkzZRVRpAj+esuIvD51Gve690D4gwewcnaG6/p1yN44c6T4K+KHwtdp6hSY58yJN1evwu+XXww9pQyFnbUd3Iu743/N/of9nfdjWJVhklTBthvHfY6LGGq8vjF67+6N36/9jkdBjww9ZUVGEEAVKlSQaG6FIjm8iXgjv9IyGv6bt8C7Xz9EBQYia8WKIn7YKVyhsHJ0hNOE8XL9+eIlCIqVhqxIHRxtHfFxuY+xsd1GbG+/HUMqD5Eegxpo5DtnxtkZ0pm+6/auWHJ5Ce743zH0lBVGQIrqAH377bfo1KmT9Atp1Cjj13FRpF7ri7CoMGQUNFFR8Js3D88XLZbbOVq1lC7u5m9LxCsUJEfLlnh9/IT0fvMZ8Q2KbN4MK8d8hp5WhsU1pyv6lu8rm+9rX+k5yO3ck3O4/uK6bD9f+FlacNQuUBt1CtbBe7lUQdLMSIoEEIsgsgkqN9YDYNEkFjiKr+rpRx99lBrzVJgQrBvB4DTddR38AjKzMsOnaz7FqJqjYoyZGlGhoXg8ciQCd+2W2w6fDUDewYNVvI8Rw3yPJ3cD8c/Jx5j1xQYUeS9vjDWY0LpNDRxHj0LI5csIvXEDPsO17U/MLA1T4TizVZxmnzFuzB5jM9YD9w9IsUW24PC+4Y21N9bCOYszRpcYjZwhOZHbMjeyWGRRVbwzASnKAmOrCy6O2P+qv2A4xtvsMWKKqCyw1IeBifTNj6oxCj1K9YApV3Z+OPALhFy4IP28nL7/Hrk6dTT0tBQJ8OLxa9w87YtbZ54g8NmbGGNN+5SBW4386TKP0Lt3ca9TZ0QFB0uxxHxffZUuj6uIy+vw1zj1+JR8H3k88kBkWCS+Lf4t8jnng7mVubTfsLOyg621rVwaqh2HIm2zwFL0ri5btiwl/6bIxEREReDi04vR6aqmCptcevfthzAvL5jnyAHnefNgW7OGoaeliEXIqzDcOOUr27MH//YptLSxQNGKeWBhaY7rHo9xZNU/yFPIDg4FtOnvaYlNkSLIP3GiWIDoNs1WpSrs6sZsTqlIH2ytbKUPoa4X4Z1nd/DC54XsDzULle8r/1B/2UgWyyyStWpraSuXShBlDFL0Lvbu3Tv1Z6LIMISFhUlpdMLimCyWeePlDQRHBMPWzBZLpiyR0ve6MVMh9M5dePfriwifx7DMnx8u//tVWh8ojANNlAYP/3mJa8d8cPeSH6IitRZqc3MzuJRzQMlqjnB9Lw80iMSoUaPgdfMpGhbrhQPLPNH526qIjIqIs25Tm5xtWiP4zBn4r1sHnxEjUGQL44G0/ZEUhqOAXQGEWoXKpbWNNULCQ/Aq/JVYipi8odteQFuE0drCWoRQNstsIpqYnq9cZqaHKoSYAMoFlnLiKyi3+vpqTD09FTXsa2Bpu6Uxxkylp9eDT/sj8sULWLu6wuW3pbAqUMDQ01JwHb0MxT8nfODp8Rivnv/r4spXODtK13ZC8SqOyGJnFe/6/GXQXmjCLFG1tSvKNXZM1UKIicWPsV5U6D//IEuFCii88ncVOG/E7pTwyHD58UYxxMvQiLh94mgR0gkiXmakGCJXV1cMGTJENmPCYIUQdWzevBldu3aVtPjier+E//nnH0yfPh2PHqm6Cwot155fk8uyecrC1GBhQ++Peov4yVKmDAqvXqXEjxFYex54vsCuhZfx+ygPnNp2V8SPdVZLlG9QEF1HV0OXkdVQroFzDPETmzpdtN9bF/Z6I/BZSLrMnWLH+ed5sGB9oMuX4TtuXJx4SoXxYGVhJZWlaR0qnqs43Ozd4JLDBXmy5hGxQ6FDl1lgaKBknTHF/p8X/+B+4H08DX4q+ymi0uo9/vjjj2UO7AKvz5YtW4xGhE2ePBm1a9dGtmzZEmyA6u3tLe2zeEy+fPkwYsQI6U5vdC6wqKgo9OjRAxs2bIjOmAgJ+ffLgz3CaEpmAPTIkSNTb7YKk8XzuadclrYvDVMrcPjgs8+gCQlBturVpbqzxVsrgSL9CQ0Oxz8nfHH170fwfxIcvd+peE6UqVsAxSrng5W1RZLvr1ilfLh7NgCPbrzEmZ3aDLD0wLpQIRScOwfe/T5FwNZtsHErBYdP+qTb4ytSDq092a2zy0aiNFEIiQhBcHiwWIh4yX1BYUGy6bAwt0BWy6xiHWJMEa+nluuMFpBp06ZJJ3eef40xLKJLly7SSX7pUq0HQB9qBYqf/PnzS1/Rx48fSwa5lZUVpkyZkmbzSpEFaM6cOfjzzz/lxWZK/PDhw2OMMyW+Xr162LlzZ2rNU2HC8AvhToC28Fgp+1IwFV6fOIEHAwaI+LGtUweFlixW4sdAPHsYhMOr/sHy7zxw7M9bIn6ssligfENn9BhXAx2HV0Gpmk7JEj+EJ586nbRWoNvnniI9sa1VC47ffivXn86ciaCjx9L18RWpA+MZGQeUN1teFM5RWL7jiuYqKin4uWxywcZS696MjIoUQcT2HA9fPcStl7fEUsRGr7QcBYQGiHstJZaipk2biniYOnVqosdt3LgRZcuWhY2Njbi2Zs2aFWP86dOnaNu2rRg16FpatWpVnPvw9/dHv379kDdvXnEvNW7cGJcuXUr0cb///nt8/fXXKF9e2wcyNvv27YOnpyf++OMPVKxYES1btsQPP/yAX375RcSTUVmAli9fLrV/FixYILfjU7B0iSkBpCD8kPMXUb6s+eRLwhQIOuaBh198Id28bRvUl2wvFaeRvkRGRMHrwlNcPfIIj70CovfbF7AVN1fJGvlhneW/Z+PkdcmOEtUccfX4PaQ3uT/8AG9u/IOAjZvwaOhQbRXxIqppqjFAIRIcFZWyfzazRhZrbkCut/dFcRMSGaK9jAhBaFQoNFGReB0ZBIQGxRBUuayyIKuV1lpkY2EjQdeJZZ5ZWFiIpaRnz54YPHgwnJ2d4xxz7tw5CVmZMGECunXrJpaWgQMHwsHBQdxohJc+Pj5S5JjWF94XRZE+tORQIO3evVvibBYvXowmTZpIdwh7e/sUvVwnTpwQcUTjiY7mzZvj888/x7Vr11CpUiWkBSn69rh9+/Y7m6HyRX3+/HlK56XIgPE/ZfKUgSnw+uSpaPFj16gRCv40F+YmlK1m6gS9fINrR30kmyskMCw6k6tIxbwo37AgCpTIleqxDdXbFMG1E+kvgPg88o8fj7A7d6Wu1MMvvoTrurWwyK51rygMB8VPsb+vGOSxd5SNQtaImDFpFEAUQhREOlHESx0dOnQQ68n48ePjdTPNnj1bhMrYsWPldsmSJcXqMmPGDBE+FDAUNadPnxYDB+H9lC79b9jCsWPHZJyiiFYkMnPmTIk3YkhM//79U/R8fX19Y4gforvNsbQiRQKI6o/R1Ylx//79BIOdFJk0ANrB+AOgg8+fx4OBA6PFj/NPc2GmxE+64PfgFS7s8xZXFIOcSbac1ihbryDK1i0A21xpZ4HL5ZgNxas6AnHPG2kOxbXzvJ9wt0tXhN25A5/hIyTWzMwiee48RcahgG0BmCFUrEWhkdq6RLqNIQX6sFYRM9QevHqA777/Dp1adcKXQ74Uq7s+169fh7u7e4x9derUwdy5cyUGh+OWlpaoUqVK9HipUqVinMfp6mKGJA0c+jAG2MvLC6ZGigQQzVF79+6VNLTY6WfkxYsX2LNnD+rXr58ac1SYGBTIV69ejb6uC4CmAIo9ZkyEXLmKB/0HQBMcLDE/DFJV4idtoWuAAcjn93lLVpcOWnkY31OERQstUre9SEJrsI57KYw+shSIAgJ8w2BbLP1KNFjmzQvn+fNxv1cvBP31F3wnTUL+ceOMJosnM5LN3Bxe9csb7LH133vGD7GPIsUQt7DIsOhLaLSB2Mw2K165OGo3qo3h3w6He3et2GE2Gq1FkZpIOZ4brUnmZsn/XFH8ODk54ciRI3HG/ovBg/FLtCzp8+TJk+gxoxJA9AvS3MaGqPT/6UMV+Mknn4iFiMcpMh9slcJAO8KgPwb5kTIOZWKMGROhXl54wI7uQUHIVrUqnOf/rGJ+0pCoKA3uXPDDhX338fT+K9nH73taYSq97yJxOWlFQmvQ3skOjVrWlCyzczvvo8Dg9M2myVquLAqwfMiQIfBfsxZW+Z2QZ0DKXAqK/w4FiK2RWOEkg8w8q2SOxf4BkcMmByIsI+Bo6yjiZuT3I9GmXhu4FneVY3SZaIWKFcLho4fR82VPuW1pbomdh3aiSPEi8HvjB0dXR0k7P37qOGrVqCWPeePGDQl61lG5cmVxSdFSxCDq1ILZYUyVp2uNKfBk//79EmRdpkwZ4xJANKOxIzzT7goXLhxdMIwTZ9wP3xT6GRkdrsjcsPOyBho42TrBIWtMs6mxEP74sbS3iAwIkMJ0zosWwdzIrFMZhYjwSBEYF/d7I8BPG+NgaWUuBQsrvu+CHHkM+7pXbeWKG6eewNvzBXzvBCB/0Zzp+vg5mjdDxMiReDJlCvzmzIFVfkfkjOW2UCj0RRotORQzrEtECtQugF69emH1r6v/rXIdGYrPB3+Odo3aYdGsRWjRvgUunbmElb+uxJhpY/A85DmyF8yOuo3rov+A/hg7YyysLK0wbcw0ZMmaRaxLzF6rVq8aatSsAff27pg+bTrc3NwkaJoJTzSKVK1aNcEaP/QM8ZLutosXL0YnS7H4KBurU+h8+OGHUkOQImvMmDESa6yLNUoLUpxCwXQ7Cpz58+fj1KlT4g5jfaAWLVqI5YcR3IrMCdMWdbUbCrUvFCP+R3+M7QgM3QqDjU1ZiyXC1xfWRYui0OJFsLAzjerUpla/h7V7Lh16GB3YbGNrKW6uCg2dkTV7+q2DhNYg98/5ZTruPvZD5TztcHr7HbT7Km2yTxLD/qMPEf7EFy+W/gaf0WNgkScP7OqonmGKpDNx4kSsW7dOrufOorVktq7fGuvXr8e4ceOweNZi5HfKj9HjRmNAvwEIjwqXYo0zFszAd4O/w8fuH8MhrwMGjRwEn0c+Enf05LXWJTXnjzn4afJP+Ojjj/Dy+UvkdcyLGnVqoHOOznj55qXUNqIg42ZhZiEijY+5YsWK6PnpsrqYbdawYUPJYtuxY4dkfdEaRKMKW27xeaQlqhVGAqhWGClHv9XAV7u/wsEnBzG40mB8WuHTeNtkGAq2JPDu8wlCzp+X3l6uqsJzmgifiwcf4NLBBwh/Eyn77OxtULGJC0rXcUqVNPbkktAa1N8/p99OWFlkQcfhleFUPP2TOTRRUfAZ8Q0Cd+6Eua0tCv+xEln0snEU6ddWITMSGRWpFUW6LTLu9aRA8UMhpC+KLM1i3dYTSibRDV6hSI4LzBgzwKj7H48eI+LHPHt2uPy6RImfVCTsTQQuH3qAiwceIDQ4Irp+T+XmhVG8ar5UD2xObUrUcMS9swE4v/c+WhtAAJmZm8Np6hREPHuG4FOn4N2/P4qsXQurggXTfS6KzIeFuYVsWRC/GGTQNTPS4oijt7c5xqBrfs/KeGR4koRStFgys5THj758K5xkXikQS2kigM6fPy9mrQsXLojSouKiaYumKwZLKRQPgx7C3MZcAqCNiWcLFiBwxw7A0lJSkG1KlDD0lDIE4aGRuHLkoaSzv3mt/dLL7WQrdXaKVcoLM3PTyGqq2NgF985dwb0rz/HcJwgOBewMkx4//2fc7/UBQm/ehPen/VF41R+wNMJWB4rMhbmZuWSWcUMCrfZ0IkknlPRT+eW2JgIRkXGFUgje3ZOPQsgswkxil9afXg9La0vYZ7GXjS4/63DrtBVAbFTGlhiM+9GHhZJYvnro0KESzKRQFLQriFxZjKcmVMDOnXj283y5nn/cWGlJoPjvwc3X/vbBub33o2N8WFunWhtX6cbOQoamBOdetGJeyVRjwHaT3oYR8CyIyBYs97r3kBpBDz7tD5dlv6lCiQrTEkmJkJBQojDSv+Smq21EF11UZJQEd3s88sDjsMcx7jMyROtuTxMBxMBn9hBhBDgjtdn3i1Ubmbf/999/Y9KkSTLONDmW2lZkbozJ+hN84QIejxwl1+379EHurl0NPSWTJjI8Cp4ePji3+x5eB2iFT448WVCtdRGUrO4IcyN3dSVGpWYuIoBunn6CGu2Kwi63YWJDrPLnh8v/fsX9Dz/Cm6vaWlW8zdgghSKzCCVCAUTxQ1H0Ovg1wrOEo1/5fvAN88XL0Jd4EfJCLp++eIrr0IZfpHoQNNPVGDDIYmLZ4/klQncY+3owoJCltk0RFQSdcvSDScssLoOva30tizT2WHoHQYc/eoS7Xbsh8vlz2DVuDOef56lquymEXxte5/1wYvNtBD57I/vscttIGnmp2k5GHeOTlCBo3f7Ns87D55Y/KjYthDqdDesmfXP9Ou73/hhRgYHIVqOGZCyaq4DdVEEFQZseqREEnaJvKT4oiyDGJ34IH5jjPC65sEYAawjxSbFKa7FixaQrrL5O43Wm1bEiJY9hJ9xbt27FuB/WHGAtBD55Vqjs27evfKkp0h9jCIBmxtfDwV+J+LEpXRoFZ0xX4ieF+N4NwKYZ57H316sifrLlsEb97iXxwcRa0rbCmMVPSqxAhL3JmNFmSJgFprP8MDD64ZeDEJWGnbIVioxOilxgukqN7yJ2c7OkwOKKCxculOBqVms9e/Ys+vTpI6JKV1masUXz5s2TYyiUKJhYd4jWJp0SpPh5/PixVJMMDw+X+2CjttWrtcWhFGkH34MDRw+g//7+MLMyi+EC45iu5Hl6/tJ6MnkK3ly7BoucOVGIVZ6V+yDZBD4LwcktXrh1Vtsd2tLaXKo2s4ChIdLZU0pCazC+/YXLOUj22guf11LHqEqL1Kt+mxKyVqggMUGsXfX62DE8+noonNmyxSqBSFSFQpEwmhTw7bffalxcXDSvXr2KdzwgIEBTqFAhzXfffZfs+27durXmk08+ibGvY8eOml69esn1qKgoTf78+TUzZsyIHvf399fY2Nho1qxZI7c9PT1pLtKcOXMm+pjdu3drzMzMNI8ePUrSPPgceB+8VCSfA/cPaMotL6dx3+xu6KloXm7cpPF0K6XxLFVa8+roMUNPx+R4ExyuOb7plmbhF4c18wcc1Mz/7KDmwPJrmlcv3mgyA9dP+MjzXjriqCY8LEJjDAQdP665Xr6CrOuHX3+tiYowjnmZKiEhIXLe4KXC9N+zpJ6/U2Sr/v7771GxYkVUr14da9euxcOHD8XKwss1a9agZs2akgbP45JL7dq1cfDgQdy8eTO6+ywzy1q2bCm36VZjmWy6vXTQOlSjRg2cOHFCbvOSbi/9stw8nj2AWLU6PkJDQ8VvqL8pUs75J+flsrJjZYPHTfi+XYd5Bn0Ju7qqom5SYZbF1b8eYtW4Ezi/1xuREVEo6JYLXUdWk6woxvxkBkpUc5Tnyuy2Gyd9YQwwc5ExbLCyQuCu3Xg8ahQ0kUnLfFEoFFpSZLfOli1bdCwOXU2x4X42UYvd7ZvFi9hsLTG+++47ER+lSpWS8tiMCWKTNN3jUPzE517jbd0YL2O76di8zd7ePvqY+Fp7xCfYhhwaAmvbpJfpZ9+r5JKSYtwpepwU/M/bf0wWkeGROLLmCEIiQlC+Rsxuymw38NNPP8n1r776Kk1bYUS+eiVxP5rQUNg2qI88n32WZo+V0WAfrCOrb+D5w6DotPDaHYvBtUIek+9QntAaTGg/Y5rea1IIHhtuS2HH0nUKGEVav12DBig4exYeDfkaAVu3STxQwenTlTtMkaq4urpiyJAhsmU0UiSAmPaeVl+C7FWyatUqidVhDBCbpvGFL1CggBRYTCtGjhwptYt0UIQVKlQIJ31PwiKrCpZNDlGhUbi3WtsBvuL8ijHGaCn85ptv5DpLJKSlAPL9fiLCHzyQ6rkFp02T6rqKxHkTFC6ZXZ4e2roaNtksUb1tEZStn3GCmxNag4mtzTJ1C+DsrnvwfxKMe5eeoWilvDAGcrz/PjBnNh4NG45Xu/fg4ZtQFJw7B+Zp2EBSYVx8/PHHEg/LH/E0IOjYsmWLNCg1hm5XkydPloapPJ/zc6XfYV4HY3w9PDwku7x06dLRDVONTgAdOXIEaQULLPJN7N69u9xmOv39+/flzaUAyp8/v+xnzSFmgengbbrlCI95+lQbqKmDlidmhun+PzbsOBtf19nxNccjW3atxSstSamgNINZ+vxPMub3JvgNOqKjXM+XLWkB86lNwLZt2krPFhYoOGsmLHIZTyFGY0QTpcH1E49xYpNXdAXnUrXyo1aH4pLlldlhkHe5BgVxbvd9nN93H0UqGo8lLEezZjD/ZT4eDhqMoMOH8fDzz+E8fz7M31rqFRkfBu0zgWjAgAHIbYSVwsPCwtClSxdpdLp06dIEj/vkk08kTOXy5cvpMi+jS90IDg6WWB196ArTVZxm1hdFDOOEdIKH1hq+aOwkS/giU2GeO3cOVapUkX2HDh2S+2CsUHJoWbSlqgOUTFhPxZCEPXgg1h+S98svkPXtOlHEz7OHQfh7zQ089gqQ28x6atDDDQVKKNGoT4VGhXBx/wM8uRuIx7f9UaCE8Zxo7OrXR6ElS/Dg88/x+vgJyRJjnSBVMTpzwBjX27dvi6EgsQ4MGzdulBIyPNbJyQmDBg3CsGHDosdpOGDJmAMHDsh5lkWNY8Nz6/Dhw7F161aJnWWsLbtCvPfeewk+ri68ZPny5Qkew8xu4ufnl3kFUNu2bcVc5uLiIi4w9hmbPXu2KEPCX110ifGNKVGiRHQaPF1k7du3l2NoPmvRogU+/fRTLFq0SEzbX375pViVeJwi46KJiIDP8BGIev0aWatWgUP//oaeklE3LD294y4uH3ooFiBLGwtUb10EFZo4Zxh3V2pCSxitYqwJdH6ft1EJIGJbozoK/7ZUeoaxya93n09Q6NclqndYCqHrKCTcMIHlWa2S1/CTRoIpU6agZ8+e4kpydnaOcwwNAl27dsWECRPQrVs3HD9+XFy9Dg4O4kYjvPTx8cHhw4dhZWUl9xXbm0JLDuN7d+/eLQlIixcvRpMmTSRxiXG2pkSKBRCzsRgwyCwtvmAUGbHhG+jl5ZWs+/35559F0PCN4QtPwUKzHlWrDvrpaWVgXR+q0bp162LPnj0xanowjoiih28MLUoszKhTmIqMy/OlvyHk0iXp8C4BoarYYbw8vPESh1dej67izEaldbqUQHZ7VQU3MVjz6NoxH9xnk9RHQXAomP5NUhOD1s7CK5bDu28/aZvh/VFvuPy2FJZ5jSNmyZSg+Ckzbq9BHttzYnNks07e6ZnxPvSKjB8/Pl43Ew0JPB/y/EpKliwptfNmzJghwocChqKGtbCqVasmx/B+aFDQwYxsjvPcrAsZmTlzpsQbbdiwQc7JGV4AUWzQ2kK/HlUiM66YZRWblARfsbr03LlzZUsICquJEyfKlhBUoqroYebizc2beDb/bZPTMaNhpax98Vp9GOfDon7Ezt5G3F2u5fMYemomQa582UQssg3Ihf3eaPqx8fS505GlTBkUXvm7WIBCb93CvZ69pHiiTZEihp6aIo1hHFDjxo3FRRWb69evw93dPca+OnXqyLmW2dYc53lcFzZCmI3NkjI6aPBgRwVajfQJCQlJtrHDZAXQt99+Kya3devWiWUldsyOQmEI19fjUaOhCQ+HXcOGyNGunaGnZHQ8uP4Ch1f+g1cvtFYfZnbV7lAM1lmNzhNu1FRqVlgE0K23TVKN0WpmU7w4Cv+xUixBzIS8370HnBcuQLbKhq3LZUrQDUVLjKEeOyXUr19fuiIwq1nn1kpNgoKCJHYovkQofaFkKqTom4+msg8++EB8gQpFbOiKpA9Zdz2pY/+F5/9bKiZ/8xw5kP/7740mQ8cYCAuJgMfG2/A85iO3sztkQeMPS8G5lGn561OLhNZgUtemo2sOKQj56IY/Lh16gLoGbpKaENaFC8N17Ro8+Hwg3ly5Au+P+6DAjBnI0byZoadmEvA7JLluKGPgxx9/FFeYm5tbjP10ZTHNXB8PDw9xhdGgQWsPs6UZK6RzgbGen37KOgscs5YeLUWsD2TqpOjdZXS46pirSAh+mBo2bJjssZQSdv8+ni1YINcdR42ElaNhUu+N1epz6PfrCHoZKrfLN3RGzfZFTap3V2qT0BpMztqkFYgCyPOoD6q2dEUWW+MsPmiZJ4/EBLFOEFPkHw0ZgvBvv4FDGlgHFMYBS8ewcHDsmFdme1HYsLk4g6BPnDiB+fPnY8Hb704KJiYPMeaW/TgpcphwpF/QmNlmzLJmCAyzzSieGAPMGj+MQdLvvqCPt7e3lKHhJd1tuho/xYsXh52dNo6OmWm0MFFg0aWmO6ZMmTJpVy8uJT04Ro0apSlWrFiG7puieoGZBuwNd79vP+mJdL/PJ3JbodFEhEVqjv15U9u7a8BBze9jjmse3nhh6GllGLjO1kw8Ja/tmZ13NcYOe4U9/n6itieeWynN40mTVf+wDNILrHfv3hp395g9F+/evauxtraWc5g+GzZs0JQpU0ZjZWUl/Tz1e2qSx48fSz9O9tbk+O+//64pXLiwZs6cOdHHBAYGagYNGqQpUKCA3A/7frJXp7e3d6JzfNtTIMZ2+PDh6GMaNGgQ7zF8LmnVC8yMf5IrmpjxRbX36tUrSb1j/r9OxWUUWFuIKX4BAQGqDlAK1seSJUvkOrMCGCiflLGUELhnj7QCMLO2RtFtW2GdAcyy/5WXvq+xb+k1PHsQFB3rU6dTcVjZqIy4xNZgctfmjVO+OLDMU6w/H06uZfRWNX7Vv/htGZ7OmCG3s7/fFAWmT4d5rJZFmZE3b95IZjPLqijvhum/Z0k9f6dIAJF9+/ZJXR0+QIJ3noTeX8aKEkAphyUKdIKYJk1bW9skjSWXyKAg3GnVGhFPnyLPF18g76AvkZnhR5lxPsfW30JEeJScmBt/VApF3lMp0PoktAaTuzbZLHb196cQ8DRE3IpVWpiG+A7ctQs+334nCQNZKlSA888/Z3q3sRJAmVMApegnC7O/6GNkZeWiRYtKVHh8afAKRVry7Of5In6sXFzg0P9TZPYeXof/+Ad3LvrJbedSuSVF2zaX6gmVVphbmKNaK1ccWH5dUuIZX2XsViCSo1UrWObLhwdffIk3ly/jXufOcP5lPrJWqGDoqSkU6UqKPq2sv0N1xXpAumhxhSI9efPPP3jxxx9yPf/YsZm6+SNbWOz99Spe+4fC3MIMNdsXQ8UmhWBmBB3LMzolqjni7O770iT18uGHEhBtCmSrWhVF1q/Dgy++QNhtL9z/4EM4/TAROWPViVEoMjIpKuBDsxPdX0r8KAzl6nkybRoQGYnszZvDrl5dZNbX4dLBB9gy67yIn1yO2dD526qo9L6LEj/paAWq2korei7u95aSA6aCNk1+HeyaNIEmLEzcYk+m/iiuMYUiM5AiAVSoUCFJZVMoDMHro0cRfOIkzFiFfMQIZEZ4oqXV59iftxAVpUHxqvnQZWRV5HVRzS8NYQWi+AwNjhArkClhYWcL55/nIc9AbSPpFytW4H6fPgiP1f9JociIpEgAscno9u3bJa9foUjvis+6LJbcH34Ia+eCyGywB9WfP56VasR0edXrVhLN+pY1ifiTjIi5uRmqtX5rBTrgjVATsgIRM3Nz5B08GAV/ngdzW1uEnD2Hux074fXp04aemkJhfAKoc+fOqF69uvQRYdPRq2y65+0d76ZQpCb+mzcj9NZtWOTMiTwDTKvxXmrA1OsNP56VmBO73DboMKwyKjRyVpWvDUzxqo7Inf+tFejQA5giOd5/H64b/oRNiRKIfPZMeok9X7o0RT0dFQpTIEU/GZn5xS9cfjA++uijDJkGr0g57BK8Y8eO6OtJHXsXUa9fw+9tdVOa7CmCMgt0c53Y7CVxJsSljD2aflIGWe3SqEJqBiahNfhf1qbWClRE6i8xLoui1CabcVaHTgw2THVdtxaPJ0xA4LbteDpjpliCCkydCkv7zNk6RZFxSVEdIDZZS+ovzmXLlsEUUXWAjA+/+b9It3emvRfbsV2KH2YG6FLZ979r8L72XG5XaVkY1dsWlZOuwrhE6rpJp/HC5zUqtyiMWu2LwVThacF/3To8mTJVAqQt8uZBwenTYVurFjIiqg6Q6WGwOkDLly9Pyb8pFCkm4uVLvHgrpvMN1VZ+zgzQ1bVzwWW5tLQyR+PepVGiqqOhp6WIBwrSmu5FsWvhFVymFaihs8nWYeIP3NzduyNrpcp4NGyopMp7f9IXDv36Ie/gQZKAoMgcuLq6Sk8wbhmNFMUAKRSJwZYCFMnceD2pY4nB7BS6wGxKl5bU98zAA88X2DDt33ifjiOqKPGTCiS0BlO6NvVxrZAH+YvmlErcZ3behamTxa0kivz5J3J17UqzEJ7/+ivu9foAoXdM/7llFHQeGXaB12fLli1GExs4efJk1K5dG9myZUOuXLnijF+6dAk9evSQDHM2X2Xn+p9++sm4BRC7trKT7ODBg9G3b9/o/X5+fjh9+rR0dFVkPsLCwtCnTx/ZeD2pY4lZf16u1BY9zPvFQKP5UKcl144+wvb5lySoNn/RHOj8nUpxTy0SWoMpWZux4dqs1UHr+vL0eCzi1dRhrzCnid+j4Ny5MM+RQ6pH3+3QAS9+/x2aqChDT09BoZolC6ZNm4aXL1/CGAkLC0OXLl3w+efacguxOXfuHPLly4c//vgD165dw+jRozFy5EjpVm+UAojCh763L7/8Uiap7xZ7+vQpatWqJU9Gofiv6Ft/WLQtI8PYi5NbvHBk1Q1oojRwq5kf7b+uDNucpulKyYwUKJELhcs7yPt3cusdZBRytGiOolu3wLZ2LWhCQyU+yPvjPgh7+MjQU8v0NG3aFPnz58fUqVMTPW7jxo0oW7asBPm7urpi1qxZMcZ57m7btq1YYXh+Z5Z3bPz9/dGPrtC8eSW+pnHjxmLBSYzvv/8eX3/9NcqXLx/v+CeffCIWnwYNGkiS1QcffCA/RDZt2gSjE0CsAUThwyezbdu2OKqOL3CFChXEBKdQ/Bci/f2jrT/M/MrI1p/I8Cjs/80T5/bcl9usLdOkd2lYWClPtakhAdBmgNf5p3h6PxAZBSsnJxRauhSO48bCLGtWBJ8+jbvu7nj5558ZL12ezyfstWG2ZL6WFhYWmDJlCn7++Wc8fPgwQStL165dpYvDlStXMGHCBIwdOzaG8YLutAcPHuDw4cPYsGGDGDooivShJYf7du/eLfdZuXJlNGnSJNXrAjKA2T6NMw9TFAQ9Y8YMuLi4yIvEjsl8EWJDcXT06NHUmKMiE/NcZ/0pVQrZM7D1JzQ4HLsXXcGjm/4STNvwAzeUrl3A0NNSpBCHgnZwq55f6jYd33gb7l9XyjDinc/DvmdP2NWpA5+RoxBy/jx8x45D4M5dcPp+grTYyBCEBwNTDPQZHOUDWNsm6186dOiAihUrYvz48Vi6dGmc8dmzZ4tQoeghJUuWhKenp5zPKXxu3rwpoobhK7o2V7wfxuPoOHbsmIxTAOlKRcycOVOMHRRM/funTm2248ePS9P1nTt3Ii1J0U/LixcvonXr1iJ+EqJgwYJ48uTJf5mbIpMTGRiIl7+vlOt5GPtjnjEtIa8DQrFp5nkRP1ZZLND6ywpK/GQAqrcrItY7vq93Lz1DRoNCp/DK35FvxHCY2dgg+ORJ3GnnjmdLflX9xAwE44BWrFiB69evxxnjPhYv1qdOnTq4deuWtLbiuKWlJapUqRI9XqpUqRhBy3R1BQUFwcHBAXZ2dtEb09G9vLxS5TmwsLK7u7sIuWbNmsHoLEBRUVGwekcapL5CVChSgv+ff4r1x7p4sQxr/QnwC8a2ny4i8NkbZMtpjbaD3kMeZxXsnBHI4ZAVFZsUEpcmrUCFyznAwjJjiXgzCws49O2L7O+/D98JE/D6+An4zZ6NwB07pLt81vfeg8lilU1riTHUY6eA+vXro3nz5hJATKtOahMUFAQnJyccOXIkzlh82V3JhRYpWqloSRozZgzSmhQJIDc3t0TdW6z+/PfffycY8KRQvAsWX3vx1vrj0OeTDGn9YU8vip/gwDDkyJsV7l9VRI48WQ09LUUqwoKI148/RoBfCK4ceYiKTV2QEbF2cZHYoMBt26SjfOjNm7jXvQdy9+iBvF8NNs2q7XRZJtMNZQwwHZ6uMJ6n9aEry8PDI8Y+Dw8PcYUxhojWHp67GdKic4HduHFDgp51MN6H2d+0FDGIOjVh9hcDqnv37i1p8+lBis4qvXr1woULFySyOzY0pQ0fPhx37txJtE2GIuNCy9/69etli68VRkJj+gTu2YOIJ0+kAm2Otm2Q0WBg7OZZ50X8MF6k4/DKSvykEwmtwaSuzeTABrU13IvK9TM77yHkVcrS600lNiinuzuK7tqJnO7tJJD35erV8GreAi/XrYcmMtLQU8wU0PDAc/S8t22DdAwbNgwHDx7EDz/8IPE+K1askAxunq8JBVOLFi0wYMAAnDp1SoQQs72YEaafbcYM7/bt22Pfvn24d++exOswbf3s2bMJzol9QRk6w0tqBF7nRouSzu3VqFEjcXkNHTpURBY3ltRJUzRJxNzcXDNx4kS5HhYWpmnYsKHsK1GihKZ8+fJyvUuXLpoiRYpozMzMNM2bN9dERUVpTJWAgACG4culIn3huvFq30Hj6VZK47dwoSaj4Xs3QLNkyF+a+QMOajZMO6MJCQoz9JQUaUhkZJRm7aRT8n4fWf2PJrMQdOKExqtNG/kcc/Pq0EHz+tw5jTESEhKi8fT0lEtTo3fv3hp3d/cY++7evauxtraWc5g+GzZs0JQpU0ZjZWWlcXFx0cyYMSPG+OPHjzWtW7fW2NjYyPjvv/+uKVy4sGbOnDnRxwQGBmoGDRqkKVCggNxPoUKFNL169dJ4e3snOkfOJfZ2+PBhGR8/fny843zslLxnST1/J7kXmLm5uaTNjRs3LrqwES1AixYtilF8iXUBmBbPMWsTblegeoEZjtcnT0p9EabZFj90EJa5cyOj4HsnANvnXUTYm0g4Fc+JNl++J1YCRcbm0c2X2DL7gnhVuo2tDocCdsgMMBj65Zq18Pv5Z0S9eiX7crRti3zDh8HK0XiqmqteYJmzF1iKAysobuine/bsmQQuMT3u8uXLeP78uRRjMmXxo/hv0I/8559/ysbrSR3T8fy33+QyV4cOGUr8PPYKwLa34ofF8pT4MQwJrcGkrM2UUrBkbhStlFfKu3hsuJ3xauYkAHuG2X/0IYrt3YNcXbpIXE3g9u3watEST+fOReRbUaRQGALL1PD7MnhKodARGhoqBbcIfbwMmEvKGAm7dw+v/z4qX5T2vTNODJnPbX/s+PkSwkMjUdAtF1oPfA9WNhaGnlamIzgwAGf37EDXbh/EWYPvWpv/ldodi+HelWfS4+3OBT8Uq5wPmQVLe3vJCsvVrRueTJ6MkAsX8HzRYvivXQeHzwZIsLS5yhpWpDPJsgBllEJeCuPl5dp1cmlXv36GKajmc8sf29+KH+dSudH6CyV+0hNaWx54XsHOeTOw5PPeOLZOm11ILuzZnm7zyJk3Gyo3067po+tvIexN6lqZTIGs5cqi8OpVKPjzPFgXLSqV3p/+OA1eLVvCf/MWFSitMF4BxBggpssldUvtX1CKjE3Umzfw37xZrufu2QMZgSd3A7Fj/iVEhEaiUOncaD2wAqyslfhJD94EBeH8rq1YPvRzrP9+JP7x+AuRERHI51o8+pi/16zA/SsX021OVVoURo48WfDaPxRndmTOjur8IZ3j/fdRdNtWOE36AZaOjojweYzHI0fibvsOeHXwYKZxESoMS7IUCoOJUqPYkUIRH4G7diMqIABWBQvCtm5dZIQ6P9t/vhht+Wn1eQVYKvGT5rzweYTzu7fh2l8HEBEaKvusbLKgVN0GeK9pS9g5OuHT2b9oD9ZosOvnmeg9Yz5gmXhx19SA73/97m4iii8degi3mk7I45w5AqJjY2ZpiVydOyNHmzZ4uWoVni1egtBbt/Dwiy+l9U2ezwYge7NmGbIGmMIEBRC7ueqywBSK1OblmjVymat7N6kwa8r4P9VWeA4NjkD+ojnQ8rPySvykIbQYPPS8gnO7tsLr3OnoZpJ5XVxR4f1WKF23IWyyaavrvn79Ovr/8jgXxivfRziycika9PksXebKitDFKuWF1wU//LX6htSAMjPPvOEF5lmySDVpiqHnS3/Dyz/+QOg//+DRkK9hXayYCKEcLVuKYFIoUhO1ohRGQcjVa3hz5YpkjeTq1AmmTNDLN9g292J0kUPG/Khsr7QhMiIcN04cw7kdW/D03r+9iIpWqY4qrdqjUNnyicYuNu37OTZPGYvrRw+jSLXa6TRroG7XErjv+ULKIlw/8Rhl6qjeb6wWnW/o13D4pA9erPwDL1auRJiXF3xGfAO/+fORp39/5GzbFmYqw1iRSqhvZYVR4L/hT7mkyZsZI6ZKSFCYWH5evXiDnPmyot1XFZHFNu1dK5mN8DdvcOXQXpzdsQWvnmurxVpa26Bsgyao3Kod7As4J+l+HIuVQMVmrXFx7w4cW70c6YVd7iyo3qaI9Ag7sckLRd/Liyx2ap0Qi1y5kHfQl7D/uDderl6DF8uXI/y+Nx6PHgO/X36Bw8cfI2fHjrCwy5yuQ0XqoQSQItVhDahly5ZFX3/XGIOfA3fukuu5unSGqRIRFoldC67gpW8w7HLbwH1IJWTLoX6tpiYhQa9wcc8OnN+zHW9eBco+21y5UalFW1Ro2gJZs7+7aGnsNVi7S0+xAL30eYBJ341AQbcy6VLHrEJjZ9w4+RjPH73G8c230fjD0mn+mKaERfbsyDOgP+w//ECyQ1kfjMHST6ZMhd9P85CzU0fYf/CB9CFTKFKCEkCKVMfKyirBTsTxjb3af0CqxDL4OVv16jBFNFEaHFjmKS4Nm2yWaDu4IrLbq4qyqUXQi+c4u3MLLh/Yg/A3IbIvp2N+VGvbSaw+lskQLLHXIG9Xb98FR1cvR65AP3zQsycsrdLeGmNhYY4GPdywaeZ5XPd4jFI186NAiYxT+DO1MM+WTdxizAwN2LI12jX28veVeLnyD9g1aiTFFrPVqKFKtaQBrq6uGDJkiGwZjSSH10dFRakAaEWaELB5k1zmbN/eZDM+jm+6LUGt5pZmEvBs72R6XaSNkZePH2Hf4nn436C+OLdjs4ifvIWLoPXgEfhkzmK8937LZImfhKjUsi3s7B3w6pkfLu7bifTCqXgulKmrjf85tPIfsSIqEg6Wzt29G4ru2I5C//sfbOvXk2D3oEOHpHXOXff28N+wQSzKmQmKeQo/doHXZ8uWLUYjCCdPnozatWsjW7Zs8WaSs4MEG7EWKFBAGhEXKlQIX375pbS0SEtM82yjMGrYRmDnzp2yxdcKQ38s/NEjvD5xUsZydugAU+TKkYe4eOCBXG/yUWlpe6D4bzy564Xtc6dh2def48qhfVK/p2CpMujw3Xh8OG0eStVpAPMUZgrGtz6trG1QvWN3ePo8wW8//4TgoPRr0VC7U3HY5rRGwNMQnM6ktYGSA0/qdnXrwGXJEuk8T8sQ+waG3ryJx2PG4naDhvCdMgVvbtxEZoG9sKZNmxajL6cxERYWhi5dukif0IR6jbq7u2Pbtm3SqX758uU4cOAAPvssbTMzlQBSpDpsKdCmTRvZeD2xMf8tW+RXXLaaNWHtXBCmxt1Lfji6TvtFW8O9KEpWz2/oKZk0Pjf/wcap4/HHd1/h5omj0GiiULRyNXT7fhq6fz8dRStV+8+/ahNan8Wq18Zvx85i4b6/cHq7tiBnemCT1RINemnbCV3c742n99P2V29GwqZoUeQfNw4ljhxGvhEjYFnACZEBAeIeu+vujrtduuLl2rUZvudY06ZNkT9/funDmRgbN25E2bJlxcri6uqKWbNmxRh/+vQp2rZti6xZs0qT0VWrVsW5D39/f/Tr1w958+aV2oCNGzfGpUuXEn1cNkdnGZ3y5cvHO547d24RR1WrVkXhwoXRpEkTDBw4EEePHkVaomKAFAat3UKfPsnV0fSsP0/uBWLf/65JyRm6MVjlV5Ey/LzvwWPdSnidPSW3zczM4Va7Hqq7dxaXV3pgoVdn5vyubajl3gk22dLHlVmkQh6UqOaIW2ee4NDv19FlZDVYWKrfp8lJoXfo+4lkjr0+dgz+Gzbi1eHDUlrD98oVPPlxGnI0b4acnTohW7WkiWh+P4VEaOPN0pusllmTJfTZeWHKlCno2bMnBg8eDGfnuFmQ586dk1537OjQrVs3HD9+XESGg4NDdEwcL318fHD48GGJjeN9URTpQ0sOBdLu3bul4/rixYtFsNByY59KGbycw6ZNm9CgQQOkJUoAKQzGm6tXEf7ggZivszdtClMi8FkIdv5yCRHhUXApa48GPUoajb/dlHjp64Pj61fhn+N/iyWQwqdMg8ao2aEbcuV3Mti83gQH4dzOrZIhll7U61oCD66/kKywMzvvoqZ7sXR77IwCC6jaNWggW8Tz5wjYth3+Gzcg7LYXArZuk83KxQW5OnZETvd2sHJKeI1R/NRYXQOG4FTPU8hmpS3cmVQ6dOiAihUrYvz48Vi6dGmc8dmzZ4tQGTt2rNwuWbIkPD09MWPGDBE+FDAUNadPn0a1atXkGN5P6dL/ZiceO3ZMximKaEUiM2fOlHijDRs2oH///v/peffo0QNbt25FSEiIWKL+97//IS1RPzEUBiNwzx65zN64sWR6mApvXodLK4OQV+HIU8gOzT8tB3ML9VFKDq+eP8P+JfOx7OvPpEcXxU/JmnXRe9YvaPH5EIOKHx3ndm6RtPv0Imt2a8kKI+f33Ifv3YB0e+yMiKWDAxz6fIyi27fDde0a5OrSRb5nwr294Td3Lm43aox7PXrixe+/I/zZM2QEGAe0YsUKXL9+Pc4Y99WpUyfGvjp16uDWrVuIjIyUcfbvrFKlSvR4qVKlYgQt09UVFBQkViM7O7vo7e7du/Dy+rcQaUqZM2cOzp8/LyKI9zd06FCkJcoCpDAYgXv3gb8hcrRpDVMhKkqDfUuvRdf6aaOqPCeL4MAAnN7yp2RaRYaHy74iFaugTrcP4Vj03yalhiavc2EE+j6SzLO63T9Kt8ctXiUf7lzUusIOLr+ObqOrqRYq/xFaZrNWrCib48jvELhnLwI2bULwuXMIuXBBtqhlyxE18XtE5MqFqDx5YG5lJW4oWmIMAR87JdSvXx/NmzfHyJEjEyxF8l8ICgqCk5MTjhw5EmcsNfqEMo6JG4UX3Wn16tUTixUfMy1Q39wKgxH5/DkscueGXaxfJcbMyc1eeOD5ApZW5mg1sAJsc2nNwIrECQ1+LVWbaVXR1fFhVhfFhXPpcjA2qnfqhgO/zJZYoMqt3JEtR850e+z63UvC5+ZL+D8Jxsktd6RthiJ1oAWI8Ybcwp88wau9+xC4dy9e+/hAExaGCD8/hD5/LscxrihLjhwihkwJpsPTFebmprUm6qAry8PDI8Y+Dw8PcYUxhoiig1mRjBXSucBu3LghQc86KleuDF9fX7EUMYg6LWHpHRI7kSY1UQJIYVCyN29uMr19bp72xYX93nK9ce/SyFsou6GnZPRERUbi8sG98Fj/R3Tl5nyuxVC3x0dwfa+y0cZNFatcHVeKFseTO7dxeusGNPywb7o9NlunNPqw9NuO8Q9QuIIDCpUy3fYwxoqVo6MUUOT26sEDePv6wjxrVp5xERUcLBseP44WQ+bZs8PcBL6rmGnVq1cvzJs3L8b+YcOGibD54YcfJAj6xIkTmD9/PhYsWCDjFEysxTNgwAAsXLhQRA6LHzLgWT/brFatWmjfvj2mT58u4okByywpwRgkZnHFh7e3N168eCGXdLddvHhR9hcvXlxcaLt27cKTJ09kfrx97do1jBgxQlx0aSm0lABSpDpsI8APlu567LGf587F09mzYWVmZjLuLz/vV1KojlRuXhglqjoaekpGj/fVSzi84lc8874nt3MXcEbdbh+gRPXaBi14mdD61N/PAM/aXXth84/f49K+XajWtqO03Egv2DG+bL0CuHbUBweXeaL72BqqV1gaYpU3L8yDgmBdqBCsLSwQFRCAyMDAaCGkE0P8scYWHeZ2djC3tTXawq0TJ07EunXrYuyj9Wb9+vVS0JgiyMnJSY7Td5WxRQxT3Jl95ejoiEmTJkUHTRP+YKFYGT16NPr06QM/Pz9xWdH1xuMTgo/J2CQdlSpVkktmmzVs2FBE1q+//iqp8rT4sBBix44d8d133yEtMdMw108RB1agZIpfQECA1DpQpB6B+/fj0aDBsHR0RPHDh4z2S0RHyKswrJ9yBkEvQ+FS1gGtv6gAc3PjtFwYA/5PfPHXyqW4feaE3M5iaydi4r33W6W4eKEh4Ffj6jHD4Hv7Jqq06ZCuViASHhop646usKIV86LFgHJGazEzdd68eSOBvKx9w6KCOqLCwhAVGIjIwFeICgmWYP1ozMxEBFnYZYf5/9s7D/CmyraP/9ukTffeQFt2C2VvkCVLNshQQZaKC/dClFfAhYLbF8XxivjJFBkieyMbyqa0lEJbKN17p0nzXfeTphZoodA25yS5f9f1kJNzQvLk9OSc/7mnsxOsy7KiGGn/Zvdy/Zb3lYcxSwyNT12GDJG9+DEEPZP4cfN1wMAnW7D4qQJ1YYHop/Xra88K8UN/27aDhuGJr38UzUpNSfwQJDa6j9WnwZMVKD/LuFV2bVQKDHyyJawVVrhyOhURB24Y9fMZCJeX0ssLqkYNYRcSIixEFLdoRXFBOh1K8/JQkpSI4uhoFF26hJIbN0TRRV1Z/Aojb9gFxtQ65OM1VPCkKH4KsDNQkp+P3X//DZ26GGMGDYTcObE5FtcjM6G0tRZ34CoHdkPcCp3sL+zfjQMrlpaLhKDW7dBn8lPwahBkMsdnZeuD23aAX5Nmwgp0fONao1uBvAOdRYXxw2tjcOCPaAQ0dYO7H/eZk6rGEMUC0SDroI5ihXJzoc3LEy4yEUSdkQHQMFiHyE3m4AhrezvZ3+xZIiyAmDoxTfbt27c8bdLR8d8Tdvru3ZgSc1ksj2kin7TnyqCidFSQjugzoTk8A5yknpLsSIyOwq5fFiP5SrR4TvV7ek96Co07dJatu6aq47Oy9QYr0NpP5koSC0S06x8oMg9JiG/76QLGzuzAqfESQ8eFlZ2daNCq9PaGTqtFaX4+tLl5KM3Lha6kRFiHaJT9BxFgTaKIgqppkKBipIUFEGNUcnftKl+W6wWSIJfXjl8uANTmooc/mneVvjCfnCguKMCBlUtxevtm4QqwtbdH14cfRbvBI6A0sbThuyG1FcjK2gr9p7bAqo+OIT0hD//8EY2+Zb3DGBlZh1xcxCi3DpVZhkgYCYFkCKYug8STEEIkiEgYmdnvxhRgAcQYDTIR5+2v2+Z2tRX3Q+KHKj171ndCz0eaST0lWRF97BB2/7IYeZkZ4nmLXg+i18RpRreMGAs5WIGo3lT/aS2w8dsziPjnBuo1c0OzTtx4V+7WIUIIIgqmzs8vF0HieVGRGMJlRv/PxgbW5C5zLLMQqVSyvkk0B1gAMUYj/+jRf03CMiZ8SyxuRGeJINSHpoexu6FC+wpyd8WcOFLu7ur/1AwEtWoLc0dqKxAR2MJTNNwN3xKHvb9HwSfQRQTmM7VHXSRFC0GkUumzxMqahZaWlEBnSLHPL0BpUaFwm2mzs8QQ/0+h0FuHysQUiSpKw2dRVHt/KxZAjNGgLs1yJ+lKNo5v0tet6T2hOV9ghEVMi9PbNuPAyt9EFWfK5uo0Yiy6PDweNraWkforBysQ0XlYQyRezhYCfeuP5zBmZkfYsECvMdT5nCgoKLip8F9dIdxdZQHVhHCRFRb+ayUqLBTrdLm5ItDaAAVSG6xL+kd7WNmpLDLAuqDMnWj4290PLIAYo5F/WG85kCvFhRqR8q4r1aFpJ18078IuhpTYK9jx03+F5YPwbxaCgdNfgFdg3ZbBlyNysAJR011KjdfHA+Vj77JIER/EVoGaQRl/1MuKupwTDuSCMvY+VSqFKBKjtFQfR0RuMrVaX52aWkJoNBShrx/lWMHa1gZQ2Qkrk5XKVv9I72emlp+CggLxt6K/WcUs43vFPPcQIzs0aWkovqS/iMqV/SujkJteBGdPO2H9sWS0mhIcWbsKR9etFmnutvYO6DVxKlr3e8gi7zblZAWieKBB08Ow4avTuHQ0Gb7Brmjdt77R52FuUEVjwiCCZIdCAZ1GA10JDXXZcokQS5VC1iIbm5sHiQUzEctubm7lf7P7hQUQU+uQSZL6xBiWifwj+q7KjqGhWDD9qZu2yYGYUyniYkLnhgFPtITK3nJ/GtS6YsuiL5ESGyOeN+3SHQ9OfQZOHp4w1+PzTuvlZgUi6jVzR/eHG+Pgmss4+Ee0qBfk39h4DVvNVeBSewgfHx+UkLAwEWuIJj0D6isxUF+5iuIrV8RyScLtRTNFxIy9PWz8/WETEACbAH/Y1KtXthygL/BoIuKIfp81sfwY4FYYVcCtMGqXG7NnI3vNn/CYNg2+M9+CnCjMU2PFvKMi64uCTLuOagxLjfUJ37QBB1f+Bq1GAzsnZ/R/6nk079ZT6qnJiqunTggrkNJWhae+/Vmy7Dc6dW//+QIuh6fAwdUW42d1EtYhhtHm5QuLe1HkRRRfjERRZKR4Tm61qrB2dIRNUCBsg4LKRjBsy54rPDxMRhzdy/Xbcm9zGeP6bA/p+0I5dusKufHPqmghfjwCHNFpaENYav+urd99iYTIC+J5o/adMODpF+Hkzl3I5WoFogtS30khyEjMR8aNfGz+/ixGv96esxYZKJwc4dC+nRgGyGWmvnYN6rg4lMTFiUd1rP6RWnhQAHZxxEUxboWav5YLo2CDQAqCDYkjNzeTEkcVYQtQFbAF6P6hlgInT54s70CsTUhAzMBBIsivyaGDOB0VVb6tNsyYNeHKqVRs+eGcKDZHFXZ9gizrb00//3O7tmHvbz+jpLgINnb26DtlOsL6DjDZk9q9Hp8VW2FUtl7OViAiO7UQf3xyHMX5GjTr4stB0cw9U6pWo6RMHKnj4qGOiy1bjoMmMenmJrC3YO3iUsFqFATbwAblbjVqeC1FMDZbgBjJoJYCnTt3Lm8poC7L/rJv2wZqheKmbRXbZBh9nnkl2Ls8Uiy3HxhoceKH+nZtW/y1uJgT9UPD8NDzr8DVx8+ijs+KrTCqe2zKxQpEuHrb46GnW+Gvr/VB0Z71nNB+oPx6sDHybvqqatxYjFuh7LOSeBJFN1uN1PHx0CQloTQnB0Xnzolx+xtbCxFkEETl8Uf1/l2moo9SwQKIqXPyj5S5v7p2g5zYv+qSxbq+4s6exub/foaC7CwobGzwwKOT0WHISIvN8DLVjDAD9Zu7o+f4pti/8hIOr4uBu68DGrbxlmw+jPlgrVJB1bSpGLdC9YrU8ddushiVXE8QLjVNYqLIUqNHGoXh4ZW+P7nQlBSQbRBJNPz8RI81pY+PeDRU1a5tWAAxdQqlUBcYMsC6ddVnIsgAcn1FH08Wrq9+U0KhsLGMC3+pVotDfyzH0fWrhVmburUPe2UmPOsHSj01k0NOViAirHc9pN/Ix4X9CaKeFcUDWZpVkzEu1vb2sGveTIzKzv1U/kRz44YQRCWJiSI7rXyZ4o5yc6HNyhKjstij8s9xcYHSxxs2ZYJIL4x89I8+FYQSVds2ZQEUHByMuLi429Y///zzWLRoEfr06YN9+/bdtO2ZZ57B4sWLy5/Hx8fjueeew549e+Dk5IQpU6Zg/vz5UJppYSg5UxwdDW1mpijpbt+qFQpkkF5alF+CvSuiLM71Ra0sNn2zAAmREeJ56/4Poc+U6RZTzdncrUA0n16PNEVuWiHiIzKwadFZjH27I5w96ubumWHuBFmTSbDQsG9bebscbW4uSm6QGPrXaiQEUnIKNCn6IQpC5uRATeOyvjRHVVi7usLGxxuFrm7VmqPsFMHx48dFMKKB8+fPY8CAARg3blz5uunTp+P9998vf05VOw3Q/x06dKgokHTo0CEkJiZi8uTJom7Axx9/bMRvwhD5R4+JR4eOHUQfG8hAAB1ZH4PCHDXc/S3H9RUTfkxkeRXl5YrO7ZThFdK9l9TTMnnkZgWiStFUJHHtZ+GiUvSmRWfw8BsdYGvBda0Y+aJwdoaiuXOlFiRDkgZZiYQYSk0VjyXly6k3rRdCKTsbxdnZKKigIe6E7H4V3t43+60/+eQTNG7cGL17975J8FRVAXL79u2IiIjAzp074evri7Zt2+KDDz7AzJkzMXfuXNjSRZgxGgXHDO6v7pADSVezceGAvkhYn4nNzd71RRWd/1m+FOGb1ovnvo2aYOjLb8HdL0DqqZkFcrMCESR2hs5ogzWfnBAiiHqG0XOF0ryPdcY8f18KFxcxVE2aVPk6IZRycsrFUHpsLDBx4l3fX9a/CLVajd9//x1PPPHETWmdy5Ytg5eXF8LCwjBr1qzypmjE4cOH0apVKyF+DAwaNEikxV24oK9xUhnFxcXiNRUHU3MKTp6STf2fUm0p9i2PEiVRQ7r5IaBJ9cykpkpeZgZWzZtVLn7aDx6BR99fyOKnjqxAGnUxjv+1BnKA3F5DZ7SGUqXAtYuZ2LX0ouhxxzBmK5RcXYVIcuzeHW7DhpmmBagi69evR1ZWFqZOnVq+bsKECQgKCkJAQADOnj0rLDtRUVFYu3at2J6UlHST+CEMz2lbVVCM0Lx58+rsu1gS5G6cM2cO1AkJUOz/BwpPT6iaNbtpm2HZmJzfn4C0a3lQOSjR/eGq7ybMgYSoi9j45XzkZ2ZA5eCIQc+/gqad5JWFJxVVHYP3e2zSybfHuIn4c/4cnN6+Ge2HjIKLl/QZWBTbNvjpMBELRAH/Ds626DGuCdcIYhhTKIRIlhtyWW3cuLHK1+zevRv9+vXD5cuXhavs6aefFkHU27ZtK38NWYiopsfmzZsxePDgKi1ANAyQBahBgwZcCLEGpHz5FdJ/+AEuw4ej3kJ9jyWpyM8uxvI5R6Au0opGp2G96sFcObNjC3Yv+QGlWo3I7hr5xrtw9zff7ysH6DS6+v1ZuB5xHmF9B2LQsy9BLkQdTcLOJfrA926jG6P9IK4RxJg31S2EKFsXGIkYiuN56il948yq6NKli3gkAURQbFBycvJNrzE8v1PnWJVKJXZUxcHUjPyDB8WjYw/p43+oaSSJH59gF7R4wDxdQJqSEmz/8Vvs/HmRED/UxHTCh5+x+DECZFXp+dgUsXxh706kJ1yDXGjexQ89xuotnlQjKKIsBo5hLB3ZCqAlS5aIrryU0XUnTp8+LR6piy/RrVs3nDt3DikpKeWv2bFjhxA0LVq0qONZM0RpaSnOHDqEcydPolSnEz7ZitsoFosGLRuD65EZ+po/VkDvx5rB2tr8XAB5GelYPe9t0daCvugDj03B8FdnwdZeuiqrcqWqY7Cmx2ZAs1A07tgVOl0pDq36HXKibf9AtB+kr/W0Z1kkLh2vOhyAYSwFWcYA0cmHBBDV76lYuycmJgbLly/HkCFD4OnpKWKAXn31VfTq1QutW7cWrxk4cKAQOpMmTcKCBQtE3M/s2bMxY8YMYeVh6p7CwkK07dFDLJ8bPlzUgai4jYLXjdUKo7RUhwN/6K2D5PYyx5o/STHRWL/wA328j6Mjhr70Fhq27SD1tGRLVcdgbRybDzzyOGLCj+LS0YPi7+LX+PbquVLRdVRjqAu1IhZu55KLUNoo0Kit9LFKDCMVshRA5PqiYoaU/VURigeibV999RXy8/NFjM6YMWOEwDFADQz//vtvUQiRrEF0EiMhVbFu0L2Q8NZbyDEUiqs0XOr2dZWGVVX6X3W1uk5X2YcYYy63vGHFYofO/fpDSi4evIH0BH3gc+fhjWBuRB8/jM3ffCYykKiq88g3ZsPNT28NZYyPV2AwWvTsi4j9u3Fg5W8Y++4HkAuiUOKjzVBSrBVxQdt+Po9hz7dBgxYeUk+NYSRBlgKIrDiViQgSPLdWga4MyhKjgOfaIG/XblJVtfJelkJBBfeBy6CBks1DXajB0b+uiGUqeGjnZNyss7qEfh8n/l6H/cuWCFFKqdjDXp4JlYSNBRk93cdNROTB/Yg7ewrx588gMKwN5AK1fnlwcgg0ai1iTqVi0/dnRbp8gxAWQYzlIUsBJCd83p4Jl1svKpWmkVayrrLXVfpfb19ZaapqjT63enOp9ufeYS75RUXAeH3lbtsGDSAV4VvjRLNTVx970SfJXNBqNNj9y2Kc3bVVPG8zcCgenPo0rFmoywJXH1+0GTAYp7ZuxD8rlmLCh5/LKvWcqkUPeLIlND+cQ9y5dJEmP/T51mgQyiKIsSxYAN0F93HjOCPsHlHm50s9BeSkFeLMLn0mTo8xTcymCm5Rfh42fvkJ4s+dFiK07+Sn0G7wCFldYBmgy+jxOL9nh2iRcfn4YTTtLH0mZEXo9zD46VaiSnQsiaDvzmLIc60Q2MJT6qkxjNEwj6sCw1TS70urKUW95u4Ibu0FcyA3Iw0r33tLiB8blR1GvTkb7YeMZPEjQ6gdRoehI8UytSIhq53coDYwDz3dSvw+tCWl2PzdOcRfSJd6WgxjNFgAMWZHanwuok/oyyBQ/RNzEAhUV2bFf95E+vV4OLl74JF5n6JxB30NLEaedBw+BvYurshMTMDZnVsgR/QiKAwN23iJGwaKCbpyKlXqaTGMUWAXGFPrUBuBN954o3y5uttqiyMb9IHPTTv5wruBM0ydxOgorP10Hopyc0RRQ8oscvH+t7QAc29UdQzW9rFJAek9xk/Ezp+/w6E1KxDasy/sHJ0gN8gdRh3kd/zvggiM3vrTeREoHdKVswkZ80bWrTBMoZQ2Iy9uRGdh3ecnRbHDx+Z2gZuPaWdFXT0djr+++Bia4mJRU2b023Ph4OIq9bSYalKq1eK3t14UlruOwx9G78dvLu0hJ6hZ8J7fIxF5WF8ksecjTdG6r3RJDAxjsa0wGOZeIS1/ZEOMWA7t4W/y4ufigb1Yv+B9IX6CWrfDuPc+ZvFjYlBmXq/Hp4nlU1v+QnaKfCswU3bYg5NC0eZBvej5Z1U0jm+6WnldM4YxA1gAMXVSyTs2NlaMW1sK3GlbTYk7n47Ey9kirqHjkIYwZc7s2IzN334mLAghPXpj9Mz3YGtnL/W0zIKqjsG6OjYbtu2IwFZtRSD0/uVLIWeoThB1jO88XP/7ObbxKvavuCSsQwxjbrAAYmodainQsGFDMWi5uttqgq5UV170sFWf+nByN922J+GbNoi4EaLtoGEY8sLrUCjNp4ij1FR1DNbVsUlB+H0mPSnKFlw6/A8Soi5CztB8qXAoucCotBe1ztjyw3lRQZphzAkWQIxZcPlkCtKu5cHGToEOg4Jgqhxd/wf2/vaTWO40YgwenPYMrKz5Z2rqeAc1RFifAWJ5328/Q2ekRsA1geJ/HpoeJiyqsWfTsP6LkyjIUUs9LYapNfjMypg81PCUTPVEuwGBJtnyguIsDv2xDAdW6F0k3cY+hp4TpppFCj+jp8cjj8PGzh6Jl6NwYf9umAKN2/tg5CvtYOdog5S4XPy54AQyk6QvdMowtQELIMbkiQlPQVZyAVSOSrTp18AkxQ8Jn8NrVojnJHyonxSLH/OC6jd1G/OoWP5n+a+iqrcp4N/YFWPe6gAXLzvkpBXhzwXhuBaZIfW0GKbGsABiTBqK/TmxJVYsU/aKrZ3S5MTPwVW/49iGNeJ53ynT0XnkWKmnZdaUqqWLZWk/ZAQ8AuqjIDtLWPxMBTdfB4x5qyN8G7qguECDjd+cwZnd1zhDjDFpWAAxJs3VM2nIuJEPWzsFWvetD1ODrD5H160Sy32nPiNaWzB1gzZPjewdcUj+/ET5uuJrOUadAwWz9532jFg+vXUTUuP0rltTwMHFFqNea4fmXfzEjceB1dGibhC10WAYU4QFEGOy0N2nwfrTqm99qBxMK/bn6LrVOLxmuVjuPelJtB88XOopmSUlKQXIXBuNxE+OIXdXPEoL/u3Llf5/F6FJr72Mr+oQ3LodmnbpDp2uFLt+WWxSVhSljQL9poaWtZgBLh5MxPovTyE/u1jqqTHMPWNa/gLGJFAqlXj++efLl6u77X7q/lDfL6VKYXKxP6e2bsSBlb+Vx/x0HDZa6imZHcVXspC7PwFFFeJVbBo4w7tLQzxX8CwKIzJgXaxD+v9FwOeFdrV6bN6NPpOfElW+EyIvIPLAXtEmw1Sg2LS2/QPh4e+IbT9fQNKVbKz55IRop+HXiAt1MqYDt8KoAm6FIW/osKVgzOSrOWg7IBA9xjSBKVV4piKHRNcxj4l+UUztHRfFMdnI2RUH9dUy95YVYBfqCede9WAb5FIeXK7NKUby16dQml8C5wcbwHVgsNEtgCSCqXP8tC9/EL3DTA1KPtj8/VlkJhWI9jPdHm4sbkY4gJ+REm6FwZg1CVGZQvxQjZK2/U3H+nPl1HFs/e5LsdzuoeHoPm6C1FMyG+FTFJ2J1B/OIu3nc3rxo7CCYxc/+L7eEV6TW0AV7HrThVnhooLbqMZiOXfvNahvGDcrq8Ow0XDz80d+ViYO/6nPADQ1KDh67MyOaNLRR5SjOLjmMrYsPofighKpp8Ywd4UFEFMnF6PU1FQxbjUw3mnbvXBqe7x4bNEjAI6uplH1+frF89j4+XzR3oJcHpTxxXfKtSR8Fp9F2v/OQx2bAyit4NjNH35vdYL76Kaw8bKv8hi0D/OCfSsvoBTI3HAZKSkpNT42q4vSxgYPTn2mvE9Yarw+ns3UsLVXYuCTLdHr0WawVlqJxITVHx9HSpxxA8wZ5l5hAcTUOgUFBfDx8RGDlqu7rbqkXc9DfESGCMI0FetPSuwVrPv0fWhK1GjUvhMGPfsyV3iuIcVXs/UWHxI+dLFVWsGpewD83+wE95FNoKxCGN96DLoObQQrG2tkR6fA19e3RsfmvdKwXUc06dRViOIdP35rEhWiK4OEPLWgGfNmhXpBC8Nxdg+nyjPyhc/AjMlxZmd8eZVal1vu7uVIZmIC/vz4PagLC1A/NAzDXn0bijoOsjVn1Al5SFtyXogfvcXHGk49AuD/Vie4jWgMxT1aBJVuKjj3lq6EwoPTnoWtvT0So6NwZscWmDI+QS4Y/04nNGzjhVKNTnSU//vbM8jP4iwxRn6wAGJMirzMYlw6niyWKfhZ7lDBOxI/9OgT3Bij3voPbGxNw2UnN0pSC5C+/CJSvj2FoqhMcfaiGB//NzvCbXhjEdNzvzj1qn/Pwqm2cPb0wgOPThbL/6xYityMNJgyVI5i8LOtRDNVitEja+2KD47icniK1FNjmJtgAcSYFGRSL9XqENDUDb7B8s7OKykuwvoFHyA7JRluvv4Y8848qBwcpZ6WyaHJLkbmn9FI/jIchWf14sC+jTf8XusoYnxqQ7hY2yrgXMGdWmrkIN42A4fAv0lzYSXcs+RHmDrkEqNmqmQN8g50RnG+Btt+Oo8dSy5wgDQjG1gAMSaDulCDC/sTTML6Q7EcW/77hWh8aefkjNFvz4WDq5vU0zIptPklyPr7CpIWHkf+8SQRqGwX4gGfl9rB87EQKGvZ/enQ2qd8Oeef6zAm1tYKDHj6BVgrFIg+dgiXjh6EOUC1gqiPWIfBQSJm79LRZKz84BiukwWPYSSGBRBjMkQcvAF1kVak3gaHeULO7Fu2RFzIKNZn5Juz4RFQT+opmQylxRrk7IxD0oLjyDuQAGh0sG3oAu9nW8NrakvYBjjVyedaWf+bkZd/JBGarCIYE++ghug0Qt8Hbtf/vkdhrnlkUSmU1ug6sjFGv6EPkCY39oYvT4k2GmwNYqSEBRBjElCNkbO79XfllPlV8WIlN05v24Twv9eJ5UHPv4r6IS2lnpJJoNPqkHf4hhA+OTvjoSvWwibAEV7TWsL76daijo/R0OiQs0MfbG9Muo55FJ71A0XM2J5fTd8VdmtX+Udmd0aLngHiecSBG1g+Vx8bxJlijBRwKgpT61AbgSlTppQvV3fbnYg9m4bcjCKoHJWiGaNciT0djt1LfhDLFNga2qO31FMymbYVWX9dQUlSvnhO7i2XgUGiTk9ti92qjkHDeqoMrbBWoOBkMpx71oONn/Hitqg20KDnXsaK2W+KiuHNu/dE4w5dYC7Y2inRd2IImnf2xZ7fo0QlaYoNCm7liV6PNYezh53UU2QsCG6FUQXcCkNebPjqFK5HZqL9oEB0G91Etunuy955DcUF+WjZp7++1g8XOrwj5GbK3ny1PLjZyl4J14FBcOzsDyuFdPsufdlFFJ5LEzFH5HYzNvt+/wUnNq6Fo7sHpn72Heyc6sbtJyWaEi3Ct8bh5NY4kdhgo1Kgy8hGop4QtdVgmPuFW2EwZkNGYr4QP6QlWvaUZyxNcUEB1i/8UIgf/2Yh6P/UDBY/d0BXohVxPsmfl2V2WQGOXf3h90ZHOHULkFT8EGR9orMjNVItvpJt9M/vPn4i3APqIz8zA7t++R7mCHWW7zK8Eca/20k0US0p1uLA6mj8+ekJJMYYf58zlgcLIKbWIaNifn6+GJW1wqhqW1Wc36fP/Apu7SXLwoci42vR58hIuAYndw+MeO0d4cpgbof+5gXnUpH0ebg+zqekVAQ4+7zYDu6jmkDhWPf7rapjsOJ6csE5dtK7WrO3XjV6jArViho841VRLTzy4D5EHf4H5opngBMefqM9ek9oDls7BVLicrF2YTi2/++CcHszTF3BAoipdaiNgJOTkxiVtcKoaltVqe+RhxPFMpnG5cihNSsQc+IoFDY2GPHGu0IEMbdD8T1pP51DxrJIaLOKRf0ejwkhIsC5rjK7KqOqY/DW9S79gkSLDHV8LooupMPYUF2gLqPHi+WdPy1CXobx52AsKM4rrFc9TJjXFaHd/YVFMPp4MpbPOYJjG6+gRK2VeoqMGcICiJE1UUeThGmcUt/rh7hDbkQfPYQjZZ28B0x/QVy0mJspLdIg668YJH9zUu9OUlrDuV8gfF/vAIfW3rJ1FSpcbOFU5nLN3hYrstSMTdeHH4VvoyYoys/DtsVfm322FDU2fnByKMbP6gT/Jq7QlJTi+KZYIYToXGDu358xLiyAGNlCJ7tze6+XW3/kdqFMi4/FlkVfiOX2g0egZe9+Uk9JdhRGpCP5i3DkHbohChnah3nC77UOcB0QJKovyx3nXvVh7aCEJrUQ+eFJRv98qiM1eMbrUNrYIvbMSZzevgmWAFWPHv16ewyaHiYyw6h20M4lEfhzQThuXM6SenqMmcACiJEtVC02M6lAZIeEdJVX6nthXi7Wf/ahaHcRGNYavSc9KfWUZIU2Vy36dqX/FgFtjhoKTzt4PRkGz8dbQGlCqc7Wdko4P6ivOk51gUolcMV41m+AnhOniuV9//c/pMbHwhKgG54mHXwwYW4XkR2mVCmQfDUH6z47iY3fnBbLDFMTWAAxsuXcHr31h8SPrb18SlaVarXY9PUCZCcnwcXbF0NfnilaGDBlgcThyUj6oiy7yxpw6l0fvi+3h11T+bkwq4NTV38o3FUozVUj7+ANSebQ7qHhaNS+E7QlJeLYI+FtKShtFeg4OBiPz+uKFg8EiBR5arC65tMT2PTdWaRey5V6ioyJwgKIkSV5mUWi+CERJrPg50N/LEfc2VNQqlQY9eZsOLgYsUKxjNFkFCHtl/PI/OMSdIUa2Pg7wmdGO7gNbmgS7q6qsFJaw3VgsFjO3XtN9Cgz+hysrDDouVfg6OaO9OvxwhJkaTi6qdD38RARKE03ReQRp3PE6o+OY+uP55BxQ19Ek2GqCwsgRpZcPJQIinekru/UUFEuXD0djqPrVonlgc+8JPo3WTq6Uh1y/7kuurUXR2eJIGfXwcHweaEtbOuZRwE/6j5Pgo7ac+TuuSbJHEhoUzwQXfnP7NgiAvAtEVdve/Sb2gKPzemCpp18RcZYzMlUrPjgqEidp+rSDFMd5ONXYMwGhUKBsWPHli9Xd1vFC+rFg/rUdzJ5y4Xc9DRs/u/nYrnNgCHc5qIstT1jzSWUXM8Tz1WNXOH2cFPYyLBe092OwTsdm5Sm7Tq4obBwUb8ypx4BULobP5YpqHVbdBr+MI7/9afICvMObgQ3X3nFxxkLdz9HDHyyJTo8FIRjf1/FlVOpInU++kQyGrf1RtsBgaLAIsNUBbfCqAJuhSEd1yIy8Nc3p0Xcz7RPe4gYAKnRajRY/f47uBEVAZ/gxnjsg4VQ2trCUiGRSp3aKT0cWh2s7BRwG9IIDp18ZZetV1vQqTLt53MojsmGQ3sfeIxvLtmxuGre20i8FClS5B+dt8Cij0UDqfG5omZQ7Ln0mxqwkhCiIqrcXsNyyOFWGIypElEWaEoNE+UgfoiDq/5PiB9bewcMf/Vti77gaLKKhRCgHl4kfuxCPeD3Wkc4dqa4DPO9yNB3c31I7/IsOJUCdaI0MSeUGj/s5Zmwc3ZB8pXL2GuB8UBVpc4PndEGj77XWRRTtFZaiZYaWxafw/K5R3B+fwIXVGRuggUQIysKc9W4cjpVLLfoKQ/319VTJ4TLgaBO3W5+/rBUCs6kIPkrfUFDqpLs9nATeE5uIYoGWgK2DZxh38oL0AE5ZP2SCBcvbwx54XWxfGb7JtEug/m3tQYVU5z8UXfhHlM5KJGdUoh9y6Pw2zuHcHTjFRTkqKWeJiMDWAAxtQ71UqK7ZRq0XN1tBFV7pc7QPkHO8KrvDKnJz8rE1u+/EsttBw1Dsy49YImUFmqQvjISGSuioCvSwKaBM3xebg8n6tpuYlafqo7Bux2blTZKjZWuaWfDth3QZfQjYnn7D9+KwpzMzVWlu45qjMkfd0fPR5rCxcsORXklOLEpVgihXb9dRNKVbK4ubcGwAGJkA52IIg7o3V+hPQJkMZ9t33+FguwseAUGo/fjT8ASKYrJElafQrLMWUO0sfB5trWsA53rEhtvBzh2NDRKjZX0Atp9/AQEhrURdYE2fPYRivL0wejMv9jaKdG6bwNMnNdVVJammyutphSRhxJFZemVHxzDmV3XhDhiLAsWQIxsSLqSIyo/K22t0YzSWyXm1Na/Rdo7NTkd+uIbFhf3o9OUImvzVRHvo80uFtWcvZ9tI9pYWCks+9RBIpDS/dWxOSiKypRsHtbWCgx9+S24ePsgKzkRm79diNJSjnOpDGuFtagsPfbtjqL7PNUSUtpYi/pBB/6IxpK3D2D7z+dxPTJDBPkz5o9ln8UYWRFxIEE8NunoK3nlZ2o3sH/ZL2KZLD9kAbK0ooYpi88gb/91Ee/i2MkPvi+1hyqQMyIJpasKTt31VsocsgJJeMGk+kAjXn8XSluVEOyHVi+XbC6mALk4/Zu4iVpCUz/tgd6PNYNXAyeUanSIPpGCDV+dxu9zjiB8ayzys4ulni5Th7AAYmRBcaEGl8NTxHILid1fmpISbP72M9F2gNoPUOyPJVF4MR3J354StX2s7JXwnBQK9zFNYa2SR0aeXHChBr12ClELqfCsPnBfKnwbNsbAZ14Uy1SoM+rwP5LOx1RQOdggrHd9PPJuZ4x/pxNa9qoHGzsFclILcWT9FSyddUi027h6Nk24zRjzggshMrKACphp1KVw93OAXyNprQyH/1gmAkrtXVwx6NmXTS7I937RaXXI2R6L3H36HmwU6Ow5IUSSgn+mgLWDDZx710fOtjhkb4+DfZiXaJshFaEP9BFp8eGb1mProi+FW8y/iTS1ikwRSqPvM6E5eoxpIm7GLh68IdLoqd0GDcoma9jaC407+KBBqAcUEv6tmdqBBRAjC+hkY6j8LKXguHHpIo7/tVYsD3j6BTi4usES0OYUI31FJNRlHbbJveM6pKGkF3RTwKlHPdEgVZtRhPzjSXDqJq31stfj05CZmIArJ49jw8IPMeGjL0TKPFN9bFQKUUeIBsUHUV0yukGj1PnII0likIu+URsWQ6YOCyCm1qE2AkOGDClfvts26uacEpcLa4UVmneVrqw/ZdJs/e5L6HSlaNGzL5p26gZLoOhyFjJWRqI0rwRWKoVwdzm09ra44/NOx21VUJNXl36ByNoQg5zd8XDo4Ctp41cKih7y4ptY+d6bSLsWh/ULP8Cj8z6FrZ1lZuzVFI8ARzwwrim6j2mCpJgsXA5PRcypFBRk3yyGGrbxEgHWLIZMC26FUQXcCsN47F8RhXP7EsQJhNJUpWL3rz/g1JaNcPLwxJSFi2DnZB6NPO/YxHTPNeTsjBOBzjZ+jvCYGCLSvJl7y5ZL+iJcWIFcBgXDpW8DqaeE7JRkLHv3NRTmZKNxxy4Y8fo7QhwxNae0VIekmGzhJjOIIQMshkzr+s0CqApYABkHjVqLJTMPQl2owYiX2qJBCw9J5pEQGYGVc94Sy2NmzUNw2w4wZ0qLNchYdQlFEfq+SQ4dfeE+sjGsbPgieT9Qa4yMVVEiKNr/rU4iPkhqEqIu4o8P3hHB/NS8t9+Tz1lMPJsxbyIoTujyyRTEnLxdDAW19BDntAahnnByV0k6V0sip5rXb3aBMZJCJw0SP86edqgf4i5Z1tf2H78Vy2F9B5i9+NGkFyLttwhokgsApRXcRzUpL+zH3B/2bbxhs++6yAjL2XcdboP1PcOkpF7zUAx58Q1s/PITnNmxGc5e3ugyapzU0zIrrKytENDUTYye45reJoYorZ6GwZ1GVqHAFh7wb+oGG5n0ObRkWAAxtQ61EfDx8RHLKSkpcHR0rHLbhbLKz5T6TicTKTi2fjUyEq6JgOdeZl7tmao6Zyy7iNICDaydbeE1uYXob2VJVHV83um4vRt07LoMCkL60ggRFO3cPQAKV+nv+Kl1S9/JT2HP0p9wYMVSOHt6ifg2pu7FELXZiI/IwLWLGUiOzREB1TSo6jS5xvybuCKwhaewEHnWc2TrnASwAGLqhIKCgrtuy0jKR+LlbHHioIwLKUi/Ho+j6/4Qyw9Oewb2TuYrBvIO30DWxhigFLCp7wSvSS1kcZGW0/F5p+P2btiFeMA2yAXquBwREO0+uinkQPshI5GTnobwv9dh2/dfw8HZxeytnFJD5zQqtkijy4hGKMovwfXITMRHpONaRAbyMovFcxpYS8UsbctcZfpBz5m6hwUQIxmRhxPFY1CYJxzdjH8h1pWWiiaSpVqNKHjYrOsDMNuWFhtjkH80STx3aOstMr043qd2oTt418HBSF18Vp8S37O+bPql9Z44DXkZ6Yg6tB8bPv8YY9/9APVCWkg9LYvBztFGBEbToLDbrOQCxF/QW4cSLmWKFPuoI0liEFSZmlxl9UM84NvQRfQzY2of3quMZEQfSxaHYMue0tROObNji6j7Y2Nnj35PPm+WJmhtfgnSf78I9dVswApwfSgYTr3qm+V3lQOqYFdhCaJO8VRU0nNCKOSAlbU1Bs94FeqCfNEuY92n8zB+znz4BDeSemoWB/323P0cxWjTrwG0JaVIjMkSYohcZmnX8srHyW3x4nfrGeAI34auQgz5NXKFu6+DZCED5gQLIEYyyCzs6eOIwJaeRv/s3PQ0/LPiV7Hc87HJZlksTpNWiNQl56FNLxL1fTwebQ77UOPva0uDUuGLojJQeDYN6t55sK0nj3IKCqUNhr82C39+PAcJkRew5qP/4NF5C+ARUE/qqVk0ChtrYemh0W00hDWIxBC5ym5EZyE3owjpCfliRJTFTFKGGYkhgyDyDXYRVibm3mABxEhKSHd/WBv5ToZM0Lt++R7qwkL4NwtBm4H64nfmRHF8DtKXXkBpvgYKdxW8praEjW/1g3qZ+8fW31FkhRWeTkX2tlh4PyFdbatbsVHZYfTM97B63jtIiY3BHx++i0femw83P2li8Jjbofif5l38xCCoIWvy1RwRVE2PKbE5InOWBBINA26+DvAjUdTIVbQT8vB3hLWC6xDdCRZAjHRYSdP49PKJI4g5cRTWCiUGPv2i2RWIK4xIR8aKSOhKSmFTz0mIH4UzB1UaE9cBQcICVHwpU2Te2TWWT0sVlYMjxrz7PlbNmYmMG9ex+v138Mjc+XD14VIIcsTRVYVGbb3FILTaUmQk5JcLoqSr2chOKRRxRTSoOjWhVCngG+QsXGckiOiRg6tvhgUQU+tYW1ujd+/e5cu3bmvXsjNyM4oRGOoFZw/jNtosURdj79KfxHLH4aPh1SAIZpfp9VeMqOxs19wdHhNCuYt7NY/POx2394rS0x6Onf2QfyQROdtioXqujazirhxcXDHuvY+F+MksE0Hj3yMR5Cv11Ji7oFBYi8atNFr10a8rzFMLMVRuKYrNQUmRFgmXssQwQOdbj3qOIqbIw98RHgFOogG10kJrEnEl6CrgStB1g1ZTiqWzDqIwtwSDn21VfldjLA6uXoYjf66As6c3pn3xPWzs7MymIi1daA2d3B07+cFtVBNYKeRz0bU0tDlqJC08LixxnpNawF6CWLe7kZeZgdXzZokGqi7evnhkznzRRZ4x/XYdmUn5SL6itxCRMMpIzBc3RrdhBbh42VcQRfpBLjWliWaKciVoRpbEnk0T4odMsUGtjHtByEpOwvG/1ojlPpOfNB/xoy1F5ppo0Y6BcBkQBOcHG8jK4mCJKFxs4fRAPdFvjWKB7EI9ZJe54+TugXHvfSREUFZSIlbNm4Vxsz/kmCATh+IqPQOcxGjxgD7MoLhQg7RrufqCjIn6oow0KBklJ7VQjKtn0srfg04frj4OekFkEEb+emFkLj3OZCeAgoODERcXd9v6559/HosWLUJRURFef/11rFy5EsXFxRg0aBC+++47+Pr+a7qNj4/Hc889hz179sDJyQlTpkzB/PnzoVTK7utaHBfLav+EdPMXplxjsmfpj6IvUmBYGzTt0gPmgK5Ei/RlkSLtGtZWcH+4KRw7shtDLjj3qo+8I4nQpBQIgerYQX5/G2cPL+H+Wv2+XgStnDtT1AkyN/ewpaOyV6JeM3cxDOh0OnFDmnEj7yZRRMvFBZryuKIrp1JvEleuPvbCfVZRHNE6Y5/Tzc4FlpqaCq1WW/78/PnzGDBggBAzffr0EcJm06ZN+PXXX4WJ64UXXhD++oMHD4rX0/9t27Yt/Pz8sHDhQiQmJmLy5MmYPn06Pv7442rPg11g9w+1FCAhS8TGxpa3FKD0zh9e34n3fp8AlYMScfFx99RuoCZcOXlc1D6xVigwecF/4Vlf+o7dtdHQlFovFF/JBpTW8Hw8FPYh0jSTNYfjs6r1NSV33zVkb4mFwtUWvq93hLVM4y3IHfbnR/9B2rU42Dm7YOw778O3UROpp8VIgE6nE73M/rUW5SG9bJliiyrDWkH1jRxEfSNXb3shiFy9HcQjWfyNaZE2m27wr7zyCv7++29ER0eLL+Xt7Y3ly5dj7NixYntkZCRCQ0Nx+PBhdO3aFVu2bMGwYcNw48aNcqvQ4sWLMXPmTCGubG2rFwXPAuj+oQsJWd6IvLy88gvJ6Z3x2L3iHF7/Zdht2+oSjVqNpW/MQFZyIjoOfxi9zaDfFxU4TFtyHiXX80SNH68pLaFq5Cr1tEz6+KxqfW1Y6ZI+D4c2q1i4J136BUKuFObmYO38OUiKiYatvYNIma8fKp80fkZadDqdaONRbi2ix4Q8ZCQVQFNcuTAilLbW5WJIiCMhkBzEo5ObqtZdw2YRA6RWq/H777/jtddeE+oxPDwcJSUl6N+/f/lrQkJCEBgYWC6A6LFVq1Y3ucTITUaWowsXLqBdu3YSfRvGkJ5pbMI3bxDix9HdA93GPApzCK5N/d850c3d2kEJryfCYFvffHuYmTrUcoRaZGSsiBLWIMdOvlC4yLMHmz1ZfmZ/hPUL3sf1i+dF0cRhr8xE4w6dpZ4aIwOsrKxEJhmNoApB/ZSEQQUbSRCRy4zS8rNTC5CdWojc9CJo1KVIT8gT41YonsilXBTZw83bHs5e9nB2t4OTh6pO24DIWgCtX78eWVlZmDp1qnielJQkLDhubjfX1CCxQ9sMr6kofgzbDduqguKJaBgg5WhQksy9QXfSBmj/kVsyPSEX168kQ6Mrvm1bXVKQk419q5cJ4fzAiLEoKtGgqMR0/6aajCKk/XYB2sxiWDvZwmtCExS56FDEx2mNjs87ra8NdMEqFHtbQX09FyXrLsBjtLxdS/1nvIYti75E3NmTWPXxHPSe9BRaPThA6mkxcsYW8AiyFQNwuynzl8QRiaGcNBpF+qDrdL04KlXrkBeXixu3h/6Wxy45uqv0gshN9e+yhwqObnZwcLW9rZiu4bp9NweXrAXQ//73PwwePBgBAXVfLI+CpOfNm3fb+gYNTD9WREru9Lczxt+1IrPXbYfZ8aHUEzBtqjoG6/zY1N/TmQ5rt0o9A4a5Z3Jzc4UrzOQEEGWC7dy5E2vXri1fR4HN5BYjq1BFK1BycrLYZnjNsWPHbnov2m7YVhWzZs0SrjYD9BlBQUEio+xOO5CpHFLgJB6vXbvGMVT3Ce/DmsH7r2bw/qs5vA+l2X9k+SHxc7cbGdkKoCVLlsDHxwdDhw4tX9ehQwfY2Nhg165dGDNmjFgXFRUlREq3bt3Ec3r86KOPkJKSIv4/sWPHDrHzWrRoUeXnqVQqMW6FxA8fuPcP7TvefzWD92HN4P1XM3j/1Rzeh8bff9UxXMhSAJWWlgoBRPV7KtbuoS/05JNPCkuNh4eH2CEvvviiED0UAE0MHDhQCJ1JkyZhwYIFIu5n9uzZmDFjRqUCh2EYhmEYy0OWAohcX2TVeeKJ29OVv/zyS1H3hyxAFQshGlAoFCJtnrK+SBhRKisJqffff9/I34JhGIZhGLkiSwFEVpyqorft7OxERWgaVUGxO5s3b67RHMhaNGfOHLYa3Se8/2oO78OawfuvZvD+qzm8D+W9/2RfCJFhGIZhGKa2Ma3GHQzDMAzDMLUACyCGYRiGYSwOFkAMwzAMw1gcLIAYhmEYhrE4WABVAmWYBQcHi4yzLl263FZZmqma/fv3Y/jw4aICJzXOo35uzL21ZOnUqROcnZ1FIc9Ro0aJYp9M9fn+++/RunXr8uJpVA5jy5YtUk/LZPnkk0/Eb/mVV16Reiomw9y5c8U+qziocTdTfRISEvD444/D09MT9vb2osn5iRMnUJuwALqFVatWiUKLlHp38uRJtGnTRtQaosrSzN2hhpK0z+5UpoCpmn379ominUeOHBEVzKmJK5WFqNiok7kz9evXFxft8PBwccJ88MEHMXLkSFy4cEHqqZkcx48fxw8//CAEJXNvtGzZEomJieXjwIEDUk/JZMjMzESPHj1E5we6eYmIiMDnn38Od3f32v0gSoNn/qVz5866GTNmlD/XarW6gIAA3fz58yWdlylCh9e6deuknoZJk5KSIvbjvn37pJ6KSePu7q77+eefpZ6GSZGbm6tr2rSpbseOHbrevXvrXn75ZamnZDLMmTNH16ZNG6mnYbLMnDlT98ADD9T557AFqALUaJXuGvv371++jqpO0/PDhw9LOjfGMsnOzhaP1PqFuXe0Wi1WrlwpLGiGfoFM9SBLJPVirHg+ZKpPdHS0CAVo1KgRJk6cKLobMNXjr7/+QseOHTFu3DgRCtCuXTv89NNPqG1YAFUgLS1NnDB9fX1vWk/PqacYwxi7Jx7FXZApOCwsTOrpmBTnzp2Dk5OTqCD77LPPYt26dXdshszcDIlGCgGgmDTm3qHY0V9//RVbt24VMWlXr15Fz549RYdy5u5cuXJF7LemTZti27ZtorXVSy+9hKVLl8LsW2EwDKO/Az9//jzHDtwHzZs3x+nTp4UFbc2aNaIfIMVXsQi6O9euXcPLL78sYtAoEYS5dwYPHly+TPFTJIioRdPq1atFQ2/m7jd/ZAH6+OOPxXOyANG5cPHixeK3XFuwBagCXl5eoplqcnLyTevpuZ+fn2TzYiyPF154QTT13bNnjwjqZe4NW1tbNGnSBB06dBBWDArM//rrr6WelklAYQCU9NG+fXsolUoxSDx+8803Ypms5My94ebmhmbNmuHy5ctST8Uk8Pf3v+1mJTQ0tNbdiCyAbjlp0glz165dNylRes7xA4wxoNhxEj/kstm9ezcaNmwo9ZTMAvodFxcXSz0Nk6Bfv37ChUgWNMOgu3GKY6Fluklk7o28vDzExMSICztzd8jtf2v5j0uXLgkrWm3CLrBboBR4MrHRD75z58746quvRADltGnTpJ6ayfzQK97lkO+bTpoUxBsYGCjp3EzF7bV8+XJs2LBB1AIyxJ65urqKWhjM3Zk1a5ZwQdDxRjEXtD/37t0rYgmYu0PH3a0xZ46OjqIeC8eiVY833nhD1EOjC/aNGzdEWRUSjo899pjUUzMJXn31VXTv3l24wMaPHy9q8f34449i1Cp1nmdmgnz77be6wMBAna2trUiLP3LkiNRTMhn27Nkj0rZvHVOmTJF6aiZBZfuOxpIlS6SemsnwxBNP6IKCgsTv19vbW9evXz/d9u3bpZ6WScNp8PfGI488ovP39xfHYL169cTzy5cvSz0tk2Ljxo26sLAwnUql0oWEhOh+/PHHWv8MK/qndiUVwzAMwzCMvOEYIIZhGIZhLA4WQAzDMAzDWBwsgBiGYRiGsThYADEMwzAMY3GwAGIYhmEYxuJgAcQwDMMwjMXBAohhGIZhGIuDBRDDMAzDMBYHCyCGYSShT58+sLKygqlANWOpV+DAgQPr9Hvs3LlTvN/mzZtr7T0Zhrkd7gXGMEyNuVcBYIoF6H/77TecPHkShw8frtPP6d+/Px544AG89dZbGDRoEDcfZZg6ggUQwzA1hpo93go1Es7Ozq50m0FQFBQUwFS6yc+dOxc9e/ZE165d6/zzSPyMGDECK1euFF3YGYapfbgXGMMwdUJwcDDi4uJM0tpzK5s2bcKwYcPw008/4amnnrrNBbZv375a/Z4lJSUICAhASEgI/vnnn1p7X4Zh/oVjgBiGkYTKYmd+/fVXsY4eN27ciC5dusDBwQH16tXDf/7zH2GJIZYuXYo2bdrA3t4egYGBWLhwYaWfQaLkl19+QY8ePeDi4iLeq2PHjmLdvbBkyRIxrzFjxtxRtJCViISfSqVCs2bN8N133932OnoNvdfevXvF92zfvr2YF+0PAzY2Nhg1ahQOHDiAy5cv39NcGYapHuwCYxhGdqxbtw7bt28XIoDEC1lgPvzwQyFoXF1dxfLIkSOFaPjzzz+Fy8jX1xeTJ08ufw96LbmPVqxYgaZNm2LChAmwtbXFjh078OSTTyIiIgKfffbZXedC77Nnzx40b94c7u7uVb7usccew7FjxzB48GARt7N69WrMmDFDiJnp06ff9noSbfS+9D0osPrWWJ9u3brh559/xu7du9GkSZN73ocMw9wFcoExDMPUNkFBQeQTqnJ77969b9u+ZMkSsc7GxkZ37Nix8vU5OTk6Hx8fnYODg87Pz08XExNTvi0+Pl5na2ura9Wq1U3v9eOPP4r3mjZtmk6tVpevLy4u1g0fPlxsO3HixF2/x4ULF8RrJ06ceMfv0aVLF112dnb5+sjISJ1SqdQ1b978ptfPmTNHvN7R0VF39uzZKj/3zJkz4nWTJ0++6xwZhrl32AXGMIzsePzxx9GpU6fy587OziIGh4Kmn3vuOTRq1Kh8W4MGDUTWFFl0NBpN+fr//ve/cHR0xKJFi4QVxgBZgT766COxTNahu3H9+nXxSBamOzF//nzhZjNAFiOyXkVFRSE3N/e21z/99NNo1apVle9n+DzD5zMMU7uwC4xhGNnRtm3b29b5+/vfcZtWq0VycrKIFyKhdO7cORFI/Omnn1Yar0NERkbedS7p6eni0c3N7Y6voxpBt1K/fn3xmJWVJURcRTp37nzH9/Pw8BCPaWlpd50jwzD3DgsghmFkR0VLigGlUnnXbQZhk5mZKWJ3EhISMG/evCo/Jz8//65zoUBroqio6L7nTOLsVu5mUSosLBSPFCDNMEztwwKIYRizwyBGyCpz4sSJGr2Xt7e3eMzIyIAxi0caPs/w+QzD1C4cA8QwjNlB7qbQ0FBcvHhRuJ9qQsuWLWFtbS1ieYyJ4fPuFCfEMMz9wwKIYRiz5KWXXhKxQJSCXpmr6+rVq4iNjb3r+1DsT+vWrYUlyVCHyBgcPXpUPPbu3dton8kwlgQLIIZhzJJnnnkGU6ZMwZo1a0QdIKoR9Pbbb2PatGmixk7jxo1x5MiRar3X6NGjRSZXdV9fG1C9Iqo71KtXL6N9JsNYEiyAGIYxSwwVpVetWiXcWH///Te++OILISzs7OxEEURqPFodqP0FBTT//vvvMAZkmTp48KAQcDRXhmFqH+4FxjAMUw0mTZokKlJTf7NbU9prm9mzZ2PBggUihoksVQzD1D5sAWIYhqkG1H6DUtO//fbbOv0cSuGnz6CCjyx+GKbu4DR4hmGYahAUFCSasFKxxbqEgrNfffVVvPjii3X6OQxj6bALjGEYhmEYi4NdYAzDMAzDWBwsgBiGYRiGsThYADEMwzAMY3GwAGIYhmEYxuJgAcQwDMMwjMXBAohhGIZhGIuDBRDDMAzDMBYHCyCGYRiGYSwOFkAMwzAMw8DS+H84Z1bXJrWNSwAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2168,7 +2106,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2178,7 +2116,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -2188,7 +2126,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2200,6 +2138,12 @@
    "source": [
     "include_PI = True\n",
     "\n",
+    "\n",
+    "def _demarcate_ramps(ax, results_dict):\n",
+    "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
+    "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")\n",
+    "\n",
+    "\n",
     "for key, value in results_dict.items():\n",
     "    # Turn n by 1 arrays in into vectors\n",
     "    results_dict[key] = np.squeeze(value)\n",
@@ -2676,7 +2620,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.9.23"
   }
  },
  "nbformat": 4,
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_doc.ipynb b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_doc.ipynb
index b22f6611..bb365263 100644
--- a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_doc.ipynb
+++ b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_doc.ipynb
@@ -1,2596 +1,2541 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################\n",
-    "\n",
-    "from enum import Enum\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "import pyomo.environ as pyo\n",
-    "from pyomo.common.collections import ComponentSet, ComponentMap\n",
-    "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
-    "\n",
-    "import idaes.core.util.scaling as iscale\n",
-    "from pyomo.dae import DerivativeVar\n",
-    "from idaes.core.solvers import petsc\n",
-    "import idaes.logger as idaeslog\n",
-    "import idaes.core.util.model_serializer as ms\n",
-    "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
-    "    SocStandaloneFlowsheet as SocFlowsheet,\n",
-    ")\n",
-    "import matplotlib.pyplot as plt\n",
-    "from idaes.models.control.controller import (\n",
-    "    ControllerType,\n",
-    "    ControllerMVBoundType,\n",
-    "    ControllerAntiwindupType,\n",
-    ")\n",
-    "from IPython.display import SVG, display"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# SOC Flowsheet --- PID Control\n",
-    "Author: Douglas Allan\n",
-    "\n",
-    "Maintainer: Douglas Allan\n",
-    "\n",
-    "Updated: 2024-26-03\n",
-    "\n",
-    "## 1. Introduction\n",
-    "\n",
-    "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
-    "\n",
-    "## 2. Model Description\n",
-    "\n",
-    "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class OperatingScenario(Enum):\n",
-    "    maximum_production = 1\n",
-    "    power_mode = 2\n",
-    "\n",
-    "\n",
-    "def scale_indexed_constraint(con, sf):\n",
-    "    for idx, c in con.items():\n",
-    "        iscale.constraint_scaling_transform(c, sf)\n",
-    "\n",
-    "\n",
-    "def set_indexed_variable_bounds(var, bounds):\n",
-    "    for idx, subvar in var.items():\n",
-    "        subvar.bounds = bounds\n",
-    "\n",
-    "\n",
-    "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
-    "    def rule_ramp(b, t, dvdt, v_ramp):\n",
-    "        return dvdt[t] == v_ramp[t]\n",
-    "\n",
-    "    t0 = fs.time.first()\n",
-    "\n",
-    "    for var in vars:\n",
-    "        var.unfix()\n",
-    "        shortname = var.name.split(\".\")[-1]\n",
-    "        blk = var.parent_block()\n",
-    "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
-    "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
-    "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
-    "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
-    "        v_ramp_eqn = pyo.Constraint(\n",
-    "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
-    "        )\n",
-    "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
-    "        for t in fs.time:\n",
-    "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
-    "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
-    "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
-    "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
-    "\n",
-    "        v_ramp_eqn[t0].deactivate()\n",
-    "        v_ramp[t0].fix(0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
-     ]
-    }
-   ],
-   "source": [
-    "operating_scenario = OperatingScenario.maximum_production\n",
-    "m = pyo.ConcreteModel()\n",
-    "t_start = 1 * 60 * 60\n",
-    "t_ramp = 5 * 60\n",
-    "t_settle = 2 * 60 * 60\n",
-    "t_end = 3 * 60 * 60\n",
-    "\n",
-    "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
-    "\n",
-    "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
-    "\n",
-    "# The names here correspond to the row names in\n",
-    "# soec_flowsheet_operating_conditions.csv\n",
-    "# There should be len(time_set) entries here.\n",
-    "# We start simulating a period at maximum production\n",
-    "# in order to confirm the system is at steady state.\n",
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    setpoints = [\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "    ]\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    setpoints = [\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "    ]\n",
-    "else:\n",
-    "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
-    "\n",
-    "m.fs = SocFlowsheet(\n",
-    "    dynamic=True,\n",
-    "    time_set=time_set,\n",
-    "    time_units=pyo.units.s,\n",
-    "    thin_electrolyte_and_oxygen_electrode=True,\n",
-    "    include_interconnect=True,\n",
-    ")\n",
-    "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
-    "scaling_log.setLevel(idaeslog.ERROR)\n",
-    "iscale.calculate_scaling_factors(m)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for t in m.fs.time:\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].bounds = (None, None)\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
-    "        None,\n",
-    "        None,\n",
-    "    )\n",
-    "    for var in [\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
-    "    ]:\n",
-    "        for idx in var.index_set():\n",
-    "            var[idx].domain = pyo.Reals\n",
-    "            var[idx].bounds = (None, None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 3. Process Control\n",
-    "\n",
-    "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
-    "\n",
-    "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
-    "\n",
-    "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
-    "\n",
-    "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
-    "inner_controller_pairs = ComponentMap()\n",
-    "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
-    "    \"feed_heater_inner_controller\",\n",
-    "    m.fs.soc_module.fuel_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
-    "    \"sweep_heater_inner_controller\",\n",
-    "    m.fs.soc_module.oxygen_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(inner_controller_pairs)\n",
-    "\n",
-    "variable_pairs = ComponentMap()\n",
-    "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
-    "    \"feed_heater_outer_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
-    "    \"sweep_heater_outer_controller\",\n",
-    "    m.fs.soc_module.oxygen_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
-    "    \"voltage_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
-    "    \"sweep_blower_controller\",\n",
-    "    m.fs.stack_core_temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    # antiwindup,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
-    "    \"h2_production_rate_controller\",\n",
-    "    m.fs.h2_mass_production,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    "    # antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(variable_pairs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "K = 10e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 20e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = -2\n",
-    "tau_I = 240\n",
-    "m.fs.voltage_controller.gain_p.fix(K)\n",
-    "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.voltage_controller.mv_lb = 0.7\n",
-    "m.fs.voltage_controller.mv_ub = 1.6\n",
-    "m.fs.voltage_controller.smooth_eps = 0.01\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = -50\n",
-    "tau_I = 40 * 60\n",
-    "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_blower_controller.mv_lb = 1500\n",
-    "m.fs.sweep_blower_controller.mv_ub = 10000\n",
-    "m.fs.sweep_blower_controller.smooth_eps = 10\n",
-    "\n",
-    "K = 200\n",
-    "tau_I = 20 * 60\n",
-    "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
-    "m.fs.h2_production_rate_controller.mv_lb = 1\n",
-    "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
-    "m.fs.h2_production_rate_controller.smooth_eps = 1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "step_mvs = ComponentSet([])\n",
-    "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
-    "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
-    "\n",
-    "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
-    "\n",
-    "create_ramping_eqns(m.fs, ramp_mvs, 1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for ctrl in m.fs.controller_set:\n",
-    "    iscale.calculate_scaling_factors(ctrl)\n",
-    "    iscale.calculate_scaling_factors(ctrl)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "time_nfe = len(m.fs.time) - 1\n",
-    "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
-    "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
-    ")\n",
-    "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
-    "\n",
-    "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
-    "\n",
-    "m.fs.fix_initial_conditions()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################\n",
+        "\n",
+        "from enum import Enum\n",
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "\n",
+        "import pyomo.environ as pyo\n",
+        "from pyomo.common.collections import ComponentSet, ComponentMap\n",
+        "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
+        "\n",
+        "import idaes.core.util.scaling as iscale\n",
+        "from pyomo.dae import DerivativeVar\n",
+        "from idaes.core.solvers import petsc\n",
+        "import idaes.logger as idaeslog\n",
+        "import idaes.core.util.model_serializer as ms\n",
+        "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
+        "    SocStandaloneFlowsheet as SocFlowsheet,\n",
+        ")\n",
+        "import matplotlib.pyplot as plt\n",
+        "from idaes.models.control.controller import (\n",
+        "    ControllerType,\n",
+        "    ControllerMVBoundType,\n",
+        "    ControllerAntiwindupType,\n",
+        ")\n",
+        "from IPython.display import SVG, display"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# SOC Flowsheet --- PID Control\n",
+        "Author: Douglas Allan\n",
+        "\n",
+        "Maintainer: Douglas Allan\n",
+        "\n",
+        "Updated: 2024-26-03\n",
+        "\n",
+        "## 1. Introduction\n",
+        "\n",
+        "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
+        "\n",
+        "## 2. Model Description\n",
+        "\n",
+        "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
+      ]
+    },
     {
-     "data": {
-      "text/plain": [
-       "'SOC Dynamic Flowsheet'"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
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-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2\" transform=\"rotate(-90,74.744785,50.932271)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm03 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2-9\" transform=\"rotate(-90,85.328119,97.234355)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3-0\" x=\"99.183006\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed00</tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-06-8\" transform=\"translate(-2.645846,-43.656243)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115\" transform=\"translate(-14.552096,-17.197918)\">\n",
-       "      <g id=\"g3096\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.30 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5\" transform=\"translate(-59.531264,-13.229168)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-1\" transform=\"translate(-44.97918,-35.718751)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">886.52 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5\" transform=\"translate(-14.552096,46.302083)\">\n",
-       "      <g id=\"g3096-7\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
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-       "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
-       "      <g id=\"g3096-3\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
-       "      <g id=\"g3096-7-9\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">963.51 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"124.88335\" y=\"25.003111\" id=\"text3769\"><tspan sodipodi:role=\"line\" id=\"tspan3767\" x=\"124.88335\" y=\"25.003111\" style=\"stroke-width:0.264583\">steam_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
-       "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">969.53 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
-       "      <g id=\"g3096-3-1\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">477.72 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">936.02 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6908\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
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-       "    <g id=\"g2391-6-1-9\" transform=\"matrix(0,-1,-1,0,236.80207,138.90625)\">\n",
-       "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">484.91 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">941.64 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">453.60 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.830 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.321 V</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">255.936 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
-       "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <g id=\"g22361\">\n",
-       "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
-       "        </g>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.624997,27.781237 V 15.874987 H 64.822914\" id=\"path23838\"/>\n",
-       "    <path style=\"font-variation-settings:normal;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000\" d=\"m -4.6302085,92.604161 h -3.3072918 l 1e-7,-87.3125026 H 29.104167 v 3.9687501 h 17.197917\" id=\"path23838-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"m 115.09375,21.166654 17.19792,-1e-6\" id=\"path66455\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g2391-6-1\" transform=\"matrix(-1,0,0,1,228.8646,-54.239586)\">\n",
-       "      <g id=\"g66540\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2\" transform=\"rotate(180,95.250012,67.468738)\">\n",
-       "      <g id=\"g39426\" transform=\"translate(-1.3228825)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2391-7-3\" transform=\"translate(-15.751403,10.583333)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-2-17\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">442.77 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.625001,54.239571 V 41.010403 27.781237\" id=\"path2655\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2431-06-8-9\" transform=\"rotate(-90,57.546868,69.453105)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3-4\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3-7\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed01 </tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 68.791668,11.906236 V 9.2604029 H 51.593751 48.947918\" id=\"path19072-2\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2391\" transform=\"matrix(-1,0,0,1,216.83475,-25.135418)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.19699\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4\" transform=\"scale(-1,1)\"><tspan x=\"-106.97272\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018\">sweep04 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-8\" transform=\"translate(-148.16668,44.317714)\">\n",
-       "      <g id=\"g3096-2\" transform=\"translate(2.6458309)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"feed00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"feed00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
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-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 25.135417,92.604161 h 13.890626 l 0,3.307291 h 5.953125 v -1.984375\" id=\"path2277-7\" sodipodi:nodetypes=\"ccccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 21.166667,95.249994 h -2.645833 l 0,-5.953125 H 3.9687501\" id=\"path2287-0-8\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 13.890625,96.572911 H 11.90625 l -7.9374999,0\" id=\"path2287-0-8-7\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,97.234369 h -3.968751 l -5.953125,0\" id=\"path2287-0-8-7-0\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 54.901043,99.218744 H 50.270835 V 93.927076\" id=\"path2287-0-8-7-0-0\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 54.239585,10.583326 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"50.235081\" y=\"9.7801666\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9\" x=\"50.483128\" y=\"9.7801666\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm04 </tspan></text>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,90.619792 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"10.085177\" y=\"89.813179\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3\" x=\"10.333224\" y=\"89.813179\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm06 </tspan></text>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,97.895834 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-9\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"9.754425\" y=\"97.089218\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-9\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-3\" x=\"9.754425\" y=\"97.089218\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">knockout</tspan></text>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,98.557292 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"31.714865\" y=\"97.750679\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8\" x=\"31.962912\" y=\"97.750679\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">out </tspan></text>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 60.977776,100.54166 h -6.61456 l -2.64585,-1.322916 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-2\" sodipodi:nodetypes=\"cccccc\"/>\n",
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-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,93.927084 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
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-       "  </g>\n",
-       "</svg>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "class OperatingScenario(Enum):\n",
+        "    maximum_production = 1\n",
+        "    power_mode = 2\n",
+        "\n",
+        "\n",
+        "def scale_indexed_constraint(con, sf):\n",
+        "    for idx, c in con.items():\n",
+        "        iscale.constraint_scaling_transform(c, sf)\n",
+        "\n",
+        "\n",
+        "def set_indexed_variable_bounds(var, bounds):\n",
+        "    for idx, subvar in var.items():\n",
+        "        subvar.bounds = bounds\n",
+        "\n",
+        "\n",
+        "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
+        "    def rule_ramp(b, t, dvdt, v_ramp):\n",
+        "        return dvdt[t] == v_ramp[t]\n",
+        "\n",
+        "    t0 = fs.time.first()\n",
+        "\n",
+        "    for var in vars:\n",
+        "        var.unfix()\n",
+        "        shortname = var.name.split(\".\")[-1]\n",
+        "        blk = var.parent_block()\n",
+        "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
+        "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
+        "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
+        "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
+        "        v_ramp_eqn = pyo.Constraint(\n",
+        "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
+        "        )\n",
+        "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
+        "        for t in fs.time:\n",
+        "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
+        "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
+        "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
+        "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
+        "\n",
+        "        v_ramp_eqn[t0].deactivate()\n",
+        "        v_ramp[t0].fix(0)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
+          ]
+        }
       ],
-      "text/plain": [
-       "<IPython.core.display.SVG object>"
+      "source": [
+        "operating_scenario = OperatingScenario.maximum_production\n",
+        "m = pyo.ConcreteModel()\n",
+        "t_start = 1 * 60 * 60\n",
+        "t_ramp = 5 * 60\n",
+        "t_settle = 2 * 60 * 60\n",
+        "t_end = 3 * 60 * 60\n",
+        "\n",
+        "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
+        "\n",
+        "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
+        "\n",
+        "# The names here correspond to the row names in\n",
+        "# soec_flowsheet_operating_conditions.csv\n",
+        "# There should be len(time_set) entries here.\n",
+        "# We start simulating a period at maximum production\n",
+        "# in order to confirm the system is at steady state.\n",
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    setpoints = [\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "    ]\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    setpoints = [\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "    ]\n",
+        "else:\n",
+        "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
+        "\n",
+        "m.fs = SocFlowsheet(\n",
+        "    dynamic=True,\n",
+        "    time_set=time_set,\n",
+        "    time_units=pyo.units.s,\n",
+        "    thin_electrolyte_and_oxygen_electrode=True,\n",
+        "    include_interconnect=True,\n",
+        ")\n",
+        "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
+        "scaling_log.setLevel(idaeslog.ERROR)\n",
+        "iscale.calculate_scaling_factors(m)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
-    "display(\n",
-    "    \"SOC Dynamic Flowsheet\",\n",
-    "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "alias_dict = ComponentMap()\n",
-    "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
-    "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
-    "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    ")\n",
-    "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
-    "    \"h2_production_rate_controller_gain_p\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
-    "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
-    "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
-    "    \"sweep_heater_outlet_temperature\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
-    "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
-    "    \"condenser_hot_outlet_temperature\"\n",
-    ")\n",
-    "\n",
-    "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
-    "\n",
-    "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
-    "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
-    "\n",
-    "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t0 = m.fs.time.first()\n",
-    "for var in ramp_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    blk = var.parent_block()\n",
-    "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
-    "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        v_ramp[t].fix(\n",
-    "            float(\n",
-    "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
-    "                / (time_set[i] - time_set[i - 1])\n",
-    "            )\n",
-    "        )\n",
-    "\n",
-    "for var in step_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        var[t].fix(float(df[alias][setpoints[i]]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
-    "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "for ctrl in m.fs.controller_set:\n",
-    "    if hasattr(ctrl, \"mv_eqn\"):\n",
-    "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 243\n",
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\".\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    15011\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:     9356\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      667\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1495\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 6.79e+01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (331665)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 9.77e-01 1.41e+02  -1.0 5.95e+00    -  8.13e-01 9.85e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 9.25e-03 1.71e+02  -1.0 8.74e-02    -  9.90e-01 9.90e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.08e-05 2.80e+04  -1.0 6.27e-03    -  9.91e-01 9.97e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.260\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.041\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 93\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp69gau4jt_petsc_ts.log'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.sol'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpva9yq47l.pyomo.nl',)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.nl\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.100412 time 0.2\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.00412 time 0.300412\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 4 TS dt 10.0412 time 1.30453\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 5 TS dt 21.1594 time 11.3457\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 6 TS dt 34.1485 time 32.5051\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 7 TS dt 56.7094 time 66.6536\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 8 TS dt 103.25 time 123.363\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 205.123 time 226.612\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 309.964 time 431.736\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 432.696 time 741.7\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 621.577 time 1174.4\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 902.014 time 1795.97\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 902.014 time 2697.99\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 2466.59 time 3600.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpn0tqghes_petsc_ts.log'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.sol'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpk0c1pdqp.pyomo.nl',)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.nl\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.199239 time 3600.12\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.697133 time 3600.32\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.866231 time 3601.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.13013 time 3601.89\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.179 time 3603.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.3192 time 3604.19\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.33644 time 3605.51\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.45894 time 3606.85\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.46098 time 3608.31\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.37246 time 3609.77\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.48172 time 3611.14\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.2735 time 3612.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.52602 time 3613.63\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.64143 time 3615.15\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.5531 time 3616.8\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.61899 time 3618.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.8938 time 3619.97\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.14371 time 3621.86\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.95341 time 3624.01\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.593203 time 3624.34\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 24 TS dt 2.07741 time 3624.94\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.8343 time 3626.78\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.34236 time 3628.62\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 27 TS dt 2.70968 time 3630.96\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.17793 time 3633.67\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 29 TS dt 2.08994 time 3635.54\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.32652 time 3637.01\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 31 TS dt 3.93769 time 3638.34\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 32 TS dt 3.47399 time 3641.79\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.44515 time 3645.27\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 34 TS dt 4.54859 time 3649.71\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 35 TS dt 5.11148 time 3654.26\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 36 TS dt 5.37965 time 3659.37\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 37 TS dt 5.84736 time 3664.75\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 38 TS dt 6.21996 time 3670.6\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 39 TS dt 6.69274 time 3676.82\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 40 TS dt 7.14526 time 3683.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 41 TS dt 7.65699 time 3690.66\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.18317 time 3698.31\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.74315 time 3706.5\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 44 TS dt 9.27856 time 3715.24\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.68853 time 3724.52\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 46 TS dt 9.77885 time 3734.21\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 47 TS dt 9.92111 time 3743.99\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 48 TS dt 8.33461 time 3752.18\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 49 TS dt 8.96337 time 3760.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.29772 time 3769.48\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 51 TS dt 9.60548 time 3778.77\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.0593 time 3788.38\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.88706 time 3797.26\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 54 TS dt 9.88436 time 3807.15\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 55 TS dt 7.55235 time 3814.54\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 56 TS dt 9.65705 time 3822.09\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 57 TS dt 11.0499 time 3831.75\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.2975 time 3842.8\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 59 TS dt 12.6609 time 3855.1\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 60 TS dt 13.9163 time 3859.75\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 61 TS dt 10.4683 time 3870.54\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 62 TS dt 9.49383 time 3881.01\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 63 TS dt 9.49383 time 3890.51\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 64 TS dt 14.0081 time 3900.\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp3wnf4q2o_petsc_ts.log'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.sol'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpcy91h9f0.pyomo.nl',)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.nl\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.86361 time 3901.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 3.11474 time 3904.06\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.95219 time 3907.18\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.26539 time 3911.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.68321 time 3915.4\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 8 TS dt 4.75843 time 3920.08\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 9 TS dt 4.77214 time 3924.84\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 10 TS dt 4.57975 time 3929.61\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 11 TS dt 5.10332 time 3934.19\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 12 TS dt 5.83254 time 3939.29\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 13 TS dt 6.72867 time 3945.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 14 TS dt 7.50262 time 3951.85\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 15 TS dt 8.77609 time 3959.36\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 9.95946 time 3968.13\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 11.4862 time 3978.09\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 13.2173 time 3989.58\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 15.4588 time 4002.8\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 18.2767 time 4018.25\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.855 time 4036.53\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 25.9265 time 4058.39\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 29.7008 time 4084.31\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 24 TS dt 32.3941 time 4114.01\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 25 TS dt 34.1498 time 4146.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.3963 time 4180.56\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 27 TS dt 37.1487 time 4214.95\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.9342 time 4252.1\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 29 TS dt 40.3768 time 4290.04\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 30 TS dt 42.4218 time 4330.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0908 time 4372.84\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 47.3702 time 4417.93\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 49.135 time 4465.3\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 49.6503 time 4514.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 51.6702 time 4564.08\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 53.1554 time 4615.75\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 37 TS dt 54.6803 time 4668.91\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 38 TS dt 61.8766 time 4723.59\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 39 TS dt 62.3182 time 4785.46\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 40 TS dt 78.6399 time 4847.78\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 41 TS dt 82.7293 time 4926.42\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 42 TS dt 90.4869 time 5009.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 43 TS dt 89.7949 time 5099.64\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 44 TS dt 85.7202 time 5189.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 45 TS dt 88.4188 time 5275.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 46 TS dt 91.9337 time 5363.57\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 47 TS dt 90.9639 time 5455.51\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 99.5246 time 5546.47\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 108.67 time 5645.99\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 120.748 time 5754.66\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 132.47 time 5875.41\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 145.985 time 6007.88\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 53 TS dt 160.665 time 6153.87\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 54 TS dt 177.438 time 6314.53\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 55 TS dt 192.168 time 6491.97\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 56 TS dt 221.56 time 6684.14\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 57 TS dt 250.729 time 6905.7\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 58 TS dt 292.659 time 7156.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 59 TS dt 342.344 time 7449.09\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 60 TS dt 396.307 time 7791.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 61 TS dt 387.849 time 8187.74\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 62 TS dt 347.808 time 8474.05\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 63 TS dt 289.931 time 8626.27\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 219.289 time 8708.2\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 202.344 time 8927.49\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 211.265 time 9055.82\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 43.6911 time 9087.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 68 TS dt 97.1116 time 9131.15\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 69 TS dt 116.121 time 9228.26\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 70 TS dt 163.226 time 9344.39\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 71 TS dt 202.871 time 9507.61\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 72 TS dt 262.974 time 9710.48\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 73 TS dt 295.993 time 9973.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 74 TS dt 275.494 time 10269.4\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 75 TS dt 277.528 time 10544.9\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 76 TS dt 277.528 time 10822.5\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 77 TS dt 405.82 time 11100.\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp89d3otha_petsc_ts.log'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.sol'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpumhqgnkw.pyomo.nl',)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.nl\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.760703 time 11100.5\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.01241 time 11101.3\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.967184 time 11102.2\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 8 TS dt 0.999746 time 11103.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.924929 time 11104.\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.866639 time 11104.9\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.915231 time 11105.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.858768 time 11106.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.16546 time 11107.6\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.0729 time 11108.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.40736 time 11109.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.47697 time 11111.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.55373 time 11112.7\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.4277 time 11114.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.07175 time 11115.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.32123 time 11116.1\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.26966 time 11117.4\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 22 TS dt 0.929849 time 11118.2\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.37561 time 11118.5\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.3944 time 11118.9\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.43845 time 11120.3\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.90206 time 11121.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.81077 time 11123.6\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.79649 time 11125.4\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.70313 time 11127.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.8855 time 11128.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.85638 time 11130.8\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.85523 time 11132.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.73671 time 11134.5\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.64306 time 11136.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.52316 time 11137.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.41285 time 11139.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 37 TS dt 1.57227 time 11139.7\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.96963 time 11140.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.78644 time 11140.8\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.705073 time 11141.5\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.621216 time 11142.\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.62459 time 11142.6\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.63664 time 11143.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.690959 time 11143.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.430777 time 11144.\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.410148 time 11144.4\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.856631 time 11144.9\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.949106 time 11145.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.570639 time 11145.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.657937 time 11146.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.756228 time 11146.8\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.960609 time 11147.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 53 TS dt 1.03942 time 11148.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 54 TS dt 0.73841 time 11148.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 55 TS dt 0.723736 time 11149.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.3136 time 11150.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.44703 time 11151.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.78016 time 11153.1\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 59 TS dt 1.79591 time 11154.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.70487 time 11156.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.63852 time 11157.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 62 TS dt 0.894779 time 11158.4\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.904928 time 11159.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 64 TS dt 1.51786 time 11160.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.79934 time 11161.7\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 66 TS dt 2.19124 time 11163.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.39088 time 11165.7\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.77663 time 11168.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.98602 time 11170.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.19428 time 11173.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.17037 time 11177.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.2767 time 11180.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.70518 time 11183.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.9439 time 11187.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 75 TS dt 4.1184 time 11191.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 76 TS dt 4.51077 time 11195.3\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.73 time 11199.8\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.95553 time 11204.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.05272 time 11209.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.07776 time 11214.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.05502 time 11219.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.05021 time 11224.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.29358 time 11229.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.52422 time 11235.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.70998 time 11240.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.77308 time 11246.2\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.68832 time 11252.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.21191 time 11257.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.52452 time 11262.9\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.08208 time 11267.8\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 91 TS dt 6.0966 time 11269.7\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 92 TS dt 4.47115 time 11271.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 93 TS dt 4.46473 time 11271.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 94 TS dt 1.64611 time 11273.5\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 95 TS dt 3.11947 time 11275.2\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.69342 time 11278.3\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.85562 time 11282.\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.86391 time 11286.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.74083 time 11290.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 100 TS dt 3.88706 time 11291.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.36784 time 11293.1\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.04988 time 11295.5\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.79675 time 11297.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41211 time 11299.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 105 TS dt 5.09485 time 11302.8\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 106 TS dt 6.30524 time 11307.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.14277 time 11314.2\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 108 TS dt 6.97261 time 11321.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 109 TS dt 6.92383 time 11328.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.31828 time 11335.3\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.49724 time 11340.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 112 TS dt 4.90343 time 11345.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.24546 time 11350.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.37157 time 11355.6\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.08981 time 11361.\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 116 TS dt 5.15951 time 11366.1\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 117 TS dt 4.68969 time 11371.2\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.69922 time 11375.9\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.35928 time 11380.6\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 120 TS dt 4.01346 time 11385.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.60641 time 11388.5\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.18203 time 11391.7\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.78627 time 11394.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.58852 time 11396.8\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.58852 time 11398.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.90429 time 11400.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpendl44cj_petsc_ts.log'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.sol'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpson30_9f.pyomo.nl',)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.nl\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.73678 time 11401.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.23341 time 11402.9\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.51853 time 11405.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.72979 time 11407.7\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.94331 time 11410.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.1084 time 11413.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.33766 time 11416.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.65145 time 11419.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 11 TS dt 3.92962 time 11423.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.4225 time 11427.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 13 TS dt 4.87494 time 11431.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.42871 time 11436.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 15 TS dt 5.98195 time 11442.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 16 TS dt 6.92855 time 11448.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.07333 time 11455.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 18 TS dt 9.63979 time 11463.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 19 TS dt 11.702 time 11472.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 20 TS dt 14.5291 time 11484.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 21 TS dt 18.1896 time 11499.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 22 TS dt 22.203 time 11517.2\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 23 TS dt 25.5942 time 11539.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.4541 time 11565.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.7952 time 11593.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 26 TS dt 32.9926 time 11624.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 27 TS dt 34.8988 time 11657.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.5398 time 11692.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 29 TS dt 41.8031 time 11729.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 30 TS dt 47.4503 time 11771.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 31 TS dt 53.673 time 11818.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.8933 time 11872.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 33 TS dt 69.4519 time 11933.5\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 34 TS dt 77.8654 time 12002.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 35 TS dt 85.3528 time 12080.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 36 TS dt 92.584 time 12166.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 37 TS dt 99.6879 time 12258.7\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 38 TS dt 107.395 time 12358.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 39 TS dt 115.883 time 12465.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 40 TS dt 125.805 time 12581.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 41 TS dt 136.484 time 12707.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 42 TS dt 146.675 time 12844.\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 43 TS dt 154.432 time 12990.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 44 TS dt 158.051 time 13145.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 45 TS dt 156.722 time 13303.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 46 TS dt 161.592 time 13459.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 47 TS dt 169.876 time 13621.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 48 TS dt 175.501 time 13791.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 49 TS dt 177.773 time 13966.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 50 TS dt 195.829 time 14144.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 51 TS dt 209.215 time 14340.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 52 TS dt 228.235 time 14549.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 53 TS dt 245.428 time 14777.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 54 TS dt 265.796 time 15023.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 55 TS dt 286.41 time 15289.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 56 TS dt 309.614 time 15575.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 57 TS dt 336.559 time 15885.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 58 TS dt 370.237 time 16221.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 59 TS dt 418.152 time 16591.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 60 TS dt 475.299 time 17010.1\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 61 TS dt 548.284 time 17485.4\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 62 TS dt 640.182 time 18033.6\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 63 TS dt 756.084 time 18673.8\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 64 TS dt 900.068 time 19429.9\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 65 TS dt 935.01 time 20330.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 66 TS dt 935.01 time 21265.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 67 TS dt 1415.01 time 22200.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n"
-     ]
-    }
-   ],
-   "source": [
-    "idaeslog.solver_log.tee = True\n",
-    "results = petsc.petsc_dae_by_time_element(\n",
-    "    m,\n",
-    "    time=m.fs.time,\n",
-    "    keepfiles=True,\n",
-    "    symbolic_solver_labels=True,\n",
-    "    ts_options={\n",
-    "        \"--ts_type\": \"beuler\",\n",
-    "        \"--ts_dt\": 0.1,\n",
-    "        \"--ts_rtol\": 1e-3,\n",
-    "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
-    "        # \"--ksp_monitor\":\"\",\n",
-    "        \"--ts_adapt_dt_min\": 1e-3,\n",
-    "        \"--ts_adapt_dt_max\": 3600,\n",
-    "        \"--snes_type\": \"newtontr\",\n",
-    "        # \"--ts_max_reject\": 200,\n",
-    "        # \"--snes_monitor\":\"\",\n",
-    "        \"--ts_monitor\": \"\",\n",
-    "        \"--ts_save_trajectory\": 1,\n",
-    "        \"--ts_trajectory_type\": \"visualization\",\n",
-    "        \"--ts_max_snes_failures\": 25,\n",
-    "        # \"--show_cl\":\"\",\n",
-    "        \"-snes_max_it\": 50,\n",
-    "        \"-snes_rtol\": 0,\n",
-    "        \"-snes_stol\": 0,\n",
-    "        \"-snes_atol\": 1e-6,\n",
-    "    },\n",
-    "    skip_initial=False,\n",
-    "    initial_solver=\"ipopt\",\n",
-    "    initial_solver_options={\n",
-    "        \"constr_viol_tol\": 1e-8,\n",
-    "        \"nlp_scaling_method\": \"user-scaling\",\n",
-    "        \"linear_solver\": \"ma57\",\n",
-    "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
-    "        \"max_iter\": 300,\n",
-    "        \"tol\": 1e-8,\n",
-    "        \"halt_on_ampl_error\": \"no\",\n",
-    "    },\n",
-    ")\n",
-    "for result in results.results:\n",
-    "    pyo.assert_optimal_termination(result)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load certain variables into a dictionary for plotting convenience."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ramp_list = np.array(m.fs.time)[1:]\n",
-    "traj = results.trajectory\n",
-    "\n",
-    "time_set = m.fs.time.ordered_data()\n",
-    "tf = time_set[-1]\n",
-    "soec = m.fs.soc_module.solid_oxide_cell\n",
-    "\n",
-    "results_dict = {\n",
-    "    \"ramp_list\": np.array(ramp_list),\n",
-    "    \"time\": np.array(traj.time),\n",
-    "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
-    "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
-    "    \"soec_fuel_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"soec_oxygen_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"fuel_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"sweep_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
-    "    \"fuel_inlet_H2O\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
-    "    ),\n",
-    "    \"fuel_outlet_H2O\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(\n",
-    "                soec.fuel_channel.mole_frac_comp[\n",
-    "                    tf,\n",
-    "                    soec.iznodes.last(),\n",
-    "                    \"H2O\",\n",
-    "                ]\n",
-    "            )\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_inlet_O2\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_O2\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
-    "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
-    "    ),\n",
-    "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
-    "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
-    "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
-    "    \"fuel_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
-    "    \"fuel_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"product_mole_frac_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
-    "    ),\n",
-    "    \"condenser_outlet_temperature\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
-    "    \"temperature_z\": np.array(\n",
-    "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"temperature_z_gradient\": np.array(\n",
-    "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"fuel_electrode_mixed_partial\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"current_density\": np.array(\n",
-    "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"feed_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_medium_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_hot_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "}\n",
-    "\n",
-    "for controller in m.fs.controller_set:\n",
-    "    ctrl_name = controller.local_name\n",
-    "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
-    "        traj.vecs[str(controller.mv_ref[tf])]\n",
-    "    )\n",
-    "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
-    "        traj.vecs[str(controller.setpoint[tf])]\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def _demarcate_ramps(ax, results_dict):\n",
-    "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
-    "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for t in m.fs.time:\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].bounds = (None, None)\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
+        "        None,\n",
+        "        None,\n",
+        "    )\n",
+        "    for var in [\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
+        "    ]:\n",
+        "        for idx in var.index_set():\n",
+        "            var[idx].domain = pyo.Reals\n",
+        "            var[idx].bounds = (None, None)"
+      ]
+    },
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_41080\\391657263.py:377: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
-      "  fig = plt.figure()\n"
-     ]
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 3. Process Control\n",
+        "\n",
+        "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
+        "\n",
+        "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
+        "\n",
+        "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
+        "\n",
+        "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
+      ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
+        "inner_controller_pairs = ComponentMap()\n",
+        "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
+        "    \"feed_heater_inner_controller\",\n",
+        "    m.fs.soc_module.fuel_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
+        "    \"sweep_heater_inner_controller\",\n",
+        "    m.fs.soc_module.oxygen_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(inner_controller_pairs)\n",
+        "\n",
+        "variable_pairs = ComponentMap()\n",
+        "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
+        "    \"feed_heater_outer_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
+        "    \"sweep_heater_outer_controller\",\n",
+        "    m.fs.soc_module.oxygen_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
+        "    \"voltage_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
+        "    \"sweep_blower_controller\",\n",
+        "    m.fs.stack_core_temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    # antiwindup,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
+        "    \"h2_production_rate_controller\",\n",
+        "    m.fs.h2_mass_production,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        "    # antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(variable_pairs)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "K = 10e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 20e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = -2\n",
+        "tau_I = 240\n",
+        "m.fs.voltage_controller.gain_p.fix(K)\n",
+        "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.voltage_controller.mv_lb = 0.7\n",
+        "m.fs.voltage_controller.mv_ub = 1.6\n",
+        "m.fs.voltage_controller.smooth_eps = 0.01\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = -50\n",
+        "tau_I = 40 * 60\n",
+        "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_blower_controller.mv_lb = 1500\n",
+        "m.fs.sweep_blower_controller.mv_ub = 10000\n",
+        "m.fs.sweep_blower_controller.smooth_eps = 10\n",
+        "\n",
+        "K = 200\n",
+        "tau_I = 20 * 60\n",
+        "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
+        "m.fs.h2_production_rate_controller.mv_lb = 1\n",
+        "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
+        "m.fs.h2_production_rate_controller.smooth_eps = 1"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "step_mvs = ComponentSet([])\n",
+        "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
+        "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
+        "\n",
+        "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
+        "\n",
+        "create_ramping_eqns(m.fs, ramp_mvs, 1)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for ctrl in m.fs.controller_set:\n",
+        "    iscale.calculate_scaling_factors(ctrl)\n",
+        "    iscale.calculate_scaling_factors(ctrl)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "time_nfe = len(m.fs.time) - 1\n",
+        "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
+        "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
+        ")\n",
+        "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
+        "\n",
+        "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
+        "\n",
+        "m.fs.fix_initial_conditions()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'SOC Dynamic Flowsheet'"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.89 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <g id=\"g3040-1\" transform=\"translate(-44.97918,-35.718751)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">888.27 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3115-5\" transform=\"translate(-14.552096,46.302083)\">\n",
+              "      <g id=\"g3096-7\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">962.01 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
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+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
+              "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">968.03 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">475.39 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">932.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6908\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g2391-6-1-9\" transform=\"matrix(0,-1,-1,0,236.80207,138.90625)\">\n",
+              "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">488.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">942.22 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">454.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.989 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.322 V</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">256.095 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
+              "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
+              "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <g id=\"g22361\">\n",
+              "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
+              "        </g>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.624997,27.781237 V 15.874987 H 64.822914\" id=\"path23838\"/>\n",
+              "    <path style=\"font-variation-settings:normal;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000\" d=\"m -4.6302085,92.604161 h -3.3072918 l 1e-7,-87.3125026 H 29.104167 v 3.9687501 h 17.197917\" id=\"path23838-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"m 115.09375,21.166654 17.19792,-1e-6\" id=\"path66455\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g2391-6-1\" transform=\"matrix(-1,0,0,1,228.8646,-54.239586)\">\n",
+              "      <g id=\"g66540\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g2431-0-1-6-2\" transform=\"rotate(180,95.250012,67.468738)\">\n",
+              "      <g id=\"g39426\" transform=\"translate(-1.3228825)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g2391-7-3\" transform=\"translate(-15.751403,10.583333)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-2-17\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">445.89 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"feed00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"feed00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 13.890625,96.572911 H 11.90625 l -7.9374999,0\" id=\"path2287-0-8-7\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,97.234369 h -3.968751 l -5.953125,0\" id=\"path2287-0-8-7-0\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 54.901043,99.218744 H 50.270835 V 93.927076\" id=\"path2287-0-8-7-0-0\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 54.239585,10.583326 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"50.235081\" y=\"9.7801666\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9\" x=\"50.483128\" y=\"9.7801666\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm04 </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,90.619792 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"10.085177\" y=\"89.813179\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3\" x=\"10.333224\" y=\"89.813179\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm06 </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,97.895834 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-9\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"9.754425\" y=\"97.089218\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-9\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-3\" x=\"9.754425\" y=\"97.089218\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">knockout</tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,98.557292 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"31.714865\" y=\"97.750679\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8\" x=\"31.962912\" y=\"97.750679\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">out </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 60.977776,100.54166 h -6.61456 l -2.64585,-1.322916 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-2\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"57.117622\" y=\"99.735054\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3-07\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8-0\" x=\"57.365669\" y=\"99.735054\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">makeup </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,93.927084 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"31.78101\" y=\"93.120468\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8-1\" x=\"31.78101\" y=\"93.120468\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">vgr</tspan></text>\n",
+              "  </g>\n",
+              "</svg>"
+            ],
+            "text/plain": [
+              "<IPython.core.display.SVG object>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
+        "display(\n",
+        "    \"SOC Dynamic Flowsheet\",\n",
+        "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "alias_dict = ComponentMap()\n",
+        "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
+        "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
+        "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        ")\n",
+        "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
+        "    \"h2_production_rate_controller_gain_p\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
+        "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
+        "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
+        "    \"sweep_heater_outlet_temperature\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
+        "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
+        "    \"condenser_hot_outlet_temperature\"\n",
+        ")\n",
+        "\n",
+        "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
+        "\n",
+        "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
+        "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
+        "\n",
+        "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "t0 = m.fs.time.first()\n",
+        "for var in ramp_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    blk = var.parent_block()\n",
+        "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
+        "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        v_ramp[t].fix(\n",
+        "            float(\n",
+        "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
+        "                / (time_set[i] - time_set[i - 1])\n",
+        "            )\n",
+        "        )\n",
+        "\n",
+        "for var in step_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        var[t].fix(float(df[alias][setpoints[i]]))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
+        "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "for ctrl in m.fs.controller_set:\n",
+        "    if hasattr(ctrl, \"mv_eqn\"):\n",
+        "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: model contains export suffix 'scaling_factor' that contains 457\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\".\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    16536\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:    10354\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      723\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1707\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 7.08e-01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (327732)\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 1.06e-02 1.64e+02  -1.0 1.57e-02    -  9.90e-01 9.85e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 1.05e-04 1.72e+02  -1.0 1.80e-02    -  9.90e-01 9.90e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.52e-07 2.82e+04  -1.0 6.27e-03    -  1.00e+00 9.97e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.261\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.043\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 291\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp04mf15n5_petsc_ts.log'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.sol'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmplql10r7w.pyomo.nl',)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.nl\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.428051 time 0.2\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 3 TS dt 4.28051 time 0.628051\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 4 TS dt 42.8051 time 4.90857\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 5 TS dt 90.9897 time 47.7137\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 6 TS dt 249.484 time 138.703\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 7 TS dt 931.416 time 388.187\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 8 TS dt 2280.4 time 1319.6\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 9 TS dt 3600. time 3600.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpwl2pldeq_petsc_ts.log'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.sol'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpu_8mtjnx.pyomo.nl',)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.nl\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.192587 time 3600.12\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.773565 time 3600.31\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.0239 time 3601.09\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.35581 time 3602.11\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.42841 time 3603.47\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.56123 time 3604.9\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.53345 time 3606.46\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.67474 time 3607.99\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.70162 time 3609.67\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.76709 time 3611.37\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.80265 time 3613.13\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.89285 time 3614.94\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.81475 time 3616.83\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.79379 time 3618.64\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 18 TS dt 2.18529 time 3620.44\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 19 TS dt 2.26992 time 3622.62\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 20 TS dt 2.11354 time 3624.89\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.33315 time 3627.01\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 22 TS dt 2.44773 time 3629.34\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 23 TS dt 2.35111 time 3631.79\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 24 TS dt 0.781707 time 3632.24\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 25 TS dt 2.34754 time 3633.02\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.63991 time 3635.37\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 27 TS dt 3.57975 time 3638.01\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.84204 time 3641.59\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 29 TS dt 4.41048 time 3645.43\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 30 TS dt 4.63714 time 3649.84\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.56505 time 3650.73\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 32 TS dt 4.05836 time 3652.3\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.62866 time 3656.36\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 34 TS dt 5.69237 time 3660.99\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 35 TS dt 6.03798 time 3666.68\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 36 TS dt 6.65395 time 3672.72\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 37 TS dt 7.06769 time 3679.37\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 38 TS dt 7.59622 time 3686.44\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 39 TS dt 8.05664 time 3694.03\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 40 TS dt 8.51293 time 3702.09\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 41 TS dt 8.84319 time 3710.6\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.90564 time 3719.45\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.08811 time 3728.35\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 44 TS dt 8.36063 time 3736.44\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.35735 time 3744.8\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 46 TS dt 10.2149 time 3754.16\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 47 TS dt 10.7521 time 3764.37\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 48 TS dt 10.6608 time 3775.12\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 49 TS dt 10.3517 time 3785.79\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.39277 time 3796.14\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 51 TS dt 10.7893 time 3805.53\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.1973 time 3816.32\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.82286 time 3826.13\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 54 TS dt 13.101 time 3835.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 55 TS dt 13.092 time 3849.05\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 56 TS dt 13.7479 time 3862.14\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 57 TS dt 12.0538 time 3875.89\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.0538 time 3887.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25146 time 3897.75\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: 60 TS dt 14.2905 time 3900.\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpira_xg7y_petsc_ts.log'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.sol'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpkbeeqa_k.pyomo.nl',)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.nl\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.59622 time 3901.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.64107 time 3903.8\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.71649 time 3906.44\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.0841 time 3910.15\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.67688 time 3914.24\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 8 TS dt 5.07459 time 3918.91\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 9 TS dt 5.77782 time 3923.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 10 TS dt 6.22547 time 3929.77\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 11 TS dt 6.74718 time 3935.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 12 TS dt 7.14071 time 3942.74\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 13 TS dt 7.96982 time 3949.88\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 14 TS dt 8.85113 time 3957.85\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 15 TS dt 10.0467 time 3966.7\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 16 TS dt 11.4483 time 3976.75\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 17 TS dt 12.9312 time 3988.2\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 18 TS dt 14.8713 time 4001.13\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 19 TS dt 17.8919 time 4016.\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 20 TS dt 20.7564 time 4033.89\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 21 TS dt 23.9227 time 4054.65\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 22 TS dt 26.4687 time 4078.57\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.8946 time 4105.04\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 24 TS dt 29.6263 time 4132.93\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.949 time 4162.56\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 26 TS dt 35.9283 time 4193.51\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 27 TS dt 39.1479 time 4229.44\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 28 TS dt 43.4963 time 4268.58\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.757 time 4312.08\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 30 TS dt 48.1099 time 4358.84\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0065 time 4401.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 32 TS dt 49.7051 time 4446.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 33 TS dt 48.8039 time 4496.44\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 34 TS dt 46.5776 time 4545.24\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 35 TS dt 53.211 time 4591.82\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 36 TS dt 52.2518 time 4645.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 37 TS dt 52.034 time 4697.28\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 38 TS dt 50.3068 time 4749.32\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 39 TS dt 57.009 time 4799.62\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 40 TS dt 60.3992 time 4856.63\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 41 TS dt 63.5156 time 4917.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 42 TS dt 59.9095 time 4980.55\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 43 TS dt 72.8498 time 5040.46\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 44 TS dt 78.2579 time 5113.31\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 45 TS dt 89.6447 time 5191.56\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 46 TS dt 98.0675 time 5281.21\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 47 TS dt 110.095 time 5379.28\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 48 TS dt 122.423 time 5489.37\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 49 TS dt 138.445 time 5611.79\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 50 TS dt 157.438 time 5750.24\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 51 TS dt 181.473 time 5907.68\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 52 TS dt 209.513 time 6089.15\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 53 TS dt 234.089 time 6298.66\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 54 TS dt 78.4508 time 6339.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 55 TS dt 37.279 time 6365.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 56 TS dt 93.1291 time 6402.75\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 57 TS dt 107.212 time 6495.88\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 58 TS dt 145.336 time 6603.09\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 59 TS dt 136.71 time 6726.21\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 60 TS dt 145.821 time 6862.92\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 61 TS dt 206.494 time 7008.74\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 62 TS dt 236.93 time 7215.24\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 63 TS dt 262.649 time 7452.17\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 64 TS dt 284.815 time 7714.82\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 65 TS dt 323.331 time 7999.63\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 66 TS dt 353.816 time 8322.96\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 67 TS dt 391.33 time 8676.78\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 68 TS dt 430.576 time 9068.11\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 69 TS dt 476.835 time 9498.68\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 70 TS dt 528.315 time 9975.52\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 71 TS dt 298.083 time 10503.8\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 72 TS dt 298.083 time 10801.9\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 73 TS dt 677.007 time 11100.\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpyq_do7p7_petsc_ts.log'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.sol'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpabzf1_40.pyomo.nl',)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.nl\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.85705 time 11100.5\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.982707 time 11101.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.970915 time 11102.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.09915 time 11103.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.933007 time 11104.3\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.922211 time 11105.\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.280419 time 11105.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.859313 time 11105.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 0.708354 time 11106.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.00186 time 11106.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 0.95887 time 11107.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.14532 time 11108.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.27028 time 11110.\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.46316 time 11111.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.5561 time 11112.7\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.49179 time 11114.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.34724 time 11115.4\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.3327 time 11116.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 23 TS dt 1.54707 time 11118.1\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.43277 time 11119.6\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.80797 time 11121.1\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.75478 time 11122.9\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.74308 time 11124.6\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.85951 time 11126.4\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.80246 time 11128.2\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.90679 time 11130.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.7926 time 11132.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.76472 time 11133.7\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.7285 time 11135.5\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.59402 time 11137.2\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.47188 time 11138.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.91015 time 11139.\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 37 TS dt 0.933002 time 11139.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.848753 time 11140.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.790858 time 11141.3\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.591596 time 11141.8\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.669715 time 11142.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.454412 time 11142.6\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.432591 time 11143.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.516455 time 11143.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.688358 time 11144.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.927665 time 11144.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.255097 time 11144.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.558846 time 11144.7\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.714038 time 11145.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.778766 time 11146.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.953738 time 11146.5\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.821838 time 11147.2\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 53 TS dt 0.916896 time 11148.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 54 TS dt 1.40668 time 11148.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 55 TS dt 1.54644 time 11150.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.7421 time 11151.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.68254 time 11153.6\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.52427 time 11155.3\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25389 time 11155.7\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.55333 time 11155.8\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.0298 time 11156.\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 62 TS dt 1.03301 time 11156.2\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.629966 time 11156.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 64 TS dt 0.742563 time 11157.1\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.36242 time 11157.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 66 TS dt 1.71404 time 11159.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.21613 time 11161.\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.48039 time 11163.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.76158 time 11165.6\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.11811 time 11168.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.35994 time 11171.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.55341 time 11174.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.56764 time 11178.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.3326 time 11182.\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 75 TS dt 3.87403 time 11185.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 76 TS dt 3.91403 time 11189.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.55559 time 11193.1\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.75871 time 11197.7\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.14255 time 11202.4\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.28567 time 11207.6\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.41457 time 11212.9\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.55755 time 11218.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.67731 time 11223.8\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.63723 time 11229.5\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.57779 time 11235.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.62503 time 11240.7\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.81727 time 11246.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.8176 time 11252.2\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.38543 time 11258.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.4221 time 11263.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 91 TS dt 5.02963 time 11268.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 92 TS dt 6.34422 time 11269.4\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 93 TS dt 3.90981 time 11270.5\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 94 TS dt 4.34918 time 11271.\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 95 TS dt 2.41634 time 11273.3\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.54243 time 11275.7\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.8789 time 11279.2\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.87475 time 11284.1\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.99915 time 11288.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 100 TS dt 7.28325 time 11289.2\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.17618 time 11291.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.24782 time 11293.6\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.41553 time 11296.9\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41342 time 11300.3\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 105 TS dt 3.81469 time 11303.7\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 106 TS dt 4.57985 time 11307.5\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.16372 time 11312.1\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 108 TS dt 7.028 time 11319.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 109 TS dt 7.17926 time 11326.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.55286 time 11333.5\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.77721 time 11338.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 112 TS dt 5.21685 time 11344.7\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.52183 time 11349.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.52016 time 11355.4\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.30574 time 11361.\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 116 TS dt 4.99355 time 11366.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 117 TS dt 5.05425 time 11371.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.75443 time 11376.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.31281 time 11381.1\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 120 TS dt 3.89632 time 11385.4\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.46295 time 11388.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.05323 time 11391.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.6921 time 11394.5\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.61265 time 11396.8\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.61265 time 11398.4\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.83824 time 11400.\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpc6cr8hoa_petsc_ts.log'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.sol'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmp2kxkmwxm.pyomo.nl',)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.nl\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.75692 time 11401.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.22857 time 11403.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.54586 time 11405.2\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.77711 time 11407.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.98467 time 11410.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.18022 time 11413.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.45234 time 11416.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.7309 time 11420.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 11 TS dt 4.15349 time 11423.9\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.58333 time 11428.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 13 TS dt 5.07512 time 11432.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.58338 time 11437.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 15 TS dt 6.39501 time 11443.3\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 7.40589 time 11449.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.75925 time 11457.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 10.5575 time 11465.8\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 13.0647 time 11476.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 16.5577 time 11489.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.0088 time 11506.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 24.9675 time 11527.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.3419 time 11552.\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.9024 time 11579.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 25 TS dt 32.0455 time 11608.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.8504 time 11640.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 27 TS dt 38.1684 time 11675.1\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 28 TS dt 41.3077 time 11713.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.0383 time 11754.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 30 TS dt 50.7414 time 11800.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 31 TS dt 56.0326 time 11851.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.757 time 11907.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 65.4299 time 11968.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 70.2792 time 12033.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 76.165 time 12103.9\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 82.9977 time 12180.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 37 TS dt 90.9439 time 12263.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 38 TS dt 100.418 time 12354.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 39 TS dt 111.024 time 12454.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 40 TS dt 121.781 time 12565.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 41 TS dt 131.746 time 12687.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 42 TS dt 139.683 time 12818.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 43 TS dt 144.027 time 12958.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 44 TS dt 146.548 time 13102.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 45 TS dt 144.579 time 13249.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 46 TS dt 149.842 time 13393.8\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 47 TS dt 154.839 time 13543.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 157.477 time 13698.5\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 163.75 time 13855.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 180.28 time 14019.7\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 194.619 time 14200.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 213.113 time 14394.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 53 TS dt 231.685 time 14607.7\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 54 TS dt 253.829 time 14839.4\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 55 TS dt 278.328 time 15093.2\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 56 TS dt 307.256 time 15371.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 57 TS dt 341.199 time 15678.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 58 TS dt 383.534 time 16020.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 59 TS dt 434.226 time 16403.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 60 TS dt 510.361 time 16837.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 61 TS dt 605.445 time 17348.1\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 62 TS dt 733.317 time 17953.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 63 TS dt 899.413 time 18686.9\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 1110.73 time 19586.3\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 751.493 time 20697.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 751.493 time 21448.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 1598.02 time 22200.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n"
+          ]
+        }
+      ],
+      "source": [
+        "idaeslog.solver_log.tee = True\n",
+        "results = petsc.petsc_dae_by_time_element(\n",
+        "    m,\n",
+        "    time=m.fs.time,\n",
+        "    keepfiles=True,\n",
+        "    symbolic_solver_labels=True,\n",
+        "    ts_options={\n",
+        "        \"--ts_type\": \"beuler\",\n",
+        "        \"--ts_dt\": 0.1,\n",
+        "        \"--ts_rtol\": 1e-3,\n",
+        "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
+        "        # \"--ksp_monitor\":\"\",\n",
+        "        \"--ts_adapt_dt_min\": 1e-3,\n",
+        "        \"--ts_adapt_dt_max\": 3600,\n",
+        "        \"--snes_type\": \"newtontr\",\n",
+        "        # \"--ts_max_reject\": 200,\n",
+        "        # \"--snes_monitor\":\"\",\n",
+        "        \"--ts_monitor\": \"\",\n",
+        "        \"--ts_save_trajectory\": 1,\n",
+        "        \"--ts_trajectory_type\": \"visualization\",\n",
+        "        \"--ts_max_snes_failures\": 25,\n",
+        "        # \"--show_cl\":\"\",\n",
+        "        \"-snes_max_it\": 50,\n",
+        "        \"-snes_rtol\": 0,\n",
+        "        \"-snes_stol\": 0,\n",
+        "        \"-snes_atol\": 1e-6,\n",
+        "    },\n",
+        "    skip_initial=False,\n",
+        "    initial_solver=\"ipopt\",\n",
+        "    initial_solver_options={\n",
+        "        \"constr_viol_tol\": 1e-8,\n",
+        "        \"nlp_scaling_method\": \"user-scaling\",\n",
+        "        \"linear_solver\": \"ma57\",\n",
+        "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
+        "        \"max_iter\": 300,\n",
+        "        \"tol\": 1e-8,\n",
+        "        \"halt_on_ampl_error\": \"no\",\n",
+        "    },\n",
+        ")\n",
+        "for result in results.results:\n",
+        "    pyo.assert_optimal_termination(result)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load certain variables into a dictionary for plotting convenience."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "ramp_list = np.array(m.fs.time)[1:]\n",
+        "traj = results.trajectory\n",
+        "\n",
+        "time_set = m.fs.time.ordered_data()\n",
+        "tf = time_set[-1]\n",
+        "soec = m.fs.soc_module.solid_oxide_cell\n",
+        "\n",
+        "results_dict = {\n",
+        "    \"ramp_list\": np.array(ramp_list),\n",
+        "    \"time\": np.array(traj.time),\n",
+        "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
+        "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
+        "    \"soec_fuel_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"soec_oxygen_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"fuel_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"sweep_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
+        "    \"fuel_inlet_H2O\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
+        "    ),\n",
+        "    \"fuel_outlet_H2O\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(\n",
+        "                soec.fuel_channel.mole_frac_comp[\n",
+        "                    tf,\n",
+        "                    soec.iznodes.last(),\n",
+        "                    \"H2O\",\n",
+        "                ]\n",
+        "            )\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_inlet_O2\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_O2\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
+        "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
+        "    ),\n",
+        "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
+        "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
+        "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
+        "    \"fuel_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
+        "    \"fuel_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"product_mole_frac_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
+        "    ),\n",
+        "    \"condenser_outlet_temperature\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
+        "    \"temperature_z\": np.array(\n",
+        "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"temperature_z_gradient\": np.array(\n",
+        "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"fuel_electrode_mixed_partial\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"current_density\": np.array(\n",
+        "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"feed_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_medium_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_hot_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "}\n",
+        "\n",
+        "for controller in m.fs.controller_set:\n",
+        "    ctrl_name = controller.local_name\n",
+        "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
+        "        traj.vecs[str(controller.mv_ref[tf])]\n",
+        "    )\n",
+        "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
+        "        traj.vecs[str(controller.setpoint[tf])]\n",
+        "    )"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest. Note that PETSc preserves trajectories only for Pyomo `Vars`, not named `Expressions`---if you have an `Expression` you want to track, create a `Var` and a simple equality `Constraint` so PETSc will track it. (Don't forget to scale the `Var` and `Constraint`.)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_89136\\3422529511.py:405: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
+            "  fig = plt.figure()\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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0L1ICwp4rda3keeQYqbMk15Q8Z+PGjfXn8eyzz+o+GYqe3dixY3Wf/EzlOpLPXRaZhsYg70WOkc9YzlM+83r16ll8fHy0plBuJQAcDW239+677+p1ZNSPuuaaa/TfgwzRj4iI0O1PPfWUxVX5/dm4MjXO/v37bcP55dxuvvlm/dylfpVsk1pJsbGxRV4nSYb+9+nTx/bz7tChg/7spMSDrMs22SdzwlHZwSCJygX5BSeFCh955BFLx44dNbCRLxspcidfPPILXeoCXY4Un5QvQqnx4+/vr7WAGjVqZHnooYe0EJ8zrtZJkmXjxo1OC2JKsCdfZFFRUfpLWerHSI0ZCe5kIlxHAVpu5syZowUjpaCiEWhlD16k9tP06dO1aGTlypX1y1W+rCRIevjhh7UekL2iDpLks1y8eLF+YYWEhOjPsH379pYvvvgi1/e6cuVKy7Bhw/TL08/PT9+zfHY33nijzu2X/YvWlSApLS3N8vrrr2vQLD+LsLAwDZZkUlX5cnYWJElQKQG1BCjGl2v2L3T5Wb755puWJk2a6DHy3FKcUwpyXq5O0uWCJCG1re6//34tgCjXspx/3bp1Lf3797dMnTpVA2RX5fdn4+r8gefOnbOMHz9ePwvjXKUm02uvvWZJSkpy+JjCDpKE/AE1c+ZM/eMqMjJSf4fIvwmpFyZ/ZMi/J7kmqOzwkP9zd2sWEZEr+SnS9STTUeR1zi0qWvzZUFnFnCQiIiIiBxgkERERETnAIImIiIioNARJUqBN5hSSeh5S8EyqH9uTodoyvFqGRst+qZGRndSxkNo2coxRWTb7sEypiXPNNdcgMDBQS+RLheXiHMZMRHkj83hJCiVzXkoe/myorCpxQZLUmpCy70ZdDUf7pXbG//73P6fPIbU4pP6HFMGTZEKZ4FJqW9jXRZEAKS0tTWvefPnll1qN94UXXiiS90RERESlT4ke3SYtRXPmzHFYIE+Kecmkh1JxVebTMVy4cEHn15o5c6Zt9u5du3Zp4bdVq1bhiiuuwB9//KGzNEvwZMwsLQXxpKKxFMzL7wzwREREVHaUubnbpOJreno6+vbta9vWuHFjnTrACJLktkWLFrYAScjklzJBpVTAdTYxaWpqqi72kx7K1ARG1x8RERGVfNI+JNPzSGpPbnMYlrkg6dSpU9oSlH1yUQmIZJ9xjH2AZOw39jnz6quvYtKkSUVy3kRERFS8ZKoZ+/k6y3yQVJTGjx+PMWPGZOnakxYq+ZBlIlRynSTJy5xXok+fPlkmvcxtH1FxcHYN8tokKhsuXryo8/0FBwfnelyZ+xceFRWlCdkyGal9a5KMbpN9xjEyaac9Y/SbcYwjfn5+umQnARKDpLyRBPwhQ4boekJCAoKCglzaR1QcnF2DvDaJypbLpcqUuNFtBdWuXTud+dv4a0/s3r1bh/x37txZ78vt1q1bs8ymvmjRIg10mjZt6pbzJiIiopKlxLUkyV9n+/bts90/ePCg1kIKCwvTri1JlJaAR0amGQGQ0QIkS0hICEaOHKndYvIYCXweeeQRDYwkaVtInSUJhu68805MmTJF85Cee+45ra3kqKWIiIiIyp8S15K0bt06HV1mjDCTYEfWjRpGv/76q96XOkdi6NChel+G8BvefvttHeIvRSR79OihwZMUoTR4eXlh3rx5eivB0x133IG77roLL774YrG/XyIiIiqZSnSdpNKQ+CUtV5LAzZykvJHcDqmG7iwnydk+ouLg7BrktVm2SaFhKSFDpZ+Pj482hBT0+7vEdbcREREVJ2krkLQLGfBDZUdoaKj2JBWkjiGDJCIiKteMAEnm8ZT5PFkcuPQHvUlJSbbBWVWrVs33czFIIreQgp/vv/++bd3VfUTFwdk1yGuzbHaxGQGSzJ5AZUNAQIDeSqAkP9vcut5yw5ykAmBOEhFR6ZaSkqKjqGvXrm37YqWyITk52TbPq7+/f76+v0vc6DYiIqLixi62ssejEH6m7G4jtzVxL1++XNe7d++epSk0t31ExcHZNchrk6h8YZBEbmvi7t27t8Oh1LntIyoOzq5BXptEOfXq1QutW7fGO++8g7KG3W1ERETkVh9//LEGW5IfJN1kJaUcA4MkIiIicqukpCRcffXVeOaZZ1CSMEgiIiIqZWTUlrS4ZF+kNcYZ2f/pp59i0KBBWg+qQYMGOtWXvWXLlqFjx446j2nVqlXx9NNPIyMjw7Zfqs7LNF5SeV72v/nmmzleJzU1FWPHjkX16tW1S7pTp05YunRpru9n9OjR+lrGHKslBYMkIiKi7MUI0zLcsrhaladmzZo4efKkbdm4caPWeZL5SnMzadIkDBkyBFu2bMHAgQMxbNgwnTheHD9+XLd16NABmzdvxocffojPPvsMkydPtj1+3LhxGkjNnTsXf/75pwY/GzZsyPIao0aNwqpVqzBr1ix9nVtuuUVbifbu3YvShonbREREdpLTTWj6wkK3vPaOF/sj0PfyX80yslKm3DAGFNx44406YfvEiRNzfdzdd9+N2267TddfeeUVTJ06FWvWrNEgZtq0aRp8ScFUaXVq3LgxTpw4gaeeekonmZcuMQmavvnmG/Tp00ef48svv0SNGjVsz3/kyBHMmDFDb6tVq6bbpFVpwYIFul1eszRhkERERFSKjRgxAvHx8Vi0aBE8PXPvIGrZsqVtXbrCJFHamL5j586dGmjZ1xfq2rWrjuQ8duwY4uLikJaWpt1nhrCwMDRq1Mh2f+vWrVoqo2HDhjm64EpjRXMGSeS2GZqnTJliW3d1H1FxcHYN8tosHwJ8vLRFx12vnRfSFbZw4UJtDQoODr7s8dmvWwmIzGYzCktCQoK2cq1fvz5HHTHJYyptGCSRW8i8V9K3ndd9RMXB2TXIa7N8kMDBlS4vd5s9ezZefPFF/PHHH6hXr16Bn69Jkyb6nJIXZbQmrVy5UoMv6VKTViMJslavXo1atWrpfmld2rNnD3r27Kn327Rpoy1J0jolBVdLOyZuExERlTLbtm3TUWaSL9SsWTOcOnVKFyMJOz/+7//+D0ePHsUjjzyCXbt2aXL2hAkTMGbMGO3Gk5agkSNH6h8Kf//9t56D5DjZd/FJN5skg8u5/fzzzzovnrRyvfrqq5g/f77T15Zz37RpE/bt22frtpP7BXk/hYFBErmF/KWxdu1aXWTd1X1ExcHZNchrk0qKdevWaSK1dLfJUHxjuemmm/L9nDJk//fff9egplWrVnjwwQc1KHruuedsx7z++uvaQnTdddehb9++6NatG9q1a5fleSRBW4KkJ554QvOVJKlc/s0YrU+OTJ8+XVuh7rvvPr0vo/TkfvYSBcXNw+LqeEPKwdVZhCknqbVh9E9nn94ht31ExcHZNchrs+yRkWHS2uFopngquz9bV7+/2ZJERERE5ACDJCIiIiIHGCQREREROcAgiYiIiMgBBklEREREDjBIIiIiInKg5JcUpTJJqrZKkTJj3dV9RMXB2TXIa5OofGGdpAJgnSQiotKNdZLKrhTWSSIiIiIqGgySyC1k1unt27frkn0G6tz2ERUHZ9cgr02inHr16oXRo0ejLGKQRG6RnJyM5s2b6yLrru4jKg7OrkFem0RF44EHHkC9evUQEBCA8PBw3HDDDTrJrrsxSCIiIiK3ateunU6Mu3PnTixcuBCSLt2vXz+3TyTNIImIiKiUOXToEDw8PHIs0vXljOz/9NNPMWjQIAQGBqJBgwb49ddfsxyzbNkydOzYEX5+fqhatSqefvppZGRk2PbLJM933XWXTvQs+998880cr5OamoqxY8eievXqOgl0p06dsHTp0lzfz/33348ePXqgdu3aaNu2LSZPnoyjR4/q+3QnBklERET2ZNB3WqJ7FhcHnNesWRMnT560LRs3bkTlypU10MjNpEmTMGTIEGzZsgUDBw7EsGHDEBsbq/uOHz+u2zp06IDNmzfjww8/xGeffaYBi2HcuHEaSM2dOxd//vmnBj8bNmzI8hqjRo3CqlWrMGvWLH2dW265BVdffTX27t3r0nuTQExalWRUmrxPd2KdJCIiInvpScAr1dzz2s+cAHyDLnuYl5cXoqKibEPdb7zxRnTu3BkTJ07M9XF33303brvtNl1/5ZVXMHXqVKxZs0aDmGnTpmlQ8v7772urU+PGjXHixAk89dRTeOGFF5CUlKRB0zfffIM+ffroc3z55ZeoUaOG7fmPHDmiAY7cVqtm/QylVWnBggW6XV7TGXn9J598UoOkRo0aYdGiRfD19YU7lbiWpH/++QfXXXedfrjyQ/rll1+y7Jd+SvlhSTOfJHj17ds3S3QqUa2jJkhZ1q5dm2sz5X///Vfs75eIiKggRowYgfj4eMycOROenrl/rbds2dK2Ll1hUiMoJiZG70s+kARa8n1o6Nq1KxISEnDs2DHs378faWlp2n1mCAsL04DGsHXrVs0jatiwoXbJGYu0PsnjcyOtWtIiJsfK46XFSwJAdypxLUkSQbZq1Up/6DfddFOO/VOmTNHIV6JXaYp7/vnn0b9/f+zYsUOLRXXp0kWbHu3JMYsXL0b79u2zbP/rr7/QrFkz231pqiQionLOJ9DaouOu184D6QqTRGdpDQoODr7802erFC8BUWGWs0hISNBWrvXr1+utPQmWciPFHWWRXKkrrrgClSpVwpw5c2wtX+5Q4oKkAQMG6OKItCK98847eO6553R4oPjqq68QGRmpLU5Dhw7VpjmjCVKkp6dr3+kjjzySJTo2giL7Y6n4yD9UaYI11l3dR1QcnF2DvDbLCfmucKHLy91mz56NF198EX/88YcOny+oJk2a6HPKd63xfbly5UoNvqRLTVqN5LpfvXo1atWqpfvj4uKwZ88e9OzZU++3adNGW5Kkdap79+75Phc5B1kkCdytLCWYnN6cOXNs9/fv36/bNm7cmOW4Hj16WB599FGHz/HTTz9ZPD09LUePHrVtO3jwoD5PzZo1LeHh4ZauXbta5s6de9nzSUlJsVy4cMG2yHPK88g6ERGVPsnJyZYdO3bobWmydetWS2BgoOW5556znDx50racO3fO5e9UERISYpkxY4auHzt2TJ/z4YcftuzcudPyyy+/WKpUqWKZMGGC7fgHH3zQEh0dbVm8eLGew/XXX2+pUKGC5bHHHrMdM2zYMEvt2rUts2fPthw4cMCyevVqyyuvvGKZN2+ew/OS73bZv27dOsvhw4ctK1eutFx33XWWsLAwy+nTp4vkZyvf2658f5e4nKTcnDp1Sm+l5cie3Df2ZSdJZtIdZ59YJk1+Mmzxxx9/xPz589GtWzdNess+FDK7V1991dYcKIu7s+6JiKh8WrdunSZSS3eb5Ogai6M0FVfJkP3ff/9du+4k7eXBBx/EyJEjtffG8Prrr2sLkeQOS06wfH9KjSN7kqAtZQKeeOIJzVeS71fJCTZan7KTVJnly5fryLr69evj1ltv1darf//9FxEREXCnEj3BrTT3SX+kfMBCPjBJIpNse7kYDJLcJcd+//33WR4viWbR0dH44YcfMHjw4FxfS36gMhGe/KCckWY/+6Y/mSBPAiVOcJt30gcuox+E/MOxTzbMbR9RcXB2DfLaLHs4wW3ZlVIIE9yWuJyk3Bj5Q6dPn84SJMn91q1b5zheolnJO7r++usv+9ySrS/DDXMjxbVkoYKTKR3kwjUS/WSUhSv7iIqDs2uQ1yZR+VKq/gySX04SKMlINftoUJLIZNiiPWkgM5r8XEmw3LRpU5bAi4iIiMq3EteSJH+d7du3z3ZfmsokgJGsemnelpmGpQ9WhggaJQCkppLRJWf4+++/9bH33ntvjteQ8gEyCk6y8MXPP/+Mzz//XMu1ExEREZXIIEmS0Xr37m27P2bMGL0dPnw4vvjiC1s1Tpnn5fz585o0JpU8s/c3SsK21EySiqGOvPTSSzh8+DC8vb31GMlnuvnmm4v43REREVFpUaITt0s6VxO/KCcJdI3CYtlzO3LbR1QcnF2DvDbLHiZul10phZC4XapykoiIiIiKC4MkIiIiotKQk0Tlg+SC/d///Z9t3dV9RMXB2TXIa5OofGFOUgEwJ4mIqHRjTlLZlcKcJCIiInKnXr16aXmesohBErmFNGCeOXNGl+yNmbntIyoOzq5BXptERRdoyfRi9ovMHedu7FQnt5CJGY2JC7MPpc5tH1FxcHYN8tokKjr33XcfXnzxRdv9wMBAuBtbkoiIiEqZQ4cO5Wh5kUVaZJyR/TKzxKBBgzQAkZkrfv311yzHLFu2DB07dtR5SqtWrYqnn34aGRkZtv1SK0ym+5J6YbL/zTffzPE6MhH82LFjUb16df1DQuZGXbp06WXfk5yTTD1mLCUh15dBEhERkR3pSk1KT3LL4mo3bs2aNXHy5EnbsnHjRp3QvUePHrk+btKkSRgyZAi2bNmCgQMHYtiwYYiNjdV9x48f120dOnTA5s2b8eGHH+rsFTIVmGHcuHEaSM2dOxd//vmnBj8bNmzI8hqjRo3CqlWrMGvWLH2dW265BVdffTX27t2b67l9++23qFKlCpo3b47x48dry627sbuNiIjITnJGMjrN7OSW1159+2oE+ly+m8nLy0tbW4xRXDJ/qUz0PnHixFwfd/fdd+O2227T9VdeeQVTp07FmjVrNIiZNm2aBl/vv/++tjo1btwYJ06cwFNPPYUXXnhBgxYJmr755hv06dPHNhdqjRo1bM9/5MgRnVxebmVeVSGtSjJ9mGyX13Tk9ttvR3R0tD5GAit5zd27d+vcqu7EIImIiKgUGzFiBOLj47Fo0SJ4eubeQdSyZUvbunSFSZdWTEyM3t+5c6cGWhIgGbp27ar5d8eOHUNcXBzS0tK0+8wgk883atTIdn/r1q0wmUxo2LBhji44aelyRuZjNbRo0UK78iQQ279/P+rVqwd3YZBERERkJ8A7QFt03PXaeSFdYQsXLtTWoODg4Mse7+Pjk+W+BERmsxmFJSEhQVu51q9fr7f2jHkPXWEEYvv27WOQREREVFJI4OBKl5e7zZ49W0eD/fHHH4USSDRp0kSfU/KijNaklStXavAlXWrSaiRB1urVq1GrVi3dL61Le/bsQc+ePfV+mzZttCVJWqe6d++e73PZtGmT3kqLkjsxSCK3kCkdhg8fblt3dR9RcXB2DfLapJJi27ZtOspMcneaNWuGU6dO6XZfX18NZvJDptx555138Mgjj2jy9e7duzFhwgSMGTNGu/GkJWjkyJGavC1dZ1IO49lnn83SxSfdbJIMLucmI98kaJK6YosXL9auvmuuuSbH60qX2syZMzVpXJ5XcpIef/xxTUK37x50C5mWhPLnwoULMgxBb4mIqPRJTk627NixQ29LkxkzZuj3T/alZ8+eTh8j++fMmZNlW0hIiD6XYenSpZYOHTpYfH19LVFRUZannnrKkp6ebtsfHx9vueOOOyyBgYGWyMhIy5QpU/Q1H3vsMdsxaWlplhdeeMFSu3Zti4+Pj6Vq1aqWQYMGWbZs2eLwvI4cOWLp0aOHJSwszOLn52epX7++Zdy4cQX+bs3tZ+vq9zfnbisAzt1GRFS6ce62siulEOZuY3sxua8OSWYNDCkgZj+aIrd9RMXB2TXIa5OofGExSXIL+aKR/m1ZshcMy20fUXFwdg3y2iQqXxgkERERETnAIImIiIjIAQZJRERERA4wSCIiIiJygEESERERkQMMkoiIiIgcYJ0kcguZ+PDmm2+2rbu6j6g4OLsGeW0SlS+suF0ArLhNRFS6seJ2wfXq1QutW7fWed/KWsVtdrcRERGRW506dQp33nknoqKiEBQUhLZt22L27NnuPi0GSURERORed911F3bv3o1ff/0VW7duxU033YQhQ4Zg48aNbj0vBknkFomJiTrvlSyy7uo+ouLg7BrktUklxaFDh2zXov0iXV/OyP5PP/0UgwYN0rkHGzRooEGJvWXLlqFjx47w8/ND1apV8fTTTyMjI8O2X657CWhkah7Z/+abb+Z4ndTUVIwdOxbVq1fXVqFOnTph6dKlub6ff//9F4888oi+dt26dfHcc88hNDQU69evhzsxSCIiIrIjqbrmpCS3LK6mCdesWRMnT560LdLiUrlyZfTo0SPXx02aNElbaLZs2YKBAwdi2LBhiI2N1X3Hjx/XbR06dMDmzZvx4Ycf4rPPPsPkyZNtjx83bpwGUnPnzsWff/6pwc+GDRuyvMaoUaOwatUqzJo1S1/nlltuwdVXX429e/c6Pa8uXbrg+++/13Mxm836WMkpyi3oKw4c3UZERGTHkpyM3W3bueW1G21YD4/AwMseJ6MrJX9HSDBx4403onPnzpg4cWKuj7v77rtx22236forr7yCqVOnYs2aNRrETJs2TYOv999/X1udGjdujBMnTuCpp57CCy+8oJM6S9D0zTffoE+fPvocX375JWrUqGF7/iNHjmDGjBl6W61aNd0mrUoLFizQ7fKajvzwww+49dZbNdDz9vbWlq45c+agfv36cCcGSURERKXYiBEjEB8fj0WLFsHTM/cOopYtW9rWpStMRnbFxMTo/Z07d2qgJQGSoWvXrkhISMCxY8cQFxeHtLQ07T4zhIWFoVGjRrb7kk9kMpnQsGHDHF1wEgA58/zzz+P8+fP466+/UKVKFfzyyy/a4rV8+XK0aNEC7sIgiYiIyI5HQIC26LjrtfNCusIWLlyorUHBwcGXPd7Hxyfr63l4aPdWYUlISNBWLsklyl5LTPKYHNm/f7+2Xm3btg3NmjXTba1atdIA6YMPPsD06dPhLiUuJ+mff/7Bddddp8108sOTaNKe9NdKs58kjAUEBKBv3745+jlr166dI5nttddey3KM9JN2795daydI8+KUKVOK5f0REVHJJt8ZnoGBblnsW3EuR4bIv/jii9pVVa9evQK/7yZNmmgukX1e1MqVKzX4ki41eQ0JslavXm3bL61Le/bssd1v06aNtiRJ65R0ldkvRvdgdtKNJ7K3gkmQVZgBXJkIkiRzXiJIiR4dkWBG+lAlspQflDQX9u/fX/tk7cmFY5/UJlnz9kWk+vXrh+joaI12X3/9de3H/fjjj4v8/RERERWUtLrIKDPJF5LWF6kzJIuRhJ0f//d//4ejR4/q9+WuXbs0OXvChAkYM2aMBjDSEjRy5EhN3v7777/1HCTHyT64kW42SQaXc/v555+1mKO0cr366quYP3++w9eV3CcJoh544AE9VlqWZNScdB9KrpU7lbjutgEDBujiiES3UtFThgbecMMNuu2rr75CZGSktjgNHTrUdqxEvs6i1m+//Vb7VT///HP4+vrqBbZp0ya89dZbuP/++4vonVH2vxBkFIWx7uo+ouLg7BrktUklxbp167QFRrrb7Eef9ezZ87LD7Z2RIfu///67BkHSWBEWFqZBkXznGqRRQbrUpMdHvmefeOIJrVptTxK05Zxkn4yYkxyjK664Atdee63D15XWKXldKTcgzyvPL0GTJIUb/97cpURPSyLNjpLdbkSSBw4c0OY+GeooJdDtLwq5/+6779q626RlKT09HbVq1cLtt9+Oxx9/XDPmhUS40ppk35W3ZMkSXHnllRqFV6pUyeH5SOKZLAZ5Dumq47QkRESlE6clKbtSCmFakhLXkpQbaUoU0nJkT+4b+8Sjjz6qJc0lCpYCVePHj9cuN2kpMp5HPrTsz2HscxYkSXOh1JggIiKisq9UBUmukv5T++GO0qUmfZ0S5EgV0fySYMv+uY2WJCIiIip7Slzidm6MHKPTp09n2S73neUfCanpIGXVpYy78TyOnsP+NRyRAEua5ewXyn+CviTdy+JoWhJn+4iKg7NrkNcmUflSqoIk6SKTIGbx4sVZWnNklJsUwHJGkrIl+z4iIkLvy7FSakBylgySRS8FsZx1tVHhk6RDY+hnXvYRFQdn1yCvTaLyo8R1t0lW+759+2z3JelKghzJL5Ik7NGjR2vWvEzMJ0GTVOmUmkpGcrfUeJCgqXfv3pp5L/clafuOO+6wBUCSyC25RZK1L8MnZRijJH2//fbbbnvfREREVLJ4l8RhjRLgGIwcoOHDh+OLL77Ak08+qc3cMlRfSph369ZN54QxMtelS0wmxpO6RzISTQIpCZLsc4kko10m5nv44YfRrl07HZ4oBSo5/J+IiIhKRQmAks7VIYSUkwS6Rol6aT2UHA9X9hEVB2fXIK/NsoclAMqulEIoAVCqcpKIiIiIiguDJCIiIqLSkJNE5YOMNpRK6ca6q/uIioOza5DXJlFOvXr10lkvZNqwsoZBErlFQECA0/mFcttHVBycXYO8NomKhkwwP3PmTGzYsAHx8fGIi4tDaGholmNk2jCZfPe3337TP1IGDx6sI9ONPMGiwD+FiIiIyK2SkpJw9dVX45lnnnF6zLBhw7B9+3atazhv3jytd1jUo9IZJBEREZUyMoOETAKffZGuL2dk/6effopBgwYhMDBQ6w3++uuvWY5ZtmwZOnbsqOV0qlatiqefflpnrDDICE+ZJF5ab2T/m2++meN1pPzO2LFjUb16dR0BKrNeXK4FVmogymtdccUVDvfv3LlTy/3I+cvzSfmf9957T0v+nDhxAkWFQRK5hfxDCw8P18XRtCTO9hEVB2fXIK/N8kEq46SnmtyyuFqVR+YNlYnbjWXjxo2oXLkyevTokevjpJDykCFDsGXLFgwcOFBbZ6QbSxw/fly3dejQAZs3b8aHH36Izz77TAs4G8aNG6eB1Ny5c7XeoAQ/0kVmb9SoUVrIWQIYeZ1bbrlFW4n27t2L/JLnk+639u3b27b17dtXu92kgHRRYU4Suc3Zs2fztY+oODi7Bnltln0ZaWZ8/Ngyt7z2/e/2hI+f12WP8/Lyss01KvWAZNYJmXJLCinn5u6778Ztt92m66+88gqmTp2KNWvWaBAzbdo0Db7ef/99bXVq3LixttLIzBRScFm6xCRo+uabb9CnTx99ji+//BI1atSwPf+RI0cwY8YMvZXZMIS0KkkrkGyX18yPU6dO2aYWM3h7e+tsHLKvqDBIIiIiKsVGjBihyc6Sq3O5UZctW7a0rUtXmBRSjImJsXVpSaAlAZKha9euWjj12LFjmkydlpam3V0GCVJk3lPD1q1bYTKZ0LBhwxxdcNLSVdowSCIiIrLj7eupLTrueu28kK6whQsXamuQzFd6OT4+PlnuS0BkNptRWBISErSVa/369XprryCj0KTVzAjmDJIrJV2FRotaUWCQRERElC1wcKXLy91mz56NF198EX/88Qfq1atX4Odr0qSJPqfkRRmtSStXrtTgS7rUpNVIgizJAZIJ54W0Lu3Zs8dWP6xNmzbakiQBTffu3VFYpIVL5muV4EvmXBV///23Bnj2LVuFjYnbREREpcy2bdt0lJnkCzVr1kzzcmQxkrDz4//+7/9w9OhRrUW0a9cuTc6eMGGCThAv3XjSEjRy5EhN3pYARc5Bcpzsu/ikm02SweXcfv75Z507TVq5Xn31VcyfP9/pa8u5b9q0Cfv27bN128l94/1IACd5U/fdd58+nwRvkiA+dOhQW+5TUWCQREREVMqsW7dOE6mlu02G4hvLTTfdlO/nlCH7v//+uwYhrVq1woMPPqhB0XPPPWc75vXXX9cWouuuu05Hl8lQfKNlxyAJ2hIkPfHEE5qvJEnla9eutbU+OTJ9+nRthZIgSMgoPblvX6Lg22+/1WRySRqXUXjy2lKEsih5WFwdb0g5uDqLMOWUnJxsG6oqBcGkkrEr+4iKg7NrkNdm+Zopnsruz9bV7+985SQdOHBAm9qkuUsy3mVIrBSmktohLVq00L5J+UXi6+ubn6enckC+XOQvi7zuIyoOzq5BXptE5YvLQZI0OElhKGkSW7FihW1bdtI0JnUQKlWqpH2VDz/8sEZxRERERKWJSzlJUgRK+iclGUvqKEgfpZQGl4qckmwldROkyUqateRYKWYlSVZvv/223krSl2TAExEREZWpliQjQUpaiSS7XKpcZidDBGWJjo5Gv3798Pzzz+Pw4cP45JNPtHqnlBOXip1EQhIOmzZtqus7duzQ7lpX9hEVB2fXIK9NovLFpSBJqngaJcjzQgImybyXkuTSykRkkK5aCaKNdVf3ERUHZ9cgr82yiz/PssdSCD9Tl7rb8hMgCWMCSGlFkqF8REREJYlRgVpaCalsScr8mWavMl4kidtSVOqGG27IU4A0YMAAHSZLRERUEsnUGfKHvDHlhXSh2s9dRqWzBUkCJPmZys82+/QoRRIkyazBUvrcKD2eG6klInlMUiKAiIioJDPm/so+NxiVbhIgFXReN5eDJKl5JFUzpT5Sbl1nEiBdc801WL58uR5PRERUkknLkVSrjoiIQHp6urtPhwqBdLEVpAUpz0HSb7/9piPbpAtNAqAGDRo4rG55/fXXY+nSpVqy/IcffijwCRIRERUH+VItjC9WKjtcDpJkrpbvv/9e54WRIf7SlWY/qVxqaqq2HC1evFi72n766SeHpQKIjL/cjKHU2fv/c9tHVBycXYO8NonKlzzP3SYTzMnEdTLJnLQohYWFaTFJCZCkkKS0NkmSd0GyyUsLzt1GRERUdr+/XSoBYE+qbr/zzjtaeVu63mJjYzFo0CANkK666ir88ssv5SJAIiIiorItX/1hjzzyiAZHkyZNQt26dTUiu/LKK7UFiZPaEhERUVmQ55Ykw4QJE/Doo49qgNSrVy/MmzcP/v7+hXt2VGZJDYtmzZrpkr2IW277iIqDs2uQ1yZR+eJyS5KzOYokefHff//V3CRH+4yq20T2JBVO5r4y1l3dR1QcnF2DvDaJyheXgySpH8HRHERERFReuBwkHTp0qGjPhIiIiKgs5CQRERERlWUlLkiSCXGlWrcUqpTuPSkpYE/yAF544QUtIR8QEIC+ffti7969WVq8Ro4ciTp16uj+evXqaZK51HKyP0aeO/vy33//Fet7JSIiolIeJL322msFGskhwcf8+fNdOlYSvVu1aoUPPvjA4f4pU6Zg6tSpmD59OlavXo2goCD0799fp0QRu3btgtlsxkcffYTt27fj7bff1mOfeeaZHM/1119/4eTJk7alXbt2+X6PREREVMZYXBAUFGSJiIiwTJw40bJv3z5XHmJJTU21/Pjjj5Z+/fpZPD09LW+88YYlr+T05syZY7tvNpstUVFRltdff9227fz58xY/Pz/Ld9995/R5pkyZYqlTp47t/sGDB/W5N27caCmICxcu6PPILeVNYmKiJTo6WhdZd3UfUXFwdg3y2iQqG1z9/nYpcXvPnj149tln8dJLL+HFF19E69atccUVV2jLS2RkJEJDQ7UlRwpM7t69W1t4VqxYoTWUateuje+++w5DhgwpcEB38OBBnDp1SrvYDFJWvFOnTli1ahWGDh3q8HFSdtxRiQKZjFfOu2HDhnjyySf1fm5kfjpZDPL+KH+kpISzwQC57SMqDs6uQV6bROWLS0GS5AfNmDFDAyXpxvrqq6/w4YcfOiwJIA1Anp6e6NmzJx588EGdsqSwJrqVAElIYGZP7hv7stu3bx/ee+89vPHGG7ZtFSpUwJtvvomuXbvquc6ePVvnnpP8p9wCpVdffVWrjBMREVHZl+cJboU8ZOvWrVi5ciWOHTuGc+fOaZJ0eHg4WrRoge7du2vrUoFPzsMDc+bM0QBGSNFKCWxOnDihidsGaaWSY7///vssjz9+/LgGa1IR/NNPP831tWTSXmmpkkl789KSVLNmTU5wS0REVAYnuM1XE48EJC1bttSlOEVFRent6dOnswRJcl+6AO1JINW7d2906dIFH3/88WWfW7rsFi1alOsxfn5+ulDBJScno0ePHrYRjRJku7KPqDg4uwZ5bRKVL4XTD1ZMZFi/BEqLFy+2BUUSDUoO1EMPPZSlBUkCJMmZkm5C6VK7nE2bNmUJvKhoyQjEdevW2dZd3UdUHJxdg7w2icqXEhckJSQkaB6RQbrAJICRxOtatWph9OjRmDx5Mho0aKBB0/PPP685U0aXnARI0r0WHR2teUhnzpzJ0RL15ZdfwtfXF23atNH7P//8Mz7//PPLdskRERFR+VHigiT5K01agQxjxozR2+HDh+OLL77QUWhSS+n+++/H+fPn0a1bNyxYsAD+/v56nHSZSZAlS40aNbI8t336lYzUO3z4sCaVN27cWPOZbr755mJ7n0RERFQGE7cpb4lflJMEujLK0Gg9lKKgruwjKg7OrkFem0Tl6/u7xE1LQkRERFQSMEgiIiIiKg05SVR+VKlSJV/7iIqDs2uQ1yZR+VGgnKS0tDSdJFYmlZW+ehlpJmSqD+nvk18mrgy/L62Yk0RERFT6FHlO0q+//qpD8q+77jqMHTsWEydOtO3bsmWL1hyaNWtWfp+eiIiIqPR1t8l0JDJcXgKhd999F//9959OYmvo2LEj6tevr3Oi3X777YV5vkSuSU0ATmwEYnYCZ3YBCaeBpHNAevKlY3yDgIBKgH8oULEqEFrLbokGPL3c+Q6IiKg0BklSY0jmZlu/fr12qcncbdm1b99eK2ETOSLTOwwYMEDX//jjjxzTkjjbl/uTnge2/ADs+g04vAowp+f/BL39gSoNgPAmQERjIKIZENUCqFhN5uXJ//NSqeDsGsz3tUlE5SdIkuBHWpJyS2CUiV/nzp1bkHOjMkymdFi2bJlt3dV9Dp0/CvwzBdjyI5Bh11JUsQZQtSUQ3tga3ARVAXwCJRVPSosCaYlAcpx1uXgCOH8kczkMZKQAp7ZaF3uBla3Bki6trLcSTLHVqUxxdg3m+dokovIXJKWmpl42UVmqYZflpG0qAdJTgGWvAaumAaZU6zZp8WkzDGjQH6hcL3+tPmaTNVCK2QWc2Wntsju9HTiz29pld2CpdTF4BwCRTYGoltagqWorIKIp4CsBGRERlasgqW7duli7dm2ux6xatUqn+yAqEie3AD/fbw1iRO3uQO9ngVpXFLw7TFqFwupal8YDswZlMTsyW5i2ZN5uA9ITgePrrYvBwxOo3CAzaGp5qeUpqHLBzo2IiEp2kDR48GCdZHbGjBm45557cuyXiWW3bduGKVOmFMY5EmW19Sfgl4cAUxoQFAFc9w7QaGDR5wr5+APV21oX+1an2IPAqc3WoEmCNwmgEs8AZ3dbl20/XTo+uJpd0JR5W6k285yIiMpKnSSZs+iKK67Azp07ceWVV2r3m4x4e+KJJ7QF6d9//0Xr1q311s/PD2UV6yS5Ye62lVOBRdZ6XGh4NXDDB9Zco5Im/lRm0JQZPEngFHvA8bF+IUBUc7vuupZAlYaAd9n9t1PSce42orLN1e/vfLUkyS+J5cuXY9SoUfjhhx9gMplsLUgeHh4YMmQIpk2bVqYDJHKDle8Ci16wrnceBVz1Yp4Tpk1mCw6eTcCBM4k4eDYRpy+mIiktA4lpJiSnmeDn7YkAXy8E+HjpbZUKvogKCUBURX9UDfFHREU/+Hm78JrBUdalwVWXtqXGW7vnNGjKDJ4k3yn1AnB4pXWx766TUgSV62db6llbo7xYLJ+IqKjl+zdtpUqV8O2332Lq1KmanxQbG6vRWIcOHRAZGVm4Z0llUmBgoOv7ts2+FCD1fg7oOc7l14lLTMO8rSexYu8Z/HcgFheSC1AaAEBkRT/UqRKEOlUqoF643FqXmmGB8PHKZbCCXzAQ3dm6GDLSgLN7LuU4aXfdVmvgFHfIuuz7K+vzeHhZR+uF1ARCZal1aT1E1mtYuwapSK7P3K5bIipb8tXdJl1sXbt21XpJ5Rm724qJtLZ80seaIC0tSP1fdulhm46exyf/HMCiHaeRZro0XDvQ1wv1wiugdpUgVAv1R7CfNwJ9veHv44W0DBOS081ITjchKTUDZxJScepCCk5dTMHJCylIy3A+7Nvb0wPRlQP1uetHWBdZrxdRARX88vD3iPyTTIgBzu3LXPYC5/YDZ/daR91JLtblBFYBKkQCFcIzbyOs+VvGui6RQEAYwFGoRFTOXCzK7japkyQ5SURFLuUCMGuYNUCq0xPoO+myD9lzOh6vL9ytwZGhefWKGNC8KrrUq4wW1UPgnVuLjxPy90RcUjoOn7N21cki3XYHdD0BKelm7D+TqMufdq8tpKvOPmiqr7dBCK/gp13UWcj94EjrUrtr1n1Sm0eqh184aq3pZNxKrShjPT0JSDprXWIu86akVSpIAqlwa+Vx/xAgQG4zF9t6SM515kwRURmXryBJhvYfPny48M+GKHtAMOchIHa/tTDkzZ/nmouTYTLjo38O4J2/9iDdZIGnBzCoTQ2M6FYbzaqFFPh0JJgJC/LVpU2tStlO1YKTF1OwPyYB+2ISsP+McZuIswmp2goly/K9Z7M8rqK/t3bTVQ0JQPVQf1QNDdCAqrrchgYgMtgva0AnrT4yhYosNTs6boVKigXiT1hbo3Q5bR1tJ7f225JjAYsJSDhlXfJK6kNJwCSLTPEihTqlNpTeZrtvWw/Kdhtgtx5orXTu5cucKyIqvd1tX3zxhSZtr1mzBk2bNkV5xe62/EtJSdFSEkLm+PP398+5L/YAZvc5Dn8ZADBiAVC9ndPni4lPwUPfbMD6w3F6v0/jCIwf2ERbb9ztfFKaBk37YxKxT28T9PZobBLMl/nXJ4Fe5Qp+qBzkiyoV/DRAq1zBui7bZF9ooA8q+vugYoC33kp3Yo7WKUdM6ZeCp8RzQMp5a/Vxab3T9fPZ1o37F60Vy4uSJK5rsOQHePlY1719L7/N226f/TZP2eYNeBqLjzXp37jvZX/fR1sFBz/2qgaAs3/+2XZ95nbdElHpUaTdbVJMslevXtrl9sADD9iStR39Yu7Ro0d+XoLKOBkR+fvvv9vWs+xLjr+0r3cwMPCNXAOkXacuYuQX63D8fDKC/b0x6fpmGNSmumuBQjEIDfRFu+gwXeylpJtw+FwSjp9PwonzKThxPllbm+R9nLyQrLlQ0iJ2Jj5VFyDepdfz8vTQFqqKAVmDJ1mC/LwR5GcduRfo46W5WIF+kQj0rYaAQG8EVZJtst/but/PC75enlk/S6kNlXrRGjAZgZR08cmSZtwmZr3vdJvcJlpv7efas5itU8PI4gamNAt+XxKf4/rM7bolorInX0GSBEjyS1Maod58881cv4z4i4RclZKRgnnrP0D6io8vbWxzJ9BuuNPHbDgSh7s+W4OE1AzUrRKEz+7uoCPNSgNJFG8UFayLI9KFJ111MfGpOJeYhtjEVJxLSMPZhDScS0hFbGIaziam4WJyui4yai/DbNEyB5I7JUthkKBLAiU/H0+99fW2LlIKQW+9fOHr7Q8/7yp2+zKP87Ie4+vvqYnt3l4eeuvl6QkfL7m13veW+x4Z8EE6fGGCjyUd3h4Z8LVkwNuSrvu8LWnwsZjgJfss6fA0y5Km92XdQ9Yzbz1NcpsOT1MaPCzp8DClwtNihoc5AzBnwMNi0nXjfo4l5ojLQSkRlV35CpJeeOGFEvNXOpUNGeYMPLzoQayJWQ9zsN1l2f8VDcYPXjyIDac3YPu57biQegEms9Q18sCqPWlIDQxFkxrReGfQ1aUmQHKFp6cHIipKbSbXunTkc5JuIgmWLqZYAyfrbYbeXkhK13pQUhcqKbMulH2NKFmXW+O+MSJQgq5k+bzTS8ofPPK7xzdzKfjPW7o0PT089PM21u9KlyrpewvlbImonAVJEydOLPwzoXLt1/2/aoDkbbHAZJfu8uSKZ7AtfhtiU2IdPzAzb/gYgJvnv4/IwEi0jmiNdpHt0L16d9QIroHyQv5w0UKYvl6ICil4rowkwielWwOm1HQz0kwmpGaYtQyCcauLSe6bbPdT7febLh1nbeWy3maYrC1eGXLfJLfW++kmc+b2S/vs75tMFqRnHmuWa8Vs0Vz1HOsW67orzJmPsU8QSzDlrUgpEZVNHEJCJcL3u2bp7ejY8whucicGY4feX3psKTz9pEvHDy2qtNAAKMS3Cj755xBiEuIRWSkNbeqacCLxGPaf34/TSaex8NBCXUT90ProUaMHetboiVbhreCVxwrd5ZmMqqsoi78PSiNpWTMCIF3MjteNgMoIvGR99azV7j59IioBGCSR2x25eAQ7YnfCy2LBdRk+8OvyJIDXdN//tfo/dK3TFU0rN4Wvl69+8ckotuNHQhER7IfZt3ZDZGZ3VFJ6knbHbYzZiFUnVuntvvP7dPl82+cI8w9D75q90Te6LzpFdYKPjGiiMt2y5uUBeGn3XN5s9GdVbSLKZ5Dk6ZlttIsTckxGRkZ+XoLKkeXHluttp+QUhDUdhEQZ1p3p7uZ3Z5lE9Md1x7Bg+ylNIJ5+ZztbgCQCfQLRIaqDLve3vF9zl/498S+WHVumryFddrP3ztYl2CcYPWv21ICpa7Wu8Jf6PESZzFK7iYjKvXwFSTKs31GQJPUG9u7dqzNlt2rVCqGhoYVxjlQGSeBjlOgavWS03nZKSQEa9Muyz96xuCS8OM/aDfdEv4Zom62gY3YhfiEYUGeALunmdKw7tQ6LjyzW5WzyWcw7ME+XAO8AdKveDVdFX6Vdc0H8giz3vCuEwTKhIk741c0SpDu7NomobMpXkLR06VKn+5KSkvD0009jwYIFWLRoUUHOjcoB+cLZeGqdrrdJMwO1uzkdDv/U7C061L9ddCXc271unl7Hx9MHnat11mV8x/HYfGYz/jryF/46/BdOJp7EosOLdPH19EWXal3QJ7qPds1JoEXljykzUPY1J7v7VIioLOUkyQzZU6dO1QKT48aNw4wZMwr7JagMOZ5wHLFpF+BjsaBpeAvAz3GF7Lmbj2PlvnMI8PHCm7dIAnb+S1BI8nbbyLa6jGs/Djtid2iwJMuhi4c0WVwWbw9v7bqTLrkra12JKgFVCvBOqTSxZAZJfuYkd58KEZXFxO3u3bvjm2++Kaqnp1JOpne48847cSbpDMw3mlHHkgG/6PZZ9omvv/4aJg9vvPbHLr0/6sr6qF2ItZCk27hZ5Wa6PNrmUR0ht+jIIg2Y9sTtwaqTq3SZ/N9ktIloowGTtDCVp9IC5VGKxRu3/JgEM1Lw7biULNOS2F+bnJaEqGzL19xtrpBfJDK3kXS/lVWcuy3/JG+tQgVrq1HTj5piYHoyXu/5BtD8piz7EhISMG3FUXywZD9qhQXiz8d7aKXq4hp1Z3TJbT27Ncu+msE10blqZ+2a61C1Ayr68udflsxctBrD+l2h6wkX4hBU0Zpfmf3atM9XIqLSo0jnbsuN2WzGt99+i++//x7t21tbBogup056hsP52WIupuDT5Qd1/dlrmhRbgCRqVayFEc1H6HIq8ZQmfEvAtClmE47GH9Xlhz0/wNPDE82rNNegSYpYtgxvyeTvUs470K7bNy1BZuBz5+kQkZvke4JbR2S4f0xMDNLT0+Hj44NXX321oOdH5URdixcQWivH9k+WH9DqzZKs3a9pJNwlKigKw5oM0yUxPRFrT63VWkzSFXfwwkFsObNFFyFBU6NKjbTwpXTRySKPp9IjwC/g0p1UCZKIqDzyzm9rkaMSABIYNW/eXJO2R40ahWbNmhXGOVI5UKNCdUkQyrH9h3XHAE9fjO7boMTMFyitRL1q9tJFSCuTBEz/nfxPW5lOJJ7Aztiduny36zs9RoKkNuFtNHCSVqdGYY20ijiVTIG+di2WyU6mxCGiMi9fQdKhQ4dQVP755x+8/vrrWL9+PU6ePIk5c+bgxhtvtO2XFKoJEybgk08+wfnz59G1a1d8+OGHaNCgge2Y2NhYPPLII/jtt9+08OXgwYPx7rvv2nIJxJYtW/Dwww9j7dq1CA8P1+OffFIqPZM7RFW69POzJ3N+dWxQCd3ql9yRZRIADWowSBdxOvE0Np7ZiI2nN2rV791xuzWQ+iPxD/xx6A89RkbO1a9UXxPGpZp4syrN0CC0gVYVJ/eT+e9sEs+681SIyI1K3LQkRiHKESNG4Kabbsqxf8qUKVpi4Msvv0SdOnXw/PPPo3///tixY4dtpMmwYcM0wJI6TdL1d8899+D+++/HzJkzbQlb/fr1Q9++fTF9+nRs3bpVX0+KX8pxVLxkOpKw8KZO9z9+VcMS04rkisigSFwddDWurn21bbqULWe3aMAk9Zl2ntup1b93xe7SRSqACy8PL82DkvnmZKkXWk9vZZvUeaLiE+Br96sxiUESUXmVryDJy8sLEydO1ADFmZdffllbfPI6LcmAAQN0cURakd555x0899xzuOGGG3TbV199hcjISPzyyy8YOnQodu7cqYUspYXISBx/7733MHDgQLzxxhuoVq2aJpanpaXh888/h6+vr3YLbtq0CW+99RaDJDeITDXh3F+HkDrncVQecQ9Qr55tX/voSuhSrzJKM5ku5YqqV+hiXMcyEe/2s9t1rjljkWlUJL9JFilsafD29EbtirU1YKobUlfLD8giI+wq+1cuVQFkaRFoP0CALUlE5Va+giT5Je9K5YDCri5w8OBBnDp1SluADDKEr1OnTli1apUGSXIrLUL2I+vkeOl2W716NQYNGqTHyNQqEiAZpDXqf//7H+Li4lCpkuPpLlJTU3UxSIsU5b/o6C/bf8EzK57BoP/ScPbfv3V74vLlCP76O9Qb+zPSTGY8cU2LMhcEyPuRLjpZpLK38W8lJinGNiGv1GsybpMykmzbs/P38rcGTRWsgZOxXrVCVUQERGjF8LL2+RWHsNBgvDfuZtzjvRABGReyXLcy9N9YJ6Kyrci6286cOYOAALsRIoVAAiQhLUf25L6xT24jIiKy7Pf29kZYWFiWY6SrLvtzGPucBUkyWm/SpEmF+I7KL/nijrdcgK+XB7qsu/RXuzkxETteeRMZNa5Dh7rSilRyc5EK+/OQbjpZulbvattutpg1n8kIkg5fPIxj8cd0OZV0CimmFKcBlJBpVsIDwxEeEJ7lNiIwQtf1NjBcJ/xlMHVJkJ834n0qI8jHAxnxp+CZuV0+I9ZGIio/XA6SpFvLnnRPZd8mTCYTjh49qvtkpFtZMn78eIwZMyZLS1LNmjXdek6lWdzFo2h6xAK/NA94VamCmtOn49DNN6Pq+n9QuXIP3Nutbbn/4pZyAtUqVNNFJt+1l25K13nnNGhKOKZ1m2RdbqU773zqeaSZ03TqF1lyI8GUtDrZFt8QhPqH6m1Fv4q6LdTPet/+OGnJKos/I39vLxyxWP/YssRlG6hy8SSw7H+AfwjQ8X4gpLp7TpKISk6QdPfdd9t+Gcrt3LlzdXHWxSatSJK3VJiioqy1Zk6fPo2qVavatsv91q1b246RWk32JC9KRrwZj5dbeYw9475xjCN+fn66UMFJt+WMCd8AB08izSMS4T16IKB5M6Q3bQnLtk3I+PVVfHd+Ia78+GN+5k74ePloUrcsjqSaUnE2+axO/XIm+Yx252Vfj0mOQXxavAZTsl2WvJDgSoIoKYsQ6B2IAO8AzcGS9ey32fdluZ+5TcoiSJK6uwOv9PQ0/D5/Ee72SMa0Ww7Ax+66feDG3kDsAXx0rT/8Vk8HOt4HdBsDBIa59ZyJyI1BkjFRrQRBMhJMhuUbydPZk7qla6tz585Ou63yS7rIJIhZvHixLSiS1hzJNXrooYf0vryulAaQEgLt2lkrOP/9999a20lyl4xjnn32WVvRSyEj4Ro1alTo50yOSeC6cZF1PraMBpEIaNlC1zc0ugIttm3ClkPbdPlw2jQGSfkkAUf1CtV1yU1KRgrOpZzTxPEsS5r1VlqkLqZe1PuyLtvkfoYlQ4MrCcRkKUwSKEk5BAnC9NZuXYJD23bPzPtOjtXjPX10kQR441ZGEsqtbfG4tC4TIKckpuDIlv/wJYAPBp4Dks8DAaHIiD+LL5fs1nP84MYq8MtIBP59D1j/JdDlUeCKBwG/4EL9LIioFARJw4cPt60vW7ZME6Cvv/76Qj8hSYrct29flmRt6dqTwKtWrVoYPXo0Jk+erHWRjBIAMmLNqKXUpEkTXH311bjvvvt0eL8EQlLYUpK65Thx++23a27RyJEj8dRTT2Hbtm1aR+ntt98u9PdDrvFv0gQmswUzvOvidQ8jA4SKg7+3v0vBlD35Y0kSyo0AStaTM5K13IGs29/qdhe2mSwm2/Onm9N1SUQi3MGcas664eRmoG5PYJu1XIMauwc48S+w+EXg9FZgyWRrwNRuONDpQXbDEZXXxG2jVakorFu3Dr1797bdN3KAJEj74osvtOCj1FKSofrSYtStWzcd8m8/G7cM8ZfAqE+fPrZiklJbyX5E3J9//qnFJKW1qUqVKnjhhRc4/N+NfOvUwfrDcTic7o2d4XWBPdZWJiqZNIHZJ0iXvARXuQVd0iolXYRppjTNt5L7si63ej9zPfs2eYwEVFn2y3Nk22Yym7T1K8OcoeuyX+7rdrN1u7H/aOrRrCd4bC1QpwewwS4PU7oEG/YD6vcFtv8MLH0NOLcX+HcqsOoDoMFVQJs7gYb9AS/WuSIqjTwsBRynL4naZ8+ezTI03p60/pT3WYQpJ/vZ1Nc2b4r2W7fjjYW78f6SfRiTtAmPvfec7uNM6+QOn677FPd1uE/XE8YHI6hhD6DHWCR+ej0qvBrv+No0m4G9C62tSYdXXtoeFA40uR5ofA1QuzvgzarqRKXl+zvfJQAk5+eZZ57RaUSkMKOzvzbzWkySyh+vcGuwtHyvNWk4vH9fIDNISt66FUFXWIswEhUXaSHL4tAK4MKx3B/k6Qk0GmBdzuwBNn4NbJ4FJMYA6z6zLn4VgQb9gIZXA3W6A8Gc+JioJMtXkCQ5Qt27d9f6QzK9h8yRJlOJSFL1hg0btEZSr169EB0djfIgNjkW6T7p7j6NUiUh+dLM6j4RYYhLTMOW49aifZ3a1rftO/HMswj96Ud4h3HkEBWfYN9LydcHKrRBi7RNQNxBwNW59cIbAv1eAvq8ABxYCuyaB+z63RowbfvJuojKDYDa3YAaHYBqbYDwRoCnXbVvcgstmCz/GbewwPq/bNszO2Ls111+DRTx8YVczDm70v5+45OtLcJFEiS99NJLeiujyiRRWvJ+JJFb8nqSk5PxxBNP4KefftJpP8qDgXMGwiuAv9jymxjrVzkcK/efhVzjjSKDEVnxUn5Z+rFjOPrgQ6j1+efwqsBuNyoeFXwvTYY9M/RBvJryEpB0Duj3CjD5XtefSHKRJDdJlmveBo6vswZMEjid3GLNYZJlfWaep7RgVW0FRDYDqjQEqjSw3lasZs2BcjMjdywxPVGT7eVWkvAlv8vIJ7PPC7Mt5pzrmktmupQXJoVTZV1uJYnf2Gas660l5za9b7dfBwA4CGiM888e5Dg6jso+U/KlgSKFHiStWLFCR7ZJgOSoPtL777+Pf//9V7vjjElliex5+HrgpRsboPdWC0KiqmHFXusQ8u4Nquh0D1LrKvXQISQ+PAopW7bg2EMPoebHH8GzkKu4EzkSHhKOxlMbw5wRjO2mGsDj2wFTOgK9fBATc33+piWR7riaHa2LSI4DDq+y5i+d2Aic2ASkJwJH/rUu9iRoq1THOmKuYvXM2xrW2+CqQGBla3HLywRS9qMSjXIORpkH477UzZLgRwOhzJGHtvvpSRrIEJUX+QqSJNGpbt26tvtSa8iYz0hIy5J0t3333XcoD/67/T8mbufDsZn1Ee/tA++IKKw5FKvbrqhrnbA1PDwcCA9H8mef4sjd9yBp7Voce+RR1Jj2ATzt5twjKgoVfSvCu6I3LOYMnDieag0+vH0hIYhem4UhoBLQeKB1EWYTcHavNWA6s8u6fnaPFq5EWoK1zIAsDsjfxLE+vogJrISYwBDE+AUixtsHMZ7AGQ8TYizpiDOn4bwpFRkwF87pewfYFqnJ5ahGlawb+6RGlW3dK3Pd01drU0llealdJTWq9NbDS79HjHW9L8fY7Zd12SY1ruz3ybqH/Oeh/6//Wf+XdZtt3e5WODpOtzt4bJbtdttcldfj83540Z6Ph0fJev48J24/FFI0QZLMjSYTwRokF2nv3r1ZjklJSUFSUhLKhTO7gZRLzfPkAmkiT7H+sk6pWAUHDlrr4bSvnbWYZ0CLFtqCdOTe+5C4YgWOjxmDGm+/DY/MIqBERZmT5OGZjrMJSUhJN8Hfx9qlLvW85m89iYSUDFzZOAJRIZe6hwtEcpEiGlsXu5afhORYnDm9CafP7ETMxYM4E38Sp6U6etoFxJiScdrDjHOeHjDZvlBSrItETk56FHzNFoSaTQgxmxFqMiPUbEaIyaS3wWYzgswWBFqAIA9vBHl6I9DTV9cDvfwR5OmDQC266WPtTvT0hk5u52kBPE2AV/qldc8MwDPV7ji59bKuG9ukLppsk1sPL7t1Txf3ZW6z32f/mCzHeVzap5GTR+atp9165n29AHLbn9vj7dZzfYy+iOMfktMAIZfAwdljSkBXrdtlz1lyMYcpX0FS06ZNsXu3teqs6Nq1K3755ResWrVKq1nv3LkTP/zwAxo3vvSPvUz7tA/gx4swL1IzLHhutwdMaZ4YkWKtqN0gogJCA321nIRRH+utt95CYLt2qDntAxx94EEk/LUYJ556GtVenwIPL+aBUdHwsfjgxFcndD24/UWcOJ+MuuEV9NrsP3Qk1h8+j7ArR8DXzw83tq6BB3rWQ/0I1/9QkuDnYtpFrVR+LvmcVjyXW5kuRqaK0dvMRXJ+HPIwfoNbv9A94YkqfiEI9wlGhFcAIjx8EeHhjQiLFyIsQJgEQempCElLQYApydo6lZpgvc1IBTJSALuCnlSeFVLg5uHi96LDgMWS/+NckVqEQdI111yDxx9/HCdPntQ51KRq9Zw5c7Swo1TGllYmmQZEcpLKhYAwwJ9VovMiI82Mb2IO63q7RGuw0762dQSblI2YNm2ark+ZMkWnJQnq3BnVp76LY6MewcXff4eHvz+qTn4JHpLnQVTYzEDs39Yu4OCO57EvJkGDJLk2l/3yrW6v9eBBePh64/eL/vh9rj+CfSugVmhlRAWH6sS/RlKx5PAkpycjIT1B83rkVvJ/pGhlXlq2IgIiEBGYdQkPDEdkYKSuh/mHaddVgZgyAJMETJmLbT1F/tFab83p1q5Bk9xmXLov67ZtdovJ2G+3T17H/rHy5ScBmq6bs62bs27Pct9Yt9/u7LksWY/T7G7LpVvZnjmKzXprdrLfknN/mePkPVny+F7LwEeTr39RDz74IIYMGWKb50yG/8t8ai+//DIOHDigVawfeeQRDabKhdFbAOYk5YlFctiet3ZprI+z/vXaIVtXW3bBvXqh+htvaJfbhZ9/hqe/HyKff97tk6FS2ebhcxF7TsejX7MoXEzJWurDw8MMD29JK0hCImKx8/wR7DyPPAU/lf0ro0pAFVQOqIzwAGvQI8GPLRAKCNfJf4uFl3SDeQO+HEmaJxpE2QVUjoIsp4FXPl/P+c7Ce0yRPE62O/id7fD3eBEedzEeeK0OiiRIkkTtyMjILNu6dOmC+fPnozw6+dJLSOAkrHmSlHKpQvuWc+mAP9A++vK1kCpe3R+W1Fdw4unxiJv5HSxmM6JeeIEtSlRkPL0vYNcpa02V+Ts327Z/3u9zRIdHIyEtATtPx+CnTfvw38FjMHukAB7piKwYgB4NItGqRiVtZZKyAlKksoJPBYT4hWjLjyQxU+50aH5qKszJyXprSUmBWQoYZ2TAYixp6Znr6dbt6Zn3063bZB3227TFzAyLBCkma8uSxWyRKSRs2yza+mXJ3OdoW+bxsi9zsdZTymyNMgKnzKDI4nC79b5RhynLPle2FzeP4nqZon+h+HTXahvmK0iSkW0DBgzABx98kJ+HlzkXf5kLM/Nj8iRJfqlkivfwQWiAD2qGuTa8P+SGG2DJMOHkc8/h/Kzv9RdV1KRJDJSoSHh4X8SWY9ZCpz/v/dG2vXl4c+u0JEFA/Ur1cV3jLjh5IRmfLT+ImWuO4FicCTMPA8tCA3Bf9zro3aEWAnzL/u8JS1oaTBcvwhQfD3NCAszx8TDFJ8CcYL2v67JN7yfCnJwES3IKzEYAlJoCS0oqzClym6KBEVFhSzUVYZ0kmauNQ94vqfLwwwhm/Z48SZRffI89qusWD080q1YxT91moYNvgoePt7Yonf/xJw2aNEeJwSoVMi+/MzhyJgk7Y07icNryXI+tGhKA565tilFX1sfXqw7ji38P4fj5ZEz8bQfe/msvhnaoiTuuiEbNsGLqPisk0gqSceYM0o8fR8bZszCdO4eMc+cyb2ORce4sTGfPISM2FuaLF4vuRHx84Onnp6NbdfH2Bny8M9et93XR/d6A3r90rO14L1kyR715esBDbz0dbPOw/k7x9IKHp3VknB4jI9O8PK1/mNm2ZRvdpjcORrvl2I4s++Q25+OcbS/kFpdCr9JtKeSnK7znuygpHy6kBOUrSGrZsiX27NmTn4eWSZVH3MOgMY8CEhNtQVLdDE+0hg/MZgs85ReRi0Kuvx7w8sKJJ5/ChTlztIm92isvw4N1lKgQ+QWdRuoZ4Lm/PgU8XEu2llGaj/RpgPt61MWP647i4+UHcDQ2GR/9c0DX+zSOwPAutdGtfpUSk1MnLTlp+/cj7dAhpB0/rgFR+rHM2xMn8tyi41mhAjyDg+Elt7peAV4Vgq3bgmVbsHV7YKDmF8pgDA8/Py0Yq7f+/rpYt8u6nzXIISoErgbz+briZDTb4MGDsWTJEvTu3Ts/T0Fkc32iL/zWX8Df3jvR5+5LVdxdEXLNNfpX4fGxY3Fx3jyYYmNRfepUTmFChcbkGQtP39PYlfxHnh8rtZXu7Fwbt3eKxpJdMfhy1SEs33sWf+2M0SW6ciBuaVcDg9vV0Fao4mAxmZB2+AhS9+61Lnv26G3a4cPW3BpnPD3hHRUJn4hIeFWuDO/KleFVOQzelavAu3LYpW1hYfAKCWH3N5UJHpZ8zIL31VdfaR2khQsX4sYbb0SHDh00kdvRX0R33XUXyiqt2BkSohXI2ZKUN1Ii4vChw/hwwr+oGRipVXLFNQ+3RK1mYThy5Ijer1WrllbevZyE5ctx7LHRsCQlwa9pE9T66CN4F1ZlZCqX16dcg08tewrbzdvh4eGrydjm1BC82+YD1A8PcfnazE7KCXzz32H8tP4YElKtLVPyq7N7g3Dc2LoarmoaiWD/wiuWak5KQvKWrUjasB7JGzYiedMmzQ1yRIIb33r14FuzBnyqV89casCnRnX4yO94FnGlcvb9na8gSX4xSECU/aH2QZLsk/smF5OjSiMGSQVz5NAF/PbaeqTDgpY9qmPnPycQWacibn6qfb6eL3nrVi04Ka1J8stdpjDxb9So0M+byo+/Dv+Fx5c+brt/f5PxeKTj7YXy3ElpGfhj6yn8sO4oVh+01mQSvt6e6NkwHNe2rIo+TSJRwS9vDf6S8Jy0Zg0SV/6LpA0bkLJjhw5usCddWH7168OvYUP4NWgAv4YN9Fb+sCgp3X9EJeH7O1/dbTNmZM5YTVQAe3ad09s4X+CKa+ti98qTOH3wImIOX0REdN6DTpnCpPas73DkvvuQfvgIDg29TZO5pUuOKD/61OqDB1o+gIWHFmJgnYF4sNVthfbcgb7e2s0my6Gzifh543HM33IC+88kYtGO07pIwNSpTpgGTb0bR6BulSCHQYwkU8f/9Rfi//4bSavX5Mgf8o6KQmDbtgho2xaB7dpqcMRBDkSXl6+WJLJiS1L+paWl4cZr70Pa6RS0H3AfXnutL/78bDv2rj2Nhp2r4M9tX+txUqDUN4+J2Kbz53H8ibFIXLlS74eNGIGIMY8z6ZPydH0+++yzOa5BZ9sLi/w63n06HvO3nMS8LSdx8Kx1TkODlMmQgKlb/XC0q+QJr2V/If73P5C0fn2WkT8SFFXo3h2BHTtqUORTrVqhnidRaVek3W1kxSAp/xITE1GhgnWuq2cnL8bkZ6/E0Z2x+PXdTfDwy8DDU/vrvoSEBGstmnwkp555512c++QTvR/Qvh2qT5nCLwvK8/Vpfw06214U5FeztCot3R2DZXvOYPWBWJ0Wpd3pXeh3ZC06ndoBH51ew8qjSVNUGdAfFXr10q4zdpsRuam7zSDztX333XfYtWsXkpKSsG/fPt0u93/99VcMGzYM1atXL8hLUDkQEGKtVl69YSj8K/jgQpyTCT3zQLoSIp4YA/9mzXDymWeQvG49DtxwI6ImTkDFgQP5BUIlnlyjMmmuLPe0rIwzP/yEM9/MhPdp68S7Yn9INfxdoy1WVG+JmMAwhJ32RbPlcWi6fxeaVq2IZtVCUKdKELzyUFqDiAoYJMnIj9tuuw0//fST3g8ICEBy8qUvNpnTTZqkJWl7/Pjx+XkJKkcqhlqDJE8vT9RtE46NfxdeMTqZxsS/aROcGPckkjdvxoknxuLi738g6oXndbQOUUmWfvo0Ymd8gbgfftCRm/IL27NiRYQOuhGeA67FSf8IRB6KQ/ShWJw/dgGxiWlaYkAWg7+PJxpHVUTDyAo6Sa/kNcmtlB/wkSKIRFS4QdLbb7+NH3/8USe6fe211/DWW2/hpZdesu2XcgDdu3fXudwYJNHlVA6/VH24XmsJkvYX6vP71qqF6G++xtmPPsbZjz5CwuLFOLB6NcLHPI5KQ4YwV4lKZHB09sMPcX72zzrnmPBr1AiV7hiGkGuv1YKL4kpZGluD/dQME3aejMeOExex4+QFbD9xEbtOxiM53YRNR8/rYk9al2qFBWrQJBXAa1QKQPXQAFSvFIAalQJRKdCHLa5U7uXr2+GLL77Q2kjTpk3T+47+IdWvX7/cTHi7Zt4BBAVaZ7Qn1yQnX0pIrWI3Z1v1RpXg61/4o26kvkv4qIcR3O8qnHzueaRs2YLTL76E89/NQuQz4xHUuXOhvyZRXsl8Z2enT0fcN9/aRqhJPl2VBx5AULduuQYtft5eaF0zVBfb85ktOHQuUQMnqc904GwiDpxJwIEziRo8SWJ49uRwQ4CPlwZMVUP8EV7BD+EV/RAR7I/wYLm1LrIuJQoKI5gym8zISDfDlGGGKd0CU4ZJ75szLNbt6Zfum0xmmE0WXWSiWXmsVOw3thnrtn32280WWGSfTBSr88XKcZduYb9dbuX4LOuXtlnns720Tdhn+dqn/NpW9db6mJz7ch5vew77OW3zmkrs4OfjcZkNrvxMPVz5sWc7yJXHOD4m+wnm/Vzs31NSiuNaYYUSJEnu0cMPP5zrMZUrV8a5c9Yh3mXdpr+OIsCXFZ7zIjX9UvdsZOVLQZKXtydqNg0rstf1b9gQtb+bibjvZuHMe+9ppeEj94xAUM8eCB81SssIEBU3mUn+wi9zEfPmmzofmpDh+uGjH0NQx475fl5pLaoXXkGXLK9nseDUxRQNliRwOhaXhONxyTrP3LG4ZJyJT9UgSgIrWZw+vwWo6OWJSF9fhPl6I8zbCxW9vFDB0xMBHp7w9/CAHzzgYwa8JAAxmYF0C8wS9KSZkJEqgZEJpnRz4U8bRpSL5DTHfxwUSpAkOUiSEZ6bw4cPIzT00l80ZVmLHjUQFJj1lxDlLiklEfjcuh4alHUYde0WVYr0tSWpO0y7La7Bmfc/QNx33yFx2T+6VOjZE1VGPcxgiYpN8tZtOD15subMCd86dRDx1JN6LRZVd5c8r0yDIkvX+ln/vUlLy/nYZBw+Ho8TJxIQezYZ8XEpSL6YhoyEDJk+HR7pFviaLPCx2J+fjLTLWrRS4iL5cyivQzHkaS2SbC6Nyl6e8PSSiWY94OntCU9vD/1jysvLA15enrru7e0Bby9PePt4wsc7c5vc9/bQXEd5vMwLKc8hj5PJauUz0EXnprVOIqvH2CaTlXls7W8z1+0mqdW5Jo39+sFe+nytK3YNHrp+aXvWfbY92eat9ch5nP1H7ujycCHYzBGQZtvg8Cksl3+hnM/rwqnl57VzPK+DR13mtePj4zFuRhEFSW3atNEpSVJSUuDv759jf2xsLBYsWIAePXqgPPjfyZPw9mdLUl5Ic3nVER/oenho1q7Khu1q4Lmhn8FiAhLPmVBUo6y9QkMR9dyzGjCdnf4RLvz6KxKWLdMlsEMHVLrjDgT3uZI5S+WQ/CG4bds22/rltueHOTkZMW+/jbivv9EvCpnotcrDDyPszjuKfJJmCYQSYlNw/nQSzsck4fzpZFyQ25gkxMem2rqO7OX8TX/pC9/b3wue0k3u6wmTtwfSPQHpLEy2mJFsNiNBlgyT3sZnmJBoMiPNw4J0D0AyrkweFsgELSYP6K3DL3/7OCwPc+36eHlogrq3p4cW55R16+KRY132y3G6TYItDw9tjfOUgEhiNln39NDtct+2nnmM5MHLfQmS5Ngcj7U936XHXoqn7AIoI47K3Gl8HLZjsz3GPnBy+hi7Y7Pvg4PnuRS7WLLcz94zaHGy37otWwDk7DE5njtzf9ZTyPX1Lns+2Z4zOTEersjXb/9HH30UgwYN0kluP/rooyz79u/fjxEjRmhLkxxXHuyLSYSnH9uK88o3PFoTRQN8s16GAUG+6NqrA/ZvPIN18w9h4EMti/Y8atdGtddeRZUHH7AGS7/9hqS1a3WRonyVhg5F6C036+SdVD7I1EvNmjVzeXteJW3YiJPjx1snlZVRmNddh4ixY+ETGYHCJjk+sScScfrQRZw5fBGnD8cj7lSi5vY4I1+WgRV9ERTqp0sFua1kXQ8I9oV/oA/8K3jDL9AHfgHe2pKSF+kmMxJTMxCfkqHz1+mSkoF44zYlXbv7ZElNNyM5zYSUDFPmrRkpWe7LrRmpmcdnZAvw0k0WpJfh6bEof8ypSS4dl+9ikjJq7X//+59GrVJQTYqsGXlI8pTPP/88Jk2ahPJQjOrPjQcQFMzE7fyQWi6hgTn/ao49mYhZL67W4P+Gx9ugRqNKxXZO6SdPIu7773H+hx91Hjjl7Y0K3bqh4jXXIPjK3vAswiKCVHZZ0tJwZupUnPvsc/3L1jsyElUnT0aF7t0K7TWSE9JwfPd5nNgTpwHRuWMJGihlJ11SIREBCAkPQGhkoHWJCETFKgEIrOij3VSlkQRgGSYL0vTWnBkkmfW+/b70jEv70h0cJ/tNFmurm9ligcliTfqWtCq5r9vkfmbitq5nJnTLNj0u+2Pl+WzPY93nrCUlZwvJpX32rPnjzlpmHDz/ZVpcjHlXc2uNQtaby7RsOd9nve/stRzvz/ocWZ/zcudjvz0tKQGf3t+zaCtuL1q0CO+//z5Wr16tXWzyQp06ddIWpP79rRWTyzJW3M4/md7hlVde0fVnnnkmy/QOxr5DW8+iTdh1qFItBEOf6wgvn+L9pW1OTUX8ggWI/eZbpGzdatvuERCA4N69UfHaazRwKuquESo512du1+3lpB8/jmNjxiBl8xa9HzJoECLHPw2vAv7ukK4xaSU6uOUsjmw/h7NHcyZa+wV6I7xWMCJqV0REdDDCawajQpi/NaeGqBy6yGlJih6DpPzLbXoH+30fPvYnTCle6HhdHXS4po7bzjd1/35cnD8fF+bNR/qRI7btnhUq6NDs4N69ENSjB7wrFV+LF5WeaUni/16CE+PHw3zhghaDrPryZFS86qp8n5+OTtt/AbvXnMbBTWeQdDEty/6wakHa+hpVNwTh0cHaWsSaR0SXMEgqBgySij5I2rRsP1bMPKRdA7c+1wGVotzbzSX/XFK2bcPFefO0cnfGmTOXdnp66jQoUnMpqEtnBLRpA08/azVxKp9BkiU9HTFvvY3YGdZhNP4tW6L6W2/Bt0b+pmtKvJCKHStOYNeqk7h4NsW2XWqL1WpeWUeG1mwSpvlEROTmIGnDhg348ssvsXHjRn0heUEZ+TZ8+HC0bdsWZR2DpKIPkmSY5pIZ+3Bke6x2FQwe17bE5EpIbRvphotfuhQJS5YiddeuLPs9/PwQ0LKlBksBbVojoHVrtjSVoyApIy4Oxx8bjaQ1a/R+2PDhOp9gfrpnTx+8iM1/H8X+9TGazyK8/bxQr004GnaI1CKs8ocEEZWQIGncuHE6PYnM4+ZoBMiYMWMwZcoUlGUMkoo+SJJ9ljQvfPfiGqQlZ+CKG+ui3dW1UVKnkkhctQpJq1Yh8d9VWVuZMkkNHAmaAttK4NRG73t48sutrAVJUqT06P89jPSjR3Vof9X/vZav7rWT+y9g7fyDOLojcwABoF1ozXtWR93W4fDxK/zq9ETlwUUXv7/z9dtZkrXffPNNNGjQAF9//TUOHTqkE9zK7VdffaVTksh+Y9qSwiatC6NHj0Z0dLTWKunSpQvWrl1r228rEpZtef31123H1K5dO8d+mYeOSp4KlfzR7ZYGur5m3kGcO+5aOfniJhPmht54I6r973+o/88y1J0/D1Unv4SQwTfBt25dPSbt4EFc+PlnnRrlwDXXYk/nLjgyYgROT3kdF36bp7lPFg5XLtWkZfHQ0Ns0QPKpUQO1v5+V5wBJhujPe38zfn59vQZIMsS+0RVRGPJMBwx+sh0adYpigERUDPLVktS0aVP9i0qKqgU7GPoukVmLFi30L64dO3agsN1666362h9++CGqVauGb775Rlu15LWqV6+OU6dOZTn+jz/+wMiRI3U6lbqZX1YSJMm2++67z3acvBdXEzEFW5KKpyVJ9sll+vu0LTi09ZyO0hn8VDuttluaSPeLVFVO3rgJyRs3InnLFlhSLuWVGDz8/eFXvz786tWDb/168Ksn63X1C1eqhVPJbEmSazT2888R88abOq5aCpJWn/punrpYpbV09W8HsHXpcR21JqPPGneOQrsBtXVoPhEVDle/v/NVTPLgwYN46KGHHAZIQl5YCk1Onz4dhU1arGbPno25c+faKnpPnDgRv/32mwZNkydPRlRUVJbHyLG9e/e2BUgGOf/sx1LJJC19ve5ojO8mrcaZI/FYPfcAutxUH6WJfFkG9+qli5HUm7J7D1J27kDqzp1I2bkLKbt3w5KUpMnhstiTXBYpfOlTs6Ym/vrUqAmfGtXhW7MmfKpXt80MT+6pf3RywkRcmDNH74feeiuinn0mT/lHh7edw9JvdyEhzlpOunbLKug6uL7WLyIi98hXkBQR4VpV2MjISBS2jIwMmEymHNOhSLfbihUrchx/+vRpzJ8/XxPMs5PutZdeegm1atXC7bffjscffxzeuUxBkZqaqot9JEr5Iz+/NZkJrdl/ls72BYX4ofcdjbHg423Y+OcRVGsQWuTzvBUlDx8fBDRvpotButrSDh9B6v59SNu/H6n79msXXNqBAzorfOqePbo44hVeBb7Va2gQ5VO1KrzDw61LROZteDg8HUwjRDk5uwYdbTdduIBjjzxqTdD28kLk+PGoNOx2l4fcp6eZsOLHvdix/ITer1jFHz1vb4RaTVnhnahUdrc9/fTT+O6777B9+3Zb07M9CR6aN2+OYcOG4dVXX0VhkxwkKeI2c+ZMDcTkXGREneRC7d69O8uxkjwuwdCJEyey/LJ76623dAReWFgY/v33X60gfs899+h2Z6TFylEVcXa3Fa9/vt+DrUuOwT/IB0Oe7YDgsLL/xS/BU/qxYzqNRdqxY0g/esx6X9ePwpzgWp6WZ3AwvCMiLgVQxlKlCrxCQ7SwoVdICDxDQuAVHMx56y4j7cgRHH3gQc01kyrs1d95GxW6d3f58VJZXoL+uJOJWi641ZU10en6usw3IirNo9ukNWXIkCHYu3cvXnjhBXTr1k2DFWm1Wb58ubbONGzYED/88EOeKtK6ypgf7p9//oGXl5cGO/J669evx86dO7Mc27hxY1x11VV47733cn3Ozz//HA888IDmGfg5qW3jqCWpZs2aDJKKmSndjNmvr9dut8g6FXHjmDbw9im/XyryT1iKFKYdO470Y0eRdvQoMk6d1tF19ou0ROWVFMu0Bk3W4MmrYoj1VpeKmcFURXgGBeooLunyk4rknoFB8AwMsN4vo4FW0oYNOPbwKJji4uBdtSpqTp8O/0YNXX68JGQv+GSb5iFJXaO+I5qiZuOwIj1nIiqGIEkCk+xzvNhztl22SXdZYZEkSnmjVatW1WRuCXCka80gAZvkLW3atAmtWrXK9bmkVUxav3bt2oVGjRq59PpM3M4/md7h3Xff1fXHHnssx7QkzvYZLpxJwo+vrkNqUgYadIjEVSOasqLw5QKp+HhkxMRkDZ5iMm/PnYPp4kWYLpyH+cJFmBMTC+21JS9HgyUJpAIuBVO6BAVeCqrkGD9fPV66IvVxvlnvZ1n3yb7Px3p85n2Zby+/14Rcg++88YY+l/01aFybkkt2w3//wScjQwuI1vhwGnxcTEMQ2/45jn9m7dHk7Kr1Q3D1/S1YAJKorARJvXr1yvcvnyVLlqCwxcXFoU6dOtq1dv/999u233333ToKbt26dZd9jm+//RZ33XUXzp49i0oujkZhkFR8o9scOborFvOmbtbieu6etqSskaRyU3w8TOcvwHzxgubdaBB13li/oK1XpgsXdbs5ORnmpERYkpIz15Nkdk/3vgkp7WELqHysLVoSOMni5QUPH2+Z5dV6X/d5wcPbR/edWb4c7ffuyXV027oGDRHR7ypUnzJFAz9XSFC08ud92PzXUb3fsFMkrryjSbHPS0hU3l0sytFtS5cuhTstXLhQ/zKWFh8Z1i+FLaVbTXKK7D+AH3/8Ues1Zbdq1SqdlFdGvMkIN7kvSdt33HGHywESuZ90TfS4rSGWfrsba347qPNTNezI0YqFQYIK77AwXfJDZzFPS9NgSUbraeAkS6KsJ1m3azBlDais+5NgSU3Tx+mSnp5j3Zxufz/n/iyBWeY56PZCrLJuqHj11ajx9lsul2WQAElaj6QVSUjuUbsB0WwBJSrBSmWygER+kmh97NgxTbyWcgMvv/wyfHx8bMfMmjVLf1HfdtttOR4vOUeyXxKxJcdIWqEkSJIq4VS6NOteHedjkrFp0REs/nInfAO8S/WIt7JCC7T6+VnnrivGPzwsGRlZg6vMAMosgZLJBEuGLOmZ6xlZ76dnwGLKkCG0OPbFl0BmS5K9JLtW6chnxrseIFnsAiQPoM9dTdC4c9VCfe9EVPg4wW0BsLvNvd1tBuluW/T5duxbF6PzV10zqiUTYKlATv76K6rdcEOOa3Dv6NFomJkv58q1mSVAWpYZIA1vgsZXMEAiKrPdbUZBSUlg3Lx5sw6vT09Pd/jXpIxEIypKUpW47z1NddTbwc1n8fsHW3D1gy0Q3Yx1Zih/pCRCdpKjFb94cZ6fa93vhy4FSNKCxACJqNTIV7bgggUL0KRJE0ydOlVrDCVJfoH0/2dbHE1+S1QUZIqS/vc2R3TzyshIN2ugtHftaXefFpVS3lXCbetGY/vF+b9rzlRe7PrvpObLiZ63NWIXG1Epk6+WpKeeekrLAHz//feaD+TJWcypBJARQgMebIHFX+zA3nUx+PPz7YiPS0Gbq2oxOZbyxLvype5aGcWHChVwfs7PeXqOY7vjsOSrXbretn8tNO9RvdDPk4hKYJC0Z88eHQl2yy23FP4ZUbkg1c+NchCOpiVxtu9yJCep74hm8Avy0S6OVT/vR+zxRPS6o1G5LjhJeRMYGoqvW7WCKTYWHidOIDUlBSmbt8DPxwd//fKLFtPM7dq8eC4ZCz/epvlyDdpH4Iob6hXr+RORG4MkmRQ2r19eRPakJVLqbeV1n6s5Sj2GNkSlqECs+HEfdq8+hXMnErQ7jpOFkivkGuzRqRMSl/2DjP37kfTXX7o9pGdPNM9M6HYmI92kAVJKYjoiooNx5fAm8PBkSyZRaZSvfjKZDPaPP/5ASkpK4Z8RUSGQ7rWWvWviukda6RxvZ48m4PtX1mLHyhO2HBOi3Pg3baq3F+b+irgfftT1SkNvvezjlv+wFzGH4/W6639/c7ZgEpW3IEnqC0nxxv79+2PlypU6FJYoL2Q05AcffKBL9pGRue3Lq5pNwjD0+Y6o3igUGakmLPl6F36bugkXziQX8B1QWSbX3cwzZzAzLg4XN2zQwpf+LVvC94orcr0292+MwY7lJ3Qk21Ujm6Ji5QC3nD8RublO0p9//omhQ4dqjQGnT17Ic7WVNKyTVDLqJLlCckOk4OSaeQe1VIC3jyfaDaiNVn1rwseXf+lTVtmnH6kYGYlaX36JjMgIp9dmQlwqZk1ejdTEDLTtH43Og5iHRFQu6yTJqLZhw4bpEP+6devqBLPeZXSmbyobJE9Jvrjqtg7H0pm7cXx3HFb/egDblx/X6SEadorSY4iyq/vbrwiJjoanvz8ynEz8K1OOLP5yhwZI4bWCdS5BIir98hXZvPjiixqBSb2kDh06FP5ZERURSdy+YXRrraG06pf9SIhN1elMNiw8jDb9otGwY6SOkCMy+NaooQFSbrYsPYZju+Lg7euJq0Y05TVEVJ6DJKm2LZPJMkCi0ki6gWUi3LptwrFlyTFsWHAYcaeS8PdXO7HmtwNo1acmmnStBr8Ato7S5V08m4z/frHOLNDlpvqoFFXw7mEiKhny9S1Qs2ZNmEymwj8bomIko47a9otG8+7VsW35cWz+66jmlaz8aR9Wzz2A+u0i0KRbNVStF8JilOSQpHRK921GmhnVGoSyYCRRGZOvNuH77rsPv/32G2JjYwv/jIiKmW+AtwZLd77cGb2GNUKlqkE6tcmu/05hzhsbMHPiau2OkxYDInu7/zuFoztitXut9x2NWQ+JqIzJV0vSzTffrEP/u3btiueeew6tWrVymh1eq1atgp4jUbG1LDXrXh1Nu1XD6YMXsWPFCexddxrnTydh1Zz9ulSpWQH12oSjbpsIhFVlt0p5lpyQhhU/7dX1DtfWZqFSojIoX0GSjGiT7gdpar7rrrvKbQkAyj8/Pz/MmzfPtu7qvuIg121U3RBdut3SQAMlmQvuxJ44LUopy+pfD2pF79otq6Bm4zBE1Q9hKYEyxNk1aL9904LjOpqtcvUgtL6KfwwSlUX5qpN09913u5yjMWPGDJRVrJNU/loODm4+iwMbz+DozliYTZf+6Xh6e6Bq3RDUaFwJNRqHITw6GF5eHOFUVp06eAGzp6wHLMCgsW1RrX6ou0+JiIrg+zvfxSSJQVJ5lpqcgcPbzuLo9lid7V0Svu35+HtpIq8kfUfWroiI6Iqa+0Sln/zK/Ol/6xFz6CIaXxGFPndbpy8hotKjSItJEhWUTOnw7bff6roUJvXx8XFpX0kh5QEadojSRb40L8Qk49iuWK2Vc2xPnHbDHN56ThflAR0aHlmnogZNclu5WhA82dpUIjm7BmX7269Ox9YlR9G5WX90vqm+m8+UiIpSgVqSTp06hZ9//hm7du3SMv6fffaZbj9z5ozWUmrRogUCAsru3EVsSSo905IUJ6m+fPZYAo7vidMEcFniY3NOBi1To0i3XJWawRowhVWrgLBqQazPVAI4uwbtty+euQVX3tbCredJRCW0JWnatGl44oknkJpq7WaQHCUjSIqJiUHnzp0xffp0LRdAVJ7IMHCZmkIWQ9LFNJw+JAHTBQ2aZJb4tOQMnNx3QRd7FcL8UDkzYJLgKTQqCCHhATqrPLlXatKlSW0bdYpy67kQUdHLV5AkNZJGjRqF9u3b44UXXsAff/yhAZGhWbNmaNmyJX755RcGSUQAAiv6ok7LKroYrU3nY5I0cDp3PBGxJxIQeyJRc5tkqhRZDm/L7KrL5BforcGSLhGBqFjFuh5c2R+BIb5MFC8GR3Zcqg3HIf9EZV++gqTXX39d6x8tWbJEm6HXr1+f4xjpalu+fHlhnCNRmWxtkhyl7FNYpCSmI/akBE2JiD2egHMnEjWYSrqQhtSkDG2BkiXnEwIBwb6oEOqHoFA/261tvZL1lsnjBXNoyxl3nwIRFaN8/cbctGkT7rzzzlxzRapXr47Tp08X5NyIyh3pUpPh5NmHlKenmrTitySIXzgjS1LmbTISz6dqOYLki2m6nDniIIjK5OXjiYAKPvCXJSjrbUCWdV/4BXnrrUzaymlZgIx0E47sjHP3aRBRSQ+SzGbzZUccSV6SOwoBEpVFPn5eqFy9gi7ZSdddckK6BksJ51P1VtfjUjK3pemt5ECZ0s3WLr1sJQtyI1NuSEkDX38v+Ph7W2/9Mm9lu5+33lqP8dZzzXqs9XhJVPfKXDxL4fQdx3efR0Yq56wkKk/yFSQ1atQo1640qbL9zz//aJcbERV9153kPMlinyyeXVpKBlIS0jWgkm49WdclMXObrqchJUGOS0NyYjrMGRaYMswwJZh1f2GRIMnL19MaOHlbA6cc6z5eel9asnRb5j5dvD3h6eWheVjy/mU9y+LpabdubL+0zXiM48d7aktddge3nC20909EZThIkrohY8eOxaRJkzBhwoQs+0wmk+47cOAAnnrqqcI6TypjpJXxhx9+sK27uo/yT1p5ZJGEb1dIdRDp5pMgKj3FpOsSaMl6Wsql9fTUDL1v3Z6ReZzct1tPNWmLl8FstsCc+ZiSyGQ2YUTfF+BfwVuvQfksDm05C28vX3zwxmcajPLaJCr7XK6T5OXlhYkTJ+L555/Xgmr9+vXT1qJ69erB398f27dvx+DBg7Fu3TocOnRI98uot7Kcy8A6SUSuM5vMMEnLVLoZGemybrLeGvft1zOybbc7VrdnmDUP69Ji1iBM1k0mS+Z65jHmrMfZb5PjTMbj5b6D34YPT79S87x+eGUtvP28MPKNbjoZMhGVXoVeJ0liKSOeknykhQsXakuSDP2Pi7MmM/7000/6YtKCJPvKcoBERHlj7e6y5leVVEagJV1rCz/ZppPXCpnkWNRqGsYAiagcyfd4YF9fX7z88suYPHkydu/ejdjYWA2QmjRpoq1ORLmRvLU5c+bo+qBBg+Dt7e3SPqKiJPlJXp4eCI3yx4b9y+B12AM3pbbB7tWndH+9tlXw448/6jqvTaKyr8D/wqW1qHHjxoVzNlRuSKX2IUOG2KZ9sP+yyW0fUXHwreCBz/96UdeH/XaL1qmS8ghRDSugUUdem0TlRZ5K9LL7jIjKAxk9Z1j/xyG9bdGrepbtRFT25elfvCRuS1eaqwv/yiKisqBiFX+07lvL3adBRMUsT1GM5ByFhmatBExEVJY171kdna9trFO6pCe6XoSTiMpZS9Ljjz+OgwcP5mkpCvHx8Rg9ejSio6MREBCALl26YO3atbb9d999t3YN2i9XX311lueQRHOp92QEfiNHjtQcAyIie10HN0BwmL+7T4OI3KBU9ofde++92LZtG77++mtUq1YN33zzDfr27YsdO3bonHFCgqIZM2bYHpO98JsESCdPnsSiRYu07tM999yD+++/HzNnziz290NEREQlT6nLQkxOTsbs2bMxZcoU9OjRA/Xr19dcKbn98MMPswRFUVFRtqVSpUq2fTt37sSCBQvw6aefolOnTujWrRvee+89zJo1CydOnHDTOyMiIqKSpNS1JEkNHZn6RKp825NutxUrVtjuL126FBERERocXXnllVrPqXLlyrpv1apV2sXWvn172/HSEiXzPa1evVrrnzgiQ9Nlsa/YSfmvs2W09Mm6q/uIioOza5DXJlH5UuqCpODgYHTu3BkvvfSSFq6MjIzEd999p4GPtCYZXW033XQT6tSpg/379+OZZ57BgAED9BgZdXfq1CkNoOzJSLywsDDd58yrr76qlcSp4KRqu+SO5XUfUXFwdg3y2iQqX1wOksxmM0oKyUUaMWKE5h9J0NO2bVvcdtttWL9+ve4fOnSo7dgWLVqgZcuWOsectC716dMn3687fvx4jBkzJktLUs2aNQv4boiIiKgkKnU5SUICnmXLlulotKNHj2LNmjWafF23bl2Hx8v2KlWqYN++fXpfcpRiYmJydOPJiDfZ54zkOcloOPuF8kc+7/nz5+si667uIyoOzq5BXptE5Uup626zFxQUpItMsCsT7koytyPHjh3DuXPnULVqVb0v3XXnz5/Xlqd27drptr///ltbyySRm4qe5HZde+21TqclcbaPqDg4uwZ5bRKVL6XyX7gERBaLBY0aNdLWoXHjxun8cTKMX35xSd7Q4MGDtVVIcpKefPJJzVfq37+/Pl5ymSRv6b777sP06dO1FWrUqFHaTSclBYiIiIhKZXfbhQsX8PDDD2tgdNddd+kQfgmcJKlScpS2bNmC66+/Hg0bNtQikdJatHz58iy1kr799lt9vOQoDRw4UJ/j448/duv7IiIiopLDwyJNMpQvkrgdEhKiQRvzk/ImMTERFSpU0HVp/ZNuU1f2ERUHZ9cgr02i8vX9XSpbkoiIiIiKGoMkIiIiIgcYJBERERGVldFtVPrJlA7vv/++bd3VfUTFwdk1yGuTqHxh4nYBMHGbiIio9GHiNhEREVEBsLuN3MJkMmntKtG9e3etb+XKPqLi4Owa5LVJVL6wu60A2N2Wf6yTRCUZ6yQRlW3sbiMiIiIqAAZJRERERA4wSCIiIiJygEESERERkQMMkoiIiIgcYJBERERE5ADrJJFb+Pj4YMqUKbZ1V/cRFQdn1yCvTaLyhXWSCoB1koiIiEof1kkiIiIiKgB2t5FbyPQOGzZs0PW2bdvmmJbE2T6i4uDsGuS1SVS+sLutANjdln+cloRKMk5LQlS2sbuNiIiIqAAYJBERERE5wCCJiIiIyAEGSUREREQOMEgiIiIicoBBEhEREZEDrJNEbiFTOkyYMMG27uo+ouLg7BrktUlUvrBOUgGwThIREVHpwzpJRERERAXA7jZyC7PZjJ07d+p6kyZN4Onp6dI+ouLg7BrktUlUvrC7rQDY3ZZ/nJaESjJOS0JUtrG7jYiIiKgAGCQREREROcAgiYiIiKisBEnx8fEYPXo0oqOjERAQgC5dumDt2rW6Lz09HU899RRatGih+QLVqlXDXXfdhRMnTmR5jtq1a8PDwyPL8tprr7npHREREVFJUypHt917773Ytm0bvv76aw2CvvnmG/Tt2xc7duzQpMoNGzbg+eefR6tWrRAXF4fHHnsM119/PdatW5fleV588UXcd999tvvBwcFueDdERERUEpW6ICk5ORmzZ8/G3Llz0aNHD902ceJE/Pbbb/jwww8xefJkLFq0KMtj3n//fXTs2BFHjhxBrVq1sgRFUVFRxf4eiIiIqOQrdUFSRkYGTCYT/P39s2yXbrcVK1Y4fIwM8ZPutNDQ0CzbpXvtpZde0sDp9ttvx+OPPw5vb+cfSWpqqi72Qwgpf2RKh7Fjx9rWXd1HVBycXYO8NonKl1JZJ0lykHx9fTFz5kxERkbiu+++w/Dhw1G/fn3s3r07y7EpKSno2rUrGjdujG+//da2/a233kLbtm0RFhaGf//9F+PHj8c999yj252RFqtJkybl2M46SURERGWvTlKpDJL279+PESNG4J9//oGXl5cGOw0bNsT69ett1XCNJO7Bgwfj2LFjWLp0aa4fxOeff44HHnhAC8T5+fm53JJUs2ZNBklERESlSJkuJlmvXj0sW7ZMA5qjR49izZo1GhDVrVvXdozcHzJkCA4fPqw5SpcLYjp16qRdeYcOHXJ6jARP8jz2C+WPTO8gn7Ussu7qPqLi4Owa5LVJVL6UupwkezLEXxYZwbZw4UJMmTIlS4C0d+9eLFmyBJUrV77sc23atEnnYYqIiCiGMydJwK9Tp47D6R1y20dUHJxdg7w2icqXUhkkSUAkvYSNGjXCvn37MG7cOM05kpwiCZBuvvlmLQMwb948TfI+deqUPk7yjySXadWqVVi9ejV69+6tI9zkviRt33HHHahUqZK73x4RERGVAKUySJI+REm0llwjCXwk7+jll1/W0SbSDP7rr7/qca1bt87yOGlV6tWrl3abzZo1SxOxJcdI/jKUIGnMmDFuekdERERU0pTKxO3SlvhFOeU2mzpnWid3c3YN8tokKhvKdOI2ERERUVFjkERERETkAIMkIiIiorKSuE2ln0z/8n//93+2dVf3ERUHZ9cgr02i8oWJ2wXAxG0iIqLSh4nbRERERAXA9mJyC2nAPHv2rK5XqVIFHh4eLu0jKg7OrkFem0TlC4MkcoukpCTbFDDZ683kto+oODi7BnltEpUv7G4jIiIicoBBEhEREZEDDJKIiIiIHGCQREREROQAgyQiIiIiBxgkERERETnAEgDkFjKlw/Dhw23rru4jKg7OrkFem0TlC6clKQBOS0JERFT6cFoSIiIiogJgezG5hTRgSvViERgYmGNaEmf7iIqDs2uQ1yZR+cKWJHIL+aKpUKGCLsaXjiv7iIqDs2uQ1yZR+cIgiYiIiMgBBklEREREDjBIIiIiInKAQRIRERGRAwySiIiIiBxgkERERETkAOskkVt4eXnh5ptvtq27uo+oODi7BnltEpUvnJakADgtCRERUenDaUmIiIiICoBBEhEREZEDDJLILRITE3XeK1lk3dV9RMXB2TXIa5OofGGQREREROQAgyQiIiIiBxgkEREREZWVICk+Ph6jR49GdHQ0AgIC0KVLF6xdu9a2X6oavPDCC6hataru79u3L/bu3ZvlOWJjYzFs2DAd+hcaGoqRI0ciISHBDe+GiIiISqJSGSTde++9WLRoEb7++mts3boV/fr100Do+PHjun/KlCmYOnUqpk+fjtWrVyMoKAj9+/dHSkqK7TkkQNq+fbs+z7x58/DPP//g/vvvd+O7IiIiopKk1BWTTE5ORnBwMObOnYtrrrnGtr1du3YYMGAAXnrpJVSrVg1PPPEExo4dq/ukWFRkZCS++OILDB06FDt37kTTpk219al9+/Z6zIIFCzBw4EAcO3ZMH+8KFpPMPxkZVKFCBV2XFjwJZF3ZR1QcnF2DvDaJygZXv79L3bQkGRkZMJlM8Pf3z7JdutVWrFiBgwcP4tSpU9qyZJAPolOnTli1apUGSXIrXWxGgCTkeE9PT215GjRokMPXTk1N1cX+Q6b8kSkdJCg11l3dR1QcnF2DvDaJypdSFyRJK1Lnzp21xahJkybaQvTdd99p4FO/fn0NkIRstyf3jX1yGxERkWW/t7c3wsLCbMc48uqrr2LSpElF8r7KGwly58+fn+d9RMXB2TXIa5OofCmVOUmSiyS9hNWrV4efn5/mH912223aElSUxo8fr01zxnL06NEifT0iIiJyn1IZJNWrVw/Lli3TnAAJVNasWYP09HTUrVsXUVFReszp06ezPEbuG/vkNiYmJkc3nox4M45xRAIy6bu0X4iIiKhsKpVBkkGSJmWYf1xcHBYuXIgbbrgBderU0UBn8eLFWXKHJNdIuumE3J4/fx7r16+3HfP333/DbDZr7hIVPUmAlZ+fLI6mJXG2j6g4OLsGeW0SlS+lLidJSEAk3W2NGjXCvn37MG7cODRu3Bj33HOPzqkkNZQmT56MBg0aaND0/PPP64i1G2+8UR8vuUxXX3017rvvPi0TIK1Qo0aN0qRuV0e2UcElJSXlax9RcXB2DfLaJCo/SmWQJPlAkh8kw/Ul2Xrw4MF4+eWX4ePjo/uffPJJ/StP6h5Ji1G3bt10iL/9iLhvv/1WA6M+ffpoLpM8h+Q2EREREZXKOkklCesk5R/rJFFJxjpJRGWbq9/fpToniYiIiKioMEgiIiIicoBBEhEREVFZSdym0k+S5Xv27Glbd3UfUXFwdg3y2iQqX5i4XQBM3CYiIip9mLhNREREVAAMkoiIiIgcYJBEbiH1ZsLDw3VxNC2Js31ExcHZNchrk6h8YeI2uc3Zs2fztY+oODi7BnltEpUfbEkiIiIicoAtSQVgDAyULHnKG/uuCvn8TCaTS/uIioOza5DXJlHZYHxvX26AP0sAFMCBAwdQr149d58GERER5cPRo0dRo0YNp/vZklQAYWFhenvkyBGtt0B5j+Rr1qypFynrTOUdP7+C42dYMPz8Co6foXs+P2kfio+PR7Vq1XI9jkFSARgVdyVA4sWdf/LZ8fPLP35+BcfPsGD4+RUcP8Pi//xcadxg4jYRERGRAwySiIiIiBxgkFQAfn5+mDBhgt5S3vHzKxh+fgXHz7Bg+PkVHD/Dkv35cXQbERERkQNsSSIiIiJygEESERERkQMMkoiIiIgcYJBERERE5ACDpHz64IMPULt2bfj7+6NTp05Ys2aNu0+p1Pjnn39w3XXXaaVTDw8P/PLLL+4+pVLl1VdfRYcOHRAcHIyIiAjceOON2L17t7tPq1T58MMP0bJlS1sBus6dO+OPP/5w92mVWq+99pr+Wx49erS7T6VUmDhxon5e9kvjxo3dfVqlzvHjx3HHHXegcuXKCAgIQIsWLbBu3bpCfQ0GSfnw/fffY8yYMTrscMOGDWjVqhX69++PmJgYd59aqSCThMpnJoEm5d2yZcvw8MMP47///sOiRYuQnp6Ofv36ZZl8lXInczXJF/v69ev1l+qVV16JG264Adu3b3f3qZU6a9euxUcffaRBJ7muWbNmOHnypG1ZsWKFu0+pVImLi0PXrl3h4+Ojf+Ds2LEDb775JipVqlSor8MSAPkgLUfyl/z777+v981ms84d88gjj+Dpp5929+mVKvIX1Jw5c7Q1hPLnzJkz2qIkwVOPHj3cfTqlei7G119/HSNHjnT3qZQaCQkJaNu2LaZNm4bJkyejdevWeOedd9x9WqWiJUla0Ddt2uTuUym1nn76aaxcuRLLly8v0tdhS1IepaWl6V+fffv2zTKHm9xftWqVW8+NyqcLFy5kmXCZ8sZkMmHWrFnaEifdbuQ6adG85pprsvw+JNfs3btXUw7q1q2LYcOG6UTp5Lpff/0V7du3xy233KJ/JLZp0waffPIJChuDpDw6e/as/lKNjIzMsl3unzp1ym3nReWTtGJKHog0Ozdv3tzdp1OqbN26FRUqVNBKvQ8++KC2aDZt2tTdp1VqSGAp6QaSI0d5I70RX3zxBRYsWKD5cQcPHkT37t11VnpyzYEDB/Sza9CgARYuXIiHHnoIjz76KL788ksUJu9CfTYiKva/5Ldt28Z8hnxo1KiRdndIS9xPP/2E4cOHa5clA6XLO3r0KB577DHNiZPBK5Q3AwYMsK1LLpcETdHR0fjhhx/Y3ZuHPxClJemVV17R+9KSJL8Lp0+frv+WCwtbkvKoSpUq8PLywunTp7Nsl/tRUVFuOy8qf0aNGoV58+ZhyZIlmohMeePr64v69eujXbt22hoigwneffddd59WqSApBzJQRfKRvL29dZEAc+rUqboure3kutDQUDRs2BD79u1z96mUGlWrVs3xB02TJk0KvduSQVI+frHKL9XFixdniWjlPvMZqDjIWAsJkKR76O+//0adOnXcfUplgvw7Tk1NdfdplAp9+vTR7kppiTMW+atecmtkXf6QpLwlwO/fv1+/+Mk1kmKQvfTJnj17tEWuMLG7LR9k+L8058kvhY4dO+poDkn6vOeee9x9aqXmF4L9X0zSHy+/WCXxuFatWm49t9LSxTZz5kzMnTtXayUZuXAhISFaK4Qub/z48drlIdeb5IHI57l06VLNbaDLk+suew5cUFCQ1qthbtzljR07VmvFyRf6iRMntJyMBJa33Xabu0+t1Hj88cfRpUsX7W4bMmSI1ir8+OOPdSlUUgKA8u69996z1KpVy+Lr62vp2LGj5b///nP3KZUaS5YskbITOZbhw4e7+9RKBUefnSwzZsxw96mVGiNGjLBER0frv9/w8HBLnz59LH/++ae7T6tU69mzp+Wxxx5z92mUCrfeequlatWqev1Vr15d7+/bt8/dp1Xq/Pbbb5bmzZtb/Pz8LI0bN7Z8/PHHhf4arJNERERE5ABzkoiIiIgcYJBERERE5ACDJCIiIiIHGCQREREROcAgiYiIiMgBBklEREREDjBIIiIiInKAQRIRERGRAwySiKjE6tWrFzw8PFBaSG1emduxX79+Rfo+/vrrL32+33//vdCek4hy4txtRFQs8hoklMbJAL766its2LABq1atKtLX6du3L7p164Ynn3wS/fv354SyREWEQRIRFQuZxDM7mRz6woULDvcZQUdSUhJKA7PZjIkTJ6J79+644oorivz1JEC6/vrrMWvWLAwbNqzIX4+oPOLcbUTkNrVr18bhw4dLZatRdvPnz8e1116LTz75BPfee2+O7rZly5YV6vtMT09HtWrV0LhxYyxfvrzQnpeILmFOEhGVWI5yeb744gvdJre//fYbOnXqhMDAQFSvXh3PP/+8tuiIL7/8Eq1atUJAQABq1aqF119/3eFrSODy+eefo2vXrqhYsaI+V/v27XVbXsyYMUPPa/DgwbkGNtLaJMGhn58fGjZsiGnTpuU4To6R51q6dKm+z7Zt2+p5yedh8PHxwY033ogVK1Zg3759eTpXInINu9uIqFSaM2cO/vzzTw0UJMCRlpzJkydr0BMSEqLrN9xwgwYWs2fP1u6pyMhI3HXXXbbnkGOlq+q7775DgwYNcPvtt8PX1xeLFi3CyJEjsWPHDrzxxhuXPRd5niVLlqBRo0aoVKmS0+Nuu+02rFmzBgMGDNA8oh9++AEPP/ywBjz33XdfjuMlsJPnlfchyeDZc486d+6MTz/9FH///Tfq16+f58+QiC5DutuIiNwhOjpa+p+c7u/Zs2eO/TNmzNBtPj4+ljVr1ti2X7x40RIREWEJDAy0REVFWfbv32/bd+TIEYuvr6+lRYsWWZ7r448/1ue65557LGlpabbtqampluuuu073rVu37rLvY/v27XrssGHDcn0fnTp1sly4cMG2fdeuXRZvb29Lo0aNshw/YcIEPT4oKMiyZcsWp6+7efNmPe6uu+667DkSUd6xu42ISqU77rgDHTp0sN0PDg7WnCBJ9H7ooYdQt25d276aNWvqaDBpGcrIyLBtf//99xEUFIQPPvhAW3MM0pr08ssv67q0Ml3OsWPH9FZaqnLz6quvapeeQVqepBVs9+7diI+Pz3H8/fffjxYtWjh9PuP1jNcnosLF7jYiKpVat26dY1vVqlVz3WcymXD69GnNX5JgauvWrZr8/L///c9h/pDYtWvXZc/l3LlzehsaGprrcVJDKbsaNWro7fnz5zXQs9exY8dcny8sLExvz549e9lzJKK8Y5BERKWSfYuMwdvb+7L7jOAnLi5Oc4mOHz+OSZMmOX2dxMTEy56LJIeLlJSUfJ+zBHDZXa5lKjk5WW8lqZuICh+DJCIql4yARVp31q1bV6DnCg8P19vY2FgUZwFO4/WM1yeiwsWcJCIql6Rrq0mTJti5c6d2dRVEs2bN4OnpqblFxcl4vdzylogo/xgkEVG59eijj2pukgy/d9StdvDgQRw6dOiyzyO5SC1bttQWKaNOU3FYvXq13vbs2bPYXpOoPGGQRETl1gMPPIDhw4fjp59+0jpJUkPp6aefxj333KM1iOrVq4f//vvPpecaNGiQjlBz9fjCIPWcpC5Tjx49iu01icoTBklEVG4Zlbu///577TKbN28e3nrrLQ0+/P39tZCkTCbrCpmKRJKwv/nmGxQHaeFauXKlBnlyrkRU+Dh3GxFRIbnzzju18rfMR5d9OH9he+655zBlyhTNqZIWLyIqfGxJIiIqJDIVigzLf++994r0daR8gbyGFM1kgERUdFgCgIiokERHR+vEulKwsihJQvnjjz+ORx55pEhfh6i8Y3cbERERkQPsbiMiIiJygEESERERkQMMkoiIiIgcYJBERERE5ACDJCIiIiIHGCQREREROcAgiYiIiMgBBklEREREDjBIIiIiIkJO/w8gD5yxKsMrsAAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "include_PI = True\n",
+        "\n",
+        "\n",
+        "def _demarcate_ramps(ax, results_dict):\n",
+        "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
+        "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")\n",
+        "\n",
+        "\n",
+        "for key, value in results_dict.items():\n",
+        "    # Turn n by 1 arrays in into vectors\n",
+        "    results_dict[key] = np.squeeze(value)\n",
+        "\n",
+        "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
+        "\n",
+        "time = results_dict[\"time\"] / 60**2\n",
+        "\n",
+        "ax_fontsize = 14\n",
+        "title_fontsize = 16\n",
+        "iz_plot = [1, 3, 5, 8, 10]\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"potential\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"voltage_controller_mv_ref\"],\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0.65, 1.45))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-250, 125))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
+        "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 20000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Fuel reference\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Sweep reference\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
+        "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
+        "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 1))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"H2_production\"])\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1.25, 2.5))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 7500))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-125, 350))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
+        ")\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
+        "        label=\"Core target\",\n",
+        "        color=\"olivedrab\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((850, 1150))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1000, 1000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
+        "        label=f\"node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-2, 2))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "# ax.set_ylim((575,875))\n",
+        "ax.set_ylim((-1000, 650))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_temperature\"][z, :],\n",
+        "        label=f\"Feed wall node {z+1}\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
+        "        label=f\"Sweep wall node {z+1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((870, 1175))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((370, 520))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 950))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 1020))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax2 = ax.twinx()\n",
+        "\n",
+        "ax.plot(\n",
+        "    time,\n",
+        "    results_dict[\"condenser_outlet_temperature\"],\n",
+        "    label=\"Temperature\",\n",
+        "    color=\"tab:blue\",\n",
+        ")\n",
+        "ax2.plot(\n",
+        "    time,\n",
+        "    results_dict[\"product_mole_frac_H2\"],\n",
+        "    label=\"H2 mole fraction\",\n",
+        "    color=\"tab:orange\",\n",
+        ")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((273.15, 373.15))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
+        "ax2.set_ylim((0, 1))\n",
+        "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-40, -12))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.9.23"
     }
-   ],
-   "source": [
-    "include_PI = True\n",
-    "\n",
-    "for key, value in results_dict.items():\n",
-    "    # Turn n by 1 arrays in into vectors\n",
-    "    results_dict[key] = np.squeeze(value)\n",
-    "\n",
-    "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
-    "\n",
-    "time = results_dict[\"time\"] / 60**2\n",
-    "\n",
-    "ax_fontsize = 14\n",
-    "title_fontsize = 16\n",
-    "iz_plot = [1, 3, 5, 8, 10]\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"potential\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"voltage_controller_mv_ref\"],\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0.65, 1.45))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-250, 125))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
-    "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 20000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Fuel reference\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Sweep reference\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
-    "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
-    "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 1))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"H2_production\"])\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1.25, 2.5))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 7500))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-125, 350))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
-    ")\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
-    "        label=\"Core target\",\n",
-    "        color=\"olivedrab\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((850, 1150))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1000, 1000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
-    "        label=f\"node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-2, 2))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "# ax.set_ylim((575,875))\n",
-    "ax.set_ylim((-1000, 650))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_temperature\"][z, :],\n",
-    "        label=f\"Feed wall node {z+1}\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
-    "        label=f\"Sweep wall node {z+1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((870, 1175))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((370, 520))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 950))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 1020))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax2 = ax.twinx()\n",
-    "\n",
-    "ax.plot(\n",
-    "    time,\n",
-    "    results_dict[\"condenser_outlet_temperature\"],\n",
-    "    label=\"Temperature\",\n",
-    "    color=\"tab:blue\",\n",
-    ")\n",
-    "ax2.plot(\n",
-    "    time,\n",
-    "    results_dict[\"product_mole_frac_H2\"],\n",
-    "    label=\"H2 mole fraction\",\n",
-    "    color=\"tab:orange\",\n",
-    ")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((273.15, 373.15))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
-    "ax2.set_ylim((0, 1))\n",
-    "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-40, -12))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.14"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_test.ipynb b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_test.ipynb
index cf20e2f6..6498d71b 100644
--- a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_test.ipynb
+++ b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_test.ipynb
@@ -1,2646 +1,2591 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################\n",
-    "\n",
-    "from enum import Enum\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "import pyomo.environ as pyo\n",
-    "from pyomo.common.collections import ComponentSet, ComponentMap\n",
-    "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
-    "\n",
-    "import idaes.core.util.scaling as iscale\n",
-    "from pyomo.dae import DerivativeVar\n",
-    "from idaes.core.solvers import petsc\n",
-    "import idaes.logger as idaeslog\n",
-    "import idaes.core.util.model_serializer as ms\n",
-    "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
-    "    SocStandaloneFlowsheet as SocFlowsheet,\n",
-    ")\n",
-    "import matplotlib.pyplot as plt\n",
-    "from idaes.models.control.controller import (\n",
-    "    ControllerType,\n",
-    "    ControllerMVBoundType,\n",
-    "    ControllerAntiwindupType,\n",
-    ")\n",
-    "from IPython.display import SVG, display"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# SOC Flowsheet --- PID Control\n",
-    "Author: Douglas Allan\n",
-    "\n",
-    "Maintainer: Douglas Allan\n",
-    "\n",
-    "Updated: 2024-26-03\n",
-    "\n",
-    "## 1. Introduction\n",
-    "\n",
-    "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
-    "\n",
-    "## 2. Model Description\n",
-    "\n",
-    "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class OperatingScenario(Enum):\n",
-    "    maximum_production = 1\n",
-    "    power_mode = 2\n",
-    "\n",
-    "\n",
-    "def scale_indexed_constraint(con, sf):\n",
-    "    for idx, c in con.items():\n",
-    "        iscale.constraint_scaling_transform(c, sf)\n",
-    "\n",
-    "\n",
-    "def set_indexed_variable_bounds(var, bounds):\n",
-    "    for idx, subvar in var.items():\n",
-    "        subvar.bounds = bounds\n",
-    "\n",
-    "\n",
-    "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
-    "    def rule_ramp(b, t, dvdt, v_ramp):\n",
-    "        return dvdt[t] == v_ramp[t]\n",
-    "\n",
-    "    t0 = fs.time.first()\n",
-    "\n",
-    "    for var in vars:\n",
-    "        var.unfix()\n",
-    "        shortname = var.name.split(\".\")[-1]\n",
-    "        blk = var.parent_block()\n",
-    "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
-    "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
-    "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
-    "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
-    "        v_ramp_eqn = pyo.Constraint(\n",
-    "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
-    "        )\n",
-    "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
-    "        for t in fs.time:\n",
-    "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
-    "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
-    "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
-    "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
-    "\n",
-    "        v_ramp_eqn[t0].deactivate()\n",
-    "        v_ramp[t0].fix(0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
-     ]
-    }
-   ],
-   "source": [
-    "operating_scenario = OperatingScenario.maximum_production\n",
-    "m = pyo.ConcreteModel()\n",
-    "t_start = 1 * 60 * 60\n",
-    "t_ramp = 5 * 60\n",
-    "t_settle = 2 * 60 * 60\n",
-    "t_end = 3 * 60 * 60\n",
-    "\n",
-    "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
-    "\n",
-    "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
-    "\n",
-    "# The names here correspond to the row names in\n",
-    "# soec_flowsheet_operating_conditions.csv\n",
-    "# There should be len(time_set) entries here.\n",
-    "# We start simulating a period at maximum production\n",
-    "# in order to confirm the system is at steady state.\n",
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    setpoints = [\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "    ]\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    setpoints = [\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "    ]\n",
-    "else:\n",
-    "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
-    "\n",
-    "m.fs = SocFlowsheet(\n",
-    "    dynamic=True,\n",
-    "    time_set=time_set,\n",
-    "    time_units=pyo.units.s,\n",
-    "    thin_electrolyte_and_oxygen_electrode=True,\n",
-    "    include_interconnect=True,\n",
-    ")\n",
-    "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
-    "scaling_log.setLevel(idaeslog.ERROR)\n",
-    "iscale.calculate_scaling_factors(m)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for t in m.fs.time:\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].bounds = (None, None)\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
-    "        None,\n",
-    "        None,\n",
-    "    )\n",
-    "    for var in [\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
-    "    ]:\n",
-    "        for idx in var.index_set():\n",
-    "            var[idx].domain = pyo.Reals\n",
-    "            var[idx].bounds = (None, None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 3. Process Control\n",
-    "\n",
-    "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
-    "\n",
-    "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
-    "\n",
-    "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
-    "\n",
-    "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
-    "inner_controller_pairs = ComponentMap()\n",
-    "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
-    "    \"feed_heater_inner_controller\",\n",
-    "    m.fs.soc_module.fuel_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
-    "    \"sweep_heater_inner_controller\",\n",
-    "    m.fs.soc_module.oxygen_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(inner_controller_pairs)\n",
-    "\n",
-    "variable_pairs = ComponentMap()\n",
-    "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
-    "    \"feed_heater_outer_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
-    "    \"sweep_heater_outer_controller\",\n",
-    "    m.fs.soc_module.oxygen_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
-    "    \"voltage_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
-    "    \"sweep_blower_controller\",\n",
-    "    m.fs.stack_core_temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    # antiwindup,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
-    "    \"h2_production_rate_controller\",\n",
-    "    m.fs.h2_mass_production,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    "    # antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(variable_pairs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "K = 10e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 20e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = -2\n",
-    "tau_I = 240\n",
-    "m.fs.voltage_controller.gain_p.fix(K)\n",
-    "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.voltage_controller.mv_lb = 0.7\n",
-    "m.fs.voltage_controller.mv_ub = 1.6\n",
-    "m.fs.voltage_controller.smooth_eps = 0.01\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = -50\n",
-    "tau_I = 40 * 60\n",
-    "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_blower_controller.mv_lb = 1500\n",
-    "m.fs.sweep_blower_controller.mv_ub = 10000\n",
-    "m.fs.sweep_blower_controller.smooth_eps = 10\n",
-    "\n",
-    "K = 200\n",
-    "tau_I = 20 * 60\n",
-    "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
-    "m.fs.h2_production_rate_controller.mv_lb = 1\n",
-    "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
-    "m.fs.h2_production_rate_controller.smooth_eps = 1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "step_mvs = ComponentSet([])\n",
-    "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
-    "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
-    "\n",
-    "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
-    "\n",
-    "create_ramping_eqns(m.fs, ramp_mvs, 1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for ctrl in m.fs.controller_set:\n",
-    "    iscale.calculate_scaling_factors(ctrl)\n",
-    "    iscale.calculate_scaling_factors(ctrl)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "time_nfe = len(m.fs.time) - 1\n",
-    "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
-    "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
-    ")\n",
-    "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
-    "\n",
-    "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
-    "\n",
-    "m.fs.fix_initial_conditions()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################\n",
+        "\n",
+        "from enum import Enum\n",
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "\n",
+        "import pyomo.environ as pyo\n",
+        "from pyomo.common.collections import ComponentSet, ComponentMap\n",
+        "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
+        "\n",
+        "import idaes.core.util.scaling as iscale\n",
+        "from pyomo.dae import DerivativeVar\n",
+        "from idaes.core.solvers import petsc\n",
+        "import idaes.logger as idaeslog\n",
+        "import idaes.core.util.model_serializer as ms\n",
+        "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
+        "    SocStandaloneFlowsheet as SocFlowsheet,\n",
+        ")\n",
+        "import matplotlib.pyplot as plt\n",
+        "from idaes.models.control.controller import (\n",
+        "    ControllerType,\n",
+        "    ControllerMVBoundType,\n",
+        "    ControllerAntiwindupType,\n",
+        ")\n",
+        "from IPython.display import SVG, display"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# SOC Flowsheet --- PID Control\n",
+        "Author: Douglas Allan\n",
+        "\n",
+        "Maintainer: Douglas Allan\n",
+        "\n",
+        "Updated: 2024-26-03\n",
+        "\n",
+        "## 1. Introduction\n",
+        "\n",
+        "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
+        "\n",
+        "## 2. Model Description\n",
+        "\n",
+        "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
+      ]
+    },
     {
-     "data": {
-      "text/plain": [
-       "'SOC Dynamic Flowsheet'"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "class OperatingScenario(Enum):\n",
+        "    maximum_production = 1\n",
+        "    power_mode = 2\n",
+        "\n",
+        "\n",
+        "def scale_indexed_constraint(con, sf):\n",
+        "    for idx, c in con.items():\n",
+        "        iscale.constraint_scaling_transform(c, sf)\n",
+        "\n",
+        "\n",
+        "def set_indexed_variable_bounds(var, bounds):\n",
+        "    for idx, subvar in var.items():\n",
+        "        subvar.bounds = bounds\n",
+        "\n",
+        "\n",
+        "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
+        "    def rule_ramp(b, t, dvdt, v_ramp):\n",
+        "        return dvdt[t] == v_ramp[t]\n",
+        "\n",
+        "    t0 = fs.time.first()\n",
+        "\n",
+        "    for var in vars:\n",
+        "        var.unfix()\n",
+        "        shortname = var.name.split(\".\")[-1]\n",
+        "        blk = var.parent_block()\n",
+        "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
+        "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
+        "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
+        "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
+        "        v_ramp_eqn = pyo.Constraint(\n",
+        "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
+        "        )\n",
+        "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
+        "        for t in fs.time:\n",
+        "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
+        "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
+        "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
+        "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
+        "\n",
+        "        v_ramp_eqn[t0].deactivate()\n",
+        "        v_ramp[t0].fix(0)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/svg+xml": [
-       "<svg xmlns:inkscape=\"http://www.inkscape.org/namespaces/inkscape\" xmlns:sodipodi=\"http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:svg=\"http://www.w3.org/2000/svg\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" width=\"182.64062mm\" height=\"101.54584mm\" viewBox=\"0 0 182.64062 101.54583\" version=\"1.1\" id=\"svg4378\" inkscape:version=\"1.1.2 (b8e25be833, 2022-02-05)\" sodipodi:docname=\"soec_dynamic_template_no_heat_loss.svg\">\n",
-       "  <defs id=\"defs4372\">\n",
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-       "    <g id=\"g2431-0-1-6-2-1\" transform=\"matrix(-1,0,0,1,236.38783,32.411435)\">\n",
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-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 85.45173,53.578143 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 H 85.45173 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-89.461205\" y=\"52.77499\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-3\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-5\" x=\"-89.236931\" y=\"52.77499\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep00 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2391-6-1-2\" transform=\"translate(-15.874997,-34.395841)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5\" x=\"107.34478\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm01 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-06\" transform=\"translate(-2.645846,-33.07291)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2\" transform=\"rotate(-90,74.744785,50.932271)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm03 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2-9\" transform=\"rotate(-90,85.328119,97.234355)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3-0\" x=\"99.183006\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed00</tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-06-8\" transform=\"translate(-2.645846,-43.656243)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115\" transform=\"translate(-14.552096,-17.197918)\">\n",
-       "      <g id=\"g3096\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.30 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5\" transform=\"translate(-59.531264,-13.229168)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-1\" transform=\"translate(-44.97918,-35.718751)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">886.52 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
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-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5\" transform=\"translate(-14.552096,46.302083)\">\n",
-       "      <g id=\"g3096-7\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
-       "      <g id=\"g3096-3\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
-       "      <g id=\"g3096-7-9\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">963.51 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"124.88335\" y=\"25.003111\" id=\"text3769\"><tspan sodipodi:role=\"line\" id=\"tspan3767\" x=\"124.88335\" y=\"25.003111\" style=\"stroke-width:0.264583\">steam_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
-       "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">969.53 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
-       "      <g id=\"g3096-3-1\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">477.72 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">936.02 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6908\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
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-       "    <g id=\"g2391-6-1-9\" transform=\"matrix(0,-1,-1,0,236.80207,138.90625)\">\n",
-       "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">484.91 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">941.64 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">453.60 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.830 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.321 V</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">255.936 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
-       "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <g id=\"g22361\">\n",
-       "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
-       "        </g>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.624997,27.781237 V 15.874987 H 64.822914\" id=\"path23838\"/>\n",
-       "    <path style=\"font-variation-settings:normal;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000\" d=\"m -4.6302085,92.604161 h -3.3072918 l 1e-7,-87.3125026 H 29.104167 v 3.9687501 h 17.197917\" id=\"path23838-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"m 115.09375,21.166654 17.19792,-1e-6\" id=\"path66455\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g2391-6-1\" transform=\"matrix(-1,0,0,1,228.8646,-54.239586)\">\n",
-       "      <g id=\"g66540\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
-       "      </g>\n",
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-       "      <g id=\"g39426\" transform=\"translate(-1.3228825)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2391-7-3\" transform=\"translate(-15.751403,10.583333)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-2-17\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">442.77 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.625001,54.239571 V 41.010403 27.781237\" id=\"path2655\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2431-06-8-9\" transform=\"rotate(-90,57.546868,69.453105)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3-4\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3-7\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed01 </tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 68.791668,11.906236 V 9.2604029 H 51.593751 48.947918\" id=\"path19072-2\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2391\" transform=\"matrix(-1,0,0,1,216.83475,-25.135418)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.19699\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4\" transform=\"scale(-1,1)\"><tspan x=\"-106.97272\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018\">sweep04 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-8\" transform=\"translate(-148.16668,44.317714)\">\n",
-       "      <g id=\"g3096-2\" transform=\"translate(2.6458309)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"feed00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"feed00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
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-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 21.166667,95.249994 h -2.645833 l 0,-5.953125 H 3.9687501\" id=\"path2287-0-8\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 13.890625,96.572911 H 11.90625 l -7.9374999,0\" id=\"path2287-0-8-7\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,97.234369 h -3.968751 l -5.953125,0\" id=\"path2287-0-8-7-0\" sodipodi:nodetypes=\"ccc\"/>\n",
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-       "  </g>\n",
-       "</svg>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
+          ]
+        }
       ],
-      "text/plain": [
-       "<IPython.core.display.SVG object>"
+      "source": [
+        "operating_scenario = OperatingScenario.maximum_production\n",
+        "m = pyo.ConcreteModel()\n",
+        "t_start = 1 * 60 * 60\n",
+        "t_ramp = 5 * 60\n",
+        "t_settle = 2 * 60 * 60\n",
+        "t_end = 3 * 60 * 60\n",
+        "\n",
+        "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
+        "\n",
+        "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
+        "\n",
+        "# The names here correspond to the row names in\n",
+        "# soec_flowsheet_operating_conditions.csv\n",
+        "# There should be len(time_set) entries here.\n",
+        "# We start simulating a period at maximum production\n",
+        "# in order to confirm the system is at steady state.\n",
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    setpoints = [\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "    ]\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    setpoints = [\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "    ]\n",
+        "else:\n",
+        "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
+        "\n",
+        "m.fs = SocFlowsheet(\n",
+        "    dynamic=True,\n",
+        "    time_set=time_set,\n",
+        "    time_units=pyo.units.s,\n",
+        "    thin_electrolyte_and_oxygen_electrode=True,\n",
+        "    include_interconnect=True,\n",
+        ")\n",
+        "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
+        "scaling_log.setLevel(idaeslog.ERROR)\n",
+        "iscale.calculate_scaling_factors(m)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
-    "display(\n",
-    "    \"SOC Dynamic Flowsheet\",\n",
-    "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "alias_dict = ComponentMap()\n",
-    "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
-    "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
-    "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    ")\n",
-    "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
-    "    \"h2_production_rate_controller_gain_p\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
-    "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
-    "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
-    "    \"sweep_heater_outlet_temperature\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
-    "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
-    "    \"condenser_hot_outlet_temperature\"\n",
-    ")\n",
-    "\n",
-    "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
-    "\n",
-    "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
-    "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
-    "\n",
-    "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t0 = m.fs.time.first()\n",
-    "for var in ramp_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    blk = var.parent_block()\n",
-    "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
-    "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        v_ramp[t].fix(\n",
-    "            float(\n",
-    "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
-    "                / (time_set[i] - time_set[i - 1])\n",
-    "            )\n",
-    "        )\n",
-    "\n",
-    "for var in step_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        var[t].fix(float(df[alias][setpoints[i]]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
-    "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "for ctrl in m.fs.controller_set:\n",
-    "    if hasattr(ctrl, \"mv_eqn\"):\n",
-    "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "tags": [
-     "testing"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "from idaes.core.util.model_statistics import degrees_of_freedom\n",
-    "\n",
-    "assert degrees_of_freedom(m) == 0"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 243\n",
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\".\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    15011\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:     9356\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      667\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1495\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 6.79e+01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (331665)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 9.77e-01 1.41e+02  -1.0 5.95e+00    -  8.13e-01 9.85e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 9.25e-03 1.71e+02  -1.0 8.74e-02    -  9.90e-01 9.90e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.08e-05 2.80e+04  -1.0 6.27e-03    -  9.91e-01 9.97e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.260\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.041\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 93\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp69gau4jt_petsc_ts.log'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.sol'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpva9yq47l.pyomo.nl',)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.nl\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.100412 time 0.2\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.00412 time 0.300412\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 4 TS dt 10.0412 time 1.30453\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 5 TS dt 21.1594 time 11.3457\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 6 TS dt 34.1485 time 32.5051\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 7 TS dt 56.7094 time 66.6536\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 8 TS dt 103.25 time 123.363\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 205.123 time 226.612\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 309.964 time 431.736\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 432.696 time 741.7\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 621.577 time 1174.4\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 902.014 time 1795.97\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 902.014 time 2697.99\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 2466.59 time 3600.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpn0tqghes_petsc_ts.log'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.sol'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpk0c1pdqp.pyomo.nl',)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.nl\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.199239 time 3600.12\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.697133 time 3600.32\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.866231 time 3601.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.13013 time 3601.89\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.179 time 3603.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.3192 time 3604.19\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.33644 time 3605.51\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.45894 time 3606.85\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.46098 time 3608.31\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.37246 time 3609.77\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.48172 time 3611.14\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.2735 time 3612.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.52602 time 3613.63\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.64143 time 3615.15\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.5531 time 3616.8\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.61899 time 3618.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.8938 time 3619.97\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.14371 time 3621.86\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.95341 time 3624.01\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.593203 time 3624.34\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 24 TS dt 2.07741 time 3624.94\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.8343 time 3626.78\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.34236 time 3628.62\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 27 TS dt 2.70968 time 3630.96\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.17793 time 3633.67\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 29 TS dt 2.08994 time 3635.54\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.32652 time 3637.01\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 31 TS dt 3.93769 time 3638.34\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 32 TS dt 3.47399 time 3641.79\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.44515 time 3645.27\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 34 TS dt 4.54859 time 3649.71\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 35 TS dt 5.11148 time 3654.26\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 36 TS dt 5.37965 time 3659.37\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 37 TS dt 5.84736 time 3664.75\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 38 TS dt 6.21996 time 3670.6\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 39 TS dt 6.69274 time 3676.82\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 40 TS dt 7.14526 time 3683.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 41 TS dt 7.65699 time 3690.66\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.18317 time 3698.31\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.74315 time 3706.5\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 44 TS dt 9.27856 time 3715.24\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.68853 time 3724.52\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 46 TS dt 9.77885 time 3734.21\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 47 TS dt 9.92111 time 3743.99\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 48 TS dt 8.33461 time 3752.18\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 49 TS dt 8.96337 time 3760.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.29772 time 3769.48\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 51 TS dt 9.60548 time 3778.77\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.0593 time 3788.38\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.88706 time 3797.26\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 54 TS dt 9.88436 time 3807.15\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 55 TS dt 7.55235 time 3814.54\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 56 TS dt 9.65705 time 3822.09\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 57 TS dt 11.0499 time 3831.75\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.2975 time 3842.8\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 59 TS dt 12.6609 time 3855.1\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 60 TS dt 13.9163 time 3859.75\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 61 TS dt 10.4683 time 3870.54\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 62 TS dt 9.49383 time 3881.01\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 63 TS dt 9.49383 time 3890.51\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 64 TS dt 14.0081 time 3900.\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp3wnf4q2o_petsc_ts.log'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.sol'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpcy91h9f0.pyomo.nl',)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.nl\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.86361 time 3901.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 3.11474 time 3904.06\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.95219 time 3907.18\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.26539 time 3911.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.68321 time 3915.4\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 8 TS dt 4.75843 time 3920.08\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 9 TS dt 4.77214 time 3924.84\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 10 TS dt 4.57975 time 3929.61\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 11 TS dt 5.10332 time 3934.19\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 12 TS dt 5.83254 time 3939.29\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 13 TS dt 6.72867 time 3945.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 14 TS dt 7.50262 time 3951.85\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 15 TS dt 8.77609 time 3959.36\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 9.95946 time 3968.13\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 11.4862 time 3978.09\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 13.2173 time 3989.58\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 15.4588 time 4002.8\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 18.2767 time 4018.25\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.855 time 4036.53\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 25.9265 time 4058.39\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 29.7008 time 4084.31\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 24 TS dt 32.3941 time 4114.01\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 25 TS dt 34.1498 time 4146.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.3963 time 4180.56\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 27 TS dt 37.1487 time 4214.95\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.9342 time 4252.1\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 29 TS dt 40.3768 time 4290.04\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 30 TS dt 42.4218 time 4330.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0908 time 4372.84\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 47.3702 time 4417.93\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 49.135 time 4465.3\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 49.6503 time 4514.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 51.6702 time 4564.08\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 53.1554 time 4615.75\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 37 TS dt 54.6803 time 4668.91\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 38 TS dt 61.8766 time 4723.59\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 39 TS dt 62.3182 time 4785.46\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 40 TS dt 78.6399 time 4847.78\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 41 TS dt 82.7293 time 4926.42\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 42 TS dt 90.4869 time 5009.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 43 TS dt 89.7949 time 5099.64\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 44 TS dt 85.7202 time 5189.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 45 TS dt 88.4188 time 5275.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 46 TS dt 91.9337 time 5363.57\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 47 TS dt 90.9639 time 5455.51\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 99.5246 time 5546.47\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 108.67 time 5645.99\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 120.748 time 5754.66\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 132.47 time 5875.41\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 145.985 time 6007.88\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 53 TS dt 160.665 time 6153.87\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 54 TS dt 177.438 time 6314.53\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 55 TS dt 192.168 time 6491.97\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 56 TS dt 221.56 time 6684.14\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 57 TS dt 250.729 time 6905.7\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 58 TS dt 292.659 time 7156.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 59 TS dt 342.344 time 7449.09\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 60 TS dt 396.307 time 7791.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 61 TS dt 387.849 time 8187.74\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 62 TS dt 347.808 time 8474.05\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 63 TS dt 289.931 time 8626.27\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 219.289 time 8708.2\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 202.344 time 8927.49\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 211.265 time 9055.82\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 43.6911 time 9087.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 68 TS dt 97.1116 time 9131.15\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 69 TS dt 116.121 time 9228.26\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 70 TS dt 163.226 time 9344.39\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 71 TS dt 202.871 time 9507.61\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 72 TS dt 262.974 time 9710.48\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 73 TS dt 295.993 time 9973.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 74 TS dt 275.494 time 10269.4\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 75 TS dt 277.528 time 10544.9\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 76 TS dt 277.528 time 10822.5\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 77 TS dt 405.82 time 11100.\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp89d3otha_petsc_ts.log'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.sol'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpumhqgnkw.pyomo.nl',)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.nl\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.760703 time 11100.5\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.01241 time 11101.3\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.967184 time 11102.2\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 8 TS dt 0.999746 time 11103.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.924929 time 11104.\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.866639 time 11104.9\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.915231 time 11105.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.858768 time 11106.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.16546 time 11107.6\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.0729 time 11108.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.40736 time 11109.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.47697 time 11111.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.55373 time 11112.7\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.4277 time 11114.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.07175 time 11115.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.32123 time 11116.1\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.26966 time 11117.4\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 22 TS dt 0.929849 time 11118.2\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.37561 time 11118.5\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.3944 time 11118.9\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.43845 time 11120.3\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.90206 time 11121.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.81077 time 11123.6\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.79649 time 11125.4\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.70313 time 11127.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.8855 time 11128.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.85638 time 11130.8\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.85523 time 11132.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.73671 time 11134.5\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.64306 time 11136.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.52316 time 11137.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.41285 time 11139.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 37 TS dt 1.57227 time 11139.7\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.96963 time 11140.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.78644 time 11140.8\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.705073 time 11141.5\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.621216 time 11142.\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.62459 time 11142.6\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.63664 time 11143.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.690959 time 11143.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.430777 time 11144.\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.410148 time 11144.4\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.856631 time 11144.9\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.949106 time 11145.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.570639 time 11145.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.657937 time 11146.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.756228 time 11146.8\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.960609 time 11147.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 53 TS dt 1.03942 time 11148.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 54 TS dt 0.73841 time 11148.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 55 TS dt 0.723736 time 11149.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.3136 time 11150.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.44703 time 11151.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.78016 time 11153.1\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 59 TS dt 1.79591 time 11154.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.70487 time 11156.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.63852 time 11157.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 62 TS dt 0.894779 time 11158.4\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.904928 time 11159.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 64 TS dt 1.51786 time 11160.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.79934 time 11161.7\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 66 TS dt 2.19124 time 11163.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.39088 time 11165.7\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.77663 time 11168.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.98602 time 11170.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.19428 time 11173.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.17037 time 11177.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.2767 time 11180.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.70518 time 11183.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.9439 time 11187.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 75 TS dt 4.1184 time 11191.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 76 TS dt 4.51077 time 11195.3\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.73 time 11199.8\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.95553 time 11204.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.05272 time 11209.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.07776 time 11214.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.05502 time 11219.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.05021 time 11224.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.29358 time 11229.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.52422 time 11235.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.70998 time 11240.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.77308 time 11246.2\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.68832 time 11252.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.21191 time 11257.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.52452 time 11262.9\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.08208 time 11267.8\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 91 TS dt 6.0966 time 11269.7\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 92 TS dt 4.47115 time 11271.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 93 TS dt 4.46473 time 11271.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 94 TS dt 1.64611 time 11273.5\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 95 TS dt 3.11947 time 11275.2\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.69342 time 11278.3\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.85562 time 11282.\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.86391 time 11286.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.74083 time 11290.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 100 TS dt 3.88706 time 11291.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.36784 time 11293.1\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.04988 time 11295.5\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.79675 time 11297.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41211 time 11299.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 105 TS dt 5.09485 time 11302.8\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 106 TS dt 6.30524 time 11307.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.14277 time 11314.2\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 108 TS dt 6.97261 time 11321.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 109 TS dt 6.92383 time 11328.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.31828 time 11335.3\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.49724 time 11340.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 112 TS dt 4.90343 time 11345.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.24546 time 11350.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.37157 time 11355.6\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.08981 time 11361.\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 116 TS dt 5.15951 time 11366.1\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 117 TS dt 4.68969 time 11371.2\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.69922 time 11375.9\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.35928 time 11380.6\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 120 TS dt 4.01346 time 11385.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.60641 time 11388.5\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.18203 time 11391.7\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.78627 time 11394.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.58852 time 11396.8\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.58852 time 11398.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.90429 time 11400.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpendl44cj_petsc_ts.log'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.sol'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpson30_9f.pyomo.nl',)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.nl\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.73678 time 11401.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.23341 time 11402.9\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.51853 time 11405.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.72979 time 11407.7\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.94331 time 11410.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.1084 time 11413.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.33766 time 11416.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.65145 time 11419.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 11 TS dt 3.92962 time 11423.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.4225 time 11427.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 13 TS dt 4.87494 time 11431.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.42871 time 11436.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 15 TS dt 5.98195 time 11442.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 16 TS dt 6.92855 time 11448.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.07333 time 11455.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 18 TS dt 9.63979 time 11463.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 19 TS dt 11.702 time 11472.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 20 TS dt 14.5291 time 11484.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 21 TS dt 18.1896 time 11499.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 22 TS dt 22.203 time 11517.2\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 23 TS dt 25.5942 time 11539.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.4541 time 11565.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.7952 time 11593.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 26 TS dt 32.9926 time 11624.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 27 TS dt 34.8988 time 11657.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.5398 time 11692.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 29 TS dt 41.8031 time 11729.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 30 TS dt 47.4503 time 11771.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 31 TS dt 53.673 time 11818.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.8933 time 11872.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 33 TS dt 69.4519 time 11933.5\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 34 TS dt 77.8654 time 12002.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 35 TS dt 85.3528 time 12080.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 36 TS dt 92.584 time 12166.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 37 TS dt 99.6879 time 12258.7\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 38 TS dt 107.395 time 12358.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 39 TS dt 115.883 time 12465.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 40 TS dt 125.805 time 12581.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 41 TS dt 136.484 time 12707.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 42 TS dt 146.675 time 12844.\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 43 TS dt 154.432 time 12990.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 44 TS dt 158.051 time 13145.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 45 TS dt 156.722 time 13303.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 46 TS dt 161.592 time 13459.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 47 TS dt 169.876 time 13621.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 48 TS dt 175.501 time 13791.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 49 TS dt 177.773 time 13966.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 50 TS dt 195.829 time 14144.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 51 TS dt 209.215 time 14340.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 52 TS dt 228.235 time 14549.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 53 TS dt 245.428 time 14777.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 54 TS dt 265.796 time 15023.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 55 TS dt 286.41 time 15289.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 56 TS dt 309.614 time 15575.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 57 TS dt 336.559 time 15885.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 58 TS dt 370.237 time 16221.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 59 TS dt 418.152 time 16591.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 60 TS dt 475.299 time 17010.1\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 61 TS dt 548.284 time 17485.4\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 62 TS dt 640.182 time 18033.6\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 63 TS dt 756.084 time 18673.8\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 64 TS dt 900.068 time 19429.9\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 65 TS dt 935.01 time 20330.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 66 TS dt 935.01 time 21265.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 67 TS dt 1415.01 time 22200.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n"
-     ]
-    }
-   ],
-   "source": [
-    "idaeslog.solver_log.tee = True\n",
-    "results = petsc.petsc_dae_by_time_element(\n",
-    "    m,\n",
-    "    time=m.fs.time,\n",
-    "    keepfiles=True,\n",
-    "    symbolic_solver_labels=True,\n",
-    "    ts_options={\n",
-    "        \"--ts_type\": \"beuler\",\n",
-    "        \"--ts_dt\": 0.1,\n",
-    "        \"--ts_rtol\": 1e-3,\n",
-    "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
-    "        # \"--ksp_monitor\":\"\",\n",
-    "        \"--ts_adapt_dt_min\": 1e-3,\n",
-    "        \"--ts_adapt_dt_max\": 3600,\n",
-    "        \"--snes_type\": \"newtontr\",\n",
-    "        # \"--ts_max_reject\": 200,\n",
-    "        # \"--snes_monitor\":\"\",\n",
-    "        \"--ts_monitor\": \"\",\n",
-    "        \"--ts_save_trajectory\": 1,\n",
-    "        \"--ts_trajectory_type\": \"visualization\",\n",
-    "        \"--ts_max_snes_failures\": 25,\n",
-    "        # \"--show_cl\":\"\",\n",
-    "        \"-snes_max_it\": 50,\n",
-    "        \"-snes_rtol\": 0,\n",
-    "        \"-snes_stol\": 0,\n",
-    "        \"-snes_atol\": 1e-6,\n",
-    "    },\n",
-    "    skip_initial=False,\n",
-    "    initial_solver=\"ipopt\",\n",
-    "    initial_solver_options={\n",
-    "        \"constr_viol_tol\": 1e-8,\n",
-    "        \"nlp_scaling_method\": \"user-scaling\",\n",
-    "        \"linear_solver\": \"ma57\",\n",
-    "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
-    "        \"max_iter\": 300,\n",
-    "        \"tol\": 1e-8,\n",
-    "        \"halt_on_ampl_error\": \"no\",\n",
-    "    },\n",
-    ")\n",
-    "for result in results.results:\n",
-    "    pyo.assert_optimal_termination(result)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load certain variables into a dictionary for plotting convenience."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ramp_list = np.array(m.fs.time)[1:]\n",
-    "traj = results.trajectory\n",
-    "\n",
-    "time_set = m.fs.time.ordered_data()\n",
-    "tf = time_set[-1]\n",
-    "soec = m.fs.soc_module.solid_oxide_cell\n",
-    "\n",
-    "results_dict = {\n",
-    "    \"ramp_list\": np.array(ramp_list),\n",
-    "    \"time\": np.array(traj.time),\n",
-    "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
-    "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
-    "    \"soec_fuel_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"soec_oxygen_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"fuel_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"sweep_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
-    "    \"fuel_inlet_H2O\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
-    "    ),\n",
-    "    \"fuel_outlet_H2O\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(\n",
-    "                soec.fuel_channel.mole_frac_comp[\n",
-    "                    tf,\n",
-    "                    soec.iznodes.last(),\n",
-    "                    \"H2O\",\n",
-    "                ]\n",
-    "            )\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_inlet_O2\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_O2\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
-    "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
-    "    ),\n",
-    "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
-    "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
-    "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
-    "    \"fuel_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
-    "    \"fuel_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"product_mole_frac_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
-    "    ),\n",
-    "    \"condenser_outlet_temperature\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
-    "    \"temperature_z\": np.array(\n",
-    "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"temperature_z_gradient\": np.array(\n",
-    "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"fuel_electrode_mixed_partial\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"current_density\": np.array(\n",
-    "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"feed_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_medium_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_hot_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "}\n",
-    "\n",
-    "for controller in m.fs.controller_set:\n",
-    "    ctrl_name = controller.local_name\n",
-    "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
-    "        traj.vecs[str(controller.mv_ref[tf])]\n",
-    "    )\n",
-    "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
-    "        traj.vecs[str(controller.setpoint[tf])]\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "tags": [
-     "testing"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "from pytest import approx\n",
-    "\n",
-    "assert pyo.value(m.fs.soc_module.total_current[tf]) == approx(\n",
-    "    -191441759.6695978, rel=1e-3\n",
-    ")\n",
-    "assert pyo.value(m.fs.soc_module.fuel_inlet.temperature[tf]) == approx(\n",
-    "    940.5460355948476, abs=1e-1\n",
-    ")\n",
-    "assert pyo.value(m.fs.soc_module.fuel_outlet.temperature[tf]) == approx(\n",
-    "    986.3603295602375, abs=1e-1\n",
-    ")\n",
-    "assert pyo.value(m.fs.soc_module.oxygen_inlet.temperature[tf]) == approx(\n",
-    "    969.8965765691661, abs=1e-1\n",
-    ")\n",
-    "assert pyo.value(m.fs.soc_module.oxygen_outlet.temperature[tf]) == approx(\n",
-    "    985.4405065934872, abs=1e-1\n",
-    ")\n",
-    "assert pyo.value(m.fs.feed_heater.electric_heat_duty[tf]) == approx(\n",
-    "    573750.5022036476, rel=1e-3\n",
-    ")\n",
-    "assert pyo.value(m.fs.sweep_heater.electric_heat_duty[tf]) == approx(\n",
-    "    1446426.4849774062, rel=1e-3\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def _demarcate_ramps(ax, results_dict):\n",
-    "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
-    "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for t in m.fs.time:\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].bounds = (None, None)\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
+        "        None,\n",
+        "        None,\n",
+        "    )\n",
+        "    for var in [\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
+        "    ]:\n",
+        "        for idx in var.index_set():\n",
+        "            var[idx].domain = pyo.Reals\n",
+        "            var[idx].bounds = (None, None)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 3. Process Control\n",
+        "\n",
+        "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
+        "\n",
+        "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
+        "\n",
+        "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
+        "\n",
+        "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
+        "inner_controller_pairs = ComponentMap()\n",
+        "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
+        "    \"feed_heater_inner_controller\",\n",
+        "    m.fs.soc_module.fuel_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
+        "    \"sweep_heater_inner_controller\",\n",
+        "    m.fs.soc_module.oxygen_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(inner_controller_pairs)\n",
+        "\n",
+        "variable_pairs = ComponentMap()\n",
+        "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
+        "    \"feed_heater_outer_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
+        "    \"sweep_heater_outer_controller\",\n",
+        "    m.fs.soc_module.oxygen_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
+        "    \"voltage_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
+        "    \"sweep_blower_controller\",\n",
+        "    m.fs.stack_core_temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    # antiwindup,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
+        "    \"h2_production_rate_controller\",\n",
+        "    m.fs.h2_mass_production,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        "    # antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(variable_pairs)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
+      ]
+    },
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_41080\\391657263.py:377: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
-      "  fig = plt.figure()\n"
-     ]
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "K = 10e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 20e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = -2\n",
+        "tau_I = 240\n",
+        "m.fs.voltage_controller.gain_p.fix(K)\n",
+        "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.voltage_controller.mv_lb = 0.7\n",
+        "m.fs.voltage_controller.mv_ub = 1.6\n",
+        "m.fs.voltage_controller.smooth_eps = 0.01\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = -50\n",
+        "tau_I = 40 * 60\n",
+        "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_blower_controller.mv_lb = 1500\n",
+        "m.fs.sweep_blower_controller.mv_ub = 10000\n",
+        "m.fs.sweep_blower_controller.smooth_eps = 10\n",
+        "\n",
+        "K = 200\n",
+        "tau_I = 20 * 60\n",
+        "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
+        "m.fs.h2_production_rate_controller.mv_lb = 1\n",
+        "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
+        "m.fs.h2_production_rate_controller.smooth_eps = 1"
+      ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "step_mvs = ComponentSet([])\n",
+        "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
+        "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
+        "\n",
+        "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
+        "\n",
+        "create_ramping_eqns(m.fs, ramp_mvs, 1)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for ctrl in m.fs.controller_set:\n",
+        "    iscale.calculate_scaling_factors(ctrl)\n",
+        "    iscale.calculate_scaling_factors(ctrl)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "time_nfe = len(m.fs.time) - 1\n",
+        "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
+        "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
+        ")\n",
+        "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
+        "\n",
+        "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
+        "\n",
+        "m.fs.fix_initial_conditions()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'SOC Dynamic Flowsheet'"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/svg+xml": [
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4\" x=\"107.34478\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm02 </tspan></text>\n",
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+              "    <g id=\"g2391-6-1-2\" transform=\"translate(-15.874997,-34.395841)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5\" x=\"107.34478\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm01 </tspan></text>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm02 </tspan></text>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm03 </tspan></text>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3-0\" x=\"99.183006\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed00</tspan></text>\n",
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+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.89 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">888.27 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
+              "      <g id=\"g3096-3\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
+              "      <g id=\"g3096-7-9\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">962.01 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"124.88335\" y=\"25.003111\" id=\"text3769\"><tspan sodipodi:role=\"line\" id=\"tspan3767\" x=\"124.88335\" y=\"25.003111\" style=\"stroke-width:0.264583\">steam_heater</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
+              "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">968.03 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">475.39 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">932.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6908\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g2391-6-1-9\" transform=\"matrix(0,-1,-1,0,236.80207,138.90625)\">\n",
+              "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">488.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">942.22 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">454.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.989 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.322 V</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">256.095 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
+              "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
+              "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <g id=\"g22361\">\n",
+              "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
+              "        </g>\n",
+              "      </g>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
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+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">445.89 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3-4\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3-7\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed01 </tspan></text>\n",
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+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.19699\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4\" transform=\"scale(-1,1)\"><tspan x=\"-106.97272\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018\">sweep04 </tspan></text>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
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+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,98.557292 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
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+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 60.977776,100.54166 h -6.61456 l -2.64585,-1.322916 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-2\" sodipodi:nodetypes=\"cccccc\"/>\n",
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+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,93.927084 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
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+              "  </g>\n",
+              "</svg>"
+            ],
+            "text/plain": [
+              "<IPython.core.display.SVG object>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
+        "display(\n",
+        "    \"SOC Dynamic Flowsheet\",\n",
+        "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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/GL799ttif543+97fTju8mYL2JqvX3+Mqb8y4EBXvk08+USNHjrSaqVXAZDKpFStWKCcnJwWoL7/80io/OztbtWzZ0rIUwD+vYTKZ1KJFiyznjxs3rtBrlHYxSaWUWr16tWUpgDFjxqj4+PhCZS5duqSeffZZ5eXlVeLrFrcEgF6vV/369StyCQCllGWK+j9nB23YsMEyPb2o99m1a1cFqFWrVhVZn+Jmt+Xn56tWrVpZZpoVtWRDSkqK+vzzz61mvxUsx+Dn56dycnJu+L0oyqZNmxSgmjVrVmyZguUHWrdurQ4fPlwoPzs7W61evVqdOHHipu+zwM1mbhU36+76JQAeeOABqyUALl++rOrVq6cANWHCBKvz9u3bp+zt7ZWTk5OaP39+oen6Sil15MiRQssD3GwGWl5enqU9/HMJix07dli1lX/OeHz88ccVoD744IMir61U6dvhzX4PL168qDw8PJSNjY2aPXu2MhqNhcqcO3eu2EU2xd1BgiRxT5kzZ47lj6Ovr6/q1auXGjZsmLrvvvtU9erVLXkjRowo8kMiNTVV9enTx1KuUaNG6qGHHlKDBw9W1apVU4DSarXq1VdfLXJa8PVB0qhRo254nD9/vtD5v/zyi/Lx8VGAsrW1VW3btlUPP/ywGjJkiGratKnSaDS3tFSBUuY1X5o0aaIA5e7urgYNGqSGDh2qfH19LQFhUdP1V6xYYXm9pk2bqgcffFC1aNFCaTQaNWnSpGI/hD755BMFKBcXF/XAAw+oMWPGqDFjxqiTJ08qpW4cPFy+fFk1bdpUAcrZ2Vm1b99ePfLII+qBBx5QTZs2VTY2NgqwmtqulLIEt3Xr1lXDhw9XY8aMUa+99lqJvj9Go1EFBQVZAqWRI0eqMWPGqJkzZ1rK5ObmqmHDhll+/s2aNVNDhgxRDz/8sOrQoYNydnZWgPr1118t55R3kDRy5Ejl5eWlAgIC1IMPPqj69+9vqUe7du2KXHV72bJlliC/WrVqqlevXmr48OGqb9++lvb98MMPW51zsyBJKevfuzZt2qhHH31UdejQQWk0GvXYY48VuyzEmjVrFKDs7e1Vv3791BNPPKHGjBlj9Q9KadthSf5Z2bRpk+X3zc/PT3Xr1k0NHz5c9evXT9WsWdPyfsTdS4IkcU9JT09Xq1atUuPGjVOtW7dW1apVU3Z2dsrR0VHVrFlTPfroo1YfZMVZu3ateuSRR1RoaKhycHBQLi4uqm7duuqZZ54psiehQEnXSQLUgQMHirxGRkaGmjNnjurZs6cKCAiw/Pdfp04dNWLECLVmzZpbXrelYFuSpk2bKicnJ+Xg4KDq16+v3nzzzSK3Jbn++9ChQwfl5OSknJ2dVdu2bS3rQhX3IZSfn69mzJihGjZsaFmD6foP2ZsFD9nZ2Wru3Lmqa9euytvbW9na2io/Pz/VtGlT9eyzz6rffvut0Dnnz59Xw4YNU4GBgcrW1vaG1y/KkSNH1IABA5Svr6+lN6+o4OWXX35RDzzwgAoODlZ2dnbKw8ND1a9fXz3yyCPqu+++UwaDwVK2vIOkyZMnq3PnzqlHH31U+fv7K3t7e1WrVi01adIkq3r8U3R0tBo/fryKiIhQzs7OysHBQYWFhanIyEj17rvvqqioKKvyJQmSlFJq1apVqn379srDw8Oytcdnn32mTCbTDdfO+uqrr1Tz5s0twRtc25akQGnaYUl7dOPj49XEiRNV8+bNlaurq7K3t1fVqlVT7du3V5MnT77h77u482mUKuPpBEIIISrNlClTmDp1KpMnT2bKlCmVXR0h7mgycFsIIYQQoggSJAkhhBBCFEGCJCGEEEKIIlS5IGnz5s3079+foKAgNBoNq1atsspfuXIlvXr1wtvbG41Gw8GDBwtdIzs7m2effRZvb29cXFwYMmRIoe0kLly4wP3334+TkxN+fn5MmDCh1OuoCCFEVTFlyhSUUjIeSYgyUOWCJIPBQJMmTfj000+Lze/YsSP//e9/i73G+PHj+fnnn1m+fDmbNm3iypUrPPDAA5b8/Px87r//fnJycti+fTsLFixg/vz5TJo0qczfjxBCCCHuTFV6dptGo+HHH39k0KBBhfJiYmIIDw/nwIEDNG3a1JKelpaGr68v3333nWV355MnT1K/fn127NhB27Zt+fXXX+nXrx9XrlzB398fgLlz5/Laa6+RmJhY6p3fhRBCCHH3uOv2btu3bx+5ubn06NHDklavXj1CQ0MtQdKOHTto1KiRJUAC6N27N8888wzHjh0rdkNSo9GI0Wi0PDeZTKSkpFhu/QkhhBCi6lNKkZGRQVBQ0A03kb7rgqS4uDjs7e0L7RHk7+9v2UQxLi7OKkAqyC/IK86MGTOYOnVq2VZYCCGEEJXi4sWLVvt0/tNdFySVpzfeeIOXXnrJ8jwtLY3Q0FAuXryIm5tbJdbszpOXl8f69esB8wahtra2JcoToiIU1walbQpxd0hPTyckJARXV9cblrvrfsMDAgLIyckhNTXVqjcpPj6egIAAS5ndu3dbnVcw+62gTFF0Oh06na5QupubmwRJt8hgMPDQQw8BoNfrcXZ2LlGeEBWhuDYobVOIu8vNhspUudltt6tFixbY2dlZ/tsDOHXqFBcuXKBdu3YAtGvXjiNHjpCQkGAp88cff+Dm5kaDBg0qvM5CCCGEqHqqXE+SXq8nKirK8jw6OpqDBw/i5eVFaGgoKSkpXLhwgStXrgDmAAjMPUABAQG4u7szZswYXnrpJby8vHBzc2PcuHG0a9eOtm3bAtCrVy8aNGjAY489xsyZM4mLi+M///kPzz77bJE9RUIIIYS491S5nqS9e/fSrFkzywyzl156iWbNmlnWMPrpp59o1qwZ999/PwCPPPIIzZo1Y+7cuZZrzJkzh379+jFkyBA6d+5MQEAAK1eutOTb2NiwZs0abGxsaNeuHSNGjGDkyJG89dZbFfhOhRBCCFGVVel1kqq69PR03N3dSUtLkzFJt8hgMODi4gIUPSapuDwhKkJxbVDaZuUxmUzk5ORUdjXEHcLOzg4bG5ti80v6+V3lbrcJIYQQ18vJySE6OhqTyVTZVRF3EA8PDwICAm5rHUMJkoQQQlRZSiliY2OxsbEhJCTkhgv/CQHmNpOZmWmZnBUYGFjqa0mQJCqFvb09n3zyieVxSfOEqAjFtUFpmxUvLy+PzMxMgoKCcHJyquzqiDuEo6MjAAkJCfj5+d3w1tuNyJik2yBjkoQQonxlZ2cTHR1N9erVLR98QpREVlaWZZ9XBwcHq7ySfn5Lv6UQQogqT/bHFLeqLNqM3G4TlSI/P58tW7YA0KlTJ6uu0BvlCVERimuD0jaFuLdIkCQqRXZ2Nl27dgUKT6W+UZ4QFaG4NihtU1QVGzdupGvXrly9erXQhu6i7MjtNiGEEKIcjB49Go1GU+i4flcJUbVJT5IQQghRTvr06cO8efOs0nx9fSupNuJWSU+SEEIIUU50Op1lb9GCY8yYMQwaNMiq3IsvvkhkZKTluclkYsaMGYSHh+Po6EiTJk344YcfKrbyQnqShBBC3DmUUmTl5lfKazva2VTYLLsZM2bw7bffMnfuXGrXrs3mzZsZMWIEvr6+dOnSpULqICRIEkIIcQfJys2nwaTfKuW1j7/VGyf7W/vYXLNmjWW/P4C+ffvedMC/0WjknXfe4c8//6Rdu3YA1KhRg61bt/LFF19IkFSBJEgSQgghyknXrl35/PPPLc+dnZ154403bnhOVFQUmZmZ9OzZ0yo9JyeHZs2alUs9RdEkSBKVws7OjpkzZ1oelzRPiIpQXBuUtln5HO1sOP5W70p77Vvl7OxMrVq1rNK0Wi3/3OwiNzfX8liv1wOwdu1agoODrcrpdLpbroMoPQmSRKWwt7dnwoQJt5wnREUorg1K26x8Go3mlm95VTW+vr4cPXrUKu3gwYOWwLtBgwbodDouXLggt9Yq2Z3d0oQQQog7TLdu3Zg1axYLFy6kXbt2fPvttxw9etRyK83V1ZVXXnmF8ePHYzKZ6NixI2lpaWzbtg03NzdGjRpVye/g3iFBkqgU+fn57N+/H4DmzZsX2pakuDwhKkJxbVDapigLvXv3ZuLEibz66qtkZ2fzxBNPMHLkSI4cOWIpM23aNHx9fZkxYwbnzp3Dw8OD5s2b8+abb1Zize89GvXPG6OixEq6i7AozGAwWGZ8/HN7hxvlCVERimuD0jYrXnZ2NtHR0UXu5C7Ejdyo7ZT081sWkxRCCCGEKIIESUIIIYQQRZAgSQghhBCiCBIkCSGEEEIUQYIkIYQQQogiSJAkhBBCCFEEWSdJVAo7OzsmT55seVzSPCEqQnFtUNqmEPcWWSfpNsg6SUIIUb5knSRRWrJOkhBCCCFEOZHbbaJSmEwmTpw4AUD9+vXRarUlyhOiIhTXBqVtCnFvkd9wUSmysrKIiIggIiKCrKysEucJURGKa4PSNsWtSExM5JlnniE0NBSdTkdAQAC9e/dm27ZtlV01UULSkySEEEKUgyFDhpCTk8OCBQuoUaMG8fHxrF+/nuTk5Mqumigh6UkSQgghylhqaipbtmzhv//9L127diUsLIzWrVvzxhtvMGDAAF555RX69etnKf/BBx+g0WhYt26dJa1WrVp8/fXXludff/019evXx8HBgXr16vHZZ59ZvebFixd56KGH8PDwwMvLi4EDBxITE2PJHz16NIMGDWLq1Kn4+vri5ubG008/TU5OTvl9I+5wEiQJIYS4cygFOYbKOW5hMriLiwsuLi6sWrUKo9FYKL9Lly5s3bqV/Px8ADZt2oSPjw8bN24E4PLly5w9e5bIyEgAFi9ezKRJk3j77bc5ceIE77zzDhMnTmTBggUA5Obm0rt3b1xdXdmyZQvbtm3DxcWFPn36WAVB69ev58SJE2zcuJElS5awcuVKpk6dWsofxt1PbrcJIYS4c+RmwjtBlfPab14Be+cSFbW1tWX+/Pk89dRTzJ07l+bNm9OlSxceeeQRGjduTKdOncjIyODAgQO0aNGCzZs3M2HCBFatWgXAxo0bCQ4OplatWgBMnjyZ9957jwceeACA8PBwjh8/zhdffMGoUaNYunQpJpOJr7/+Go1GA8C8efPw8PBg48aN9OrVCwB7e3u++eYbnJycaNiwIW+99RYTJkxg2rRpMhGhCFXuO7J582b69+9PUFAQGo3G0mAKKKWYNGkSgYGBODo60qNHD86cOWPJ37hxIxqNpshjz549AMTExBSZv3Pnzop8q0IIIe5iQ4YM4cqVK/z000/06dOHjRs30rx5c+bPn4+HhwdNmjRh48aNHDlyBHt7e8aOHcuBAwfQ6/Vs2rSJLl26AGAwGDh79ixjxoyx9FC5uLgwffp0zp49C8ChQ4eIiorC1dXVku/l5UV2dralDECTJk1wcnKyPG/Xrh16vZ6LFy9W7DfnDlHlepIMBgNNmjThiSeesETM15s5cyYfffQRCxYsIDw8nIkTJ9K7d2+OHz+Og4MD7du3JzY21uqciRMnsn79elq2bGmV/ueff9KwYUPLc29v7/J5U0IIIcqGnZO5R6eyXvsWOTg40LNnT3r27MnEiRN58sknmTx5MqNHjyYyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sbq+jY2NpUyLFi1YvHhxoTr4+vrecr2FWZULkvr27Uvfvn2LzFNK8cEHH/Cf//yHgQMHArBw4UL8/f1ZtWoVjzzyCPb29gQEBFjOyc3NZfXq1YwbN87SBVnA29vbqqyoOHZ2drzyyiuWxyXNE6IiFNcGpW1WARpNiW95VUUNGjSw3CHp0qUL33zzDba2tvTp0weAyMhIlixZwunTpy3jkfz9/QkKCuLcuXMMHz68yOs2b96cpUuX4ufnd8MVpA8dOkRWVhaOjo4A7Ny5ExcXF0JCQsruTd5NVBUGqB9//NHy/OzZswpQBw4csCrXuXNn9fzzzxd5jR9++EFptVp18eJFS1p0dLQCVEhIiPL19VUdOnRQq1evvml9srOzVVpamuW4ePGiAlRaWlqp3p8QQogby8rKUsePH1dZWVmVXZVbkpSUpLp27aoWLVqkDh06pM6dO6eWLVum/P391RNPPKGUUiolJUVptVplY2OjTpw4oZRS6scff1Q2NjYqMDDQ6npfffWVcnR0VB9++KE6deqUOnz4sPrmm2/Ue++9p5RSymAwqNq1a6vIyEi1efNmde7cObVhwwY1btw4y+ffqFGjlIuLi3r00UfVsWPH1Nq1a5W/v796/fXXK/A7U3Fu1HbS0tJK9Pld5XqSbiQuLg4wR9XX8/f3t+T90//+9z969+5NtWrVLGkuLi689957dOjQAa1Wy4oVKxg0aBCrVq1iwIABxb7+jBkzZBaAEEKIm3JxcaFNmzbMmTOHs2fPkpubS0hICE899RRvvvkmAJ6enjRq1Ij4+Hjq1asHQOfOnTGZTJbxSAWefPJJnJycmDVrFhMmTMDZ2ZlGjRrx4osvAuDk5MTmzZt57bXXeOCBB8jIyCA4OJju3btb9Sx1796d2rVr07lzZ4xGI48++ihTpkypkO/JnahKb3Cr0Wj48ccfGTRoEADbt2+nQ4cOXLlyhcDAQEu5hx56CI1Gw9KlS63Ov3TpEmFhYSxbtowhQ4bc8LVGjhxJdHQ0W7ZsKbaM0Wi0msqZnp5OSEiIbHBbCiaTiQsXLgAQGhpaaFuS4vKEqAjFtUFpmxVPNrgtO6NHjyY1NbXQhKi7VVlscHtH9SQVjB+Kj4+3CpLi4+Np2rRpofLz5s3D29v7hr1DBdq0acMff/xxwzI6nQ6dTndrlRZFysrKIjw8HDAPOHR2di5RnhAVobg2KG1TiHvLHfVvUHh4OAEBAaxfv96Slp6ezq5du2jXrp1VWaUU8+bNY+TIkSUaYHnw4EGrwEsIIYQQ97Yq15Ok1+uJioqyPI+OjubgwYN4eXkRGhrKiy++yPTp06ldu7ZlCYCgoCDLLbkCf/31F9HR0Tz55JOFXmPBggXY29vTrFkzAFauXMk333xjtfy7EEIIcTeZP39+ZVfhjlPlgqS9e/fStWtXy/OXXnoJgFGjRjF//nxeffVVDAYDY8eOJTU1lY4dO7Ju3bpC9xv/97//0b59e8tguH+aNm0a58+fx9bWlnr16rF06VKGDh1afm9MCCGEEHeUKj1wu6or6cAvUZjBYMDFxQUoPLbjRnlCVITi2qC0zYonA7dFaZXFwO07akySEEIIIURFkSBJCCGEEKIIVW5Mkrg32Nra8n//93+WxyXNE6IiFNcGpW0KcW+RMUm3QcYkCSFE+ZIxSaK0ZEySEEIIcQ/auHEjGo2G1NTUyq7KXU2CJFEplFIkJiaSmJjIPzszb5QnREUorg1K2xQlNXr0aDQaTaHj+nUAy5tGo6lyW5BUxTrdiNxUF5UiMzMTPz8/oPBU6hvlCVERimuD0jbFrejTpw/z5s2zSvP19a2k2pReTk4O9vb2lV2NSiE9SUIIIUQ50Ol0BAQEWB02NjaMHj260C4RL774IpGRkZbnJpOJGTNmEB4ejqOjI02aNOGHH34o8WtXr14dgMGDB6PRaCzPz549y8CBA/H398fFxYVWrVrx559/Fjp32rRpjBw5Ejc3N8aOHQvAV199RUhICE5OTgwePJj3338fDw8Pq3NXr15N8+bNcXBwoEaNGkydOpW8vLwb1qkqkyBJCCHEHcdgyMFgyLG67ZmTk4/BkIPRmFdkWZPpWtncXHPZ7OySla1oM2bMYOHChcydO5djx44xfvx4RowYwaZNm0p0/p49ewDzRu+xsbGW53q9nvvuu4/169dz4MAB+vTpQ//+/blw4YLV+bNnz6ZJkyYcOHCAiRMnsm3bNp5++mleeOEFDh48SM+ePXn77betztmyZQsjR47khRde4Pjx43zxxRfMnz/fUq64OlVpSpRaWlqaAlRaWlplV+WOo9frFaAApdfrS5wnREUorg1K26x4WVlZ6vjx4yorK8sqHWYpmKUSEgyWtOnTdyiYpZ58cp1VWSenOQpmqejoVEvanDl7FcxSw4atsSrr4/OJglnq6NFES9qXXx665XqPGjVK2djYKGdnZ8sxdOhQS97AgQOtyr/wwguqS5cuSimlsrOzlZOTk9q+fbtVmTFjxqhHH31UKaXUhg0bFKCuXr1abB0A9eOPP960rg0bNlQff/yx5XlYWJgaNGiQVZmHH35Y3X///VZpw4cPV+7u7pbn3bt3V++8845VmUWLFqnAwMBbrlNZKK7tKFXyz28ZkySEEEKUg65du/L5559bnpd0DFtUVBSZmZn07NnTKj0nJ8eyMXtp6fV6pkyZwtq1a4mNjSUvL4+srKxCPUktW7a0en7q1CkGDx5slda6dWvWrFljeX7o0CG2bdtm1cOUn59PdnY2mZmZODk53VbdK4MESUIIIe44ev3zADg52VnSJkxoxYsvNsfW1nokSUKCeQFQR8drZZ99tilPPdUIGxvrsjExTxUqO3p0w1LV0dnZmVq1ahVK12q1hWZH5ubmWh7r9XoA1q5dS3BwsFU5nU5XqroUeOWVV/jjjz+YPXs2tWrVwtHRkaFDh5KTk1Oo7rdKr9czdepUHnjggUJ5d+oaVxIkCSGEuOM4OxeebWVvb4O9vU2JytrZ2WBnV/KyZcnX15ejR49apR08eBA7O3Ng1qBBA3Q6HRcuXKBLly6lfh07Ozvy863HU23bto3Ro0dbeoX0ej0xMTE3vVbdunULjSH65/PmzZtz6tSpIgPDG9WpKpMgSVQKW1tbRo0aZXlc0jwhKkJxbVDapigL3bp1Y9asWSxcuJB27drx7bffcvToUcutNFdXV1555RXGjx+PyWSiY8eOpKWlsW3bNtzc3Cxt8GaqV6/O+vXr6dChAzqdDk9PT2rXrs3KlSvp378/Go2GiRMnYjKZbnqtcePG0blzZ95//3369+/PX3/9xa+//opGo7GUmTRpEv369SM0NJShQ4ei1Wo5dOgQR48eZfr06cXWqUorp/FS9wQZuC2EEOXrRoNvq7KiBmdfb9KkScrf31+5u7ur8ePHq+eee84ycFsppUwmk/rggw9U3bp1lZ2dnfL19VW9e/dWmzZtUkqVbOD2Tz/9pGrVqqVsbW1VWFiYUkqp6Oho1bVrV+Xo6KhCQkLUJ598orp06aJeeOEFy3lhYWFqzpw5ha735ZdfquDgYOXo6KgGDRqkpk+frgICAqzKrFu3TrVv3145OjoqNzc31bp1a/Xll1/esE7lpSwGbsvebbdB9m4TQojyJXu3VV1PPfUUJ0+eZMuWLZVdlSKVxd5t0l8sKoVSiszMTACcnJysumxvlCdERSiuDUrbFPey2bNn07NnT5ydnfn1119ZsGABn332WWVXq1xJkCQqRWZmJi4uLkDR25IUlydERSiuDUrbFPey3bt3M3PmTDIyMqhRowYfffQRTz75ZGVXq1xJkCSEEEKIm1q2bFllV6HCybYkQgghhBBFkCBJCCGEEKIIEiQJIYQQQhRBgiQhhBBCiCJIkCSEEEIIUQSZ3SYqhY2NDUOHDrU8LmmeEBWhuDYobVOIe4usuH0bZMVtIYQoX7LitiitslhxW263CSGEEGUsMTGRZ555htDQUHQ6HQEBAfTu3Ztt27ZVdtVuyfz58/Hw8KjsalipyDrJ7TYhhBCijA0ZMoScnBwWLFhAjRo1iI+PZ/369SQnJ1d21SqFUor8/Hxsbe+ssEN6kkSlMBgMaDQaNBoNBoOhxHlCVITi2qC0TVESqampbNmyhf/+97907dqVsLAwWrduzRtvvMGAAQMAeOWVV+jXr5/lnA8++ACNRsO6dessabVq1eLrr7+2PP/666+pX78+Dg4O1KtXr9C+aRcvXuShhx7Cw8MDLy8vBg4cSExMjCV/9OjRDBo0iKlTp+Lr64ubmxtPP/00OTk5Rb6PjRs38vjjj5OWlmZp91OmTAFg0aJFtGzZEldXVwICAhg2bBgJCQlW52o0Gn799VdatGiBTqdj69atZGRkMHz4cJydnQkMDGTOnDlERkby4osvWs41Go288sorBAcH4+zsTJs2bdi4ceNN61QeJEgSQghxx8nJMpCTZeD6YbX5uTnkZBnIyzEWXdZkulY2L/fvstklKnsrXFxccHFxYdWqVRiNxiLLdOnSha1bt5Kfnw/Apk2b8PHxsQQDly9f5uzZs0RGRgKwePFiJk2axNtvv82JEyd45513mDhxIgsWLAAgNzeX3r174+rqypYtW9i2bRsuLi706dPHKghav349J06cYOPGjSxZsoSVK1cyderUIuvYvn17PvjgA9zc3IiNjSU2NpZXXnnF8nrTpk3j0KFDrFq1ipiYGEaPHl3oGq+//jrvvvsuJ06coHHjxrz00kts27aNn376iT/++IMtW7awf/9+q3Oee+45duzYwffff8/hw4d58MEH6dOnD2fOnLlhncqFEqWWlpamAJWWllbZVbnj6PV6BShA6fX6EucJURGKa4PSNiteVlaWOn78uMrKyrJKn9XTW83q6a0MVxMtaTsWv6dm9fRW695/warsnH4halZPb5Uae96StnfF52pWT2+15p2xVmU/GVpHzerprRKjT1jSDq1dcMv1/uGHH5Snp6dycHBQ7du3V2+88YY6dOiQJf/q1atKq9WqPXv2KJPJpLy8vNSMGTNUmzZtlFJKffvttyo4ONhSvmbNmuq7776zeo1p06apdu3aKaWUWrRokapbt64ymUyWfKPRqBwdHdVvv/2mlFJq1KhRysvLSxkMBkuZzz//XLm4uKj8/Pwi38e8efOUu7v7Td/vnj17FKAyMjKUUkpt2LBBAWrVqlWWMunp6crOzk4tX77ckpaamqqcnJzUCy+8oJRS6vz588rGxkZdvnzZ6vrdu3dXb7zxxi3Vqbi2o1TJP7+lJ0kIIYQoY0OGDOHKlSv89NNP9OnTh40bN9K8eXPmz58PgIeHB02aNGHjxo0cOXIEe3t7xo4dy4EDB9Dr9WzatIkuXboA5tu8Z8+eZcyYMZZeKhcXF6ZPn87Zs2cBOHToEFFRUbi6ulryvby8yM7OtpQBaNKkCU5OTpbn7dq1Q6/Xc/HixVt6f/v27aN///6Ehobi6upqqeuFCxesyrVs2dLy+Ny5c+Tm5tK6dWtLmru7O3Xr1rU8P3LkCPn5+dSpU8fqvW7atMnqfVSUO2sElRBCCAE8v/o8AHYO1z7wWz34HM0H/wutjfVH2/8tO2Euq3O0pDUdMIZGfR9D+4/1rp5auL9Q2Ya9Hi1VHR0cHOjZsyc9e/Zk4sSJPPnkk0yePNlyWyoyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sXqNgvW69Ho9LVq0YPHixYXq4evrW6r6F8dgMNC7d2969+7N4sWL8fX15cKFC/Tu3bvQ+CZnZ+dburZer8fGxoZ9+/YVWovMxcXltut+q6pcT9LmzZvp378/QUFBaDQaVq1aZZWvlGLSpEkEBgbi6OhIjx49OHPmjFWZ6tWrWwZ0FRzvvvuuVZnDhw/TqVMnHBwcCAkJYebMmeX91oQQQpQRe0dn7B2d0Wg0ljQbO3vsHZ2xtdcVXVZ77SPPxtbu77IOJSpbFho0aGA14L9gXNL69estY48iIyNZsmQJp0+ftqT5+/sTFBTEuXPnqFWrltURHh4OQPPmzTlz5gx+fn6Fyri7u1te89ChQ2RlZVme79y5ExcXF0JCQoqss729vWXcVIGTJ0+SnJzMu+++S6dOnahXr57VoO3i1KhRAzs7O/bs2WNJS0tL4/Tp05bnzZo1Iz8/n4SEhELvIyAgoNg6lZcqFyQZDAaaNGnCp59+WmT+zJkz+eijj5g7dy67du3C2dmZ3r17k51tPfjurbfesgzqio2NZdy4cZa89PR0evXqRVhYGPv27WPWrFlMmTKFL7/8slzfmxBCiLtfcnIy3bp149tvv+Xw4cNER0ezfPlyZs6cycCBAy3lOnfuTEZGBmvWrLEKkhYvXkxgYCB16tSxlJ06dSozZszgo48+4vTp0xw5coR58+bx/vvvAzB8+HB8fHwYOHAgW7ZsITo6mo0bN/L8889z6dIly3VycnIYM2YMx48f55dffmHy5Mk899xzaLVFhwPVq1dHr9ezfv16kpKSyMzMJDQ0FHt7ez7++GPOnTvHTz/9xLRp0276fXF1dWXUqFFMmDCBDRs2cOzYMcaMGYNWq7UEu3Xq1GH48OGMHDmSlStXEh0dze7du5kxYwZr164ttk7l5qYjnyoRoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5ZY0sLCwtScOXOKve5nn32mPD09ldFotKS99tprqm7durdUPxm4XXpZWVnqvvvuU/fdd1+hQXU3yhOiIhTXBqVtVrwbDb6tqrKzs9Xrr7+umjdvrtzd3ZWTk5OqW7eu+s9//qMyMzOtyjZp0kQFBARYnicnJyuNRqMeeeSRQtddvHixatq0qbK3t1eenp6qc+fOauXKlZb82NhYNXLkSOXj46N0Op2qUaOGeuqppyyfUaNGjVIDBw5UkyZNUt7e3srFxUU99dRTKjs7+4bv5+mnn1be3t4KUJMnT1ZKKfXdd9+p6tWrK51Op9q1a6d++uknBagDBw4opa4N3L569arVtdLT09WwYcOUk5OTCggIUO+//75q3bq1ev311y1lcnJy1KRJk1T16tWVnZ2dCgwMVIMHD1aHDx++YZ3+qSwGblfpbUk0Gg0//vgjgwYNAsyDvmrWrMmBAwdo2rSppVyXLl1o2rQpH374IWCOMrOzs8nNzSU0NJRhw4Yxfvx4yyJWI0eOJD093epW3oYNG+jWrRspKSl4enoWWR+j0Wg1nTM9PZ2QkBDZlkQIIcqJbEtSdkaPHk1qamqhYSyVyWAwEBwczHvvvceYMWPK9NplsS3JHTVwOy4uDjDfn72ev7+/JQ/g+eefp3nz5nh5ebF9+3beeOMNYmNjLd2ScXFxlvu411+jIK+4IGnGjBnFrichhBBCiBs7cOAAJ0+epHXr1qSlpfHWW28BWN2GrEruqCCppF566SXL48aNG2Nvb8+//vUvZsyYgU6nu8GZN/bGG29YXbugJ0kIIYQQJTN79mxOnTqFvb09LVq0YMuWLfj4+FR2tYp0RwVJBSPb4+PjCQwMtKTHx8db3X77pzZt2pCXl0dMTAx169YlICCA+Ph4qzIFzwteoyg6ne62gixxjcFgwM/PD4CEhASraaI3yhOiIhTXBqVtijtZwRpNlalZs2bs27evsqtRYlVudtuNhIeHExAQwPr16y1p6enp7Nq1i3bt2hV73sGDB9FqtZY/bu3atWPz5s3k5l5bav6PP/6gbt26xd5qE2UvMzOz2FkJN8oToiIU1walbQpx76hyPUl6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgqyDO7esWMHu3btomvXrri6urJjxw7Gjx/PiBEjLAHQsGHDmDp1KmPGjOG1117j6NGjfPjhh8yZM6cy3rIQQoibqMJzjEQVVRZtpsoFSXv37qVr166W5wVjgEaNGsX8+fN59dVXMRgMjB07ltTUVDp27Mi6dessI9d1Oh3ff/89U6ZMwWg0Eh4ezvjx463GErm7u/P777/z7LPP0qJFC3x8fJg0aRJjx46t2DcrhBDihgpWXc7JycHR0fEmpYW4pqDH186u9IuBVuklAKq6kk4hFIUZDAbLEvN6vb7QmKTi8oSoCMW1QWmbFU8pxYULF8jNzSUoKKjYRQ+FKKCUIjMzk4SEBDw8PKzGMBe4K5cAEEIIcW/RaDQEBgYSHR3N+fPnK7s64g7i4eFxw8lYJSFBkhBCiCrN3t6e2rVrF9o8VYji2NnZFdogtzQkSBKVQqvV0qVLF8vjkuYJURGKa4PSNiuPVquVFbdFhZMxSbdBxiQJIYQQd56Sfn7Lv0JCCCGEEEWQIEkIIYQQoggSJIlKYTAY8PX1xdfXF4PBUOI8ISpCcW1Q2qYQ9xYZuC0qTVJSUqnyhKgIxbVBaZtC3DukJ0kIIYQQoggSJAkhhBBCFEGCJCGEEEKIIkiQJIQQQghRBAmShBBCCCGKILPbRKXQarW0bNnS8rikeUJUhOLaoLRNIe4tpdqW5Ny5c/z1119s27aNS5cukZSUhJOTE76+vjRq1IguXbrQuXNn7O3ty6POVYZsSyKEEELceUr6+V3iIEkpxffff8/cuXPZunWrJa3Ii2o0eHp6Mnr0aJ599lnCw8NL8RaqPgmShBBCiDtPme7dtm7dOpo0acLw4cM5ceIEY8aM4euvv+bQoUPExcWRk5NDWloa0dHRrFu3jilTplC/fn3mzJlD/fr1eemll7h69WqZvTkhhBBCiPJWop4krVZLx44defXVV+nTpw+2tiUbynT+/Hm++uorPvnkE1566SUmTZp02xWuSqQnqfQyMzNp0KABAMePH8fJyalEeUJUhOLaoLRNIe4OZXq7bf369XTv3r3UlUlNTSU6OppmzZqV+hpVkQRJpWcwGHBxcQFAr9fj7OxcojwhKkJxbVDaphB3hzK93VbaAKlgA0gPD4+7LkASQgghxN2txHNYV69efUsXNhgM9O3b95YrJIQQQghRFZQ4SHr00UfZtGlTicpmZWVx3333sW3btlJXTAghhBCiMpU4SLK3t2fQoEEcOHDghuWysrK4//772bJlCwMHDrztCgohhBBCVIYSB0k///wzOTk59O3blzNnzhRZJjs7mwEDBrBx40b69+/PsmXLyqyiQgghhBAVqcTbknTq1ImlS5fywAMP0KtXL7Zt20ZQUJAl32g0MmjQINavX899993HDz/8UOKlAsS9R6PRWKZSazSaEucJURGKa4PSNoW4t9zytiSLFy9m5MiR1KtXjy1btuDl5UVOTg6DBg1i3bp19OnTh9WrV2NnZ1deda4yZAkAIYQQ4s5TpksAXG/48OF88MEHnDhxgr59+5KSksLgwYNZt24dPXv2ZNWqVfdEgCSEEEKIu1up7oeNGzeOlJQUpk6dSo0aNUhPT6dbt26sXr36rt/UVgghhBD3hlvuSSowefJknn/+edLT04mMjGTNmjU4ODiUZd3EXSwzM5OGDRvSsGFDMjMzS5wnREUorg1K2xTi3lLinqTi9ijSaDRs374dLy+vIvMKVt0W4npKKY4fP255XNI8ISpCcW1Q2qYQ95YSB0l+fn4ym0MIIYQQ94wSB0kxMTHlWA0hhBBCiKql1GOShBBCCCHuZlUuSNq8eTP9+/cnKCgIjUbDqlWrrPKVUkyaNInAwEAcHR3p0aOH1QrgMTExjBkzhvDwcBwdHalZsyaTJ08mJyfHqoxGoyl07Ny5s6LephBCCCGquBIFSe++++5tzeTYuXMna9euLVFZg8FAkyZN+PTTT4vMnzlzJh999BFz585l165dODs707t3b7KzswE4efIkJpOJL774gmPHjjFnzhzmzp3Lm2++Wehaf/75J7GxsZajRYsWpX6PQgghhLjLqBJwdnZWfn5+asqUKSoqKqokpyij0aiWL1+uevXqpbRarZo9e3aJzrseoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5YUe52ZM2eq8PBwy/Po6GgFqAMHDtxyna6XlpamAJWWlnZb17kXGQwGFRYWpsLCwpTBYChxnhAVobg2KG1TiLtDST+/SzRw+/Tp0/z73/9m2rRpvPXWWzRt2pS2bdvSokUL/P398fDwIDs7m5SUFE6dOsWuXbvYunUr6enpVK9enSVLlvDQQw/ddkAXHR1NXFwcPXr0sKS5u7vTpk0bduzYwSOPPFLkeWlpaUUuUTBgwACys7OpU6cOr776KgMGDLjh6xuNRoxGo+V5enp6Kd+JcHJyKnYywI3yhKgIxbVBaZtC3FtKFCQFBQUxb948/v3vf/PFF1+wcOFCPv/88yKXBFBKodVq6dKlC08//TSDBw8us41u4+LiAPD397dK9/f3t+T9U1RUFB9//DGzZ8+2pLm4uPDee+/RoUMHtFotK1asYNCgQaxateqGgdKMGTOYOnVqGbwTIYQQQlR1t7zBLZgDoSNHjrBt2zYuXbpEcnIyjo6O+Pr60qhRIzp16oSHh8ftV06j4ccff2TQoEEAbN++nQ4dOnDlyhUCAwMt5R566CE0Gg1Lly61Ov/y5ct06dKFyMhIvv766xu+1siRI4mOjmbLli3FlimqJykkJEQ2uBVCCCHuICXd4LZUXTwajYbGjRvTuHHjUlewNAICAgCIj4+3CpLi4+Np2rSpVdkrV67QtWtX2rdvz5dffnnTa7dp04Y//vjjhmV0Oh06ne7WKy4KycrKonPnzoB5RqOjo2OJ8iqMUpCbBdlpkJsJGi3Y2IHWzvzVwR20NhVfL1EhimuDVaJtCiEqTNncB6sg4eHhBAQEsH79ektQlJ6ezq5du3jmmWcs5S5fvkzXrl1p0aIF8+bNQ6u9+SS+gwcPWgVeonyZTCb27t1reVzSvDKnT4RLeyDpFCSehqTTcDXGHByZcm9wogacvMHFD5x9wNkPPELAqyZ41zR/dfEDWaX+jlRcG6zQtimEqHRVLkjS6/VERUVZnkdHR3Pw4EG8vLwIDQ3lxRdfZPr06dSuXZvw8HAmTpxIUFCQ5Zbc5cuXiYyMJCwsjNmzZ5OYmGi5VkFP1IIFC7C3t6dZs2YArFy5km+++eamt+TEXcBkgku74eQaOP27OTi6EY0W7F3AlG8OmvJzAWU+MpPMR3HsXcCrBvjUgYAICGgE/o3A1b/4c4QQQlQZVS5I2rt3L127drU8f+mllwAYNWoU8+fP59VXX8VgMDB27FhSU1Pp2LEj69atw8HBAYA//viDqKgooqKiqFatmtW1rx9+NW3aNM6fP4+trS316tVj6dKlDB06tALeoagU2Wmw53+wf4G5p+h6fg3Av6E5mPGpY+4JcvQCBzdzoPPP3qD8XMhMAUMiGBLAkAT6eLh6HlLOQnIUpF6EHD3EHTYfR3+4dr6z798BUwQENIbAJuBdC0rQ4ymEEKLilGrgtjAr6cAvUZjBYMDFxQUw9x46OzuXKO+WZV2FnXNh5+dgTDOn2btC3b5Q734I7wxOhZeHuG15RnMwlnwWEo5D/FGIO2oOoCjiV87eFQIbQ1AzCGxq/upVQwKnSlJcGyzTtimEqDTlOnBbiCpPKTi0BH77N2SlmNN860H756HhILAv5w83Wx341jUf9e67lp5jgIQTEHfEHDjFHjY/zsmA89vMRwGdm7mXKaipdeAk45yEEKJCSJAk7j5pl2DVMxC92fzctx5Evg71B1Z+z4y9M1RraT4K5OeZB4xfOQCxB81f446AMR1itpiPAjp3CGpi3ePkWV0CJyGEKAcSJIlK4+PjU6q8Gzr7F6x4EjKTwdbBHBy1e848bb+qsrEF/wbmo9lwc1p+HiSe/EfgdNR8yzB687UAEMDBw7q3KagpeIRJ4HSbimuDpW6bQog7zm2NScrJyeHPP//k5MmTGAwGJk6cCEB2djbp6en4+PiUaPr9nUrGJFUx2z6CPyYBynybaug88yDsu0V+rvlWXUHQdOWg+ZZdfk7hso6e1r1NQU3BPUQCJyGEoOSf36UOkn766SfGjh1LYmIiSik0Gg35+fkA7N69m3bt2rFo0SKGDRtWundwB5AgqYpQyhwcbf/I/Lz5KOg7E+wcKrdeFSEvBxJP/B00FQROx4pe48nJ+1rQ5N/QPKvPu2bV7mUTQohyUK5B0rZt2+jatSuBgYFMmDCBnTt3smTJEkuQBFC3bl0iIiJYsWJF6d7BHUCCpCpAKVgzHvbNMz/v+RZ0eKFy61TZ8ozmGXUFQdOVA+bnprzCZbV24FMb/OqDb33zV7/65nFOsqK4EOIuVa6z26ZNm4aHhwf79u3Dx8eH5OTkQmVatmzJrl27SnN5cQ/Iysqib9++APz666+FtiUpLq+QP6eYAySNFvp/BM0fK89q3xlsdX/fYmt2LS03GxKOmYOm2IPm23YJJ8xrOSUcNx9W13D4e3bedYGTX/175pZdcW3wltqmEOKOV6ogadeuXQwdOvSGAxhDQkJYvXp1qSsm7m4mk4lNmzZZHpc0z8qOT2HbB+bH/T6QAOlG7BwguIX5KKCUeSZgwglzkJR48u+vpyAvG2IPmY/r2bv8veBmLfPhU+va4/JeVqECFdcGS9w2hRB3hVIFSUaj8aa3l1JTU+/qQduikkWth9//Y37cYwq0GFWp1bkjaTTm/eY8QqBOr2vppnzzQpgFvU2Jf39NOmPuebqy33z8k2uQeYyTT21z0ORVwzzLziMUdC4V9raEEKKslCpIqlGjBnv27LlhmR07dlCvXr1SVUqIG0qJhh+eAGWCZo9Bhxcru0Z3F62NOdjxrgn1+11Lz881ryCedNq8cnjyWUg+Y36cmQwZV8zH9es6FXDyNgdLBUGTZ9i1xy7+4OB+T9zGE0LcWUoVJA0ZMoTp06czb948Hn/88UL5s2fP5ujRo8ycOfO2KyiElfxcWDEGslMhuCXc/558uFYUGzvwq2c+/ikzBVLOmXubkqPMwdPVGPN+dtmp5iAqM9k8iLzIa+vMwZKL3z+++pqXM3D0NK8H5ehh/urgLgPLhRDlrlRB0oQJE1ixYgVPPvkk3333HUajEYBXX32VHTt2sH37dpo2bcpzzz1XppUVgk0z4fI+88rTD843D1IWlc/Jy3xcv5J4gew0SL1gPq6e//txwdeL5gUy842QdsF8lIjGvAHx9YGTo6f5se7vjYl1LuZxUvbFfNW5gJ2zeTFPIYQoQqn+Ori4uLBlyxaee+45li1bZpn6P3v2bDQaDQ899BCfffYZOp18gIkydOUgbJltftx/jnksjaj6HNwhoJH5KEpuNhgSQJ8AGXGgjzc/LvianQpZqX9/vQq5mYAyB1/ZaeaA63bY6MDOEeyczAPc7ZwgX9aOEkLcxrYknp6eLF68mI8++og9e/aQkpKCm5sbrVq1wt/fvyzrKO5STk5ORaab8vNx0Nmjve4//BPrlxG3chI17RWh7R+AiCFkZ6Syc8n7aG1s6TxmkqXsqc0/EXtyL9VbdKN6i0gAcrIMbF9kvv3b5cnJaP6eVHB2xzouHd1JSJMO1GjdE4D8vFy2zn8HgA4jX8fW3hzsR+/9iwsHtxDcsDW12vW1vN7m/00DFG0fHY+9kysAFw5tJWbvBgLqNKVOp/6WstsW/hdTXi4thz6Lo5snAJeP7ebcrt/xDW9Ava4PWMruWvIBOdkGmg98Emcv8+9U3OkDRG37Fa+QWjTo8ZCl7N4fPiNbn0bj+0bi5hcMQOK5Y5za/BPugWE06n1tUdf9q78mMzWRiF6P4hFYHYDkC2c4uXEFrj5BNL5vpKXs4V8XkZF4hfpdH8ArpDYAqbExHPtjKc6evjTt/4Sl7NHfvyc9/gK1O/bHN7w+ABmJVzjy22IcXDxoPugpS9mTG1Zy9fI5arbrjV/NRuARikE5cHjjRuwcnWk55A1L2dNb15B8/hTVu3clsG5zyMshO+k8B3+eh1bl0TqyuzmIyrrK2SP7SIy9REiAJ8HeTpBjIEefyv7jF9CYcmgTZm8efJ6jJyYln3i9hiDXHELcjZCdSp4J9l3RkpWrcLLDvI7UPxTXboUQd59STT/r1q2bZQsSb29v+vTpw7Bhw+jXr58ESKJEnJ2dMRgMGAwGnJ2tp44nnd7LrPtDSYq9ZMmLXvcl+84kkZDtAH1mAJCTpWfvD5+xb+UXVudfOLCJvT98RuyJvZa0/Fwje3/4lL0/fGpd9tBW9iz/hEtHdljSlCmfPcs+Zs+yjzHlXdvy4/LRXexZ9jHn92+2usbuZR+xe+lH5GZnWtJiT+xj99IPObf7T6uye1d8xq7vP8BoSLOkxZ8+yK7vP+DM9l+syu5b9SW7lswhM+3aOmSJZ4+xc8n7nNpsvbzGgZ/+x87v3kOfHGtJSz5/ip3fvceJ9cutyh5eu4Cdi98jPe7ara2rl6PY8e1sjqxbbFX2yK/fsuPbWVy9dNaSlhZ3gR3fzuLgmvlWZY/98T3bF80kOeaEJS0j6QrbF/6XfT9a/4yO//UD2xa+S/yZw5a0zKuJbFv4LruXfWxV9tSmVWxbMIPYE/vMCbb2ZJts2br8S3b+sgzq9IYmD0PbpzmT7sjWrXu45NYGhnwNjy4hd8h8th6LZ+upNHjpGLx+HiYmcbbmU2y5YMP5es/As3tg7Cbyh//Ilgs27I21Je11NwzLnrZqnzdqt0KIu0+p10lq27ZtWddFCACSY05iNKSx+X9T6T3+A9AnUCP3GC7B+QR0HQuuAQDYO7rQ6qFxVj1OAGEtumLv5EpQg1aWNBs7Ha0eLDxGLqRJBzRaG6o1amdJ02htaDn0/wDQ2l7rSQhq0IoWQ56hWkPrtt9yyDMopbDVXethCKjbjBYPPG3u+bhOswFjyM8xonO+toSGb80Img/+l7lH5TqN+z5GTpbe0uME4B1Wl+aDxuIdVteqbMOeD5OVfhVnTz9LmkdwDZoNfBLPYOv96+p1fQB9chwuPoGWNHf/UJoOGIObXzWrsrU79sO/dhPcAkItaS7egTTp9zgu3gFWZWu27Y1XSC08gsMtaU4ePjTpNxpHN2+rsuGtuuPqE4hXSC1LmoOrJ43vG2npjSsQ2rQTOidXfK57z3aOLjTu+xg29ta39Ks1aodGq8W3RkNLmq3OkUZ9hlsP8NdoCGzQmtycHPwjOoFvHQC0xiwieg+H+KNo2Fv0vnhCiHtGqbYladGiBfXq1WPx4sU3L3wXk21JykfKpSguH92Fq08Q1Vt2hbUvw56vzStIP7leZjWJ8rfzc1j3OjR8AB6cV9m1EUKUsZJ+fpfqdtu4ceNYvXo1x48fv3lhIYqQnZ3N/fffz/333092drZVnpNPNV7/+DuenTyb7MvHYd98c0av6RIgiQphyM6nw/8yaT1hBYaMdEv6jdqtEOLuU+rFJCMjI2nbti3/+te/LIO1NUWsV9O5c+fbrqS4++Tn5/PLL79YHheb95eHeWPW2r2geseKrqa4Ryk7B7ZfygMyuBp3HmdX863QG7VbIcTdp1RBUmRkJBqNBqUU7733XpHBUQH5QyJuRX5uDuf2rL+WcOJnsNdC98mVVylxz9Fctw+dnU5mswlxrypVkDRp0qQbBkZClFZa3Hl+nvaPVdwbDYWAiMqpkLg32V0Lkv45QF0Ice8oVZA0ZcqUMq6GEGY5WQZ8qtcHtpkTNDYQ+cYNzxGizNk7VnYNhBBVQKkGbgtRXgLqNGX47B+vJTR+0LzRqhAVye7aLba0+EuVWBEhRGWSIElUPX9Oufa4y+uVVg1xD7suSFo1eXglVkQIUZlKdbtNq9WWaEySRqMhLy+vNC8h7lVXDsCBb689d5UV3EUlsLt2uy1bn44ymSxb2Qgh7h2lCpI6d+5cZJCUlpbGmTNnMBgMNGnSBA8Pj9utn7hLOTs7U9Q6psvfeBhtlg1Xv3kUj8e/q4SaCQHOHr6YJrmRnQcOU49ZAqTi2q0Q4u5UqiBp48aNxeZlZmby+uuvs27dOv7444/S1kvcg/KTo7kQm4xCi02HwluICFFh7J3QaMDRDsjLBFv3yq6REKISlHn/sZOTEx999BHu7u5MmDChrC8v7mKak2t5sGE+vVqF4VJL9gYUlcjWAfi7tzwn84ZFhRB3r3K7yd6pUyfWrl1bXpcXd7js7GwefPBBHnzwQcv2Dtqo3wl1V9TpMYKHHn7YKk+IipRtNPLgihzu/y6TNR++zsE15v3bimq3Qoi7V6k2uC2Jxx57jBUrVpCZeff+FyYb3JaewWDAxcUFAL1ej7NNPswMB1Mehie24hLW+Fqes/ONLiVEmbu+fb7dzYv6Hfow+K3FhduttE0h7kgl/fwu1ZikGzGZTCxevJilS5fSsmXLsr68uFtFb+ZSaj65TkE4a10ruzZCWLTq0Y/wyEcquxpCiEpQ6g1ui5KXl0dCQgK5ubnY2dkxY8aM26qcuIdc3MWuS1qiUxPp2Oz3yq6NEBbtI7vg3K5vZVdDCFEJShUkmUymIpcAsLOzIyIiglatWvHcc8/RsGHD266guEdc3I2Hg8InIBDPYFlhW1QhmVcruwZCiEpSqoHbMTExREdHFzrOnj3L3r17+fzzz0sdIG3evJn+/fsTFBSERqNh1apVVvlKKSZNmkRgYCCOjo706NGDM2fOWJVJSUlh+PDhuLm54eHhwZgxY9Dr9VZlDh8+TKdOnXBwcCAkJISZM2eWqr6iDOQZ4coButcwMfr9H6nWSGa2iaojT59I0vlTZKYmVXZVhBAVrMotIVuwEOWnn35aZP7MmTP56KOPmDt3Lrt27cLZ2ZnevXtbzTQZPnw4x44d448//mDNmjVs3ryZsWPHWvLT09Pp1asXYWFh7Nu3j1mzZjFlyhS+/PLLcn9/oghxRyHfCI5esk+bqHLW/LiG+U914Mw2ma0rxL2mVEGSjY0N06ZNu2GZt99+G1vbW7+b17dvX6ZPn87gwYML5Sml+OCDD/jPf/7DwIEDady4MQsXLuTKlSuWHqcTJ06wbt06vv76a9q0aUPHjh35+OOP+f7777ly5QoAixcvJicnh2+++YaGDRvyyCOP8Pzzz/P+++/fcn1FGYg/av4a3BxKsN2NEBXJw0mLvZMLudl370xdIUTRShUkKaVKtDR/Wa8uEB0dTVxcHD169LCkubu706ZNG3bs2AHAjh078PDwsJpZ16NHD7RaLbt27bKU6dy5M/b29pYyvXv35tSpU1y9Wvz4A6PRSHp6utUhSsfJyQm9Xo9er8cpPYrD8Rq+WXOIHYvfs85zcrr5xYQoY05OTugPrEL/hiu9G7ow7sdoWg55RtqmEPeYcrvdlpiYiKOj480L3oK4uDgA/P2tNz319/e35MXFxeHn52eVb2tri5eXl1WZoq5x/WsUZcaMGbi7u1uOkJCQ23tD9zCNRoOzszPOzs5oEk+SnKkhJSWVbH2qdZ70LIlKoNFocA6sjbO9BtuMy5Z2KG1TiHtLie+HLVy40Or5wYMHC6UB5Ofnc/HiRRYuXEhERMTt17AKeeONN3jppZcsz9PT0yVQul1KQcJxWgebqDlyDk612lV2jYQw8/j7dzs7FYwZoJP1u4S415Q4SBo9erTVf1OrV69m9erVhcoV3GJzdHRkypQpZVPLvwUEBAAQHx9PYGCgJT0+Pp6mTZtayiQkJFidl5eXR0pKiuX8gIAA4uPjrcoUPC8oUxSdTodOp7vt9yHMty7/9a9/QW4WX4Sn4KyzxbnzI2DncC0P+OKLL+R7LiqcuQ2OgyP5fNFXy9aPXiIl+Srdnn+Pl9+cDEjbFOJeUOIgad48895FSimeeOIJBg0axMCBAwuVs7GxwcvLi3bt2uHp6Vl2NQXCw8MJCAhg/fr1lqAoPT2dXbt28cwzzwDQrl07UlNT2bdvHy1atADgr7/+wmQy0aZNG0uZf//735ZFLwH++OMP6tatW+Z1FkXLy8tjwYIFAHz6his6z+pg51A479NP5YNIVDirNtjblej9W0hNTiLpQpS0TSHuISUOkkaNGmV5vGnTJgYPHsyAAQPKvEJ6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgpi0KBBANSvX58+ffrw1FNPMXfuXHJzc3nuued45JFHCAoKAmDYsGFMnTqVMWPG8Nprr3H06FE+/PBD5syZU+bvR9xcZi6cSbDH6+AWQpt2quzqCFFIm5YREPEAHkHhlV0VIURFUlXMhg0bFFDoGDVqlFJKKZPJpCZOnKj8/f2VTqdT3bt3V6dOnbK6RnJysnr00UeVi4uLcnNzU48//rjKyMiwKnPo0CHVsWNHpdPpVHBwsHr33Xdvua5paWkKUGlpaaV+v/cqvV5v+dke/z83Naunt/piVJtCeXq9vpJrKu5FVm3wDVelFgwonP5xF6UOLVUqP79yKyuEuGUl/fzWKHV78/Tz8/NJSkrCaDQWmR8aGno7l6/SSrqLsCjs+t3Uz4xz48e4UI7YNqDRqKk806Earq7mQbKy07qoDNe3T/0brjg7u8BrMRiMudbp9hoIaga9Z0CYTDoQ4k5R0s/vUu3dBrBv3z7efPNNNm/eTE5OTpFlNBoNeXl5pX0JcY8IdFHE1BrEZlNbNm84Sy0Pu8qukhDXOPtgykkmde+PJCZdt45as8fgzGq4cgDm9YEGg6DnVPCsXlk1FUKUsVKtk3Tw4EE6derEjh076NWrF0opGjduTK9evfDx8UEpRZcuXXjsscfKur7iLqU8Qnkm0rwlyYx1Jyq5NkJcJ7wLV7Pgm0nPsvqjSdfS75sJz++H5qMADRxfBZ+0hj+nQHZaJVVWCFGWShUkFWxJsmvXLssyAIMHD+bXX38lJiaGp59+mqNHjzJ58uSyq6m4aykFEfUb8EL32vi56ohLK/rWrRCVosmjuDuAvY3Cw/4fPeMufjDgI3h6C4R3Nu9BuHUOfNAINr4LWamVUmUhRNkoVZC0detWBgwYQP369S1p6rr1kT755BOCgoJ48803y6aW4q7j5OREwrljxL/swjcHbDEtG0++PpnRHaqjsdPRbfpPxMfHy9YPolI4OTmRkJBAQkICTvV7YNt4CONa5/FUizwSfv/AnH592wxoBCN/gkeWgE9dc0/SxhnmYOnPKZB+pdLeixCi9EoVJKWlpVGjRg3Lczs7O/R6/bWLarVERkayfv3626+huCtpNBo8dHk42mnJMWkxJl3A0c2L4a3DcLCz4WyGlotZdrL1g6gUGo0GX19ffH190Wi18MBXaB5biebprfj2fMGc/s+2qdFAvfvg/3bA0HngWx+M6dd6ln4YA5f2Vs4bEkKUSqmCJD8/P6uNYAMCAjhz5oxVmezsbDIzZddsUbzEuEs420P3Zj489N+VaG1scXeyY0AT83pW3+48X8k1FOJvWhuo1R0CG5esbMQD8Mx2ePhbCOsApjw4+gN83R2+7gEHvgWj/ubXEkJUqlIFSQ0aNODUqVOW5x06dOD3339nx44dAJw4cYJly5ZRr169sqmluOsYjUYmTJnNuF+yMDp4E9K4vSXvoWYBJP/+OfNm/oeYhNTKq6S4ZxmNRp599lmeffZZy/Im5w9sZsmrQxjUpaVVerG0WqjfHx7/Bf61GZoMAxt7uLQHVj8Ls+vAqmfh/HYwmSrgXQkhblWp1kn6+OOPGT9+PBcvXiQwMJBDhw7Rtm1bcnJy8PLy4urVq5hMJlasWMHgwYPLo95VgqyTVHrXr0Pz51v30X3i2iLzur+7jgX/6kywh2Ol1FPcm6zWSfp7ra6o7b+wbOJj/PuvFKv0W6JPgP0L4eBiSDl3Ld0tGOoPgAYDIaSNOcASQpSbkn5+l+o38emnn+by5ct4e3sD0KRJE9avX0+fPn3w8fGhR48e/Pzzz3d1gCTKTlxiBukJl4vMOx2vp//HW1l3NK6CayWEtYC6zen+3H9v7yIuftD5FRi3Hx5fB01HgL0rpF+GXZ+b11t6vz6seQlOroXs9LKpvBCiVG57xe17mfQkld71/6m/3c2LR2YspUbrHoXyes38jVPJuQAMaV6NSf0b4O4oi02K8lVUT9KN0m9Lbjac2wDHV8PJX8B43RpLGhsIaQ01u0GNrhDYBGztb/81hbjHleuK2zVq1KBv3758+umnpa6gEAU8AkPwCqldZN6SsW35ascVvth0lhX7L7HpdAL/vr8+g5oGy8w3cXewc4C6fc1HXg5Eb4Izv8PZvyA5Ci7sMB8b3gZbBwhsCiGtoForqNYa3AIr+x0IcdcqVZCUlJQkPSeizDTq+zAegWFF5ulsbXitTz261/PjtRWHOZtoYPzSQyzbc4lpgyKo5edSwbUV97L0hHJe78jWHmr3NB8AV8+bg6Wzf0H0ZshOhYs7zUcBt2rmHia/euDXAPzqg3ctsNWVb12FuAeUKkhq3Lgxp0+fLuu6iHuUrZPHTcu0rO7Fry905qst5/ho/Rl2nEum74ebGd2+Os91qy234ESF2L30g4p9Qc8waPm4+VAKks/Cpd3mGXKX9kD8MUi/ZD5OXZv8gMbGHCj51Qfvmub95AoOt2DzMgVCiJsqVZD02muvMWTIEDZs2EDXrl3Luk7iHmPn6Fqicva2Wp7tWosBTYKY/NMx/jqZwFdbovlh3yXG96zDo61DsbORWUGi/HiH1a28F9dowKeW+Wg6zJxm1EPsQYg/DgnHIeGE+TCmQdIp8/FPWltwDzEHTO7VwDUQXAOsvzr7gk2p9z8X4q5RqoHbCxcuZNmyZfz2228MGjSIVq1a4e/vX+QYkZEjR5ZJRasiGbhdeiaTifkPBRGTmE2r+x6l/2ufW+VduHABgNDQULRFTIdWSrHxdCJvrz1BVIJ5Ub6avs78+/76dK3rJ+OVxG0prg2WpG1WOqXM26AknIDEE5ASDVdjzEfqBTDl3vwaGq05UHL2BScvcPIu4vACR0/QuYGDBzi4gY306Io7Q0k/v0sVJGm1WjQaDf889foPJqUUGo2G/Pz8W738HUOCpNuz4lE/opNNNB/yNN3+Nb1U18jLN7Fkz0Xm/HGaFEMOAB1r+fCffvWpFyA/EyGsmPIhI/Za0JQea36eEXftqz4eVCn/bts5/R00uZuDJgd383OdC9g5g72TuYy9s/koeGznBPYuhfNtHcw9aEKUsXINkhYsWFDisqNGjbrVy98xCr7JT7+/ntB6gWg1Gmw0GqKPJKFMUCPCGwcHGzQaDalJWSReMuDmqSM43A2NBrQaDVFHksnPV4TX9cTR2RYNkJ6STdyFDFzcHQit5W4pe/ZoMrm5+YTX8cLJ1Q4NkHHVyOXz6bi42hNexxONxhysnj2eQo4xj7BaHri4macMp101cik6DUcnO8LrelLwgz938irZWblUC3fD1d082FOfkcPFs2noHGyoUc8LMP+Dej4qlSxDLkGhbrh6mq+bZcjlQlQatnZaatT3snx/LkWno0/PIaCaC+5eDiggOyuPC1Gp2GjhhTPdyM7NJ/OJjQTVaXZ7P4vsXD7dEMW8rTHk5JvQauDBFiG81KsO/m4Ot3VtIYqya1csen0OzZr54eVlXuw0MTGTw4cTcXOzp1Wra7PO9uyJJT09h8aNffH1NW+Mm5KSxYEDCTg729G2bZCl7P798Vy9mk3Dhj4EBJiXGEhLM7J3bxwODrZ06BBsKXvoUAJJSVnUr+9NUFDB0gQ57NoVi729DZ06VbOUPXo0kfj4TOrU8SQkxPyhkJWVy/btV7Cx0RAZGWouaMrn+L4oYs9dpqZ/NtW9DJCZjDE1ma37MiA7ne41L0BmMmSlcuqSDZeSbajukUZNL/N2VXkmDZtizJMxIqufx0Zr/msTleLJ+VR3QtzTqeNtXpRTKfgrujoAncMuYGdjXn08+qoH5656EuSVT/3gbHMAZevAhrNBmDT2dKiXhYOjHdg6cOGqM2cSXAjw0dKwho150LqNjk1HdeRhR9smjji76MDWgcvJWk6cV3h6O1GvnitG7MjFlm179WTlQP0ITxxcHMhFy5X4PM6c1ePo5kBYXW9yTVpyTYpjBxIwZOYRUtsdOydb8kyKq0lZnD+bhr2DDQG13Mk3KUxKcfHkVbKy8vAJdcXBxQ6TUujTjcRHZ2Crs8G3phsmkyLfpEiITidLn4t7sDM6VzvyTYosfS7J5zPQ2tngUd0FkzKXTb1owKjPxcnfAZ2bPQrIzcoj7aIBrY0G93DXv7+/iozYTHL0eTj66LB3N//dzjPmk3HBABpwq+FKQSRgiM8kNyMPey8d9h72gMKUayLjvLmsS7gL6u+fW1ZiFnnpedh52mPvYa6DylcYzhsAcA53tnSeGJON5KXlYudhh85LZ6mbIebvstWd0WjNZXNSjOSm5mLnZofOx1xWo9GQcS7DXDbUGa2tuRc3NzUH41Ujdi52OPiZ/9ZrgIxoPSiFczVntPbmjp2ctByMSUZsXWyxdzdx+J3B5bMEwN0c+JRG1uIZDL3vsiXoePn7GpiUon/PBMJ9sgD4blcgUdH2+LnDo32v7Un287Lq5JsU7TqnUD/IfNtoxT5/Dp+xx9NFy6B+Fyxll/8QQm6eola7dBqGmReZ++WQD7tP6nB1tKHngIuWsgtXViMn14Rn80wiaqeigPXHvdh2RIejzoaugy4BoNCweFUw2cZ8ujUy0riB+Y/cttMe7Diow97Wlm4PXJvRs+ynIDKz82hXL5/GjZMB2B/jys7dDtja2NBjSLyl7I9rA8kw5NK8lqJZc/MfxOOXndmzzQE0kORp/uWY8tq1DwiAnJwc/v3vfwPw9ttvY29/83Vh3BzseKNvfUa0CePddSdZeziWpXsv8tOhKzzVKZyxXWriopMxFqJkimuDOTk5PNqzDcnnT6LxfJmNBz34888HqeUZw/kDm7mkD2b4iym0bh3Arl0j2DLvbZTJxL+/DmLrzqusXj2IZtXjid7zF4nGIIY+e5WICB+OHBnN9kUzycsx8s53wfz2VwrffXc/XZroidqxjrT8QAb8K5XwcHfOnXuKnUvmkJOp56NV1VixJpmvv+7N/Z3yOb3lZzLxp++T6fj5OREf/3/sWf4JWelX+d9vISxcnsSHH3bj0X46TmxYSa6tLz1G63FxsSMj4wX2//gl+pR4vtsUwheLknjnnU6MHV6bY3u+B503Pf6jQ6PxwWT6jIM/f0N6wmVWnw7h/UVJ/Oe1Jrz8sAOHf1+GjY09PaaZg8TMDU5EHdrO1aQEfr9Uh7d/rM74+5OY0ug4B4/HYK8x0WPRYwAkTfyauORkkvV5bD4fzsQN/RjbfB/v9/6FfbFa7LRw38JBZOfZcf7FD8nMzSDBoGHP5fq88scDjGh8mK/6r2b3ZS1aDTzw/XhSspw4/n8fYaNNJk6v4Uh8LZ779WEG1zvJ90OXs++S+cP2xZXPcTHdnb1PfYXOIZ6kDA2Xk8J4Yc0IetU8yy/DvmPbRS35SsviX8ZwItGPn0Ytp5r7Ja6kQV5qNb5Y/SDNQ+JZMPp3Tl5IR6Hhhz+GcPSKP+89spW6vjGkpmVyWR/A3JUDqBWQxkdP7iDuUhwmE3yyqS8Hz/vz0pBjNA6OISv1KvGZvkz5oTf+XllMe+Y4WZejMZlMLNzRhQNn/Hm0/2VahJ9HXY0lOceLd5d2xd01l9fHxaCJPQV5ufywrx1HjwfQr3cSretfxCb5Aul57vx3SSQODvm8/FIsurgTkGtk7eEW7DoUSGT3dNo0voJj0ln0yo3Z33bCxkbx3KspOCccQ5uTyV8nmrB9byCtOmXTtmU8rkmnyMKJOd92BODJ1/R4JB/FzpjO1jMN2bIzmMZtc+jQPgmPxKPkah2ZvagTAKNe0uOdcRL77Kvsjq7HX1tDaNAil/aRKXgmHCbfxp7ZizqjlIZHx2USYDyJLiuZA5dq89uG6tRunEfrXql4xR9AaW2ZsySS3BwNQ57OJlidxjEzgaNxNVj7Rw2q18+jRd8MDpfgb4F8apSBUOcL1NZeWxG6fUgKdjZ5VNfoqKc1Bz7BdibcqieQnetLfe21oKN10FV0tkbCtE7U15oXkQu2zSOyeiKGHB8aaGMtZZv6p+FkZyBM40ZDrTlAOWSbQ5ewJPQ53kRcV4dGPhk426cTauNBhDYRgDPaLDqHpaDP8aSRNsFStr6XHhf7VEJtvGisNQc5l2x86RSaij7HjSZ/vxZAbY9MXO2TCbbxoenfdUvVeNMxNB1DjgtNtdc2Pq7pmoWLdyLeNn4005pX1M7VetAh1EBato7pW8y3x6bYWE9Vzs3NZfbs2ea8KVNKFCQVCPFy4tNhzXmiQwpvrz3B/gupfPRXFN/tvsALPerwSKsQGdwtbqq4Npibm8vKzQcBGBoRSESeM87Odlw6upPdSz/Et/mDRES0oWZNDwD2LPsYU34eNcI+IFXvg6urPbEn97F76Yf4NRtARERnatf2BGDfyrkYDemEV3uPiAgf3N11xEdtZ/fSD/Fv3IeIiB5Uq2buLTqw+msMKfGEhv2XiAgfPD11JMX8fd2GXYiI6I+Xl/m/6kNrF5B6JZrg2m8TEeGDt7cDyRdPm+tbtw0REQ/i5GT+KDjy23cknjtKYL0pRET44OvrSGpsNLuXfohPzSZERDxmuft1fP1yrhzfg2/Ef4iI8MG/mjfpOZnsXrsEz5A6RESMNX/PWg7j0Jo/iDu8n/wanQmr5U5s9cYscG6H8fgY8lz88azmTL5JMdj+E5onzaZa8l4229bF0ceW35w6MCqzLm0vf0KurRPOPjY45uczJX8U4Um/45hyjnO2nvj7GrniHMSXxp7kXN4IWi2+3rm4GPVs1zREk3KClMSr5OkUtXxTcXYzEZXnz+7L5n/ganin4uqQA7ZaotNsOBirwcsxgwi/BKq7p5KvYPdl86zAOl5J2Ggg0D4NfXomJ67Y4OMUT4RfAhFecURoY1h3xTw+q7H3ZcjT0MohCrvMy5yItSHAOYsIvwTqeyXR12YPH8TakmfS0NLrHHlZGvo4HsAr6zwbYm2o4ZxAhF8zqnuk8pTtL3wab0tOnoaOHn7k+ml4xHkrYcYz/BFnSwNnWyL8GuLvrOd1u+/5MtGWdKOGru7OZPtpGeGyhUY5J/glzpYGzloi/BrgpjMy3W4+3yTZkpKloZc7GPxaM9plB+1zj7A6zpbqThoi/Opip83nA/uvWZRsQ7xBy32uWaT7deAJtz30MR3ghzhbajpChF8dAObaf8nyq1oupWvp75LKVb9IRrsd5CG1myVxtng4KCL8zJMhPtF9w28XTUSnaunvnECCX08edT/Kk5ptLIyzw8Ve0civHial4UPdInYkGjmdrKW/wxUu+zkxyP0U47Ub+SbODp2NorlvbQy59sxxWMLRBAPHErUM0J3nvJ8LvT3OMsn+DxaX4G/Bba24/eOPP7JkyRJOnjxJZmYmUVFRAJw8eZKffvqJ4cOHExwcfJOr3LkKbrftmTeJll16wN99SZt//Jb8vFza9hmCo4sroLh05jhRh/bgFxJOgzadzRdQiu1rlpNjzKJlj/64uJv/WMbGnOH0/p14B1Yjol2k5fV2/baKbIOeZl164+blA0DCxRhO7tuOh48fjTt2t5Td99cvGNLTaNyhKx4+AQAkx13m+K7NuHp607RzL0t9D27+g4zUFBq07oh3gPnndTUhlqM7NuHs5k7zyD6W6x7ZsYG0pATqNm+Lb7C5ez49JYnD2zfg4OhMy259LWWP79lKSkIctRu3wD+kOgCG9FQObllPHloiX/4KKLxycVmtaqyU4rdjcfx33Smik8y9VjV8nXm9Tz16Nih6ooEQULIVt68mJ+Lx9+9h9N6/iNn7F8EN21CnU3/LdTZ+OQllMtH+sVfROZu79C8c2MzZXb8TULcZ9bsOsZTd8s108nKyafPIizh5mK976ehOzmxdg2+NCCJ6PWIpu23hf8nJzKDl0Gdx9TH32MSe3M/JjSvxDq1D4/uuTZjZuWQOWWnJNBv4lGU9soSzRzj2x1I8gsJpNmCMpeye5Z+gT46jyf2jLAu8Jp0/xZFfF+HqG0zLIc9Yyu5d+QUJl2LwbD2YTPcw4tONxJ6PInPXMtK0rhwN7k9ChpEUQw4NE//C0xjHKa/2JDpVB8AlJ5mmCb+RbePM3sCBluvWT9qMd/YlojxaE+dSCzsbDd4aPU1j16K1dyKu0QhcHOxw0dngfX4DjlfPYle3M441WuJgZ4Ndrp7sLf/D1l5HyICXcLCzwcHOhtQDv6KPPky1Ft0Ia94FB1sbNLmZ7FsyC4CuT18bF3lm2y9cOrKdsCYdqdGyC+TnkmfMZMuCmaBMdH70/7DRaiA/l7P7t3Dh2D6q1a5P7cYtzQPjTfls+GEBKEWHvgOxt7cDUz4xp44RfeIogSFh1Gvc2DxGTOWz6ddfMOXn0bZTRxwddWDK52JMNFGnTuPv70uDBnXN48RM+WzduovcnBxat4jA2UkHysSVKwmcijqPj5cbjerXABQo2LHnKNnGHFo0qoWbqyMoE3EJVzkRdRFPN2eaNggDZQKl2HXoLJlZRprWC8HTzRGUIvFqBkfPXMbd2YHm9YPN99iUib0nLpFhMNKolh8+f5dNSc/kUFQCLg62tKoXYPleHjiTQKreSMPq3vh5mm9Lp+qNHDiTiJPOljYN/i6rFIfPJpGckU29EE8Cvc2/cxmZOew9nYC9rZYOEdduYR+NSSExNYs6we4E+/z9+5mdy+6TCdjaaOnUKJCCz7gTF64Sl5JFzSA3Qv9eWy89Mxf3F7eWz5gkk8nEo48+yg8//ACAo6MjWVlZlkHa8fHxVKtWjbfeeos33njjVi9/x5CB26VntS3J25t4883OReaVxdYPufkmvtt1gQ/Xn7EM7m5d3Ys37qtHs1DP27q2uDsV1wZ37IimffsahdLvViaTIi49m5gkA9HJBs4nZxKdZOD834+NeaYSXUerAQ8nezyc7PB0ssfTyQ4Pq6/XHrs72uGis8XFwRZnnQ06W1nTSZS9ct2WZM6cOSxfvpynn36ad999l/fff59p06ZZ8v39/enUqRNr1669q4MkUTaOHUu+eaHbYGejZVT76gxuHswXm87y9ZZodsekMPiz7dzfOJDXetcj1NupXOsg7g5HjiRWdhXKTVpmLseupHHsSjrHrqRxIjaDmGTDDQMhjQa8nXUEuOvwd3XA392BADcH/N10+Ls5EODugL+rA+6Odmi10nMr7jylCpLmz59Pq1at+OyzzwCKvG1Rq1Yt1q5dWyhdiH96++2OFfI6bg52TOhdjxFtw3jv99Os2H+JtYdj+f1YHI+1rc64brXwdJbNQ0XxLDPA7nDp2bnsP3+VI5fSOPp3YHTpalaRZW21GkK9nAjzdqK6jzPVvZ3//upEoLsj9rYyxk/cvUoVJEVFRfHss8/esIy3tzfJyeXbQyDuDgVToitKoLsjsx9swhMdwnl33Uk2n07km23RLN93kWe71mJ0++o42EkXvygsOLhkq8NXNXpjHtujkth+Npk9MSmciE3HVMRAixAvRxoGutMwyI2GwW7U8nUlyMMBW5nsIO5RpQqSHB0dSUtLu2GZ8+fP4+HhUZrLC1EhGgS5sfCJ1mw5k8g7v5zkRGw67/56kkU7zvNK7zoMbBIstwjEHSsqIYPfjsWz6XQi+89fJe8fUVGolxPNQj2ICHKnYbAbDQPdcXeSFbOFuF6pgqRmzZrx22+/kZ2djYND4YX6UlJSWLduHZ07dy7ibCHMgfbRo0c5dCiBr746QffuYTRq5GuVV/C4vHWq7cuacT78eOAy7/1+isupWYxfeoj/bY3mzb71aV/Lp9zrIKqWotpgdnYea9ZcYNWqLdSs6VEhbfNWHb+SztojV1h3NI6ziQarvDBvJzrV9qFNuDetw71kkVUhSqBUQdLzzz/P4MGDGTJkCF988YVV3tmzZ3niiSdIS0vj+eefL5NKiruPVqulYcOGTJ16luXL9zF7dhdLkFSQV5FstBqGtqhGv8aB/G9rNJ9vPMvRy+kM+3oXkXV9mdC7Lg2D3Cu0TqLyFNUGT5xI5pFH1uLt7Uhi4v9VmSUkEjKyWX3gCiv2X+JkXIYl3c5GQ4daPnSv50fnOr6Eed/dM/GEKA+lCpIGDhzIa6+9xn//+1/CwsIs02D9/PxITk5GKcXEiRPp1q1bmVZW3H0iI0PIzTVRo4ZHZVcFAAc7G57tWotHWoXw8V9RfLvzPBtPJbLxVCJ9IwJ4sUcd6gbcmeNSxO0xGvNp2zYQb2/HSg+QlFLsjk5h4Y7zrDsWR/7ft9LsbbR0q+dH30YBdK3nh5uD3D4T4nbc1mKSf/zxB5988gm7du0iJSUFNzc32rRpw/PPP0/v3r3Lsp5VkqyTVHo5OTm88847ALz55ptWq2rfKK+iRScZmPPHaX4+fAWlzFOe+zUO4sUetanp61Jp9RLlq7g2WNltMy/fxM+Hr/DFpnNWvUbNQj0Y0rwa/RsHybgiIUqgXDe4FWYSJJXejRaMLOvFJMvCqbgMPvjzNL8eNW/9otXAoGbBPN+tNtV9Kr9+omyVZMXtimybOXkmVu6/xGcbz3IhJRMABzstg5sFM7JddeoHyt8fIW5FuS4mKURZy801r9ZuV0Wn3tcNcOXzES04diWNOX+c4c8T8azcf5lVBy7Tv0kQz0TWpF6AfFCJsqWU4tejccxcd5KYZHNw5OVsz5iO4YxoEya9RkKUs9sKkvbv38+CBQs4cOAAaWlpuLu706xZM0aNGkXz5s3Lqo7iLjd06Gr+/DOOX355gJ49q1d2dW6oYZA7X49qyaGLqcz58zQbTyWy+uAVVh+8Qo/6fvxf11o0l61O7jpGYx61av2PmjUrbkbb4UupTP7pGAcupALg42LP011qMqxNKE728v+tEBWh1L9pEyZMYM6cOZhM1kvWb926lU8//ZSXXnqJmTNn3nYFxd3Pzs6GvDwTJ06kVPkgqUCTEA/mP96ao5fT+HzjWX45GsufJxL480QCbWt48a8uNelS21fWWbpLnDlzlUuXMkhPz7h54duUlpXLe7+fYtHO8ygFjnY2jO1cg6c618BFJ8GREBWpVMuofvLJJ7z33nvUrl2bRYsWERMTQ1ZWFjExMSxcuJBatWrx3nvvWbYtKWsZGRm8+OKLhIWF4ejoSPv27dmzZ48lX6PRFHnMmjXLUqZ69eqF8t99991yqa+4senTO3DhwljGjWtW2VW5ZRHB7nw6vDl/vtSFh1pWw1arYee5FB6ft4ceczaxaEcMBmNeZVdT3KZatTzZtWs4//tf+U5I2XAygZ7vb2LhDnOANKhpEJsmRDK+Zx0JkISoBKUauN2gQQMMBgNHjx7F1bXwdOi0tDQaNWqEi4sLx48fL5OKXu/hhx/m6NGjfP755wQFBfHtt98yZ84cjh8/TnBwMHFxcVblf/31V8aMGUNUVBQ1aph38K5evTpjxozhqaeespRzdXW9pYGYMnC79O60gdsldSU1i/9tjWbZnotk/B0cuTrY8kirEEa2q06Il2ykeyeo6IHbBmMe09ceZ8nuiwCE+zjz9qAIWchUiHJSrgO3o6OjeeaZZ4oMkADc3d0ZMmQIc+fOLc3lbygrK4sVK1awevVqy4reU6ZM4eeff+bzzz9n+vTpBAQEWJ2zevVqunbtagmQCri6uhYqK8TtCPJwZGK/BozvWYcV+y4xf3sM0UkGvtoSzf+2RtOzgT8j2obRoaaP3IoTAJyMS+fZxfstK2Q/0SGcV/vUlf0DhagCShUk+fn5laicv79/aS5/Q3l5eeTn5xfaDsXR0ZGtW7cWKh8fH8/atWtZsGBBobx3332XadOmERoayrBhwxg/fjy2tsV/S4xGI0aj0fI8PT39Nt7Jvc3BwYHdu3dbHn/99WEOH05k4sR2eHlZ592JXHS2jGpfncfahrHxdALztsWw5UwSvx2L57dj8QR7OPJgy2o82DKEYI+qt73Fve6f7fOLLw4REOBMZGRwmbbNlfsv8cbKIxjzTAS4OTDn4aa0q+l929cVQpSNUt1ue/3111myZAnHjh2zdD1fLz09nYiICIYPH86MGTPKpKLXa9++Pfb29nz33Xf4+/uzZMkSRo0aRa1atTh16pRV2ZkzZ/Luu+9y5coVqz9q77//Ps2bN8fLy4vt27fzxhtv8Pjjj/P+++8X+7pTpkxh6tSphdLldtvtq137a6KiUlm//iG6dQut7OqUizPxGSzaeZ5VBy6Tnm2+FafRQMdaPjzcKoSeDfzR2UrvQVWTm5uPs/OH5OaaiIl5irCw29+exmRSvPfHKT7dcBaALnV8ef+hJni76G772kKImyvXxSSNRiMPPfQQZ86cYdKkSXTs2BF/f3/i4+PZsmUL06ZNo06dOixbtqxcVqQt2B9u8+bN2NjY0Lx5c+rUqcO+ffs4ceKEVdl69erRs2dPPv744xte85tvvuFf//oXer0ena7oP1RF9SSFhIRIkFQGpk3bQVqakSeeiKBBg7t7HEZ2bj6/HYtj6Z6LbD+bbEn3cLJjUNNghraoRsMgt0rf+kKYXb2azbhx6zl3Lo2tWx+97dukWTn5vLz8IL8cMY+dfLZrTV7uWVduvwpRgco1SLKxMf+3q5Qq8g95cekajYa8vLKb6WMwGEhPTycwMJCHH34YvV7P2rVrLflbtmyhc+fOHDx4kCZNmtzwWseOHSMiIoKTJ09St27dEr2+DNwuvZycHD788EMAXnjhhULbkhSXd7e5kJzJ8n0X+WHfJWLTsi3pNX2d6d8kiAFNgqgh259UuOLa4O22zYSMbJ5asJdDl9Kws9Hw7gONGdKiWtlWXghxU+UaJEVGRpb6v9wNGzaU6rwbuXr1KuHh4cycOZOxY8da0kePHs3Ro0fZu3fvTa+xePFiRo4cSVJSEp6eJVsMUIKk0rtbZ7eVVr5JseVMIsv3XuLPE/EY866tPxYR7Mb9jYLo3dBfAqYKUh6z266kZjHsq53EJGfi6WTHF4+1pHW4V9lXXghxU+U6u23jxo2lrVeZ+O2331BKUbduXaKiopgwYQL16tXj8ccft5RJT09n+fLlvPfee4XO37FjB7t27aJr1664urqyY8cOxo8fz4gRI0ocIImyl59v4vz5dPz9772tFmy0GiLr+hFZ14+M7Fz+OB7PT4eusOVMEkcvp3P0cjr/XXeSOv4u9G4YQO+GAXJLroIUbJlzOy6mZPLoVzu5dDWLap6OfDumjez5J8Qd4I5cnSwtLY033niDS5cu4eXlxZAhQ3j77bexs7v24fr999+jlOLRRx8tdL5Op+P7779nypQpGI1GwsPDGT9+PC+99FJFvg1xnezsPLy9PyEzM4/o6FGVXZ1K5epgxwPNq/FA82qkGHL49Wgs647GseNsMqfj9ZyOj+Ljv6II9nCke30/Iuv60q6GD472Mui7PHTuvJS0NBNLl/anUaNbH7QdnWRg+Fc7uZKWTXVvJ757qi1BMqNRiDtCqW63CTO53VZ6Rd22CA//kri4TH7/fQCdO9e0yhOQlpnLX6fi+e1oPBtPJ5Cde+2WnL2tlrY1vOla15eudf2kl+I2Xd8+dbp3MRptiIp6koAAu1u63XYxJZMH5+4gLj2bmr7OfPdUW/zd7sxlLYS4m5TrmCQwLyj54YcfcujQIa5cuUJubm7hi2s0nD17tjSXvyNIkFR6RQVJsbF6/PycyM7OuufGJN2qrJx8tkYlsfFUAhtPJXI5NcsqP9TLiXY1vGlfy5t2Nbzxkw/mW3J9+zx/PpELF7Jp1y7oltpmYoaRB+duJyY5k9p+LiwZ2xYfmeIvRJVQrmOS1q1bx6BBg8jJycHOzg4/P78iF2GUTipxKwIDZVBySTna29CzgT89G/ijlCIqQc+GUwlsOJnInpgULqRkciElk6V7zdtc1PR1pl1Nb9rV8KFtDS9Zj+cWeHs7Ehp6a8tSpGXlMvKb3cQkZ1LN05FFY9pIgCTEHahUQdJrr72GjY0NS5cuZciQIWi1pdonVwhRBjQaDbX9Xant78rYzjXRG/PYE53C9rNJ7DiXzLEr6ZxNNHA20cC3Oy8AUMPXmeahnjQP9aRFmCe1/VxknZ4ykptv4plv93EiNh0fFx3fjmlDgLv05AlxJypVkHT69GlGjBjBgw8+WNb1EfcIBwcHy3IQBSuhJydn8e67u7h0Kb1Qnig5F50tXev50bWeefugtMxcdkYns+Os+TgVn8G5RAPnEg38sO8SAK46W5qGetAs1JPmoR40C/HE3enem2VYoKB9/vLLOT7//CiDBtWhVi3PItvt9ZRS/OfHo2w/m4yzvQ0Lnmgl48OEuIOVakxSeHg4/fr1u+kq1nc7GZNUtjIycnBz+wiAlJTn8PSUAKk8pBhyOHDhKvsvXGX/+VQOXUolM6fwNPfq3k40DHYnIsidiGA3IoLc8XS+exf2LEqrVovYuzeeFSsG8MADdW5a/vONZ/nvupNoNfD1qJZ0q1f2+1cKIW5fuY5JGjZsGEuXLiU7O1v+0xdlxtXVnn//uy3VqrlgYyO3fsqLl7M93ev7072++QM8L9/EqfgM9l9I5cB5c/AUk5xpOdYejrWcG+zhSMMgNxoFuxMR7E7DYDf8XO/evwFDh9YhPNydJk1uvqn3n8fj+e+6kwBM6tdAAiQh7gKl6knKzc1l8ODBZGRk8M4779CkSZMiN7q920lPUunl5uby5ZdfAjB27FirNa5ulCcqxlVDDseupHPkchpHr6Rx7HIaMcmZRZb1c9VRP9CNOv4u1PZzpZa/C7X8XHBzuHN/bsW1weLSo5MMDPh4KxnGPB5rG8a0QRGVU3EhRImU+xIAv//+O4888ghpaWnFX7yM92qraiRIKj3ZluTOk56dy/Er6Ry9nMaxv7+eTdRjKuYvSICbA7X/Dphq+7lS29+F2n4ueDhV/Vt2t7ItSWZOHoM/3c6p+AxahHmy5Km22NvKZBYhqrJyvd22dOlShg8fjslkokaNGgQGBha5BIAQt0opxaVL6ZVdDVEENwc72tbwpm0Nb0taZk4eJ2LTORWn50xCBlEJes7E64lLz7YcW84kWV3Hx0VHDR9nwryd/j6cqe7tTKi3E+6Od1bvk1KK11cc4VR8Bj4uOj4b3lwCJCHuIqWKbN566y3c3d1Zt24drVq1Kus6iXvYjh1X6NBhQWVXQ5SQk70tLcK8aBFmvVFrenYuUQl6ouLNwdOZv4Ony6lZJOmNJOmN7I5JKXQ9d0c7At0dCPZwJNDDgSAPR/Njd0eCPBzwd3PAzqZig5BPPz3Aq692LDJv/vYYfjp0BRuthk+HNZPVtIW4y5QqSIqOjubxxx+XAEmUufr1vbGx0ZB/+3uKikrk5mBnWYfpegZjHmcT9UQnGbjw98Dw88kGYpIzSdIbScvKJS0rl5NxGUVeV6sBP1cHAtwd8HXV4eNij4+LDm9ne3xcdfi4XEtzd7Qr9QbAmTnXhgkEBhZ9u/fgxau8vfYEAG/eV5821/WwCSHuDqUKkkJCQsiXTzFRDjw9HUhKehZPzzcruyqiHDjrbGlczYPG1TwK5emNeVxJzeJyahaxqdlcSc3iSlqW+WtqNnFp2eTkmyy38W7GVqvBuyCI+juQcne0w83RzvzVwRb3vx+7O9lZHjva2fDO38EPQK9e1Yu8/oQfDpFngvsbB/JEh6LLCCHubKUKkp566inmzJnDO++8g5eX181PEOIW2NnJbvb3IhedLXX8Xanj71pkvsmkSDIYiU3NJjYt23LbLlmfY/U1UW8kIzuPPJMiPt1IfLrxluphZ6PBmHVtLzwXl6IHml9KySbU35MZDzQqdY+VEKJqK1WQNHToULZt20aHDh34z3/+Q5MmTYodHR4aGnpbFRRC3Dv+Odm2IPhQSqHRgK+LDj9XB5qEmNMKims018qaTApjXj7J+hyuZuZagqmkdCPp2bmkG3NJz84nLSuXVEMOaZm5ZGTnkm40B1a5+QpV3JS969hoNXz0aLM7eqkDIcRNqFLQaDRKq9VavhZ32NjYlObyd4y0tDQFqLS0tMquyh0nNzdXrVmzRq1Zs0bl5uZa5W3ffkG1bPmGgieUXp9lSZ84cYtydf1QvfHGZktaXl6+cnH5QLm4fKCSkzMt6TNm7FTOzh+oF15Yb3VtT8+PlbPzB+rixXRL2gcf7FVOTnPUmDHrrMoGB3+unJzmqFOnki1pX355SDk6zlGPPPKzVdmaNb9SDg5z1P79cZa0b789phwc5qgBA1ZalY2ImKd0uvfVli0XLWkrV55W9vbvq27dllqVbd16kbK3f1/99lu0Je3XX88pO7v3VOvWi6zKRkZ+r2xt31MrV562pG3efFHZ2r6nIiLmWZXt02e5srGZrRYtOmZJ27s3Vmm1s1VY2BdWZYcMWaW02tnqiy8OWtKOH09SGs0s5e39iVXZESPWKpil3ntvjyXt/Pk0BbOUg8Mcq7Jjx/6mYJZ6663tlrSkpEwFsxTMUvn5Jkv6+PF/KZilXn99kyUtMzPHUjY93WhJ/89/tiiYpcaN+9Pq9TQac9m4OL0l7Z13diqYpZ544ldlMpmUPjtXXb6aqeBdZR/wf6p6z/9Ytc9sY45q/uS7ynfoZDXxx4NKCHFnKunnd6l6kkaOHCndy+K22Nracv/99xeZ5+3tzOHDvoCX1dISRmM+GRk5GI3Wa2/p9bmFrpGTk4/BkIvRaD12zmDIJScn36rHIi/PRGZmHjn/2JojMzOPzMw8ru/cyMszkZVVuKzRmE92tnXZ/HxFdnbhsjk5+RiN+VZlTSZFTk4+ubkmq7K5uaZC9VVKkZtrIu//27v3uKjq/H/gr2FuDMNNVK4KKiiQoQUki5i6yddbF3VpS6Mk8tK6WqmZ6e664Ipp2vpr1dK1Nm3NSz1qzdsmsamoLangg81bbhokZGByZ4BxLuf3h+vUxIwODMzhOK/n4zGPx8z5fDjnfY5v5e05n/l8jNZ3O4xGM4xGc6u+N7f/lNl8Iz7hZ3duzGYBZvPPt93Y/vMZ1QSh9Z0fKZPJZNCqFTdeWk/oKvtCPyQMcvmPj393/6cCVd3vRlCYAvP+L1bEaInIFdo9mSRxMsnOVFvbgmvXmhEZ6W8pyKuqmlFbq4efnwo9engBuPFLuqTkxoSmERG+kP/v6+E1NS2oqWmBj48KPXt6WfZbUlILAOjd2xeK/81nU1enR3V1M7y9rftevlwPs1lAWJi3ZZxUQ8N1VFc3w8tLadW3vLwBJpMZwcFaqNU3CrvGxuuorm6Bp6ccgYE/fkPqypVGmExmBAZ6Wfo2NRlQVdUMtdq6b2WlDgaDGT16aODpeaNvS4sRVVXNUCo9rPr+8EMTrl83ISDAE5r/zTek1xtRVdUChUJm1beqqhnXr5vg56eGl9fN2aRNuHatGR4eMgQF/di3pqYFer0Jvr4qS1+j0YyqqmbIZLDab12dHi0tRnh7K6H93zpvJtONvoB134aG62hpMcLLS2HpazYLlr49emgsf/aNjTf6ajQ/9hUEAdXVNwZwBwR4Wvo2NRnQ3GyEp6fc0hcAqqtv7Nff3xMeHjf6Njff6KtSya3GHl2p1OEXrx6Eh8oD//njaPh5KaHTGzHytcP4oUGP34+PxYzh/UBE0tTpM24TiyRnGAwGbNu2DQCQnp7ealkSe21ErmAwGBA75feobTZg95qXkRIdjDV5/8VfPj0Pz2//jQVjovH01KeYm0QS5ZIiqaKiAv/4xz/w1VdfQafT4W9/+xsA4IcffkBJSQni4uKg0Wjau/suj0VS+3FZEurKfpqD6w6cxqSkSIz682E06ZpQ9v8eBcDcJJKyTl2WBADefPNNvPjii9Drb3y9ViaTWYqkq1evIjk5GRs3bsSMGTPaewgiItF9crYCp75vRovBjMSIbigTOyAicpl2ze+/d+9ezJkzB3FxcdizZw9mzZpl1T5w4EAMGjQIH3/8cUfESEQkmtPldTj41VWoFB74/UMcrE3kTtp1J2n16tUIDw/HoUOHoNVqUVRU1KpPXFwcjh496nSARERiUspl8FIr8OqjgxATzMfqRO6kXUVScXExnnrqqVs+jw8LC0NlZWW7AyMi6gqO/y4VPj5aqBVy6HQ6scMhIhdq1+M2s9l82291XL16FWq1ul1BERF1FRqVHGoFl8ohckftKpKio6Nv+SjNaDTiyJEjiIuLa3dgRERERGJq1+O29PR0LFiwAEuXLkVWVpZVm8lkwoIFC/DNN9/g5Zdf7pAg6c6jVqvxwQcfWN472kbkCvZykLlJ5F4cnidJLpcjOzsbS5YsgcFgwOjRo3HkyBFERkbC09MTZ8+eRVpaGgoLC1FaWorRo0fjk08+uaOXL+E8SURERNLj6O9vhx+3CcKP6zwplUrk5uZi0aJFqKqqwpkzZyAIAj788ENUV1fj5Zdfxp49e+7oAomIiIjubO2eTFKlUmH58uXIycnBhQsXUF1dDV9fX8TGxlotCElki9FoxK5duwAAkyZNslrI9lZtRK5gLweZm0Tuxem/4TKZDDExMR0RC7kRvV6Pxx57DMCN5R1++svmVm1ErmAvB5mbRO6lTd9u4+MzIiIichdtKpKys7Mhl8sdfvF/WURERCRVbapifH194e/v30mhEBEREXUdbbqTNG/ePJSUlLTp1RkaGhowd+5cREREQKPRYOjQoTh58qSl/emnn4ZMJrN6jR071mof1dXVSE9PtxR+06ZNQ2NjY6fES0RERNIjyedh06dPx5kzZ7B161aEhobivffeQ2pqKs6dO4ewsDAAwNixY7F582bLz/x84rf09HR8//33yMvLg8FgQGZmJmbOnInt27e79FyIiIioa2rXsiRiam5uxkcffYRVq1Zh+PDhiIqKQnZ2NqKiorBhwwZLP7VajeDgYMurW7dulrbz58/jwIEDePvtt5GUlIRhw4Zh3bp12LlzJ65cuSLGaREREVEXI7k7SUajESaTCZ6enlbbNRoNjh07Zvl8+PBhBAYGolu3bnjggQeQk5OD7t27AwAKCgrg7++PxMRES//U1FR4eHjg+PHjmDRpks1j6/V66PV6y+f6+vqOPDW3olKpLHf6VCqVw21ErmAvB5mbRO5FckWSj48PkpOTsWzZMsTGxiIoKAg7duxAQUEBoqKiANx41ParX/0Kffv2xaVLl/C73/0O48aNQ0FBAeRyOSoqKhAYGGi1X4VCgYCAAFRUVNg99ooVK7B06dJOPT93oVQq8fTTT7e5jcgV7OUgc5PIvThcJJnN5s6Mo022bt2KZ555BmFhYZDL5YiPj8eUKVNQVFQEAJg8ebKlb1xcHAYNGoTIyEgcPnwYo0aNavdxFy9ejPnz51s+19fXo3fv3u0/ESIiIuqyJDcmCQAiIyORn5+PxsZGlJWV4cSJEzAYDOjXr5/N/v369UOPHj1w8eJFAEBwcDCuXr1q1cdoNKK6uhrBwcF2j6tWq+Hr62v1ovYxGo3Yv38/9u/fD6PR6HAbkSvYy0HmJpF7kdzjtp/SarXQarWoqalBbm4uVq1aZbNfeXk5qqqqEBISAgBITk5GbW0tioqKkJCQAAA4ePAgzGYzkpKSXBa/O9Pr9XjooYcA2F6WxF4bkSvYy0HmJpF7keTf8NzcXAiCgOjoaFy8eBEvvfQSYmJikJmZicbGRixduhRpaWkIDg7GpUuXsHDhQkRFRWHMmDEAgNjYWIwdOxYzZszAxo0bYTAYMGfOHEyePBmhoaEinx0RERF1BZJ83FZXV4fZs2cjJiYGU6dOxbBhw5CbmwulUgm5XI4vv/wSjzzyCAYMGIBp06YhISEBR48etZoradu2bYiJicGoUaMwfvx4DBs2DJs2bRLxrIiIiKgrkQmCIIgdhFTV19fDz88PdXV1HJ/URjqdDt7e3gBuPLbQarUOtRG5gr0cZG4S3Rkc/f0tyTtJRERERJ2NRRIRERGRDSySiIiIiGyQ5LfbSPpUKhXWr19vee9oG5Er2MtB5iaRe+HAbSdw4DYREZH0cOA2ERERkRP4uI1EYTKZcPToUQDA/fffD7lc7lAbkSvYy0HmJpF74eM2J/BxW/txniTqyjhPEtGdjY/biIiIiJzAIomIiIjIBhZJRERERDawSCIiIiKygUUSERERkQ0skoiIiIhs4DxJJAqlUolVq1ZZ3jvaRuQK9nKQuUnkXjhPkhM4TxIREZH0cJ4kIiIiIifwcRuJwmQy4dSpUwCA+Pj4VsuS2GsjcgV7OcjcJHIvfNzmBD5uaz8uS0JdGZclIbqz8XEbERERkRNYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENnCeJRKFUKpGVlWV572gbkSvYy0HmJpF74TxJTuA8SURERNLDeZKIiIiInMDHbSQKs9mM8+fPAwBiY2Ph4eHhUBuRK9jLQeYmkXvh4zYn8HFb+3FZEurKuCwJ0Z2Nj9uIiIiInMAiiYiIiMgGFklERERENkiySGpoaMDcuXMREREBjUaDoUOH4uTJkwAAg8GAl19+GXFxcdBqtQgNDcXUqVNx5coVq3306dMHMpnM6rVy5UoxToeIiIi6IEl+u2369Ok4c+YMtm7ditDQULz33ntITU3FuXPn4O3tjVOnTmHJkiUYPHgwampq8MILL+CRRx5BYWGh1X7+9Kc/YcaMGZbPPj4+rj4VIiIi6qIkVyQ1Nzfjo48+wu7duzF8+HAAQHZ2Nvbu3YsNGzYgJycHeXl5Vj+zfv16DBkyBJcvX0Z4eLhlu4+PD4KDg10aPxEREUmD5Ioko9EIk8kET09Pq+0ajQbHjh2z+TN1dXWQyWTw9/e32r5y5UosW7YM4eHheOKJJzBv3jwoFPYviV6vh16vt3yur69v/4m4OaVSiQULFljeO9pG5Ar2cpC5SeReJDlP0tChQ6FSqbB9+3YEBQVhx44dyMjIQFRUFC5cuGDVt6WlBSkpKYiJicG2bdss29esWYP4+HgEBATg3//+NxYvXozMzEysWbPG7nGzs7OxdOnSVts5TxIREZF0ODpPkiSLpEuXLuGZZ57BkSNHIJfLER8fjwEDBqCoqMgyGy5wYxB3WloaysvLcfjw4VteiHfeeQfPPvssGhsboVarbfaxdSepd+/eLJKIiIgk5I6eTDIyMhL5+flobGxEWVkZTpw4AYPBgH79+ln6GAwGPPbYY/j222+Rl5d32yImKSkJRqMRpaWldvuo1Wr4+vpavah9zGYzSktLUVpaCrPZ7HAbkSvYy0HmJpF7kdyYpJ/SarXQarWoqalBbm4uVq1aBeDHAunrr7/GoUOH0L1799vuq7i4GB4eHggMDOzssAk3BuD37dsXQOvlHW7VRuQK9nKQuUnkXiRZJOXm5kIQBERHR+PixYt46aWXEBMTg8zMTBgMBjz66KM4deoU9u3bB5PJhIqKCgBAQEAAVCoVCgoKcPz4cfzyl7+Ej48PCgoKMG/ePDz55JPo1q2byGdHREREXYEki6S6ujosXrwY5eXlCAgIQFpaGpYvXw6lUonS0lLs2bMHAHDPPfdY/dyhQ4cwcuRIqNVq7Ny5E9nZ2dDr9ejbty/mzZuH+fPni3A2RERE1BVJcuB2V+HowC9q7VarqXOldRKbvRxkbhLdGe7ogdtEREREnY1FEhEREZENLJKIiIiIbJDkwG2SPoVCgd/+9reW9462EbmCvRxkbhK5Fw7cdgIHbhMREUkPB24TEREROYH3i0kUgiDg2rVrAIAePXpAJpM51EbkCvZykLlJ5F5YJJEompqaLEvA/Hy+mVu1EbmCvRxkbhK5Fz5uIyIiIrKBRRIRERGRDSySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCkASBQKhQIZGRmW9462EbmCvRxkbhK5Fy5L4gQuS0JERCQ9XJaEiIiIyAm8X0yiEAQBTU1NAAAvL69Wy5LYayNyBXs5yNwkci+8k0SiaGpqgre3N7y9vS2/dBxpI3IFeznI3CRyLyySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2cJ4kEoVcLsejjz5qee9oG5Er2MtB5iaRe+GyJE7gsiRERETSw2VJiIiIiJzAIomIiIjIBhZJJAqdTgeZTAaZTAadTudwG5Er2MtB5iaRe2GRRERERGQDiyQiIiIiG1gkEREREdkgySKpoaEBc+fORUREBDQaDYYOHYqTJ09a2gVBwB//+EeEhIRAo9EgNTUVX3/9tdU+qqurkZ6eDl9fX/j7+2PatGlobGx09akQERFRFyXJImn69OnIy8vD1q1bcfr0aYwePRqpqan47rvvAACrVq3C2rVrsXHjRhw/fhxarRZjxoxBS0uLZR/p6ek4e/Ys8vLysG/fPhw5cgQzZ84U65SIiIioi5HcZJLNzc3w8fHB7t278eCDD1q2JyQkYNy4cVi2bBlCQ0Px4osvYsGCBQCAuro6BAUFYcuWLZg8eTLOnz+Pu+66CydPnkRiYiIA4MCBAxg/fjzKy8sRGhrqUCycTLL9dDodvL29AQCNjY3QarUOtRG5gr0cZG4S3Rkc/f0tuWVJjEYjTCYTPD09rbZrNBocO3YMJSUlqKioQGpqqqXNz88PSUlJKCgowOTJk1FQUAB/f39LgQQAqamp8PDwwPHjxzFp0iSbx9br9dDr9ZbP9fX1HXx27kMul2P8+PGW9462EbmCvRxkbhK5F8kVST4+PkhOTsayZcsQGxuLoKAg7NixAwUFBYiKikJFRQUAICgoyOrngoKCLG0VFRUIDAy0alcoFAgICLD0sWXFihVYunRpB5+Re/L09MT+/fvb3EbkCvZykLlJ5F4kOSZp69atEAQBYWFhUKvVWLt2LaZMmQIPj849ncWLF6Ours7yKisr69TjERERkXgkWSRFRkYiPz8fjY2NKCsrw4kTJ2AwGNCvXz8EBwcDACorK61+prKy0tIWHByMq1evWrUbjUZUV1db+tiiVqvh6+tr9SIiIqI7kySLpJu0Wi1CQkJQU1OD3NxcTJgwAX379kVwcDA+++wzS7/6+nocP34cycnJAIDk5GTU1taiqKjI0ufgwYMwm81ISkpy+Xm4I51OB61WC61Wa3NZEnttRK5gLweZm0TuRXJjkgAgNzcXgiAgOjoaFy9exEsvvYSYmBhkZmZCJpNh7ty5yMnJQf/+/dG3b18sWbIEoaGhmDhxIgAgNjYWY8eOxYwZM7Bx40YYDAbMmTMHkydPdvibbeS8pqamdrURuYK9HGRuErkPSRZJdXV1WLx4McrLyxEQEIC0tDQsX74cSqUSALBw4ULodDrMnDkTtbW1GDZsGA4cOGD1jbht27Zhzpw5GDVqFDw8PJCWloa1a9eKdUpERETUxUhunqSuhPMktR/nSaKujPMkEd3ZHP39LekxSURERESdhUUSERERkQ0skoiIiIhskOTAbZI+Dw8PjBgxwvLe0TYiV7CXg8xNIvfCgdtO4MBtIiIi6eHAbSIiIiInsEgiIiIisoFFEolCp9OhZ8+e6Nmzp81lSey1EbmCvRxkbhK5Fw7cJtFcu3atXW1ErmAvB5mbRO6Dd5KIiIiIbOCdJCfc/GJgfX29yJFIz08fVdTX18NkMjnURuQK9nKQuUl0Z7j5e/t2X/DnFABO+OabbxAZGSl2GERERNQOZWVl6NWrl9123klyQkBAAADg8uXL8PPzEzka6amvr0fv3r1RVlbGeabagdfPebyGzuH1cx6voXPae/0EQUBDQwNCQ0Nv2Y9FkhNuzrjr5+fH5HaCr68vr58TeP2cx2voHF4/5/EaOqc918+RmxscuE1ERERkA4skIiIiIhtYJDlBrVYjKysLarVa7FAkidfPObx+zuM1dA6vn/N4DZ3T2deP324jIiIisoF3koiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiqZ3eeOMN9OnTB56enkhKSsKJEyfEDkkyjhw5gocffhihoaGQyWT4+OOPxQ5JUlasWIH77rsPPj4+CAwMxMSJE3HhwgWxw5KUDRs2YNCgQZYJ6JKTk/HJJ5+IHZZkrVy5EjKZDHPnzhU7FEnIzs6GTCazesXExIgdluR89913ePLJJ9G9e3doNBrExcWhsLCwQ4/BIqkd3n//fcyfPx9ZWVk4deoUBg8ejDFjxuDq1atihyYJOp0OgwcPxhtvvCF2KJKUn5+P2bNn44svvkBeXh4MBgNGjx5ttfgq3VqvXr2wcuVKFBUVobCwEA888AAmTJiAs2fPih2a5Jw8eRJ//etfMWjQILFDkZSBAwfi+++/t7yOHTsmdkiSUlNTg5SUFCiVSnzyySc4d+4c/vznP6Nbt24dehxOAdAOSUlJuO+++7B+/XoAgNlsRu/evfHcc89h0aJFIkcnLTKZDLt27cLEiRPFDkWyfvjhBwQGBiI/Px/Dhw8XOxzJCggIwOrVqzFt2jSxQ5GMxsZGxMfH480330ROTg7uuecevP7662KH1eVlZ2fj448/RnFxsdihSNaiRYvw+eef4+jRo516HN5JaqPr16+jqKgIqamplm0eHh5ITU1FQUGBiJGRu6qrqwPw44LL1DYmkwk7d+6ETqdDcnKy2OFIyuzZs/Hggw9a/XtIjvn6668RGhqKfv36IT09HZcvXxY7JEnZs2cPEhMT8etf/xqBgYG499578dZbb3X4cVgktdG1a9dgMpkQFBRktT0oKAgVFRUiRUXuymw2Y+7cuUhJScHdd98tdjiScvr0aXh7e0OtVuM3v/kNdu3ahbvuukvssCRj586dOHXqFFasWCF2KJKTlJSELVu24MCBA9iwYQNKSkpw//33o6GhQezQJOObb77Bhg0b0L9/f+Tm5mLWrFl4/vnn8e6773bocRQdujcicqnZs2fjzJkzHM/QDtHR0SguLkZdXR0+/PBDZGRkID8/n4WSA8rKyvDCCy8gLy8Pnp6eYocjOePGjbO8HzRoEJKSkhAREYEPPviAj3sdZDabkZiYiFdeeQUAcO+99+LMmTPYuHEjMjIyOuw4vJPURj169IBcLkdlZaXV9srKSgQHB4sUFbmjOXPmYN++fTh06BB69eoldjiSo1KpEBUVhYSEBKxYsQKDBw/GX/7yF7HDkoSioiJcvXoV8fHxUCgUUCgUyM/Px9q1a6FQKGAymcQOUVL8/f0xYMAAXLx4UexQJCMkJKTVf2hiY2M7/LEli6Q2UqlUSEhIwGeffWbZZjab8dlnn3E8A7mEIAiYM2cOdu3ahYMHD6Jv375ih3RHMJvN0Ov1YochCaNGjcLp06dRXFxseSUmJiI9PR3FxcWQy+VihygpjY2NuHTpEkJCQsQORTJSUlJaTX3y3//+FxERER16HD5ua4f58+cjIyMDiYmJGDJkCF5//XXodDpkZmaKHZokNDY2Wv2PqaSkBMXFxQgICEB4eLiIkUnD7NmzsX37duzevRs+Pj6WsXB+fn7QaDQiRycNixcvxrhx4xAeHo6GhgZs374dhw8fRm5urtihSYKPj0+rMXBarRbdu3fn2DgHLFiwAA8//DAiIiJw5coVZGVlQS6XY8qUKWKHJhnz5s3D0KFD8corr+Cxxx7DiRMnsGnTJmzatKljDyRQu6xbt04IDw8XVCqVMGTIEOGLL74QOyTJOHTokACg1SsjI0Ps0CTB1rUDIGzevFns0CTjmWeeESIiIgSVSiX07NlTGDVqlPDpp5+KHZakjRgxQnjhhRfEDkMSHn/8cSEkJERQqVRCWFiY8PjjjwsXL14UOyzJ2bt3r3D33XcLarVaiImJETZt2tThx+A8SUREREQ2cEwSERERkQ0skoiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiiYiIiMgGFklERERENrBIIiIiIrKBRRIRdVkjR46ETCYTOwyHCYKAhIQEjB492mp7R5/Hv/71L8hkMvzzn//ssH0SUWtcu42IXKKtRYIUFwP4+9//jlOnTqGgoKBTj5Oamophw4Zh4cKFGDNmDBeUJeokLJKIyCWysrJabXv99ddRV1dnsw24UXQ0NTV1dmgdwmw2Izs7G/fffz9+8YtfdPrxFi5ciEceeQQ7d+5Eenp6px+PyB1x7TYiEk2fPn3w7bffSvKu0c/t378fDz30EN566y1Mnz7dqm3kyJHIz8/v0PM0GAwIDQ1FTEwMjh492mH7JaIfcUwSEXVZtsbybNmyBTKZDFu2bMHevXuRlJQELy8vhIWFYcmSJTCbzQCAd999F4MHD4ZGo0F4eDhWr15t8xiCIOCdd95BSkoKfH194eXlhcTERLzzzjttinXz5s2QyWRIS0uz28dgMCA7Oxt9+vSBWq3GgAED8Oabb7bql52dDZlMhsOHD2PLli2Ij4+Hl5cXRo4caemjVCoxceJEHDt2DBcvXmxTrETkGD5uIyJJ2rVrFz799FNMnDgRKSkp2L9/P3JyciAIAvz8/JCTk4MJEyZg5MiR+Oijj7Bw4UIEBQVh6tSpln0IgoD09HTs2LED/fv3xxNPPAGVSoW8vDxMmzYN586dw2uvvXbbWARBwKFDhxAdHY1u3brZ7TdlyhScOHEC48aNg1wuxwcffIDZs2dDqVRixowZrfqvXr0ahw4dwoQJEzB69OhWY4+Sk5Px9ttv4+DBg4iKimrD1SMihwhERCKJiIgQbvXP0IgRI1q1b968WQAgKJVK4cSJE5bt9fX1QmBgoODl5SUEBwcLly5dsrRdvnxZUKlUQlxcnNW+Nm3aJAAQMjMzhevXr1u26/V64eGHHxYACIWFhbc9j7NnzwoAhPT09FueR1JSklBXV2fZ/tVXXwkKhUKIjo626p+VlSUAELRarfDll1/aPe5//vMfAYAwderU28ZIRG3Hx21EJElPPvkk7rvvPstnHx8fPPTQQ2hqasKsWbPQr18/S1vv3r0xbNgwnDt3Dkaj0bJ9/fr10Gq1eOONN6BUKi3bVSoVli9fDgDYsWPHbWMpLy8HAAQFBd2y34oVK+Dr62v5HB0djZSUFFy4cAENDQ2t+s+cORNxcXF293fzeDePT0Qdi4/biEiS7rnnnlbbQkJCbtlmMplQWVmJsLAwNDU14fTp0wgNDcWrr77aqr/BYAAAfPXVV7eNpaqqCgDg7+9/y34JCQmttvXq1QsAUFtbCx8fH6u2IUOG3HJ/AQEBAIBr167dNkYiajsWSUQkST+9I3OTQqG4bdvN4qempgaCIOC7777D0qVL7R5Hp9PdNhaNRgMAaGlpaXfMJpOpVdvt7kw1NzcDALy8vG4bIxG1HYskInJLNwuWhIQEFBYWOrWvnj17AgCqq6udjuunbjcB583j3Tw+EXUsjkkiIrfk4+OD2NhYnD9/HrW1tU7ta+DAgfDw8MCFCxc6JjgH3TzercYtEVH7sUgiIrf1/PPPo6mpCTNmzLD5WK2kpASlpaW33Y+/vz8GDRqEwsJCyzxNrnD8+HEAwIgRI1x2TCJ3wiKJiNzWs88+i4yMDHz44Yfo378/pk6dikWLFiEzMxPJycmIjIzEF1984dC+Jk2ahIaGBof7d4S8vDx069YNw4cPd9kxidwJiyQicls3Z+5+//33MXDgQOzbtw9r1qxBXl4ePD098dprryE1NdWhfU2fPh0KhQLvvfdeJ0d9Q2lpKT7//HNkZGTA09PTJcckcjdcu42IqIM89dRT2L9/P7799ttWX+fvaH/4wx+watUqnD9/HpGRkZ16LCJ3xTtJREQdJCcnB83NzVi3bl2nHqempgbr1q3DrFmzWCARdSJOAUBE1EEiIiLw7rvvorKyslOPU1JSgnnz5uG5557r1OMQuTs+biMiIiKygY/biIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENLJKIiIiIbPj/1OVGvi28ZRMAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "alias_dict = ComponentMap()\n",
+        "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
+        "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
+        "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        ")\n",
+        "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
+        "    \"h2_production_rate_controller_gain_p\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
+        "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
+        "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
+        "    \"sweep_heater_outlet_temperature\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
+        "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
+        "    \"condenser_hot_outlet_temperature\"\n",
+        ")\n",
+        "\n",
+        "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
+        "\n",
+        "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
+        "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
+        "\n",
+        "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "t0 = m.fs.time.first()\n",
+        "for var in ramp_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    blk = var.parent_block()\n",
+        "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
+        "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        v_ramp[t].fix(\n",
+        "            float(\n",
+        "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
+        "                / (time_set[i] - time_set[i - 1])\n",
+        "            )\n",
+        "        )\n",
+        "\n",
+        "for var in step_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        var[t].fix(float(df[alias][setpoints[i]]))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
+        "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "for ctrl in m.fs.controller_set:\n",
+        "    if hasattr(ctrl, \"mv_eqn\"):\n",
+        "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 15,
+      "metadata": {
+        "tags": [
+          "testing"
+        ]
+      },
+      "outputs": [],
+      "source": [
+        "from idaes.core.util.model_statistics import degrees_of_freedom\n",
+        "\n",
+        "assert degrees_of_freedom(m) == 0"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: model contains export suffix 'scaling_factor' that contains 457\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\".\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    16536\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:    10354\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      723\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1707\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 7.08e-01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (327732)\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 1.06e-02 1.64e+02  -1.0 1.57e-02    -  9.90e-01 9.85e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 1.05e-04 1.72e+02  -1.0 1.80e-02    -  9.90e-01 9.90e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.52e-07 2.82e+04  -1.0 6.27e-03    -  1.00e+00 9.97e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.261\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.043\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 291\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp04mf15n5_petsc_ts.log'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.sol'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmplql10r7w.pyomo.nl',)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.nl\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.428051 time 0.2\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 3 TS dt 4.28051 time 0.628051\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 4 TS dt 42.8051 time 4.90857\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 5 TS dt 90.9897 time 47.7137\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 6 TS dt 249.484 time 138.703\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 7 TS dt 931.416 time 388.187\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 8 TS dt 2280.4 time 1319.6\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 9 TS dt 3600. time 3600.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpwl2pldeq_petsc_ts.log'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.sol'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpu_8mtjnx.pyomo.nl',)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.nl\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.192587 time 3600.12\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.773565 time 3600.31\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.0239 time 3601.09\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.35581 time 3602.11\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.42841 time 3603.47\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.56123 time 3604.9\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.53345 time 3606.46\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.67474 time 3607.99\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.70162 time 3609.67\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.76709 time 3611.37\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.80265 time 3613.13\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.89285 time 3614.94\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.81475 time 3616.83\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.79379 time 3618.64\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 18 TS dt 2.18529 time 3620.44\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 19 TS dt 2.26992 time 3622.62\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 20 TS dt 2.11354 time 3624.89\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.33315 time 3627.01\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 22 TS dt 2.44773 time 3629.34\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 23 TS dt 2.35111 time 3631.79\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 24 TS dt 0.781707 time 3632.24\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 25 TS dt 2.34754 time 3633.02\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.63991 time 3635.37\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 27 TS dt 3.57975 time 3638.01\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.84204 time 3641.59\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 29 TS dt 4.41048 time 3645.43\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 30 TS dt 4.63714 time 3649.84\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.56505 time 3650.73\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 32 TS dt 4.05836 time 3652.3\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.62866 time 3656.36\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 34 TS dt 5.69237 time 3660.99\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 35 TS dt 6.03798 time 3666.68\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 36 TS dt 6.65395 time 3672.72\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 37 TS dt 7.06769 time 3679.37\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 38 TS dt 7.59622 time 3686.44\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 39 TS dt 8.05664 time 3694.03\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 40 TS dt 8.51293 time 3702.09\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 41 TS dt 8.84319 time 3710.6\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.90564 time 3719.45\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.08811 time 3728.35\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 44 TS dt 8.36063 time 3736.44\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.35735 time 3744.8\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 46 TS dt 10.2149 time 3754.16\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 47 TS dt 10.7521 time 3764.37\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 48 TS dt 10.6608 time 3775.12\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 49 TS dt 10.3517 time 3785.79\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.39277 time 3796.14\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 51 TS dt 10.7893 time 3805.53\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.1973 time 3816.32\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.82286 time 3826.13\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 54 TS dt 13.101 time 3835.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 55 TS dt 13.092 time 3849.05\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 56 TS dt 13.7479 time 3862.14\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 57 TS dt 12.0538 time 3875.89\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.0538 time 3887.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25146 time 3897.75\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: 60 TS dt 14.2905 time 3900.\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpira_xg7y_petsc_ts.log'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.sol'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpkbeeqa_k.pyomo.nl',)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.nl\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.59622 time 3901.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.64107 time 3903.8\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.71649 time 3906.44\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.0841 time 3910.15\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.67688 time 3914.24\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 8 TS dt 5.07459 time 3918.91\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 9 TS dt 5.77782 time 3923.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 10 TS dt 6.22547 time 3929.77\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 11 TS dt 6.74718 time 3935.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 12 TS dt 7.14071 time 3942.74\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 13 TS dt 7.96982 time 3949.88\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 14 TS dt 8.85113 time 3957.85\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 15 TS dt 10.0467 time 3966.7\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 16 TS dt 11.4483 time 3976.75\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 17 TS dt 12.9312 time 3988.2\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 18 TS dt 14.8713 time 4001.13\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 19 TS dt 17.8919 time 4016.\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 20 TS dt 20.7564 time 4033.89\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 21 TS dt 23.9227 time 4054.65\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 22 TS dt 26.4687 time 4078.57\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.8946 time 4105.04\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 24 TS dt 29.6263 time 4132.93\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.949 time 4162.56\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 26 TS dt 35.9283 time 4193.51\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 27 TS dt 39.1479 time 4229.44\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 28 TS dt 43.4963 time 4268.58\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.757 time 4312.08\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 30 TS dt 48.1099 time 4358.84\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0065 time 4401.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 32 TS dt 49.7051 time 4446.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 33 TS dt 48.8039 time 4496.44\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 34 TS dt 46.5776 time 4545.24\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 35 TS dt 53.211 time 4591.82\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 36 TS dt 52.2518 time 4645.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 37 TS dt 52.034 time 4697.28\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 38 TS dt 50.3068 time 4749.32\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 39 TS dt 57.009 time 4799.62\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 40 TS dt 60.3992 time 4856.63\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 41 TS dt 63.5156 time 4917.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 42 TS dt 59.9095 time 4980.55\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 43 TS dt 72.8498 time 5040.46\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 44 TS dt 78.2579 time 5113.31\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 45 TS dt 89.6447 time 5191.56\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 46 TS dt 98.0675 time 5281.21\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 47 TS dt 110.095 time 5379.28\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 48 TS dt 122.423 time 5489.37\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 49 TS dt 138.445 time 5611.79\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 50 TS dt 157.438 time 5750.24\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 51 TS dt 181.473 time 5907.68\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 52 TS dt 209.513 time 6089.15\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 53 TS dt 234.089 time 6298.66\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 54 TS dt 78.4508 time 6339.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 55 TS dt 37.279 time 6365.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 56 TS dt 93.1291 time 6402.75\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 57 TS dt 107.212 time 6495.88\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 58 TS dt 145.336 time 6603.09\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 59 TS dt 136.71 time 6726.21\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 60 TS dt 145.821 time 6862.92\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 61 TS dt 206.494 time 7008.74\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 62 TS dt 236.93 time 7215.24\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 63 TS dt 262.649 time 7452.17\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 64 TS dt 284.815 time 7714.82\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 65 TS dt 323.331 time 7999.63\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 66 TS dt 353.816 time 8322.96\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 67 TS dt 391.33 time 8676.78\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 68 TS dt 430.576 time 9068.11\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 69 TS dt 476.835 time 9498.68\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 70 TS dt 528.315 time 9975.52\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 71 TS dt 298.083 time 10503.8\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 72 TS dt 298.083 time 10801.9\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 73 TS dt 677.007 time 11100.\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpyq_do7p7_petsc_ts.log'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.sol'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpabzf1_40.pyomo.nl',)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.nl\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.85705 time 11100.5\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.982707 time 11101.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.970915 time 11102.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.09915 time 11103.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.933007 time 11104.3\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.922211 time 11105.\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.280419 time 11105.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.859313 time 11105.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 0.708354 time 11106.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.00186 time 11106.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 0.95887 time 11107.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.14532 time 11108.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.27028 time 11110.\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.46316 time 11111.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.5561 time 11112.7\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.49179 time 11114.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.34724 time 11115.4\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.3327 time 11116.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 23 TS dt 1.54707 time 11118.1\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.43277 time 11119.6\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.80797 time 11121.1\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.75478 time 11122.9\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.74308 time 11124.6\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.85951 time 11126.4\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.80246 time 11128.2\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.90679 time 11130.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.7926 time 11132.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.76472 time 11133.7\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.7285 time 11135.5\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.59402 time 11137.2\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.47188 time 11138.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.91015 time 11139.\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 37 TS dt 0.933002 time 11139.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.848753 time 11140.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.790858 time 11141.3\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.591596 time 11141.8\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.669715 time 11142.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.454412 time 11142.6\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.432591 time 11143.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.516455 time 11143.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.688358 time 11144.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.927665 time 11144.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.255097 time 11144.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.558846 time 11144.7\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.714038 time 11145.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.778766 time 11146.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.953738 time 11146.5\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.821838 time 11147.2\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 53 TS dt 0.916896 time 11148.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 54 TS dt 1.40668 time 11148.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 55 TS dt 1.54644 time 11150.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.7421 time 11151.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.68254 time 11153.6\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.52427 time 11155.3\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25389 time 11155.7\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.55333 time 11155.8\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.0298 time 11156.\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 62 TS dt 1.03301 time 11156.2\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.629966 time 11156.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 64 TS dt 0.742563 time 11157.1\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.36242 time 11157.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 66 TS dt 1.71404 time 11159.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.21613 time 11161.\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.48039 time 11163.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.76158 time 11165.6\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.11811 time 11168.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.35994 time 11171.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.55341 time 11174.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.56764 time 11178.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.3326 time 11182.\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 75 TS dt 3.87403 time 11185.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 76 TS dt 3.91403 time 11189.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.55559 time 11193.1\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.75871 time 11197.7\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.14255 time 11202.4\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.28567 time 11207.6\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.41457 time 11212.9\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.55755 time 11218.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.67731 time 11223.8\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.63723 time 11229.5\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.57779 time 11235.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.62503 time 11240.7\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.81727 time 11246.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.8176 time 11252.2\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.38543 time 11258.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.4221 time 11263.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 91 TS dt 5.02963 time 11268.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 92 TS dt 6.34422 time 11269.4\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 93 TS dt 3.90981 time 11270.5\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 94 TS dt 4.34918 time 11271.\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 95 TS dt 2.41634 time 11273.3\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.54243 time 11275.7\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.8789 time 11279.2\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.87475 time 11284.1\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.99915 time 11288.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 100 TS dt 7.28325 time 11289.2\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.17618 time 11291.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.24782 time 11293.6\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.41553 time 11296.9\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41342 time 11300.3\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 105 TS dt 3.81469 time 11303.7\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 106 TS dt 4.57985 time 11307.5\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.16372 time 11312.1\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 108 TS dt 7.028 time 11319.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 109 TS dt 7.17926 time 11326.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.55286 time 11333.5\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.77721 time 11338.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 112 TS dt 5.21685 time 11344.7\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.52183 time 11349.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.52016 time 11355.4\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.30574 time 11361.\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 116 TS dt 4.99355 time 11366.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 117 TS dt 5.05425 time 11371.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.75443 time 11376.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.31281 time 11381.1\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 120 TS dt 3.89632 time 11385.4\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.46295 time 11388.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.05323 time 11391.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.6921 time 11394.5\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.61265 time 11396.8\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.61265 time 11398.4\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.83824 time 11400.\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpc6cr8hoa_petsc_ts.log'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.sol'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmp2kxkmwxm.pyomo.nl',)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.nl\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.75692 time 11401.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.22857 time 11403.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.54586 time 11405.2\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.77711 time 11407.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.98467 time 11410.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.18022 time 11413.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.45234 time 11416.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.7309 time 11420.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 11 TS dt 4.15349 time 11423.9\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.58333 time 11428.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 13 TS dt 5.07512 time 11432.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.58338 time 11437.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 15 TS dt 6.39501 time 11443.3\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 7.40589 time 11449.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.75925 time 11457.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 10.5575 time 11465.8\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 13.0647 time 11476.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 16.5577 time 11489.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.0088 time 11506.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 24.9675 time 11527.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.3419 time 11552.\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.9024 time 11579.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 25 TS dt 32.0455 time 11608.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.8504 time 11640.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 27 TS dt 38.1684 time 11675.1\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 28 TS dt 41.3077 time 11713.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.0383 time 11754.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 30 TS dt 50.7414 time 11800.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 31 TS dt 56.0326 time 11851.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.757 time 11907.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 65.4299 time 11968.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 70.2792 time 12033.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 76.165 time 12103.9\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 82.9977 time 12180.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 37 TS dt 90.9439 time 12263.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 38 TS dt 100.418 time 12354.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 39 TS dt 111.024 time 12454.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 40 TS dt 121.781 time 12565.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 41 TS dt 131.746 time 12687.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 42 TS dt 139.683 time 12818.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 43 TS dt 144.027 time 12958.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 44 TS dt 146.548 time 13102.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 45 TS dt 144.579 time 13249.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 46 TS dt 149.842 time 13393.8\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 47 TS dt 154.839 time 13543.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 157.477 time 13698.5\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 163.75 time 13855.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 180.28 time 14019.7\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 194.619 time 14200.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 213.113 time 14394.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 53 TS dt 231.685 time 14607.7\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 54 TS dt 253.829 time 14839.4\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 55 TS dt 278.328 time 15093.2\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 56 TS dt 307.256 time 15371.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 57 TS dt 341.199 time 15678.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 58 TS dt 383.534 time 16020.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 59 TS dt 434.226 time 16403.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 60 TS dt 510.361 time 16837.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 61 TS dt 605.445 time 17348.1\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 62 TS dt 733.317 time 17953.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 63 TS dt 899.413 time 18686.9\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 1110.73 time 19586.3\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 751.493 time 20697.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 751.493 time 21448.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 1598.02 time 22200.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n"
+          ]
+        }
+      ],
+      "source": [
+        "idaeslog.solver_log.tee = True\n",
+        "results = petsc.petsc_dae_by_time_element(\n",
+        "    m,\n",
+        "    time=m.fs.time,\n",
+        "    keepfiles=True,\n",
+        "    symbolic_solver_labels=True,\n",
+        "    ts_options={\n",
+        "        \"--ts_type\": \"beuler\",\n",
+        "        \"--ts_dt\": 0.1,\n",
+        "        \"--ts_rtol\": 1e-3,\n",
+        "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
+        "        # \"--ksp_monitor\":\"\",\n",
+        "        \"--ts_adapt_dt_min\": 1e-3,\n",
+        "        \"--ts_adapt_dt_max\": 3600,\n",
+        "        \"--snes_type\": \"newtontr\",\n",
+        "        # \"--ts_max_reject\": 200,\n",
+        "        # \"--snes_monitor\":\"\",\n",
+        "        \"--ts_monitor\": \"\",\n",
+        "        \"--ts_save_trajectory\": 1,\n",
+        "        \"--ts_trajectory_type\": \"visualization\",\n",
+        "        \"--ts_max_snes_failures\": 25,\n",
+        "        # \"--show_cl\":\"\",\n",
+        "        \"-snes_max_it\": 50,\n",
+        "        \"-snes_rtol\": 0,\n",
+        "        \"-snes_stol\": 0,\n",
+        "        \"-snes_atol\": 1e-6,\n",
+        "    },\n",
+        "    skip_initial=False,\n",
+        "    initial_solver=\"ipopt\",\n",
+        "    initial_solver_options={\n",
+        "        \"constr_viol_tol\": 1e-8,\n",
+        "        \"nlp_scaling_method\": \"user-scaling\",\n",
+        "        \"linear_solver\": \"ma57\",\n",
+        "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
+        "        \"max_iter\": 300,\n",
+        "        \"tol\": 1e-8,\n",
+        "        \"halt_on_ampl_error\": \"no\",\n",
+        "    },\n",
+        ")\n",
+        "for result in results.results:\n",
+        "    pyo.assert_optimal_termination(result)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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t6f5kACRVGkdHRywtLcnOzubff/+ldevWBfbJ/9VT2iak4uT/Ku7cuTPLli0r9fMjIiI4evQoXbt25fLly3z//fcsXbqUCRMmmOyX/yu5uCG+5SE9PZ3NmzejVCrZvHlzgV/Z6enpxMfHl9v58t+L4oafF5aW/7o7OjpW+gzearWarl278uOPP7J792527NiBSqWie/fuwJ2anh07dmBtbY0QguDg4AKB3Lp16wD49ttvCy2vp0+fruArub+6deui1WrJzMxk8eLFRQaTlS05OZnk5ORCa4Hyy0uDBg2M2/LLy4ABA5g0aVK55iX/fZwzZw5jx44tkP5f3sf8YPjWrVuFpufXDJfWf/3cku5PzgMkVRq1Wk2XLl0AivxC/OyzzwCMX1T58j9k8tvsS6NPnz4A/PDDDwWaku7n66+/ZsWKFTg7O/PNN9+wbt06LC0tmTx5coE5i3r37g0Y2u4rcn6YlJQUdDodderUKfTL5csvvyzXX7KPPPIICoWC6OhoYmNjC6SfPHmyQPMXYKwtOXnypLGPRWXKD3K2bNnCr7/+Svv27Y2vl5ubG76+vuzcuZPt27eb7H+3xMREANzd3Qukbdu2jRs3blRQ7k3l1+wVVv5VKpWxZiv/i76q+OKLLwpsy8nJ4dtvvwUwmU8n///0u+++K/eamOLex4SEBGMZuFdJPnfyfyDExMQUSIuPjy90rqSS+C+fW1LJyABIqlQTJ04EYPny5ezcudMkbfXq1fzwww9oNBpefvllk7T8X4pl+SJt27YtgwcP5tKlSwwaNKjQ2or09HTWrl1r0m/p1KlTjB07FqVSydq1a3FxccHf35933nmHnJwchg4dajLhoJ+fHwMGDCAzM5MBAwZw8eJFk3Pk5eXxww8/lDr/93J2dsbe3p7k5OQCXzC///47U6ZM+c/nuJuHhwf9+/dHr9fz/PPPm/zSTUlJ4fnnny/0C0uj0TBjxgyEEISGhhbaX0mn07Fr1y5+//33cs0z3AloPv/8c1JTU41Bwt3pN27c4JtvvjHZ/275ndDvncDy1KlTPPfcc+We56Lcr/zPmDEDCwsLJk+ezJo1awptdjl+/Djff/99hebzXrNnz+b48ePGx3q9ntdff53Lly/TsGFDBg8ebEwbMGAAAQEBHDp0iFGjRhXaryUpKYmPP/641D+E8t/HTz75hJycHOP2lJQURo4cSUpKSqHPy3/dT548WeSx88vNggULTD4Prl+/ztNPP01aWlqp8pqvrJ9bUimYZeyZVG2V90SIXbp0EcOHDxf+/v4CCk6EmO/YsWNCqVQKpVIpQkJCxKhRo8To0aPFpk2bSpTv1NRU4xB8CwsLERAQIIYOHSqGDBkiAgIChIWFhQCMw7wzMjKMc6cUdg2PP/64AERoaKjJ9sTEROOkghYWFqJbt25i+PDhIigoqNiJEIt6PYsahps/BwggOnToIJ544gnRuXNnoVAoxFNPPVXk0NyyDtm9cuWK8PDwENyefG3QoEEiNDRUODg4iGbNmonHHnuswLDmfJMnTzbmtUWLFmLAgAFi2LBholu3bsLOzk4AYvny5SbPyd//v8ofhg+mExwKIcSmTZuMac2aNSv0+Rs2bDAO8W/VqpUYNmyYCAoKEhqNRgQFBYlOnToJQOzevdvkeeU9DH7SpEnGeXWGDh0qRo8eLUaPHm0y2eW6deuEtbW1AESDBg1Ez549xYgRI0SfPn1EgwYNBCDCwsJMjpv/f3pv/vPdr7wU9j7lD4Nv1KiRCA0NFRqNRvTo0UMMGzbMOJmmjY2N2Lt3b4HjXblyxTgJo42NjejUqZMYNmyYGDRokPDz8xMqlUoAIjMz0/ickrym//77r7Gs1a9fXwwePFg89thjwtbWVri6uopnnnmm0P/17OxsYxlq27atePrpp8Xo0aNNJkBNSkoyvk5OTk5iwIABIiQkRNja2opWrVoVOUloSab2KO3nllQ6MgCSSqU8AiAhDHN+9O3bVzg6Ogq1Wi1cXFzEkCFDxMGDB4s85saNG0Xnzp1F7dq1jV9KRR2/MDqdTnz11Veib9++wtnZWWg0GuHo6ChatmwpRo0aJTZu3GicBG/06NECEEFBQYVOUJacnGyc1fbeuU6ys7PF8uXLxSOPPCLs7OyEhYWFaNCggejRo4f48MMPTfYtawAkhBCRkZGiU6dOws7OTtSqVUu0b99efPTRR0Kv15d7ACSEEAkJCeLFF18UDRo0EBYWFqJhw4bixRdfFDdv3hRBQUECENu2bSv0uFFRUWLEiBHC3d1dWFpaitq1awsvLy8xcOBA8X//938FJqgrrwAof+6feyc4FEKIlJQUoVarBSCef/75Io/x22+/ieDgYFG3bl1hbW0tWrZsKebMmSOys7OLDCDKOwDKzMwUr732mmjatKnxS6+w9/HcuXPilVdeES1bthQ2NjbCyspKuLu7i27duon58+eLM2fOmOxfkQGQu7u7yM3NFXPmzBE+Pj7C0tJSODg4iMGDB4sTJ04Uea1ZWVni448/Ft27dzd+Pjg5OQk/Pz/x4osvFihjJX1Nz507J0aMGCEaNWokLC0thbu7u3juuedEfHy8mDFjRpGfJ3///bd47LHHRL169YRSqRSA6Nq1q8k+ly9fFk8//bRwcnISFhYWwtPTU0yePFncunXrvvMA3e+ztDSfW1LpKIQw4/AFSZKqveTkZBo3bkxKSgrXrl2rMp1wJfM4f/48np6euLu733fdNkkyJ9kHSJKkEjl06FCBbdevX2fkyJEkJSXx6KOPyuBHkqRqQw6DlySpRDp06ECDBg3w9fXF0dGRK1eu8Oeff5KWlkajRo3kUF1JkqoVGQBJklQi//vf/9i5cyfHjh0jKSkJCwsLmjRpwqOPPsqrr76Ko6OjubMoSZJUYlWuCezWrVtERETg7u6OVqulU6dOHD582JgeHh6OQqEwueXPv5IvMTGRESNGGOdJGT16dJmHIkqSZDB79mz279/PtWvXyMnJIS0tjWPHjjFnzhwZ/EhGHh4eCCFk/x+pyqtyNUBjxozh+PHjfPHFF7i5ufHll18SEhLCyZMnjRNO9e7dm1WrVhmfc+/U7iNGjODq1ats376d3NxcRo0axdixY/nqq68q9VokSZIkSaqaqtQosMzMTGrXrs2mTZvo16+fcXu7du3o06cPb7/9NuHh4SQnJxMZGVnoMWJiYmjevDmHDx+mffv2gGGV7r59+3L58mXc3Nwq41IkSZIkSarCqlQNUF5eHjqdDisrK5PtWq3WZBbZPXv24OTkhL29PUFBQbz99tvGKvgDBw5gZ2dnDH7AMFOnUqnk4MGDhIaGFnru7Oxsk1WN9Xo9iYmJODo63ncla0mSJEmSqgYhBLdu3cLNza3YhXyrVABUu3ZtOnbsyOzZs/H19cXZ2Zmvv/6aAwcO0LRpU8DQ/DVo0CA8PT05e/Ysb775Jn369OHAgQOoVCri4+NxcnIyOa5arcbBwaHYBSLnzZvHW2+9VaHXJ0mSJElS5bh06ZLJgrv3qlIBEBgWz3vmmWeoX78+KpUKf39/nnjiCaKjowEYNmyYcd9WrVrRunVrmjRpwp49ewgODi7zeadMmcKrr75qfJySkkKjRo24dOkSderUKfsF1UB5eXnGdb6Cg4NRq9UlSpOkypCXl8fSL75n2e6zuPq0Z/drwViolaUqm2nZeXy29xyrD5wnJ8+w7la7RvaM69aYjo1lrbEkmVNqaioNGzakdu3axe5X5b59mjRpwq+//kp6ejqpqam4uroSFhZG48aNC92/cePG1K1blzNnzhAcHIyLiwsJCQkm++Tl5ZGYmIiLi0uR57W0tCzQmRqgTp06MgAqpfT0dIYOHQpAWloaNjY2JUqTpMqQnp7OWxHPAmDdeD1/xmfTo7lzicpmnk7Puj8us2R7LDfSskFlxcNNHHi1pxcPN5Yj4SSpKrnfD5EqFwDls7GxwcbGhqSkJLZt28bChQsL3e/y5cvcvHkTV1dXADp27EhycjLR0dG0a9cOgF27dqHX6+nQoUOl5V+SpOph45+X6dHcudh9hBDsib3OvM0xxF4zTKnhWdeGN/r40LO5s6zxkaRqqMoFQNu2bUMIgbe3N2fOnGHy5Mn4+PgwatQo0tLSeOuttxg8eDAuLi6cPXuW1157jaZNm9KrVy8AfH196d27N88++ywff/wxubm5jB8/nmHDhskRYJIkFbAjJoGUzNwiPwxjrqYyd3MMe0/fAMDOWsPLwc0Y0cEdC3WVm0pNkqQSqnIBUEpKClOmTOHy5cs4ODgwePBg5syZg0ajIS8vj7/++os1a9aQnJyMm5sbPXv2ZPbs2SbNV2vXrmX8+PEEBwejVCoZPHgwS5cuNeNVSZJUFTVzsuFsso7Nf1/lsRamTVjXUrNY8kss66IvIQRYqJSEd/bgxW5NsbXWmCnHkiSVlyo1D1BVkpqaiq2tLSkpKbIPUCmlp6dTq1YtoPA+QEWlSVJluLsMvrv5L9779SKt6tvyVbgfdeoYOk3O/+FPVh+KJzNXB0C/1q683suHRo7WZsu3VDl0Oh25ubnmzoZUDI1Gg0qlKjK9pN/fVa4GSJIkqbIMaOvGpweu8PeVFBb/8o9x+4e7z6K0sMK/kR1T+zWnnbu9GXMpVQYhBPHx8SQnJ5s7K1IJ2NnZ4eLi8p/638kASJKkGsupthVT+zXnzY1/syrqgnF7Awcrpj7mT99W/+0DVqo+8oMfJycnrK2t5fteRQkhyMjIMI72zh8AVRYyAJLKnYWFBcuWLTPeL2maJFWGe8vg8A6NUClh5W9nqPN4BH4N7fh4YjC1tFb3OZL0oNDpdMbgRy7sW/VptVoAEhIScHJyKrY5rDiyD1ARZB8gSZKkmiErK4tz587h4eFh/HKVqrbMzEzOnz+Pp6dngeWzSvr9LcdwSpIkSRL3nzhPqjrK472STWBSudPpdOzduxeARx55xKR6srg0SaoMRZVBWTYlqWaRAZBU7rKysujevTtQcKh7cWmSVBmKKoOybEpSQR4eHkRERBAREWHurJQ72QQmSZIkSdVUeHg4CoWC+fPnm2yPjIysMk16c+bMoVOnTlhbW2NnZ2fu7BjJAEiSJEmSqjErKysWLFhAUlKSubNSqJycHIYMGcLzzz9v7qyYkAGQJEmSJFVjISEhuLi4MG/evGL327BhAy1atMDS0hIPDw/eeecdk/SEhAT69++PVqvF09OTtWvXFjhGcnIyY8aMoV69etSpU4egoCCOHTtW7HnfeustXnnlFVq1alX6i6tAsg+QJEmSJN1DCGFcCqWyaTWqUjVfqVQq5s6dy/Dhw5kwYQINGjQosE90dDRDhw5l5syZhIWFsX//fl544QUcHR0JDw8HDM1pcXFx7N69G41Gw4QJE4wTDuYbMmQIWq2WLVu2YGtry4oVKwgODiY2NhYHB4f/dN2VTQZAkiRJknSPzFwdzadvM8u5T87qhbVF6b6eQ0ND8fPzY8aMGaxcubJA+pIlSwgODmbatGkAeHl5cfLkSRYtWkR4eDixsbFs2bKFQ4cOERAQAMDKlSvx9fU1HmPfvn0cOnSIhIQE4wLkixcvJjIykvXr1zN27NiyXrJZyCYwSZIkSXoALFiwgDVr1hATE1MgLSYmhs6dO5ts69y5M6dPn0an0xETE4NaraZdu3bGdB8fH5NOy8eOHSMtLQ1HR0dq1aplvJ07d46zZ89W2HVVFFkDJJU7jUbDwoULjfdLmiZJlaGoMijLpnQ3rUbFyVm9zHbusggMDKRXr15MmTLF2KxVntLS0nB1dWXPnj0F0qrS6K6SkgGQVO4sLCyYPHlyqdMkqTIUVQZl2ZTuplAoSt0MVRXMnz8fPz8/vL29Tbb7+voSFRVlsi0qKgovLy9UKhU+Pj7k5eURHR1tbAI7deoUycnJxv39/f2Jj49HrVbj4eFR0ZdS4WQTmCRJkiQ9IFq1asWIESNYunSpyfaJEyeyc+dOZs+eTWxsLGvWrGHZsmVMmjQJAG9vb3r37s24ceM4ePAg0dHRjBkzxmRttJCQEDp27MjAgQP55ZdfOH/+PPv372fq1Kn88ccfRebp4sWLHD16lIsXL6LT6Th69ChHjx4lLS2tYl6EEpIBkFTudDodhw8f5vDhw+h0uhKnSVJlKKoMyrIpPShmzZqFXq832ebv78+6dev45ptvaNmyJdOnT2fWrFkmTWWrVq3Czc2Nrl27MmjQIMaOHYuTk5MxXaFQsHnzZgIDAxk1ahReXl4MGzaMCxcu4OzsXGR+pk+fTtu2bZkxYwZpaWm0bduWtm3bFhs0VQa5GnwR5GrwZZeenk6tWrWAgksKFJcmSZWhqDIoy2bNlb8afGEri0tVU3HvmVwNXpIkSZIkqQgyAJIkSZIkqcaRAZAkSZIkSTWODIAkSZIkSapxZAAkSZIkSVKNIwMgSZIkSZJqnOo3zaVU5Wk0GmbMmGG8X9I0SaoMRZVBWTYlqWaR8wAVQc4DJEmSVDPIeYCqHzkPkCRJkiRJUhnIAEgqd3q9nhMnTnDixIkC07EXlyZJlaGoMijLpiQV5OHhwXvvvWfubFQIGQBJ5S4zM5OWLVvSsmVLMjMzS5wmSZWhqDIoy6ZUHYWHh6NQKJg/f77J9sjISBQKhZlydcf58+cZPXo0np6eaLVamjRpwowZM8jJyTF31mQAJEmSJEnVmZWVFQsWLCApKcncWSngn3/+Qa/Xs2LFCk6cOMG7777Lxx9/zJtvvmnurMkASJIkSZKqs5CQEFxcXJg3b16x+23YsIEWLVpgaWmJh4cH77zzjkl6QkIC/fv3R6vV4unpydq1awscIzk5mTFjxlCvXj3q1KlDUFAQx44dK/KcvXv3ZtWqVfTs2ZPGjRvz2GOPMWnSJL7//vuyXWw5ksPgJUmSJOleQkBuhnnOrbGGUjRfqVQq5s6dy/Dhw5kwYQINGjQosE90dDRDhw5l5syZhIWFsX//fl544QUcHR0JDw8HDM1pcXFx7N69G41Gw4QJE0hISDA5zpAhQ9BqtWzZsgVbW1tWrFhBcHAwsbGxODg4lCi/KSkpJd63IskASJIkSZLulZsBc93Mc+4348DCplRPCQ0Nxc/PjxkzZrBy5coC6UuWLCE4OJhp06YB4OXlxcmTJ1m0aBHh4eHExsayZcsWDh06REBAAAArV67E19fXeIx9+/Zx6NAhEhISsLS0BGDx4sVERkayfv16xo4de998njlzhg8++IDFixeX6voqgmwCkyRJkqQHwIIFC1izZg0xMTEF0mJiYujcubPJts6dO3P69Gl0Oh0xMTGo1WratWtnTPfx8cHOzs74+NixY6SlpeHo6EitWrWMt3PnznH27Nn75u/KlSv07t2bIUOG8Oyzz5b9QsuJrAGSJEmSpHtprA01MeY6dxkEBgbSq1cvpkyZYmzWKk9paWm4urqyZ8+eAml3B0qFiYuLo3v37nTq1IlPPvmk3PNWFjIAksqdRqNh0qRJxvslTZOkylBUGZRlUzKhUJS6GaoqmD9/Pn5+fnh7e5ts9/X1JSoqymRbVFQUXl5eqFQqfHx8yMvLIzo62tgEdurUKZKTk437+/v7Ex8fj1qtxsPDo8R5unLlCt27d6ddu3asWrUKpbJqND7JpTCKIJfCkCRJqhmq81IY4eHhJCcnExkZadz29NNP891335GVlUX+V/yRI0cICAgwdoI+cOAAzz//PB999JGxtqhPnz5cu3aN5cuXo1ariYiIIDo6mrlz5xIREYEQgsDAQG7dusXChQvx8vIiLi6On3/+mdDQUNq3b18gf1euXKFbt264u7uzZs0aVCqVMc3FxaXM1y2XwpAkSZIkycSsWbMKzGbu7+/PunXr+Oabb2jZsiXTp09n1qxZJk1lq1atws3Nja5duzJo0CDGjh2Lk5OTMV2hULB582YCAwMZNWoUXl5eDBs2jAsXLuDs7FxoXrZv386ZM2fYuXMnDRo0wNXV1XgzN1kDVARZA1R2er2eixcvAtCoUSOT6s7i0iSpMhRVBmXZrLmqcw1QTVUeNUCyD5BU7jIzM/H09AQMneZsbGxKlCZJlaGoMijLpiTVLPInjiRJkiRJNY4MgCRJkiRJqnFkACRJkiRJUo0jAyBJkiRJkmocGQBJkiRJklTjyABIkiRJkqQaRw6Dl8qdWq3mhRdeMN4vaZoklTtdHqRfh7R4SEuAtGuoE6/wQr+2YO9hUgZl2ZSkmkVOhFgEORGiJFVRQkB2Kty6Bmn5twSTIMeYlnETKOIjztIWXjwIdcw/I61kXnIixOpHToQoSdKDIy8H0hPuCmiuFR3k5GWV/LgKFdRyun1zNtwuH4br/8DuOTBgWcVdkyRVcx4eHkRERBAREWHurJQ7GQBJ5U4IwY0bNwCoW7cuCoWiRGnSA0gIyEq+K5DJD2IKCXIyE0t3bEvbO0FN7duBzd1BTv7N2hHuWtZCCMGNY9th7WDq/rkWReeXoW4zWTalaik8PJw1a9Ywb9483njjDeP2yMhIQkNDqQqNPI899hhHjx4lISEBe3t7QkJCWLBgAW5ubmbNlwyApHKXkZFhXEDv3iUFikuTqhFjYBMPt64W8fd2oKPLKflxleoiApn8QMfFcN/GCSysy5T1jIwMnNr2AiBtSm1sds+BIatl2ZSqLSsrKxYsWMC4ceOwt7c3d3YK6N69O2+++Saurq5cuXKFSZMm8fjjj7N//36z5ksGQJIkmcpOuyuQuVp0gFOaZigru8IDmXtra7T2JrU1FU8BJzZCp5fAzqcSzytJ5SckJIQzZ84wb948Fi5cWOR+GzZsYPr06Zw5cwZXV1deeuklJk6caExPSEhg9OjR7NixAxcXF95+++0Cx0hOTmbSpEls2rSJ7Oxs2rdvz7vvvkubNm2KPO8rr7xivO/u7s4bb7zBwIEDyc3NRaPRlPGq/zsZAElSTaHLhdQ4w624WpucWyU/ptYearsaApp7/9ZyMTRN2TiBpop2LG31OJxaD9v+B0O/M3dupCpECEFmXqZZzq1Va0vVBKtSqZg7dy7Dhw9nwoQJNGjQoMA+0dHRDB06lJkzZxIWFsb+/ft54YUXcHR0JDw8HDA0p8XFxbF79240Gg0TJkwgISHB5DhDhgxBq9WyZcsWbG1tWbFiBcHBwcTGxuLg4HDfvCYmJrJ27Vo6depk1uAHZAAkSQ8Gvc4QvKRegZTLhr+pcXfup1wxNEcVNSLqXpZ1bgczhQQ2xgDHGTTaCr2sCtf1dTj7E1zcDzE/mTs3UhWSmZdJh686mOXcB4cfxFpTuibe0NBQ/Pz8mDFjBitXriyQvmTJEoKDg5k2bRoAXl5enDx5kkWLFhEeHk5sbCxbtmzh0KFDBAQEALBy5Up8fX2Nx9i3bx+HDh0iISEBS0tLABYvXkxkZCTr169n7NixRebv9ddfZ9myZWRkZPDwww/z00/m/3+TAZAkVQdZqZB8AZIuQMql24FN3J3g5tZVELr7H0dlAXXcoLZb8cGNZa2Kv6aqwLY+dJoAvy2EbW/cf39JqsIWLFhAUFAQkyZNKpAWExPDgAEDTLZ17tyZ9957D51OR0xMDGq1mnbt2hnTfXx8sLOzMz4+duwYaWlpODo6mhwnMzOTs2fPFpu3yZMnM3r0aC5cuMBbb73F008/zU8//WTWwQYyAJKkqiAvxxDYJJ2/E+jcfb8kI6SUakNgY1vfEOTUqQ+2DW7/rQ91GoBNXZCjm0wFToJTW+DSX+bOiVSFaNVaDg4/aLZzl0VgYCC9evViypQpxmat8pSWloarqyt79uwpkHZ3oFSYunXrUrduXby8vPD19aVhw4b8/vvvdOzYsdzzWVIyAJKkyqLXQ+pluBELN07f+Zt4zlCTc7/mKa0D2HuAXUNDMGNb3zTIqeUESlVlXMmDRW0JYZ/Dx72A2/2frsVA4/ZmzZZkXgqFotTNUFXB/Pnz8fPzw9vb22S7r68vUVFRJtuioqLw8vJCpVLh4+NDXl4e0dHRxiawU6dOkZycbNzf39+f+Ph41Go1Hh4eZc6jXq8HIDs7u8zHKA8yAJLKnVqtZuTIkcb7JU17YOh1kPgvxP8F12PhZn6wcwaK61Sp1hoCHHt3sHM3/LX3uHPfsnZlXcEDrdAy6NAY9dPfMzIyEHLSUX/RHx6dB/4jZY2ZVK20atWKESNGsHTpUpPtEydOJCAggNmzZxMWFsaBAwdYtmwZH330EQDe3t707t2bcePGsXz5ctRqNREREWi1d2qjQkJC6NixIwMHDmThwoV4eXkRFxfHzz//TGhoKO3bF/zRcPDgQQ4fPkyXLl2wt7fn7NmzTJs2jSZNmpi19gfkUhhFkkthSCWSmwkJJyH+b7j6l+HvtROQm174/koNODaBus2grpfh5tDYEOjY1JNftuaWfhPWj4JzvxoeewZC38VQz7v450nVWnVeCiM8PJzk5GQiIyON286fP4+3tzc5OTkmEyHmD4M/ffq0cRj83f2F4uPjGTNmDDt27MDZ2Zm3336badOmmcwEfevWLaZOncqGDRu4fv06Li4uBAYGMm/ePBo2bFggf3///Tcvv/wyx44dIz09HVdXV3r37s3//vc/6tevX+brLo+lMGQAVAQZAEkFCGHok3PpEFw6aLhdO1l452O1Fpybg5PvnUCnrpehNkf1gNZ8PSj0Ovh9Oex621Bjp1CC33Do8qoheJUeONU5AKqp5FpgUpUkhCAjIwMAa2vrAkthFJVW5QhhqN35dw9cPGAIfNKuFdzP2hFcWoNra8Nfl1bg2FT2x6miiiqDJts7vojCpy/8Mg3++Qn+/BL+XAvefaDdKGjSHVTmncNEkqT/RgZAUrnLyMigVi3DMOrClsIoKq1KSLkC/+42BD3/7oH066bpSg24+UHDDtDwIajf3jDiqioHcpKJospgge0OjWHYWkPgu/cdiN0KpzYbbloHaD4Amj8GjTpW//mQJKkGkgGQVLMJYei3c2oz/POzoePy3TTW4N4ZPLpAo4fB1a/qzmosVYyGD8Hwbw0j9g59Cie+NwTG0asMN7WVoWy4d4H6/lC/HWjtzJ1rSZLuo8oFQLdu3WLatGls3LiRhIQE2rZty/vvv28clieEYMaMGXz66ackJyfTuXNnli9fTrNmzYzHSExM5KWXXuLHH39EqVQyePBg3n//feOvO0ki/jj89S2ciISUi3clKAxfYE26Q+Nu0CDAMExakuo2g74LoddcOP8bHP8ezuwwTEKZX2OYz7EpOLc09AFz8gWn5oaO7rLZTJKqjCoXAI0ZM4bjx4/zxRdf4ObmxpdffklISAgnT56kfv36LFy4kKVLl7JmzRo8PT2ZNm0avXr14uTJk8aOUCNGjODq1ats376d3NxcRo0axdixY/nqq6/MfHWSWd2Kh6Nfwd/fGfr25FNroUkQ+PQFr96GyQIlqSgqtaG8NAky1CDeiDUEP5cOwZU/DBNY3jxjuJ2MvPM8hQrsGhlG/Tk0BgfPO/ft3GXNoiRVsio1CiwzM5PatWuzadMm+vXrZ9zerl07+vTpw+zZs3Fzc2PixInGoXspKSk4OzuzevVqhg0bRkxMDM2bN+fw4cPGOQm2bt1K3759uXz5Mm5ubiXKixwFVnbp6elF9vMpLq1CCAEX9sPhTyHmR9DnGbarLMCrF7QaCs16yD4cNUhRZbDcymb6Tbj6JyTE3Lld/wdyM4p5ksIwmaW9x52bg+ed+9aOsp9ZBZKjwKqfB24UWF5eHjqdrsDFaLVa9u3bx7lz54iPjyckJMSYZmtrS4cOHThw4ADDhg3jwIED2NnZmUzIFBISglKp5ODBg4SGhhZ67uzsbJNZKVNTU8v56qRKpcuD4+sh6n3T2p6GHaDtk+D7mOynIVUMG0doGmK45dPrIS3eMOt34r/33M5Bzi3DLOGpl+HCvoLHtKh9Z5JMk+DIE2wbgtqiki5Okh4cVSoAql27Nh07dmT27Nn4+vri7OzM119/zYEDB2jatCnx8fEAODs7mzzP2dnZmBYfH4+Tk5NJulqtxsHBwbhPYebNm8dbb71VzlckVbq8HDj2Fex719AUAYaOzK2GwEPPGoaoS1JlUypvr8/mBh6dTdOEgPQbhjmmEs8Zym3SeUi6fT81zhAgXfvbcLuXQmlYGiU/ODIGSJ6GfktyBnFJKlSVCoAAvvjiC5555hnq16+PSqXC39+fJ554gujo6Ao975QpU3j11VeNj1NTUwud1VK6P5VKxeOPP268X9K0/0Svh7++gV1zDL+iwdBs0HE8tH9G1vZIRkWVwQorm/ejUECteoZbg0LWH8vNguSLdwVG5+8ER0nnDU1rKRcNt/N7Cz6/tquhU3bdZuDY7Pbfpob+SHKuKqkGq3IBUJMmTfj1119JT08nNTUVV1dXwsLCaNy4MS4uLgBcu3YNV1dX43OuXbuGn58fAC4uLiQkJJgcMy8vj8TEROPzC2NpaYmlpRztUx6srKz47rvvSp1WZv/ugV/+ZxjODlDLBTq/DO1GgkUVm2dIMruiymCFlM3yoLGCel6G272EgLSEgsFR4jlIPGsYrn/rquF2b3CksjTMbJ0fHNX1Bicfw4zlsk+cdJuHh4fJUhgPkioXAOWzsbHBxsaGpKQktm3bxsKFC/H09MTFxYWdO3caA57U1FQOHjzI888/D0DHjh1JTk4mOjqadu3aAbBr1y70ej0dOnQw1+VIFSH1Kmx9HU5uMjy2tIXAifDQODmiRqoZFAqo7Wy4NSrk8y0z2TAa7cbp24vynr49Qu0s6LIN/ePu7iMHhiY1ew+o52O4Ofka1kKTgVGVFB4ezpo1a5g3bx5vvPGGcXtkZCShoaFUoXFOZGdn06FDB44dO8aff/5p/B43lyoXAG3btg0hBN7e3pw5c4bJkyfj4+PDqFGjUCgURERE8Pbbb9OsWTPjMHg3NzcGDhwIgK+vL7179+bZZ5/l448/Jjc3l/HjxzNs2LASjwCTqji9Dv74DHa8ZegboVBBwBjo+rqhA6okSQZaO0Oz2r1Na3odpFyCG2duB0axcP2UYcRaZuKdDtqnNt95jjEwuh0QOfkaAqS6XvIHh5lZWVmxYMECxo0bh729vbmzU6TXXnsNNzc3jh07Zu6sAFUwAEpJSWHKlClcvnwZBwcHBg8ezJw5c9BoDBOIvfbaa6SnpzN27FiSk5Pp0qULW7duNRk5tnbtWsaPH09wcLBxIsSlS5ea65JqnAodBn/jNGx8zjDfChiWouj/nuzcLJVYhQ+Drw6UqjsdppvdNVpNCEOzWUKMISC6HgMJ/xj+ZibdFRj9fOc5CtXtiR9bGBYAdm5puG/bUA7dryQhISGcOXOGefPmsXDhwiL3y18N/syZM8bV4CdOnGhMT0hIYPTo0ezYsQMXFxfefvvtAsdITk5m0qRJbNq0iezsbNq3b8+7775LmzZtis3jli1b+OWXX9iwYQNbtmwp+8WWoyoXAA0dOpShQ4cWma5QKJg1axazZs0qch8HBwc56eGDRgg48jlsfcPQ6dOyDgRPN3Rwlh05Jal8KBRQy8lwa9z1zvb8vkbX/zHc8uc2SoiBrGS4ccpwO/H9nedY1jHMgO3c4s7NqTlYVY951YQQiMxMs5xbodWWaqFolUrF3LlzGT58OBMmTKBBgwYF9omOjmbo0KHMnDmTsLAw9u/fzwsvvICjoyPh4eGAoTktLi6O3bt3o9FomDBhQoE+tUOGDEGr1bJlyxZsbW1ZsWIFwcHBxMbG4uDgUGj+rl27xrPPPktkZCTW1tYlfyEqWJULgCSpgMwk+OElw0SGAJ6BELrCMKRYkqSKd3dfo3sDo1tX4dpJuHYcrp0w9Cm6fgqyU+HS74bb3ewagdNdQZFzS8Ns2Kqq9XUkMjM55d/OLOf2PhKNopSBQmhoKH5+fsyYMYOVK1cWSF+yZAnBwcFMmzYNAC8vL06ePMmiRYsIDw8nNjaWLVu2cOjQIePSUytXrsTX19d4jH379nHo0CESEhKMg4YWL15MZGQk69evZ+zYsQXOK4QgPDyc5557jvbt23P+/PlSXVdFqlolTpLudT0Wvg4zVLsr1YZan44vGeZVkSTJvBSKO/Mb3d2Ulpdj6Ft0b2CUesUwpD/5IsTe1QyisjSMQHNueVetUUvD1ABSiS1YsICgoCDjSgl3i4mJYcCAASbbOnfuzHvvvYdOpyMmJga1Wm0cPATg4+ODnZ2d8fGxY8dIS0vD0dG0r2VmZiZnz54tNE8ffPABt27dYsqUKf/hyiqGDICkquvMTvhuFGSngG0jGLrGsNq2JElVm9riTg0PQ+5sz0g0BELXTty5JZw0NGtfPWa43c2m3u2msxZ3+hjV86mU0WgKrRbvIxU7/1xx5y6LwMBAevXqxZQpU4zNWuUpLS0NV1dX9uzZUyDt7kDpbrt27eLAgQMFpplp3749I0aMYM2aNeWez5KSAZBUNUWvhp9eAaGHhg9D2Jfy16AkVXfWDuDRxXDLp9dD8nnToOjaCUOtb/p1wzxf/+65s79CCQ5NTPsVObcwLChbjjXDCoWi1M1QVcH8+fPx8/PD29vbZLuvry9RUVEm26KiovDy8kKlUuHj40NeXh7R0dHGJrBTp06RnJxs3N/f35/4+HjUajUeHh4lys/SpUtNOlPHxcXRq1cvvv32W7NPTSMDIKnqOfARbLtdXdpmuGGUl1pOUilJDySl0tAHyKEx+Pa/sz0n3dDROv64aa1RZqKhee3maTgZeWd/i1qGoflO+SPRmhvuWxfeMfdB1apVK0aMGFFg5PPEiRMJCAhg9uzZhIWFceDAAZYtW8ZHH30EgLe3N71792bcuHEsX74ctVpNREQE2rtqo0JCQujYsSMDBw5k4cKFeHl5ERcXx88//0xoaKjJGpz5GjVqZPI4f6RlkyZNCu2sXZlkACSVO5VKRd++fY33S5oGwN53YOftEX6dX4aQt+RQWqlcFVUG71s2pcplYQP12xlu+YSAtGumzWfXjhs6XeekweXDhtvdarvdHp6f35TW3DB30QP8o2rWrFl8++23Jtv8/f1Zt24d06dPZ/bs2bi6ujJr1iyTprJVq1YxZswYunbtirOzM2+//bax0zQYasU2b97M1KlTGTVqFNevX8fFxYXAwMACa3RWBwpRlaaJrEJSU1OxtbUlJSWFOnWqx7DNam//MvhlquF+tymGiQ1l8CNJ0v3o8gxLf1w7frvj9QlIOGHobF0YpdqwLtrtfkVZdVtzTu+CZ+OmWJWx/41UubKysjh37hyenp4m8wBCyb+/ZQ2QVDUc/epO8NP9f9B1snnzI0lS9aFSG2anrucNLQff2Z6VapirKCG/b9Ht4Cg7xTC54/UYOA7Uagid34HrOtBagVprqCFSa0FjaRilJn+MPXBkACSZ3z+bYdN4w/2O4yGw4BBOSZKkUrOqY1gj7e510oQwDMfPH6KfcBJSbgAKQA+5mYabCQWorQw3jdWd+2oLQ6dsqVqSAZBU7tLT03FycgIMU6vfuxSGSVryKVg/CoQO2jwBPWbLX1pShSqqfBZXbqUHiEIBtg0MN6+ehm1ZWfDvv2BfH9QC8rIMt9zbfxGQl2m4ZZkc7HZN0b3BkaUMjKoBGQBJFSIjI+P+abeuwTcjDB8wTXvAYx/ICQ6lSlFU+Syu3EoPOIXC0Nx1T38ShABdjmlAlH8T+jv376WyvKe2yNJwU8qv3apCvhOS+Xz/LNyKM4zIeHwlqDTmzpEkSZIpheJO8GJle2e7MTDKvl07lB8gZRtqtHXZhhsppsdTqg3BUf4x84MjlaX8AVjJZAAkmc/lw1DbDp74xvSDRZIkqaq7OzDirpFGQoA+957aomzDTZ8L+jzDLTe94DFVFrdrjixBlR8YWci+RhVEBkCSeT26BBybmDsXkiRJ5UOhuB3IWGASGAHodYZASHc7ILo7OBI6Q42SLgdybhU8bv4x1beDJJXFXTVHKtl3sgxkACRVrrycO/dbhEKrx82XF0mSpMqkVIGFNXDPEhtCGGqF8oMh3V2BkS7H0NfIGBwVclyF6k5AVCBA0sjaoyLIAEiqXIdW3Lnfa6758iFJklRVKBSGQEWlActapmn5wVF+fyNdtuGHZP5ffa6h9ih/lFphlJq7apDuuq+yMJyzhnbMrplXLVUopVJJ165djfeNbl1DGfU+Xd1VUNcLpU3NWqNHqhqKKp9FlltJMqe7gyOLQqZm0N/VdJZfY3R3oMTtPkn63ML7HcHtGqRCAiOVBR7eLYl4+WUiXnmlQi/THGQAJJU7rVbLnj17Cib8/iFaMtgzNRDG7JRt1pJZFFU+iyy3klSFhT8zmjVr1jBv3jzeeOMN4/bIyEhCQ0MReTl3AiRdDuhyb9cg3b4J3e0aJF3hw/l1OZAaZ5hB21hjpLkTlCnv+lvEDwcPDw8uXLhgsu3e/JqDDICkypGZBIdXGu4HTpbBjyRJUjmxsrJiwYIFjBs3Dnt7e9PE/ECFIib21OsMQdG9QVL+fQDEPY+LkF+TdG+AJPTMmvE/nh3zrGHZEoWS2rVr/9fL/s9kPa9UOf74zLBas1MLaNbL3LmRJEl6YISEhODi4sK8efOK3W/Dhg20aNECS0tLPDw8eOeddwwdszVWYFWHhHQ9/UeMQ+vmg2dAT9buOGqo9antYlg81s6dZL0NY95YSL3WIdTxfoSgoc9x7MRpwwnE7VqknFuQmQhp1yD1MujzqK3IxEV5ExdxDReuY5N+CW6eNSxYmxoHadcNP5SzbxmWItHlGfo/VSBZAySVu/T0dDw8PAA4f/48NtbWcPRrQ1qbZ/Bwdr6TJpcbkCpZgfJ511IYhW2XaiYhBHk5erOcW22hRFGKWnKVSsXcuXMZPnw4EyZMoEGDBgX2iY6OZujQocycOZOwsDD279/PCy+8gKOjI+Hh4QCEh4cTFxfH7t270Wg0TJgwgYSEBEMn6duds4cMCEOr1bJl6zZsbW1ZsWIFwU+8QOw/J3GwrW2oPdLn3v57u/O2QsH8D1cz+73/o1F9F4aH9uaVZ0egVt8vBFEYzp1/U6lvN7WpIe/2um0JJ8HWCWzq3Z6TqeRkACRViBs3btx5EPcn3DxtmPHUpx83bjxrvoxJEveUzxJsl2qevBw9n7z8q1nOPfb9rmgsVaV6TmhoKH5+fsyYMYOVK1cWSF+yZAnBwcFMmzYNAC8vL06ePMmiRYsIDw8nNjaWLVu2cOjQIQICAgBYuXIlvr6+xmPs27ePQ4cOkZCQgKWlIdhYvHgxkZGRrP8+krFjx4JGW+DcEyIm4u/vj4O9Pfuj9jFl6v+4mpLHknkzbwdLeXcmiMwPnIQOkw7c98oTkH4dfpkIaZcM2yxtoVY9UNoX3L8QMgCSKt5f6wx/vfsaVmeWJEmSyt2CBQsICgpi0qRJBdJiYmIYMGCAybbOnTvz3nvvodPpiImJQa1W065dO2O6j48PdnZ2xsfHjh0jLS0NR0dHk+NkZmZy9uzZIvP16quvGu+3btMGCyst48aNY96id4yBVAFCfzsgyg+Ock0fZ2WBKgVsnCAj3pCenXL7VrKmMxkASRVLlwfHNxjutw4zb14kSZJKSG2hZOz7Xc127rIIDAykV69eTJkyxdisVZ7S0tJwdXUtdLTk3YHS/XTo0IG8vDzOnz+Pt7d34TsplHfNqF2IrCxI1sOozWBpCVnJhn5E6dfh2nmY/+R98yEDIKlinf8N0hNA6wBNgyHrPqMIJEmSqgCFQlHqZqiqYP78+fj5+RUILHx9fYmKijLZFhUVhZeXFyqVCh8fH/Ly8oiOjjY2gZ06dYrk5GTj/v7+/sTHx6NWq4395cri6NGjKJVKnJycynwMEwoFaO0Nt3pe4NCqRE+TAZBUsY5/b/jbcvDtoZgyAJIkSaoorVq1YsSIESxdutRk+8SJEwkICGD27NmEhYVx4MABli1bxkcffQSAt7c3vXv3Zty4cSxfvhy1Wk1ERARa7Z0+PSEhIXTs2JGBAweycOFCvLy8iIuL4+effyY0NJT27dsXyM+BAwc4ePAg3bt3p3bt2hw4cIBXXnmFJ598suCQ/Uomh8FLFevUZsNf2fwlSZJUKWbNmoVebzqCzd/fn3Xr1vHNN9/QsmVLpk+fzqxZs0yaylatWoWbmxtdu3Zl0KBBjB071qSWRqFQsHnzZgIDAxk1ahReXl4MGzaMCxcu4Hx7dO+9LC0t+eabb+jatSstWrRgzpw5vPLKK3zyyScVcu2loRCiggfaV1OpqanY2tqSkpJCnTqy425pZGZmEhgYCJmJ/DbgOlrnJvDSEVAo7qQBv/32m8mvC0mqDEWVQVk2a66srCzOnTuHp6cnVlZW5s6OVALFvWcl/f4uUxPYv//+y65du4iKiuLy5cvcuHEDa2tr6tWrR6tWrejatSuBgYFYWBTReUl6oGm1Wg4fPgxfDoYzOwy1P7fntDCmSZKZFFUGZdmUpJqlxAGQEIJvvvmGjz/+mH379hm33euHH35g7ty52NvbEx4ezosvvoinp2f55ViqHm5dg7O7DPdbDTFvXiRJkiTpHiUKgLZu3cprr73G8ePHqVu3LqNHj6Zjx460b98eZ2dnHBwcyMzMJDExkVOnTnHw4EF++eUX3n33XZYtW8YLL7zAtGnTzN7hqUzi/4b022uWGGfmVBR8XFya8fG9aRTctzTHMXFXMFogML3nsUl6WdPuPcU9ace+Nszj0CAAHJsU/TxJkiRJMoMSBUB9+/alS5cu/PDDD/Tu3bvQ6atr165N7dq1cXd3p2fPnkybNo0LFy7w6aefsmzZMuzs7Jg+fXq5X0CFW9UHLOXCnaWRkSto/mEaACd/Hor13WkZGTRv3tyQdvIk1tbWhRxBkipOUWVQlk1JqllKFABt376d4ODgUh/c3d2dt99+m0mTJnHu3LlSP79KqOUMVqq7ajiE6X0oRRqFpBWyX4nTiqpJwjStwJoyRaWV8HjFnguEUs+FlFuGrPqazjwqhODChQvG+5JUWXL1uZxJOsPhi4cLLYOybEpSzVKiAKgswQ8YFhe0sbHBzs6Otm3blukYZvdSNMhRYKWTng4zDAvn5S+gJ0mVSQjB1fSrHE04yt83/ub4jePEJMaQrctGn31nePDey3vp7d3bjDmVJMlcStwJetOmTQXWESlOeno6ffr04bfffitTxiRJkkpKp9dxJvkMfyb8yZFrRziScIRrGdcK7Ffbojbe9t6c5CQA06Km4ePig4etRyXnWJIkcytxAPTEE0+wZcsWuna9/9oomZmZ9O3bt8C025IkSeUhKy+L4zeOGwKehCMcSzjGrdxbJvuoFWp8HX1pXa81LRxb0KpuKxrVaURmRiarWQ1ARl4Gr+x5ha/7fW2Gq5AkyZxKHABZWFgwcOBAdu3aVWxzVmZmJv369WPv3r0MHDiwPPIoSVINl5yVzNHrRzmScIQj145w4uYJ8vR5JvtYq63xc/KjrVNb/J38aVWvFVp18ZMZOlg6cCb5DPMPzWdym8kVeQmSJFUxJQ6AfvzxR3r37k2fPn3Yu3cvzZo1K7BPVlYWjz32GHv27KF///6sW7euXDMrSdKDTwjBlbQrxtqdP6/9ydmUswX2q6eth7+zvzHgaWbfDLWydHO7vtX5LSKiIthwegOt67Qur0uQpAeGh4cHERERREREmDsr5a7EnxaPPPII3377LYMGDaJnz55ERUXh5uZmTM/OzmbgwIHs3LmTvn37sn79+kKHy0sPPoVCYRxOrLhnBFpxaVLNJITgQuoFDl87zOH4w0RfiyYhI6HAfo1tGxuCndtBT4NaDcpUhu4ugw+7PcyzrZ/lk78+Ye6huTTzaYZGqZFlU6o2wsPDWbNmDfPmzeONN94wbo+MjCQ0NLTKjGj8+eefmTVrFn/99RdWVlZ07dqVyMhIs+apVBHKo48+yqpVq3j66afp0aMHe/fuxcHBgZycHEJDQ/nll1/o3bs3GzduRKPRVFSepSrO2tqaEydOlDpNqhmEEJxPPc/h+MP8Ef8Hh68d5kbmDZN91Eo1zR2b4+/kj7+TP35Ofthblc9EqveWwefbPE/0tWiir0Xjt9CPL/t+iYVKLuMjVR9WVlYsWLCAcePGVckJhzds2MCzzz7L3LlzCQoKIi8vj+PHj5s7W6VfC2zEiBEkJiby8ssv06dPH7Zs2cJTTz3F1q1b6dGjB5GRkTL4kSTJ6O6AJ/92M+umyT4WSgta12tNgEsA7Z3bl6j/TnlRK9UseGQBQ34cQkxiDDP3z2ROlzmyFqiGE0KQl51tlnOrLS1LVf5CQkI4c+YM8+bNY+HChUXut2HDBqZPn86ZM2dwdXXlpZdeYuLEicb0hIQERo8ezY4dO3BxceHtt98ucIzk5GQmTZrEpk2byM7Opn379rz77ru0adOm0HPm5eXx8ssvs2jRIkaPHm3cnl8La05laqN66aWXSExM5K233qJx48akpqYSFBTEpk2b5AKokiRxI/MGB68e5Perv/P71d+JT483SbdQWtDGqQ0BzgG0d2lP63qtsVRZmim34GzjzPxH5vPCzhf48d8fcbJ2IqJdhNnyI5lfXnY2S0c+bpZzT1izHk0pVqVXqVTMnTuX4cOHM2HCBBo0aFBgn+joaIYOHcrMmTMJCwtj//79vPDCCzg6OhIeHg4YmtPi4uLYvXs3Go2GCRMmkJBg2hw9ZMgQtFotW7ZswdbWlhUrVhAcHExsbCwODg4FznvkyBGuXLmCUqmkbdu2xMfH4+fnx6JFi2jZsmXpXphyVuZOOjNmzCApKYmlS5fSrVs3fvrppwJL0ks1U0ZGBgEBAQAcPnzYZEmB4tKk6isjN4MjCUc4EHeA36/+TmxSrEm6RqnBz8mPAJcAApwDaFWvldkCnqLKoJ+9H4mzE0nISODTGZ9Sz7oeI3xHmCWPklRaoaGh+Pn5MWPGDFauXFkgfcmSJQQHBzNt2jQAvLy8OHnyJIsWLSI8PJzY2Fi2bNnCoUOHjP8fK1euxNfX13iMffv2cejQIRISErC0NPz/Ll68mMjISNavX8/YsWMLnPfff/8FYObMmSxZsgQPDw/eeecdunXrVmTQVFlKHAAV9UWlUCjYv39/oRehUChIT08ve+6kakkIwcmTJ433S5omVR86vY4TN0/w+9XfORB3gKPXjxYYlu7j4ENH14487PowbZ3bVlqT1v0UVQaFEFw6c8n4eMGhBVirrQltFlrpeZTMT21pyYQ168127rJYsGABQUFBTJo0qUBaTExMgcmMO3fuzHvvvYdOpyMmJga1Wk27du2M6T4+PtjZ2RkfHzt2jLS0NBwdHU2Ok5mZydmzBUdqAuj1hpnXp06dyuDBgwFYtWoVDRo04LvvvmPcuHFlutbyUOIAyMnJSbaJS1INlpCRQNSVKPZe2cvvV3/nVo7pxIOuNq50dOtIR9eOPOT6EA5W5vtl91+FeYfx3fnvmL5/OnkijyFeQ8ydJamSKRSKUjVDVQWBgYH06tWLKVOmGJu1ylNaWhqurq7s2bOnQNrdgdLdXF1dAdM+P5aWljRu3JiLFy+Wex5Lo8QB0Pnz5yswG5IkVTV5+jz+uv4X+67sY++VvfyT+I9Jem2L2nRw6cDDrg/zsNvDNKrd6IH5kfRqu1ex0FqwNmYtsw7MIkeXI5vDpGph/vz5+Pn54e3tbbLd19e3wOoMUVFReHl5oVKp8PHxIS8vj+joaGMT2KlTp0hOTjbu7+/vT3x8PGq1Gg8PjxLlp127dlhaWnLq1Cm6dOkCQG5uLufPn8fd3b3sF1oO5EQ9kiQZ3ci8QdSVKPZd2UdUXJRJLY8CBS3rtuSR+o/QuX5nWji2QKVUmTG3FUehUPB6wOuoFCo+P/k58w/N50raFSa2m/jAXrP0YGjVqhUjRoxg6dKlJtsnTpxIQEAAs2fPJiwsjAMHDrBs2TI++ugjALy9venduzfjxo1j+fLlqNVqIiIi0GrvNF2HhITQsWNHBg4cyMKFC/Hy8iIuLo6ff/6Z0NBQ2rdvXyA/derU4bnnnmPGjBk0bNgQd3d3Fi1aBBg6VJuTDIAkqQYTQnAu5Rw7L+5k18VdHL9pOjeHraUtndw6GYOe6tysVVoKhYJJ7Sdhb2XP+0fe54uTXxCXFse8R+ZVmf5MklSYWbNm8e2335ps8/f3Z926dUyfPp3Zs2fj6urKrFmzTJrKVq1axZgxY+jatSvOzs68/fbbxk7TYPif2Lx5M1OnTmXUqFFcv34dFxcXAgMDcXZ2LjI/ixYtQq1W89RTT5GZmUmHDh3YtWuX2ecsUogS9ESdP38+EyZMKPOInd9//52bN2/Sr1+/Mj3fHFJTU7G1tSUlJYU6deqYOzvVSnp6OrVq1QIMbcY2NjYlSpMqh17o+fvG3+y6uItdF3dxPvW8Sbqvgy+PNHiER+o/Qqu6rR64Go+iymBxZXPLuS1M3TeVXH0uvg6+vNP1HRrWaVj5mZcqRFZWFufOncPT01OOZq4minvPSvr9XaIaoLfffpt3332XF154gSeffJImTZrc9zk5OTn88MMPfPrpp+zYsYOFCxdWqwBIKjuFQmFs2y1sKYyi0qSKk6vL5VD8IXZd3MXuS7u5nnndmKZRaujg2oHgRsF0bdCVetb1zJjTildUGSyubPbx7IOTtROv7H6FmMQYwn4KY3bn2QS7B1dexiVJKlclqgGKi4tj6tSpfPHFFwgh8PPz4+GHH6Zdu3Y4OztjZ2dHVlYWiYmJnDp1ioMHD7Jv3z5SU1Px8PBg3rx5DB06tDKup9zIGiCpukvPTWfvlb3suriLvZf3kpabZkyz0dgQWD+QIPcgurh1oZZFLTPmtPqIT49n8q+TOXr9KABP+j7Jy/4vY6WWtQbVmawBqn7KowaoRAFQvjNnzrBixQo+//xzrl+/XugveCEESqWSrl278txzzxEaGlotF0WVAZBUHd3IvMGeS3vYdXEXv1/9nVx9rjGtrrYu3Rt2J7hRMAEuAXK9qzLK1efyXvR7fH7ycwA8bT2Z03kOreq1MnPOpLKSAVD1U+kBUD4hBH///TdRUVFcvnyZmzdvotVqqVevHq1ateKRRx4pck6A6kIGQFJ1kZKdwo4LO9hybguHrx1GL/TGNPc67gQ1CiK4UTCt6rZCqVCaMacPll8v/crMAzO5kXkDlULFyBYjGdd6HNYaObt5dSMDoOrHbAFQTSADoLLLzMwkMDAQgN9++81kGGVxaVLJZeRmsOfSHrac28K+uH0mszC3cGxBcKNgghsF42nrKfta3aOoMliWspmclczcQ3PZcm4LYJgM8vWHXieoYZB83asRGQBVP5XWCVqSSkOv1/PHH38Y75c0TSperj6XqCtRbP53M3su7yEzL9OY5mXvRR/PPvT26E2D2gUXQpTuKKoMlqVs2lnZsTBwIX08+jD/0Hzi0uOI2B1Bl/pdmBwwmca2jcv/AiRJKhcyAJKkKu5U4ik2nd3Ez//+TGJWonF7w9oN6ePZh76efWlid/+RmVLF6d6oOw+7Pcynf33K6hOr2XdlH/vj9hPaNJTn2zyPs03Rc6RIkmQeMgCSpCooKSuJzec2s+nMJmISY4zbHawc6OvZl36N+9HCsYVsZqlCtGotE/wn8FiTx3g3+l12XdrFhtMb+OnfnxjhO4JnWj6DraWtubMpSdJtMgCSpCpCL/QcvHqQ9bHr2XVpl7Ffj1qppluDbgxoOoDO9TujUWrMnFOpOB62Hrwf9D5HE47ybvS7HEk4wmfHP+PbU98S5h3GU82foq62rrmzKUk1ngyAJMnMbmbeJPJMJBtOb+DSrUvG7c0dmzOgyQD6ePbB3sq8U8ZLpefn5Mfq3qv59fKvLP1zKaeTTvPZ8c9YG7OWQc0GMarFKFxruZo7m5JULA8PDyIiIoiIiDB3VsqdHBMrSWYghODItSNM/nUyIetDeO/Ie1y6dYlamlqEeYfxXf/v+PbRbxnuO1wGP9WYQqGgW8NurO+/ng+CPqB13dZk67L5+p+v6ft9X97c+yYnbpwwdzalaiw8PByFQsH8+fNNtkdGRlaJJvI9e/agUCgKvR0+fNiseZM1QFKFqFu36Cr+4tIedNm6bDb/u5mv//napG9Pq7qtGOI1hF4eveQ8MpWgqDJYUWVTqVDSrWE3ujboyqH4Q3z616ccjD/Ij//+yI///kibem0Y4TuCEPcQ2cQplZqVlRULFixg3LhxZl9g9F6dOnXi6tWrJtumTZvGzp07C109vjL9pwAoJyeHHTt28M8//5Cenm5cNTYrK4vU1FTq1q2LUikrmWoaGxsbrl+/Xuq0B9mNzBt8FfMV62PXk5SdBIClypJ+jfvxhM8T+Dj4mDmHNUdRZbAyyqZCoaCDawc6uHbg+I3jrI1Zy9bzWzl2/RjHrh/DSevEUO+hDPYaLPsJmZkQApFrnqk6FBplqWpvQkJCOHPmDPPmzWPhwoVF7rdhwwamT5/OmTNncHV15aWXXmLixInG9ISEBEaPHs2OHTtwcXHh7bffLnCM5ORkJk2axKZNm8jOzqZ9+/a8++67tGnTptBzWlhY4OLiYnycm5vLpk2beOmll8xeQ1XmAOiHH35g7NixXL9+HSEECoXCGAD99ddfdOzYkS+++ILhw4eXW2Ylqbq5dOsSa06sIfJMJNm6bMAwWV6YdxiDmw3GzsrOvBmUzKZl3ZbMe2QeE9tP5LtT37Eudh0JmQksO7qMj499TNeGXRnUbBCd3TqjUqrMnd0aR+TqiZu+3yzndpvVCYVFyd9zlUrF3LlzGT58OBMmTKBBg4JzgUVHRzN06FBmzpxJWFgY+/fv54UXXsDR0ZHw8HDA0JwWFxfH7t270Wg0TJgwgYSEBJPjDBkyBK1Wy5YtW7C1tWXFihUEBwcTGxuLg4PDffP6ww8/cPPmTUaNGlXi66soZaqeiYqK4vHHH8fS0pL333+/QJDz0EMP0bRpUzZs2FDqY+t0OqZNm4anpydarZYmTZowe/Zs7p6wOr/N8+5b7969TY6TmJjIiBEjqFOnDnZ2dowePZq0tLR7TydJFeJU4ile++01Ht34KN+e+pZsXTat6rZiSbclbB60mdGtRsvgRwIMa7Q97/c8vwz+hfmPzKdNvTbkiTx2XtzJiztfpNeGXnx49EPi0uLMnVWpCgsNDcXPz48ZM2YUmr5kyRKCg4OZNm0aXl5ehIeHM378eBYtWgRAbGwsW7Zs4dNPPzUudr5y5UoyM+9MuLpv3z4OHTrEd999R/v27WnWrBmLFy/Gzs6O9evXlyifK1eupFevXoUGaZWtTDVAs2fPxs7OjujoaOrWrcvNmzcL7NO+fXsOHjxY6mMvWLCA5cuXs2bNGlq0aMEff/zBqFGjsLW1ZcKECcb9evfuzapVq4yPLS0tTY4zYsQIrl69yvbt28nNzWXUqFGMHTuWr776qtR5kkonMzOTPn36ALBly5YCS2EUlVbdCSH449ofrDy+kqgrUcbtnd06M7rVaNo7tzd7la9UdBk0d9nUqDT0a9yPfo37cTrpNN+f/p4f//2RaxnX+PjYx6w4toJObp3o36Q/QY2C0KofnP+dqkihUeI2q5PZzl0WCxYsICgoiEmTJhVIi4mJYcCAASbbOnfuzHvvvYdOpyMmJga1Wk27du2M6T4+Pibreh47doy0tDQcHR1NjpOZmcnZs2fvm7/Lly+zbds21q1bV8orqxhlCoAOHjzI448/XmyHwYYNG7Jp06ZSH3v//v0MGDCAfv36AYYheF9//TWHDh0y2c/S0tKkXfFuMTExbN26lcOHDxs7WX3wwQf07duXxYsX4+bmVup8SSWn1+v59ddfjfdLmladHYg7wLKjy/jr+l+AodNrL/dejGo5Cl9HXzPnTrpbUWWwKpXNZvbNeP2h14loF8Gui7vYELuBg/EHiYqLIiouCmu1NSHuIfRv0p8A5wDZRFYBFApFqZqhqoLAwEB69erFlClTjM1a5SktLQ1XV1f27NlTIK0kC6CvWrUKR0dHHnvssXLPW1mUKQDKzs6+7wKhycnJZeoA3alTJz755BNiY2Px8vLi2LFj7Nu3jyVLlpjst2fPHpycnLC3tycoKIi3337bGJUeOHAAOzs7kx7mISEhKJVKDh48SGhoaKHXlJ2dbXycmppa6rxLNc/f1//m/SPvczDeUNtpobRgYNOBhLcIp2GdhmbOnVTdWaos6ePZhz6efbiUeolNZzfx078/cSXtCj+c/YEfzv6Ak7UT/Rr3o3/j/jSzb2buLEtmNn/+fPz8/PD29jbZ7uvrS1RUlMm2qKgovLy8UKlU+Pj4kJeXR3R0NAEBAQCcOnWK5ORk4/7+/v7Ex8ejVqvx8PAoVb6EEKxatYqnn34ajaZqjHQsUwDUuHHj+47fP3DgAD4+pR/Z8sYbb5CamoqPjw8qlQqdTsecOXMYMWKEcZ/evXszaNAgPD09OXv2LG+++SZ9+vThwIEDqFQq4uPjcXJyMjmuWq3GwcGB+Pj4Qs87b9483nrrrVLnV6qZziSd4YM/P2DXpV0AaJQahnoPZUyrMXL0jlQhGtZpyPi243nR70WOXj/Kj2d/ZOv5rSRkJLDq+CpWHV+Ft703/Zv0p69nX+pZ1zN3liUzaNWqFSNGjGDp0qUm2ydOnEhAQACzZ88mLCyMAwcOsGzZMj766CMAvL296d27N+PGjWP58uWo1WoiIiJMmoJDQkLo2LEjAwcOZOHChXh5eREXF8fPP/9MaGhoscPad+3axblz5xgzZkzFXHhZiDKYPn26UCqV4rPPPhNCCDFz5kyhVCqN6YsWLRJKpVIsXry41Mf++uuvRYMGDcTXX38t/vrrL/H5558LBwcHsXr16iKfc/bsWQGIHTt2CCGEmDNnjvDy8iqwX7169cRHH31U6DGysrJESkqK8Xbp0iUBiJSUlFJfQ02XlpYmAAGItLS0EqdVB5dvXRZv7n1TtF7TWrRc3VK0XtNaTN07VVy5dcXcWZNKqKgyWB3LZnZetth+frt4edfLwu9zP9FydUtjuXx227NiQ+wGkZyVbO5sVnmZmZni5MmTIjMz09xZKbWRI0eKAQMGmGw7d+6csLCwEPd+xa9fv140b95caDQa0ahRI7Fo0SKT9KtXr4p+/foJS0tL0ahRI/H5558Ld3d38e677xr3SU1NFS+99JJwc3MTGo1GNGzYUIwYMUJcvHix2Hw+8cQTolOnTv/pWu9W3HuWkpJSou9vhRB3Da8qobS0NB5++GFiYmIICgoiOzubqKgoJk6cyIEDB9i/fz9+fn7s37+/QOfk+2nYsCFvvPEGL774onHb22+/zZdffsk///xT5PPq1avH22+/zbhx4/jss8+YOHEiSUlJxvS8vDysrKz47rvvCm0Cu1dqaiq2trakpKTct7lPMpWenk6tWrUAQ1mxsbEpUVpVlpGbwf/9/X+sObGGHH0OACGNQhjfdrxcib2aKaoMVteymS8lO4Vt57fx49kfOXr9qHG7WqGmo1tHenv2pnvD7tS2qG2+TFZRWVlZnDt3Dk9PT6ysrMydHakEinvPSvr9XaYmsFq1arF3717Gjx/PunXr0Ol0ACxevBiFQsHQoUP56KOPSh38AGRkZBToO6RSqYrtlHj58mVu3ryJq6thXZ2OHTuSnJxMdHS0sUf7rl270Ov1dOjQodR5kmouIQS/XPiFxX8sJj7d0HzawaUDEe0iaFm3pZlzJ0l32FraMtR7KEO9h3Lp1iW2nd/G1nNbOZV0ir1X9rL3yl40Sg1d6nehl0cvujfsLmcdl2q0Mk+EaG9vz9q1a1m6dCmHDx8mMTGROnXqEBAQgLOzc5kz1L9/f+bMmUOjRo1o0aIFf/75J0uWLOGZZ54BDL/M3nrrLQYPHoyLiwtnz57ltddeo2nTpvTq1QswdPbq3bs3zz77LB9//DG5ubmMHz+eYcOGyRFglcTauugP1uLSqpIzSWeYd2geh+INIxDr16rP5IDJBDUMksPZq7miymB1KZv307B2Q8a0GsOYVmP4N+Vftp3fxrZz2zibcpbdl3az+9JuLFWWBDYIpJdHLwIbBMph9VKNU6YmsKCgIDp37szs2bPLPUO3bt1i2rRpbNy4kYSEBNzc3HjiiSeYPn06FhYWZGZmMnDgQP7880+Sk5Nxc3OjZ8+ezJ492yTwSkxMZPz48fz4448olUoGDx7M0qVLjVXc9yObwGquzLxMPvzzQ76M+RKd0GGpsmR0y9GMajkKK7WsHpeqr9NJp9l6fivbzm/jQuoF43atWku3Bt3o5dmLLvW7YKkqfe19dSabwKqf8mgCK1MAZGNjw8svv8zcuXNLn+tqQgZANdPh+MPM2D+DS7cuARDcKJjJAZOpX6u+mXMmSeVHCME/if8Yg6EraVeMabU0tejesDu9PHrR0a0jFioLM+a0csgAqPoxWx8gHx8fLly4cP8dJamaSMtJY0n0Er6L/Q4AZ2tnpnecTmCDQDPnTJLKn0KhwNfRF19HXyL8Izh+47gxGLqWcc24Sn0tTS0CGwTSw70Hnet3ls1k0gOlTDVAq1evZvz48Rw6dIjmzZtXRL7MTtYAlV1WVhaDBw8GDKsP3x2dF5dmLgfiDjAtahrXMq4BMNRrKK+0e4VaFiVrLpWql6LKYFUsm5VNL/Qcu36Mree2suPCDhIy7yyEqVVr6VK/Cz3de/JIg0ew0VSvUXLFkTVA1Y/ZmsB+++03Fi5cyG+//ca4ceOMHZ8L6xgaGFg9f0HLAKjsqssw+GxdNu8feZ8vTn4BGDqOvtXpLQJcAsyWJ6niPajD4MubXuj56/pfbL+wnR0XdhCXfmcxVgulBZ3qd6Kne0+6NuxKHYvq/RkpA6Dqx2xNYN26dUOhUCCE4J133il2REz+EHlJqkpik2J5Y+8bnE46DUCYdxivtntVDguWpNuUCiV+Tn74Ofkxqf0kTiaeZPv57ey4uIMLqRfYc2kPey7tQa1U08G1Az3de9K9YXfsrezNnXVJKpEyBUDTp0+Xw4ClakkIwTenvmHx4cXk6HNwsHJgVqdZdG3Y1dxZk6QqS6FQ0MKxBS0cW/Cy/8ucTj5trBk6k3yGqCtRRF2JYpZiFu1d2tOjUQ+C3YPlsjAPAA8PDyIiIoiIiDB3VspdmQKgmTNnlnM2JKnipeWkMfPATLad3wZAYINA3ur0lvyQlqRSUCgUeNl74WXvxYt+L/Jvyr/suLCDHRd2EJMYw8GrBzl49SBzDs6hrVNberj3IMQ9BBcbF3Nn/YEUHh7OmjVrmDdvHm+88YZxe2RkJKGhoZShl0u5i42NZfLkyURFRZGTk0Pr1q2ZPXs23bt3N2u+Sr9cuyRVQ6cSTzHs52FsO78NtULNawGvsSxomQx+JOk/amzbmLGtx7Ku/zo2D9rMq+1epXXd1ggERxKOsODwAnqs78GIn0ew6vgqLqZeNHeWHzhWVlYsWLDAZPmnquTRRx8lLy+PXbt2ER0dTZs2bXj00UeLXJy8ssgASHrg/Xj2R0ZsHsGF1Au42Liwus9qnmr+lGzGlaRy1rB2Q0a1HMXafmvZ/vh2Xg94HX8nfxQo+OvGXyyJXkK/jf0I3RTKB39+wImbJ6pEDUV1FxISgouLC/PmzSt2vw0bNtCiRQssLS3x8PDgnXfeMUlPSEigf//+aLVaPD09Wbt2bYFjJCcnM2bMGOrVq0edOnUICgri2LFjRZ7zxo0bnD59mjfeeIPWrVvTrFkz5s+fT0ZGBsePHy/bBZeTMjWBKZXKEn15KBQK8vLyynIKSfrPdHod7x15j9UnVgPQpX4X5nWZh52VnVnzJUk1gYuNC082f5Inmz/Jjcwb7Lywkx0Xd/BH/B+cST7DmeQzfPLXJ7jYuBDUMIigRkG0c26HWlnmFZrKlRCC3Nxcs5xbo9GU6geaSqVi7ty5DB8+nAkTJtCgQYMC+0RHRzN06FBmzpxJWFgY+/fv54UXXsDR0ZHw8HDA0JwWFxfH7t270Wg0TJgwgYSEBJPjDBkyBK1Wy5YtW7C1tWXFihUEBwcTGxuLg4NDgfM6Ojri7e3N559/jr+/P5aWlqxYsQInJyfjWp3mUqaSFhgYWOibk5KSwunTp0lPT6dNmzbY2dn91/xJ1ZCNjU2Rv+qKSytPKdkpvP7b60TFRQEwtvVYXvR7EaVCVnrWdEWVwcoqmzVRXW1dwnzCCPMJIyU7hd8u/8buS7vZd2Uf8enxfPXPV3z1z1fYWtrStUFXghoF0cmtk1knXszNzTXbagdvvvkmFhalm4E7NDQUPz8/ZsyYwcqVKwukL1myhODgYKZNmwaAl5cXJ0+eZNGiRYSHhxMbG8uWLVs4dOgQAQGGqUBWrlyJr6+v8Rj79u3j0KFDJCQkGBc7X7x4MZGRkaxfv56xY8cWOK9CoWDHjh0MHDiQ2rVro1QqcXJyYuvWrdjbm3fEYJkCoD179hSZlpGRwRtvvMHWrVvZvn17WfMlSWV2PuU843eN50LqBaxUVszuMpveHr3NnS1JkjCsWt+/SX/6N+lPVl4Wv1/9nV0Xd7Hn0h6SspP44ewP/HD2B6xUVnR060hwo2AeafAIDlYFaxckUwsWLCAoKIhJkyYVSIuJiWHAgAEm2zp37sx7772HTqcjJiYGtVptUivj4+NjUpFx7Ngx0tLScHR0NDlOZmYmZ8+eLTRPQghefPFFnJyc2Lt3L1qtlv/7v/+jf//+HD58GFdX1/9wxf9Nudc1Wltbs3TpUgICApg8eTKrVq0q71NIUpGOXT/G+J3jSc5OxtXGlaVBS/Fx8DF3tiRJKoSV2opuDbvRrWE38vR5HE04ys6LO9l9aTdX0q4YV65XoKBNvTZ0bdiVbg260cSuSYX34dNoNLz55psVeo7izl0WgYGB9OrViylTphibtcpTWloarq6uhVaCFNXis2vXLn766SeSkpKMkxJ+9NFHbN++nTVr1piMXKtsFdbY+sgjj/Dll19W1OGlKiwrK4unnnoKgC+++KLAUhhFpf1Xey7tYfKvk8nSZdHCsQXLguUoL6mgospgRZZN6f7USjXtXdrT3qU9rwW8RmxSLDsv7mTXxV2cSjrF0etHOXr9KO8feZ/6terTrWE3ujboSnvn9mhUZQsYiqNQKErdDFUVzJ8/Hz8/P7y9vU22+/r6EhUVZbItKioKLy8vVCoVPj4+5OXlER0dbWwCO3XqFMnJycb9/f39iY+PR61W4+HhUaL8ZGRkAIa+w3dTKpXo9fpSXl05ExXkySefFFqttqIOX+FSUlIEIFJSUsydlWonLS1NAAIQaWlpJU77L9adWidar2ktWq5uKZ7f/rxIz0kvt2NLD5aiymBFlU3pv7uadlV8E/ONeG77c8L/c3/RcnVL463D2g7ild2viE1nNonEzMQyHT8zM1OcPHlSZGZmlnPOK97IkSPFgAEDTLY99dRTwsrKStz9FR8dHS2USqWYNWuWOHXqlFi9erXQarVi1apVxn169+4t2rZtK37//Xfxxx9/iC5dugitViveffddIYQQer1edOnSRbRp00Zs27ZNnDt3TkRFRYk333xTHD58uND8Xb9+XTg6OopBgwaJo0ePilOnTolJkyYJjUYjjh49WubrLu49K+n3d7n3CNXr9XzxxRd8++23+Pn5lffhJamANSfWMOvALPRCT2jTUJYGLZVLWkjSA8TFxoUwnzCWhyxn77C9vNf9PUKbhuJo5Uh6bjrbL2xn6r6pdFvXjae3PM3//f1/nEk6U2M7tc+aNatA7Yq/vz/r1q3jm2++oWXLlkyfPp1Zs2aZNJWtWrUKNzc3unbtyqBBgxg7dixOTk7GdIVCwebNmwkMDGTUqFF4eXkxbNgwLly4gLOzc6F5qVu3Llu3biUtLY2goCDat2/Pvn372LRpE23atKmQ6y+pMi2G2rhx40K35+XlkZCQQG5uLhqNhm3bttG1a/VcYkAuhlp2lbkY6id/fcIHf34AwJhWY5jQdoKc30cqllwM9cGhF3pO3DjBnst7+PXSr5xKOmWSnt9U1qV+F9o7t8dKXXizplwMtfox22Koer2+0C8ZjUZDy5YtCQgIYPz48bRo0aIsh5ekEvnw6Id8fOxjAMb7jWdcm3FmzpEkSZVJqVDSql4rWtVrxUttX+Jq2lV+u/wbey7v4dDVQ1xJu8LamLWsjVmLlcqK9i7t6VK/C13qd8G9jru5sy+ZWZkCoPPnz5dzNiSpdFb+vdIY/Lza7lVGtRxl5hxJkmRurrVcjfMNZeRmcODqAfZe3sveK3tJyEhg35V97LuyDzDMWp0fDLW2a23mnEvmUDWm3JSkUvj6n69578h7AET4R8jgR5KkAqw11gQ3Cia4UTBCCM4knzEGQEcSjnDp1iW+/udrvv7naxpZNWJKsynYZdlhp7bDSmUlm9JrgDJ1glapVMyePbvYfebMmYNaLeMrqXxFnolk7kHD7KxjW49ldKvRZs6RJElVnUKhoJl9M0a1HMXKXivZN2wf73V/jyFeQ3C1cSVXn0u2LpsbmTf4N/lfTiWd4vKtyyRlJZGrM89yGFLFK1OEIoQoUe/6mtoDv6aztrYmLS3NeL+kafez8+JOZuyfAcCTvk8y3m98OeRWqmmsVCoS9u7FolEjkzL4X8qmVL3YaGxMaodOXz9NSnwK1hprchQ56PQ6UrJTSMlOAcBSZYmNhQ21NLWwVlujUqrMfAVSeaiwKprr16+j1ZpvHRfJfBQKRZEjaIpLK87RhKO8/tvr6IWeQc0G8VrAa7KKWioxfUYGab/t5dYvv5C2Zw/6jAyU1taIqW9iN3gwUPayKVVvCoWCRnUace7mOerXqo+FpQWZeZmk5aSRnptOZl4m2bpssjOzScxMRIECK40VNmobbDQ2WGus5RqD1VSJA6DPP//c5PHRo0cLbAPQ6XRcunSJzz//nJYtW/73HEo13oXUC7y06yWyddl0bdCVaQ9Pk8GPdF+6tHTSdu8yBD179yGysoxpCmtr9BkZXJ36P3LOnaPexImyTEmAYWSZjcYQ3ADk6fPIyM0gLTeNtNw0cnW5ZOZmkpmbyY3MGygUCrRqreE5ahu0Gq0MiKqJEs8DpFQqS/QBkX84rVbLhg0b6N27ei5CKecBKrvs7GzGjTMMSV+xYoVx1eD7pRXmZuZNntryFJduXaKFYws+6/WZnORQKpLIySFtXxSpP/3IrV27TYIeTcOG1O7ZA8tu3YhYtoysU6eYkpiEhVKJwzPPYDvhJZ577jmgZGVTenCUZh6gHF0O6bnpxluePs8kXaFQYK22xlpjjY3GBq1aBkQVoTzmASpxALRmzRrAEOA888wzDBw4sMDKsmDoIO3g4EDHjh3NvtT9fyEDoLIrr4kQM/MyGb1tNH/f+Jv6terzZd8v5dpeUgFCryfzzz9J+fFHbm3dhu6utYss3N2p3ac3dXr2xNLXF4VCYVIGL61Zw6258wDQPvssnpMmAnIixJqmrBMhCiHI0RsCoozcjCIDIq1aawyKZB+i8lGpEyGOHDnSeP/XX38lNDSUxx57rAzZlqT70ws9U/dN5e8bf2NracvykOUy+JFMZJ8+TcqPP5H600/kxsUZt6vq1cW2b1/qPNofq5Ytiq25th88GGshuDZvPjdXrKiMbEsPEIVCgaXKEkuVJQ5WDoaASJdDet6dGiKdXkdGbgYZuRmQaXiepdrSEBDdDoo0Sk2VbYL18PAgIiKCiIgIc2el3JWpE/SqVavKOx+SZOKTvz5h+4XtaJQalnZfiqetp7mzJFUBufHxpP78Myk//kT2P/8YtyttbKjdowd1+j+KTYcOKEoxBYfDyJHo0tO5+N77FZFlqQZRKBRYqi2xVN8JiLJ12WTkZZCZm0lGXgY5uhyy87LJzssmiSQA1Eq1sXbIWmNdqnmIwsPDWbNmDfPmzeONN94wbo+MjCQ0NLRKjMY+cuQIr7/+OocPH0alUjF48GCWLFlirIk1l/88Ckyn03Hjxg2ys7MLTW/UqNF/PYVUw+y6uIsPj34IwLSHp+Hv7G/mHEnmpM/I4Nb27SRvjCTj4EHI/0DXaKj1yCPY9n+UWt27o/wPazjVff55bl2/ATMN0yzc2rULm/79yyP7Ug2mUCiwUlsZ1iC7XTxz9bnGYCgjN4OsvCzy9HmkZqeSmp0KGDpia9VatBotWpUWrVqLRqUp8jxWVlYsWLCAcePGVbmuJ3FxcYSEhBAWFsayZctITU0lIiKC8PBw1q9fb9a8lTkAio6O5s033+S3334jJyen0H0UCgV5eXmFpklSYc4knWHK3ikAPOHzBKHNQs2cI8kchBBkHjlC8saN3NqyFX16ujFN274dto/2p3avnqjL6cNeoVDgNPFVYwAU98YUateti03HjuVyfEnKp1Fq0FhqqGNp6JuiF3oy8zINzWS3gyK90Bub0PKplWpDUHT7ZqW2Qq00fIWHhIRw5swZ5s2bx8KFC4s894YNG5g+fTpnzpzB1dWVl156iYkTJxrTExISGD16NDt27MDFxYW33367wDGSk5OZNGkSmzZtIjs7m/bt2/Puu+8WubL7Tz/9hEaj4cMPP0SpNHQG//jjj2ndujVnzpyhadOmpX8Ry0mZAqCjR4/yyCOPoFar6dmzJz/++CNt2rTBxcWFI0eOcP36dbp164a7u1xsTiq5Wzm3eHn3y2TkZRDgEsDkgMnmzpJUyXLj4kjZtInkjZHkXrxo3K5p2BDb0IHYPjYAiwb1K+Tcdzc5iNxcLr04HvfVq9C2lutE1URCCPT6zEo5l5VSgZWlDQ6WNgghyBVKMnWZZOYZbtl52eTp87iVc4tbObeMz7NQWRj6GaFj+qzpPPP0M0yYMIEGDRoUOEd0dDRDhw5l5syZhIWFsX//fl544QUcHR0JDw8HDM1pcXFx7N69G41Gw4QJE0hISDA5zpAhQ9BqtWzZsgVbW1tWrFhBcHAwsbGxODg4FDhvdnY2FhYWxuAHMM4RuG/fvuoXAOUvg3Hw4EF8fX1RKpWEhoYyffp0MjMzmThxIuvXr+ezzz4r18xKDy4hBG8deIuLty7iZuPGO13fQaMsuspXenDoMzO5tWMHKRs3kn7gd2MTl8Lamjq9e2M3KBRtu3aV2knU+qEAxB/RXHp2LI2++BwrL69KO7dUNej1mez5tZVZzt2t699oNXeCCZ1eR5Yui8y8TLLyDH9zdDnk6HLI1RmW8WjdvTXeLb15ZcorvLf8PWOgpBd6lAolS5YsITg4mGnTpgHg5eXFyZMnWbRoEeHh4cTGxrJlyxYOHTpEQEAAACtXrsTX19eYj3379nHo0CESEhKM00QsXryYyMhI1q9fz9ixYwtcS1BQEK+++iqLFi3i5ZdfJj093dhX6erVqxXzApZQmQKgffv28dhjj5m8MHfP/7Ns2TL279/Pm2++yVdffVU+OZWqDWtra+OvhsKWwigs7fvT37Pt/DbUCjWLui7C3qpqtWNL5UsIYRi6vnEjqZu3mDRxWXfogG3oQOr06IGyAoaiF1UG797uoNVycfRoso79xaXRY3D/ai0WDRuWe14kqSRUShU2yjuTM4JhgsasvCys1FZkKjNRK9W8Mu0VRg8azVPPP0VSlqGD9T83/8FCbcFfJ/6iz6N9uJVzCyuVofmsc+fOvPfee+h0OmJiYlCr1bRr1854Dh8fH+zs7IyPjx07RlpaGo6Ojib5y8zM5OzZs4XmvUWLFqxZs4ZXX32VKVOmoFKpmDBhAs7Ozia1QuZQpgAoJSWFxo0bGx9rNBrjGjpgmDSxW7dufP311/89h1K1o1AoqFevXonTziafZf6h+QCMbzue1vVkk8ODSpecTMqmTSSt+46cuz4wNQ0aGJq4BgyssCaufEWVz3u3N1qxggtPPU326dNceHok7qs+w8LDo0LzJlUdSqWWbl3/Ntu570etVFPLohZWaiu0ai3eDt407teYr3p8xfJ5ywl9wtB/UiDIzstGp9eRnpvOxVRD07JKoeJa+jUAkrKSyM4rfCDT3dLS0nB1dWXPnj0F0u4OlO41fPhwhg8fzrVr17CxsUGhULBkyRKTOMIcyhQAOTk5kZSUZHzs4uLC6dOnTfbJysoiIyPjv+VOeuDl6HKY/NtksnRZdHTtyKiWo8ydJamcCSHIjI4mad06bm3dhrg9aEKh1VKnd29sQwdi3b49CjP/GryXys6Ohv/3f1wMDyfn3DnOP/kUjT5bKZvDagiFQoFKVb1mndeoNCxeuBg/Pz9aNzf8kPSy9yJLl4Wvry9/H/4bS7WlISASOn4/8DvuTdy5lnkN6/rW5OXlsXH3Rh566CEsVZZcOnuJ5ORkYwuPv78/8fHxqNVqPMrwY8DZ2RmAzz77DCsrK3r06FFu114WZfrEad68OadOnTI+7ty5M7/88gsHDhwAICYmhnXr1uHj41M+uZSqlezsbF588UVefPHFAtMj3Jv20dGPOJ10GgcrB+Y+MldOGf8AyUtKInHNGv59tD8XnnyK1B9+ROTkYOnri8vMGTTb+xtu8+Zi89BDlRr8FFU+C9uucXbC/YvPsfT2RnfjBhefHknm8ROVlldJKq1WrVoxYsQIli5dChiCotoWtZn6+lSifo3i6w++RnVTxf4f9vPNym8YHzEeG40Nzbya0SWoC9Nemca+/fvYc2APY58di5XWioSMBP5N+ZfmDzcnoEMAjw14jJ+3/My5c+fYv38/U6dO5Y8//igyT8uWLePIkSPExsby4YcfMn78eObNm1dsrVGlEGWwdOlSoVKpRFxcnBBCiKNHjworKyuhVCpF3bp1hUqlEgqFQnz//fdlOXyVkJKSIgCRkpJi7qxUO2lpaQIQgEhLSysy7fdzv4vWa1qLlqtbih3nd5gpt1J50uv1Iv3wYXF50mQR06q1OOntI056+4iYtv4i7n//Exl//SX0er1Z81hU+Syu3OYlJYl/Hx8iTnr7iH/a+otbv+2t7GxLFSgzM1OcPHlSZGZmmjsrpTZy5EgxYMAAk23nzp0TFhYW4t6v+PXr14vmzZsLjUYjGjVqJBYtWmSSfvHKRdGrTy9haWkp6jesLxYtXyTcGrqJ12e/Lo5fPy6OXz8uDp47KIaPGS6cXJyEWqMWrvVdRejQUHHk1BGRlJUkMnIyRJ4uz+S4Tz31lHBwcBAWFhaidevW4vPPP//P113ce1bS7+8SrwV2t9zcXBITE7G3t8fCwgKA/fv3M2fOHP7991/c3d156aWX6NevX/lEaWYg1wIru5KuBdb3675czL5IH88+LAwseu4KqerTpaWTsimSpK++NunbY+nri33YUOo8+igqM8/6mq+o8nm/dep0aWlcHv8SGb//DioVrrNmYTd4UOVmXqoQZV0LrCYQt5f3yNJlkZWXRbYu2zACTZ9T7CzTaqUaS5UlFioLk7/ltexHpa4FdjeNRmNsy8vXqVMnfv7557IcTqqhzqeep55tPd586E1zZ0Uqo5zz50n86itSvt+I/vZACIW1Nbb9+mI3NOy+a3FVJ6patWj0yQripv6P1B9/5OrUqeTGxVH3xReqXP8lSSovdy/vYWtpa9wubi8Em6PLMQZF+X/z9HnG292TOeYfzxgUKe8ERxqVBrVCXamfF2UKgBo3bkyfPn348MMPyzs/Ug0zreM07KzszJ0NqRSEXk/6vn0kfvkl6b/tNW638PDAfsQIbEMHVpnanvKmsLDAbeECNK6u3PzkE258+CHZsbG4zpuHqpZcPV6qOe5eCLY2tU3SdHpdgaAoW2/4K4QwroVW2DEtlIZg6O6/FioLNEoNKqWqXK+hTAHQjRs3ZLOQVCY6vc54v0ejHgQ3CjZjbqTS0KWlkfL9RpLWriXnwgXDRoWCWoGB2D/5JDadO9WImhCFQoHTq69g4d6I+JlvcWv7dnLOn6PBhx9iIdc+lCRUShXWSsPCrncTQpCrN0zcaGxKy5/QUZ9rXDw2W1f4kHyVUmUMjBS5CtJz0/kz4U/q29XH1ca12PXSClOmAKh169bExsaW5alSDbc+9s7id6+0f8WMOZFKKvvff0n6ci0pkZHob09toaxVC7vBg7AfPhyLGrrkjd3gwVg0bsyVCS+TffoM5x4fQv133qHWI13MnTVJqpLym78sVBYFao30Qk+uPpdcXS45+hzj3/zgSKfXodPryNQblgfR5+pJyU5hQdQCruZcRalQ4mztTP1a9amnLHweunuVKQB6/fXXGTx4MLt376Z79+5lOYRUA6XmpLLirxXGx3W1dc2YG6k4QggyDh7i5mcrTZu5mjTB4ckR2D72WIXM0lzdWLdti8f69VyZMIHMY8e4NG4c9Sa8hOOzz6JQlW91vSQ9yJQKpbFJrTA6vY5cfa6xA3ZGRgap6lQa1m5IUnISWbosrqZf5Wr6VXSZukKPca8yBUBJSUn07NmTnj17MnDgQAICAnB2di6089LTTz9dllNI1ZhWq+XcuXPG+/k+P/E56aTTY0UPlocsN0mTqgaRl8etX37h5srPyDpxe74bhYJa3bvj8OQIrDt2rPadmosqn0Vtvx+NsxONvvic+FmzSFm/gevvvU/6wYPUX7gQdREzokuSVDoqpQqVUoWV2jDiK0uRRbpVOh+GfIilpSU3s25y+dZlLqdd5szVM7zC/VsYyjQMXqlUolAoCgyBM1lNWQgUCgU6XckisapGDoMvXynZKfRc35OMvAze7fYuIe4h5s6SdBd9RgbJ328kcfVqci9fBkBhZYXdoFAcwsNl35YSEEKQErmJ+FmzEJmZqBwdcZs/XzaJVQNyGHz1Y7Zh8KtWrSrL06QaLPJMJBl5GXjZe8mOz1VI3s2bJK1dS9Lar9ClpACGJSDsR4zAfsRw1A4O9zmClE+hUGAXOhBtm9ZceeVVsk+d4tKzz+IwciT1XolAKb9YJalKKVMANHLkyPLOh/QAycnJYerUqQDMmTMHtUbNd7HfAfB448d57bXXjGn5E2lKlSvnwgVurlpFysZIRP6yDw0b4hA+ErtBg1A+wM2T95bP/DJY1PbSsmzcGI9135KwYCFJX31F4po1pP32G27z56Ft06Z8LkKSpP+sTE1gNYFsAiu7e2fU/SvlL8ZuH4uNxoYf+/6Ik72TMe3e2XalipV5/AQ3P/mEW9u3w+1/fauWLXEcM5raPXrUiI67ZZ0JuizSfvuNq1P/R97166BU4jhmDHXHv4hSBv5VimwCK5qHhwcRERFERESYOysmyqMJ7D9N2rFx40aGDh1K69atadq0qXH7P//8w8KFC7ly5cp/Obz0gFh3ah0A/Rv3LzAvhFQ5Mv78k4vjxnH+8ce59csvIAQ2XQNptGYNHt+to07v3jUi+KlstQIDafzjD9Tp3x/0em5+8gnnHx9C5rFj5s6a9IAIDw9HoVAwf/58k+2RkZFVZsDCnDlz6NSpE9bW1kUugHrx4kX69euHtbU1Tk5OTJ48mby8vArNV5mawPR6PU888QTr1xvmdNFqtWRmZhrT7e3tmTp1KjqdjilTppRPTqVq6Vr6NXZf2g3AUO+hZs5NzZN+6BA3li8n48Dvhg1KJXX69cPx2TFYeXmZN3M1hMrOjvqLFlI7JIT4mTPJjo3l/LAnsH/iCeq9EoGqdu37H0SSimFlZcWCBQsYN24c9vb25s5OATk5OQwZMoSOHTuycuXKAuk6nY5+/frh4uLC/v37uXr1Kk8//TQajYa5c+dWWL7KVAP07rvv8t133zFu3DiSkpKYNGmSSbqzszOPPPKIXBtM4oezP6ATOvyd/Glm38zc2akRhBCkRUVx/sknufj0SEPwo1ZjO3gQTTb/TP1FC2XwYwZ1evWk8c8/YTvgMRCCpK++4t9+j5K67ZdiF5WUpPsJCQnBxcWFefPmFbvfhg0baNGiBZaWlnh4ePDOO++YpCckJNC/f3+0Wi2enp6sXbu2wDGSk5MZM2YM9erVo06dOgQFBXHsPjWab731Fq+88gqtWrUqNP2XX37h5MmTfPnll/j5+dGnTx9mz57Nhx9+SE5Ozn2uvuzKFACtXr2agIAAPvroI+rUqVNoNVvTpk2Nc2pINVfkmUhA1v5UBiEEt/bs4fywYVwaPYbMP6JRaDTYDQujydatuM2Zg4WHh7mzWaOpHRxwW7CARqs+Q+PeiLyEBK68/DKXX3iRnMuyy0BVIoQgXaczy620AbFKpWLu3Ll88MEHXL49jcW9oqOjGTp0KMOGDePvv/9m5syZTJs2jdWrVxv3CQ8P59KlS+zevZv169fz0UcfkZCQYHKcIUOGkJCQwJYtW4iOjsbf35/g4GASExNL/RrnO3DgAK1atTJZZL1Xr16kpqZyIn8+sgpQpiawM2fO8OKLLxa7j6OjIzdv3ixTpqQHx/XM69S1rUsP9x7mzsoDLf3330l4912yjv0FgMLSEruwoTiOHo3mrg8VqWqw6diRxj/8wM0VK7jx6f+Rtns36fv34/DMKOo++yxKa9lXztwy9Hqa/Pa3Wc59NrAVNqXskxcaGoqfnx8zZswotJlpyZIlBAcHM23aNAC8vLw4efIkixYtIjw8nNjYWLZs2cKhQ4cICAgAYOXKlfj6+hqPsW/fPg4dOkRCQgKWloYZmxcvXkxkZCTr169n7NixZbre+Ph4k+AHMD6Oj48v0zFLokw1QFqtlpTbc4YU5cKFC0V2dpJqloFNB2KhkqNeKkLmsWNcGDWKi+GjyDr2FworKxxGP0PTnTtwefNNGfxUYUpLS+pNmEDjjd9j3aEDIjubm8s/5myfvqT8+JNsFpNKbcGCBaxZs4aYmJgCaTExMXTu3NlkW+fOnTl9+jQ6nY6YmBjUajXt2rUzpvv4+Jh8jx87doy0tDQcHR2pVauW8Xbu3DnOnj1bYddVUcpUA9S2bVu2bdtGVlZWoUMGExMT2bp1K4GBgf85g1L1o9Vq2bJ/Cy/tfgmlRskQryEmacePHzfel8om61Qs15cuJW3nTsMGjQb7sDDqjhsrl1+4j6LKoLnKpmXTpjRavYpbO3aQsGAhuZcvEzd5MklffYXzm2+ibdWy0vIi3WGtVHI2sPA+K5Vx7rIIDAykV69eTJkyhfDw8PLNFIbpIVxdXdmzZ0+BtP9S4eHi4sKhQ4dMtl27ds2YVlHKFABNmDCB0NBQBg8ezIoVK0zSzp49yzPPPENKSgoTJkwol0ya08LDC7GysTL5NSYo/D5Q5K+24vYzOd49z7/3eSXZr6jjFTiWoNC0kua1uDxduHUBq/pWdG/YnQa1Gxi3K5VKWrRoUeQxpOLlXLzI9Q+WkfrTT4Z5fJRKbAcOpO4LL2DRoL65s1ctFFUGzVk2FQoFdXr0oFZgIImr13BjxQoy//yT80OHYjtgAPUmvITGzc0seaupFApFqZuhqoL58+fj5+eHt7e3yXZfX1+ioqJMtkVFReHl5YVKpcLHx4e8vDyio6ONTWCnTp0iOTnZuL+/vz/x8fGo1Wo8yrE/YceOHZkzZw4JCQk4ORnmidu+fTt16tShefPm5Xaee5UpABowYACvv/46CxYswN3d3ThhmJOTEzdv3kQIwbRp0wgKCirXzJrD96e/R6Wtfv8EVcVTzZ8ydxYeCLrkZG4sX07iV19Dbi4AtXv3pt6El7Bs3NjMuZPKi9LSkrrjxmI7cCDXlywhZdMmUiIjSd28GfunnqTus8+ikl0LpGK0atWKESNGsHTpUpPtEydOJCAggNmzZxMWFsaBAwdYtmwZH330EQDe3t707t2bcePGsXz5ctRqNRERESa1oSEhIXTs2JGBAweycOFCvLy8iIuL4+effyY0NJT27dsXmqeLFy+SmJjIxYsX0el0HD16FDAMlqpV6//bu+/4mu7/geOvu7J3ZMo0Eiv2Ss2iYhZVpbRCKTWrun/ftuhA6a5SWkVrlCraUrNWqRkzghAZZJO9b+49vz8ut1JCZN17k8/z8cjDzTkn57zvzXHvO5/1tqF37940adKE559/ngULFpCUlMQ777zDlClT9GONqkKFVoLevXs3ixYt4tixY6SlpWFnZ0eHDh2YPn06ISEhlRlntbuzkuQnf3+CpY3uBpBx12y3Eg9l930MJQvEljiulAWqyvzzZTjXg46r1J//zzHFRcVsXroZWzNbvp3/bYmSAkVFRfp1Hf7v//5PlMJ4CKmoiPR160hdvATt7XF31p074/LKDCxFS1q5lHYPGuO9mX/uHCmffEre7e4BuZ0ddSa8iONzz4naYpXIlFeCHjNmDBkZGWzZskW/LSYmhsDAQIqKikq0zP/666+89957XLlyBQ8PD6ZNm1ZiGZukpCTGjx/Pnj17cHNz48MPP+Tdd98tsRJ0dnY2//vf//j1119JTU3F3d2drl27Mm/ePLy9vUuNcdWqVfds37dvH927dwd044YnTZrE/v37sba2JjQ0lPnz56NU3r+dpjJWghalMEohSmGU34NKClRFuYGaSJIk3ZiQTz5BHRsHgHnDhri++SY2nTs95KeFB6nOUhiVQZIkcv/+m5RPPqUwMhIApZsbLtOnYT9oELJSPiCEsjPlBKi2Mlg1eEEQqk5BRARJc+eSfzIMAEWdOrhMn4bD0KGiXEUtJJPJsOnaFetOncjaupWUL7+kOCGRxP+9w63lP+AydQq2ffogK+fAWUGorSqUAJ06dYpVq1Zx+vRpMjMzsbe3p1WrVoSGhtK6devKilEQagVNRgYpX35JxvoNoNXqprSPHYPzuPEobIyjNUIwHJlCgf2gQdj26UP62nXc+vZbiq5dI37mq5h/u5Q606Zi26uX0dR/EgRjV+4E6PXXX+fzzz9Hq9WW2H7o0CG++eYbZs6cyYIFCyocoCDUdJJWS8bGjaR+9jma2zMu7Pr1w/X111B5eBg2OMHoyM3NcR47BodhT5O2ahVpK1ZSGBlJ/LTpmDdpjMu0adh07y4SIUF4iHK1mS5atIhPP/2Uhg0b8tNPPxETE0N+fj4xMTH8+OOPNGjQgE8//VQ/ulwQhPvLP3+emOEjSHpvFpqMDMwbNsBn1SrqfvapSH6EB1LY2OAyZQoN/tqD80sTkVtZURhxkRuTJhMzfAQ5fx8SiykKwgOUaxB0kyZNyM3NJTw8HNv7VDLOzMwkKCgIGxsbIiIiKiXQ6iYGQZefGAT9cJqcHFI/+5z0detAkpDb2OAybSqOI0ciU6kMHV6NZmqDoMuqOD2dtOXLSVu9BqmgAACLoCDqTHoJm8cfFy1CDyAGQZueyhgEXa4WoOjoaIYOHXrf5AfA3t6eoUOHlqsYqkaj4d1338Xf3x9LS0vq16/PBx98UHIxPknivffew8PDA0tLS3r16sWVK1dKnCctLY1Ro0ZhZ2eHg4MD48aNIycn55HjEYTKJEkSWbt2ca1ff9LXrgVJwu7JgdTf/idOoaEi+RHKTenoiOtrr9Fgz27dvWRhQcH589yYPIXowUPI2r4dSaMxdJiCYDTKNQbozkqND/Pf4mZl8fHHH7NkyRJWrVpF06ZNOXnyJGPHjsXe3l6/svSCBQv46quvWLVqFf7+/rz77ruEhIQQERGhzwRHjRpFYmIiu3fvRq1WM3bsWCZMmMDatWsfOSbh0VhYWOiXNf9vZv6gfTWdOjGRpA8+JGfvXgBUvj54zJ6NdXCwgSOrXUq7B2vKvamsUwe3t9/CecKLpK1cRfqaNRRevkz8KzMx8/fHeeIE7Pv3F8m2IEjl8Oabb0o+Pj5Sdnb2ffdnZmZK3t7e0ltvvfXI5+7fv7/0wgsvlNj21FNPSaNGjZIkSZK0Wq3k7u4uLVy4UL8/IyNDMjc3l9atWydJkiRFRERIgHTixAn9Mdu3b5dkMpkUHx9fpjgyMzMlQMrMzHzk5yAId9NqtVLahg3SpdZtpIjARlJEsyAp+YsvJE1BgaFDE2qB4vR0KeXrRdKldu11919gI+lKz15S2s/rJU1hoaHDMwr5+flSRESElJ+fb+hQhDJ60O+srJ/f5eoCmzNnDi1btqR9+/b8/PPP3LhxA7VazY0bN1i3bh0dO3akdevWzJkz55HP/dhjj/HXX38ReXvBr7Nnz3Lo0CH69u0L6LrfkpKS6NWrl/5n7O3t6dChA0eOHAHgyJEjODg4lFiWu1evXsjlco4dO3bf6xYWFpKVlVXiSxAqSp2UxPUXJ5D07ntoc3OxbNWKept+xfXll5FX4RLvgnCHwsEBl6lTaLD3L1xenYnCyQn1jRskzZpF1BO9SfvxJ7T5+YYOUxCqXbm6wKysrADdeIZRo0bds1+SJC5fvnxPRWWZTEZxcfEDz/3WW2+RlZVFo0aNUCgUaDQaPvroI/11kpKSgHu719zc3PT7kpKS7ummUyqVODk56Y/5r3nz5pUrYRPuVVRUxJdffgnAyy+/fE8pjNL21SSSJJG5eQvJ8+ahzc5GZm6Oy4wZOI1+XixmaGCl3YM1/d5U2NhQ58UXcXruOTJ++YVb3y+nODmZ5Llzubl0KU6hoTiOGI5CTPoQ7uLn51eiFEZNUq4EqEuXLlU2o2DDhg2sWbOGtWvX0rRpU86cOcOMGTPw9PQkNDS0Sq4J8PbbbzNz5kz991lZWaXWNREeTK1W88YbbwAwefLkEh8kD9pXU6iTU0iaNYuc/fsBsGjRHM9580TRUiNR2j1YG+5NALmlJU6jR+MwYgSZmzZz67vvUMfHk/rZZ9z69lschg/HKXQ0Knd3Q4cqlMGdOlvz5s3jrbfe0m/fsmULQ4YMMYqlED766CO2bdvGmTNnMDMzK1Fh/o7p06dz+PBhwsPDady4sb5galUqVwK0//Ybe1V4/fXXeeuttxgxYgSgq2wbGxvLvHnzCA0Nxf32f8rk5GQ87lonJTk5mZYtWwLg7u5OSkpKifMWFxeTlpam//n/Mjc3r9Kqs0LNJ0kSWVu3kvThR2gzM5GpVNSZPg3nsWNFvSbB6MjNzHAcMRyHoU+RuW0bact/oPDKFdJWrCDtp5+wHzAApxfGYhEQYOhQhYewsLDg448/ZuLEiTg6Oho6nHsUFRUxbNgwgoODWb58eanHvfDCCxw7doxz585VS1xGVzwmLy8P+X9q2igUCv2K0/7+/ri7u/PXX3/p92dlZXHs2DGCb8+mCQ4OJiMjg7CwMP0xe/fuRavV0qFDh2p4FkJtU5yeTvz06SS8/gbazEwsmjbFf9Ov1HnxRZH8CEZNplLhMHgw/r//hveypVi1bw/FxWRu2UL0k4OImziR3OPHjaIlQbi/Xr164e7uzrx58x543K+//krTpk0xNzfHz8+PTz/9tMT+lJQUBg4ciKWlJf7+/qxZs+aec2RkZDB+/HhcXFyws7OjR48enD179oHXnTNnDq+88gpBQUGlHvPVV18xZcoU6lVjS7nRvTMPHDiQjz76CB8fH5o2bcrp06f57LPPeOGFFwDdOKIZM2bw4Ycf0rBhQ/00eE9PTwYPHgxA48aN6dOnDy+++CLffvstarWaqVOnMmLECDw9PQ347ISaKPfoURJef4Pi1FRQqXCZPAnn8ePFNGPBpNwpumrTtSv5585xa/kPZO/eTe6Bg+QeOIhF8+Y4jxuHba+etWIcmyRJ5KsNs26SpUrxSMNMFAoFc+fOZeTIkUyfPh0vL697jgkLC+OZZ55h9uzZDB8+nH/++YfJkyfj7OzMmDFjAF13WkJCAvv27UOlUjF9+vR7elOGDRuGpaUl27dvx97enqVLl9KzZ08iIyNxcnKq0POubuVOgKKjo/nyyy85e/YsCQkJqNXqe46RyWRERUU90nm//vpr3n33XSZPnkxKSgqenp5MnDiR9957T3/MG2+8QW5uLhMmTCAjI4POnTuzY8eOEmt3rFmzhqlTp9KzZ0/kcjlDhw7lq6++Ku/TFYR7SGo1qYu+4dayZSBJmNWrR91PP8GicWNDhyYIFWLZvDleX35BUWwst1auJHPTZgrOnSP+5ZdR+frgPHYs9oMHIzfh9ZIeJl+tocl7Ow1y7Yj3Q7Aye7SP5yFDhtCyZUtmzZp1326mzz77jJ49e/Luu+8CEBAQQEREBAsXLmTMmDFERkayfft2jh8/Trt27QBYvnw5je96Pzt06BDHjx8nJSVFP2Tkk08+YcuWLWzcuJEJEyaU9ykbRLkSoB07djB48GCKiopQqVS4urqivE8zf3maTG1tbfniiy/44osvSj1GJpPx/vvv8/7775d6jJOTk1j0UKgyRTfiSXjtNfJvD9RzGPY0bm+/jfz2DElBqAnMfH3xmDULl6lTSV+zhrQ1a1HHxpE0ew6pX32N0/PP4TBiBEojHHdSG3388cf06NGD11577Z59Fy9eZNCgQSW2derUiS+++AKNRsPFixdRKpW0adNGv79Ro0Y4ODjovz979iw5OTk4OzuXOE9+fv4jN3YYg3IlQG+++SYKhYL169czdOjQe8bsCEJNlrVjB4nvvoc2Oxu5rS0e78/B7vY6VYJQEymdnXGZPh3ncePI+HUTaStXok5IIPXLr7i5dBn2gwfhNHp0jZrpaKlSEPF+iMGuXR5du3YlJCSEt99+W9+tVZlycnLw8PC470SouxMlU1GuBCgyMpLnnnuOYcOGVXY8Qg1gYWHBvn379I/Lus/YaQsKSP5oLhm//AKAZYsWeH76KWZedQ0cmfAoSrsHTfnerC5ya2ucRj+P48hnydqxk1s/LKcw4iIZP68n4+f1WHftglNoKNaPPWbyxVdlMtkjd0MZg/nz59OyZUsCAwNLbG/cuDGHDx8use3w4cMEBASgUCho1KgRxcXFhIWF6bvALl++XGLKeuvWrUlKSkKpVOLn51fVT6XKleu36+7uLt4ghFIpFAq6d+/+yPuMWdGNeOKnT6cgIgJkMpwnTMBl6hQx0NkElXYPmuq9aQgypRL7Af2x69+PvBMnSFv1Izl795J78G9yD/6NecMGOI4ejf3AgTV6nJAxCgoKYtSoUfeMeX311Vdp164dH3zwAcOHD+fIkSMsWrSIxYsXAxAYGEifPn2YOHEiS5YsQalUMmPGjBILGvfq1Yvg4GAGDx7MggULCAgIICEhgW3btjFkyJAS1RfuFhcXR1paGnFxcWg0Gv0aPw0aNMDGxgaAq1evkpOTQ1JSEvn5+fpjmjRpUnVrcpWnBsf//d//SfXr16/RdVNELTDhjuyDf0uX23eQIgIbSZc7BkvZhw4ZOiRBMDqFMTFS4ocfSZdatdbXHLvcMVhK/uILqSg52dDhPZAp1wILDQ2VBg0aVGJbdHS0ZGZmJv33I37jxo1SkyZNJJVKJfn4+JSoqSlJkpSYmCj1799fMjc3l3x8fKQff/xR8vX1lT7//HP9MVlZWdK0adMkT09PSaVSSd7e3tKoUaOkuLi4B8YI3PO1b98+/THdunW77zHR0dH3PWdl1AKTSdKjj1RWq9UMGTKE7Oxs5s6dS4sWLfRZXE2RlZWFvb09mZmZ2Iml4R+JWq1m2bJlAEyYMAHVXa0kD9pnbCStllvLlpH65VcgSVg0a4bXV1+iEkspmLTS7kFTujeNmSYri4yNv5K+ejXqhATdRpUK+379cAodjUWTJoYN8D4KCgqIjo7G399f9G6YiAf9zsr6+V2uBAhg165djBgxgszMzNJPXobaX8ZKJEDll5ubq0+Ic3JysLa2LtM+Y6LJyiLhrbfJ2bsXAIdhw3B753+igGkNUNo9aCr3pqmQiovJ3vMXaatWkX/6tH67ZevWOI4ciV3vJ5AZSbkRkQCZnspIgMo1Bmj9+vWMGjUKrVZLvXr18PDwuO80eEEwRUWxsVx/aRJF0dHIzMxwf+9dHJ5+2tBhCYJJkSmV2PUJwa5PCPnnzpG26keydu4k/9Qp8k+dIrlOHRyfeQaH4c+g+k9xa0GoDuXKWt5//33s7e3ZsWOHfrS4INQEucePEz9tOprMTJTu7nh9/TWWQc0MHZYgmDTL5s2p++knuL75BhkbfiFj/XqKU1O5uXgxN5cuxfaJJ3AaNRLLtm1NfvaYYDrKtYBPdHQ0I0aMEMmPUKNk/LqJuHHj0WRmYtG8Of6/bBDJjyBUIpWrKy5Tp9Bg71/U/fwzLNu2AY2G7B07iH1+NNFPDiL95/Voc3MNHapQC5QrAfL29kajMUyNFEGobJJWS8onn5D4v/+BWo1t3z74/rgKpYuLoUMTqkBuRqH+cVGBaY5RNHUylQq7vn3xW70a/9+24PDMM8gsLSm8coWk2bO50q07SXPnUhgdbehQhRqsXAnQiy++yB9//EFaWlplxyMI1UpbVET8q69y63td7Zw6kydT99NPxdolNYwkSSRcSWfHsnDWzj6q375m1lFO7YxFo9YaMLrazSIwEI/359DwwH7c3n4Lla8P2pwc0n/8iWt9+xE3bjzZe/YgmeiEGsF4lWsM0NNPP83hw4fp1KkT77zzDi1atCh1pLWPj0+FAhSEqqLJzubG1GnkHTsGKhWecz/CfuBAQ4clVKKigmIijydzfv8N0hJ03Spa7b8TX4vyizmyOYqrYSl0GuFnoCgFAIWdHU6hoTg+/zy5hw+TvmYtOQcOkHv4MLmHD6N0dcXh6aE4PP20WIpCqBTlmgYvl8uRyWRIkvTAAWtiGnztVFxczM6duirKISEhJWYIPmhfdVKnpHB9wkQKL11Cbm2N16KvsQ4ONkgsQuXLTivg3N7rRBxKoKhA112vNJMT0MGdxp3cCLvwD1qthL9DC45tiaEgV43CTMKySSp1vG0Nem8K/yq6fp2M9evJ2LQZzZ0eB5kM665dcBw+HJuuXZFVwu9JTIM3PQZbB2jMmDFlHqm/YsWKRz29URAJUM1VFBND3LjxqOPjUdSpg8+ypUa5OJvw6G7eyOb07jiunkjRt/Q4uFnRrGtdGgW7Y2517+KGOemF7FoeTuLVTOQKGT1GNyawg3t1hy48gLaoiJw9e0jf8At5R//twlS6u+Pw1FPYP/VUhWryiQTI9Bh0IcSaTiRANVPh1avEjh2LJvUmKl8ffL7/HjNvb0OHJVSAJEncuJjO6d2xXL+Yrt9eN9CBlr188G3qjEz+4D/YNGote1ZFcPVkCgBdRwQQ1N2rSuMWyqcwOpqMXzaSuXkzmvTbv2+ZDOvgjtgPHYptr16PvGCpSIBK5+fnx4wZM5gxY4ahQymhMhKgcg2CFoQHUavVrFy5kpUrV6JWq8u8r6oVXLpE7OhQNKk3MQ8IwG/NGpH8mDCNRsvlY0lsmHuC3786w/WL6chk0KCtK8PebsvgV1rjF1TnnuTnfvegQiXn8ecDiJcd5+jlHexbE0HYjhgDPCvhYcz9/XF743UaHNiP56efYBXcESSJ3H+OkPDqa1zp2o2kDz6k4OJFQ4daLe70yMyfP7/E9i1bthjNmkofffQRjz32GFZWVjg4ONyz/+zZszz77LN4e3tjaWlJ48aN+fLLL6s8rgp1niYlJbFp0yYuXbpEbm4uy5frZtKkpqYSHR1NUFBQiUqyQu1QVFTE2LFjARg2bFiJmkoP2leV8s+HEzd+PNrMTCyaNsX7++9QOjpWy7WFylVUUEzEoQTO/nWdnHTdlHalmZwmnTxp0dMbuzoPfs8p7R5UF6uZ9+3bALSq142jW65RlF9Mx8H1jeaDRPiX3MwM+/79se/fn6Ib8WRu2kTG5s0UJyaSvmYN6WvWYNGkCfZDn8K+f38U9/ngrSksLCz4+OOPmThxIo5G+L5WVFTEsGHDCA4O1ucJdwsLC8PV1ZXVq1fj7e3NP//8w4QJE1AoFEydOrXK4ip3C9DixYvx9/dn6tSpLFq0iJUrV+r3paSkEBwczOrVqysjRkGokLzTp4kbOxZtZiaWLVrgs+IHkfyYoNzMQo5svsqqt//h8Mar5KQXYmmrosOT9Qid14kuwwMemvyUVcdB9QE4tTOOA+sikbRipIAxM/Oqi8v0aTTYsxvv777Dtm8fZCoVBRERJH/wIZFdunJj2jTddPqiIkOHW+l69eqFu7s78+bNe+Bxv/76K02bNsXc3Bw/Pz8+/fTTEvtTUlIYOHAglpaW+Pv7s2bNmnvOkZGRwfjx43FxccHOzo4ePXpw9uzZB153zpw5vPLKKwQFBd13/wsvvMCXX35Jt27dqFevHs899xxjx45l06ZND3nmFVOuFqA//viDqVOn0rZtW9577z22b9/Ot99+q9/ftGlTmjdvzpYtW3jxxRcrLVhBeFS5x49z/aVJSHl5WLZtg/e3S1HYiCKXpiTrZj6nd8UR8U8C2uJ/Bza37OVNYEd3lCpFpV+zRU9vHJzs2LfmEhcOxlOUX0zPMY1RKMSoAWMmUyiw6dIZmy6dKU5PJ+uPP8jYvIXCixfJ3r2H7N17UDg4YNevH/aDB2ERFFR6654kgTqvep/AHSoreIRWR4VCwdy5cxk5ciTTp0/Hy+ve8WthYWE888wzzJ49m+HDh/PPP/8wefJknJ2dGTNmDKDrTktISGDfvn2oVCqmT59OSkpKifMMGzYMS0tLtm/fjr29PUuXLqVnz55ERkbi5ORUoad9t8zMzEo93/2UKwFauHAhPj4+7Nu3D2tra8LCwu45JigoiL///rvCAQpCeeUePcb1l15CKijA+rFgvBYtQm5lZeiwhDLKSM4jbEcMkceS9TO63OvZ06q3D/7N7x3bU9madPZEZaFgzw8RXDmRjLpQQ8iLTask4RIqn9LREafRo3EaPZqCy5fJ/O13sv74g+LUVNLXriV97VrM/P2xH/Qk5n373nsCdR7MNdB6Q/+XAGaP9ofakCFDaNmyJbNmzbpvN9Nnn31Gz549effddwEICAggIiKChQsXMmbMGCIjI9m+fTvHjx/Xl7lavnw5jRs31p/j0KFDHD9+nJSUFMxvDzT/5JNP2LJlCxs3bmTChAnlfcYl/PPPP6xfv55t27ZVyvlKU64/Z86cOUP//v2xti79F1S3bl2Sk5PLHZggVEReWBjXJ03SJT9du+C1ZIlIfkzErfgcdn2vW7H50pEktFoJr0aODJ7Ziqdeb029li5Vnvzc0bCtG30nBaFQyYk5d5OtX5+lILd6B+8LFWcRGKgbOL1/H97ff4/dwIHILCwoio4m9YsviRszluKbNylOTzfpFac//vhjVq1axcX7DAC/ePEinTp1KrGtU6dOXLlyBY1Gw8WLF1EqlbRp00a/v1GjRiUGLZ89e5acnBycnZ2xsbHRf0VHRxMVFVUpzyE8PJxBgwYxa9YsevfuXSnnLE25WoC0Wu1DB6/enSEKQnXKP3eO6xMmIuXnY925s67lx8zM0GEJD5Eck0XY9hiiz97Ub/NrXoc2fX1x97c3WFx+QXUYOK0F2xafIz4yg00LwxgwtUWljTcSqo9MocCmcydsOndCk5NL9q5dZP72GzlxcUhFRRSnplJwKw25jTUKOzsUb15HpjBAi5+qfH+sde3alZCQEN5++219t1ZlysnJwcPDg/3799+z736zux5VREQEPXv2ZMKECbzzzjsVPt/DlCsBCgwMfGD3VnFxMQcPHix1wJMgVJWCiAjixr+INjcXqw4d8Pr6K5H8GLmEKxmEbY8hLuLOSr/QoLUrbfr6UsfL1rDB3VY3wJGnXmvN1kXnSE/KY+PHJ+k/uQVu/mKNMFOlsLHG4akhODw1hOy4OGKTk5GbW4C6CG1ODtqcHNQyGQobW+T2dihsbQ2TDD2i+fPn07JlSwIDA0tsb9y4MYcPHy6x7fDhwwQEBKBQKGjUqBHFxcWEhYXpu8AuX75MRkaG/vjWrVuTlJSEUqnEz8+vUuO+cOECPXr0IDQ0lI8++qhSz12aciVAo0aN4rXXXmPOnDnMmjWrxD6NRsNrr73GtWvXePPNNyslSMG0mJubs2HDBv3jsu6rqILISOJeGIc2KwvL1q3xXvwNcrEMg1G6s3jhye0xJFzJAEAmlxHQ3o02fXxxdK+6geql3YMPuzfreNny9Jtt2frNWW7dyGHLZ6d44oWm1GvlUmWxCtVD5eqKIjcXM18fzGQyNJmZaDIzkQoL0WRnocnOQi2Xo7C1RWFvj9zGBpncOAfEBwUFMWrUKL766qsS21999VXatWvHBx98wPDhwzly5AiLFi1i8eLFgK5ho0+fPkycOJElS5agVCqZMWNGiaVsevXqRXBwMIMHD2bBggUEBASQkJDAtm3bGDJkCG3btr1vTHFxcaSlpREXF4dGo+HMmTMANGjQABsbG8LDw+nRowchISHMnDmTpKQkQDe428WlCv9/SWUkl8ul999/X5IkSSoqKpK6d+8uyeVyqWHDhlJQUJAkl8ulYcOGSf7+/pJMJpNCQkIkrVZb1tMbnczMTAmQMjMzDR2KUAYFUdeky506SxGBjaRrTw+TirOyDB2SUIrrl9KkXxeclBZN/EtaNPEvafGUvdK+1ReljJQ8Q4dWJoX5aun3r07r4z+x7ZpJv9cJkpSfny9FRERI+fn5+m1arVbS5OdLRUlJUv7ly1Le+fP/fl24IBXGxkrq9HRJW1xswMglKTQ0VBo0aFCJbdHR0ZKZmZn034/4jRs3Sk2aNJFUKpXk4+MjLVy4sMT+xMREqX///pK5ubnk4+Mj/fjjj5Kvr6/0+eef64/JysqSpk2bJnl6ekoqlUry9vaWRo0aJcXFxT0wRuCer3379kmSJEmzZs26735fX99Sz3m/39kdZf38LnMpDLlczuzZs3nvvfcA3cJGc+bM4dtvvyU9/d/l5+3s7Jg0aRJz5szBzIS7HkQpDNOhjo8nZuQoipOTMW/UCN+VK2r0omemKjEqk2O/XyP+su79QqGS07SzJ616+2DjaFrlB7QaLYc2XOH8gXgA6rd2pWdoY1Tmxt9FItzrYaUwJElCys/XtQxlZSHdvYq9TIbc+vaYITu7SinOKjxcZZTCKPdvyszMjI8++ogPP/yQy5cvk5aWhp2dHY0bN0ZhAv2kQtUpLi5m8+bNgG5q5n+rwZe2r1zXSksjbtx4ipOTMatfH58flovkx8ikxGZx7Pdo4i7cAkCukNG0sydt+vph7VD9EyVKuwcf5d6UK+R0fTYQZy8bDv4cSdSpFDJS8ug3KQg7Z9HtWtPIZDJkVlbIraxQursj5RegycrSJUNFhf+OGUpIQG5lhcLODrmdnRh/aOQqnKrKZDIaNWpUGbEINURhYSHPPPMMoJs1cPcHyYP2PSpNTg7XX5xAUUwMSk8PfJZ/j7KKF84Syu5WfA7Hfr+mn9Ulk8toHOxOm35+Bk0SSrsHy3NvNu1SF0cPa3YsPc+tGzlsnH+SkPHNqBsoVhqvqXTJkCVyK0tU7m5oCwrQZGWjzcpCW5CPNi8PbV4eJCUht7BAbnd7ALWFhSipYmQe6dNH/PIEY6EtLOTGlKkUXLiAwskJn+XLUbm7GzosAUhPyuX41miuhqXoevJlENjenbb9/XBwrXlrMXk2cGDY2+34c8k5bl7P4bcvTtNhUD1a9/attvWKBMORW1ggt7AAVxe0RUVos7J0CVFeLtqCArQFBRSnpCBTKpHb2qKwtUVubW0SM8pqukdKgGbPns3s2bPLfLxMJqPYhBeVEoyTpNGQ8Nrr5B07htzaGu9lyzD39zd0WLVe1q18jv8RTeSxJO6MLGzQxpV2A/xx8qjZ5UdsnSx46vU2HFh7mctHkzi65RqJUZn0GtMEC+vqKfgrGJ7czAx5nToo69RBKi5Gk5WFNjsbTU6u7vv0dDTp6bpxQ1ZWumTIxgaZubloYDCAR0qA7OzsKmWxI0GoiJQFC8jevRuZSoXXN99g2aypoUOq1Qpy1YRtj+Hc/hv6Wl3+LerQfqC/0azjUx1UZgp6hjbGs4EDB3+OJPb8LTZ8dIKQCc1w8xMTKWobmVKp65J3ckLSatHm5qLNyUGTnY1UVKT7PjdXd6xKpWsdsrERrUPV6JESoFdeeUU/C0wQDCHtp9WkrfoRAM+P52PdsYOBI6q9ios0nNt3g1M7YynM07X01g10IHhwg1q7QKBMJqNJZ09cfG3ZsSycrNR8Nn0SRuenG9KsW13xV34tJbuzhpCtLSoPD7SFhWizc9DkZKPNzUVSq9GkpaFJS/t3VpmNLXJbG2RmZuK+qSJivp5gMrL37iV53jwAXF6diV2/fgaOqHbSaiUuH03i+B/XyEkvBMC5rjXBQxrg09RJvFkDLt62PPN/7di76iLXzqRy8OdI4iMzePy5QMytRJdYbSc3N0dubo6yjjOSRoM2NxdNTg7a7GwktVo/q4wkXUuS3Npa92Vjg0ylEv/HKolIgASTkB9+gfhXXwOtFodhw3AeP97QIdU6kiQRG36Lo1uiuBWva7q3cTSnw5P1COjgjlwM+C3B3FJJn4nNOPvXdY5siiLqVArJMZk8MbYpng0dDB2eYCRkCoV+DSFJkpDubh3Ky9ONHbq9MjXc7i67kxBZW4up9hUgEiCh0pmZmbFixQr947LuK03xrVvcmDpVX9zU/b13xV9A1Sw5Josjm64SH5kBgLmVktZ9fGne3QulmWmNVyjtHizPvfkwMpmMlr188KjvwK4fLpCVms+Wz07Rpq8f7fr7IVcYZzkFwTBkMhmy27PKlC51dGOH8vL044W0+fm67rKMDDS3a3TJzMz0yZDC2hrZQwqVC/8q90rQNZ1YCdo4SGo1cS+MI+/ECcz8/PD7ZQMK29ozsNbQMlPzOfpbFFdPpgCgUMoJetyLNn18xeymR1RUUMzfP0dy6aiuzpGbvx1PvNAUexexcKKhPWwlaGMhaTT3JET/JTM3R3FXC1FFV6b28/NjxowZzJgxo0LnqWyVsRJ0mf/80Gq1tSb5EYxH8oKF5J04gdzaGq9vFonkp5oU5Rfzz6arrJ1zVJf8yCCwozsj53Sg09AGIvkpBzMLJT3HNKH3uKaYWSpJjs7i5w+Pc+HveMr4d6hQy8kUCt1Aand3zOvXx6JxY16aNw+roCA+XbUKAKmwkOK0NDauXIlcpaLgyhWK4uMpTktDW1BgkHvto48+4rHHHsPKyuq+M8lv3bpFnz598PT0xNzcHG9vb6ZOnUpWVlaVxiW6wIRKV1xczM6dOwEICQm5pxRGafv+K2PLFtJ/+gkAzwUfY16/fhVGLQBIWomLRxI5+ts18rOKAPBu7MhjQxvUmCntpd2Dj3JvVkTDdm641bNjz4oIEq9msn/NZa6dSeXx5xpj41j9pUEE0yVTKJCpVFhYWPDp998z+Y03sDczQ5ubi/x2V5hUWIimsFC3/hC6GWkyS0vkVlbIb/9b1fXLioqKGDZsGMHBwSxfvvye/XK5nEGDBvHhhx/i4uLC1atXmTJlCmlpaaxdu7bK4hIJkFDpCgsLGTBgAHD/Uhil7btbfvgFkt6bBUCdyZOx7dmziqMWEq5kcOiXK6TGZQNg72pJ56cb4hvkXKPGXJV2D5b13qwMds6WDJnZmrN7r3N0yzXiLqTx8wfH6DoigIbt3GrU6y1UvV69enH16lXmL1zIggULUNjbo/L0BMDMxwdtvq5Ex6bffuODRYuIiovD3cWFSSNH8nJoqG4ckaUVN3NzmDBzJn/t24e7uzsffvjhPdfKyMjgtdde47fffqOwsJC2bdvy+eef06JFi1LjmzNnDgArV668735HR0cmTZqk/97X15fJkyezcOHCCrwqDycSIMHoaDIyiJ8+HamoCJvHH6fO1CmGDqlGy7qVz5FNUbrSFYCZhYK2/f1p/rgXCqUYpFtVZHLdAGmfps78tTKClNhsdv8QwbXTqXQbGYilrZjdY0iSJJFffO8Ym+pgqbR8pCRYoVAwd+5cRo4cyfTp0/Hy8vp33+0ZZmFhYTz36qvMeucdnu7fn38OHWb6//4PJ3t7nh88GE1REWMnTSIxNZUdy5djZm3Nqx99REpKCpJGoz/fsGHDsLS0ZPv27djb27N06VJ69uxJZGQkTpVUizEhIYFNmzbRrVu3SjlfaUQCJBgVSasl4a23USckoPL2xvPj+cjk4kO4KqgLNZzaGcvp3XFo1FqQQZPOnnQYWA8rO/HhW12cPKx56o02nNoRy8ltMUSdTiU+MoMuwxuK1iADyi/Op8Nawyy0emzkMaxUj1Y3b8iQIbRs2ZJZs2bdt5vps88+o2fPnrx3uzWmSfv2RCYl8uW6dYx7eQaXws+z69Ah/l6/njZNmgCw+J13aDVoEMUpKRRcvsyR8HCOHztG4rVrWNrbI1Op+OSTT9iyZQsbN25kwoQJFXrezz77LL/99hv5+fkMHDiQ77//vkLnexjxySIYlbQffiBn/35kZmbU/eJzFGIGXqWTtBKXjyWx5r0jnPwzBo1aS90AB4b/rx2Pj2okkh8DUCjktOvvz9NvtcW5rjUFuWp2/xDBtsXnyE4rMHR4gon4+OOPWbVqFRcvXrxn38WLF+nUqVOJbZ06deLKlStgZcnVlBSUSiXBQ4di3rAhqrp1adK2LQ52doAMSa3mzKlT5OTm4urjg629PTbW1thYWxMdHc2VCxcqPMj6888/59SpU/z2229ERUUxc+bMcp+rLEQLkGA08k6eJOXzLwBw+7//w7KpqPFV2VJiszj4cyTJ0brZFXZ1LHhsaAPqtXQRLQ1GwMXHlmFvt+P0rlhO/BlD7PlbrLtyjMeeakDTzp6iunw1slRacmzkMYNduzy6du1KSEgIb7/9NmPGjCnXOWQymX6lahwdQS5H6eaKmb8/BXI5Hq6u7PzpJ6SiohI/Z29rS+HVq7pSHhYW+vWM9P+Wob6Zu7s77u7uNGrUCCcnJ7p06cK7776Lh4dHuZ7Lw4gESDAKxbduET/zVdBosBs4EIfhzxg6pBqlIEfN0d+iuHAoASRQmito29eXFj29UapMayHDmk6hlNO2nz/1Wrqyb/VFkq5lcWDtZa6cSObx5xrh4PZoXSNC+chkskfuhjIG8+fPp2XLlgQGBpbY3rhxYw4fPlxi2+HDhwkICEChUNCoUSOKi4sJCwujXbt2AFy+fJmMjAxdLTNra9p27UrSvHlYN2iAr48PUkGBrtXnrn8lrVa3PlF+Ppq7riUzM6P41i2QJDRZWcgsLB5Y1kOr1QK6yQlVRSRAgsFJGg0Jr79OcUoKZvXr4zF7lmiNqCSSVuLiP4kc2RxFQa4agIAObjz2VAOs7cWUa2Pm5GnNkNfacH7/DY5uiSLhSgY/f3ictn39aPWEDwqVGMEg3CsoKIhRo0bx1Vdfldj+6quv0q5dOz744AOGDx/OkSNHWLRoEYsXLwYgMDCQPn36MHHiRJYsWYJSqWTGjBlYWv7bGtWrVy+Cg4MZPHgwCxYsICAggISEBLZt28aQIUNo06YNUlHRPYlRXFwcaZmZxF67hqa4mBO7dgHQwM8PWycndh4+TEpGBu06dMDWwYGIyEjeeOMNOnXqhJ+fX5W9ViIBEiqdmZkZixYt0j9+2L6bS74l958jyCwt8fryC+TW1tUbcA313+4uJ09ruj0bgGdDRwNHZlil3Z8Pum8NRS6X0aKHN/7N67B/zSWuX0zn2O/XiDyeRLdnA6kbWLt/l8L9vf/++6xfv77EttatW7Nhwwbee+89PvjgAzw8PHj//fdLdJWtWLGC8ePH061bN9zc3Pjwww9599139ftlMhl//vkn//vf/xg7diypqam4u7vTtWtX3Nx0A/Zl5uZgbo7C3l7/c3M/+ohVt9d0AwgeNgyAHT/8QNd27TBTq/l++XJe+9//KCwqwsvdncEhIbw+bTrqlBTk5ubIzM2RmZlV6qSYMpfCqG1EKYzqkfvPP8SNGw+ShOfH87EfNMjQIZm8glw1x367Rvjf8SCBykJB+wH+BD3uhULUnjJZkiRx5UQyh365Qn62rjUvsIM7jw1tIAauV5CplMKoSSStFqmoSFffrLAIqagQbWGhbmzRA9ISmZkZcnNzCmVy4lKS8ZTJsK1XD6Xjv38MlPXzW7QACQZTnJZG/JtvgiThMGyYSH4q6M4qzkc2R1GQo/uAbNjOjU5Pi+6umkAmkxHQ3h3fZs4c/e0a4QfjuXwsiZjzNwkeUp8mncQgacF0yORy/QDpu0laLZJajVR4OyHSfxUhaTVIRUVoiorQaLVoMjNJ+PAj5ImJKBwcMKtXD7N6/hS5l23QtEiAhEqn0Wj4+++/AejSpQuKu0b/39knSRL+G35Bk3oTswb1cfvf/xkq3BohPSmX/Wsuk3AlAwBHD2u6jQgQXST3Udr9+aD71piYW6no9mwgjTp6sH/tJW5ez2H/mstcOpJIt5GBNaZkiVA7yeTyf7vR7touSRIUF6O93VpUnJODLCsLpasr2sRENBkZ5J86Rf6pU+RoNKWev8S1RBfY/YkusPLLzc3FxsYG0JUUsL5rTM/d+042DMDK3Bz/DeuxaNzYILGaOk2xllM7Yzm5PQZtsYTSTE77AfVo3lN0d5WmtPvzQfetsdJqtJzfH8+xP66hLtAgk8to3sOL9gP8MbMQf9+WlegCMz13/87MtFqKYmMpvHaNomvR3LwYQZMlS0QXmGDcXGe8LJKfckqMymTf6kukJ+YC4NPUiW7PBmJXp3xriAimR66Q06KnN/Vbu3LolytEnUrh7J7rRIWl0PmZhmJ9J6FWkFtZYdG4sf6zxDwrC5YseejPiQRIqFZ315SxatsWp7FjDRiNaSrML+bolijCD+oGOVvaquj8TEMathVlE2orG0dz+kxoRmz4LQ7+fJmsmwXsWBqOVyNHujwTgJOn8bdmCUJ1EwmQUK3S1q3TP/b44H1R5+sRXTuTysF1l8nN1K3C2vgxDx4b2gALa5WBIxOMgW8zZ559rwNhO2I5vSuOG5fS+fnD4zTv7kW7AX6YW4n75EHEiBDTURm/K5EACdWm6MYNbn6zWP+9yt3dgNGYloIcNQfXR3LlRDIA9i6WdH+uEV5ikLPwH0ozBR2erEejYA8Ob7xC9NmbnN17ncgTSXQcVJ9Gj3kgF7PFSlCpdIlhXl5eiYX/BOOVl5cH/Pu7Kw+RAAnVJvWzz5AKRGHHR3XtTCr7114mP6sImQxa9fahXX9/lGbGOUtJMA72Lpb0m9Sc6xFp/L0hkvSkPPatvkT4wXi6jgjAvZ79w09SSygUChwcHEhJSQHAyspKdCcbKUmSyMvLIyUlBQcHhwrN1hQJkFAtCq9eJWv7DkOHYVIKctX8vSGSyGO6Vh9Hdyt6hjbBzV/MShTKzruJE8PfbU/4/niO/3GN1Lhsfl0QRmAHd4KH1MfaQawRBbpCnIA+CRKMm4ODg/53Vl4iARIqnUqlYsGCBfrHADe/Xapb8LBnDxa8OL7EPuFe0edusn/1JfLubvUZ4C8Kl1aC+92fD9peEyhuzxZr2M6No79FcfGfRC4fS+LamVTa9vOjRQ/vWl9bTCaT4eHhgaurK2q12tDhCA+gUqkqZZ0usQ5QKcQ6QJWn8Fo01wYMAK0W/02/YtGkiaFDMlpFBcUc2nCFi/8kArpWnx6hjXH3F90VQuVJjsni7/X/1omzd7Gk07CG+AU5i64fweSJUhiC0bi1dClotdg8/rhIfh4g6Vomu3+4QNbNApBBq14+tH9StPoIlc/Nz46hr7fh8vEkjmyKIjM1nz8Xn8OrkSOdnm4gVpMWagXRAlQK0QJUfhqNhlOnTgHQzNmZmIFPgkaD3y+/YNaksX5f69atjbbcQHXSaLSc/DOGsD9jkCSwdbKg19gmeDZ0MHRoNdLd9+fd92Bp22u6ooJiwrbHcPavG2iKtSCDxsEedBhUT9SQE0xSWT+/RQJUCpEAld/dJQWuvPoa6q1bse7WFZ+lS02y3EBVykjOY8/KCH1XREAHN7qOCMTcUjTOVpWaVAqjMmXdzOfoliiunNQNAlaaK2jd24eWT/igEjMOBRMiusAEo5C5bRtWgMvkyYYOxehcPprI/nWRFBdqMLdS0u3ZQBq2czN0WEItZVfHkt7jm9G8RyaHfrlCcnQWx/+I5sLfCQQPrkdAe3dRbV6oUUQCJFQtjQbrrl2xbNHC0JEYjaKCYv7+OZJLR5MAqBvgQM8xTbB1EkUYBcNzr2fP0DfacDUshSOboshOK2DPyouc3XuDTk83oG6AWHxTqBmMbt6jn58fMpnsnq8pU6YA0L1793v2vfTSSyXOERcXR//+/bGyssLV1ZXXX3+d4uJiQzwdAagzeZKhQzAaN2/k8Mu8k1w6moRMBu0H+vPkjFYi+RGMikwmo2FbN0bO6UDwkPqoLBSkxmWz5bPTbP3mLLficwwdoiBUmNG1AJ04cQLNXQUzw8PDeeKJJxg2bJh+24svvsj777+v/97Kykr/WKPR0L9/f9zd3fnnn39ITExk9OjRqFQq5s6d+8jxxL4wDluVCu4eKvWfYVMSd+/7zwke8HOVfs4Hnf8/Jykx9KuSY867K9m0fuwxrFq3praTJIkLfydwaMMVNMVarB3M6T2uCZ4NxV/TgvFSqhS0DvGlUbAHJ7ZGE3Eogdjzt4gNv0WjDu60f7KeSN4Fk2V0CZCLi0uJ7+fPn0/9+vXp1q2bfpuVlVWpK0Du2rWLiIgI9uzZg5ubGy1btuSDDz7gzTffZPbs2ZiZmT1SPAVnz6KsJbNBKotaq9U/rjNFjP1RF2rYt/qSvo6Xb5AzPUMbY2nzaPeiIBiKlZ0Z3UYG0qKnN0d/u0bUqRQuHU3iyskUgh73ok0fX1GQVzA5RpcA3a2oqIjVq1czc+bMEotzrVmzhtWrV+Pu7s7AgQN599139a1AR44cISgoCDe3fweThoSEMGnSJC5cuECrVq3ue63CwkIKCwv132dl6WbleCxcgN3t2SAlFgj772JhJb6X3ffhf48r3/n+e9zduwx0vv+cOzc/Hzp3AsCylq/7k56Uy/al4aQn5iKTywgeXJ+WT3iLxeYEk+TgZkWfCc1Ijs7in01XSbiSwZndcVw8nEDrEF+aP+4latQJJsOoE6AtW7aQkZHBmDFj9NtGjhyJr68vnp6enDt3jjfffJPLly+zadMmAJKSkkokP4D++6SkpFKvNW/ePObMmXPPdrsePcQ0+EekLCpi1qxZwL0lBVQqVan7apqrYSns/fEi6kINVvZmhIxvJtb2MQKl3YO16d6sKDd/OwbPbEXchTSObL7KrfhcjmyO4vz+G7Qf6E9gR1FxXjB+Rr0OUEhICGZmZvzxxx+lHrN371569uzJ1atXqV+/PhMmTCA2NpadO3fqj8nLy8Pa2po///yTvn373vc892sB8vb2FusACY9Mq5U4uiWK07viAN0sryfGNRWLygk1klYrEXk8iWO/XyMnTfce6uRpTfuB/tRr6SJaO4VqZ/LrAMXGxrJnzx59y05pOnToAKBPgNzd3Tl+/HiJY5KTdWMvHlQ51tzcHHNz8QElVExhnppdyy8QdyEN0BUx7TioHnKF0U24FIRKIZfLaNTRgwZtXDm/P56w7TGkJeSyY2k4dbxt6PBkPXybiRpjgvEx2nflFStW4OrqSv/+/R943JkzZwDw8PAAIDg4mPPnz5OSkqI/Zvfu3djZ2dGklo9HqS5arZYLFy5w4cIFtHcNiH7YPlOXnpTLL/NPEnchDaVKTu/xTXnsqQYi+TEypd2DNfnerA5KlYJWT/jw/IfBtO3nh8pcwc3rOWz75hy/LgjjekQaRtzhINRCRtkFptVq8ff359lnn2X+/Pn67VFRUaxdu5Z+/frh7OzMuXPneOWVV/Dy8uLAgQOAbhp8y5Yt8fT0ZMGCBSQlJfH8888zfvz4R5oGL0phlN+DSgrU1HIDMedvsnv5BYoKNNg4mtNvUnNcfERBSWN07dwZ6rfQTYbY+cNSGrfvSN1GTckvKKiR96ah5OcUcXpXHOf33aBYrUsoPRrY03FQPbH8g1ClTLoLbM+ePcTFxfHCCy+U2G5mZsaePXv44osvyM3Nxdvbm6FDh/LOO+/oj1EoFGzdupVJkyYRHByMtbU1oaGhJdYNEoTKIkkSp3bGcvS3ayDp3uD7TAjCyk5McTcmkiRxI+I8x7b8QuSpE/rtJ7du4vyO37F3c6d5nycNGGHNY2ljxmNPNaBFT29O7YzlwsEEEq9msvnT03g1cqTDk/Vwr2dv6DCFWswoW4CMgWgBKr/a0gKkLtKw98eLXL1dPLJp17p0eaYhCqXo8jIWkiQRfeYkxzZtICHyIgBFWi3/t3E7AJs+nUtC+FkKcnMoLC7mf5t0kydM/d40RjnpBZzcHsvFwwloNbqPHd9mzrQf6I+rr3iPFSqPSbcACYKxy80oZNvic6TGZSOXy+gyIoBmXesaOizhNkmSiDp5jCMb15ESEwWAQqWiWfcnaNKzD/+3sT4AvSdOx0yh4Myubexb96P+5xMiL9GwVRuDxF5T2Tha0H1kIK17+3DyzxguHU0iNly3qnS9li60G+BPHS8bQ4cp1CKiBagUogWo/Gp6C9DNGzls++YsOemFWNio6DsxSKzvYyQkSSLu/FkOrf+RpKuRAKjMLWjRux9t+g/GxtGp1HvwxrWreNdvCMD8Z/ozYPIrNO3W0zBPpBbISM7jxJ/RRB5P1pfj8W9Rh7b9/ESLkFAhogVIEKpA7IVb7FwWjrpQg6O7Ff2ntMDexdLQYQlAQuRFDv38E9cvnANAaW5O675P0nbAECxtH/6B6ujmoX+sKS5mx+LPSY2NpuuoschFOZxK5+BmxRNjm9ImxI8Tf0ZzNSyF6LM3iT57E5+mTrTt549HfTFGSKg6IgEShDIKP3CDg+uvIGkl6gY60GdCkKh/ZARSYq5xeP1PXLs9uFmhVNL8ib50GPwM1g7lm23UftDTnN22hbBtW7h5PZYBL7+JhY3onqkKTp7WhIxvRvsBuYRtjyXyRDJxF9KIu5BG3UBH2vX3o26AmDUmVD6RAAmVTqVS8dprr+kfl3WfsdJqJf7ZdJWze64D0CjYne6jGonBzgaWlhDPPxtWc/nI3wDI5HKadutF8NMjsKvjWurPlXYP3r2964jReDdsxI4lnxN77jRr35nJoNfexdnLuwqfUe3m6G5Nr7FNaDfAj7AdsVw+kkT85XTiL6fjXs+e1n188WvmjEyU2BAqiRgDVAoxBkgAKC7SsPuHCK6dSQWgw6B6tOnjK1a1NaCsmykc2fgzFw7sQbq9YGHgY115bNgonDwrdyB6Ssw1tiz8gOybqZhZWtJv2uvUb9O+Uq8h3F/WrXxO74oj4nAC2mLdx5SjhzWtQ3xo2M4NhVhgVChFWT+/RQJUCpEACQW5arZ9c46ka5kolHJ6hjamYTu3h/+gUCVyM9I5tmUD53ZvR1NcDEC91u3oNPx5XP3qVdl187Iy+eOzedy4GA4yGZ2eeY4Og4chk4sP4OqQm1nIub3XCT8QT1GBBgAbR3Na9vKhSWdPVOZifJZQkkiAKkgkQOWn1WqJi9MVAvXx8UF+1wfFg/YZk+y0Av746gzpSXmYWynpN6m5mOllIOrCAsK2buH477+iLsgHwLtJEJ2fHY1nQONHPl9p9+CD7k1NsZp9K5dxdrdu/aD6bTvQZ/IrWFiLcUHVpTC/mAsH4znz13Xys4oAsLBWEdS9Ls26eYnFRwU9kQBVkEiAys/Up8Hfis/hj6/PkptRiLWDOQOntcC5rvigq25arYaIg/s4/POP5KTrisu61WtIl2dD8QlqUe5uyNLuwbLcm+f+2sneH5agKS7Gwd2DJ1/9Hy4+fuWKQyifYrWGy0eTOLUrjqxUXUKsUMoJ6OBGi57eOHuK/6u1nUiAKkgkQOVnyglQwpV0/lxynsK8YhzdrRg4vSW2ThaGDqvWiT13hgOrl5MaGw2AnYsrXZ4NJTC4S4W7niqSAAEkXY3k98/nkX0zFaW5Ob0nTKNx5+4Vikl4dFqtRNSpFM7suU5KTJZ+u08TJ1r08sa7sZMYq1dLiQSogkQCVH6mmgBFnU5h9/IINMVaPOrb029yczHNvZrdvB7LwTUriD59EgBzK2s6DHmGVn0GojSrnC6OiiZAoBsX9OfXnxB77jQArfoMpNvzL6BQivulukmSRNK1LM7uiePamVTufKI5eVrToqc3Ae3dUKrEOKHaRCRAFSQSoPIzxQQo/MANDvwcCRL4Na9DyPimKM3Em2Z1yc1I558Nazi/dxeSpEWuUNCidz86PjUCK7vKXQyvMhIg0HXR/bNhLcc2rwfAM6AxA195Cxsn50qNVyi7zNR8zu27zsXDiagLdQOmLW1VNOnsSdMudUVrbi0hEqAKEglQ+ZlSAiRJEif/jOH4H7quliZdPOk2IgC5mGJbLe43wLlh+8foMjIUR4+qqa1WWQnQHVFhx9i+6DMK83KxsndgwMtv4N20eZXELpRNYZ6aiEOJnNt3nZz0QgBkMvBv4UKz7nXxCnQU3WM1mEiAKkgkQOVnKgmQJEn88+tVztxe4LBtfz/aD/AXb4zVQNJquXBwb4kBzu71G9Lt+XF4NW5Wpdeu7AQIID0pgd8/ncvNuBhkMjnBTz9Lh6eeQS4XrYiGpNFoiT5zk/ADN4iPzNBvd3S3olk3Lxp1dMfMUqwHXNOIBKiCRAJUfqaQAGm1EgfWXSbi7wQAOg9rSIueYpXf6pAQeZG9K5aSfO0qULkDnMuiKhIgAHVBAX+t+JYL+/cA4NOsOf2mvV7uchxC5bqVkEP4gXguH03Sd4+pzBUEdnCnWfe6YvZYDSKKoQoGo1QqmTx5sv5xWfdVF41Gy18rL3LlRDLI4PHnGtGkk6dBYqlNctLT+HvtSiIO7gXAzNKKjk8Nr9QBzmVR2j1Y0XtTZWFBn0kz8GnanN3ff0Nc+Dl+fGMa/aa9hm9Qy0qJXSg/Z08buj0bSPDg+lw6mkT4gRukJ+URfjCe8IPxeDSwp0knT+q3dhWLK9YSogWoFKIFqGYqVmvY9f0Fos/eRC6X0euFJjRsK1Z3rkqaYjWntv/B0V/XUZSvG+fTtHsvujwbWmNbR27FX2fr5/O5eT0WZDI6PjWc4KefFV1iRkSSJOIvp3P+QDzRd80eM7NQ0LCdG006e+LiYyu6xE2Q6AKrIJEA1TzqQg1/LjnHjUvpKJRy+kxshl9QHUOHVaNFnwlj38plpCfGA+DeIIAeYyfi0SDQwJFVPXVRIftWLuP8XzsB8GrSjP7TXhezxIxQTnohl44mcvFwAlk3C/Tbnb1saNLJg4D27mJJDBMiEqAKEglQ+UmSxM2bNwGoU6dOib+gHrSvKqkLNWxddJaEKxkozRX0n9wcr8Ca2fpgDDKSk9j/43dEnTwGgJW9A11GjqFp1x4Gr6FV2j1YVffmxUP72f3dN6gL8rG0s6fflJn4tWxTKecWKpeklYiPTCficCLXTqeiKdYV21Uo5dRr5UKTTh7UDXAUFemNnEiAKkgkQOVnbIOg1UUatn1zlvjLGZhZKBg4vSXu9Sp3bRlBp1it5uTvv3Js8waK1UXIFQpa9RlI8NPPYm5lHGs+VdUg6AdJS4hn6xfz9StbtxkwhM4jRqNUiVYFY1WQqybyeBIRhxO5dSNHv92ujgUB7d0JaO+Go7tx3NNCSSIBqiCRAJWfMSVAxUUati3WdXupLBQ8KZKfKhMXfo49yxeTnnAD0M2C6jF2Es5exjW7zhAJEEBxURH7f1rO2V3bAHD1q0+/6a/hXNe4Xh+hJEmSSI3LJuJwIleOJ+kr0gO4+NgS0N6Nhu3csLY3N2CUwt1EAlRBIgEqP2NJgIqLdGN+rl9MR2Wua/nxqC+Sn8qWm5HOgZ+Wc/HQfkDX3dV99HgadepmlANIDZUA3XH1xFF2Lv2KguwslGbmPD7mRYJ6hBjlayWUpC7UEH02lcjjycRFpCFpdR+fMhnUDXQkoL079Vu5iLWFDEwkQBUkEqDyM4YEqFitYfuS88RFpKE0VzBwWgs8GzhUybVqK61Ww7k9Ozm0bhWFebkgk9Gydz86DX8eC2vjXVPF0AkQQE7aLbZ/8xlx4WcBaNAumN4Tp2FpK95rTEV+dhFXw1KIPJ5E0rV/i7EqVHL8m9choL0bPk2dUSjFqvLVTSRAFSQSoPIzdAKkUWvZvvQ8seG3UJrJdclPQzHguTIlX7vKnu+/ISnqCgBu9RrQa9xk3BsEGDiyhzOGBAh0q2Gf3LqZQz//hFZTjI2TM32nvIpPM1FGw9RkpuZz5UQSkceTSU/K0283t1bSoLUrDdq44tnQQZTYqSYiAaogkQCVnyETIK1WYtd34USdTkWpkjNgagvqitlelaYoP4/D61dzesdWJEmLmaUVnUc8T4ve/UxmjRtjSYDuSL52lW1fLdQtFSCT0f7JoTz2zChRWd4ESZLEzes5XD6exJUTyeRlFun3mVsr8W9eh3otXfBu7CSKLVchkQBVkEiAys9QCZAkSRxYF8mFg/HIlTIGTGmBd2OnSjt/bXft1An2fL+Y7FupAAQ+1pXuo8dj42har7GxJUCgK6Oxb9Uyzu/dBYCrf336TX3N6AaQC2WnvT2l/sqJZKLP3qQgR63fpzRX4NvUiXqtXPBrVkeMGapkohSGYDBKpZLQ0FD947Luq6iTf8Zw4WA8yOCJsU1F8lNJ8jIz2LfqOy4dPgCAvasbvcZPwa9FawNHVj6l3YNVeW8+jMrCgt4Tp+PXsg27l35NSnQUq996mS6jxtAqZIDB104SHp1cLsO7kRPejZzQjtSSGJXJtTOpXDudSk56IVGnUok6lYpcKcMr0In6rVzwa14HK7vqKwtT24kWoFKIFiDTEn4wngNrLwPQdUQAQd29DByR6ZMkiYiDe9n/4/cU5GQjk8lp3X8QnYaNQmVhYejwaqyctFvs/PZLYs6eAsCnWQv6TH4FW2exanlNcGda/bXTqVw7k1pizJBMBh4NHKjX0gX/lnWwc7Y0YKSmS3SBVZBIgExH1OkUdi4LR5KgbT8/OjxZz9AhmbyMpERdQc/zZwBw8atH7wnTcK/f0LCB1RKSJHF2158cWP0DxUWFmFtb0/OFSUa7tIBQfmmJufqWodS47BL7nL1s8G3qhHcTZzzq24sZZWUkEqAKEglQ+UmSRF6e7q8aKyure0phlLavPOIvp/P712fQFks06eJJ95GB4gOiArQaDWHbtvDPL2spLipEqTIjeNhI2vQfjKKau4WqSmn3YGXfm5UhLSGe7d98StLVSAACgrvQa/xkLG1sDRyZUBWybuUTfeYm186kkng1g7s/nZXmCrwCHfFp4oRPUyfsXawMF6iREwlQBYkEqPyqaxD0zRvZbP7kFEUFGuq1dCFkQjPkokZPuSVfu8qupV+TEhMF6FZy7vXiVBzdPQ0cWeUyxkHQD6LVaDi2eQNHfl2HpNVi4+hEyEsvi3piNVx+dhHXL6YRdyGNuItp5GcVldhv52KJbxMnvJs6UzfAATOLmvEHSmUQCVAFiQSo/KojAcq6mc+vC8LIyyrCs6EDA6e3QKkS00rLo1it5uivP3P8t1+QtFosrG3o9vw4mnbvZRStIJXN1BKgO5KirvDnok/1pUZahvSn66ixqMzFeKyaTtJK3LyRQ1zELa5HpJF4NROt9t+PbrlChkcDe3yaOOPT1AnnujY18v9uWYkEqIJEAlR+VZ0A5WUVsWlhGJmp+TjXtWbIq60xtxJrppRH8rWr7Fj8OTevxwIQ0LEzPcZOxNqh5q6dZKoJEIC6sIC/167i9I4/AHD08CRk0ivUDWxs4MiE6lRUUEz85XRd61DELbJuFpTYb2VnhvftrjKvQKdaN7NMJEAVJBKg8qvKBKiooJgtn50mNS4bW2cLhr7eBmsHUYTwUWmKda0+x7boWn0s7ezpNW4SAR07Gzq0KmfKCdAdMedOs3PJF+Sk3QKZjLYDhvDYM6NQmYn/C7VRRkoecRfSuB5xixuX0yku0pbYb+9qiUcDBzwb2OPRwAF7F8sa3UIkEqAKEglQ+VVVAqQp1rJ10VluXErHwkbF0Nfb4OAmBgI+quRrV9mx5AtuxsUAuoG1PV94CSu72lEotiYkQAAFuTnsX/U9Fw7sAcDJ04s+k1/Bo2GggSMTDEmj1pIYlUFcRBpxEWncis+B/3zKW9mZ4XE7GfJs4ICzl02NGj8pEqAKEglQ+VVFAiRpJXb/cIErJ1NQmisY/Eor3PzE7+VR3NPqY2tHr/GTa0Wrz91qSgJ0R1TYcXZ/t4jc9DRkMjntnnyK4GGjUKpEt7AAhXlqEqMySbyaSeLVDJJjs9AWl/zYV1ko8Kh3OyFqaI+rr51Jl+oQK0ELNYYkSRz65QpXTqYgl8voO7GZSH4e0T2tPh0703PcpFrT6lOT1W/THs/Ab9i3chkX/97H8d82EhV2nD6TXxHrNgmYW6nwC6qDX5BuIc1itYaUmGwSrmaQeDWTpKgMigo0+hYjALlShquPHZ4N7fGo74B7fXssrGteQi0SIKHSKRQKnn76af3jsu4rzamdsZzbp5v50nNMY3yaOFditDWbpljN0U0bOL5lA1qNBktbO3qOm0xgcO1q9blbafdgee5NY2FpY0u/qa8S0KETu79bxK0bcax951XaDxpGx6EjRGuQoKdUKfBs6IBnQwdAV7PsVnwOibcTooSrGeRlFpF0LZOka5lAHMjA2dNalwzVs8PFxw4HdyuT7zYTXWClEF1gxuHiP4ns/fEiAJ2HNaRFT1EcsqySo6PYufhzUu+0+nTopGv1sXcwaFxC1crPzmLviqX62m11fPzoM2kGbvUaGDgywRRIkkTWzXx9MpR4NZOM5Lx7jlOaK3DxssHFxxYXX1tcfGxxdLc2iqRIjAGqIJEAGV58ZDq/f3kGrUaidYgPwUPEG3hZ/LfVx8LWjl7jJhEY3MXQoQnVKPLYYfZ8v5j8rEzkCgXtBw+jw5DhojVIeGR5WUUkRmWQeCWTlLgsUuOy75lpBqA0k1PHS5cQufrcSYqskCuqt4SHSIAqSCRAhpWZmsfG+WEU5Kpp0MaV3uOaIjOCvyyMXUrMNXYs/pzU2GgAGnZ4jF7jJotWn1oqLyuTv5YvIfLoIQCc6noT8tJ0PAPEukFC+Wm1EhlJeaTGZZESl01qXDap13MoLtTcc6xSJaeOtw0uPna4+Nji6lv1SZFIgCpIJEDlV9FZYIX5xfz68UnSk/Jw9bVl8KutUZnwjITqoNVoOP7bRo5sXKtv9en5wksEBnep0et9lEdNmwVWFpFHD/HXD9+Sl5kBMhmtQgbQ+dnRmFmIauNC5dBqJTKS83TJUGw2KXFZ3Lyeg7qUpMjZy0bXSuRrSx0vWxzcrSrtfV7MAhNMklajZdd34aQn5WFtb0a/Sc1F8vMQGclJbF/0KQmRurFSDdoF02v85Bq9mrPwaAI6dsa7WQsO/LicCwf2cHrHH0SFHeOJ8VNETTGhUsjlMpw8rHHysCawgzugW74kIyWPlNjbrUS3v9SFGpKjs0iOzvr3BDKwc7bAydNGdx5P3bkc3a2qbEq+aAEqhWgBKr+KtAD9vSGSc3tvoFTJGfJaa1x9xWtfGkmSCN+/m30rv0NdkI+ZpSU9xr5Ek649RKvPA9TGFqC7xZw7ze5li8hKTQagSZfH6R76Ipa24v+aUPXuJEWpcdm67rPYbNIScinIVd//B2RgV8eyRFL0sMRIdIFVkEiAyq+8CVD4wXgOrL0MQMiLzWjQxrUaozYteVmZ7F72NVdPHAWgbqOm9J0yE3tXNwNHZvxqewIEoC4o4ND6nzi1/XeQJCzt7OkxdqLoMhUMQpIk8rPVpCXmkpaQS1piLum3H5eWGMnuJEZ3WopuJ0iO7lbk5eeKLjDBdNy4lMbfP0cC0OFJf5H8PMC10yfYueRL8jIzkCuUdBr+HG0HDkEuF12FQtmoLCx4PPRFGj3WlZ3ffsmtG3Fs+3IBFw/tp9e4ydg61zF0iEItIpPJsLIzw8rODK/Af7vu9YlRQg5piXm3E6Qc0hJzKcwtJjM1n8zUfKLP3rzrXKCyu3eG2v2IBEgwuIzkPHYsC0erlWjYzo02ff0MHZJRUhcWcOCnHzi7+08AnL186Dv1Vdz86xs4MsFUeTQM5PmPv+T4lo0c3bSea2HHWRkRTtdRY2neMwSZvHqnLwvC3f5NjJzwauSk314yMfq31ejuxKhM5xddYPcnusDK71G6wBSY8euCMDKS83Dzt2PwzFYoVaIl479SY6PZ9tVCbt2IA6B1v0F0eTYUpZmZgSMzPaIL7P5uXo9l19KvSLyi64b2atyMXuOn4OwlFh8VTIMkSeRlFRF7JZGm7fxFF5hQ/RQKBf369dM/Lm0fyNj5XTgZyXnYOJrT96Ugkfz8hyRJnN6xlYNrfkCjVmPt4Eifya/g16K1oUMzWaXdnw+6b2uDOt6+jHh/AWd2buPvdau4cTGcH9+YRtuBQ+j41HBU5haGDlEQHkgmk2Ftb45XgNPDD0a0AJVKtABVvYPrLnP+QDxKcwVDX29NHS9bQ4dkVPKyMtm55AuunToBQL3W7QiZNEMUMBWqXFZqCn+t+JZrYccBsHNxo+e4l6jXqp2BIxOEhxOzwCpIJEBV6/z+Gxz8ORJk0HdiEPVauhg6JKMSc/YUOxZ/Tm5GOgqVim7PvUDLkAFiho5Qra6eOMreFUvJvpUK6FYWfzx0ghgkLRg1kQBVkEiAqs71i2n88fVZJK1E8JD6tA7xNXRIRkNTXMzhDas58dtGQDfQuf/Lb+Di42fYwIRaq6ggnyMb1xG2bQuSVovKwpJOz4yiVZ+ByGthV6Fg/EQCVEEiASq/3NxcXF1109hTUlJKDCZNjLuJX33doMqNi/5mwIQ2olXjtuxbN9n65QISLkcA0KJ3f7o9/wIqM3MDR1azlHZ/Pui+FSA1LoY9332jX3HcxdefXuOn4BnQyMCRCUJJohSGYFB5eXn3bNOotexZEUFRcQEAXYcHiOTntugzYWxf9Cn52VmYWVoR8tJ0Ajp2NnRYNdb97s8HbRfAxcePEXM+Jnz/Hg6uWUFqbDTr3nudoB696TxitBibJpgckQAJ1eb07jhS47L134sZX7oipoc3rOb4ll8AcPWvz8AZb+Hg7mHgyAThXjK5nKAevanftgMHV6/gwoE9nP9rJ5FHDhH89EhahvRHoRQfK4JpEHeqUC2ybuUTtj3G0GEYley0m2z7ciHxly4A0DKkP92eH49SpTJwZILwYFZ29vSZPINmPZ5g34plpMREsf/H7zj31w4eD31RLNMgmASRAAnV4p+NVylWa/Go72DoUIxCzJkw/tR3eVnSe+J0AoO7GDosQXgkXo2aMmreZ4Tv282hdT+SFn+dX+e+R/22Hej+/HjRkikYNZEACVXuekQaUadTkclldBrWAP5n6IgMR6vR8M8vazm2ZQNIEi5+9Rj4yls4unsaOrRaQSrWknMsUf994oLj2NZxwNzXDm1DKwNGZrrkcgXNe/YhoGNnjmxcx5mdW4k6eYyYM2G06T+YDk8Nx8zC0tBhCsI9RAIkVClNsZaD63VFToO618XZ08bAERlOTtottn29kBsR4QC0eKIf3UePF+UsqoGklcg7k0LWnjiyk9L127XZatSFOajjc8jbX7b6QcL9WVjb8HjoizTv2Yd9q5YRe+40x3/byIWDe+k6cgyNO3cXtcUEoyISIKHSyeVyunXrBkD4gQQykvOwtDOj/cB6aFHr98lr0ZvhjYvh/PH5fPIyM1BZWNJ7wlQadepm6LBqPEmSKIhII3NXDMXJuhleClszOrcKRm6hwG1yK1T5UHAxjfyTN+jo3RJkkHciCatu9cQsxXJw9vJm6P+9T1TYcfb/+B2ZyUls/+YzzuzaRo8xE3FvEGDoEAUBEOsAlUqsA1RxOekFrJl9jOJCDT3HNKZRx9o3HkCSJM7s2sb+Vd+h1Whw8fFjwCtv4+RZ19Ch1XgFVzPI2hlD0XXdzEOZhRLbbl7YdPJEbnbvDMTitALSN12h8GoGAJZNnXEc2hC5lRiUXl7FajVh27ZwbNN61IW65S8ad3mcziOex66Oq4GjE2oqsRBiBYkEqOJ2LAsn6lQKHvXtGfJa61r313RxURF7vl/MhQN7AGjUqRu9J04TRSWrWNH1bDJ3xugTGZlKjk2nuth2rfvQZEaSJHIOJZC5Ixo0EgoHc5yebYS5r3gPqIictFv8vXYlEX/vA0ChUtG675O0HzwMC+va2y0uVA2TTYD8/PyIjY29Z/vkyZP55ptvKCgo4NVXX+Xnn3+msLCQkJAQFi9ejJubm/7YuLg4Jk2axL59+7CxsSE0NJR58+ahfIT1Ke68gJdOxWBrY0eJV0m678PbG6T77/vvgSXOUfoJSzvHA39tZY3vQb/5MsT3oJ/PupXPkU1RyOQynvm/trWu0GnWzVR+/3QuydeuIJPJ6TpqDG0GDKl1SWB1UqfkkbUzhvwLt3QbFDKs27tj18MHhe2jjbMqupHNrXWX0NwqADnYPeGLbTdvZHLx+6uIpKgrHFz9A9cjzgNgYWtH8NARtHiiLwqlaGkTKofJJkCpqaloNBr99+Hh4TzxxBPs27eP7t27M2nSJLZt28bKlSuxt7dn6tSpyOVyDh8+DIBGo6Fly5a4u7uzcOFCEhMTGT16NC+++CJz584tcxx3XsCFY3/H0kwsif8oCtX5zFo7CoAt3x+k56jm+n25ubn4+fkBEBMTUyPLDdyICOePL3TjfSxs7Rgw/Q18m7c0dFg1VnF6AVl74sg7laxL0GVg1coVu16+KJ3ubW0r7R7873ZLhTnpW66Sf0ZXCNS8gQNOzwSisBOD1itCkiSiT5/kwOofSIu/DoCDuwedR4wmoEMnMVBaqDCTTYD+a8aMGWzdupUrV66QlZWFi4sLa9eu5emnnwbg0qVLNG7cmCNHjtCxY0e2b9/OgAEDSEhI0LcKffvtt7z55pukpqZiVsYZN3dewO/e2oOV+X0+pP/zl3xpf9jfu112/4cP+MPyQa0Gpe6qhPhK7HuE+AoK8xn5P10Zh/S0TBwc/70Bc3NzsbHRNXnn5OTUqARIkiRO79jKgZ++14338avHoFf/h72r28N/WHhk2oJisvffIPvQDSjWvY1ZNHHGPsQXlVvp91Vp9+D9tkuSRF5YChm/XUVSa5Fbq3B6JgCLQKcqfnY1n1ajIXzfbg5vWE1eZgYArn716TziefxaihqBQvnViFpgRUVFrF69mpkzZyKTyQgLC0OtVtOrVy/9MY0aNcLHx0efAB05coSgoKASXWIhISFMmjSJCxcu0KpVq0eK4Zm324kxQI8oNzdXv9aP6j6DTWsiMd6n+kgaidyTSWTtjkWbowbAvJ49dn38MPep3P+rMpkM67ZumPnYkrb2EuqkXG6uuIBN17rY9/ZDphStFeUlVyho3qsPjTp3I2zrFk5u3URKTBSb5s+mbqOmdHk2lLqNmhg6TKEGM+oEaMuWLWRkZDBmzBgAkpKSMDMzw8HBocRxbm5uJCUl6Y+5O/m5s//OvtIUFhZSWFio/z4zMxPQZZLCo8nNzdU/zsrKKtGl+aB9piovK5NtX39C0pVLyGRyHhv+HK1CBpBfWER+YZGhw6tRCq6mk7kzhuIU3Zo9SmcL7Hr7YRboSKEMCsvw/7W0e/CB96YFWDxfj4Jd0eQdTyZ7dyQ3L8TjNCwApZNY5K+imvbuj3/HzoT9+Rvn/9pB1PkzRJ0/g1+L1nR8agQuvv6GDlEwIXc+tx/WwWXUCdDy5cvp27cvnp5Vv0ruvHnzmDNnzj3bvb29q/zaNdmDfnfV8Xs1iE07DB1B7fJu+X+0tHuwzPfmG+W/tlAGm3fB7PmGjkIwUdnZ2djb25e632gToNjYWPbs2cOmTZv029zd3SkqKiIjI6NEK1BycjLu7u76Y44fP17iXMnJyfp9pXn77beZOXOm/vuMjAx8fX2Ji4t74Aso3F9WVhbe3t5cv35ddCGWk3gNK0a8fhUjXr+KE69hxZT39ZMkiezs7If+IWO0CdCKFStwdXWlf//++m1t2rRBpVLx119/MXToUAAuX75MXFwcwcHBAAQHB/PRRx+RkpKCq6tuoa3du3djZ2dHkyal9yebm5tjbm5+z3Z7e3tx41aAnZ2deP0qSLyGFSNev4oRr1/FidewYsrz+pWl4cIoEyCtVsuKFSsIDQ0tsXaPvb0948aNY+bMmTg5OWFnZ8e0adMIDg6mY8eOAPTu3ZsmTZrw/PPPs2DBApKSknjnnXeYMmXKfRMcQRAEQRBqH6NMgPbs2UNcXBwvvPDCPfs+//xz5HI5Q4cOLbEQ4h0KhYKtW7cyadIkgoODsba2JjQ0lPfff786n4IgCIIgCEbMKBOg3r17lzp628LCgm+++YZvvvmm1J/39fXlzz//rFAM5ubmzJo1S7QalZN4/SpOvIYVI16/ihGvX8WJ17Biqvr1M/qFEAVBEARBECqbWMVLEARBEIRaRyRAgiAIgiDUOiIBEgRBEASh1hEJkCAIgiAItY5IgO7jm2++wc/PDwsLCzp06HDPytJC6Q4ePMjAgQPx9PREJpOxZcsWQ4dkUubNm0e7du2wtbXF1dWVwYMHc/nyZUOHZVKWLFlC8+bN9YunBQcHs337dkOHZbLmz5+PTCZjxowZhg7FZMyePRuZTFbiq1GjRoYOy6TEx8fz3HPP4ezsjKWlJUFBQZw8ebJSryESoP9Yv349M2fOZNasWZw6dYoWLVoQEhJCSkqKoUMzCbm5ubRo0eKByxQIpTtw4ABTpkzh6NGj7N69G7VaTe/evUsU6hQezMvLi/nz5xMWFsbJkyfp0aMHgwYN4sKFC4YOzeScOHGCpUuX0rx5c0OHYnKaNm1KYmKi/uvQoUOGDslkpKen06lTJ1QqFdu3byciIoJPP/0UR0fHyr2QJJTQvn17acqUKfrvNRqN5OnpKc2bN8+AUZkmQNq8ebOhwzBpKSkpEiAdOHDA0KGYNEdHR+n77783dBgmJTs7W2rYsKG0e/duqVu3btLLL79s6JBMxqxZs6QWLVoYOgyT9eabb0qdO3eu8uuIFqC7FBUVERYWRq9evfTb5HI5vXr14siRIwaMTKitMjMzAXBycjJwJKZJo9Hw888/k5ubq68XKJTNlClT6N+/f4n3Q6Hsrly5gqenJ/Xq1WPUqFHExcUZOiST8fvvv9O2bVuGDRuGq6srrVq14rvvvqv064gE6C43b95Eo9Hg5uZWYrubmxtJSUkGikqorbRaLTNmzKBTp040a9bM0OGYlPPnz2NjY4O5uTkvvfQSmzdvfmAxZKGkn3/+mVOnTjFv3jxDh2KSOnTowMqVK9mxYwdLliwhOjqaLl26kJ2dbejQTMK1a9dYsmQJDRs2ZOfOnUyaNInp06ezatWqSr2OUZbCEARB9xd4eHi4GDtQDoGBgZw5c4bMzEw2btxIaGgoBw4cEElQGVy/fp2XX36Z3bt3Y2FhYehwTFLfvn31j5s3b06HDh3w9fVlw4YNjBs3zoCRmQatVkvbtm2ZO3cuAK1atSI8PJxvv/2W0NDQSruOaAG6S506dVAoFCQnJ5fYnpycjLu7u4GiEmqjqVOnsnXrVvbt24eXl5ehwzE5ZmZmNGjQgDZt2jBv3jxatGjBl19+aeiwTEJYWBgpKSm0bt0apVKJUqnkwIEDfPXVVyiVSjQajaFDNDkODg4EBARw9epVQ4diEjw8PO75Y6Vx48aV3o0oEqC7mJmZ0aZNG/766y/9Nq1Wy19//SXGDwjVQpIkpk6dyubNm9m7dy/+/v6GDqlG0Gq1FBYWGjoMk9CzZ0/Onz/PmTNn9F9t27Zl1KhRnDlzBoVCYegQTU5OTg5RUVF4eHgYOhST0KlTp3uW/4iMjMTX17dSryO6wP5j5syZhIaG0rZtW9q3b88XX3xBbm4uY8eONXRoJiEnJ6fEXznR0dGcOXMGJycnfHx8DBiZaZgyZQpr167lt99+w9bWVj/2zN7eHktLSwNHZxrefvtt+vbti4+PD9nZ2axdu5b9+/ezc+dOQ4dmEmxtbe8Zc2ZtbY2zs7MYi1ZGr732GgMHDsTX15eEhARmzZqFQqHg2WefNXRoJuGVV17hscceY+7cuTzzzDMcP36cZcuWsWzZssq9UJXPMzNBX3/9teTj4yOZmZlJ7du3l44ePWrokEzGvn37JOCer9DQUEOHZhLu99oB0ooVKwwdmsl44YUXJF9fX8nMzExycXGRevbsKe3atcvQYZk0MQ3+0QwfPlzy8PCQzMzMpLp160rDhw+Xrl69auiwTMoff/whNWvWTDI3N5caNWokLVu2rNKvIZMkSarclEoQBEEQBMG4iTFAgiAIgiDUOiIBEgRBEASh1hEJkCAIgiAItY5IgARBEARBqHVEAiQIgiAIQq0jEiBBEARBEGodkQAJgiAIglDriARIEARBEIRaRyRAgiAYRPfu3ZHJZIYOo8wkSaJNmzb07t27xPbKfh579uxBJpPx559/Vto5BUG4l6gFJghChT1qAmCKC9D/+OOPnDp1iiNHjlTpdXr16kXnzp154403CAkJEcVHBaGKiARIEIQKmzVr1j3bvvjiCzIzM++7D3QJRV5eXlWHVim0Wi2zZ8+mS5cudOzYscqv98Ybb/Dkk0/y888/M2rUqCq/niDURqIWmCAIVcLPz4/Y2FiTbO35r23btjFgwAC+++47xo8fX2Jf9+7dOXDgQKU+T7VajaenJ40aNeLvv/+utPMKgvAvMQZIEASDuN/YmZUrVyKTyVi5ciV//PEHHTp0wMrKirp16/Luu++i1WoBWLVqFS1atMDS0hIfHx8WLlx432tIksQPP/xAp06dsLOzw8rKirZt2/LDDz88UqwrVqxAJpMxdOjQUo9Rq9XMnj0bPz8/zM3NCQgIYPHixfccN3v2bGQyGfv372flypW0bt0aKysrunfvrj9GpVIxePBgDh06xNWrVx8pVkEQykZ0gQmCYHQ2b97Mrl27GDx4MJ06dWLbtm18+OGHSJKEvb09H374IYMGDaJ79+78+uuvvPHGG7i5uTF69Gj9OSRJYtSoUaxbt46GDRsycuRIzMzM2L17N+PGjSMiIoJPPvnkobFIksS+ffsIDAzE0dGx1OOeffZZjh8/Tt++fVEoFGzYsIEpU6agUql48cUX7zl+4cKF7Nu3j0GDBtG7d+97xvoEBwfz/fffs3fvXho0aPAIr54gCGUiCYIgVAFfX1/pQW8x3bp1u2f/ihUrJEBSqVTS8ePH9duzsrIkV1dXycrKSnJ3d5eioqL0++Li4iQzMzMpKCioxLmWLVsmAdLYsWOloqIi/fbCwkJp4MCBEiCdPHnyoc/jwoULEiCNGjXqgc+jQ4cOUmZmpn77pUuXJKVSKQUGBpY4ftasWRIgWVtbS+fOnSv1umfPnpUAafTo0Q+NURCERye6wARBMDrPPfcc7dq1039va2vLgAEDyMvLY9KkSdSrV0+/z9vbm86dOxMREUFxcbF++6JFi7C2tuabb75BpVLpt5uZmfHRRx8BsG7duofGcuPGDQDc3NweeNy8efOws7PTfx8YGEinTp24fPky2dnZ9xw/YcIEgoKCSj3fnevdub4gCJVLdIEJgmB0WrZsec82Dw+PB+7TaDQkJydTt25d8vLyOH/+PJ6ennz88cf3HK9WqwG4dOnSQ2O5desWAA4ODg88rk2bNvds8/LyAiAjIwNbW9sS+9q3b//A8zk5OQFw8+bNh8YoCMKjEwmQIAhG5+6WlDuUSuVD991JbNLT05Ekifj4eObMmVPqdXJzcx8ai6WlJQAFBQXljlmj0dyz72EtSvn5+QBYWVk9NEZBEB6dSIAEQahx7iQjbdq04eTJkxU6l4uLCwBpaWkVjutuD1s88s717lxfEITKJcYACYJQ49ja2tK4cWMuXrxIRkZGhc7VtGlT5HI5ly9frpzgyujO9R40TkgQhPITCZAgCDXS9OnTycvL48UXX7xvV1d0dDQxMTEPPY+DgwPNmzfn5MmT+nWIqsOxY8cA6NatW7VdUxBqE5EACYJQI02cOJHQ0FA2btxIw4YNGT16NG+99RZjx44lODiY+vXrc/To0TKda8iQIWRnZ5f5+Mqwe/duHB0d6dq1a7VdUxBqE5EACYJQI91ZUXr9+vU0bdqUrVu38tlnn7F7924sLCz45JNP6NWrV5nONX78eJRKJatXr67iqHViYmI4fPgwoaGhWFhYVMs1BaG2EbXABEEQyuD5559n27ZtxMbG3jOlvbK98847LFiwgIsXL1K/fv0qvZYg1FaiBUgQBKEMPvzwQ/Lz8/n666+r9Drp6el8/fXXTJo0SSQ/glCFxDR4QRCEMvD19WXVqlUkJydX6XWio6N55ZVXmDZtWpVeRxBqO9EFJgiCIAhCrSO6wARBEARBqHVEAiQIgiAIQq0jEiBBEARBEGodkQAJgiAIglDriARIEARBEIRaRyRAgiAIgiDUOiIBEgRBEASh1hEJkCAIgiAItY5IgARBEARBqHX+H3RwqGnxxVv5AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load certain variables into a dictionary for plotting convenience."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "ramp_list = np.array(m.fs.time)[1:]\n",
+        "traj = results.trajectory\n",
+        "\n",
+        "time_set = m.fs.time.ordered_data()\n",
+        "tf = time_set[-1]\n",
+        "soec = m.fs.soc_module.solid_oxide_cell\n",
+        "\n",
+        "results_dict = {\n",
+        "    \"ramp_list\": np.array(ramp_list),\n",
+        "    \"time\": np.array(traj.time),\n",
+        "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
+        "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
+        "    \"soec_fuel_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"soec_oxygen_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"fuel_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"sweep_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
+        "    \"fuel_inlet_H2O\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
+        "    ),\n",
+        "    \"fuel_outlet_H2O\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(\n",
+        "                soec.fuel_channel.mole_frac_comp[\n",
+        "                    tf,\n",
+        "                    soec.iznodes.last(),\n",
+        "                    \"H2O\",\n",
+        "                ]\n",
+        "            )\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_inlet_O2\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_O2\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
+        "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
+        "    ),\n",
+        "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
+        "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
+        "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
+        "    \"fuel_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
+        "    \"fuel_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"product_mole_frac_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
+        "    ),\n",
+        "    \"condenser_outlet_temperature\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
+        "    \"temperature_z\": np.array(\n",
+        "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"temperature_z_gradient\": np.array(\n",
+        "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"fuel_electrode_mixed_partial\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"current_density\": np.array(\n",
+        "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"feed_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_medium_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_hot_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "}\n",
+        "\n",
+        "for controller in m.fs.controller_set:\n",
+        "    ctrl_name = controller.local_name\n",
+        "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
+        "        traj.vecs[str(controller.mv_ref[tf])]\n",
+        "    )\n",
+        "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
+        "        traj.vecs[str(controller.setpoint[tf])]\n",
+        "    )"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+      "cell_type": "code",
+      "execution_count": 18,
+      "metadata": {
+        "tags": [
+          "testing"
+        ]
+      },
+      "outputs": [],
+      "source": [
+        "from pytest import approx\n",
+        "\n",
+        "assert pyo.value(m.fs.soc_module.total_current[tf]) == approx(\n",
+        "    -191441360.7471032, rel=1e-3\n",
+        ")\n",
+        "assert pyo.value(m.fs.soc_module.fuel_inlet.temperature[tf]) == approx(\n",
+        "    941.6222233041437, abs=1e-1\n",
+        ")\n",
+        "assert pyo.value(m.fs.soc_module.fuel_outlet.temperature[tf]) == approx(\n",
+        "    985.4832919752795, abs=1e-1\n",
+        ")\n",
+        "assert pyo.value(m.fs.soc_module.oxygen_inlet.temperature[tf]) == approx(\n",
+        "    968.2556310316104, abs=1e-1\n",
+        ")\n",
+        "assert pyo.value(m.fs.soc_module.oxygen_outlet.temperature[tf]) == approx(\n",
+        "    985.7668299902008, abs=1e-1\n",
+        ")\n",
+        "assert pyo.value(m.fs.feed_heater.electric_heat_duty[tf]) == approx(\n",
+        "    790423.6476518983, rel=1e-3\n",
+        ")\n",
+        "assert pyo.value(m.fs.sweep_heater.electric_heat_duty[tf]) == approx(\n",
+        "    1078951.237040893, rel=1e-3\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest. Note that PETSc preserves trajectories only for Pyomo `Vars`, not named `Expressions`---if you have an `Expression` you want to track, create a `Var` and a simple equality `Constraint` so PETSc will track it. (Don't forget to scale the `Var` and `Constraint`.)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_89136\\3422529511.py:405: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
+            "  fig = plt.figure()\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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bHv8dh4AvXrx4jjmcAAAAwHnwcDdHJi9btmyOCYfdZkI2N1g4ZD0nUNy3b1+25x08eFAS+zVs2FAaU3PmzJHkkhyOPbskkB988AFNmzbNhrUHAAAAe7l582aOiZ/dpnE0fPhwydXDDaO8ZLrmeUqc66Z///4S38SSniNuVHEuH35wEfskbzifz/bt26XcrVs3STJqyTEAe8D1CeDeYmJiqEKFCtKREhQU5N6NI05+uHHjRukBqlKlSp7/nhMX8hsdZ5C29MHlB5UbSWgc5Q1Plg8MDDQMbwYEBFh0DMAecH0CuDdLP79derUat+u4YbR+/XoJ929Nw4gj4Z4+fZrKlCljkzoCAACAa3HpfmFexv/DDz9IrxHHOrp3757s51ahn5+flAcMGEDlypWTmEhs+vTp1Lp1a6pevbp0q82ePVuW8g8ZMsSh/xYAAABwDi7dOFq8eLH8zBzWf8WKFTRo0CAph4SEmMxIf/DgAQ0dOlQaUkWLFqVmzZrRgQMHJHcSAAAAgEs3jiyZLrVr1y6T3+fOnSsbAACAPVdUp6SkOLoabs/b25s8PT2V3TgCAABwdtwounbtmjSQwPaKFCkigZ7zE4cQjSMAAAAbjnBwmiruzeAl5DkFHoT8P9YJCQkUGhoqv+dnoRUaR2BXarWaFixYYChbegzAHnB9QkHj+Fj8gc0Rmf39/R1dHbfnl7EYixtInE7M2iE2t4hzZG+IcwQAAJZISkqSIbXKlSsbPrjBthITE+n69esS3sfX11d5cY4AAABcAfJwutZjjWE1sCsOurl3714pd+jQwaTLM6djAPaA6xMAGBpHYPcu5i5duphNwZDTMQB7wPUJAAzDagAAAGAyLOWRw/bBBx84tG4bNmyw+f2g5wgAAAAM7t69ayivWbOGpkyZQhcvXjTs0ydgzkucJ1db4YmeIwAAADAoXbq0YeOVXdxbo/89Pj6eXnrpJSpVqpQ0klq0aEHbtm0z+Xtemffhhx9KblNeETZs2DDZv3TpUon1xCENnnrqKfr8888lYKMxzpXatGlTWWVWtWpVmjZtmoRD0N8u47/lOul/twU0jgAAAOwsPj5FNuNoOikp6bIvOTnN7LkazcNzU1N15yYlWXZuQYmLi6NevXrR9u3b6Z9//qFHH32U+vTpI3lMjc2ZM4caNWok57z//vu0f/9+euONN2j06NF08uRJ6tGjB3388ccmf8MLHrhBxeecO3eOvvrqK1q5cqXhvKNHjxryp3Lvlv53W0DjCAAAwM4CA+fLFh6eaNg3e/ZR2Tdy5HaTc0uWXCT7Q0JiDPsWLjwp+157bYvJuZUrL5X9589HGPatXHm2wOrdqFEjev3116l+/fpUo0YN6SGqVq0a/fbbbybnde3ald555x05xtuXX35Jjz32GI0bN45q1qxJb775pvxujHuJJk6cSAMHDpReI25A8e1zI4kFBwebpAfR/24LaBwBAACAxT1H48aNozp16kgjhYfWzp8/n6XnqHnz5ia/85ylli1bmuzL/Pu///5L06dPl9vUb0OHDpVeIo4ybk+YkA12z5g8a9YsQ9nSYwD2gOsT7CUu7i356e//8FoaP74Fvf12U/LyMu23CA19U376+T08d8SIxjR0aAPy9DQ99/r1oVnOHTSoXoHVe9y4cbR161YZNqtevbpE/X722Wdl0rUxa0JdcMOLe4+efvrpLMcyR7q2NTSOwK54xcL48ePzfAzAHnB9gr0EBGRdvaVWe8pmybne3p6yWXpuQdm/fz8NGjRIJkXrGzScqiM3tWrVyjJHKPPvPBGbe5i40ZUd/mLCAVltDY0jAAAAsEiNGjXo119/lUnYvGKMJ1trNJpc/27UqFHUsWNHWaHGf7tjxw7666+/TFJ9cMiAxx9/nCpWrCi9USqVSobazpw5Qx999JGcwyvUeDJ4u3btyMfHh4oWLWqTfyfmHIFdcYufvy3wlrn1n9MxAHvA9QmQM27ccIOkbdu20sjp2bOn9PjkhhszS5Yskb/nSd2bN2+mMWPGmAyX8W398ccf9Pfff0uIgNatW9PcuXOpUqVKhnM+++wzGdbjkABNmjSx2b/TQ2u8jhAsYmlWX8iKY2ToA4hlTsGQ0zEAe8D1CQWN085cu3bNbIZ4pRs6dChduHDBkLPQHo+5pZ/fGFYDAAAAm5szZ44sz+cvFjyktmrVKlq0aBE5IzSOAAAAwOaOHDkiKz5jY2MljtH8+fNpyJAh5IzQOAIAAACbW7t2LbkKTMgGAAAAyG/PEUeqPHDggMQ7uHXrFoWHh0siOQ7l3aBBA+rUqVOOcQoAAACUBGufXOuxzlPj6ODBg7IUb926dTIbPLsKcNwCDi3OSeb0WXkBAACUxtNTF4CRI0hzNGmwPX2qkfxEsreocXT27FmJDLtlyxZ5ojt37kxt2rSR3CmlSpWiYsWKUWJiIkVGRkp0y0OHDkmAp7feektCgXOQKE4y5+WFKU5Kxxfr1KlTDWVLjwHYA65PKGj8uccjK2FhYXLdcGBDsA3usOGGUWhoqOR90zdMbRbniJ9cDsLEAZteeOEFKlGihEU3vnv3blq6dCmtWbOGPvjgA/rf//5H7gBxjgAAwFLca8RxdyyJJA35xw2j0qVLm0Tfzuvnt0WNo2XLltHAgQOt7vn577//ZG5Sly5dyB2gcQQAAHnBDaPMyVmh4HHvXE49RgXaOAJTaBzl7w3i/PnzUuZ5acZdzDkdA7AHXJ8A7g2NIxtC48h6SM8AzgzXJ4B7s/Tz26qvPjdv3pQJ1/oZ4fpvVTNnzpTkct27d6dNmzZZV3MAAAAAB7JqEhGvPvv999/p3r17hn0ff/yxYSWHfjI2x0LizLoAAAAArsKqniMO/si9Q/rlrDwyt2DBAqpduzaFhIRI/hTucp49e3ZB1xcAAADA+RpHHEOAl/brnTx5UmI4jBo1isqXLy/xj/r27UtHjx4tyLoCAAAAOGfjiOcXGcdr2LVrl8QT6Nq1q2FfuXLlTIbdAAAAANy2cVSxYkUZOtPbsGEDlSlThmrVqmXYxw0jDsQEAOAOzt6JdnQVAMCZJ2Q/88wzMgH72WefJV9fX9q3bx+NHDnS5Jxz585R1apVC6qe4CZ4ntq4ceMMZUuPAdhDTtfgd0duU+GWT0vZQ2V9WgIAcH5WxTniOAGPPPKIofeoYcOGtHPnTipatKj8fuPGDWkYTZw4URpR7gZxjgCUZ9bmC7Ro1xUpT+5dh4Z0wJc/AHf9/Laq54hvkJPLnjlzxhAtNnO47l9//VUmZgMAuIN0o++RszZfpLplC1PbapblmQQAN51ztGjRIrp9+7bJvvr168uWuWHEK9mefPJJmZRtSzNmzJA4SoUKFaKSJUvKCrmLFy/m+nc///yzhB3gIcEGDRrQn3/+adN6wkM8kf/69euyZU7CmNMxAHvI6RpMTEqltOj7siWnpdHgFUdp7bGbEsoEABTaOOI5RTwRmxsjPFR2+vRpcjQONDlixAjpxdq6dSulpqbKcB+H+c8OB6bs378/vfbaa/TPP/9Ig4o3fS8Y2FZiYiJVqVJFNi5begzAHnK6BmPiE+j2ktdk61ytCCWnaWjCulPUf+khOnA5nDQaNJIAFDfn6Pjx47Iq7bfffpOGES/dr1y5sjQsnnjiCerQoYPDEzFyrCXuQeJGU8eOHc2e8/zzz0vj6Y8//jDsa926NTVu3JiWLFmSpzHLO3fCqHTp4vJYsJSUdEpNTScvLxX5+DwcsYyP12Vi9vPzJpVKdy6fx+d7eqrI19e6cxMSUuVbK+/jYywtTUPJyWnyt3wb1pybmJgqb/T8b+B/C0tP11BSUt7O5cfF3//hubwvJiaOSpUqzt/RkbsKnM7Da9CL4uKiDNcgv35GrT5Ey4d34rC3FB0TS6uP3KV5my9RikZDKm8VlSviR51qBVOjUoWpWslAqlWuEBXyUzvstcbH1GpP8vb2zPO5fD98fywgQPdvYPxv4H8Ln8fn5/Vcfg/ix5JxHTK/d+blXEveZwviPdnce2dBvCfrn8/8vidnfj7ze51k93wm5fM6MX4+83udZPd8WnLu3bvhVLZscMHNOWrWrJlsH374oXQ5r1+/XhpK8+fPp3nz5lGxYsXo8ccfl+E07r3x9/cne+N/LOO6ZOfgwYM0duxYk309e/aUhl92kpOTZTNuHLGyZZfQkK96kH9h3RN9dP01Orj2KtXrUpa6DatjOH/RoJ2UlqyhQfPbUuFgP9n3z58htPfb/6hWu1LUc2R9w7lfD9tDSbGp9NKsVlS8gq6hcGb7bdrxzQWq2rwE9XmnkeHc5aP2U2x4Ej3/UQsqXU33JF/Yd4+2LDxLFeoXo6f/18Rw7rfjDlHk7Xh65v2mVL6ubuL8laNh9Mfnp6hMzSDqN+3h/LAf/3eEQq/G0hPjG1GVpro5FTdORdCGGSepRKVAeunTVoZz100/TrfPR1Gv0fWpRutSsu/OxSj6+YPjFFTajwbNbWs4d+PMk3T9ZAQRNSWiYxSXnEZo/4Az0X1XHMHNc5P9deuuoBs3+HXPUwVukafKg4reS6Urc85T5YbFKbBvWbodlUg/HA6hOd9codSIFCrVvyKVrl2EivqrKeFSLB1ZepFK1wyiFz9sSWovD/JSqWj5+IN053I0DZrWguq01L1+Lp0Io2X/O0xlqhamtxd2pIz3eloy/gBdPR1JL7/XlBp2LCv7rp+NpEXvHKDiZf1p/LKHceZWTDlCF4+G0jNjGlKzHhW4PUd3rkTTgrf2UaHiPjRxdXfDcOCPM07Q2f33qPcbdalV78qyL/x2PM1/Yzf5BHjRpB97kP4r9IYvTtG/O25T94G1qO1TVWRfdEQSffHaLlJ5etB763rqHkfS0uavztHxzTepfb9q1OGF6rI/KT6V5r6yQ8rj13QnTy+V3PbO1RfpyG83qEWfStRlQC35+/Q0DX3ef7ucO2JFZ/IN8JZzD/x8hQ6tu0qNHilPXV+rLf829sVL20mTrqUhi9pTYDFf2Xfs9+u07/vLVKdjGer5Zj3D47Po1V2UkpBGA+e2paJldJ9V/265STtXXKQarUpS7zENDecuHb6X4h8k04uftqKSlQvJvrO77tDWJeeocpPi1Pfdh++zK9/eT1H3EuX9tGwtXSibS4fu05/zTlO5OkXouakP32e/e/cQhd+Io6fea0KVGvIXRqJrJ8Jp46yTVKpqYer/SUvDuWumHKW7l6Lp8XcaUvUWJWXfzbOR9MuHJ6hY+QAaMKeN4dxfPz5BIacj6dGR9ahWu9Ky796VGFoz+SgVKuFLr37ZznDu75/9S1ePhVO3IbWpfjfdNJiIm3H03YTD5FfIm4Z9/bCTYfOCM3Rx/33q+EoNatKrouyLCUukFW8dIC8fFY1Y2cVw7ravz9PZnXeoTb+q1DLjOkmISaGlr++V8ugfuxnO3b3qEp3cfJNa9K1MbZ+vJvtSk9Jp0eBdUn5zRWfy9tU1mg6suUJHN1ynxo9WoE4Daxpu44uM62ToVx0Mn8dHjD6Puxt9Hi8Y+BdZwqoJ2dxjNGbMGNkiIyOlF4YbF+vWraNVq1bJXJ5u3brRU089JQ0m7s2xNZ4f8Pbbb0viW54HlR2Ov1SqlO5NSI9/zylgJc9tmjZtmtljm8/cI09/3cMYfTdWft6ISKCNJ+8YzknP6G7feu4+eQXpnriY27oG1s0HiSbnpqTp5jnsuBBG6gjdObE3o+Tn3egk2mB0bkJKuvzcfSmMfGJ1b+ZxN3QNxLDYZJNzY5N0rfB9l8PJN0U3XJBwTVffyPgUk3OjMlrsB69F0L8qXYs88Zru9qMTU03ODY/THT9y/QGd9dXVJ+mWLiFxfHKaybmhMUkmjx3Xu1/rILOPK4AjJCSk8TuclOPjUy1qvFcvGUi/T+5Oey6F0eFrkTR71XVKNXot8ZYQrhvqfxCfQr+cuGX42/A43ZeuTafv0s6EOJPXGh/Tr45j96J0r5/NZ+/T3vREk9cavy4XG50bGqG7v10Xw+iYWleblPu6v09ITqev91w1nBuWUbeDVyLozD7de1VqZIrh/WjF/usP6xuqq9uxGw/ov4MZvR2xutvXaLX07aEbhnMj7uvOPX07mm4eDtGdk6R7j2Brjt4iD09dy+/BPd170cX7sRR67KaUtekPBzV+O3mHVBkfkFF3de+LV8LiKerEw3mwfP/srzP3yKuQrnckOuN9NiQygdb/8/Dc1HSN4T3Z+57uPTn2lu59lhu5xucmperqvPNCKKkf6G4vLkR37v3oJJNz+Quf/r3NN0H3uMZfizG8Vxqfy88Z2385nE6kZzw3V3WPw4ME03P5PZodvhpJp710f5cUorv92MRUk3NDY3TX1NHrD+h8gO7fmXw34z0/Jd30PTlad7//3IyiyyczelzCdH/Pw8bG54Y90N3G6dsxdCNjf1p0iuEzzvjciAjddXn+bizdydifLq8tHeNzI8PiHj73Gfs1KQ/n+/1+6i6p1Lpr7cF93eNzJSyOHhjdht5f2XwebzDzeWyTpfzZ4d4VnvuzceNGaTDdv39fhtp42IpjIdnS8OHD6a+//pL74RQm2VGr1dKA43lHxpPNufHD9bW056hChQo0Z/0JCioeZOjGS0vVyLcd/gblndE9KH+fqLsovH08DV243I2YnqqR33m/Jefy3Zicm5Qm35r4vvg+Gd8/18ND5UFqK89NSU4nrUZLXt4q+WbH+BtZakp6ns4lDyIfoy7n1OR0SkyIp3eebCbDaqv3XKBXOjwMHIphNXC0qKgYKlq0B78C6cGDP6lIEV2PLHfxP/flTvpz4qPSL8LXp4+PX45D2InpGnqQmEpRiakUEZNMYdFJFM+vIS8P+XBOTdcNHSSn8j6VYWhFXj+puiEQ/eud36X59cO3y681ldG5aakPX5ce/KLj1xq//rRaeU3qh1b4dSrneqhI7cvnkuFcreHch8MaaVxXfs/09TL0XvE+rYbk/r3VD29X7o88yMfPy3C7fC4Pu/Dt6odh+LFLSdLfrtF7XKpG/i1SB29VpnM9dPX18JB6yLkZ77P69yI+h9879e+Rxreb7/dkM++deTk3t/fZ/L4nZ36fzet7sjxH3g+vE/49NVnXIOTn06pz+bnP9HzyNcXPZ17P1T/3ljyflpwbFR5F459uZpul/Nnx8fGRniLe+B/HE6X185RsiSeLc2Nsz549OTaMWOnSpbM0gvh33p/Tv4u3zIZ2rYY4R3kUExNL75DuseYXBIAz0X2I6+K3PfxA181lSJX33IfXLH9AeHk9nDthfC7jpn2JwrrhHQBwDty5Md6C82w2g5pbb23atKGZM2fS+fPnbXIf3ADjhhHPf9qxY4esMMkN12n7dt34pB73dvF+sL0k+TYwRjbdt00A15CchusVQCms6jniHprc8HAa96pUr17dZpOzeRn/Dz/8IMN4HOtIP2+IV5L5+ekmPg8YMEDiLfG8ITZ69Gjq1KkTffbZZ9S7d2/66aef6NixY/T111/bpI5gytvbi7zUKRJQzzOjC1/Py8uL3nzzTUMZwN5UKk964YXRhrIx7rkPbNKbejcsg+sTwM1ZNeeIGz76cT1Lzu3RowfNnj2b6tV7uFqgIGRXhxUrVtCgQYOk3LlzZ5lAvnLlSpMgkJMnT5ZVdzVq1KBZs2ZRr169LL5fpA/Jn8ErjtDOi2E0+9mG9FzzCo6uDoDJkuDAwPlSjot7y2TJcaNpf8sk2u3vdKJqwbq5cQDgWmyaPmTKlCmSV23z5s1Uq1Ytatu2raz44rk7vFT+woUL9Nhjj1G1atXoxIkTch7vP3z4MNWs+XD5XX5Z0q7btUu3HNDYc889JxsAQGYlSuh6nTNLzFi15Gc0FwkA3JNVjSNepv/pp5/S8uXLDT00xng1GK8emzRpksRB+u6772R466OPPqLVq1cXRL3BRXGDNinmAaUnRGdp3PLv4eHhUi5RooTFvZMABYUnU587189QNl7+y6vKNIkxFB8VSdqgsrg+AdyYVcNqPFQVHBwsw1PZ4Z4Zjlit77np2rUrXbp0iW7dehjjw1VhWM16ERHRVKLESCl/s3USvda9ruEYlvKDo2V3DXLMrjqTNtLNuc9mOQYA7vf5bdVqNU4lwsNpOeHjfJ4ep+fgxhIoW7os3+co340kFgeAK9APqQGAMlg1rMaBFE+ePJnjOZzU1dvbqFs6PR3ftIDUEjhuvZRV3r0dXR0AE5w/iqi/oax/y0pE2AkARbGq56h79+4SjZpjGKWm6gPl6/DvvDKNJ2FzjjW9c+fOUcWKunwsoFy6wHoHZNNHWQVwrp5Nzv3XNKNsmkICAJTBqp4jXvq+d+9eeu+99yTpbPPmzSV/WmhoqAyl8ao1/p0bT4zjD3FPEk/SBgBw7p7NjRnlYVnyGAKAMljVOKpUqZIETnz33Xcl2eymTZsMxzjNxosvvihBF/WpPDg1h34VEigb5+IhKmFUBnC2ns19WdKHYM4RgLJYHea1bNmy9O2339KyZcvo4sWLMgOcZ37zRGyekwRgTqIkCHxXyvqEhQDODo0jAGXxsna5q35yNTeEGjRoYPY8DgZZu3bt/NUQ3AqnXVB5ppFGqyWVZ9b0IQMHDjSUAeyNU4Y888wQQ1kviTPUqzypUute1LlWMK5PADdn1Su8b9++MiE7pzcIbhhxbKM7d+7kp37gZooVC6SB33SjHRdCqVCQ6epFHpI1TvMCYG8ajYp++UUXpmTVKpVJz5GHlzd1HDqVVr7a0oE1BAB7sGq50I4dO+iVV17J9jgHe+SGEQdKAwBwJf7+XrKZTx2CFZYASmDVK52X6q9Zs0Yy3Gf233//SQRtnoP0xx9/FEQdwY1wQPbU5ETSpCSZTR/CQ7a8WRG4HSDfOGVIaOhQ2YzTh3CcI74mvdJTcH0CKIBVw2pjx46V5fmfffaZLNn/3//+Z9Iw4rDcvIKtY8eOBV1fcHEPHsTSd28sknJc7zomxxISEpA+BBwqu2uQ4xxpU5Np0eB2tGgwrk8Ad2f1rEKOdcTxjKZMmUKlSpWSRhFvUVFR0mPEZYDM0tI0RNRcyhqjIHsAzgxxjgCUJV9LLpYvXy7xizi4Y/HixWUo7bfffqMuXboUXA3BrXjLnA3dcKunJ9KHgHNJlvASzxrKhvQhWMoPoCj5ml3o6ekpQSBbtGghDaONGzdKahGA7KjVvDx6t2xemNwKTtmz2Uo2XVkH6UMAlMWinqOqVavmeDwxMZFUKhW9/vrrJvs9PDzoypUr+ashAIBdezb/yig/TB+CxLMAymJR40ij0UhDJzu+vr6ymVt9BGBMlzKksFEZwNl6NncYlXUwrAagLBY1jq5fv277moCC0oe8L2WkDwFXkZj6cIgNANwfYuCDXfE8NfLQEGmJPFSqLMeeffbZh+cB2BlPD+jT5wVD2TR9iIra93icSgf54voEcHNoHIFdFS9eiF5d3oW2XwilwkV08WT0eGj2559/dljdADQaT/r992aGsmn6EDVN/3IZdalV0oE1BAB7sGi50BtvvEG3b9+2+k5++ukn+v77763+ewAAR9LPOfL3Ro8RgBJY1Dj6/fffqXr16jR48GDauXOnRTfMCWfnzJlDdevWpZdeeklWtAEAOLOAADVpteNk43Lm1Wp+RpO0AUDhw2qXL1+WiNicLmT16tVUrFgxatmyJTVr1kyiYxcpUoSSkpIoMjKSLl68SIcPH6bz58/LKrf27dvTihUrqFUrjh0CShcZGUPLB8+Qcmz3j0yOcc4qpA8BR8ruGuSeI84H2KhC0SzHAEChjSM/Pz+aOnWq5FTjxhE3drZs2UJ//aWLB6Jf5q9fus+Np4EDB8pwHAeIBNDTBdZrK+X0dKwAAteAOEcAypKnCdmFChWiESNGyMY51A4ePEi3bt2iiIgIaUAFBwdTgwYNZAPIPsje31L29Orl6OoAmEkf8oShzJ1D/KUPcY4AlMXq1Wo8lPbYY48VbG3A7ekC622VMtKHgHP2bHYwKhMlG6URAQBlwKcTAIBJz+Z22XRlDKkBKBHiHIFd6eal+RqVAZytZ3OzUfnhMn61F75LAigFGkdgVwkJnD7kQymnJOEbOTg/fePIDzGOABQDjSOwK+O0C8bpGfTHevXSTdJGegZwBL4mH3nkcUPZeFjN38cb1yeAQqBxBHZVrFggDf6mA22/EEaBQQFZ0ods2rTJYXUD4JQhf//dyVA27jkK8PfD9QmgEBhEB7vimFgqLxV5eHoY4mMBODN9z5EvhtUAFAM9RwAAGfz9vSku7i1D2WTOEVKHAChGvhpH9+7do19//ZUuXLhACQkJ9M0338j+sLAwunbtmgSD5OCQAHoPHsTQ8lc/Ji1pKa6HLo2IceqGkiV1Gc9DQ0ORngHsjt/HMl+DSRmNI29NiuGaxPUJ4N6sbhwtWrSI3nnnHUpOTpbfeYhE3zjiN442bdrQkiVLaOjQoQVXW3B5qaka0mraSzktVWP2wwnAkTJfg/phNR9vT1yfAAph1Zyj33//nUaOHCk9Q7/99hsNHz7c5Hi9evWoYcOGtGHDhoKqJ7gJXWC9XbJ5Im4MOJkUaQg9KpuujKX8AEpkVc/R7NmzqWLFirRz507pWj5+/HiWc7jhtHfv3oKoI7gRXWA93YofL+85jq4OQJaeTaJuRuWHjSNfpLsBUAyrXu0nT56k3r175zjmXq5cObp//z7Z2p49e6hPnz5UtmxZGdrLrbdq165dcl7mjedPAYCyeUlvJn+p25tRNopzhAnZAIphVc+RRqMhb2/dSo7s8LwjHx8fsjWexNuoUSN69dVX6emnn7b47y5evEiFCxc2/K6fhAm2pUsZovvQQfoQcDY+PtwA+s2ojKX8AEpkVeOoVq1aOQ6ZpaWlSY8OD63Z2mOPPSZbXnFjqEiRIjapE+SWPmSmlJE+BFyBYVjNC40jAKWwaljtpZdeon/++YemTZuW5Vh6ejqNGzeOrl69SgMGDCBn1bhxYypTpgz16NGD9u/f7+jqKIZxyhCVhyrLsU6dOsmWObUIgD2Yuwb1jSN/Xy9cnwAKYVXP0ahRo2TF2vTp0+n777+XtA+sX79+dOzYMbp+/To98sgj9Nprr5Gz4QYRhxho3ry5hCHg8AOdO3emw4cPU9OmTc3+DZ+nD1nAYmJi7Fhj91K8eCF6eWE72n0pjAKLmM5Z45hYPCcMwFE4Zcju3Y+bpA/RxzkKCgzA9QmgEFZ9/eH5Rlu2bKGJEydSREQEnTlzRuaPrFu3jiIjI+ndd9+VJf7OmB6ChwRff/11atasGbVt25aWL18uP+fOnZvt38yYMYOCgoIMW4UKFexaZ3fC14RPgDepfD2d8voAyAxzjgCUx+ogkGq1mj7++GP66KOPZHIzN4p4gnOdOnVcLmN1y5Ytad++fdkenzRpEo0dO9ak5wgNJAD3wylDQkPfNJQZ0ocAKI9VjaOQkBCZzMyNIf72X7t27SznxMbG0oMHDyQekrPj0AQ83JYdXnVnj5V3SkkfsnLYdErXaCm2u25itvHKw8qVK0uZh2aRngHsjSNg161reg0m6iO5pyZRcHCwyTEAcE9WDatVqVKFvvjiixzPmT9/vpxna3FxcdK44Y1xTjcucwNO3+tjPDF83rx5tHHjRrp8+bIMB7799tu0Y8cOGjFihM3rCrrAeukpHYnSOlF6Wtb0IeHh4bIBOErmazAp5WGEbFyfAMpgVc8Rzy/KLUaNvWLY8ATwLl26GH7XD38NHDiQVq5cSXfv3jU0lFhKSorkhLt9+zb5+/tLmpNt27aZ3AbYji6w3gEpqzzzHoIBwJZ0KUO6GsrcOZSQyuEnMKwGoCRWzznKza1bt6hQoUJka7zSLKeGGDeQjE2YMEE2cAxdYL31UvZWf+Lo6gCY0KUMecw0fUiK7qcvGkcAimFx44iX7RvLbkkrxzm6efMm/fTTT9S6dev81xAAwK49m4czysNMlvL7IQgkgGJY3Dj64IMPDGWehM2No5xifnCus5kzTSfcAgA4f8/muozySumVfph4Fo0jAKWwuHG0c+dO+clvFl27dqVBgwbJvJ7MeBl/sWLFZAUboshCZvHxqUT0qZSTE3VzOQCcVWq6VlZWMgyrASiHxY0jDpmvN3XqVJnA3LFjR1vVC9yUrsHsmW36EI5c/vA8APvKfA3qe41YgI83rk8AhbBqQjY3jgCsUaxYIeo/tw3t+S+MAoKypg85evSow+oGwClDzp17yVBOStc1jrxUHlQ4MADXJ4BC5Hu1Gk++vnPnjknuMWPoXQJjKpUHBRTzIa9C3lIGcDYJCWlZUodwjCMAUA6rG0eceHb8+PH033//5Xger14DAHAFfn7edO3aUEM5ITpJV8Z8IwBFsWrgnFepPfXUUxKdeuTIkTJJm3uIhg0bRnXr1pXfe/fuTVOmTCn4GoNLi4qKpdXDp1PIvMUUFxOfJXUDpw/hjcsA9paUlEidOzeSjcvGedVwfQIoh1U9R59++ikFBgbS8ePHqVSpUvTll1/KBG19Y4iz2HNC2syxkQA46nBKgm6oNc1osivjRvWNGzcMZQB7y3wNGmIceXvi+gRQEKt6jnhSYt++faVhpKfRPMyTxfnMmjRpgp4jyCbI3jHZVJ6YcwTOJVUaQ+1l47J+zhFiHAEoi1WNI+5SLleunOF3zlgfExNjcg5Hx96/f3/+awhuGGRvjWzemMcBTiZFUoU8KRuXDcNqaBwBKIpVw2qlS5emsLAww+/cUDp79qzJOREREZiMDQAuxVN6M08YysZzjgBAOazqOWrUqBGdOXPG8DvPN+II2j/++CPFx8fTli1baO3atZLxHgDAVfj68vfFH2XjsvGcIwBQDqsaR0888QSdPHnSMDnxvffekwnaL7/8MhUuXJh69epFaWlpMikbIGv6EJ6oPx3pQ8DpYc4RgDJZNaz26quvyqZXpUoVmaT9+eef09WrV6lSpUr0xhtvUOPGjQuyruAGOGkxkZ9R2fQYh4IwdwzAHjJfgwkZjSN/tSeuTwAFyXeEbL1q1arRwoULC+rmwE0VL16Y+s1sSfsuR1BgUKDJMX9//yxz1wDsSav1otDQNw1lw7Ca2hPXJ4CC2Cx74rVr12jQoEG2unlwUZwyJKi0P3kXUyN9CDil8PBE2Zh+QjaG1QCUpcAbRyEhITR06FCqXbs2ffvttwV98+BGtIRAeuBcOGXImTODZOMycqsBKFOeGkf79u2TlWk86bpYsWL05JNP0sWLFw2xj8aOHUs1a9akZcuWUXBwMM2fP99W9QYXFR0dS9+9NZ1uLlhM8XFZ04fUq1dPNqRnAEfglCH9+nWSzSR9iLcK1yeAglg854hThXTv3p1SUlJMks8eO3aM9u7dKyvYzp07R2XLlqV3331X8qxxcEgAY8nJ6ZQYnZE+JONbuR6nZOBrSF8GsLfM16DxnCNcnwDKYXHP0axZs6RhxHnTQkNDZfv444/p7t271KFDB7pw4QJNnjyZLl++TKNGjULDCHIIsvevbEgfAs6ZPqSlbJI+BHOOABTJ4p4jTgXStWtX6RUyzqG2bds22rVrF82ePVuG1QByD7L3nZS91e85ujoAZtKHPGcoY84RgDJZ3HPEPUXNmjXLsl+/b+DAgQVbMwAAh/RscvT/MxnpQ3QJtZE+BEBZLG4cccTrgICALPv1+4oXL16wNQMAcEjP5irZuJyYkmYIAgkAylFgQSABLJGQwOlDJks5OQmJicG5Yc4RgDLlqXH03Xff0aFDh0z28QRsxvnUMuMQ+5s2bcpvHcGt8LBFkKFkcsTDQ1LP6MsA9pb5GjSec4TrE0A58tQ44oaQvjGU2ebNm7PswxsIZFasWCF6+sNmdPBKJAUWzpo+5Pr16w6rGwCRN6fSNpSTjOYc+fv74foEUAivvKQDAcgvT08VlahUiNRxCVjKD06H4xfduBEj5dQ0DaWkZzSOMKwGoCgWN4703ckABQVx9MDZ8CTsI0de0v3i9bDxjjlHAMqCCdlgVzExcfTj2OmUkKKhhO6zTY4lJiZSx4666Nl79uwhPz8/B9USlColJZnefPMJKf+yaav85NkBPl4qXJ8ACoLGEdhVUlIaxYbrPmBSM5ZJ62k0GklHoy8D2JvxNZiYnGoyGRvXJ4ByoHEEDgiyd17KKs9HHV0dABNpadzoaSLlmERd4wgxjgCUB40jcECQveVS9laPc3R1ALIkRiZ6Ucqx8brGEeYbASgPGkcAABlUKu7ZvCTl5DTkVQNQKovThwAAuDs/P/6+uFQ2bUaoCeRVA1Ae9ByBA9KHTJAy0oeAM9MHgMSwGoDy5LtxFB8fT1FRUZSebv6DrmLFivm9C3C72EbBxr+YKFGihN3rBGDuGtTnVTMeVsP1CaAMVjeOli1bRp999hldvHgx23N4+WtamulybVC24sUL05OTm9Cha5FUKKiQybGAgAAKCwtzWN0APDzUVLLkLCknpXmaNI5wfQIoh1WNo8WLF9OIESPIy8tLgqKVL19eygCWpA8pXbMI+aYmIX0IOGX6kHPnIqScpE86izlHAIpjVYtm3rx50r28b98+qlmzJjkSR6qdPXs2HT9+nO7evUvr16+nvn375vg3u3btorFjx9LZs2epQoUKNHnyZBo0aJDd6gw6yB4CzhhqYufOflI+mZIkP9E4AlAeq1ar3bhxg/r16+fwhpF+zlOjRo1o4cKFFifQ7d27N3Xp0oVOnjxJb7/9Ng0ZMoS2bNli87oCUWxsPK2Z+CHd/mYxJcYnmBzj9AydO3eWjcsAjkgf8sEHA2SLS0wwGVbD9QmgHFb1HJUpUybbCdj29thjj8lmqSVLllCVKlVkvhSrU6eO9IDNnTuXevbsacOaAktMTKWoO+2lnJqcNX3I7t27DWUAezO+Btu++TB9SOZjuD4B3JtVPUcDBw6kv/76S3ptXM3Bgwepe/fuJvu4UcT7s5OcnEwxMTEmG+QnyN4V2TykDOBs6UPqyZaQpGu8Y1gNQHmsahzxHJ0WLVpQjx49ZM5PXFwcuYp79+5RqVKlTPbx79zgya6rfMaMGRQUFGTYeJ4S5CfI3hLZ1D740AFnTB/C8w8HUXyirnGEOEcAymPVsJqPj49hZQfP3XH3pfyTJk2SCdx63JBCAwnAXXs2r0s5Ka2F/ET6EADlsapx1KFDB2n4uKLSpUvT/fv3Tfbx74ULFyY/P79sG4P6BiEAuHvPpm5xR5rHs7p9amRZAlAaqxpHvBTeVbVp04b+/PNPk31bt26V/WB7iTJUMUbKKTKEAeCcksxEyAYAZXD5r0Q834mX5POmX6rP5ZCQEMOQ2IABAwznv/HGG3T16lWaMGECXbhwgRYtWkRr166lMWN0H9hgWxoNRzcqK5tWyqb8/f1lA3AU/TWoTx9iPOcI1yeAMuQ7rPXt27elMcLzcHhoqnHjxlSuXDmyl2PHjpnMe9LPDeIVdStXrpTAkPqGEuNl/Js2bZLG0BdffCHRvb/55hss47dj+pDeExrR0euRFGgmfYgrroAE96FSqaluXV4wQJSYxm+PqSbpQ3B9AiiD1Y2jy5cv0/Dhw2nHjh1ZjnXr1k16ZKpXr062xgHZeGJ4driBZO5v/vnnHxvXDLJLH1KhQTE645FCKpfvtwR37Nk8dkw3J7HF47pVrf5qpEYCUBqrXvU3b96k9u3bU2hoKNWuXVvyq3FgSF4mz0v7t23bJpO2jxw5glVdAOAyfHy86I8/npLypMOX5SfiHAEoj1WNo2nTpknDiHuHXn/99Swr17766ivpVZo+fTotXbq0oOoKbiAuLoF+mfIJRSemUmKPmSbHkpKS6JlnnpHyL7/8Qr6+vg6qJShVWloKLVr0lpQT6g8j8vAi/4zGEa5PAOWwqnHEecj69Okjk5vN4QYTrwjjKNoAxhISUijsmm5lYGqSLj2DHqek0a8kdJb0NKAsxtdghVqvkkr9sHGE6xNAOaya9cG9RvXr18/xHD4eFhZmbb3ArYPs3ZQN6UPA2aSnc/qQGrLpV1NiWA1AeazqOQoODqZz587leA4f5/MAsgbZmy9ltc/rjq4OgImkJO4RGiZlbbqWuP2u9sTKAQClsepVz8vef/vtN1q2bJnZ48uXL6fff/+dHn300fzWDwDAbnQ9m3d0m4dupZqrZgMAADv3HE2dOlUaP8OGDaN58+ZRp06dJHkrp+Hg1Wpnz56lEiVKyHkAAK7VszlXyiqvdhhSA1AoqxpHFStWpP3798vEa04lwo0hYxyUcfHixVjGD9mkDxkhZaQPAWenn4wNAMpidXSzGjVqSABIjnmUOUI2GkWQc/qQylI2lz4EwJkgrxqAMuU79Cs3hNAYAksVK1aYHn27Ph2/EUUBhQNNjnF6hpyinQPYI31Ip04/UmR8CkV5qE16jnB9AigH4uKDXXl5qahK82A675NOKi+sAgLn69ncvfuWlCt0KIrUIQAKZdEr/9VXX5UVG5988olMvObfLcF/k92KNlAuD14GBOCk6UPWru1D+/4Lpw1RDzAhG0ChPLQW9BOrVCpp6Jw/f55q1qwpv1t04x4ebhlJludXBQUFUXR0tMyzAsvFxydQzeaDKCI+heav+JSGdattOMbpGV555RUpf/vtt0jPAHanvwavhcdTWLOh1Ld5ZfrihSYmxxiuTwD3/vy2qOfo2rVr8rNcuXImvwPkVXx8Ct250FLKKUkpJse4Ib1u3Topr1y50iH1A2UzvgYrNHnNZM4Rrk8A5bCocVSpUqUcfwewlC6e3j3jXwCcLH3Iw9WUvlitBqBIVs2InT59ugR7zMnevXvlPABj/v7eRPSZbD6++OABZ0wfwnG4Rkj6EMQ5AlAmqxpHH3zwgQR/zAk3nqZNm2ZtvQAA7E7XmckJs3VJs7FaDUCZbPbKT0lJIU9PfOsCAFfr2ZwlZZX3OgSBBFAoqxtHOSVj5IYRD6uVLFnS2psHt04fMlTKSB8Czg7DagDKZHHjqGrVqia/z507l1asWJHlPF7RER4eLstehw7VfQgCmKYPqSllpA8BZ4c4RwDKZHHjSKPRGHqL+CeHRzIXIsnb25vq1atHXbt2pffff79gawsur2jRQtRlSHX691Y0+QUGmBzz9/enuLg4QxnAEelDevZcQydCoog8vE3mHOH6BFAOixtH169fN5Q5COSYMWNoypQptqoXuClvb0+q07kiXT19l7wyzefgRjfnrwJwZM/mli0hUq7waBmTYTVcnwDKYdWcIw4CWaRIkYKvDSgDwhuBk1KrPWnFikfp403nKcXTA8NqAApl1VJ+bhjduHGDEhISzB6Pj4+nU6dOSZhuAGMJCYn0x+w5dP/nZZScmGRyLDk5mQYNGiQblwHsTaNJo1275lDk5aVE2jSTniNcnwDKYXUQyHbt2mWbN4338/GPP/44v/UDNxMXl0whJ5tS0tW2lJxomj4kLS2NVq1aJRuXAexNfw1GntxKWk06+Xs/7FzH9QmgHFY1jjZv3kw9evSgQoUKmT3Oydx69uxJf/75Z37rB25GN6c/UracwkEAOC59SFnZeDVlgA+G1QCUyKrGUUhICNWoUSPHc6pVqybnAWQNsjdDNjXSh4BTpg8ZIxunDwnwQYRsACWy6pXP3/hzG3Pn49kNuwEAOCNdZ2a0lL09PcjHy6rvjwCgxMZR7dq1ZWiN4xyZGxrhmEh//fUX1apVqyDqCABgx57Nj6QcGLgRQ78ACmXV16L+/fvTpUuX6NVXX6XoaN23LD3+nfdfvnyZXn755YKqJ7iJpCSeyDpQttQU9CyC8wrAMn4AxbKq52jkyJH0yy+/yKqNjRs3UosWLahcuXJ0+/ZtOnr0KEVFRVHHjh3lPABj6ekcVb2+lDVSBnBOgZhvBKBYVr36OUXItm3baPLkybR06VLaunWryUq18ePHy3J/Pg/AWJEigdT2pQp07k4M+QaapmDglAyhoaGGMoAj0oe06rSaTt2OpgBfXJ8ASmX1VyNfX1+aM2cOzZw5ky5cuCDDaRwckucZeXqiOxrMU6u9qEmvGnT71F1JJWKM53cEBwc7rG4AnD7k8O77UjbOq8ZwfQIoR777jbkhxIlmAQDcIX3Iy2Mb05+n71KQTM4GACXCOlWwq8TEJNry5RcUunEVJSdlTR8yYsQI2ZCeARyVPuTGlZWUEr6G/NWmc+JwfQIoh4eW1+PnUdWqVS27cQ8PunLlCrkbzhkXFBQkQ4k8xwosFxoaRaVKfSPlL37rQW/1aWSSky8wMFDKcXFxyIAOdmd8Db639gh9/FwLs8dwfQK49+e3VcNqHMfIXPwPvjNeqcbKlClDarXampsHtxfn6AoAZDvniKiElP0yzYkDAOWwqnF0/fr1HI+NHTuW7t+/b7KKDYAFBPA8jmlS9vF7ztHVATCRmMhxuN6Vsg8hACSAUhX4nKPKlSvTmjVr6MGDB/S///2P7GHhwoVyv7yCrlWrVnTkyJFsz125cqX0ehlv/HcAADqJsmVerQYAymGTCdkc36hHjx60du1asjVuiHFP1dSpU+nEiRPUqFEj6tmzpyEeiTk8znj37l3DduPGDZvXEwBcpWdzimzFi+BLE4BS2Wy1WkJCAkVGRpKtff755zR06FAaPHgw1a1bl5YsWSIB2pYvX57t33BvUenSpQ1bqVKlbF5PME4f0l82pA8BZ4b0IQDKZZPG0d69e+nHH3+0eeLZlJQUOn78OHXv3t2wT6VSye8HDx7M9u94pUmlSpWoQoUK9OSTT9LZs2dzvB9etssz3I03yE/6kKay6coAzikA6UMAFMuqV3/Xrl3N7k9LS5P8avoJ21OmcPe07YSHh1N6enqWnh/+naN2m8MNNu5Vatiwoayu4yjfbdu2lQZS+fLlzf7NjBkzaNo03SRiyJ+goABq3rck/RcalyV9iJ+fH127ds1QBrA3lcqbitZbQMmp6VQoU/oQXJ8AymFV42jXrl3ZDlcVLVqUHnnkEZkHxPOOnE2bNm1k0+OGUZ06deirr76iDz/80OzfTJo0Sf49etxzxL1OkHc+Pt7Uul8DCvv3jqQSMca9fjyxHsBRNBqiB2cTzS7lx/UJoBxWxzlyBiVKlJD0JRw2wBj/znOJLJ083qRJE7p8+XK25/j4+MgGAO7Ny0tFRbuUJA6NW6QQ4rQBKJVLpw/hIJPNmjWj7du3mzTc+Hfj3qGc8LDc6dOnJWgl2F5SUjLtWLqAIjZ/TymZUjDwHLLx48fLxmUAe0tOS6X0+I2kSdhIvplSq+H6BFAOq9KHOBNeyj9w4EAZFmvZsiXNmzdPQgjwnCOeezRgwAAqV66czBti06dPp9atW1P16tUlmvfs2bNpw4YNMrGbV7tZAulDCiZ9yLzfetBopA8BJxIRFUMligZJ+V5EFJUqpiszXJ8Arq9A04e8+uqrVlWC5yAtW7aMbOn555+nsLAwmfx97949aty4MW3evNkwSTskJETmCuhxcEpe+s/n8vwo7nk6cOCAxQ0jKAj41g3OnD6ksFEZAJTIop4j48aFyR97eJC5P9fv5588bOVu0HNkPeNv34u3nqE3utczewzfzMERQm5HUKXyK6R8JWQQVa2gy7PGcH0CuL4C7TnSL181ntczevRoOnTokPzs0KGD9NTwROg9e/bQ/PnzZc7P3Llz8/8vAQCwK/f7QgcAeWNR44gDJhr79NNP6fDhw/Tvv/+aTGTmGEIdO3aUaNW8AmzdunU0YcKEPFYJAMCR6UMmZpTfcHR1AMCVVqvxPKJ+/fplu8KLJ0Dz8aVLl+a3fuBmkpP5W/mzsiF9CDgzD0dXAABcK87RrVu3cs1kz8f5PABjaWkcI6uVlNPTMOEVAADcpHHEaTbWr18vEaXNNZI46Swfzy4dByhX4cIB1LBnEboaFk++AVnTM5w5c8ZQBnBE+hD/2nMNZWO4PgGUw6phtSFDhtDVq1epXbt2tHHjRoqIiJD9/JNjBrVv317yq/GSeQBjvr7e1GlgMyreozqpMyX25FWR9erVky27FZIAtpSe7kEJF9Jk02hMB9ZwfQIoh1U9Rxwh9tKlS7RixQp6+umnZR+/WejTivAyfp6UzecBALgKb28VBbUrYSgDgDJZ1TjihhBPyubo06tWraJTp05JzACOHdCoUSN65ZVXqHPnzgVfW3B5ycnJtO/7pRQZFkepj7xncoxTMnzyySdSfu+99yQ9DIB98SKBv6Xk4dHP5AiuTwDlcPn0IY6AIJAFkz5k7sYe9PYTSB8CziP8QQwFZ6QMCY2MouCMVCIM1yeA6yvQIJAAAEqg+66oW2SC740AypWvxtH+/ftp5cqVdPLkSWmNcSuMc5txIlielA1gPsiebi6aj59u5Q+As4hPSCWiD6WckJBGVMzRNQIAl2ocjRkzRtKE6L9d6fOpcXb75cuXS1qRzz//vCDrCgBgNx4IAwmgWFYtx+BJ2F988QXVqFGDvv/+e7pz5w6lpaXR3bt36YcffqCaNWvK8dWrVxd8jQEAbMTfn78vviubrgwASmRV42jx4sUS4JHzq/Xv359Kly4tPUecfPaFF16QhLScQmTRokUFX2Nwg/QhT8iWgvQh4GT4fYyIQ5JoMsoAoERWNY7Onj1LzzzzjMz4Nof383E+DyBr+pAOsmnSMeEVAACcj836jfGtC8wpVMif6nQKoJDIBPL1N03BwKlojhw5YigD2JuHhzf5151jNn0Irk8A5bCq54jD5//yyy8S68Oc2NhYOc7nARjz81NTjzdaU4letUnta/rh4+npSS1atJCNywD2xilDEs5pZdNqTb/g4foEUA6rGkevv/463bp1i9q0aSONoPDwcNnPP9etW0dt27aV48OHDy/o+gIA2AynDCncsphsSB8CoFxWDatx3rR//vmHFixYQP369TObW23UqFES7wggc/qQI+tXU9TdGEp9pFqW9Ay8ypFxKAikZwD7SyeV/76Mcn+TI7g+AZQjX+lD9u7dmyUIZJMmTaRR1KEDT7p1T0gfUjDpQz7f2IPGIH0IOJHQyGgqVbyIlMMfRFPxIg9f37g+AVyfTdOH7NmzR26UG0Du3AgCAGXRyHdF3XAa0ocAKJdVg+pdunShr7/+uuBrA25PF1jvPdnUvpjUCs5FUobQTNl0ZQBQIqt6jkqWLImlrJCPEA+cvwrhHgAAwI0aRz169KBdu3ZJtzM+4ADAvXo2388oD3V0dQDAlYbVPv30U4qIiKBhw4ZRZGRkwdcK3JYuZcijsqUifQg4Gd2XvSTZ8MUPQLms6jl6+eWXqUiRIrR8+XL67rvvqEqVKpJXLfObCf++ffv2gqoruIHUVA730E3K6em60A8AzgKTsAHA6sYRD6kZx625cOGCbJnhmxdkFhjoR9VbqulOVCL5ZJq3xvPYdu7caSgD2BunDAmo/6mUPT2zpg/B9QmgDFY1jvTBHgHyyt/fh3qP6UAbTt4hHz/TIHqckqFz584OqxsApw+JP+NpKBvD9QmgHDZLPAsA4Gq8vDwosElRQxkAlClPE7IPHjxIXbt2pUKFCkkQSF61dvjwYdvVDtxOamoq/fv3Goo98QelpaVmObZw4ULZuAxgbyqVltQljsnGZWO4PgGUw+L0IadPn6ZWrVpRUhKv5HjIz8+Pjhw5QvXq1SOlQPqQgkkf8tnG7jT2icaGY0jPAI52NyKKypbQ9RxFREVTsSCkDwFQ4ue3Ki/L97lh9L///Y/u3bsn2/vvv0+JiYk0cyZHlAUAcB8ehGE1AKXyykuS2fbt29OHH35o2Ddt2jRZubZ7925b1Q/cMsjeB1JW+/R0dHUATCTE83CZbrVafHwqFQ1ydI0AwBEs7jm6f/8+tW7dOst+HmrjYwCW0IV3iJcNoR7AOfFqNeT9A1Ayi3uOeAKifrzdGI+7Y3IiALgDXz9+S9T1jvv5DXN0dQDAQbCUHxyQPqSrlNMkWjaA89D1ZsZIWaVCzyaAUuWpccSpQg4dOmSy7/Lly/KzV69eZt9oNm3alN86gtulD3lMykgfAs4Mo74AypWnxhE3hPSNocw2b96cZR/mlEBmAQG+VKmhiu7HJpPax8fkmI+PD/3xxx+GMoC9eXh4UUCDjwxlY7g+AZTD4sbRtWvXyFlxULbZs2dLeIFGjRrRl19+SS1btsz2/J9//lnCEFy/fp1q1KghoQjM9XyBbRpHT73Xldb/c5t8/U0/YLy8vKh3794OqxuAVqui+NM+hrIxXJ8AymFx46hSpUrkjNasWUNjx46lJUuWyMq5efPmUc+ePenixYtUsmTJLOcfOHCA+vfvTzNmzKDHH3+cfvjhB+rbty+dOHGC6tev75B/AwA4By9PDwqor1u/j/QhAMqVp/Qhzujzzz+noUOH0uDBg6lu3brSSPL396fly5ebPf+LL76gRx99lMaPH0916tSRuE1NmzalBQsW2L3uSsQrG8/u+o3iTm8zmz5k5cqVsmEFJDgCpwzxrXhONnPpQ3B9AiiDSzeOUlJS6Pjx49S9e3fDPpVKJb9zHjhzeL/x+Yx7mrI7HwrWgwfxtHWJF0X8GUwJsYlZnk9u5PLGZQB74+su4s95sqVmugZxfQIoh0sv5Q8PD6f09HQqVaqUyX7+/cKFC2b/huclmTuf92cnOTlZNuPcLJAfakdXAAAAwD17juyF5ydxojr9VqFCBUdXyWX5SZC9T2TzViMKMThj+pDpsnH6EABQJpduHJUoUYI8PT2zpC/h30uXLm32b3h/Xs5nkyZNkgy++u3mzZsF9C9QHl1gvQeyIcgeOBst8Twjv4wNAJTKpRtHarWamjVrRtu3bzfs02g08nubNm3M/g3vNz6fbd26Ndvz9TFNChcubLJB/mlN57sCOEn6kJmy6Xo5AUCJXP7Vz8v4Bw4cSM2bN5fYRryUPz4+XiZNsgEDBlC5cuVkaIyNHj2aOnXqRJ999pnELPnpp5/o2LFj9PXXXzv4X6IMqamcPqS9lNPTECEbnIuuNzNcyp6eLv3dEQAc2TjihkhUVJRMjDanYsWKZEvPP/88hYWF0ZQpU2RSdePGjSVat37SdUhIiKxg02vbtq3ENpo8eTK99957EgRyw4YNiHFkJykp3CB6UsppaBwBAIA7NY6WLVsmvS8cbDE7nD4kLS2NbG3kyJGymbNr164s+5577jnZwP78/X2pbC0tRcSnmE0fsnbtWkMZwN5UKk4fMtVQNobrE0A5rGocLV68mEaMGCHh9Dt27Ejly5eXMkBuAgN96flpPejXbNKHoNEKjpSezulDAqWs0WRNH4LrE0AZrGrR8LweXim2b98+qlmzZsHXCgDAATw9Pci/ViFDGQCUyarG0Y0bN2jIkCFoGEGe8TDrpUNbKf5aJKU/UiPLsfXr10v5qaeeQm8k2B1fcv61r0vZO9Plh+sTQDmsenWXKVMm2wnYADmJjIyjTfPiedYGxQ9OMDnGUcj79esn5bi4OHz4gN3xNRi+8dOM8v9IrfY2OYbrE0AZrFqrykvn//rrL1mpBpB3PKdDN68DAADALRpHvAy+RYsW1KNHD9qzZ498iwKwhC6w3hzZkD4EnE1CAq+unSxbQgLShwAolVX9wvplrFqtlrp06eLwpfzgakH2dOlbPBBjD5wMv6cRBTm6GgDgio2jDh06SMMHAMCd+Phyb+ZcKfv6DnN0dQDAlRpH5gIrAliePqSllJE+BJyNLmXIHaMyACgRlluAA9KH6ALpIX0IAAC4XeMoJSWFtm3bRhcuXJCVa++//77sT0pKopiYGAkUaZzXDMDPz4eCK6dRVGIqqX3UJsfUajWtWLHCUAawPxUFNHxPSh4epgsGcH0CKIfVjaPffvuNhg0bJklfeRIjz0HSN45OnTpFbdq0oW+//ZZefPHFgqwvuLhChfzo5ZmP0q8nOH2Ir8kxb29vGjRokMPqBqDVelL8qaIZv5k2jnB9AiiHVd06+/fvp2effVZWrX3xxRdZGkAtW7ak6tWr0y+//FJQ9QQAsDlOGeJXNUA2zDkCUC6reo4+/PBDKlKkCB0/flyGziIiIrKc07x5czp8+HBB1BHcCId2uHpiLyVciaD0tOpZjm3ZskXKPXv2RARisDu+5AKb6kJNZL78cH0CKIdVr25u9HDPETeMslOhQgXauHFjfuoGbujBgzjaOPOulBNeTjQ5xukZHn/8cSkjPQM4Al+DYeum6corx5tcg7g+AZTDqlc3v0kULlw4x3OioqIwGRuykBh7VExXJvkFwGngigQAqxtHVatWpaNHj+Z4zsGDB6l27dp4lMGErwTZ+0LK3t6POLo6ACYSJX3IBClz+pCAAEfXCAAcwaqunWeeeUYmZeuXtWY2Z84cOnPmDD3//PP5rR+4Gd0k11uyeUgqEQBnSx8SLJuulxMAlMiqnqPx48fLSrQhQ4bQDz/8IMNsbMKECdJjdODAAWrcuDGNHDmyoOsLAGDj9CELpezr+7qjqwMArtQ4CgwMpL1790rjZ+3atZSenm7oMeJ4R/369aNFixYZEtQC6OmiYjeRcno6ImSDM/ZsXjcqA4ASWb3comjRovT999/T/PnzZf5RZGSkTNJu0aIFlSpVqmBrCW4jOZkb0rq4WGmpaByBc8FQGgCwfK9FLV68OD366KN4NMEivr4+VLRsCsUmpZF3phQMnJJhwYIFhjKAvalUXhTY8B1D2RiuTwDlQKAOsKvChf1o8Nze9MuJW+QXkDV9yIgRIxxWNwCNRkVxp0pnlE0XDOD6BFAOqxpHXbt2zfUcjnHEw2y1atWivn37UqtWray5KwAAu1GpPMingr+hDADKZFXjaNeuXfKTJ1/rlr6ayrx/1qxZNHjwYPrmm2/yU1dwAzx5/+bZo5QUEkaa9BpZjvFEf9ahQwfy9DRN/Alga95qoiLto6WsVptOyMb1CaAcVi3HSExMpD59+lCdOnVkKf+NGzcoKSlJfvLv9erVoyeeeIJu3rxJf//9NzVt2lRiIi1evLjg/wXgUiIjY+nn6Rfo/o8RFB+TYHKMr6EuXbrIxmUAe+Pr7v6P78mW+RrE9QmgHFY1jqZOnUqnT5+WHGsvvPCC5FHjCYr8k3/nWEenTp2iL7/8krp3705bt26l4ODgbINGgnLoOhR5TkdppA8BAAD3aRxx79DTTz9NAdnE1uf9fPzHH3+U34sUKSIr2s6fP5+/2oKbpA/hHsTF5OWNYQlwLkmJnD5kjGyJUgYAJbJqzlFYWBilpqbmeE5aWhqFhoYafi9TpowhWCQoly6w3lUpqzwx4RWci0a6Nsvqyhr0bAIolVU9R9WqVaOff/6ZIiIizB7n/Rw5m8/Tu3PnDhUrpsvGDgDgjHzU3Jv5tWy6Xk4AUCKrGkejRo2ie/fuyURrjpB9/PhxmXzNP/l33n///n05j2k0GtqxY4dEzwZl06UPqScb0oeAc/Zs/icb0ocAKJdVw2qvv/463b59m2bMmEFjxvD4/EO8hJ9jHE2aNEnOY5xaZNy4cdS2bduCqTW4ePqQQVJG+hAAAHCrCNnTp0+nV155RSZn88q0mJgYCfrYqFEjWbFWs2ZNw7klSpSg0aNHF1SdwYX5+KipcHAyxSenk5e3d5YIxBwTS18GsDcPD08KaDCKPPg/D9NhNVyfAMrhoTUXxRFyxA3BoKAgio6OlgYh5M24n/+ldcdv0cTHatMbnR7OSwNwtGt3Y6lq2a+kHBf3FgUEIIcagDux9PMbudUAADJ4qDxIXdqXeB0l0ocAKFe+Zhx+//331KNHDwnw6OPjIz/5dx5qAzCHwzncu3yGku9eIk2m0A587OjRo7Ih7AM4glrtQcUeSaXiPdPMpg/B9QmgDFYNq/EbQ79+/WjDhg0yAdvX15dKlSolK9Q4rD7nVuNks7zcnydnuxsMq1kvPDyagoOnSHnWhsE0/snGhmPx8fEUGBgo5bi4uGyDjALYytW7EVStbAmz1yCuTwDlfH5b1XLh5frr16+ndu3a0f79+ykhIYGuXbsmPw8cOEDt27eXhhOnDwEwpgusV0E2THcDAABnZFXjaNWqVbIabfv27dSmTRuTY61bt6Zt27bJceRSg8x8fHgF0DLZPL3cr1cR3CF9yAjZkD4EQLms+nS6dOkSPfHEE9kuZ+X9ffr0kfNsieMnvfTSS9I1xvnbXnvtNenuzknnzp1l2M94e+ONN2xaT3jISxpEF2RDkD1wzp7NyrIhfQiAclm1Wk2tVsv4e074OJ9nS9wwunv3Lm3dulVyvQ0ePJiGDRuW64TwoUOHSpwmPX9/f5vWEwBcg1rSh6yUso+PLogtACiPVV/dmzRpIrnTOF+aOdxg4eOcRsRWzp8/T5s3b6ZvvvmGWrVqJfOceI7TTz/9lG29jBtDpUuXNmyYVG0/upQhNWTTpOObOThjz+ZZ2XRlAFAiq179Y8eOleSyzZs3p88++4yOHTsmudX455w5c6hZs2Yy5MXn2crBgwdlKI3roNe9e3dZHXf48OFcQxBw1O769etLmhOeSJ6T5ORkmeFuvIF1kpJ4CfQw2VJTsRwaAADcZFiN5xNxI2jixIk0YcIEk2O8AsnLy0uOP/7442QrnPi2ZMmSJvv4fosVKybHsvPiiy9SpUqVqGzZspL25N1336WLFy/Sr7/+mu3fcA65adOmFWj9lZw+xD8omZLSzKcPmTp1qqEMYG8eKk8KqD9U0oeoVFnTh+D6BFAGqyNkc68QxzLiXpiTJ08acqvxkBs3QKpWrWrV7XKDa+bMmbkOqVmL5yTpNWjQgMqUKUPdunWjK1euULVq5lNZcO+ScS8Y/1srVODl6JBXQUH+9ObSx+nn47fIP9DP5BjPUfvggw8cVjcAjUZF8WdqGsrGcH0CKIdVjaPVq1dL0MeePXvS+++/X6AVeuedd2jQIF3W9uxww4vnCoWGhprsT0tLk+E8PmYpnq/ELl++nG3jiKN/8wYAbs6DyLu42rCSFQCUyarGES+ZHzlypDSOChqnIOEtNxxfKSoqio4fPy5znNiOHTtIo9EYGjyW4F4vxj1IYHv8/ITfvEwpYfdJo6mZ5Zi+V7BOnTpuGV0dnJuvryeVeNKLvD1VUjaG6xNAOaxqHHFDgntpHInfnB599FFZlr9kyRJZys8NthdeeEHmE7Hbt2/LkBn3dLVs2VKGzniZf69evah48eIy52jMmDHUsWNHatiwoUP/PUoRGRlLK9/ZJuX4Pm1NjiUmJsokeYb0DOAISYmJdHc5B4EkSpz7isk1iOsTQDmsahxxAEiOLcSruBw53MTznbhBxA0g/hb3zDPPSGoTPW4w8WRr/Wo0njPA0bvnzZsncZh43hD/zeTJkx32b1AaXWA93fClRsvL+gEAANygcfTxxx/LUvqnn36aZs2aRfXq1SNH4JVpOQV8rFy5skn+Lm4M7d692061g+zTh3wrZS/v7o6uDoCJxATuER+qKyemETqHAJTJqsYRr0jjXiOer8OBGH19fWVZfeYJjPw7D2UB6OkC652SMtKHgLPRyJcp/Wo1BCkFUCqrGkc8MZGHqCpWrGiyP3OWdWRdBwDXSx+i641G+hAA5bKqcXT9+vWCrwkoKH0IJ/YkpA8BJ+3Z/MeoDABKZHUQSADr04foVgMhfQg4GzTXAYChcQR2pVZ7k09AMqWmacjLK2v6kHHjxhnKAA5JH1L3FfJQmU8fgusTQBksahy9+uqrVt04T8hetmyZVX8L7qlIkQB6a+XjtPbYLfIvlDV9yOzZsx1WNwCtxpPizzXMNn0Irk8AZbCocbRy5cpsGz/mJl3r96NxBACuhBfcehb2lp9IHwKgXBY1jq5du5Zltdro0aPp0KFD8rNDhw6Sa+3+/fu0Z88eCcTI6T3mzp1rq3qDi+JrJzr0NqVFc/qQGlmOhYSESJlXQiI9A9ibj68nlX6xEKmzSR+C6xNAGTy0Vqy3//TTT6Xhw3GOzOUk47QdHAuJx+cnTJhA7iYmJoaCgoIoOjqaChcu7OjquJSIiGgqUWKslGduGEkTnmxiOMZRywMDA6WM9AzgCJduhVGtCiXNXoO4PgGU8/lt1VcfHirr169ftslay5UrJ8eXLl1qzc2DG0uX5ft1ZNOVAQAA3GC12q1btyQqdk74OJ8HYEyt5vb4Gil7eSF9CDiXZAk1MVDKSUlIHwKgVFb1HJUvX57Wr19PSUlJZo9zolc+zucBGPP25nkcx2TzRJA9cDLpGg5SWl829GwCKJdVn05Dhgyhq1evUrt27Wjjxo0UEREh+/nnhg0bqH379hJFe+hQXQJHAADXabz/LJuulxMAlMiqYbXx48fTpUuXaMWKFfT000/LPl65was5GM/xHjx4sJwHkDV9SFkpI30IOBtdypAjRg0lAFAiqxpH3BDiSdkDBgygVatW0alTp2TmN88Ab9SoEb3yyivUuXPngq8tuEn6kDFSRvoQAABwu/QhnTp1kg3AUt7eXuTtk0JpGi15eppefl5eXvTmm28aygCOSB/iV/s58jKTPgTXJ4ByWPUKP3z4MLVq1argawNur2jRQBrz3eO05thNCijsb3LMx8eHFi5c6LC6AXD6kMQLLc2mD8H1CaAcVs045OjXPHy2YMECioqKKvhaAQA4iMrPkzz9Md8IQMmsahy9/PLLdPnyZXrrrbeobNmyMvdo7969BV87cDs8WT8hOpLSE6Kz5OXj38PCwmSzInA7QL75+XtR2SGlqMrrZcjf39vkGK5PAOWwKn0I4wnY3333nUzM5jQinKSxRo0asnx/4MCBVKJECXJXSB+S3/QhI6X86fqx9G5fpA8B53HxZhjVroj0IQDuyqbpQxjf+IgRI+jEiRN07NgxGjZsmCSe5eX7HPzx+eefp23btll78+CmdIH1Gsmm0eDbNwAAOJ8CiXLWtGlTWrx4Md25c4dWrlwpvUbr1q2jnj17UtWqVWnWrFkUGxtbEHcFLk4XWG+9bLqYMgDOlj6kv2ycPgQAlKnAPp0ePHhAX3/9Nc2ePVsaSYwjaHOjaOLEiVSrVi06evRoQd0duChdYL0DsiF9CDhn+pCmsiF9CIBy5fvTaefOnfTiiy9SuXLlaMyYMRQaGipDa//99x/t2bNHks/y8lduJI0aNapgag0AYANeXtx43ygb0ocAKJdVcY54bhGnDuHJ2Jxjjed0czDIN954Q9KJeHt7m8QGGT58uKxuQ4wQ0M0z0k3Wx5wjcDbe3twg2pdRxnJ+AKWyqnHEE645j1rRokXp7bfflsnYPGyWk+DgYEpJSbG2nuAmEhN5Hse7Uk5NQfoQAABwk8YRR8fmXqLnnntOeoYswfOOeANl47QLKs800mi1pPLMmp6Bw0DoywAOSR9S83Hi6XDm0ofg+gRQBqte4fv26bqdAfKqWLFAGr+mF/109CYFFjaNE8MNbV7tCODQ9CGXOmWbPgTXJ4Ay4OsPAEAGLWnJw9vD0dUAAFdpHOmzUecFR83GJGwwxpP3U5ISSJOSZDZ9SEJCgpT9/f3l+gGwd/qQ8iMrU4Da02z6EFyfAMpgcfoQlcr8slZ+g8juJvhYerr7TbpF+hDrRUbGUPHiw6T86fp3kT4EnMr5kFCqW6mUlJE+BIAU+/ntlZd4Rpnx+Pvq1avNHgMwJy2Ng+w1lzKC7AEAgDOyuHHEcYwy27VrV7bHALKPI/OHlD09u1F8vC68Q0CA2ugsTxq1+jhVK1+CKpTwpxKBPjLM4aUlKuTjRcWL+JLay5O8PT1Iyw0sDZG/ryf5+HgZDX+kSpmHRvTDHykp6ZSami5pS/TnMn0d/Py8SaXK+7l8Hp/v6akiX9+H53IduC68j4/l9VxuSCYnp8n98P3pJSamSoyovJzL/wZ9upb0dI2kxuDHxXjoKC/n8j4+plZ7GuIB8d/ybWR+PvNyLv8b+N/C5/H5mZ/PvJybl+def25KMvd0P8//ckpOTid0DgEoEyZkg13pPsR2Szk+OoUCA+fLB1Zq6liKS9bnsnqCVrx5hILalaAi7YNljyYpnW5+cUnKFcfVJg9P3Yfeg533KeZIJBVuWYyCu5UmL96fTnRxxlk5XntCXfLy8yQ++/6u+xS6O5RKtChOFfqUl3382Xl86r/SwGo8oS6pg3Qfvnf3htLNzXeoRJOiVPXZSob6H//wFKUnaajhmDrkW0IXxuL+oTC68fttKlo/iGr0ryL7eKT55MyzlBqbSvVG1CT/Mv6yP/xEBF379SYF1SxMNQdUNdzuqbnnKDkihWoPrU6FKumGbiLPRNGVn65TYOUAqj2khuHcswsuUOK9JKoxqBoFVS8k+6IuRtPlb6+Rfzk/qjv8Ycyx81//R/Eh8VTtxcpUpE4R2Rd7LZYuLb9CvsG+VO+t2oZzL628TLFX4qjysxWpeKNiuufoVgJd+OoSqYt4U4N36mWcqaXL31+j6AsxVPHJ8hTcvLjsTbyfROcWXCQvf09qNKm+4Xav/XyDIk9FUfnHylKptrrnM/lBCp35/DypvFXU+P0GhnNvbLxJEccjqUy30lSmk254KzU+jU7P1D2fTadz0mKdm3/eprBD4VSqY0kq272M7EtPSadTH52RcsPJ9ckzo9F0Z9tdur8nlIJbl6DyvcoZbuOfKf/Kz/rv1iPvAC9KjoknIv53+mX0cgKAEqFxBE4jPDbZ5PfGFYpQrXql6EF8KkU+SKKbGfu5x8hcStA0jVY26U3KEM+9KR6635MzPuyS0jQUmdFjYCwsLoW8Ms6NzUg6mpiqofsxD+ulD+odHpdC3hmdGPpzk7Ocqzs5Mj6V4jL+bXEZ56akpVOo0b83PeOGHySkUmLG/viMnpXUdC2FGZ3L/0YWnZBCKRn7EzLOTct8brru3xyTmEZpcbr9SRnnch6x8Ix9cj9pD//t2oz9yYm6x4lvxvjclIzb5X+PR5zunJSMHhuuHj8+evx4656LdMP+tIQUw+qwCKPngh9DedxT0g370xMePtvG5yal6uYzJqamG55PTcrDBg1fNyqjc/R/Y+65j0pIIU/SkEbmSHKPeG3y98fbI4BSWTwh25xp06bR9OnT3XLSdU4wIdt6xpNaZ/32D73Zta5huGTXmRDq0oB7aTzp/v1wKlKkULbDJfoGRXxiGiVwj5MHkcpLRSlpGt258Wnywevr5yXdQ9xQ4WGStFTdkJa3j6f07vA58fE8pEWk9vEkz4weKY7enZqmIS9PlezX09eBh7QeDqtpZMjGU+VBPkZDZUmJ6VIXH7ldVY7ncuTwzOdyzwUPB6k8PGQV1cPb1QXRzO5c+TdnOpcfR+6h454yHuLix8KDzN+u/lx5jLM5NzkpjThHKw+TGg+V6TPZGw/B8bn8XGV3bkDAw3N5WIv/LV7eKpPnPjGjgeSfy7lkdC7X13hYLS1VI/8uk+czPtXk3IT4eGpcrbwMq2FCNoD7KfAJ2QAFjRsXxnNIuOdGh+d6eD/8wMtY+Wg6L4lkCC0oUC1bFrqRHoA8iY/nRqGyvuwBQFZoHIFdeXp6Uq02PehmZEKW9CER8WnkX6sdlQnylfMA7I2vu2effdZQtvQYACi0cdSrV68s+y5fvpztMf23/U2bNpGtfPzxx3L7J0+eJLVaTVFRUbn+DXfRT506lZYuXSrnt2vXjhYvXkw1ajyc8Aq24+vrS0+Nm0M/HrlJ3mrTvHxRKUTBfSfRK+0qy3kA9sbX3c8//5znYwCg0MbR5s2b83zM1hFkU1JSJPltmzZtaNmyZRb9zaxZs2j+/Pm0atUqqlKlCr3//vvUs2dPOnfuHD6QHSw0Nkl+liyE5wEAAFygcXTt2jVyNjwhnFmaDJJ7jebNm0eTJ0+mJ598UvZxEMtSpUrRhg0b6IUXXrBpfcFU5qUA+lVWJQuZ9igBAAA4ZeOoUqWHsV5cFTfw7t27R927dzfs41nrrVq1ooMHD2bbOEpOTpbNeLY7WIdX/Hz6jC5WTWybEybH7oRF0Y2Zj9OzM7EaCBwjpxVpWK0GoBzmE6a5KW4YMe4pMsa/64+ZM2PGDGlE6bcKFSrYvK5KEJ9iGq3IOO4PAACAozhd42jixIkyVymn7cKFC3at06RJkyQmgn67eVMfjhDyI0FSNWSUU9IoOiM4IQAAgCM53VL+d955hwYNGpTjOVWrPky7kBelS5eWn/fv36cyZXTpBvS/N27cONu/8/HxkQ0KFkef1rsXrZuMDQAA4GhO1zgKDg6WzRZ4dRo3kLZv325oDPH8ocOHD9Pw4cNtcp+QPe4t0kPjCAAAnIXTDavlRUhIiMQ44p+cwoTLvPFkSb3atWvT+vXrpcxDcm+//TZ99NFH9Ntvv9Hp06dpwIABVLZsWerbt68D/yXKZNw4uovGEQAAOAmn6znKiylTpki8Ir0mTZrIz507d1Lnzp2lfPHiRZknpDdhwgRZdTJs2DAJAtm+fXuJ04QYR/bHyUX17sWgcQQAAM7BpRtHHN8otxhHmfPqcu8RJ8vlDeyP0y606dydToZEUUJGFnh2JyqRPFQqqtOyE1UpEYD0DOAQfN3pI/6bSx+S3TEAcC8u3TgC18M9dItX/0xPLtxPyRpPkzlHHl5qmjx/Nb3YqqJD6wjKvj6zS3mU0zEAcC8uPecIXFOAj65RlJCanmXOESedBQAAcCQ0jsDu/NS6Dsv45DTDsOftqET5WaYIGkcAAOBYaByBXfFk+JrlSlDI589QcmIiJaamU3RCqgSA1KQkUbNqZSQtA58HYG983fH1Z+4azOkYALgXzDkCu0tISDCUHySkUkScLm1I8UA13TQ6BuDo6zMvxwDAfaDnCBzqQXwK3YjQfeBULObv6OoAAACgcQSOFZWQSiGRGY2jomgcAQCA46FxBA71IIF7jnTzN8oX83N0dQAAANA4AseKksZRRs9RcfQcAQCA46FxBA4VFpdCl+7HSpkjYwMAADgaVquBXalUKurUqZPENUr28KDjNyJlxZqnyoNqlQ6SY/rzABx1ferLlh4DAPfioc2cfAxyFRMTQ0FBQZLQtnDhwo6ujkvaePI2jf7ppOH3WqUK0ZYxHR1aJwAAcG+Wfn7j6w84ROZl+/XKopEJAADOAY0jcIg6ZQqT2vPh5de6WnGH1gcAAEAPjSOwK067EBwcTBXKlqZm5XW9RwFqT+pRp5ThGG9IzwCOkNM1iOsTQDkwIRvsLjw8XH5O61OXvj54h3o3KENFA9QUH59qOAbgKDldg7g+AZQBjSNwmHJF/WnOc40cXQ0AAAATaBxZQb/Aj2e9Q94YD0fw45eenm7RMQB7wPUJ4N70n9u5LdTHUn4rXL16lapVq+boagAAAIAVbt68SeXLl8/2OHqOrFCsWDH5GRISIvESIO8t9woVKsjFiThR1sFjmD94/PIPj2H+4PFzzOPH/UGxsbFUtmzZHM9D48gK+ui43DDCRW09fuzw+OUPHsP8weOXf3gM8wePn/0fP0s6NbCUHwAAAMAIGkcAAAAARtA4soKPjw9NnTpVfkLe4fHLPzyG+YPHL//wGOYPHj/nfvywWg0AAADACHqOAAAAAIygcQQAAABgBI0jAAAAACNoHAEAAAAYQeMojxYuXEiVK1cmX19fatWqFR05csTRVXIZe/bsoT59+khkUg8PD9qwYYOjq+RSZsyYQS1atKBChQpRyZIlqW/fvnTx4kVHV8ulLF68mBo2bGgIHNemTRv666+/HF0tl/Xpp5/Ka/ntt992dFVcxgcffCCPmfFWu3ZtR1fLpdy+fZtefvllKl68OPn5+VGDBg3o2LFjBXofaBzlwZo1a2js2LGyfPDEiRPUqFEj6tmzJ4WGhjq6ai6BE3fyY8YNTMi73bt304gRI+jQoUO0detWSk1NpUceecQkISrkjHMp8Qf68ePH5c20a9eu9OSTT9LZs2cdXTWXc/ToUfrqq6+ksQl5U69ePbp7965h27dvn6Or5DIePHhA7dq1I29vb/lic+7cOfrss8+oaNGiBXo/WMqfB9xTxN/cFyxYIL9rNBrJ7TJq1CiaOHGio6vnUvjb0vr166X3A6wTFhYmPUjcaOrYsaOjq+PSuRJnz55Nr732mqOr4jLi4uKoadOmtGjRIvroo4+ocePGNG/ePEdXy2V6jrjX/OTJk46uikuaOHEi7d+/n/bu3WvT+0HPkYVSUlLk22b37t1Ncqzx7wcPHnRo3UCZoqOjTRIhQ96kp6fTTz/9JD1vPLwGluMezN69e5u8H4Ll/vvvP5leULVqVXrppZckiTlY5rfffqPmzZvTc889J18OmzRpQkuXLqWChsaRhcLDw+XNtFSpUib7+fd79+45rF6gTNxryfM8uHu5fv36jq6OSzl9+jQFBgZKZN033nhDejDr1q3r6Gq5DG5Q8rQCngMH1o1ArFy5kjZv3ixz4K5du0YdOnSQTPGQu6tXr8rjVqNGDdqyZQsNHz6c3nrrLVq1ahUVJK8CvTUAsNs39zNnzmCughVq1aolQxrc87Zu3ToaOHCgDE2igZS7mzdv0ujRo2XOGy9Kgbx77LHHDGWer8WNpUqVKtHatWsxtGvhF0PuOfrkk0/kd+454vfCJUuWyGu5oKDnyEIlSpQgT09Pun//vsl+/r106dIOqxcoz8iRI+mPP/6gnTt3ygRjyBu1Wk3Vq1enZs2aSe8HLxL44osvHF0tl8BTC3gBCs838vLyko0blvPnz5cy965D3hQpUoRq1qxJly9fdnRVXEKZMmWyfJGpU6dOgQ9NonGUhzdUfjPdvn27SQuWf8d8BbAHXjvBDSMeBtqxYwdVqVLF0VVyC/w6Tk5OdnQ1XEK3bt1kWJJ73vQbf4vneTNc5i+QkPfJ7VeuXJEPfcgdTyXIHMLk0qVL0vtWkDCslge8jJ+77fjNoGXLlrI6gydzDh482NFVc5k3AeNvRzzWzm+oPKG4YsWKDq2bqwyl/fDDD7Rx40aJdaSf6xYUFCSxPiB3kyZNkmENvt54jgc/nrt27ZK5C5A7vu4yz3ELCAiQeDOY+2aZcePGSbw3/jC/c+eOhIbhRmX//v0dXTWXMGbMGGrbtq0Mq/Xr109iDX799deyFSheyg+W+/LLL7UVK1bUqtVqbcuWLbWHDh1ydJVcxs6dOzlsRJZt4MCBjq6aSzD32PG2YsUKR1fNZbz66qvaSpUqyes3ODhY261bN+3ff//t6Gq5tE6dOmlHjx7t6Gq4jOeff15bpkwZuQbLlSsnv1++fNnR1XIpv//+u7Z+/fpaHx8fbe3atbVff/11gd8H4hwBAAAAGMGcIwAAAAAjaBwBAAAAGEHjCAAAAMAIGkcAAAAARtA4AgAAADCCxhEAAACAETSOAAAAAIygcQQAAABgBI0jAHA6nTt3Jg8PD3IVHEuXcy8+8sgjNv13bNu2TW7vzz//LLDbBICskFsNAGwqr40DVwzav3r1ajpx4gQdPHjQpvfTvXt3at++PU2YMIF69uyJRK8ANoLGEQDYFCfWzIyTNkdHR5s9pm9sJCQkkCvQaDT0wQcfUIcOHah169Y2vz9uGD3xxBP0008/0UsvvWTz+wNQIuRWAwC7q1y5Mt24ccMle4ky27RpEz3++OO0dOlSGjJkSJZhtd27dxfovzM1NZXKli1LtWvXpr179xbY7QLAQ5hzBABOx9xcnZUrV8o+/vn7779Tq1atyN/fn8qVK0fvv/++9OCwVatWUaNGjcjPz48qVqxIs2fPNnsf3GBZvnw5tWvXjgoXLiy31bx5c9mXFytWrJB6PfPMMzk2aLh3iRuFPj4+VLNmTVq0aFGW8/gcvq1du3bJv7Np06ZSL3489Ly9valv3760b98+unz5cp7qCgCWwbAaALiU9evX099//y0NBG7YcM/NRx99JI2doKAgKT/55JPSoPjll19kGKpUqVI0YMAAw23wuTwk9eOPP1KNGjXoxRdfJLVaTVu3bqXXXnuNzp07R3PmzMm1Lnw7O3fupFq1alHRokWzPa9///505MgReuyxx2Se0Nq1a2nEiBHS0Bk6dGiW87lBx7fL/w6e5J15blGbNm3om2++oR07dlD16tXz/BgCQC54WA0AwJ4qVarE40zZHu/UqVOW4ytWrJB93t7e2iNHjhj2x8TEaEuWLKn19/fXli5dWnvlyhXDsZCQEK1ardY2aNDA5La+/vprua3BgwdrU1JSDPuTk5O1ffr0kWPHjh3L9d9x9uxZOfell17K8d/RqlUrbXR0tGH/hQsXtF5eXtpatWqZnD916lQ5PyAgQHvq1Kls7/fff/+V8wYMGJBrHQEg7zCsBgAu5eWXX6YWLVoYfi9UqJDM+eEJ3MOHD6eqVasajlWoUEFWd3FPUFpammH/ggULKCAggBYuXCi9N3rce/Txxx9LmXuVcnPr1i35yT1TOZkxY4YM3elxTxP3el28eJFiY2OznD9s2DBq0KBBtrenvz/9/QNAwcKwGgC4lMaNG2fZV6ZMmRyPpaen0/3792V+EjeiTp8+LZOaZ86caXZ+ELtw4UKudYmIiJCfRYoUyfE8joGUWfny5eVnVFSUNPCMtWzZMsfbK1asmPwMDw/PtY4AkHdoHAGASzHugdHz8vLK9Zi+0fPgwQOZK3T79m2aNm1atvcTHx+fa1140jdLSkqyus7ccMsst56oxMRE+cmTtQGg4KFxBACKom+ocG/OsWPH8nVbwcHB8jMyMpLsGThTf3/6+weAgoU5RwCgKDyEVadOHTp//rwMaeVHvXr1SKVSydwhe9LfX07zkgDAemgcAYDivPXWWzL3iJfRmxs+u3btGl2/fj3X2+G5Rg0bNpQeKH2cJXs4fPiw/OzUqZPd7hNASdA4AgDFef3112ngwIG0bt06iXPEMZAmTpxIgwcPlhhC1apVo0OHDll0W0899ZSsOLP0/ILA8Zg4rlLHjh3tdp8ASoLGEQAojj7S9po1a2Ro7I8//qDPP/9cGh2+vr4SAJKTvFqCU4bw5OrvvvuO7IF7tPbv3y+NO64rABQ85FYDAMinV155RSJ1c764zMvyC9rkyZNp1qxZMmeKe7gAoOCh5wgAIJ84ZQkvr//yyy9tej8choDvg4NdomEEYDtYyg8AkE+VKlWShLccaNKWeKL4mDFjaNSoUTa9HwClw7AaAAAAgBEMqwEAAAAYQeMIAAAAwAgaRwAAAABG0DgCAAAAMILGEQAAAIARNI4AAAAAjKBxBAAAAGAEjSMAAAAAI2gcAQAAANBD/wcwmVJcrygM3wAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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mmz+NTcURLacHl+pGOs5SCv+9EivlpbTzRVpGJT8MPwed22Sxu5MlvLyQy5ogC5A5t9zd/Gbu1XWw/l1ct+4HasZZLLhn0A2TTm6KeSGTfFksNhT7Q/z1118lmp7NQfV1pDYc5iAXXEVvjOaqRNMNurR6RFWJdMzWrVtX7ie8jz/+mK0/FIvz66+/YtWqVXrrnemFTYproCdJujneK5KTk/XWB3OxAbSflYkUZ0AxTuZiXej4mJtPVhhyL1GcB7mSqhpJ0NA5f+HCBb1ViOjSpQsLH4oRKin+Jy0tjV0ntJ65GCc6zlVh+aFjSFDsiznoPGjTpg3fgKU4tJoAWdWkhztTd420n1JskuHvVBIr9+I3Y85yRJZUqsFVkWN/L6+DD97Fdet+QAigOgAV56IgxiNHjpRpfSoIR2Zu+lFRITJzT1l086WLvhTYR7z44otcuI8uLmQ1MGTt2rXYtGlTufddumGQFcswJof2idx6NeVHSyKT3BsUKEoBrOb85XQDJxO54YWOrD3ke6c4FLoIUewIuZxmzZrF65MbjJ78JOjJkr4fCgodN25csSJlJFgNXWkVJSgoiL9Lsm6YFlejGw5ZqCpbAJHrh26wdB4Z9rGjz0rHoyQrDK1P5yMF5xoW1ZOg84bE/L2wmknnJ1lK6VyU3F8ECUd6KKAb36FDh9gNYeqmo/0ndxfdyH/55RejZeQGnTNnDqoCqXgkWZukG7kpVCSQoPPbnOigz3/s2DEuwFqV0LlhGOdD3zcFktM5QSLU8JhTCAAJFPqtvfHGG3y+mULHQIrFKw9SMsFXX31l5JIi9+WUKVNKFDiShaq0WLt7dR0cWcHr1n1DdaehCe5dGvyduFMhRCoMR8upyBmlO1PxMkorp2mp8Nnly5eN3kd1YaSUTUqbpXpCtD69fuWVV8qdBk91XaieDC2jInKUYtu7d29OfaaCXSUVxyspLdT0WNExqEjaqTmooJhUaJGKntG+UU0bSj+n+VLRQapTQlANHyo1QPNWrlxptC2VSsU1TGjZyy+/bLSMipJJdXEo1Zdq8lD9EjoupRVCLOlYlJSGS8URaT7VdaJt0N+QavVQDZXKLl1AabaUZiwVX6TzjdKV6VhSrRIpjdi0mByl70p1q2hfqeglnSdUjoHeR++nZYbFEMuS9l0WqOaLUqnUf2bDlHjif//7n34ZFaw0h1RXS/rN0HGW6nU99thjJZ6rlZkGT1DxQXofpffTPlBdGBpMPw+liEv1d6hQJR17+myUPm5Yz6oyfmslfU+GhRDpmNHvgM4VOmek3xTtD5X+MOXChQtc3I/WoWsL/W7oM4waNYoLBdJxp6KI5T2mVPNKui7SsaF9oRITdK2i+j9UXNDcbz02NlZ/jtL3PnXqVD7uP/744z2/DlbkunU/IQTQfURlCiCpBgRVC6WaP3RBoAs9FSujuhBUKGzjxo18ozZl8+bNXMiPfkxU14V+UFQ7pLSbTmkXQapLRD9GqpVDxdTo5k+F0ehv36n+RVUKIKnODRUbpLoldKzoZkEXYrqQUFHDnTt36o+tVEzQtNquBN1MJUFAx9q0XsmiRYtYXDo4OPBxoc9ElWepGFt5jkVJF3cqkkaVw6keEX2PJK7oe5W2X9kCiKDvg276dMzoZkJF66jQIRWwkyrqllS0cNu2bXyekHiic5VuGFLVazqPqaZOZQsgqfaPuQKHBNV8kY4HfV8lQbVs6HdC+0zHmopdUjV3+g6qSgBRTaVnn32Wb7CGos4UEqrPPPMMf16qeUTig76bwYMHc+0nuqFWlQCiY0AilGoMUd0uOmfoWkUiwrDOlLkHPHpYIwFFx5w+L9XWot8Tbevw4cMVOqZUEJJ+g7QtOjZ0jKiuF/09+p2bE0BSHSwSMnSNkyptm14X7sV1sLzXrfsNC/qnuq1QAoFAcKc0bMr0ogBQctHUlCBcQfVAblkq80EuxpJ6wwkEd0JcRQQCQY2AYjbMxUFQIDg136S4Cop3EOJHIBBUBiINXiAQ1AgoAJPSyqkeCQVhU2YUdd4+deoUB35SkDRVpBYIBILKQAgggUBQI6AaOlSL5N9//+U2BJQZRdlxlH5NWYmU7VXRqs0CgUBgSo2LAZo/fz6n+hlCRc4ohZV8/1RYjNIs6cmQUjepcBw9FRr2Z6Flzz//PJeep8qlZDb/6KOPzNYzEQgEAoFAUPeokYqAqggbNhGUhAvVA6Fh8eLFXJafYgOee+45nkf9rggqKkaNE6kcOTVvk2owUCXNhQsXVttnEggEAoFAUHOokRYgKphXUtVMU6igFXUfpwBKEkpUBI4KyZEoknq9UBEnKnpFMQZS1U2BQCAQCAR1lxppAaKeKVR6nZrIUYNAcl+V1FmaSslTsKRkJaJqx61btzZqdDd48GB2iVGGCVXRNQcFWRpW2KSME3K5UQuJO3WZFggEAoFAUDMguw5V+SYdUVrWaI0TQNSripoaUtwPua8oHqhXr17cZ8e0CRy1d6D4HypvbljG3LTLr/S6tKaCJLJMY48EAoFAIBDUTqidk2Ez3BrvAjOFMkGod8uSJUu4g69Eeno6991xdXXlPj8U40OQGKLYoJ07d+rXzc7O5h5L1G1Zav52JwsQWZbI6kQHUOrkLCgb1DNmz549PE3NIQ2Dz0tbJhBUBSWdg+LcFAjuD0gfUKd70g+GCVKm1PhfOHVIppog165d088j0xZ1xSaLEDXdlMQPQcHP1NjNEKlhJy0rCSsrKx5MIfEjBFD5oHgsauJJZGZmsvgsyzKBoCoo6RwU56ZAcH9xp/CVGl9SlS5E169fh4+Pj17ZDRo0iIOZyfJDcUKGUMwQdYSOj4/Xz9u9ezeLGMocEwgEAoFAIKhxAogKof3333+4desWp7GPHj0acrkcjzzyiF780JPaihUr+DXF9dBA6e8ELSeh89hjj+Hs2bPsCnvnnXcwY8YMsxYegUAgEAgEdY8a5wKLjIxksZOUlMSFDnv27ImjR4/yNDW9O3bsGK9HjRFNmyUGBgayWNqyZQtnfZE1iMzYVAjxvffeq6ZPJBAIBAKBoKZR4wTQ2rVrS1zWt29fTm+7ExQ0TQHPAoFAIBCUB/ImqNXq6t4NQSlQ3C8ZO+47ASQQCAQCQVVDD9cUTkGZQ4KaDyVIUWLT3dTpEwJIIBAIBHUeSfx4enpy011RALfmClUqbSMlOkkJUhVBCCBBpUMZel9++aV+uqzLBIKqoKRzUJybddvtJYkfqv4vqNnY2NjwmEQQfWcVdYfV+EKI1QVlmFEBJanVhkAgEAjuT3Jzc/WJNNLNVVCzycnJ4WzxBg0aFCuHU9b7d41LgxcIBAKBoDoQbq+69V0JF5jgnpiTDxw4wNPUx83QPFnaMoGgKijpHBTnpkBQtxACSHBPzMn9+vUz21KgtGUCQVVQ0jkozk2BoDjkFnz55Zd5uN8QLjCBQCAQCGopU6dOZXfQxx9/bDR/06ZNNcal9+GHH6JHjx6cXUfp6zUFIYAEAoFAIKjFUBDwokWLkJKSgpqISqXCuHHjuENDTUIIIIFAIBAIajEDBw7kooAfffRRqett2LABLVu25L6YgYGB+Oyzz4yWU1r58OHDOROOsqtWr15dbBtULmDatGncnooyrPr37899N0tjwYIFeOWVV9C6dWvUJEQMkEAgEAgEJlCFmBy1rsl2VWOjlJfLfUUB+wsXLsSkSZMwc+ZM+Pn5FVvn5MmTGD9+PObPn48JEyZws/Hp06dz3SNyoxE0jo6Oxt69e7ndBG1LKjgoQZYcEkjbt2/nVPPly5djwIABCAsLg6urK2oTQgAJBAKBQGACiZ8W83ZWy9++9N5g2FqW7/Y8evRotGvXDu+++y5WrFhRbPmSJUtYqMydO5dfBwUF4dKlS/j0009Z+JCAIVETEhKCzp078zq0nebNm+u3cfDgQV5OooisSMTixYs53mj9+vV45plnUJsQLjCBQCAQCO4DKA5o1apVuHz5crFlNC84ONhoXnBwMK5evcolIGi5QqFAx44d9cubNWtmFLRMri7KkCSrkb29vX6gIpLXr19HbUNYgASVDplOP/nkE/10WZcJBFVBSeegODcFpm4ossRU19+uCL1798bgwYMxZ84cvVurMsnMzOTeW/v27Su2rCZld5UVIYAElQ71UXrttdfKvUwgqApKOgfFuSkwhGJwyuuGqglQOjy5wpo2bWo0n1xZhw4dMpp36NAhdoVRDBFZezQaDccKSS6w0NBQDnqW6NChAzeNJUsRBVHXdoQLTCAQCASC+wTKtJo8eTI+//xzo/mzZs3Cnj178P7773O8z6pVq7j57+zZs3k5CaYhQ4bg2WefxbFjx1gIUbaXYW80yjbr3r07Ro0ahV27dnEvLgqmfvvtt3HixIkS9yk8PBxnzpzhMbnbaJoGsihVJ0IACSodOsGPHz/OA02XdZlAUBWUdA6Kc1Nwv/Dee++hoKDAaB5Zb/744w+sXbsWrVq1wrx583g9Q1fZypUr4evriz59+uDhhx/moGbqtm5oFdu2bRu72p544gm2Hk2cOBG3b9+Gl5dXiftDf6t9+/YcoE2ih6ZpKE00VQWiG3wJiG7wFScrK4sD48y1FChtmUBQFZR0Dopzs+4idYM311lcUPu+M9ENXiAQCAQCgaAEhAASCAQCgUBQ5xACSCAQCAQCQZ1DCCCBQCAQCAR1DiGABAKBQCAQ1DmEABIIBAKBQFDnqH1lLgU1HmojQPUepOmyLhMIqoKSzkFxbgoEdQtRB6gERB0ggUAgqBuIOkC1D1EHSCAQCAQCgaACCAEkqHSoBPvFixd5MC3HXtoygaAqKOkcFOemQFAcanq6bNky3I8IASSodHJycrjXDA00XdZlAkFVUNI5KM5NQW2EenlRjy7qAm/Ipk2beH51c+vWLTz11FPsqqLGqo0aNeJYO5VKVd27JgSQQCAQCAS1GYqBWbRoEVJSUlDTuHLlCltUly9fztbVpUuX4ttvv8Vbb71V3bsmBJBAIBAIBLWZgQMHwtvbGx999FGp623YsAEtW7aElZUVu7Y+++wzo+Xx8fEYPnw4W2rIYrN69epi20hNTcW0adPg4eHBAcb9+/fH2bNnS/ybQ4YM4S7zgwYNQsOGDTFixAjMnj0bf/75J6obkQYvEAgEAoEplCCtzq6ev620BcrhvpLL5Vi4cCEmTZqEmTNnws/Pr9g6J0+exPjx4zF//nxMmDABhw8fxvTp0+Hm5sZuNILG0dHR2Lt3L5eCoG2RKDJk3LhxLJC2b9/OmVZk2RkwYADCwsLg6upapv2l7KyyrnsvEQJIIBAIBAJTSPws9K2ev/1WNGBpV663jB49Gu3ateP4mhUrVhRbvmTJEhYqc+fO5ddBQUG4dOkSPv30UxY+JGBI1ISEhKBz5868Dm2nefPm+m0cPHiQl5MoIisSsXjxYo43Wr9+PZ555pk77ue1a9fwxRdf8PuqG+ECEwgEAoHgPoDigFatWoXLly8XW0bzgoODjeYFBwfj6tWryM/P5+UKhQIdO3bUL2/WrBmcnZ31r8nVlZmZyVYje3t7/UD1eK5fv37H/YuKimKXGFmRnn76aVQ3wgIkEAgEAoE5NxRZYqrrb1eA3r17Y/DgwZgzZ47erVWZZGZmwsfHB/v27Su2zFAomYNca/369UOPHj3w3XffoSYgBJCg0iHfMQW5SdNlXSYQVAUlnYPi3BQYQTE45XRD1QQoHZ5cYU2bNjWaT66sQ4cOGc07dOgQu8IohoisPRqNhmOFJBdYaGgoBz1LdOjQAbGxsWwpoiDqskKWHxI/ZF2igGiZrGY4n0QrjBIQrTAEAoGgblCbW2GQpYdECsXhSEyZMgXr1q3jzyXd4k+dOsXCRgqCPnLkCJ5//nl8/fXXemvRgw8+iLi4OHzzzTcscl5++WUWRBRgTdO0LbIyZWRk4JNPPmHxRJadrVu3cgxSp06dzIqfvn37IiAggN1zJLYkKHOtoohWGAKBQCAQCIx47733ilUzJ+vNH3/8gbVr13Kxz3nz5vF6hq4yss74+vqiT58+ePjhhzmo2dPTU7+cCitu27aNRdATTzzBAmjixIm4ffs2vLy8zO7L7t27OfB5z549nJ1GLjRpqG5qnAWI1OmCBQuM5pEpj4opSapv1qxZ/CXm5eWxv5MUrOHBDw8PZ2VLqXwUoPX4449zfQRStGVFWIAqDv3w6Dsg/P39jcydpS0TCKqCks5BcW7WXWqzBaiuklsJFqAaGQNEhZr++ecf/WtD4fLKK6+wuY3Me/QBX3jhBVaqkm+TotmHDRvGpjWqcxATE8PmQPLpkxlPcO+hNgJ0UkpBc3Z2dmVaJhBUBSWdg+LcFAjqFjVSAJHgMecbJDVHdQnWrFnD1Sclkx0Fdx09ehTdunXDrl27uLYBCSiyClEw2Pvvv4833niDrUuWlpbV8IkEAoFAIBDUJGqkjZfqEpAfkspmT548WW+WpmAstVrNZb8lKHKdzNUU0EXQuHXr1kYuMXKTkUmM+pCUBLnTaB3DQSAQCAQCwf1JjRNAXbt2xU8//YQdO3ZwJDr5+Hr16sVR55R+RxYc03oDJHZoGUFj02As6bW0jjkoRohcatJQv379e/L5BAKBQCAQVD81zgVGaXgSbdq0YUFE6XMUvU79R+4VVDjq1Vdf1b8mC5AQQQKBQCAQ3J/UOAuQKWTtoVQ7SqOjuCCVSmVUmImgugVSzBCN6bXpcmlZSVBfE4oWNxwEAoFAIBDcn9R4AUTZGNRjhGoGUBVJyuaiegISVKmSYoS6d+/Or2l8/vx5ow62VIeABE2LFi2q5TMIBAKBQCCoWdQ4FxiVoh8+fDi7vajCJHW2pcqRjzzyCMfmPPXUU+yqcnV1ZVHz4osvsuihDDBi0KBBLHQee+wxrlRJcT/vvPMOZsyYoe9eK7j3WXzTp0/XT5d1mUBQFZR0DopzUyCoW9S4QohUVXL//v1ISkqCh4cHevbsiQ8//BCNGjUyKoT422+/GRVCNHRvUVVKKoRIDduolgcVQqT+KKIQokAgEAhMEYUQ62YhxBongGoKQgAJBAJB3UAIoJKhpqfUB4yGmoToBSaokZCmTkhI4MFUX5e2TCCoCko6B8W5KaiNUC8v6tFFXg5DqDkqza8JjBgxguv1kVCheF4KUaEQl+pGCCBBpZOdnc0N9Gig6bIuEwiqgpLOQXFuCmorJCwWLVqElJQU1ET69evHpWwoaWnDhg2c2DR27Njq3i0hgAQCgUAgqM1QdwSKg6WCvqVB4oN6bVJCUGBgID777DOj5ZQ9TUlIVHOPXEurV68utg0qQzNt2jSO0SX3ErWlOnv2bKl/l3p4UqISJTf16NEDb775Jrevos4O1YlIdRAIBAKBwARyg+Zocqrlb9sobMrlvqJMaWr2PWnSJMycORN+fn7F1qFWUuPHj+eemBMmTOBm4ZT16Obmxm40gsbkmtq7dy+XnKFtGZaUIcaNG8cCafv27Rxns3z5cgwYMABhYWGcnX0nkpOTWViREKK/UZ0IASQQCAQCgQkkfrqu6Votf/vYpGOwVdqW6z2jR4/m5t9UOoaahpuyZMkSFipz587l10FBQdw4/NNPP2XhQwKGRE1ISAg6d+7M69B2qNm4xMGDB3k5iSKprMzixYs53mj9+vV45plnStw/akj+5ZdfsnuZrEFbtmxBdSNcYAKBQCAQ3AdQHNCqVatw+fLlYstoXnBwsNG84OBgbj6en5/Py6lUDBUcNmw2bth7k1xdVJyYrEb29vb6gbKxKK6nNF577TWcPn0au3btYovVlClTqj3ZQFiABAKBQCAw44YiS0x1/e2K0Lt3b66NR70tJbdWZZKZmclZXFRjzxTTJuWmuLu780CWJ7IqUa9NigOSujhUB0IACQQCgUBgAsXglNcNVROgdHhyhTVt2tRoPomOQ4cOGc07dOgQCxKyyJC1R6PRcKyQ5AKjrC3D3psdOnTg7gpkKaIg6opSUFDAYypmXJ0IASSodOjHQdW3pemyLhMIqoKSzkFxbgruB1q3bo3Jkyfj888/N5pPHRRI2Lz//vscBH3kyBGOyaFOCgQJpiFDhuDZZ5/FN998w78BKn5IAc+G2WZksRk1ahS3miLxREHTW7du5RikTp06FdufY8eO4fjx49zVwcXFhV1lFIdE3R2q0/rDUCVoQXHS0tLIOcljgUAgENy/5OTkaC9dusTj2sbjjz+uHTlypNG8mzdvai0tLfkeZsj69eu1LVq00CqVSq2/v7/2008/NVoeExOjHTZsmNbKyoqX//zzz9qAgADt0qVL9eukp6drX3zxRa2vry9vp379+trJkydrw8PDze7fuXPntP369dO6urrydgMDA7XPPfecNjIy8p59Z2W9f4tWGCUgWmEIBAJB3UC0wqh9VEYrDGHnFVQ6pKmlSrq2trZG9SxKWyYQVAUlnYPi3BQI6hYiDV5Q6dBNREqPNNcKo6RlAkFVUNI5KM5NgaBuIQSQQCAQCASCOocQQAKBQCAQCOocQgAJBAKBQCCocwgBJBAIBAKBoM4hBJBAIBAIBII6hxBAAoFAIBAI6hyiDpCg0qG+MmPHjtVPl3WZQFAVlHQOinNTIKhbiErQJSAqQd9bCgq0SMzKg6eDqLoqEAiqF1EJumSo6Sn1BKPhfqsELVxggionV52PEV8dRJcP9+CTHVeqe3cEAoGg1jJ16lSuWk5d4A3ZtGlTjatmnpeXx53qab/OnDlT3bsjBJCg6tlyLgYXotJ5+pv/riM8SVTdFQgEgopCFpBFixYhJSUFNZnXX38dvr6+qCkIASSodLKysljh00DTpsvGdaqP24seQoEqF+SAXXcyotr2VVD3KOn8LO28FQhqMgMHDoS3tzc++uijUtfbsGEDWrZsCSsrK3ZtffbZZ0bL4+PjMXz4cNjY2LBrafXq1cW2kZqaimnTpsHDw4PdS/3798fZs2fvuI/bt2/Hrl27sHjxYtQURBC0oNoY18kPG84l4q+z0Zg1qGl1745AIBDoofBYbU5OtfxtCxubcrmvKGh/4cKFmDRpEmbOnAk/P79i65w8eRLjx4/H/PnzMWHCBBw+fBjTp0+Hm5sbu9EIGkdHR2Pv3r1QKpW8LRJFhowbN44FEgkairNZvnw5BgwYgLCwMLi6uprdv7i4ODz99NPslqNGwzUFIYAEVUp+QVHM/ZRuAdh8IQm3k7JxOykLAW521bpvAoFAIEHiJ7RDx2r5201PnYRFOYXC6NGjOb7m3XffxYoVK4otX7JkCQuVuXPn8uugoCBcunQJn376KQsfEjAkakJCQtC5c2deh7bTvHlz/TYOHjzIy0kUkRWJIIsOCZv169fjmWeeMSskafvPPfccOnXqhFu3bqGmIFxggiolLj1XP93Awx4dAlx4+sDVxGrcK4FAIKj9UBzQqlWrcPny5WLLaF5wcLDRvODgYFy9ehX5+fm8XKFQoGPHItHXrFkzODs761+TqyszM5OtRvb29vqBsrGuX79udp+++OILZGRkYM6cOahpCAuQoEqJTCkKeJarMtC7sRtCbiZjf1gCHu0WUK37JhAIBIZuKLLEVNffrgi9e/fG4MGDWWxIbq3KJDMzEz4+Pti3b1+xZYZCyZB///0XR44c0VuMJMgaNHnyZBZs1YUQQIIqJSq1yAKEJS0wtV4HfIkZCLmVzKbSmpa2KRAI6iYcEF+D4lXKCqXDkyusaVPjuEpyZR06dMho3qFDh9gVRjFEZO3RaDQcKyS5wEJDQznoWaJDhw6IjY1lSxEFUZeFzz//HB988IH+NcUYkUj7/fff0bVrV1QnQgAJqpTIZIOUd20+7ONP4DnldizLHoUbiVlo5GFfnbsnEAgEtZrWrVuzZYWEhyGzZs1iYfP+++9zEPSRI0fw5Zdf4uuvv+blJJiGDBmCZ599Ft988w2LHCp+SAHPhtlm3bt3x6hRo/DJJ5+weCJBs3XrVo5BIquOKf7+/kavyWVGNGrUyGywdlUiYoAElQ49TQwdOpQH05YC0el5aNCoAYY2UUBeePY9ptwDCxTg5O2aXcNCcH+fn6WdtwJBbeK9995DQUGB0Tyy3vzxxx9Yu3YtWrVqhXnz5vF6hq6ylStXcp2ePn364OGHH+agZk9PTyOr2LZt29jV9sQTT7AAmjhxIm7fvg0vLy/UNkQrjBIQrTDuDeO/PYLRkYvwiGIv0G06cPpXIC8dY/LeRZNOA/HxmDbVvYsCgaCOIVph1D5EKwxBrQyCbiu7oXsREAw0HcqTw+THhAVIIBAIBFWGEECCKkOlKUBMei78LAoLa7kHAS1G8uQDspO4Gp+JtGx19e6kQCAQCOoEQgAJKh1qI2BnZ8eDYUuBmLQc2OYlw+ejONgtTMfx9DhccvICZArUlyWgvkUcTkUIK5Cges7PkuYLBIL7EyGABPeE7OxsHgyJTMmBt0USyMhDw9Q9z2HCrqlY56erNBosu4hTwg0mqKbzs7T5AoHg/kMIIEGVEZWSAx+L5GLzlyiykS6zQA/ZRREHJBAIBIIqQQggQZUGQPtaJOlfW8ut4Wfvh0ytGjvs7NBddhFnI1KM+oUJBAKBQFDnBBBVtKS6A1SMSYKqUD722GPw9vZmXz3VNtiwYYPR+5KTk7kQFKW/UXnup556ikt4C6qXyNQcIwHUyr0VJjSdwNPb7e3hYZEOH3U4QmMzqnEvBQKBQFAXqLEC6Pjx41i+fDnatDGuCzNlyhQuz/3XX3/h/PnzXKxp/PjxOH36tH4dEj8XL17E7t27sWXLFuzfv99sl1pB1UIxQD4GAqi5W3MMDhzM0yetLBEnl6Or7ApOhgs3mEAgEAjqoAAiaw2JmO+//x4uLrpu4RKHDx/Giy++iC5duqBhw4Z455132MpD/UsI6mi7Y8cO/PDDD9xnpGfPntyNlqpfUsluQXXHABUJoCDnIPjY+6C9Z3toLYA9tjboIruC0yIOSCAQCAR1UQDNmDEDw4YN474jpvTo0YObqJGbi0p9k7ChipB9+/bl5dTfhASRYU8S2o5MJsOxY8eq9HPUVehYUyl1Gmia0OQXIDY9F76yZLgE2cC2qS18HXx5WR+/Pjw+YmPNAujU7eKB0gLBvTw/S5svENRlAgMDsWzZMtyP1LhfOQmaU6dO4aOPPjK7nHqZqNVquLm5wcrKihu3bdy4EY0bN9bHCBn2LiGoqZurqysvK4m8vDwun204CCoGNc/bt28fD1IjPRI/KNDAX5mKgDkN0XBOQwS667oJd/ftzuMQG2u4WyQjP+UWkjLzqvUzCOrW+VnafIGgJkO9vChWlmJmDdm0aRPPrykiysLCwmgw3V/UdQEUERGBl156CatXry6xH8vcuXORmpqKf/75BydOnMCrr77KMUAUD3Q3kOCi3iHSUL9+/bvanqB4/I8XUpCikEFjYQHLAhk07y/F9QeHwvfwNbhYuSBbJsM5KyuOAzoVnlrduywQCAS1ArpfLlq0CCkpNTd84L333kNMTIx+oFCW6qZGCSCK44mPj+fMLrLa0PDff//h888/5+nr16/jyy+/xI8//ogBAwagbdu2ePfdd9nd9dVXX/E2KDuMtmGIRqNhlxktK4k5c+Zw4zRpIDEmqNz4H1+LRMQqdF22H7psi4xNf0F18yZi5ryNIQUtitxgFiSAau4PWSAQCGoSFOZB97eSPCcSlDHdsmVL9p4EBgbis88+M1pO987hw4ezBZSajJIxwhQyQEybNg0eHh6cad2/f3+cPXv2jvvo4ODA+ygNlMVd3dQoAUSihiw5Z86c0Q8kbiggmqalCq2m/nm5XM7xQET37t35C5KCool///2Xl1NQdEnQCUFfpuEgqBjURoB+HDRILQXIAkQp8LfyZbj84mX8b9kJZBd+Z9BoMGCvLu7nqD4OSAggQdWdn6XNF9RNtFot1Hn51TLQ3y4PdA9cuHAhJ/xERkaaXYfuieQtmThxIt9n58+fzx6Vn376ycidRg//e/fuxfr16/H1118XMyiMGzeO523fvp23SQYLuneTkaE0yOVFoSvt27fHp59+yoaJ6kaBGgQpxFatWhnNI5VIB43mU+wPxfpQ3M/ixYt5Pvk5pXR3onnz5hgyZAiefvppfPvtt/yeF154gb90X19d0K3g3pOYmGj0OiIlG/UskjjVPT8jH2mF8+v/8AMipk2D49ErsO2kxUUrS3jKIxEbeRPq/K5QymuURhfcp+fnneYL6h4aVQG+e+m/avnbz/yvD5RWOmt5WRk9ejTatWvHXpEVK1YUW75kyRIWKiR6iKCgIFy6dInFCAmfsLAwFjUhISHo3Lkzr0PboXuqxMGDB3k5CSAyGhB0L6b7MAmmksrNzJw5k4USxeJSJjd5XMgNRvtUndSqu4tSqcS2bdv4CY3MdFQj6Oeff8aqVaswdOhQ/XpktmvWrBl/2TSfUuG/++67at33us7NxCx2gcUVusAIS39/2PcMhlWTJoBajcG3nDk+6JS1FdrkX8SVGFEQUSAQCMoKxQHR/ZDKwZhC84KDg43mBQcH4+rVq8jPz+flFGrSsWNH/XK6j1JWtQS5uqhMDRkf7O3t9cPNmzc5RKUkKFaXMrXpnv3cc8+x642sVZR8VJ3UKAuQOSgjw5AmTZoUq/xsCqnMNWvW3OM9E5SHWyyAkhCiKDrlrJs347HjsGFIWLYMfa/IsLEZcNzaCl0ydHFArf2cqnGvBQJBXUVhKWNLTHX97YrQu3dvDB48mC0sZNWpbDIzM+Hj41PsvkwYCqU7QeEo5AK7desWmjZtiuqixgsgQe0nPVeNpCwVfC0TES83sAA1asRjx4d0Asg7NBEO2TIct7bGu7Ir+Do8BY/30KXKCwQCQVVCqdrldUPVBCjWhlxhpsKCXFmHDh0ymnfo0CF2hVEMEVl7SJRQXI/kAqOuCxRTK0FuLConQ5YiCqKuKBTTS7G8piVrqppa5QIT1F7rD+EnSzJygSm8dFl5ln5+sAoKgkWBFq1vaXHJyhL15FG4dut2te2zQCAQ1EZat27NiUOUPW3IrFmzsGfPHrz//vsc77Nq1SrOqp49ezYvJ8FE8bMUY0tFg0kIUbaXYU0syjajRKNRo0Zh165dbMGhmJ63336by9KYg4oTUyFFcp/duHGDQ1ReeeUVPProo8U6PVQ1QgAJqiT+xwHZsEE2kgwsQCkWbtjx3Xmc2xsB2+CePC84whb5hXFA9dLPIDYttxr3XCAQCGofVHNHyow2tN5QIWEqNkxJRfPmzeP1DF1lK1eu5GQhqoZOfTYpqNnQSkNWMYrDJVfbE088wdYjSjC6ffs2vLy8zO4LBUvT36RtUgr+hx9+yAKoJsTlCheYoNIh06bUioSmSQBRD7BEKlcgs0ALG2tYaGXYtz8fFgUJuH4qAV27dIMdfkSraxpYDNJyVWiKAzp6Iwmj2ter7o8kuI/PzzvNFwhqMoZp7BLknjIXYDxmzBgeSsLb21ufUS3x2GOPFcvWJuuSqYWpJEh4HT16FDWRCgkgMmNRbR3yH1LNAUodtbW15ewsMr+R0iOFaGlpWfl7LKjxkMn0+PHj+teUzVWvsAiirdYCP/sHItxvAK4VFJ0fZy5o0c3OGTbpqfCPl+O4sxXell3B6utCAAnu7fl5p/kCgeD+pMwCiAozkRmLautQLQBpnil//fUXF2Qi3x6Z1qixKVWUrK0s+PsirGztS1xelk4rZWnHYlGGLZVtO2XZn8rpD3OnzTT3ccT4TvVxOTYdvS0SuAaQa6ZuWZJnGx73HNcEF/ZHITUuG8mdxsDjvxVoe1OLLV0tUV9+G2evU0Vu3boCgUAgEFSpANqxYwdef/11XLhwAe7u7njqqac4EIrMxeT3o7TznJwcrgRJUeMUQEUBUkuXLuUgq+nTp3PxpeoOeKoI605EQmZlW927UWtp6uWA20nZCFTEIY6a0mZoUWAhQ5qDLoPAv6UrC+lD668hxrElPAB0jrTCX93UOGNjBe/UM4hK7Y96zqI5pUAgEFQ3Wq0WBVrdWGvymse6lQqX6V5LxhLD19JymlM0n18VrVv4WrK1GL7WqPOQmJmHL38/g4QcLdQFBcgv0EKdr0VedkblCSCpmCBZdyhKnFLgTCG/IA0BAQEYNGgQCx4KjPr+++9ZBFGNAAq6qm280K8xrO3MW4DKUq1c+jJLXadM2ykDd9hQWbZRGZ9JlZuDD554kE/E/zXS1WxqZpmAwwo5HJIL8MD1m8iLnIL5j62Cs6ctLDspcGjDNSRmWCHH2g2NbqdCqQFCqB6Q7AqOXE/C2I5+Zdh7geDOUEudFi10veeoEi6570ubLxDUZCThUUDjApo2fp1vtEx3/dYLGK1umSRA9NN6MWOyjoFAqW60Gg1y1QU4E5mKqIx8o2UFebq2WZUigKjVBFVVLi8khj744ANOs6NKkbWR5/o2En3Bygn1UXonJY6n/7kcB5mlNZooE/CnXA6XDCBGnQeo4+DsbQsLmQXsnK1QL8gFUaEpSGjQG/6XNyIoSobj3tZ4U3YFa28IASSoPOjiTg9n0vSd5gsE9wo6z8hqIQ0ak2kSHvmGokY/XShsCl9XFxaFIRUUDiErHFM4h24shUkYvi4K9jBdl/6RluvnmWyLlxa+Vqtk0KQp8dbQ5rBQWEIus4BSbgG5TAZVViYGLaskAVQR8SPdCKmXF1l/qAGaoG4iQwHc1NGIU7iidWbRj9XVp+gJu0knTxZAiT6dWQC1uqXFH/5KBMhv4NS1aABtq2nvBQKBoGyQINEUFLD1W51fYCRoigscncumMiERIpNZQE5ji6LXNE3zLAqnJeEhk0QHTUtiw6KUdfQCpXCdSoonrQi5uVqkWCowoIEXrK2tjZalp+v6lFVaEPTmzZsxcuTIcomfBx98EPv37y/zewT3J+2csiDPU3MMUJ+MotoU5P6SCGzjDqwORWqBE1RKB3SOUON3Cw3O2SjhlXoeNxJ6oaFHycHoAoFAcC8tNSReNPlF4kZNrzW6MYudQsFTEUhYKEi4GAzS6yIRQ8KGSjQUzjMSONUvSGojZRZAjzzyCHeKpRT3O0EB0RQ3ZFp2W1D3eG1wEB7xiUb+n0CCXA7nzCJfra1TkUq3c7KCe317JEZkIsm1OepHHodtrgwh1tboYnEF+0IThAASCAT3VOSoNPlQ56qRpymASlOgH6vyC8rsFmUxI7eAUibjsbGgkRmJG2mg9whqsACimj5U/prq/5TmziLxM2zYMBw4cIDXF9RtnuzZEHbn9nMKfL4F4GoQnG/nqOSAaTKqKq2tEdDKjQVQin9X+MSFoGW4FiGBVpgtu4JvQ+PxZM/aW05BIBDUDJKzVLgUnY4biZlcpJVa9WTn5OLp9vZQJ2bBQqEu8b0KmYzjTJRynbihsW4g0SODslDQCEvMfSaA/v77b84AI7cWiRvqym5Kbm4uRowYwZ1ihw8fzmW3az25aYBlWZR/GU/4Mv8wavH21CbtK2IvIEqhgDxfC8ecotnxt05j22c/QqZQYuiLsxHQqhlObr+NJPvGnCpPcUArgyzRQHENp27EIVulga2lKF4uEAjuDFlsIpJzcCkmDRej01n0XIpJR4yZ9jr1HOTQau1ZuFgr5bCUy2CllOnGChksFSR4ZHXSUhMYGIiXX36Zh/uNMt9NevXqhd9//537g1CaO7m3qGeIBJXdJosPNVsj99f69evNpsvXOpa2BKzq3kl/N1iotWjhIQPklrBQZwNx5xGpVMCZeqJaKOHtEsDJ9CGbfuZUxnyNBju+WoLHP/sGVrYKUAZjukMgOoZHYiUKcMFGhvZ5l3D4WlcMbGG+34xAUFboJieluxs+qZc0X1A7iE7NwfFbyTgdnspC53J0OjLyNGbXDXSzRRMvBzRwt0OAmy0aOlvCQZOCRp72Rs0/awNUcJgam3700Ud488039fM3bdqE0aNH15iMxq1bt3LvsXPnznHQMoXT0D4awfuqLyZU9NpwWlqmygU0KiD6LCBTAwUaIF+jG6enl2mfyqVQHnroIW6WNmXKFDzwwANsCaIiiCqVig80FT8kK9HGjRuhVCrLs2nBfYSt0gIXpxfG60T8B8RdQqSTPVzTAZm1C94Z/zlQcA25aX/B3sUVtk4uiL91HSe3bkT95l1x7WQ8kt1aoOHNG3DJkHNfsP7pp7E3dJgQQIK7hur7XLx4sczzBTUPuqnfSspGyM0kHLuZjJCbyYhMMTAvF0IWnCBve7TwcURLXye08HXkCvX2Vopi3oubN1NrrfAlQbFo0SLu5F5iwWGpkA8KzEwXGAgMg3nS67wMIINKmxiua7Ad03l6waL7uxu27MTTs+Zh4ZyX0H/pPGjUGlwIvQrEnDMROuVAowUyE4Cds4BM6hhgQF7ZtlVuE83kyZO54vNLL73E7jAKjKZmaVQtmkQRKbr7Svy8dgMotQ5QGb+0Mqvw+2R7O98CTv0M7F0IaPMRaesEt9gCqKyceLEFwnnctEdv+Ldqi42LFuD8nh3oO7U/rp0EUn07ADe3oPUtLY43tcZS2RmsCE3gC19tvUgJBIKKE56UjX1h8Th2Ixkht5KRkGHc7JOyoFrVc0IHfxcet/R1RCMPe3ZfVTjzy0xD0apAYWkJCxYG+ZRbXygw8gvHBUCBwbQ6GwP79MS1Gzfx0btv4pN3X9etmxqp21jsBf37N2zdg3mLv8G1WxHw8XTHi09MxKznipqdxicm46lZC/DPwRB4e7jhg9en6ywqFAqSQeVIgNS0DMx+fyk279yHPJUando0x9L5s9G2ZZDZz6LRaPDS2wvx6Tsv46lHiuKCWzTx1+1nmeDk+6IQDc7X1wIyBeBUH7C2AWRKQCYH5EqAv7a9dz7OqAAvvvgii6AFCxagYcOGSE9PR//+/TlV/r5rgKqw1A2C8tH4AZ0ASr7OLyNtHeGbkYo8S50AylfH8rhesxZo0K4jnDy9kBYfhwK1rmBmqtITaoUt2tzKwf7WStgpo6BMu4ErsZ34CU4gENzfUI2c0+Ep+OdyPPZcjsPV+MJGggbWnXb1ndGlgSsPHQJcill27gYSP58/PhbVwcyP50FpVUZDgjoXcmiw8I3nMemFtzFzymj4+XoBBSrd8gJdUPfJc5cw/rk3MP/VZzFhxCAcPnEO09/6CG5urpg6YRRgIcPUVxcgOjYBe//8GUpLJWa+9QHik1IApQ1g48rCY9zkl2BjbY3tG9bAyckJy1f+ggETpyPszFG4urkWCpVC0WlhgVPHTyEqNh4yB2+0HzoVsXFxaNemDT79eCFatWpVKGqMqiGaFzym5OYCmUrgsY1kAjNeRi6wF3X3mtKo8Nny7rvvIiUlBZ9//jn69u2LLVu2FCtGJKibUEuBzmPfBJJycHyaNbvEIuUWaJWhRZrCFh/88QS0+cl4aWBPeDcKgoVMxpagkE3rcPPMYbj4PICUmCykuDRF+3Dd08sBW2v0zz2Dbed7CQEkuPvzs3Nnnqbu74atMMzNF1QdmXkaHAhLwO7LcVz6gjK2JCi7qnOgC3o2dkeXBm5o4+fEAcv3JwaWdgu5TlDQIJOZvJYDCitAocLo8ZPRbvlvePeLX7Hi2y8Ae2/d+92b8vuW/PwJBvTvj7mffMniIqjXKFyKycSn3/2GqS+9g7CwMGzfcwAhISH638GKVc3RvHlzwNYNcAngRughp84iPj4eVla6MiaL2/fApm27sX77XjzzzDPFPsmNKF1XgPkffowlS5ZwUPVnn32Gvg8M4b9JYTTVRZkFUEkXA3JHHD582OyHoGVUEFFQtyDT8aXLl3XTzs2Q3W4UEqI3cgq8SumE2BSd+8va3gH2rm483Sy4DwugW2dOoN2DI1gAJbu3QrPLp1EvSY7/bGwwXnYa756LwasPBAk3mODuzs9Ll/TTd5ovuPeWnoPXErHhZCR2Xozl2jsSjtYK9G3qiQHNPdE3yBNOtlUUXlFQAIVMi5nfrdAF2uZLQ2GQbT5ZVcpzjlDVQoVOsBgOFtI8GpOgoVuyHAobO0CuKBQ6d7jWWdoBlLrv4I1Fi5ewN2b2m28DloX37MLx5SuhumLGknUGQHBwMJYtW4b8/HxcvnyZE5c6duyoX96sWTPu5CBx9uxZZGZmws1Nd902LH9z/fr1Eg6l7vt8++23MWbMGJ6mWGI/Pz+sW7eO45ZqvADy9PQUNx1B+Zl+BNezbwDRG+GVpUBaYQwQ4eTtoz+nPPwD4V4/AIkRt2EhIzeYA5I9W0N7GRwH9F8HayyUX0ZcYiIux2RwMKNAIKi9hMZmYMOpSGw6HYV4g3geytAa2NwLA5p7oVOgC9fZuSeosoGUm0DyDSAlBrBqCaSQUMlnsUNXpmJyS1Y4KAqXsHBR6uJOaDCdlkRPWYRMJdC7d28MHjwYc+bM4eywyiYzMxM+Pj5c6sYUQ6FkCK1PSBmWBFmPKHwmPFz3MFzjBdCtW7fu7Z4I7luupl7lsUemDPEORcLFxdM4o6txlx4sgFKjL0Ku6IFcjR2ybb3QKSINOzppcNZGif6q09h6vpUQQAJBLSQrT4P1JyPxx4kIrs0j4WKrxIi2vhjT0Q+t6zlV7sM2WSBI6MSe0wUEx54H4i4A6VFF69jXB4I/A9Q2gEKKO5Hp3EtycjFZAjJLE6FTaKGpYXz88cdo164dmjZtajSfXFmm3RkOHTqEoKAgyOVytvZQwPLJkyf1LrDQ0FCkpqbq1+/QoQNiY2PZUkSurLJAFiUSPLStnj178jy1Ws2aghqmVyf3QaGee8u3Z76FtX35Ypsq8uMt6pGLGvm3yvOevBzjzImrKVdhodXCIU0FdUCRcHH0LPRRF9KwfScc3fAbwi+cQf02gxAVlo5kl+ZofusgF1Hcb2ODYZnH8PG5gZg9qKmwSAoEtahGz6rDt7AmJBwZubraPFQ9eUAzLzzcoR67uSqarWWEOkcncuLO64QOT18E1CWEYti4AK4NAa8OgLUT4OAL2DlwDTO23tTCa0zr1q05W5vicw2ZNWsWC5v3338fEyZMwJEjR/Dll1/i66+/5uUkmKiMDbmkvvnmGxY5VPzQsC7SwIED0b17d67598knn7B4io6O5ho/VAqnU6dOxfbH0dERzz33HMcN169fn0XPp59+ysvGjRuH6kQIoDvw06WfILe5XwPt7g0FeUU+/JupN3El+Qocs8iyrNVngRFO7l5I/+c21PHZsO/hC+9GTWDj6ISc9DQ4uqYgCnIke7VB/ah9aBopw35fG7wqO4NZSUm4EJWO1n53jvIXCATVx5mIVPxw4Aa2X4jVdz6n4oNTewSyxcfF7i4zbLOTgYhjwO3DQPhRIPq0PuvJCIU14NkC8G5dNLgHAbauRRlFN28CNs6AZe1P5qGCg1S42BCy3lB3hnnz5rEI8vHx4fUMXWUUmzNt2jQuUujl5YUPPvgAc+fONdrOlq1b8M7b7+CJJ55AQkICvL29EdwzGE5uTshWZ0NbWKxQK/2n1WLuB3ORb5GPRx97FLk5uejQuQM2bt+IAusCJOYk8nZpPX6vwbTptgynNXkaJOcmY9XhVUjWJEOj1SC/IJ/HuZnFq31XWACRSW3mzJkVzoo4evQokpKSuEdYbWN80PhyWYAqEjwpfenlek8V/Z2KoMpR4RJ0waQ7b+/EuYRzCEgFNHIr5JNJuRD7WDukh+p8wLmXk+E5ox2nxF/a/y9UORRQF4RUx8bIlynQ5TrwU4AM4ZbAAPUp/HGimRBAAkEN5fD1RCzdHYbjt1L083o0csNTPRugX1NP7mBeIdIigdtHgPDDunGCLtnCCDtPY6FDg2sjncvqPoPuAyt+XIECUMNWFQq0BTy4+7ojIT2Bp5Nzknk5TQcPCcY/g//RC5MCFCA8PVz/Wmujxf9+/V/Ra60WO4ft5PdeSrqkv+889+5zPBiiggo303RlTMzx3NvP8WBIbJauHEpFKFAXIFeTi1NxpxCjijFalp9TtvpCZTojSAUuXboU06dPx6OPPopGjRrd8T1UHfqvv/7C999/j3/++YfNZbVRAL3a6VU24QnKDqUTf1vvW6TmpuLHCz9CZiVDk2wHqLi4lwVcWEhrIb9BliKddU2rLkDqlhto2KEzC6CYq2dh69QK2WkqpDk2Qo+bEfgJKuyys8VDuUcx63QfzBnaTPQGE5Qbcp1KsQemrTDMzReUz+KzeGcoZ3VJtXqGt/Vl4VOhuD3KuooMAcJ2AGE7gYQrxddxawL4dwMCegD+3QGXwFrhuiJRka/N5ywpGvNQkF9sWhI1koiRBhYwXK25epFZyPi6Tr8ZHqT/Cr8D/bLCMApz0/ya/y8+bbodaVqtUkNlpcLMDjM5Wl1hoYBcJudxblYuhmLoHfe9THcPytWnFDYym5HJjAKsunXrxsFNZCaj6G8qJU7FESnQ6dixY1wvgAokUqDUb7/9hvHjx1f8CAtqFWQpvHT1EgauG8g/YKJTfn3kWeVCqVDg7Yf6wcO6PmzUSljYKOA5vS3ilp1C3rVU1OvblOsCJUdFoHkf4OY5INm9JRpfC4VPkhw7HWzxdOpZaHPTseVcDMZ3ql/dH1dQC89Pc0kdJc0XlC2j67Ndodh1KU4f3zOpiz9m9GsMT0fr8ru1rv+rEz1XdwO5RUG4HHTs0xbwJ7HTTSd47D1Q3UhiRFOggbpAzW4YmjYnaAyFTWULEcOBxILcQg4ZdNP6+YVCQmYoXFD8Na9T+N5i8w3WrS5yLXKRokzBwICBxWoQkvYoC2USQNT0lHyDJIKWL1+On3/+mYOkzH14OhFkMhn7ECnwiQKj7oumqIJy4W7jjglNJ2DNlTWwUdigjcoT0ZZpgDabl3vY6ISLdRNnKD1sYdPSDTnnEqG+kM7VoSMvXYBcTu4xb6T6tgeu/Ylu1+XY2MUCtywtMEx9DL+F+AoBJBBUI0mZeVi04wrWnYzkbjrk2Xq4gx9eGtAE9V3LETJBrRYubQbO/QHcPlTYh8ogUJkqywcNBhoP0L2uQkioqPPVOnGj1Y31QqdwmoaKChoSKWS5IFGhkCl0osVCxvOkaf7PROAYiZ1qFiO1lXIpk8aNG3P0Nrmzzp8/zyl0kZGRHN9DkeIeHh4cgU6d40uqCSCoO7ze+XV08+mGRs6NULDtLagsnaEt0GVjeNj589iyvgOP7Tp7swDKPh2PRu06swBKj78MWHgjXeaKXCtn9Am3wMYuGdhhZ4tHcv/FqPB+uByTLipDCwRVTEGBFmuPR7D4ScvRBR0Pbe3NRUobe+p+03eECgxe3wOcXQuEbgfyDbJHKWCZBE/QEKBep3sev5OhymCRQ+OMggyoClQcU0MDiZuyQmJEKVOykJEGFjMWcr24YVEj082jQQiX6qNCZxV9YW3atOFBIDCFqoJSQS5i//79LI6vhocjzzEAeaoU/G/3QayyuooNk76CR6EAsmrkDLmrNfKTc1HfoTnPiwq9gHotH0T87VwkubWC7/XDsM+2wE47O8xMuY4WFrew+pg/PhjVulo/r6D2n5+lzRcYcyEqDW9vuoCzETrXFHVaf39UK3QMKKNlJvoMcPpX4MIGICe5aL5HM6DNBKDVGG67UNmQhSYyIxKhKaEISwnD7bTbiMiIQERmBGy1tnij8RuwyLKATFk8HV+yzpiKG6PXhTEogtqD8E0JKh0K6jtx4oR+uiA7G5qEBOS5O6GgIAuRKWmIRBq02gIove14PQuZBWzbeyJjTzjk0Vo4enghPSEOjm5JiL9th6SAHqgXfRA9rllhVxsLXLS0xETNXnx4oiFeGhAED4ei7DKBoDzn553mC3TkqvPxyY5Q/HT4JiijnRqPzhoUhMe6BUBxp2rNFMx85W/g6LdAxFHjjK3W44C2EwDvNpUWvJypyuQCrKHJoXrBQ/XIcjQ5Zte3tbRlawy5622sbKCUK2Ept4SlzJLHwlJzfyIEkOCekxcWxmOVvTuQf1s/X2anhMy66BSkOCASQLlhqWjUritO7/4LquxrANoi2dqf0+gfvOGAXW1S8aeDHWapD2FhziSsPHQTrw9pVi2fTSCoK1afl38/g2uFHdkps2vusOZ3DnCmgOZTPwMh3wPpkbp5VEW5xQig7SSgYd+7dm+Ri4pEzpn4M5wSfTHpIqIyDao8G0CCprFLYwS5BKGhU0P4O/jDz8EPnkpPxEbG8rRo6l13EALoDoR27QZ7eTnNmhWqzlxBKvJUco/fk51fVIOhIDcXqiu61FW1rRu06br6QAS5vAxR+tjp3WCNvNriNP5C1JXTcHTvivTEXCS7toBv6Bk4ZsmwzcEBs5NTMVx+BL8cscNzfRvB0bqKGiUKBHUEKl743f4bWLI7FOp8LVtaPx3bhis337Fez4ElwJk1gGR1sXUHOj0JdH6KG3dWlCx1FtcWOx1/GqfiT/G0OcuOp60nmro0ZbHT1FU3DnAMYHeVKZTFLKgZcK0hqc6dNM2FEQ1ec8HdPGjVauSGhaGA7jn5+dBq8qHN1yCzMrPA6jQaTdGXcQ+5n3pPaw3cB5kHDlIbYv58OTI7aAuzwAiFi7HbikzMNq3ckLk/CnbpDlBaWSMrJRkNO+YhPRFIadwLngmnMfSWM9a2TONg6GctdmNddh/8evQ2pvdtXKWfUyC4n4lKzcGrv5/BsZu6OJ3BLb3w0cNt4Fpa9eaMOODgEuDEj7ru6YRXa6Dbc0CrsYCy/NYVShs/l3gOByIP4FD0Ia4sb5px5aB0QFvPtmjv2R5tPNqgmUszOFuLRJxioqJAVz9ILyQKCnTiwnAevS6cX7QerWM8r2ibNDa/ncI/XriMXxS+NpwuLm7KgqqggEMroj74ELIY40KImQYP4aUhBNAdaLh9GxwdypjVYMjdiqZa/P6s7GwgKIinM3bvhiI8HCpLRxRoZdAWZJdoASJsWrqzAMoLS0Vg6/a4euIIoKXaLAFIsGuMJhYyDLxqwwJog6MjHs68ib6ys1hxwApTugdyXIJAILg7Dl9LxIw1p5CSrYadpRzvjmiJcR39So6DyUoCDi3Tuboka0xAT6DvG0Bgr3JbnVNyU1js7I/cj8PRh5GWl2a03NfOF+292qO9R3seN3ZuzIHK9wMsIsiaQTdxEiwkRgoHc9NaSYDcad0K0mzwYLzw6KN44bHHUK1IRRBpzEUXZQBl03l4cKkdC/LUKOSwkCugps97TdeEuzTE3eIOKD09oRSVoMuFMquo8SAJIFuZDLlODfm1hUWRqVruWDxwmdLiZQ6WKMhQoUnLriyAEm6dh7V9Y+RmAqnOTeB6JQyeGZY45wCEKpV4RbYVI7Pasame0nAFAsFdtFY4eBMLt13mB3vqzP7lpPYIcNMlKxRDnQsc/gI49D9AlaGb59cZ6P8O0KBPuYQPxe1sv7kdeyP24nzCeaPWPY6WjgiuF4xe9Xqhs3dneNtV3IVWVWglEVPCWDddwC4b3bwC3bigbNYLiWfefhu//vUX3nvpJcyeNk0//689ezDx5ZeRff588TdR7SCZTkhIg05YkKgwnEfryWBhYwO5i4tefMBgXaN5Mp0INZy378BBDBxmvirz0QMHdJ3npb+ne3PReWMwXUx85+ZCKbNA4M+rzBdCdLpzqyQhgAT3BHd3d+SnFT21FTTvpOstk58FFxsHqjsKuV3x049+lDbNXZEVEgs3re4iF3s9DG0GWSPsuBpJLQbD9VAoHo8IwKctbuAPJ0fMTbyIDhZh+H6/nKvPejuJIEbBnc/P8syvC+So8jHnz3PYdCaaX1OX9oWjW8NaWUIMZNguYPvrQEph/yfK4iLh02RQmYUPtcvZeWsntt7cyjE9hlDMTm+/3jy0dm9tNnan2qwzGg20ag20GjVPw+Q1z7vbTEISHiQoDMbmpkmckABY8tNPeO7ll+Hq4gLI5FB6efFmrJo0Md5WeWNA5XIonJ1hWa9ehT5Gr4EDEGPioqIGq3v27EGX4OBqza67qzOK+n1Rn68rV64gKytL3zWWAspIgdHFhAo+CeoWdnZ23CU4fft2RL06S/ej6zEQOJkJSzlw5Pk1sFM6wd7TGXv37uWimkFBQXjggQcgl8th3cKNBVD+jSx4NWiCuJtXYW1LF2UHxNkEoZGFAh2PJcOiuRabHRwwPTkFbzlsw9j0IH5y/fyR9tV9CAS14Pws6/y6QHx6Lp5cdRwXotIhl1ngnWHNuWO72ZtTym1gxxwgdKvutYMPMOgDoOXDegtAaVADy30R+7D1xlYcjDrIbSMIev7v4t0FgwIHseipDisPt7RQqaBVqXRBttl50KrU0KpVugBbEjbliti0YNeMBZUJ4LHcaExCBSbLWdRYKyErY/KNzNoaAwcOxLVr1/Dp119zoWJpPo+tiiztGzZs4G7wtK6Pjw9efPFFzJo1S788Pj4eTz31FN/Xqcs79QE1JTU1FbNnz8bmzZuRl5eHTp06ca/Qtm3bmt0/S0tL3paEWq3m99Lfru7SAhUWQNTo9JlnnuELBp009EEkAXTu3Dl0794dv/zyCyZNmlSZ+yuoRTg++CCsGjeGzM4OB/ekQVug6xNkrdCZ0y9HXcN///3H00ePHuVzaPDgwbBu5AwLpQz5aSo0bd6DBVBy9AXYOfVBVpoKKX4d4BYRghFJjbDZ/TZWOzliZkoIOsrC8NdZYGLn+ujRuO4+yQsE5eFGQiam/BiCyJQcDnD+alIHdG/kVnxFctVQnM/+TwFNLkAWmW7PA33eAKwcyuTi+v3K79hwdQPSVUVZOs1cm2FYg2F4sMGD8LLTWS3uJSRwVDduQHU7HOqIcKgiIpGTkQH1iOHIU2t0LiCSORotktca9CGrQnzf6yH1iS4T9OC4cOFCvt/OnDkTfn5+xdY5efIk9+ScP38+JkyYgMOHD3ODczc3N0ydOpXXoXF0dDQ/mCqVSt4WiSJDxo0bx0VCt2/fDicnJ26PNWDAAO4Z6urqWibtQN0jnnjiCVQ3FTLPUAuMsWPHwsrKCv/73/+KiZwuXbpw2wxSm3fDxx9/zDfFl19+2Wj+kSNH0L9/f35io07tVL2VqrhKUFPWyZMn8zJqyUGKNjNTV79CULWQ+VXp64v0pFxug6G0oKJiOt196tJpI7cDiSAS1CR+rIJ0VWXr2egyu26fO4OG7XU/ruRWw3j88CV7Hq91dkGmhQWWuPzJT2evrT+H9FxdeX6BQFAyVM157LdHWPwEutli0/Rg8+In8Rrw42Dg3/d14ocCm587qLP8lCJ+6OH4WMwxvPTvSxj651CsvLiSxQ8FMT/d+mlsGrkJ64avw9RWUytd/NDfVkdFIePfvUj8djlbo68/9BBC23fAzVGjEfXSS4hf/BlSf/8dOadPs2uLrTsUi2JlBZm97vpSW6C+m9So/N133zW7fMmSJSxUyFBBFvepU6fihRde4PZWBAkYEjXff/+9vtn5ihUrjO6t1OQ8JCQE69atY8tPkyZNsHjxYr7Prl+/vkz7SdukB11zIq1WWICoKzx9YFKUdPMiNWcKHRzqCl9Rjh8/zsrStN0GiZ8hQ4Zgzpw5+OKLLzj6++zZs0auNhI/5HPcvXs3m9tIaZK1as2aNRXeH0HZoR/Mgw8+yNP0g6KnhdS4bECbBRmsMW7NTBTItBg4eRg/ZTz22GPYtm0bQkND+QdGP2SbFm7IvZgEeYwW9q5uyExOgq2DzoIUo/ZAQ5klbI5eQOve9XEekVjn7IInUs7hMcez+CW1Heb/dRFLxrer5iMhqC3nZ2nz71f2hcbj+V9PIUedz8HOK5/oDHd7k8QEink5/gOwa64uu8vKCXhwEdB2YqlxPtRXa/P1zVh9eTWupVIxUx3dfbpjUvNJHMxcmW0jKMuJrDrZp08j9+JF5IWGIe/qVRSU8OArc3SEZYNAWNb3h6V/fWgDGyDBzQ2WDRrA2t6eH7xJQPm+p+tZWNXQQ2BFWLRoERsHyEVlyuXLlzFy5EijecHBwVi2bBny8/N5Od1PSfhINGvWzKivJ91ryZhAViND6Ldz/fr1O+4f9Q7duXMn/vjjD9QEKiSASNiQBai0gMH69euzn68i0AEmEUNK1NQH+corr7BZ7s0339TPa9q0qX6avsQdO3awgCIRRpBQGjp0KCtV6mxfHs7vi4S9ncETjpnfvPnrgPHMsro6i61XxjeWZTWz/tYyvc/s3BLXy87J1ru2qKVAXrYamSl5nAJvJbPB0YgzvGyAdij7ocmM2rNnTxZAFy9e5JuQdTNX/hPqmCy06NgXIbs3IO7GSTh6BCM9IQepnUbCLWQdnotoghn1I7HK1R0TUlMwV/kr/rRohj9PRWFAMy8Ma+Nz5w8oqFPQOWl4ft5p/v3IzouxmLH6FDQFWvRq4o5vH+0IO9MSEukxwOYZuoalRIPewKhvAKeSn9ypQ/rma5vx3bnvEJOlC3yl9hIjGo3ApGaT0NBZlw16txRkZSHn/Hm23JDoyTlzFgXmit8plbBq0ABWTZvCKqgJrIOCeFrh5WV0PaS41aSbNyFTKvXzaWxBQYu1CPKGkHWFDASSW6syyczM5Gv2vn37ii0rSwP0lStXsngaMWIEaq0AosAnci+VBgVKVTQAesaMGRg2bBgHdhkKIPJFkvgicdSjRw9WnKRQP/zwQ76BShYi+iIk8UPQdmhf6L1kXSjpM9FglEZH29t0HTaWJaSACsySpy4ymabEZUFWoHNHKS1zYZVvX0woE2QO9fDwYBfYhQsX+PuzDHCE6lY6Gri1RQg24MbJY+g6ZgSOb41EdL2ecMM6eO84jcAXfHErLxq/etXHM7HhWBX4D8befAhvbTyPdv7OqOd8fz/JCwQVFT/U0uKzcW1hqTC5Vt86CKybCmQlAAprYOB8oMuzJQY5UzuKv6//jeXnluvbUHjYeODxlo/j4SYPw8GyArXUTARP1rFjyDp0GNmnTyHvSmixLCvKhrJp3Ro2bdvAKqgprJoGwSowEBaWpRRuvA+h0BFyhRkaBojmzZtz+Iohhw4dYncYxRDRvVSj0bBnh1PTqRNCaCjfywmyiLVv3x6xsbFccykgIFA/X6ppqMrVBbTza93CwnV06/3440pMmjgZmlwtNLmqonJzUjFE/XsLN2BQM7Fwrj4GPU+Vh5wMFf77LRRqcjDka1FQoEVBvhZZ2YUlGe6FAGrYsCFbWEqDhAgd0PKydu1anDp1yuz2b9y4wWMK4iJrDn3JP//8M/s16aZJ/kj6cjw9jcu0k1mPgrNoWUl89NFHWLBgQbH5jTp4ws7GvsTigGbzAbRlqSmovfP7yvq2MhQtLFNdw0r6fLl5RQLoakgcPHx08TxKqzxYq2yN1pUscvS0RT+uXbt28fdPAojcYCSArJIUsHdzR2ZSIuwc4zlVPiFFgdyA1rC+fR6vJY7BDIfNWGlvjbEyGTrG/IZJnq2xJj4AT686gfXPd4etZfWn0AoE1c0uA/Ezoq0vloxva9zIlH7MR78Bdr1DdxTAsyUw9kfA0/y1nK49VLvnyzNfcmd1ws3aDU+1fgrjgsbBmsRTBaDtkgsr68ABriafffIkpQ8ZraPw9YFtu/awaa8brJsGwUJZN9rhcEmRQlFBN30qhqjO03A9xKBGzTBxwiP4/PPPed2stDxe77lpL6DvwJ54Z848jB45FiHHj+LLL7/E4o+WIiU2Cx6OfhjQ7wE89eTTWLxwKeRyBd6e/wZsrG2QkZKLhPAMtA3qik4dumDE8FGYN2cBGjZojLj4WOz+dyeGDn4I7dp0KHGf9x/ah1u3bmLcyMnISL771iNqjQYaVQEir6QhN81YDOeoimrRlUaF7gpjxoxhywyZs8xFcpM4IUEipeOVlYiICLz00kscu2OuIZ1kln722Wf1f5dumlRP4Mcff2QRU1HIZPjqq68aWYDIOjFgSvM7WrsExlBJBLymm756PA6aVlJxrCxYy3ViSIKsPhKURknpl5SFQNY+lxZuSNt2E3k30tGsUy+c2LkRt88dRYM2g3HjTAISe0yG3+034bs5BC1nNMPFtCv4vElnzA89hve0X+KQ7UJciknHK7+fwdeTO3J6r0BQV/nnUhxXd5YsP8XED900/poJXCgMZqUu7cM/ByyNH1okqNP6wmMLuR8X4WrtiidbPYnxTcez26u8UNp51sGDyNy3j0WPxuSBVVm/Pux79YRtly6wadcOSoPU6lonXApFiyRedNMwmqdfVih0dN0mJGtL0VOnKlsDVW4+UmKLquy/Mv0NrN+wjqezUnWejaYNW+L7r37CJ0sW4pPPPoaXpzdef+UtjB31CNR5uuKLyxZ9hVfefBEjxj4IDw9PvDnrHSyK/lD/0EsPqmtWrsPCxe/jpddmICk5EZ4eXujetQe8vLwhlyyJXL+w6HpLk2vX/4ounbuhZasWuuXSAsMwC54vLTScLxVJLJqfpwKs0hXoMrwBFDIlZFSUUW7B3p6s7Exg5T0SQK+99hpneE2bNo0DiyXX0euvv86WH0qvI+sMRZiXBzK90Y2vQ4ciFUnBWfv372elSuY4okWLFsVMe+Hh4TxN9QZM0/bIrEeZYYa1CEyhjDYaBJVLZmoewo7pgpcLNOmwkhvHDximTVJWH2UPUjbCpUuX0LdvXyg8baCJz0Ejn444gY24fvIYHnplMgugWynO8HPxgDoiAnNyRuJRXMGfqliMcQ9A68Tb2NBoM3pcGY+dF+Pw1p/n8fGY1tVed0IgqA6O3UjC9DWnuKEpiZ+lpuKHmpeumQDEXdCltw/6EOj6rNkAQGpL8dWZr/B76O/ck8tabo1prafhsRaPwVZpXiyVBNXVyTp6DOlbt3LVeMOgZcrEsu3aBfY9e8G+dy8oAwJq3O9XJ0x0bpeioUA3lubrhYxuurIbP36x5Fvd18RVmXXCo1GThoiLSNHFMXHRZt14wsTxmPDIeP18GAgOeu3k2QBbt27h7UrrPPvCU0bruFs44PsfvwHwTbm+j/V/Vm7gsyxXC0trBRo09zJTCbpslscKCSB7e3scOHCABQ5Fc5NIkSw/dECo1sDXX39dbkFBriwqimcIWXrIlfbGG2+w641cJpIQkqAbppS9QfWHyGdJYkqKZv/333/ZetS1a9eKfFxBJWBpI0dWQjKsHYoukJRlY5ppQ+LWUACRGywjPhI2KVZ6N5gq+zoc3a25Q3zGsGfh8OsHcPhtF0bMegh/3dqCed6+WJscAffrf2J9984YdSgAv5+IgI2lHPMeasFPCgJBXeFyTDqm/XwCKk0BHmjhVVz8xF0Efh0LZEQDdp7AuJ+AwOBi26Eb+KZrm7D05FKk5KXwvEEBgzC702z42PuUK2OLgpdJ9KTv2In8ZF2zVYKCkx0GDYJ9796w7dxJX8yvOmABoylAvkYnaPINxY2B2KkoJErYamE0LhQrBvOKBEyRwOG2ZwavBRWjwoERLi4uWL16NfsZKV6HLCzkKqLgKa/CEtzlxcHBAa1atTKaR1YBihqX5pP1ieockLuErEyrVq3iStRSDQKyBlGa/NNPP41vv/2W0+BJqE2cOLHcGWCCimNra8tPOjK57sfZuo8bDv2mgpXcFtZKK+SjgM8hUyhwj0yYZMWj8gr2zd2QsS8SuaEpaNGjL0L+Xo9L+/egRc/HcXTTDdzIb4h2Dg7ICwvD9JgxOGR9BNeyovFF6wcw++xOtDn9Lr7rtxLT/rXAT4dvITNPg48fbm18AxDUzfOzHPNrKxHJ2Xj8xxBk5GrQJdAVXzzS3vjcv7kfWDsZyEsH3JsCj64HnIunfsdlxeHdI+/iUJQuiLaRUyPM6ToHXX3K/lCpSUlB2p9/ImXt72y1laAeUw5DBsNp6FDYdOyoa9lQBZB4oexUqlGWmpQBjZWaY1OyLfL1QqessGAh94tcxsJFLi90x8gNhIypqBHCpXYKIKozQPUDqB4QiRMSHFUFFUWklEVKhyfRRUKIYoYaNWqkX4eEGYkesijRzZRilqSAMMG9h0QrxwGRKTIxh6s3W2jjQJdON1sPbHjtB4Qor5l1SZJFqEGDBpzhR1agnsE99c1RmzXogRCsx83TJ9F78nM4uV2OpJgcqCe9CsXyBcj66nu898M7mHF0Nn5Ov4I+QX3ROWwfBp59GcsfXIXpO9Ow/mQkUrJUWDaxHRys60bApKDk87Ms82srdJ6T+InPyEMzbwd8/3gn475e59cDG58DKEvTvwcwcTVg61rM6kN9uijWJ0OVAUuZJV5o/wIebfEolLKy/X4oXT1l9Rqkb9vGLSYIqg7vMHAgHB8aBrtu3e5p8HJ+fgHXIUuOzuIhKSqTxxlJuTqXFFWnd5Kh9XAnqHI0UBpkxJFYobgWuSRuJFFj+LpQ1AhqHxWuA0SVIqsCc/UGqAaQYR0gUyiuRBQ9rBk4utvwEHZU59qkOkA5Fiq9xc8c5AaTBFCvXr1g28YdmYeiIY8ogG/TFogOvYRrJ/ajZa92OPNPBK6qG6NNgD/Ut8PRbPtljOkyhsvtv6PMxnrvVnCIvYDBp57Diod/xbOborHnSjxGf30Y30/phAbuosSB4P6D3F3P/XoSNxKzuAzEqie7wMnGQGSc/An4+yXddIuRwOjvAKWxuyk5NxkfHP0Au2/v5tct3VpiYc+FZarlo1WrkbZ1KwufXIOwBqsWzeE6aRIchw2D7B4UmswszFZKMhA7JH5KsubIFBZwcLWGW31rKK3lsHG0hK2tjU70KHQiR3D/UiEBRDE5t2/frvy9Edy3pCcmQCmzoh7wegFEsWREXl4c5HJ7KAp7hNH5tWXLFq7mnZKSAtu2HiyAci4lo1XvgSyALu77B+PfHY5z+yIRcyMdbZ54DZj/IpJ/XIlXRm/A0ZijXI/kzQZd8bkqC/Lkm+h7eCo2TvoFT2yKxbX4TAz/4iDmj2iJMR3qCXO04L6BrDbv/nURx24mw95KwRWevRwNxM3xFcDWwozXzk8DD35SrL7PmfgzmLVvFuJz4qGwUODZts9yavudrD5k4UndvBlJy7+DOjKS55F1x+HBISx8rNu2rbTfmkaVz2In9mY64m6k8VjKeDJFaSWHq68d3Hzt4OprD9d6dnD2tIW9sxVbb8ircPPmTdg6WMJaWIbrDBUSQNTFlVxM9IRumpElENDFhNyOBGULUoR+ekI8rOX2yNXkYdGfXyAPanadXgl9F1FRv7IAat3qc7i59WFXREBAAG7dusWVvSmwXe5shfzUPAS4tITCygopMVFIjbuOZt18cOlgNC4nuKNNly7IDglB2sJP8dmHi/H4jqnYH3sMX3Qci5ePrweSb6DFjgnYNul3PL8jAyG3kjF73VnsuRyHBSNbwtOh+gIuBdV7fpY2v7bx85Hb+C0knONMPn+kHYK8DCytId8D2wrbJHSbDgxeaJTpReJpzZU1WHx8MXdpb+DUAB/3+hgt3FrcscFo2p8bkfTdd1BHR/M8uasrXKdMgfO4sVCYtE6oCNnpKkSFpiDmRhoLnsTIzGKWHRIzLHTqkdix52kayMojHnIElVYIkTJ0yA1GNXmkwGdzJxiV5q7N/L7gTdgaZrOZ+YyFFQpMZ5q8Luv7LCrYhuLO+1CWv2d+Vlnfp5uXq1Jxby9CQ8XLrK2RFBUBa7ktZ+NduHqp8A2hLH6I/PxMnL/wIrp13Qlrax8W1iSASGRT1W+yAmX8Fwn15TQ07dYLF//7B2d3bUPwxBm4fDgG4ReT0erx2bA48yiy/tsP338HYH6P+ZhzYA5WXFsPzz7TMengCiDpKtzWDsNvY3/C8simWLIrDNsvxOLg1US8OigIj3ULEAHS9zmUtSqdn1IGa2nzaxN0Hr+3Rff7mvNgM/RvZpCQcuw7YHthga4eLwIPvG/0O85WZ2P+4fnYfms7vx4cOBgLeiyAnbJkN7E2Px+pGzYg8ZtvoYnRtb6Qe7jD7amn4DJhwl25ufLVBYi5norwS8mIuJyMxIjifb3IZeXdwBHeDZ3g3dARHgGOUNay9hWCsiPVP9KVFMjXZRRmZiA/NwcF+RS8ns/z0wqrV98TAUTiR2oW99lnn5WqrGvrhUQi/uZ1WNeR6qKVRZ6msBw6gKjQS2jaqSuSI8PhIjeu0J2X9w+P6/k+gszMK0hLP43r1xejZcvP2A1GNyNqnpeWlgabNjoBlHMlBe0eHcoCKOzoQfSaNBWtetfjnm3HDudgwEsvI/HTTxD38SIM2rwJEW2n4+uzX+Pjc9/AYcCbGH74RyDyOOSrx2D6A++h9/RH8damCzgXmYYFf1/C2pAIzBoUxOnC4olRUJuITs3BC7+dQn6BFg93qIenexnE6pxdWyR+er4CDHjXSPyQu/iFPS9w41Jyeb3a6VU82vzRUn8DWSEhiFv4EfKuXOHXCk9PuE2bBufx4yqcvk7xOrcvJLHgiQpL4Uq/hrjXt4dvY2cWPF4NHOHgJiw75SvCqOtZoR+jqLCi0TIYvy6api0VGBVkNP8+g3YWPE83NpyvG2uNW2EYjIu9z6TlgDo/HxlJifjvy0+RnZxotCzXpGp4pQqgefPm1ZmT7qGX34RDYayK+ZYTxvPMr2KuxUQZ+mWYnXXn95Wl9YbZz1KWVhhleF92Tg7e/nMnT986exoBzVsiMyUZPo4N6KejXy8r6wTIuOZbbyJv4/iJUYiN+wsNGsyEo2MA/P39ucAlucGohpPCwwaahBw4ZDrCr0UrRF66gDM7t6DLyEcRFhLLAY/xfR+Afee9yD5+HNFvvIlnf17FwZxrQ9fi7eMfQ9PzHYy+3Bg4+xuw6220arwXG6d8hbWX8/DJjlCExmXgmV9Ooo2fE14e2AR9gzxF3SBBrQh6pirPqdlq7uy+cLRB0c/Q7cCm6UVuLxPxczHxImbsmYGk3CTu37W4z2J08Cq5pYEqMgrxn36KjJ079Z3VPWZMh/PEiZBVoJhsWkI2rp2Mx9UT8UiKNLby2Dpaon4LV/i3cIVfM1d+fT8jCQptAVkyCtjCoSuiqBMd/LpwDMPX2pLXMxxXhM59+uHpqY/jmScqv7lqZWFhQRl5MljI5ZDJ5NAq8++dAKJeXHWFBu06ilYY5cQwlfjmmRNo1bMPTzvae3Dsj0RBQS4UChc42LfgE9jVtReSkw8gOnotGjd+Ay1btmQBRB3iyd1q29EL6TtuIet4HDoOG80C6Nw/O9BtzER0GhqIQ+uv4dhfNzF+/gfIHf8wck6dQuL/PsecV+dwxdo/wv7AvGPvI73jLEzx7QCL3XOBa/9A/m0PTB68EMNmj8b3B29i5aFbbBF68qcTaORhh6k9AvFwB7/i3bIFghrCoh1XcDo8FY7WCnw9uUNRuvvtw7qmptTXq81EXYVnA/HzX8R/eG3/a8jR5KCpS1N8NeAreNl5lRjnk/TtciT98IMunV0mg/OE8fCYORMKMzW9SoPKY5DooYECmSXoYcM3yBn+LdxY+FAsT2172JYEh+SO0U0XGIka/Xx6bbKsvELlpdffwB9/bsRbs2fhxeee1c/fvns3nnx+BmKuhZl9n4WuGFHhWCcipPYUhstoUFhawtrO3mR9Cqow3IbBuHA70t+5evUa3po7F0ePHoVKrea6fu/OfQd9+5A3idcy+z6p/0XROkWVq3Nz85ChKcDUz76GjUn9Lmpl9drqP+947MQVXXBPSY6O5MKFhJOjJ3IyjU2TTk7t+IdH+NWbxAIoJvZPNGz4Khe13L59O/eIIzeYfQcvpO+6BdXtdPiPbg9nbx+kxsbgwt5/0PaBYbiwPwpp8Tk4fTIXbRYsQPTs2Uj6/ntYNW2Kd4a9w40Zf770Mxaf/Aw3mjyMd6b9AyXVQaHy/xufhXPAL3ht2GI8GdwP3+2/gTXHwnE9IQtzN1/EJztDMapdPYzuUA/t6zvXuouy4P5lx4UYrDh4k6c/G98O9V0LbwZxl4A1EwFNLhA0BBj5pVG21+9XfsfCkIX8cBDsG8yWH3vLwsbPJuScv4CYt+Yg7+o1fm3btSu83poDa5OO43fK2rp+Kh4X9kcj9kaaUeCyX1NnNO7khYZtPWBtr6zBokbDYR36eBONpmg6v2i6otYWPRb0Vcm5KKSu8nPhmEQKF1Ismq+wtOKA/a+//wEzXnyRy8DQcnsXXeC5m5+/wftNxEoZkMnlsHV04uttRRk7cSI3K/93716u9bZs2TI8PHYclzsprUVVqftlcGwqihBAgnsOWWkIB1tXpGUlGS1zcGitn3Zz6wel0g0qVSKSkvfDw30AZ4NRyQUKhqZsMOumrsi9nIzsk/HoOHQU9vz4DU5s+RNtBg5BrwlB2PLFWZz7NxINXukBt2lPIemHFYh56y0oPD0wu/NseNt5Y/GJxfjz6p+4nnodix5ZjXrn/wT++wS4fRD4pgfc2j6COX1ex4sDBmD9iQiuIH0rKRu/HL3NA9UOIjE0rI03GnnYCzEkqNZKz6+tO8fTz/RuyLFrTGaCrrdXXhrg313X3kJeJCy+P/c9Pj+tKw77MD0MdHvHbIo7WX0Sv/wKSStWUEAn5G5u8J77DhwGDy7zeU9xPRcOROHKkRjkZeniA+mtvkEuaNzRE43ae8DGoXpdW2SRIeGiys2FVq1CvlqNfI0G+RrdmIROeUUNu2Rk5JIxHBe6agxem1umFyplQGllhYEDB+LatWtY9uVX+ibkNN9wLGU3UggLrevj48MZ3bNmzdIvpwr8Tz31FDelJmFCTc9NoVZTs2fPxubNm7kPaKdOnbB06VIuSmyOxMREXL16FStWrECbNm143scff8ztsqhpekUFUGWguBvldSdoHWpEKhAQNhb2yIEuU0TCzrYoUFMmU8LHexTCI1YgJnodCyDKBiMBRG4wEkB2nb11AuhUHFq82g9HN/6OjMQEFlkdHhyOFr18celANPasuoQJb72IvJu3kLlnDyKnz0DAz6u4YWOgYyBe3/86ziacxdhtj2But7kYOuMYsPMt4MoW4Mxq4NzvsG//KKZ2fwFTuvfFwWuJ2Hg6CjsuxOJmYhaW/hPGQ4CbLfo388TA5l7oHOgKS4MqsgLBvYSCnWf9cRYZeRp08HfGa4MLrTHqXGDtJCAtHHBtCExcAyh12Vh0E6ekgG/Pfsuvn2v7HKa3nW72ep5z4SKi33wDqmvX+TUVL/R65+0yubuowvLNMwk4/18Up65L2LtaoWXPemge7AM7p6ptPk0CJyU2GsmREUiKDEdqfCyX50hPiINGq0X78Y8jzVIBpVyuP1YajXEsia4CtIKtIrpBoYs7KYw9kevn66w35UFb+J2iQANlORNv6O8uXLgQkyZNwsyZM+HnZ9x0mqD+mNSnk0JYJkyYwE3Lp0+fzt0cpk7VxffQODo6Gnv37uV9oG2ZNhcfN24cW3HIOu/k5ITly5dz1wXq4WjY3FqCtk8tjn7++WdudE49Quk9np6e+n6d1YWFtgK2OikLzBRyU5DSoxgQUoPOzs58IGsj5EOkL5c+k4gBqhgalQq/vPkSkqMi0KJXP7RJ6I5zmps4pryK4J6bIJNloHOnjXB01D0VEJmZYTgW8iAsLBToGXwYeXmWnGkotUFxcnBCzMch3BrDdVIzhMUex54VX8PWyRnTPv8BWijw+wch3Ci1WXdv9JvQEBHTnkb2iROQOTnB//vvYNOmDSIzIjlF/kzCGd523/p9MafLHPimxgD/vg/cMDhvmwwCuj0PNOyHLFU+dl6MxeYz0ThyPQkqg2aIVHSud5A7BjTzQq8m7vA0LD4nEFQy3+y7zrE/dpZybH+pN/zdqP+eFvjzaeD8OurvAEzbA7g34fXpUr/s1DL8eOFHfv1yh5e5uKEptF7Kr6sRR5YEtRpyd3d4vzsPjg88UKa2E2HHYnFqZzhbfhgLILCVG1r2rgf/lm73PKmALDbkGk+KvI2kQrFDQ3J0FLupzGHr6o4Ok55A/Xp+7E6SKxQg6fP519T1vOp56623YGlZNqsYiRayymzatIkfEumhkawt9Hr06NF6y9XkyZORkJCAXbt26d/7+uuvY+vWrfyASQKGhEpISAiXtiGozyaFIpCFh66/Bw8exLBhw1gUGTY7b9y4MW/rmWeeMbuPlM07atQonDp1ig0oJH7o77Zv377Cx0gqXkmtk4p3gy/b/VtRWe0pJLKzs7lNxY4dO7hHl6DuQoFzjy5cisTI2/D0bYCY944hR6GCXK5m8UPY2AQavcfePggODi2RkXER8fE74Oc32cgNRjWB7Dp7IePfCK4O3frpB9gFlhYXi1Pb/0LX0eMxcGoL/PnZKVw5EsuZI42/+RoRTz+DnDNnEP7Ek/D75mv4demClUNWsivgu/PfYV/EPhyLOYZn2jyDyZN+g03kKeDwF0DYDuDqLt3gEgi7to/g4TYT8HCHLsjK07BliAop/nslAYmZedh2PpYHglxlXRu4omtDV3Rp4AZfJ5GyK6gcLkSlYcnuUJ5+d0RLnfghDizWiR+ZAhj/s5H4IdcvxcARb3R+g/t5mZKfkYGYd+bqM7wcHngA3u8tuKPVR6POx+VDMTi9K5wbihJWtgq06lMPLXr6wtGt8tteSK4rEjmx18J4iLkehqSI8BKFDhVRdavnDze/+nDxqQcnD084eHjCxskVcSkpcPWtp7+Zqgr7ltUmFi1axL06yUVlCmXTjhw50mhecHAwx+NQXBMtVygURlYZKkdChgyJs2fPIjMzk606huTk5HA8jzno3JsxYwaLngMHDrD16IcffsDw4cO5kTq54qqLSo8Bom7K1HiUFCR1bl+5cmVl/wlBLUJpbQ2fxk2hjtVlhuUq1LC21okfpdIVSmVxde7lNYIFUFzc3yyAKBtMcoORALLv5ss1gSgYWhOVg+Bxk7Hty89w/O8NHAvk09gZnR4MxIltt7D31ytwmd0B/it+QMTz07lSdPhT0+Azfz6cxzyM59s9j0GBg7jn0Ym4E/jfqf9h9eXVeLbNsxgz4RcoU8OBkO+A078CKbeAfR/pBv/usGsxCoObDsHglm3Z5H8+Kk0nhkLjcTE6nV1lNKw9rut87W5vhbZ+Tmhb35nT7Nv6OcPF7v5O6xVUPrnqfLz8+xmo87UY3NIL4zoWujuu/QP8+6FueuhioGFf/XvI5SWJH3L5jm86vvh2L11C5MuvQB0eTj9OeL32GlweK70WUL6mgJMPTu24zZWapeKE7QbW5/pcltaKSm+pE3stlDObYq+HIe76NajzdILLEKW1DYscFjv1/fXTju4eZl1TZE2wMCmeRy4gssRUB+V1gRkWHh48eDDmzJmjd2tVJpmZmSxYzBlBDIWSIf/++y+3NqK2RpI1huJ/yECyatWqUvt63mvuWRA0NbH89Vddld/ajCY5Bxq1wclY1if4YpWgy7KSuerNZXtbWbZlljKtU7bPLK1GF5Mp06byheaXX3/hJypNYY+eDG0O1qz5G1u2JODDhUUB0IZ4eQ7DtWsfIzXtOHJzo/XZYFFRUfwjcnFxgW07T2SfjEPmgUg0ndQbx//agITwWzj0+y8YOG0GOj/UAAkRGbh9Pgnbvj6Hh1/viPrfLefaQPR0G/P228gNvQLP2bPRyLkRfhz8I7bc2IKvznzFReE+PPYhVl5YiUnNJ+HhAe/AYcA84MpWXf2gG/uA8CO6YccbgEdzyJoOQdugB9F2YCe8Oqgp0nLUOHErmfsxHb2RxIKILETUiJUGCWpU2cTLntsVNPHUjRt72ouU+3sInZ+PPfYYT//yi+78LG1+TWPJ7jDuZefhYIWPHm6jEygk1DdM00WSdHwC6PSEfv1fLv3CcT/Em13eNCt+0rdvR/Sbc6DNy4PS1xf1li1lV3FJ0FP9zbOJOLzhGtIScnievYsV2g8KQItgHygqqRpzTkY6Ii6ew+3zZxB+/ixS44xjCCWx492wMbybNIVPoyB4NWwMBxI6d2ltpfeX1Q1Vk6AA43bt2rE7yxC6jh46dMho3qFDhxAUFMQxRGTtoZhdihWSXGChoaHsXpOgGJ7Y2Fi2FAUGGlvvS/MKEeT6MoReU+p/rYsBKgt0IaGIc+nD1zYkH+Kll7fDwUp0DC8P2aocNF06mKfTE1Ph4OaEzMPRSP3rOv6wPoJZC97gZUeOPIlu3VaY3cbJU48gNTUEjRu9gYCAZziA7saNG+jTpw/69esHdVwW4paeYgHnPbsTYuOuc9sSUmGTP/gM3o2DkJejwYZPTiIlJgvOXrZ4eHYHWNspOKsl8euv9d2p6y3+DFYNG/Brdb6aO8kvP7cciTm66qLUCmB049F846DeSEiPBi78qSswRyKIaqxI2LrrYoYaDwACggFHH/1TO4mgsxGpOBdJQxp36i4JPxcbFkMN3e0QQIOrLQLd7ODrbC1addwlFKMoNeKlJ1rqPVfa/JoEnT+jvz4EipVd8XgnDGjuBWjygB+HANGnAJ92wJM79Z3dN17diHmH5/H0C+1e4KamhtDlP2n5ciQs+x+/tuvTG/UWLYK8hKd5gur2HFx3FdFXdTdGGwclugxviOY9fLiL+t2gVuUh6solhF84i/DzZxB387pRoVV6qPLwbwDvxk3Ysky/c9d6fhyAfDeUFk9S0zGMAZKYMmUK1q1bx59LusVT/A0JGykI+siRI3j++efZGiNZix588EHExcXhm2++YZFDcT8kiCjAmqZpW2RlysjI4GwzEk8UNE3xPBTj06ljJ90OGHxniQmJaN6qBXr36o25b7+jc4Gt+AGff/kFjh06iraS0Jbeon+rVAnaZH7hzNy8XNwKvw3vDHso8+VAfuH6BVqkZaYjYGzbexMDVBqk6FavXo3ff/+d0+NqOxaWch50lK1ac0UqM5dlO+bXq9g+lfnv3SW5V1NYAKkTdEI4V1vkV1daFs8YkPDyGs4CKC5uCwsgeqIhAXTmzBkWQUovO1gFuSAvLAUZB6PgN7IVmvfqh8sH9mLHN8sw+aOlsLKxwoiZbbHh05MckLl52WmMeKk9PGa+COtWLRHz1tvIu3QZN8eMgccLL8B1ymNsep7YbCJGNR7FFqFfL/2K62nX8evlX3lo494GIxqNwJCOj8GpxwtAdrLO9UBi6NoeIDsROLtGNxBujYHAnrAOCEbHeh3RMbih3lRGVqKwuAyExmbgalwGwuIycTU+A4mZKkSm5PDwr8lxUVChOGcbthzx2IWmrXnax8kGno5WcLBSiFij+7Ta8+vrz7H4GdnOVyd+iB1zdOLH2lkX91Mofiiubf4RXdHax1s8zvFtpinusXPnIW3zZn7t+vgUeL7+Omc1mSM3S80Wn8tHYvj6IVfK0G5AfXQYEnBXrq687GzcOH0cV48dws0zJ6HJM+7oTnVsAlq3g3/rdvBr3gpWJkXv6jJS2wmuCq0palEx/+15fA8m8rPVPK9tUCusXbUG8z9cgPfffx8+Xt6YP2cuHh05EZqUXF7n+8++xrMvT+drrJeHJ+a/OQ8Rt8ORn6Hih05aZ9PKdZj30QI88fhUJCQlwtvDCz279oDrSHuoo4v3a3OCDf5etQHzPnkPAx8YCLVGgxZBzbB+xW9o6dOEq/tXBCpRUJCjQcaBKCgyjG9oWXklP1zetQWImqGag8xnFB2uVqv5RrJz504+kLURkQWmo9jpUYazhZ6kHRx1HajDfzmN+o+2Q8IP55F7LQXL5bvw4UJdnMK58x+hdSvz/l+1OgUHDnaDVqtBt667YGnpj8WLF3PdCXq6oXMw91oqEn84D8gt4P1aJ6hkeVg1eway01LRYehI9Hv8ad5WSmwWNi05zTEKZAka+XJ7Nter4+I5zTf7yFFezyooCN7z34Vthw5Gn/9w9GH8duU3HIw6iPxCaw/VTOnh24Ozx/r49YGHrQd1b9RZhMJ2ArcOADHnih8wuknV6wD4dgDqdQR82gKOvkZuxuQsFQsjEkU3E7MRnpzFdYjCk7P5JngnbJRyeDlacRaap4MVd7l3s7eEm50l3Oyt4GonTVty5lpdE0u11QK07J8wLPvnKn93u1/tw98jLm4C1j2u82VPXgc00WVqXUy6iCd2PMEVnsl6SU1NDb/n/PR0Lg1B2ZGQy7m2j8vEiWb/Lv0Grp9KwP61ocjJ0BUyDerihW6jGnGX9YqQm5mJ6yePIezYIdw+d5rr7kjYu7rpBY9/q7awdyn5QamyqCoLkJFg4ZR3g2laRh0uzE3rWmMV9eMy2E6Nx0L/T1HIhcE8/WmpPz2lCtAmIRoG5y9N5qrycDsqHG4RSljmU9kBqh5JhREtkJ6biYAJ7e6NBYisPOYumiR6qMQ1mdleeOEFDl4V1G6Kfc9luFfyiViI6nqarp5GQg7yoOGqsxKWlsaZBIYolS5wde2JpKR9HAzdsOHLfG6ROZasQCSArBo5waqhE/JupCF9dzhcxwVh8PMvYePHC3Bq22Y0bN8ZAW3awcXbDqNndWALEFmC1i86gWHT28DD3xP+K1YgbeMm7m2UFxaG25Mmw75/f3i89BKsmwbx5w+uF8wDucS23tiKv67/hbCUMPwX+R8PRCu3ViyGaAga9IHuuOWkAuFHdWIoIgSIOQvkpgLX/9UNElZOgGczwLM5xxO5ejZHNxoaBBj96CnQOjY9l4vfxaTlIio1hwdqghmVksPLMnI1yFHns2Ci4U5YymVwtlXCyUapHzvZWBpMK+FgrYCDtZLFEk3T2L5wbKUoW00wwd1BVsKv9uqqMM8f0VInftIigb9n6lbo+bJe/MRmxeLFPS+y+Onu0x1zu881+o40SUkIn/Y08i5fhszeHvWWLYN9z2CzfzcrNQ///RbK8T6Ei7ct+j3WHD6NnCqUnn7jVAgu7N2NW2dPcV0eCcrIatK1B4K6BsOzQaNacU7pm35SKQwWM1po803GLGB0bhkjMXMvoENm0KbC8LWu8rPh68I3FE7rW1DohUfRtP59KP4+fZsKw/fp1zNz/6hEFLkWkKUq4fxgcdEqS0+v3hig2o6wAFUcwyfp0Fd2IvCV7oj/6gxSLDLxm8UBfPTRR7zs+o0NaNjg4RK3ExO7CZcuzeJU+e7d/uFaElTfgnzTlOZJJ31eeDoSvj7LPzivlzuwa+yfH77G2d3b+ElyyidfwMbBUd9/aMuXZ5ESmw2FpQwDHm/BlWgJTUoKEpYsQeqGP0lp8A/ZcehQuD75BGzMCHkSQORioOF84nmjZb52vuhRrwc6e3VGZ+/OOusQQRaiuIs6d0XUSSDqFJAQahxDZIitG+AeBLg00BW0c6VxA91rGxezwek5qnzEZ+QiLj0Pcem5iM/IQ3x6LpKyVGxZSsrM009nq8rWMLA0lHILDtgmqxMN1IPKxpLGsqLXhfNobCW9puW8nvH7dNMyWCnkLK4sCwd6La+k+jG1zQJEwnfst4dxKjyVKz1/91hHWNCDxKoRuurlZE18ahdXes5SZ2HK9il8fjZ2boyfH/wZDpY6ayyhjo3lUhCqmze5qjNlR1o3a1bsb9JtIfRoLA78cRWqHA3X7unwYAA6DQlk11d5SImJwvm9u3Fx3z9snZVwrx+gFz1u9QOqVfQYWoC4vo0kYqhPl6ZQvOQbjgtFz93cPel85lYOhcKh0HqBwtc8bShqTF+biJzaIBork2qrAyQQlIf0vbo08Dx7LWDgmrVUlm7a9nAfCJnMGjk5t5CRcQF+fq3g7u7OpdXPnTuHLl26wMrfETYt3ZBzMQlpO2/DfUoL9HnsSQ6ipAvvlmUf4+E573FhM0d3G4x5oxN2fX8B4ZeSsfP7C4i44oue45pA6eICn/ffh+sTTyDh8y+QsWMH0rdu5cG2c2e4Tn0c9lQAtDA+IsgliAeKq0jITsD+yP0sho7EHEF0VjTWh63ngaDK0528O3H8UCv3VmjY4XHIOz2p+5AUwJp0DYi/XDQkXAaSbwLZSUXZZqZQzyYnP8Cpvm7sXB9w9IONgzcCHHwQ4OMNBPqUmsFHYikpK487iKfnqJGao+a4JHqdmqPSzctWIzNPw5YlGmdK4zxdnRVKxeb1DZrc3itIAOlFkVwGK2XhWCEvFEmSWCo+r2h9ua43Vi1i3ckIFj9U8PD9ka10N7oDS3Xih86DMT+w+CHr6hv732Dx42btxo1NDcWPKjwc4VOfgDo6Ggpvb/j/+KM++N8QVa4G/60JRVhIHL/2DHBgq4+7n/k+YSVZe8KOHsS5PTu4abEEFSxt2WcAWvYdCLd69VEdkLgrSFdx3Et+Sh40qbnIycxGvreKYxVlMk35XEv0fcgl8WIBC7nJmMUNDKbrpmCpiVRIAFHKHEWSz507t8R1PvzwQ7z77ruiFYYAuZd0/b9U7jJjAWTpiiSVBt9GxENmYYFn/DzgZll0SioU9nB374/4+G3sBnN0bM3uVUqJP3bsGAfZUyql4+BA5FxK4r+Tez0V1o2cMeLVOVgz9zWEXziHvau+x4Ann+MLjpWNAsNmtOGu8ad23ea2GTFXU/VmfauGDeG3bClyLz2NpB9XIn3HDmQfP84D3TScRoyA06hRRjcOsvCMCRrDA7kdQmJCEBIbguOxx3El+Qpupd/iQRJENgobtHRridburdHCrQU/qQe0HAll67FFB0eVDSSGAcnXgeQbOkHEww0gMxZQZQIJV3RDSSjtAAdv3WDnDth56LLUeNodNnYe8LN1h5+TK+DlTJUry2WVyFLphBEVhMxVF7DrjQdVPme90SDNy1UVjg3WK5pH4wLduHAexTrlafL5IVuC2gSQ1epuLVcFqtojgFKyVPh4u+47fuWBIHg7Wessh1SLinjwE8CtEU8uP7ucXbJWcit80f8L+Nr76rejiozE7SmPQxMbC2WAPwJ+/BHKevXMZnjRgwGlttMNvctDgegwJLDM1ZtVuTk4v2cXTm7dhIykBJ5HjTkbtO+IVv0HsVuaHkaqAnJNaZJyoUnIhjo+B5r4bBY45I7X5hmfQxoHC2jd7HRWH4vCk44EC7l4SchQjy5J0MhMBM89rmwtuHcoKtwZtwwKWXjX6iZUDJNcCKqYTGR+r6tWS6hcZbCMkeHvLbr6EfZOfhh19jrOZeqyALbEp2J7pyA4KoqyULy9husEUPxWNG78JmeDUWGtpKQkrjxKHYaVnraw6+qDrKMxSN18DV4zO8DdPxBDX5iFzYs/wNldWzmQstvDE3ib1HCw++hG8Gvugn9WXmKX2J+fnuQ+Yt1HNYK1nRLWLVqg3uJP4Tl7FlJWr0bKH+v45pH03Xc82LRtC8ehD3K8kGX9oidZEjd96vfhgUjLS8PJuJPccuNC4gVcTLyIbE02F12kQUIhU7ClqIlzEzR2acyiiKZ9vVtDbpriq84B0qJ0vZ4oDiQ1AkiL0KXnZ8TqBmqCqc4qFFDmK7QWg6wJ5FqjQG0bGlx0YytHXVsFKwf9ILNyhAMPDoCNPeBooxNccsuy18oqA5p8EkIFhYJIN1bl64QUtSHJ04/zzb42fF9e4ZCQkYtdr+jEaFIuIHm6pPNWmq4JfLLzClKy1Wjm7YDHewTqLIabnud+UWg5Gmg3idf7L+I/fa0fKnTY2qO1sdvr8al8/lo2aoSAn1ZC4VHoljW4Vp/bG8lZXgX5Wk4SeOCplvBtXHI6vCHk2jq942+c2bkVuVmFx9DJGe0GDWNrDxUgvJdQlpIqMgOqyEwuukqiR5OYq3NTmUMGyKmkhLMV5M5WyHdTIMs2BwoXKyhsbVnsCGFz/3PPpDj1HKF8f0HdgywtFD9h28gWmqYJnKoud7GCyiEblpZ5sLGhwFkFdqWCxY8lrS+X4XpOHhZci8Jnzfz123Jz6wOFwgF5ebFITT0OF5eu3D/m6NGjPJAAIpwGBSDnfCI08TlcJdpxgD8ad+6GflOfwd6fvuMCiZY2ttwwVaJ+M1c8MrcrDv15DVcOx7A16MapBE7rbd2nHhdzU3p7w3PWLLi/+CIy/92LtE2bkHngAHLOnuUh7qOPYdWkMez79YfDgP6wbt3aqNKsk5UT+vv354HIL8jHzbSbHDdEQ2hKKK6lXGNRdC31Gg+4VXQsKdvMz8EP/g7+qO9QH/6O/vCz9+Onex//brBVlnCjVmUViaGMGJ07LSsRyErQDfyaphOB3DRdiglZlWggMVXhL18G0D5R800epGmDeYpSlvG0NaCwZjGlUFhBIbeCHVmn5FY6KxXFaNhZ6cSWwrZComvkl3k4G5mG0xGp8HezMzpvawqnwlPwW4juu3h/VCsoqf7TnkU6qx9Z84Z+xp87PD2c+9oRE5tOxMjGRe0ONAkJOrdXVBSU/v7s9jIVP/nqAuxbfQVXjha2cGnrjv5TmvODwJ3ITk/DsT9/52bEGrWuxIWztw86Dx+DFr37czucyiY/UwV1VCaLHVVUJtSRGcgvrEJtioWlDAoPWyg9bKDwtOWHJRorXK3ZumMYT5J48yZkVgrIyhnjJKgDAogK0RlCmTim8wjqKRIREcHLKGtHUHehG4rbo82RdzUVlgEOyNq9FZaWOveDpdING+N1AZEz/D3R19UBI09fw28xyXi6vgea2enEs0xmBQ+PIYiJWYfYuL9YAFHsD4kfsgCR0Pbw8IDMVgnnhxoi+fdQpO8Jh3WQCyzrO6DDgyO4muzRDWux96fl0Kjy0GVkkavJ2l6JAVOao3l3b+xbE8ZFE+kp+OyeCHQaGsgNVRVKOWSWlnAcMpgHuqlQ5dyMPf9yGnHe1Ws8kGWIGkc69OsLu+CesO3SGQqT7shkzWELj0tjjG4yWv/0HZMVoxdAJIhofD31OlQFKhZMNJjD2coZPnY+LIi87bzhYeMBT1tPHsg151WvHeyU5jN89BTk60RQToouS43GOdI4BchLB/IyioZcw9dpQF5mUSA3BedKQqoqYXEkiSJz40LxVDheUKDCexZdcT6yAUa2K+4Kqm7IxThvsy52ZmxHP3QOdNW5vg4u063w0FLAzo1dri/tfQkZ6gy082iH1zu/rt8GBfaHP/kkVLducXVnsvwovXRB/xJZaXnYsfw8Ym+ks8UjeExjtOnvd8f4FHVuLru5qP2MKkdnwfVu1ASdR47lB4+7LUxoCMXq5F1PQ96NVOTdTOO4nWJYgIWOpZ89lL72hULHBnJHK2HJEdx9FhjFWpQlaEvaHFl/qBL0kCFDUBsRWWAVh2r1PPusruLs8uXL9V2DSRQnJOzDrl3rIFe4IOyVP5EpV2BnpyC0dbDFk+dvYltiGib5uGKJgRUoOfkQTp+ZAoXCGb16HoFMZonffvuNy7RT4z5qqiede8lrrrAlSOFuA8+Z7SGzlOtq+fzxK47+qSsM1mn4w+g16fFiF+mC/AJ+Cj6+5SYyCy+yVOWWehq16uMHW8fiT7P5aWnI3H8AmXv/5XFBoQtFwqpJE9h27cqB1DZt27BFqayQtSguOw7hGeH8lB+REcHjyMxIxGTG8E2vLJBbjoJiXa1ddYNN4djaFS7WLiyinCyd2FpFg73Svrjb7Y47qwbU2Tr3nH6cU8K8kpYZrJOfB2hUhePCwXAeuYAqSJ5Gi2e35CJVaweHGX/jl2d6lnreVgd/nIjgoodU1HLva33hTkkuy/voAuRbjQHG6jq6LziygGPL6Pv9Y/gfLHyJgtxczvbKOX0aCk9PBPz6Cyz9i35TUrzPtm/O8blOjUsHT2uF+i1KT0yg1PXz/+7CkfVrkJWawvMobb3XI48joE37SgnszU/PY8FD8XxU4iK/sLmqIfT7VvrZw7Keg170yKzkdbISdF0ltxKywMosgKhpGUGrP/nkk1z22rSzrBQg7erqiu7du3PPptqKdADJ0uXgUJRJUdVUd6ZARf4+tT+RakAZphN/8cUX0OQfxquvrOXXnlsPw9nBHpd6toLcwgLHUjPZCmQts8DpHi3hotQZKLXafBw8FAyVKgGtW30NT8/B3ByVGu2SMJ85c6a+EV9Bthpxy06xSdyuizdcHta5yIiQzetxYM1PPN2wYxcMe3E2u8VMIZfAhQNROPNPODKTdUKISvw3bO+B5t19UK+Zi9mgUK1KxRahjL37kH30KPKuXi22Dt2MrNu0hk2btrBp0xrWLVtCXsHzK0OVgejMaLYe0Tg+O1435MRzZhpNZ6rLb4mxgAVnD7EgsnSCvaU9iyJqCULzDce0zE5hB2uFNQstGmjaWq57TQG55RZTZYHSkCVxlK8yEUkG8/TjIvGUFXcL9sMW8GYefG81ts2dVKPS4CnDrt/ifUjIyMPbQ5vj6d4NgX8/APZ/qgtinxHC1p+dt3Zi9n+z+fv6btB36ObTjd+vzc9H1MuvIGP3bsgcHRG4+lcW4oaEX0zC9uXnoVEVcHFQqotF49KgbK5/VnyNpMhwfu3k6YXgiVPQrHsvsw1GywqllpNLixIZaNDEmdSvkoGFjq7ulzNbdmU2lRu9IQRQ7aNK0+Aff5yqjer477//MHr0aIwYMQL3O2vXrq3WJ8HaiEpV5I+nmwrdSEg408no4mL8NNfB0ZbFD9HFyQ6t7G1wITMHa2KS2TVGWFjI4eMzBrdvf4vo6LUsgAICAvjEpx/A/v379eciucJcxjflCtFZIbFcKJEap/L2R46Fg5s7dn77P9w4GYJf33oVw2a+Bq8GuiwaCapz0rZ/fY4Dun46AWf+iUD8rXRcPR7HAwWIBnX1RpNOXnCrZ6cXiRaWlrDr0YMHQpOcjOyQ48gOOYbsU6e50KImPh6Z/+zhQULh48NxRHST0g+NGkF2hwsxiZCmrk15KIlsdTYSchKQkpuCpNwkJOcmIzknGSl5KTym12mqNA7WpoFikbTQIl2VzkME7iIeqBBLmaVOFBWKJBJH+tfyQsFkKJoUViyc6H08llvqB/3rwmVKuVI3T2EJSytb/XKKnSpRvGdRKqJOADmnhXH2GdUhqil8s+8ai59AN1td4DPVipJcX8M+Y/FDDXsXHNZ9hqdaP6UXP0TcokUsfiyUSvh9+UUx8UPn8D8/XeJg5/rNXTD4aWovUXK8D7mQ969eyQUMCaqr1W3MRLR94EHIFRXrWk5tG8i6I2VvGsXwWIAtOvTbtWrkDKtAR8gquau8oOxQ09OXXnqJB0KymRiOzc2TqOxpaUz3GXrY3rVrF3efoALN0kD3nbJQobOKnrzrClR3pjqCuas7g+5u/j65EiTIUuPp6cknKpVEUCqNBVBL+6JjSzesJ+u549XQCPwUlYjn6nvoxZGvzzgWQEnJB7hDvLW1L/r27csCiKx0vXr10lscrRs7w6GvHzL2RSJ5/VUo3Gz4qZFo3rMvB2n+tfhDpERHYs3bs9DrkSnoMGxkMZcYZYuRyKFiifG3M3DlSAzfPMhlcGrHbR4c3KzRoI07B476NHGG3KBRKcX/SHFDREF2NnIvXULOufPIOXcOuefOcU0WTUwMD1n7DxT9cepE7e8Py4YNeUypy5YBATwofXxK7NdkCgVJBygDEOAYUKb1qRksCaL0vHS9MCIrUqYq03iszkSWKks3VmchNz8XuZrCIT+XY1MkKI6JLlYkqKoSUwElCSa5qujYNbMIR2RKNhp7Vp+V1xDal+8P6OK93hraHJaUer3lFaBADQQNAVqMhKZAw/V+yAXaxqMNprebrn9/8qpVSPn5F572+fgj2HXpYrT98/sisf/3MI55b9LJEwOmtiixgSldAy7t/xf//bKCRRDRZuAQ9HpkKqwLLWXltfRQDE/2yTiu22WYik79Fq2bucCmhRvH79GDjABGAsNUcEjDtGnT8Ouvv2LBggWYNWuWfv7ff/+NyZMnIyUlxew27iRepGUU10sWFeoCX1HOnz/PpXHOnj3LVvthw4ZxmZy7sbLS/YSuK2FhYfrsTXP3oNK4a1lNB4cK05X0B/1N/M61jaefflrEAJUTUt9UqZmg6s1Uu4esP4SNjXHsRnM7YyvHaC8XvHc9GhG5KhxIyUBfV92xt7UNhItzN6SkHkV09Do0bPgSW4GoJQY1SSUrkKFL1nFQINSx2ci9kozEny/C87m2LIQI6iL92CdfYNfyL3D9xFH89+uPCD16EAOnzShmDZKEmVegIw/BYxvj1rkkhB6LRcTlZGQk5XL6MA0UR+Hf0o3FUP3mrsWyaGS2trDt1IkHw55MedeuIS/sKrvMeAgLQ35qKlS3b/NQDIUCSi8vDmzloZ5uTJYkpacnFF5ekDk4VMh9SQLB3cadh7uBivLl5efpRVFOfk6RQDJ9XSiYDF+r8lX8fhqTgKJpEmc8jwSV4XJpKDDOBOL1aJ5JjcaCvKJ2LI1lUYhKza0xAohq/lDKfo9Gblz1GWdWA7cP6bLjhn7Kwvj7c9/jbMJZdkt+0vsTtnYRmQcOIm7RJzzt+dpsOA0bZrTtE9tu4dhfN3iarJu9JgSVGCCcmZzETYWpT5dUtXng0y+gXtPm5f5MmqQcZJ2KZ+GTn1p0n5DZK3WCp6Ub1+4yzMq6H5AEBFkkzI1LW2a4zp0eRuneSy6gJUuWYOzYsfpwAHIREfTwea+w4BYbUk8v47E0TcJp4sSJHDZDHeSpk/w777zDYu2nn3QhCebeV9I8aZrED33uHj168GsSVlKsMn3mjz/++N4JIOrJ9NZbb/GNx9DlYQjtiCiEWLchAURIAsjaRAA1sDV2L9rIZSyCVkYlckaYJIAIX98JOgEUsw4NGrzArrF+/frpu8RTdpiPjw+vSxd214lNkfDtOa4LkrDiAjyfa8NZIYStoxNGzn6b03f3r/4RsdfCsHrOK2g7aCi6j5nINUzMQRlhZBGiQZ2XzyLo1rlE3DqfyI0iJTcZmfGpcm69IBfUa+oC3ybOXITRFLmjIzdfNW3Amp+UxGKIMnhUt8O5ii+JIXV4OLRqNac101ASFtbWHG/EgsjTA3I3dyjcXCF3dYXCzc1g7AaZnW2lx5rJLGT6mKCqgkSXukCtF0eSYOLpgkLxlK9CXGocRkOXgecmj+M+ajWBMxGp2HIuhjP63xnWAhbZycCuwmKzfd8EnP1xKekSvjv7Hc96p9s7qGevy2Cj8yRq1iyOjXIaOwauTxZWGi/kxLabXPyT6DwsEJ0falDid3415DB2ffclcjPSoVBaovu4Seg4bFS5ChiSiyv7bAKyTsRBdVP32ycsrOWwbesB2/aesPR3rFUZWpIwkQZ6+Dd8bW64l6JDGuim37t3b7aGf/vtt1ykmOZJoRsU1yatu3nzZrbEUAatt7c3nn/+ebz88sv6c4GyaikRgGqt0XKyKlFcL8XB0mvpWv7aa6/xtkh8UUHapUuXom3btmb3d+PGjbC0tOQ2RrRfBG2rTZs2SE5ORuPGjSt0HEjgkQBq3ry52RigslAhASS5HKgn06BBg9jURh+ePtSpU6f4IJJ7gp7QBXWbuLg49s9S4UJCSoOX8LcuHl/1iI8rC6AdiWlIUWv0wdAeHoM5EywvLwaJiXvh4TEQ9evX53ILFy5cwNatWzlAX/qRUdyA+1OtkPDtWa4Im7D8HNyntYbCRfdjoR89xTE06tgF+37+AaFHDuDMzi24+N8edBw6Ah0fGg1ru5JN/UorORq28+CB0pbjbqbj1rkE3DyXxOn0iRGZPFBKPQkiasrqFegArwZObE1yrWdn5DKToP1SuLvzYNe9u9EyCnClNHxynamjonVjno6Cho51fDwK0tKgzc1lsUTDHVEqIXdyMj84O0Fm78BNM+UO9jym13J7O7Yy8XAPar1UVHSRm4sGB5Rs0clyKooPUFslczPZmnBz/Xj7ZZ4e08EPLXwdgU0zgJxkwLMl0G06i7e3D74NjVaDBwIewNAGQ3n9/MxMRMx4AQXp6bBp1w7e8+YZiZuTO27pxQ8VAO0wOKDEKs77Vn3PWV6EZ2AjDH1xNtz86perRk/WsVhkHolGQWah6c2CsiFdYNfRky0+FjUo3kqCHuJJ0NANXRI39PCuVmehoCCfX99NWIBkmeBrE4kRGFssdMuKBI1cbsvCw1TsmBOtdPOnMI1FixZh0qRJeP311+Hn56d3L0keDDJaTJkyhQXShAkTcPjwYUyfPp3v21OnTuV1nnnmGURHR2Pv3r3c3JwSTOLj4/X7SowfP57/HlXkp0BjypgcMGAAu6IoAcoUOqYkgKT3E1JYycGDByssgCqDCgmg999/n8fUjoDUF30wCoqeN28ecnJy2LS1fv16/PijLlVTUHehi0lMTAyLYkIuLzLH2sgt4GbmYtja3gYt7a1xMTMXG+NS8KSfrnCbXG6Fer7jcTv8O4RH/MgCiCARTj8+sjaRj5kKJUrIHSzh/lRrJHx/TieCvj3HoojqhEhQ09SHXn4DrQcMxoE1qxB34yqnzJ/esYXntR8y/I6VbOniRa00aOg+ujHXV4kOS0VkWAqiQlOQFp/DooiGK0di9cHWZCVy87WDq689CyI3X3uz6fYSFPtDqfScTm9gNTI65rlU/j+BBREFXZMoyk9OgSY5CflJyQbjZGjJPK5WIz8xkYcKoVRCZmPDQdsWNtaQWUvTJvNsrGFhbWYerSety8utYGFlxUHl+kFpCZkV1fRRVKq1KlWp0ovz6uS/sAQcvZHMfcuo5QUiTwBnftUtHL6Me319dXIp14ei8gVU7ZmOAzXljH79DaiuX2eLX73P/2ckSE/tvI2jm3Rur26jGpYofiizazPFxcVE8Q268/CHETzh0TIHOavjs5F5MIpdXdDoLB9yJ0vYdfOBbQcvKJysqv06RJYL+q6lITU1leeRtYDERnBwML+mB3vde3IQGjaoWva3b5/zkMvLl41G92CqlE+xNWRtMYVcZCRUpBZWQUFBuHTpEj799FMWQHQNJVETEhLCYQsEbYfu8RIkWGg5iSLJwrR48WJs2rSJ7/kkoEzp378/Xn31Vf47FEhNIRJvvvkmL6N7Q3VSIQFEB4GybgwPjGH9ny+//JLVJbnI1qxZU3l7K6gVUBsB+oGQ6TMqKooLY+oEkBbW1tlYsGEYvrR4FYHOTmZvZjTvER83vHM1CmtjkvUCiPDzm8LiJzX1GNLTz8HRsQ0/4fTp0we7d+/moVmzZkaB61T1lWKAEn44z32A4r8+A7dJzTnY0pCA1u3gv7Atrh0/gkO//8o3hRN//8kF36hjNbnH/Jq1LFPKr52TFZp09uKByE5XcSZZHA030xB3K4O7bJPViAZDqPaQqySKvG3h5GELJ08b2Ltal6knEwkJas9h2KKjJApycriWEQ+pNE7l6QL9vFS2MBRkZHKNo/zMDP10gZRpQRkYNJTR7HxX0FOwoTCiJ0uT10bLrHTiyXAeCbYfX34YK9wvItouGxrqsYYe+vO2qlthkPVQ6vc1tUcg6pGb9o/XdAvbTgLqd8GZ+DP46aIuXmJ+9/lcv4lIWrECmf/+y5+LMr7I5WkY8Hxko64NStcRDdFxiK4FjSlXjx3G9q+XQp2bww8DD854Ff6tzLszTCH3ctqu2/p+f4Synj0cetWDTWt3WJixcN5LyC1C1xqKSzUUOzSQFackJDcRCSG6sdO4NvYKJysQCQ4pBtOQy5cvFytdExwcjGXLlvGxoeUk/qi2mgRdS6WYIoIeMCng2M3NzWg7ZPggt5o5qCQKldEhETRnzhw+tmRZ8qJYxbson1AZVOgbJpVMwacSZCozjMKmD0UuMCpWJ6h70IWEqjO3aNGCzalkmaELkkKhgoVFAXKc/SGzcEWASfyPIaM9XbDgWjS3yriQkY1WDrobkrW1D7w8H0Js3CaEh69Aq1b/4/ndunVj1yxd/Hbs2MFPQ4bInazg8WwbJP1yGarb6UhceQFOQxrAvlc9ozgE2vcmXXqgcaduuHH6BE5t28QNVck9RoOjhxeX+G/Zuz9nk5UVsuoEtnHnQcqISY3PRmJkJpKjs5AUpRunJeZwLFFUaCoPhsgUFnByt4Gjhw0cXK11g1vh4GrNf6O81hG2vNjYlKtAo6E7jjLbWAzl5EKbm8PWJxJV5ILTz8vJRUFuDrQ8LmFejsF7aVCpWFTRGIZxhBQUmpfHw91ASeOWjWQ4/JAl7FIijc7bqmbz2Shcic2Ag7UC0/s2As7+BkSfAqiT+8B32fU17/A8jnEa0WgE+vn34/dlnzyJhGW689/rnbdh06aNfptXT8Tpsr2o8OewQK5qbgq5dg7/sRrHNv7Br+u3bMOWUIqPuxPqxByk776NnHMJnFFGbi7r5m5w6FkPlg0cq6R+GQXTUoAtWRGkMWU8lYRUo45u3jRQ1ig9PJEbh0QPvZ/mS/Ek9FBPlpjqQCarWOwcxQINHjyYhYbk1qpMMjMzOc5y3759xZYZCiVTyDVHA4VEkGuOzg+ySBnqiFojgCit2fBEIx/iVZOib6TE72X0uaDmQ35ogp4sCAcHXbB8usybL5o+5NIoAeoKP9jdEVsS0rA2NhkfFAogwt//KRZA8QnbkZv7BqfE08XtoYce4qwCekpp1KgRB9kZIre3hMfTrZGy8RpnpKRtv4ncaylwHRekD46WICsPxQbR8H/2rgK+qroNP7fX3RvbYCM2ukPpEEFQFBELJcRADOz6xO4WEBsTwULAAiSku2EJa9Z1O7/f+5577+6SbWww8Dx+/+9/avdetnPPec4bz1NwOp1rg4gAVRTmY+dP3/Mg6f+4vgMR128gm6825aJPpItqgmi4wmS0cJqsOEeDklw1ygp0KC/QMjGymm1s3EqjLhBB8vRRwdOPhlKYfYV1D28l3H0UcPdWsv1HXbVHTQWl40jEsblCjk0hWkSEXIe1xnqt7QaX7SaXfQYjLMVFKF/1G+JzbfhRJkM3XQHf7C6E6Ch1fL31t0BU7h4RBz+pHli/UNg5/BHAOwyfHlzMViik9uywuiCbi5wFD1EbLnwmTYLf9dc7XzPrZAmb/NJ3rNvwSAy4qn2t9zVotVj73ms4dXAfr1OR87CbZ0J6FnkFc5kBlRsyodl3BrDX+FKkx2dsTLW0ckuD7icUSaZBRIVGzdZnB4jUkHyJg+g4Bt2g64s4ODqmXCFEhNqGKW5TQN1PlArr3Lm6PhhlbLZt21Zt27Zt2zgVRtdPivZQ3RPVCjlSYKS2T6lCB/r06cNkkyJFpA/UVFDUh0DlMUQ0x44di4uOANGTPf1iXMNolAPcsWMHK0DTDW/FihX8CxXx3wMVvVG4k8Kq9EQthJOJEHnBaLRhw9INqLAdg++rrzX4OpQGIwL0c34pnomLgMp+8fL2ToS//xCUlm7nKFCnTkJOm4ru6QmIhDrXrFnDBKxmUR612vpP7QhltDfK16SzTxkpR/tO6ACPviF13gRDYjtg3J33sbFq6p6dXCSdceQgzqSl8Ni24huODMX1I8I0EFEJ3ZrUMeMKhVKGkBgfHjXTJOpSPdcSVRTpuP2+olgPdYkelSV6qMsMTJBomcbZoPKUC6SICJGngtdp5mUPl2VPBZTuMijd5FC6yxuVgmtpENGiOiG0kB6XrqICD3/yCUeTtJWhCLQVoVxngrvMxuctgZ5Oz4cAKlleZJfqEOytwswh7YFNzwKaAiAgDhh4N/vBfXLkEz72iYFPsDo31/089hjXeCnbt0f4wmerungyK/HHR0dY5DCuT7DQ6l7jnKYW959fXYjCjFOQK1UYd+d81sdqCDaTFZVbslGxMctZ4+PWJYCJjzKy6ZpAZwPViWRmZrKOGA266dZVhExEhyIS9BDumM9n+rItonv37qz/8/7771fbTrW5RGyohpeKoHfs2MHlKosXL+b9RJjIuoq6wJYsWcIkhzrEXMsJxowZw/d4R0s7kSeK8lMDCkXdqSOsLtD7ULs6pRqpTIG6yIioNRQ1Oh9o1lWaRIwefPBBZuF00j322GNc73H55ZfzDYeiQ1R0RjVAIv57oKcIx5eKvkgOAa2ISC+Ul9uQ9OsWXvd/Q9AsqQ9kkBquUiDPYMLfRRWYFFL1ZYmJuZMJUE7ud4iOnsOpMYKjHZQunlSUR11hjqJGB+iG4DUwHKr2vihZfhKmXA1Kf0yGZu8Z+F8TD0WNqIwDCpUb3yhokA9S+v49SN27E5mHD3Jk6MAfq3moPDw5ndCua3eeg6Kiz8kqgEDEwyfQnUddsJitXHitLTeyUKOwbGBipCkzQq82ch2SXm2i+z4MGjOP+qJJ9UGukkHlJmMy5BwqGW+XK2lImcTRTJIB1CnHy45tSlnVfpdlKgg/XxEYq0yG7+0R7OuLw+AvL0ZBpQGRXlLneUsX99YmQKRA/eE/qbw8b0Qc3NUZwM6PhJ3jX4FVJmevLxI+HB41HONihILcki+XsWgmFYpHvvsOpPZuHyLIaxYdgklvYemFsTO71iKsVNf20yvPorKokKUern18IUI7NNyFo0sqQdlvabAU242MY33ge2V7qGqQ9HMBdYqePn2aC3FpdjRNuIJulvSQExkZyUSHogmiSn/deP755/HDD4L3oWv0hgIT1KxEJCg8PJyPc02VkcgxCStSTSX9fl988UVn0TSBvqO///47nnrqKcycOZP/TvS3oOuuI7pTF6hwmoqzKWpHgRHqHLv11ltxodFoL7CaJyv171MOldrbCFT0TPoCpMlCJ+n8+fOZKF2scHiJnDy5DN4u6ZdGoRnXcWqLbB6a83PN+YCN/xmtVo/4uBt5mSKFv/32GxPj4SN0OHHiTUy66jTvW5GejevbN+zE/Up6Ht7LyMeoAG9817NKpJBO2/0HbkJZ2W5ERExHQpeXnPsoZEt6GBTWpo4wKtiv7+Zqs1i5e6ViPenrWPlXQ9YZPmOincKJZ4PJoEfGkUNI27sL6ft3Q1tevXaHrAMoKhQW3wnhHTvzDUfpdv7VxR2RJIPGBG2lkWuNdJVGXtdrzNBrTMKy1mzfJgyj3sL+aK0KcvNWSJkwERki8kQKxTK5hNd5mbbLpZDKaX/VtprH0b5qx7gep5BCb9QhtrNQ83Tv3V0wJNwP7aavRu8I9/PqBfbFtlN4bvVxRPi6seGp6pfZwLFfgLhRwK2/YEXSCryw8wV4yD2w6ppVCPMMgz4pCaenXs9aUGELF8J/+g38WqRJ9ctb+zkCRAX01z3Sl8mpK7JPHMWvb7wAg0YD//BIXPfkc/ANCWvQhb1sdbqzwFnqrYTfxPZw7xncImSVrrFEeGjQQwvdV1xB0WO6l9AgQV26HrcWRC+wiw/n1QvMFVT0XJPtUXiLwmCXGpKSSa770lIobW3odFU3y6AgOYde6YKZnCzIJ7jW+RAq9SZU6s2I8KtNCm4IC2ACtKmkEnkGo7NuiF4vrsND2Lf/BuTlrURM9B2sFu14Urz22mu5CP/AgQNMvki3qi5Ql4r38HZ8UaeUmO5oMbQHCljEzbNfKBdJK4IbJsAUGYrvN5AHpScoLZZ59BCyjh9BTtJxthEgcTkawmeXIrBdNMLiOjEZCoqOQVBUTLPsBZoKighQ2otGU0ARJqPezJ1rRp2FZ4PODBNt01u4domMNc3VZtpe17Iw089Q2o5hg327tfVTtOQ2b0dImQ3W6AoUVFJ04/yRUp3RgkUbha6Ze0d1hCpvv0B+iAmOfQHFumK8u0/w/7qvz31MfqwGA3IfeZTJj9fIkfC7YZqzoH7Dl8eZ/FAHIRmb1iQ/pw8fwKo3XoTZaEB4py645pFn6i12pocL7Z58lK1Jh81oYTNSr8si4TM6+pw9uagbi2wRTp48WctagW5UlFKh+j0iPBfKjPa/BhvHQBxxEIfydNUQQiSu6w0dT6/n+A7XPN7VaqO+dVfl6+ozeRQKi8K6wWCGwVCAw4dfhw1Ux2e1v7cFanXd4sw10ayzmSq3r7zySixatAitCcoRUjU7aQdQq54r6Jc0YcIE7vih9BvlJB2g9AcpXJKYEz3RkZHrK6+8UisV0hgEBAyFl1dTbhbNEctqxs80Q5SLT6DzAJ2OnuSEKE95+WEEBAiV/gaj0GLsQKBCjo0nCzDvu/3QGi24slsY3p3eCyp5VSFmBw8VBvl6Yme5BivPlOK+mCri7efXD4GBw1FcvBnpp95Ft65V5whdSCmfTboWGzZs4Dx2fflpgtzPDYG3JMKYVYnyv09zbRCZqdKgWgevyyPYmPFsT76U6qIoD42BU6bBYjbhTGoKE6EzacnIS02GurgIRZmneRzdKIjOEagFmSwHAtvF8EwjIDLqgkWLXEHRE3cvJY+WhNVihdlkrSJFBoEgEeGiqBPNtJ/XXbZVWzbZYG5wf/XXgUOgjwkQYFRoUVl5bl1lTcXXO0+jSG1AuwB3XN83Elh2h7Cj181AWDe8s/Vp9vpKCEjA9M7TeVfhO++yTYosMBDhL77gPBd3rznFpr1UBD/+zu7wCap+vqQf2IPf3noZFpMJ7Xv3w6QFT0ChrDt1RKakpT+nsIUMQRnjA/9r46EIbT4ZoWjasWPHcPjwYZbFcAXV6dF3lQY9VF+IQvS2BMH6gtr1rS43dMdMV3Cr/dovWGVUn+3H1Jz5ZxzbXIgGiFBcWM/Jc41m22wmaLSpsFpz630Ib3ECRC3Nre2PtWfPHs4T1uzkcYAIUV1fFiq8pdQb5SUpLUd1SqR+SVGrl19+ucmfo0f3D0UvsCZCcOIV9J8q1ccACOSU2LrF5ZRzswILVhxk8kP44+gZ+K8+jpendK/2etPDA5gAfZ9XjPnR1QuVO3RYwAQoP381IiNugr9/lfnjwIEDORRKnQ5UFE3F2K4iiXWBTFODZ3dn00Yq+qQbgWPIg9xZwt+jT4hTTfpsICG5yC6JPFyLUPPSktl+gwpRi7IyuCaDttM4fWh/tdfw9POHX1gEt93722efoBD4BIdwHcfFfNMgw1kljfOYdTiTVYx7PxCWg8slyJZboOaaoKZLATQ3+vPxFkGccP6ojlCk/A5k7QTINmTUU6z5syptFe9/atBTkEll0OzciRK7bxKRH7IxIaQdKGCPL8LIm7sgIr56UWnKnh1Y885rsFrMiO8/iNvc6xM3pKhn6a+psOnMgEwC3yti4XV5dZmIptQBUjMMdWSSPozjqZ7OVXqAJvV2Ij2XUpTHQV5sNrPLLEQkHGTGBguTEWHdUse+NkRIJIJidVXJhEOJumoIlx7Xddf9NV9DYv9fzeNRx8+jjvd1fjD7S5ugUFjQpfNLUCrpGFLZlkICGSorqbZRkItocQJEpITytq0FemKgKvZPPvmEi7BqgvRe3nrrLezdu9fp/eTA33//zeqW69ev5ycKagekgi8q1CYJcEfNkojzA41aaIEnGI0FqHCxKNiZXIhSrQntgzzx1IQEzPlqL77blYnr+kSib0xV99akYD88lZKDUzojdpVrMMivKlXk492Na4Byc5fjZNIzGDhgNaRSZbWuBZK5J0JN3jUk2EXp2rOBCqRpkN6JelsOt82b7donNFQdfOHeIxjuCQGsMdQUUKSnY8BgdOxfZXNh0Gq4QLUoM4MJkWPoKsq54JpGzkkik9UhUyhYpdqbCFFQMLz8A/j1Pf0D4c1zADx8fWs53f+X4eVf9fdyNwWhWKaHpIyeIJtu9NkcfL87E0VqI0d/pvQMBT6yt70PngeLVyhe3vwAr06Jn4KewT1ZcDLvyad4m98NN8B7pHBhL8vXYsMy4fvVc0w7dBlc/VpIHYur336F07KdBg/FhHsfqrM7kWrfytaksYWFQ8gwYFqnZkV96IGDrsvUSi08CAmIiIjg+wYRH0ed1cVBaEywWonIOIalgbl+ocUmg4kDNQZQ+YWjQcCxLrHf6B2zsM2xr+656jUaQ2YkF8FDlcWiZ7Vsf//aXmAyWSt6gRGZuO666zjFRGaULY158+ZxFIduXjUJEGkLkaASpd8c5myuoNY+agN0rVEiYShKiVEYtr4IALVuuzraN9ZMTUTDqFQLRJmecAyGM6h0ecr+56TQ6XFNr0iMSQzFtH5RWLE3G+9vSMWyWVWRHE+5DFeH+OG7vBI2SHUlQIT4uEdRWLgOWm0qMjM/RWzsPc599EWmdC2lP+ncIIJMf1vSn3C05zcERZA7/K+OZ9FE3dEiaPfnw5Be7hxlvwo3DCJCJASniBBEvpoK6hyL6JTAwxV6tRplZ3JRmp/Hc1leLsoK8lFRVMDRIkprlObl8qgPdAF0J9NVXz+u+3Cd3X184e7tDTcvYbjbZ/kl/KDg+veRSYNQYstDQEX1epTWgsFswdItQu3P3cPjoTj8PVCcCngEApfdj5XJK3Gi5AS8ld54oK9AhArefof93hSRkQh9VFCIplThH0uPcMdXeDzZr1Q1CBAyDh/EmndfZfJDXYvj73mwTo0fc4kexd+egClHzfc+75HtuNanKQrORBSoVZ06fSjq44j2kIEmXW+J+FC7eluCxaLj65HecAYG/RloteUwmTpDp8uBxUKmp9Qt2TwjbzJpFobcHpWQ2cmMzIWM1F6m2UFyhH0iWhvNIkDU5k7+SzSo9oa0BerL31L6qSlYvnw5G6rSE3tdoPZ7eoKvKentABXW1SzQdqzXLLpzBdUIkfOtiHMH1dukpBzDrt1XQiIpgtFYDCs/SRmhcwtE0HdrEeemxI69Askc11X4+9w7siN+2p/DvkhHc8rRLbKqSHN6WAAToN8KyvBSx0h4udQJKRS+6NTxKRw7vgCnTn+IkJCJ8PCo8jwi8TM6V0kfhOqBdu7cyZYHU6dObbRmiFQlg2ffUB7mMj20Bwu5O4ZqhujmQYM6ySga5EZkqJM/VLE+kHo0zkupPlBhNHWP0agJi9kMdUkRKgoLUF5YwLVF6tISqEsplSbM2rIyJp/UmVazO60hkD4MvTeRIZWHB5TuHkzSXJeVHh5QuQvrVAguV6mgUKn4Z3mmdaWKo1Rt6YmSzs/PX/gdWSdKYcvdCINeBqk5n7dTV4njmNbAj/uykV9hQLivG67rGQgstmthDX0YZbDigwNCbm5+7/ns+aXduxel337L28JfeJ5b3olgbPr2JCuHk/r3FXd0qyZsmZN0Ar+++QKfH6RqXh/50R0vRsmKZNj0Zkg95AiY3qWWPUxDoM9BXZ6ku+Xq6URdWwMGDOB258Y8ZLQWzGYNdLpM6HQZ0GpPC7Mug2ciP66QSiPg5/ssLBYNLJbq6RaJVA4pkxm5C7FpaG4757qIViBApBvARnw2G3766SceBNc/vENZtSkEiFQ+qeCZhJLqakWkdup//vmHO3taGlRs7RBBI1CUgJzGRTQdRDji4xNRUBjHFxu1+iQk9rSUQRkDWVgEgiRynLFkwFslR5cwIS0WHeiBST3C8evBXCzelIrFN1d50vT39US8hwqpWgN+OFOC2S7+YITQ0MnIzfuRtYGOH38Iffp8D6m0inzQuUidYNQRRqKdJNdArfJE4Jsqx04F0z4j2vEg92uqD9IdL4EhpRSWcgM0O/N40BO1IsJLSKd18OX6IjJnbSlQOoPamGnUd6ZaLRaB/FSUC8NOhBzLlGLTqSuhr6yEnma1mgkTdQupS2i0gFGoRMJESOHmVkWOapAkB3ly7JMrlEycZAol5EpF9XWF67qCo1XV1u3L9d2I+PzsGAdtdjaM7oGwaaVQWQr4+Oao2zYWJosVSzYJ0Z87h3WAav8XQEUO4BMF9JuFJfvfQYWxAh39O2Jap2lsDZL31NN8vN/1U+FpT90e35qL5N35XJtzxR1dWe3bAVIt/+XVhTAbDIjt2QcT7nukFvmha3Pl5mxU/CnUDpEoaMBNCZD7NS6VSxpv1MVFxIesDQgUYe3Zsyc/DNcVmW9NmM2VUKuTUKk+wdcarSYNWt1pGI21tYRcIZN5QqUKg0oVCoUiHjarN5TKYLi7e0IqJTJD51DLmu+KuAQIEIkltQYob0xP5iTY5FrUvGXLFlaSpDQWFdTVVI+kdBzd3MifhL58FIp1heNL2tAXkwS1RFGtloWXVwIToEr1cSgVQtGmVt4OMAPSSiG8nBBR3Tfo7hHxTICoIDqjWIOYQKEOgY4h0vNEcjY+zirE7ZFBkLn8HO1P6PIydu+ZhPKKA0hLfwsd4wXH4ZrGfBSOJ5Ew0rL66quv2EeMDASbUx9G9hqe/cJ42EwW6NPKoT9RzOkxMl51RIdIa4iP91MxEXIMIkgUXWot0M2PaoJoNAaUMjHqdU4yRC38Rp2WrROEWVNt2ajTwajVwmQ08E3XORsMXHgrvKiNtZJonE8QQRQIlECI5C4ESq8FLKbu0KsCINVJ4SsvhtpghrfbuUXsGsKvB3JY9TnIS4npPf2ARW8JO0Y8hnRtLn5IEoTryO6CCp/zP3gbxowMyENDEfKoYIFBUZ+tKwTboUFXd0BEx6qIDUUCf37lWf67UNH95Iee5H+rK2xmq9MKhuA5OBx+EzuwQvrZQMSJUlx0nXWYxtJ3hqI9pA7c2gXN9P7C9UQgOo6h1wtebnVBofCHu3ssPNxj4O4RY59pPZr31dSUUSr9oVCIOkD/FTSLAFFbeWtg9OjRrBHhClKbpFAq1R3RjYtkul1B9T7vvPMOJk2axOv0RSRBRvqCkmcZgSJK1MlFFh4iWh9UdExKoeXlSbj2OhvUlSfh7h7N+yqsgaj86B0cqbTA1nUqEsOrd9h1DvPGsE7B2JJciG93ZeLJCVU1MdPC/PFaeh4y9Eb8VVSOCcHVibC7ezskdHkNR47eg8zMT+DvNxBBQbVr1CglSucR1QMR6aaUGBXOU60YnSPNfeKTKGRw7xLAg2CpMAi1QmnlMGRUwFyohaXMAB2NI0XOn5MFuEER6sEK1I6ZOs4ac1NqaVAbv5Dq8oRvlbF4s0ApGLPRyNEkIkREgBzkyLHNORNBci4buLbJbDLCbDLBYjI61y1G+8zrwj5h3cyzaxcNvT8NImuuMFus+ONoEiTSf3Bbt7vgVwl4BRcju7gSn7/7Ch9D15CWbJiwWG1YbI/+3DG0A9z2LgV0JUBgR3Z8f2vT/bDYLBgRNQKDwgdBf+IEKz4TwhY+y35rZpMFf392jNv52yUGoPdY4TtF0GvUbG9BxfLB0bGY8tiznJZ0hVVrQvE3J/icpOik36Q4eA2JaNTnJ7sDkhwhiRECPSxSlyU9PLSW9QQVuVZUHkF52T6UV+xHefl+mEx1m51SJIceuLy8usDLsxNrgrm7x3B6XISI+nBuqlYtDCqaoy4BV9BTBRnZObbXFcUh0SxSgyRQrQfdxEhmm+Tsqe7n6aef5sJqMcJzfkCKrm+++SYvT746Fmr1Ca4BIpRbfKFd8RWrBLXrMgWJEbUlBm4bHMME6Ic9WXhwTCe4K4UIiadMhtsig1gY8aOswloEiBAScgWiomYgO/srHDv+MAb0/5WJUU3QuUCkmfxvSNqd1KNXrlzJKRAi4i2R/iSDVVKVpkGwkmhgjprrhrh2KKuSdVcsJXoe+hOC9gpDKmESpAh2hyzIHfJAN1ampm2URmtOa/L5Bkdg5HKuGzofoAgBRZ3MRhPrLxH5EgiSqRqByklPweNTBBHBqX184K+2QRlWhtySSud529Ido2sO5+JUkQZ+Hgrc0ssfsFtuYOQT2J6/G1uyt0AukeOhfg9xFC5v4UI2OvUeP97Z9bXj5zQU56hZ7HD0bQnOc4D+raTzQ12E1AU45fGFTGBdYS43oOizIzAX6CBRyhBwcxe4d67uk1cXqBSA6uaond2R6qIaTHrQbOk6KUpllZRuR1nZXpSX70Nl5bFahcjU4enp2ZmJjjeRHftQKC6sp9SljNjYWPYEo3Gp4ZwIEAkQktou5YOpOys1VfC1oXWq16FWdvJtOZ+gojvSfKF0mSMsSxEr8jwRcWGg0abBbBFaYtWS6hequODaYfMRnUO4RTirRIffDuXghv5VT7qzIoOwOLMAu8s12F+uQR/f2j9Pqa/y8gOorDyCg4dmo1/fFfVeIEmLhMjz1q1beZAP0WeffYb4+HiMGDHC6WjfEiAVXbc4Px4OWDQmmPM1MOVrYTqjgemMFqZ8DWx6C8wFWh61IJdwHRKl02iQJpFjWeaj5EJsqZ00/pfA7t1yRb06Nw54hVa1ixsUbvCvoJ+r5Nb01hJsW7RRuDbOvqw9PA99DhjKgaDOsHSZjDd/F+wspneZjljfWJQu/wH6Q4e54Dn0iSd43+kjRTi8UUj1jJqR4Kz7IdL399IPkHXsMBRu7kx+vAOrd1yRfEPhp0c4+kjnR+DMblCGN5yuotID6pqkOh+HRQV1c9HDQUtZUlCtGZGc4pItKCn+l6M8NVvJqSbH17cv/Hz78ExGyK4yFyKEmtxly5ZxI8/jj1el/anWkQxKm+F21eKgiCo5RZCEDT1YuDrMt4aAcWPRrFemIrgbb7yRzSYJ9CRA+ioOkEcYpUDoS0TFxecCyjc3hLr+uNSFQE/1Ii485HJv2GwaZ56+zFb9qTHKv3Z0QCaV4JaBMXjlj5NYtj0D0/q1c6alQlUKXBvqz4XQb2fk45setQuYpVIVevT4CHv3XgetNg2HDs9F715fQiarOxJBIpkk50CaUVRvRl9SIvM0KBJEYf7W6miReSog6+AHVQe/auc0RYbMRIiKdGxCaS7WwUwzOb2bbXxTo1EfJOSp5avkKBRFjKTeCsg8lZB6KXjQ+wqzEhLFf6vl1tVyxGpVw0vvCbO8AIUVrVOjtO5EPpLz1VzwP6NfEPCRXUF/6EP4PeNPpJSmcNv7XT3vgrmoCAVvv827gx94AIrQEDaw/efrk7ytx6goxHavIjh7V/+M41v+4dTlpAcfR0hs9e+DMVeNos+Pwqo2cRQxaE73s4p4UrqLHmAdXbP0EECq6i3xMECdWUXF/6C4aCOKS/6FyeQS9QTg4dEe/v5D4OfblwmPm1ukWITcCFDT0Guvvcapfbr/tsWyiOuvv56DEvSA2doCxq1KgKjmhtIFd911F9tVvP322yw26FpjQUXJxPjOlQBdaKRp9PCSnf2Jo7HfUUkLm6M2+vVa+PM1BK2uSk+JwtMGwz5e9vCIQ3GVNhqUcimCvepOSxLpeXtdMo7nVWB/Zmk1YcT7Y0LxY34J1hdXYF+5Bn3riAK5qcLQq+fn7BVG4fSDh+agV8/PIJPVH7anCwfJK1x++eVMhKgejToTaVANmUPThFKyrQm64Mt9VTzcOlffZ7PYuNPMUqaHudQAS6ke5jJhtpQbue7IZrTCRpYSBToeZ30/Mg/1kEPqrhBmHgpI3YVliZucC7V5dpNxJEvimJWyiyIdVx9s1gp4mrxRJM9DaVnLa38RmXV0fs0YEgPfo18LtT/+7WFMmIQPf5vC+2Z3mw1flS9ynn4U1ooKuHXtCv+bBEPhLcuToKswwj/Mo5rez+mD+/Dvd0Kd0Mjb56J9r6quSQKlWQs/O8pt7opwTwTN6tZgFyJFeuiBk25A9LnpwZbq4qi761xIiMWiRVHRRuQX/I7i4o2wWquuDzKZFwL8ByMgcBgCA4bWma4WcXaQZh49sFHEhEo/6gN1bJMbPB0bHh7OpuXk1egA1c7Onj2bhYSJjNQlREzRm4cffpiFZUk7jyyGiBPQeVIfHBIzX9rVzGviQgkYN4sA0T+C2h0X2/PYdX05KIVwKZijXrEvGVLPi0O5tK3A5hIN9PAfBcMZgQAFBY1FcVlViDvSz43NOeuCv6cSk3tGYOW+bHy1I6MaASJ/sGlhASyK+NqpPKzoFV/na3h5dUavnl/iwMHbUFa2CwcPzkSPHkvPWhhJBIdCxxTuJ1VbGlQLQekAGvQkTESIas3Ot6qtRCaBPMCNR30VbVRrxLVFPAw8WzUmjgJQys2qNjqXYbGxEjCTp/LmpYCYBCmlwqyQ2ocMUmXVMu93nWm7Ugqpc7nGPplEKAKXuyzT3MLRAJtVDTezD4plUhjKq7RsWgp7TpfiYFYZk/3b+4cBn9k9OIY+hJVpvyBXk4sQ9xDclHATa/5UrF7NTyvk9C6RyZC6rwApewuYZI6+PRFyhRCFLD2TizXvv85ppG4jx6HXuInV3pdqzRzkh/y8gm7vyoS2oagP3RzJrNTRLUkCos09v0lIkCI9+flrmPxYrVXXBCpODgkej8DAEfD17V1NrqItgU1hra1vzlsXPKQO5ebGgaLTFCkhkeD77ruvzmgdNXxMmzaNCcUNN9zARPeee+7h6x2l0Qg007lAaSiKvtBrESmy2mwwW4VsC+mnubm7Y9XatfDx8cWnH3/M18qDJ07A3z+gmoWpzaGobd+msVh4udhodriRMdb/uxUJ3brB5hfApteEXiNG8nV34/6D6Narl/M1HbNZb0SJyYxv03JQJpHDQjWARLhtNhjUla1HgIg9UlFxQ6BfquPLdDHDVy6DzEV0rz7YWsmUtKnpW1sbONYqq/rilnlPRBhSYbXo4R85G8bkJOe+iDrSX664bUgsE6Dfj+ThqYkJCPGuCt0/SFGgM6XYUqrG9lI1hvjXfaH29e2FXr0+x8GDs1BWvocjQhQZcnM7e/cLRX2oPZ6imQ5fI9IPys7O5kFpVqpxozoiKqZuK2aOFJmhoQhp+PfLFya9hbuDrDozrFpz7WWaDRa+kdJM5Ip/Rm9m8sSvY7QIruGoMhltNRAJkkkhkUuqkSNWLpa77ONZWOZ9juPkUmhd3OApPSu3+qBYKoOkFdSgl24Woj9T+0YhOHk5oCkAfKOhSZyEj1cJYq539boLbhIlTr34Eq/7TZsG9+7doK0wYvN3wvel7/gYhMYKDQMkU0DO7gaNhk13R8++u9p5R2kvqvlxkp9ZXSFVyestZ6AuSHrypmUiPFdddRWnfJsDEh7MyV2BvLyVMBqrOh3d3NohNHQiQkMmwMur+Z2W5xNEfuK2VO9KPl9IvrwbVDIpiHMwUbCR3SmYiAjWp8K9gRzE9BYr9FYrBk2YiMQePfHw08/g9SUfocAgfB/TtXo+/rnX38DgESMxbcHD/LoDp96A6QcP48XXXkf/qTfgVHIym0d/u3ELPLr24Nd/5L0PMaV/H+QZTDim1uHAju3YtWcP/kk9DaVKRe5lmLnwBfz8669Y+t0PmDpzVoP/LiI+9Fmy9dUftk7n5rGVT779MzP8hEh7ak4OwhKrN0cRbGYLNBYr/iytQLa1+vlk1ahbjwBRaLS8vLzBY0gavaZez8WIfUO6imaoTQR5ADnoyCmDDaMShc6aVG31Gosw74a78kgJuk+0H/ZnlmH57izcN7qjc1+0uwo3RwTiy5wivJSei9V9OkJaz0WV6gn69v2BI0AaTQp277kG3bu9D3//QY3699CTEEV8aFRWVnJqjAblqcndmgY9MdF54nC2ps6Jtu47RzchCaW5GogMNATSlGFCRATJZIWViJDJKgzHcs3Z9bi6jjdZYDVaAbOV0318pXYFRazoKfIc6pW1RlcCpIZZ4QONWQY/IictiOT8Smw4SQKLwB1DIoFv3hN2XP4Avjr5PUr0JYjxicE18degbMVKGE6ehNTHB8EP3M/klMiPXmNCYJQX+k0QBBpp+7qPP+SOL/J5m7ygutYPFdIXEfnRmVlnKmhm/eSHPBepUNbRvEKkZ/LkyU1ua+doT9EG5OQuR0nJv87tSmUQwsKuQWjIRHh7d78oSE9bwQm1Hm6NtCMhomaw2lBgMGPewucxd9IE3DBvPpMDQqVZmFNOnsSIiVdBb39wIfQYOAhfL/4QBpMZqUlJXHCc0Ku388G7fafO8Patuo8nHT0CrVqN4e2rpyoNOh1yT5+CQupideo0Pq1ad6PIFnV8y2UuxwAqqYR/NkApd/68zix3BiFClPIqf1X7/5thgUEuw11RgTAplNQ4y9pwtN+oVqPKEKl+NOvKR7UQf/31F4tH1aXYTAJzpBkxbNiw5ry8iIscRJDvXLuBIzSZLsycvqBQqdDhf8ugy1YjLPDsxHLG4FjszzzIJql3j4iDwuWi8EBMKFaeKcG+Ci0XRd8YXn9tDrXM9uv7Iw4fuZPb8g8cnIEO7RcgJuYOuwdP46UaqA2YBoVnU1JS2A6AIkMOI0gapDZM0SEiQlSUT8XUl5oMA0VTSAjSyXZbATYiQBaBDBHhspnt6/ZlG13k7TMTJt5edbyDSPF++lmzFapiLdbPWga1qRSp5pMwKgPYDsPdXMrElm7ULdHivXSz4Pg+vmsY2mf+AlTmAt4RKEmYiC/t0R+yvJBWaFD4zru8HnzffZD7+yNtfwHSDxZyinjM7QmQ2TWhDq//Eye3beaiZ3J2dxW4pEL5ws+OcNROEeWFoNndOBJYF6jjZsWKFUyC6KZHRc59+/ZtEkmhgubcvBXsv+dqLREQMBSREdMRFDS6zaa3zgaKtNBv7siQrjCTkCc1JjAft/E6LVscy/a0S5PC5GcBEQL6U7BbmP2mTjd4wSJVIA5shyoRjjVIJAhSyjF+5AiMGDsWH7+wENNvFVwY2rkp+TilVAJ/hYxLCBx/5ZMqBS938nRDml0EtIuXG2R2okLvRwH9cJUC3b3d8YfJwLVDdTUnUcAjyKvh702ISsGfnz6DK+KjInF8/z7+rA6cyhPEY7tGt0O4y3YH9DYLKuUy3BIZVIuHVFSoWo8AUV6QaiRIgXnp0qXV9pFS86xZszhCRMeJ+O+Bbv4DenTHr+45yHAJaRaaTHzh9g6JhcVQiSDvs99kruwehhfXKnGmQo91x/MxoXtVC3OYSoGHYsPwfFouXkjLxZVBvvBT1H9Ku7tHol/flTiZ9DTOnPkVaelvoKh4AxITXufuk6aCIj5006BBBaSkJJucnMyDyJCjgPrff//lG0twcDCTIscgoc4L6ZV0MYALrCk91YL3Ueqs63y0BGZrJNKy9sGojIXZIEGQrRQx8Z1bRA06r1yHVQeFC/idQ6OBn4UaCzI8/eT4MmjNWiQGJmJszFgUvPASLOXlUHXsCP/pN8CgNWHLcsFEuM/4GARFeTttLjYu+5iXL58+A1FdujrfjyxZuNur0gRFmAeCZ9VPfoigU/qWUl50TlJ3jkM0tjEgb7+s7K+Qnf01zGYhE6BQBCIiYhoiI6Y5RU/bIiiCVmQyI1Nn5LTOGaOJU0U6vR5jzSZAq4eFauIaSWaInNANXWEnjhJ7FIK+1TzzqCIyHKUgEkPb7MfV2m4nHY0lo6SPZpJJEWknCe+8/joXEfdIEERkKapC6JaYiL07dnD0xYF9O3dwxNpLqUCPxESYzWYcPXCAa3wJ9HBHRc/CZ5TwtY66A4k0t6RtzIUSMG4WAaJOGarOprY7erp1SKDTB6e6HzrJnnnmGa6fEPHfRHt3geGf1lXlKgqNgqiZhOtFwJYAZ4NKLsP0/tH4cGMqvtpxuhoBItwRFYzleSVI1urxSnoeXuvccBcJdYElJrwJf79BSE55kdVld+2+CrExdyE6+g7IZM2Twac0mSP9Rec/GQZTGph0hWjQAwF9uWk4vOzoIkLfGcegmxHN9KUX0wWtB4fnlVyqhBIWGJU+UOik8FeUsFFpSxCgz7ee4qLRQR0C0KvkL6A8E/AMQU7nsfhhzfV8zP197ocp/RRKfxAsMEKfegoSuRzbl5/k+h+/UA/0vVIw9SX7kdXvvMKCjh369Ef/Sdc638tqMKPoy2Msk0BaUNTtVZcJL93cqMaDimEJdGMhL7zGpmqJ+JzOWIKcnO9hteqdBc0x0XMRFjYFMlnbiHBSoW2W3sgkJ0NnRKbeYJ+FdV0dhc1RUhuG+kg5lSSxkx/6CsrJx466MnlUJzVy+7LrdiE6c2G/u+SOQBp877//frXt1O1FxIa6q6gIeseOHWwx5WhmojpGigRSK/2SJUv4+kTih67RUOo2I7JC5w11m9H1joqmqeGJgiLUEVZfxJEyQzRTyztJjTiapaju7EIJGDdbYYja7Yjg0C9w165dnA6jJwr6BVLkh9onRfw3QZoPv779OtTZRTh96xynMS4RIJvJhNy1X8CgN8Pn1t6Ner2bBkZjyeY07EwvQdKZSrbLcIDyxq90isR1B9PwVW4xawQN9Gs4J0OfJSLietYbOXHycTZQTT/1Lpupxsc/jpDgKyCRNF8bh16fTFdpULqYQBEhqhWii4WjbohaSGmdhivoC+8gQ2T/4ngtatMnoiXi3GCymvHO7mVcd5QQrYRB4Q5fLSDzLcYrLz6PdgEeePLJJ5tdw1WuM3HKlnDX0BhgnT0YP2Q+Fh/7HCarCQPDB2JIxBBk3X0PKz57jRkNz0EDkZNcymanhJG3dHZ2fa3/dBHKzuTBOzCY3d0pkkqg1B7ZW5iy1ZB6yjntRdpPNUE6bcuXL2dSTqCuHZJ7aMzNmlJdmVmfs70MuaUTvL27ISbmLoQEj2tSCrkloTZbkKzR46RGjyTH0Oo5stMQ6F9MKZ1IlRIhKjlClQq0lwEBujJEuSnh6e7GpKcpUZi2BhL+Jb9DV5DHJqU9qQ2eSFB4eDgf5+gAc/h8zpkzB8OHD+emDmqDp2CGA/T7oOgh6fyRTVVhYSG3y1O5Cx1fH+g9SazRAcd1kWonSXD2QgkYS2xtQSayDYJuWKR4Sk/uYhF0M4qg7e2zIWu349DofpyuWnAyE9+m56BgouBqvSclF/3iq0d06sPd3+xjg9SbB0bjpSnda+2//0Qm1wFFqhTY0L9zg6kwV9Dpn1+wBqmprzrrGMhTqH3sfAQHjz0nItQQ6GGBnojIqJeiQnQhodkRQa0PdC4SEaJzk3LuNDuWaV9bL7xua+fnFzffC718IApkL6NblBXXPS90XVFtTHPNPRdvSsXrfyahc6g3/hyVB8kvcwH3AKTN/A1T/riZu3q+n/g92qdqkEk3H7kcHVb/BnlUDJa/uBtl+VokDo3AyJuFTqwT/27E7x++xaRn+nOvIaKTkNqg86Tsl1Rodp9hCYHgO3pw4XNNUArjm2++QVFREZNrKl2gJ/ezwWo1Iif3B5w69QFMpmIn8Ynr8DACAhpHnloC9O+kiM6BSi0OVehwUqNjspPTANHxkUsR46ZCtLvSZVbyTCRHZSeQNc1QSRW+rrpWEW0PDf3NGnv/blNeYCIuTZzSGZgAnaELlsvNPdCz8TfrWwfHMAH65UAOHruyC3xqpCle6hiJXeVqTrk9kpSNj7vGNOoCTceEhU5CcNBoZGR8jMysL7hImgxVPT07oV3UbQgLm1yvivS51ElRdIcGaa64pinoRuUgRESSHIMiRvTFplEf6AZHhdr0paeZBt3saVB3D93UadAyfYb/OtxlHqiUAb5aKWzyxmmHNAS9yYIvtpHTHXDnsFhI/n1Y2DF4Hj468RWTn1HtRqFrQCJOvy6kwvynTYOqfXvs/f0Ukx8PHyWG2AUPywvysf6zJbw86NrpTvJDUG/NZfJDIY2AG7vUSX6oU/Hbb79lQkfnAqVG6vJTrImS0h1ISnqWldT59+QezcQnJOTKVnsocKDUZMbBCi0Tnv00V2hRbKruCeZAqFKOzp5u9uHOc7yHCv6NfAAS8d/GOZ0l+/fv57AW1TQQ0yLGRaEtCl1RuE2ECMJpnQGD/byQrTdxF46r2GFjMbhDIDqGeCGlQI2f9mVj5mXVi5a95DIsTozB5P0pWF1Yhu/PeOOmBrrCaoIITocOD6Bdu9s53J+VtQwaTTJOJj2F1LTXEBF+PSIiboCnZ5USb2uA8u50g6p5k2JRNq2WiRDVF9H3zTHoCZ9mSj0SSaJBJOpscBAiyvE3NIhUOQY9aVEa7mJNDdSEm8yLlFTgo/eETnb239nZQAS9sNKACF83TFbuBYqSADdfpHYeg7/+FLpy7ul1DyrWroX++HH2+wq6dx4qinTY+4eQnrpsajxUHgpYrRb8sehtdrMP79QFg64VPMMIuhPFKP9d6DLzndAB7gm1z3WqPfvuu+/4vKCU6i233HJWHy+DsQipKS/jTP4qXlcoAtCh/f187rdWRxeJ2W0rVWNraSW2lamRqq1SinaAUlKJXm7o5e2BRC+B6NAQiY6Ic0Gzz55HHnmE5a8plO8KMpRctGgRFixY0KAkt4j/Digq4whjgzRe7HBtaT8b6IY7Y3AMnll1DF/vyMBtg2NrqUj38fHEY+3D8VJ6Hp5KzkZXL3f09G5a5IZMU+M6LEB0u9nIy/sR2dnfQKfPRGbWZzy8vbsiLPRqhIZeBZWq/px3S4P+/Y7oTV1O9fT7JeJDOkV1DUr70CASRYPgutzUz+JKimgQKWqpQfUA54tgqeQesJm08DR4Ie8cO/IsVhs+2SKQktmXx0K+VSA8GHg3Pjr5DUd/xkSPQUePGKS9czfvCpw7F/KAAPy76BB3H0V29kPH/sJ5tWfVT8g5eYxNTifc+zCk9s9HZrkl3ydx27XngDB4XV5b1JO0fajmhyKK1Kgyffr0Blv7SVGaipupM5Jc2SmsFBl5M+I6PASFomVLADRmC3aUa/AvEZ5SNQvs1Uz6dnBXobePB48+dtLTWF0cESJalQBR4fNbb73FVeNUqU1KuVQARfUM5KFEhVO0n9rkSGpbxH8bFAEqMVmE7gsXAtRUTOkThdf+TEJ6kQabkgswqkttAjIvOgQ7ytT4p6QStx85hd/7dkS4qul1MWSXER09myNCxcVbkJPzHbtWk3s1jZTUV+Dr2wdBgSMRGDQSXp6dL2hUhN6bojM06Gm/IVAXBhXFOkgRLTc0HFElGqwebbNx/p1Ga0bCiAjVnOtbbsp+iog44C7zBIxlcDP5oOQcCRDJNNC56euuwM1+x4D8o4DSGyldxuLvvwWFXDI8Lfn6a5hz8yAPC0PAbTNw6lAhTh8phlQmwbDpwnlUmHEK21d+xz8zauad8AsVIoKk0l389Qku4FZ18IXf1XG1zjtqXaZiV/o7d+zYke0PGiqe1+tzcfzEY9wM4Kjz6dL5Bfj49EBLodBowrqiCvxeVM7Eh7qtXNHF0w2X+3vhcj9vDPTzFCM7Is4LmnWWUdscPYXu3r2b88oOREdHc5h10qRJ3IpHREkkQCKoBoijP5T2sgK19HapLojsCZQNR2u8VHLuCPt4SzreXZ+CkZ1Dal38Savio66xmLgvGSlaA244mI5f+8QjoJkXVOpwCQoaycNoLEFBwe+cHqD2eTJZpZGW/iZUqnAEBY5gMhTgP6RB09ULDSIBjrqgpoCID+kdEREi8uNKjCjSQPsaGkQ8GtrvWvxNr0eDXrul4UqAVDIP2Kx5UFm9z4kA0Wf/yG57cevAaLhtv1PYMWAOPkr6nqM/pPkTJwlB2lJByyfkwQdglSrw74oUXu81JhoB4Z6wmM34c/G7sFrMiOs3CF2Hjxbew2pDyYokmIt03O4ecHOCYPPhAjKU/PHHHzkyn5CQwAXPRP7q+8xnzvyMpOTnYbGoIZW6IT7uUURF3dIinV0ZOgN+LyzHn0Xl2F2uqRblIcG7Yf5eGOrvjcv8vRCsFLsbRZx/NOuuQJXX1K7mSn5cQXlm+uJ99NFHuNgx9LV/IHOrvxvkbM/8Zw8KSM7p58/1/SWt8P4WF6sBIjenXQiQTw3PFuQdApbfIuikJF4DXL0IUNV/Y75zWAd8szMDh7PL+Yl7XNfaBZ0+chm+6xnH9UCkD3TjoTT80DOu0Z1h9UGpDOCbAw16aiaTx6LijfzkbDDkISf3ex5SqYqjQ35+A+DvNwA+Pr2arS/UlkBkk7rMaNT33W8u6GZMEQsHGaJlGkSCXOfGLJ9tv6tHIdcA2bSAxBulNmmLmJ7OiTgF7DwIKDyQnDgBf6+b7Yz+FC1aDKtaDVViAnwmTcK+PzNRWayHl7/KaXexe9VKFJxOg5unF8bMucdJ8is3ZkF/ooQ9zwJvSYDMU1Er8uMgP/QASlot9QltmkzlLAFRWPg3r/v49EbXxDeaJQjqigqzBb8VlGHFmRImPa7o4e2OCUG+GB/si84ebpdMHdl/GTb7Q4tgeiosOUSxa647jq/aJ8wOb0zncS7mqfaXcFmvWjEajFAbzPhxXzb0VimnoK12tW5ta5qhNlY1tCFdgIsFpVoTpJZzMB76D8JmtSJsxtvCskGKCrMVe+wXQx+Zkvdd0TUMbiTvv2KGQH4Ix38FTFrgxh+oTarO1w70UuH2IbFYvCkNb69LxpiE0Dod5ekJc3nPOEw5kIJDlTpMPZjG6yQX3xIgM9WoqJt5WCw6lJbuZDJUXLQRekMuSkt38DjFxEEJH59u8PHpCR/v7pxaIAG51u6muZhAN0OKVNBoCRuKhkBGtmR5obTJ4av0A6xaGJXeMFvleHTmeIy89akmt0Iv2ST4aU3tEwm/PfbOr36z8BEZoAIYFzMOsZVuSFsurIc++ig05Sbs+0sofB48JQ4KlYxTXzt/+sGZ+vLyD+BlfVIJKtYLx/pfHQ+lXR3aVYGf0l4O8kOidPV1+VVUHMaRo/Oh12dDIlFwkTOJgEqlzftukA3E5pJKJj0U7dHb01v07kP8vHBlsC/GB/k6lYpFNPKBgNPNwrLVdXYQCfvN3mGK6jhW2O5iolrjdVDTpd3mcG4XFuokM87jhG3CZ2yasXeL/47MRpRpTViyKQc5lYK4rgNWQ+NqG5t1xt944434/vvvWaSorjA6ten+9NNP3HJ5sePXeUPg5V27CPBs6klnOzHO+vOt/Ppnw7m+/yMr/ZCUXwlPmwz0vE0XRoIX5FCFd0KPXvGQJa8FSk8DXqHApPeAlbcDKX8D+5cB/WbW+9pzh3XgQuiTZyq5NX5ij7q1hKhL5Kde8Zh2KA1H1TpM2p+Mb3p0QJxHy0ZjKN3lSJPZOtmg0aairHQ3Sst2oaxsN4zGQnvKbL/zZ+RyalHvDm/vRHh6doSXZyd4eMRBLm+e9oyIxoNEJcmKhCDVy6CUWGFUeMNmlKF/pBzBHRKbZFFyPLcCG5MK2cbg/g55wK+7AJkKSV0nYt2GOznKStGfwpc/pNwePIcOheegQVj/xXGYDRaEdfDhwmerxVIt9dXl8hH8+pZyA0p+qCp69uxfPepJ4oZU8EzRLTI0pchPXeSHbng5Od8iOeUl2GxGuLtFo1v3D+DjXdtpu7Ht6t/lleDz7MJqmjydPNwwLcwfU8MCWP7iP0NYrAJp4dk+HBEJKy/b11232wdZ2jlIj4PsXOyQ2D3M+PHU7mPmCPpVM0q1G6IK++xb7dscr2Pf5PLagNlohVop41IItVmw6qCHYfoemnQaCO56rUCAnnvuOZw4cQIDBgxghUdSFHUUQZPvEalMUhs8HXexIz6ENFVaNtz/X0B8iBcTIF+TjQkQydAT5PYiaIrk4OjPwsF9bwc6XwmMfhb46wlgw/NA1ymAe5ULsSv8PJSYdXl7vLchBa/9eRKjE0LgZlfMrYkEL3f80jse0w+l4ZTOiIn7UvBx11gMC2idvyl9Wb2Y0HTk6BBdyHQ6ssI4gIrKI6ioOAK1+jh32lDqzFF46oCbWyQTIk/PeGH26MDRImpHFlMGLQOKMFGkiVJiGokBCokNJqUP3LQS+EhLkFWiQ1/BgaJRIJVywsQeEQg9aFfN7XsbPkpZyYvjYsehXYENp9ascdb+nDlVjqRdgvDm5dM68d923x+/OVNfY++Yx9uo7qd4eZJgcBrhCb9JcXXq/FDakGwFpk6dWid5s1gMOHnySZzJ/5XXg4PHIaHLa83q8CIRws+yC7HyTKnTViJAIcOUEH9MCw9ADy/3i/pcJYJitlphttBsg8lqhcViJzeW2iTHsd4aEIiB3RjVPrMhql2l2kEepDWPcbHlELa7EBIH0ZDYX59Xq/bVue5yfC0y40ponGSm9f/+er0MxjIlnr6qbiHEViNApB9CoIt7XVEe2k756JqhbPql0EVHxKUNKjJN/+c7lKeXoFNn6n4RQt8kLW/V6lG+6ydsMmzHjQH/Cns62W1TBtwB7PtS0E7Z/Qkw/JEGo0DL92Qis0TLrcfzR3es99h4Dzf80bcTbjtyioXVbjiUhgdjQ9lIlfx7WhN0zlNdBY3wcMG/yWo1QaNJ4VSEWpPEyxpNKkeK9PocHsXF1d2WZTIvFqMTRjsmSpSG41kVwRGli/mmcz5BZGHPnj0sATCud3eoJBIYFJ7wqrTh5xNpOHPmfUz48IVGqWqfLtJg7WHBumJB52Lgt38BqQJJ3SZh/cZ5QvSnx10ofOodDqt6XzkeqoQEbH1d8OPqMigMobE+qCgswLYV3/C2YbfMgqefPy9XbMiE8VQ5JEoZAm5KgERRFdkhPSgiP/R9o1Z38neqq+DZYCjE4SN3oaLiICQSORc6t2s3q8nny95yDd46fQYbS6rqKxI93TCnXTCuDfFv823qJFKZU6ZDTqkOuWU69n0rUgvDajbixgQ3mPMrYZM1v7uRDU6l9uESkXBsd5ilCtEKhxGq/Rg+tvr6+SITDYG6uckTjMalhmYRIGp7v9B/FBFt+wbz5+dv8bLnNLsWCoD+Pp4oqchD2aYv8OUm4MMnvKH09gXCegoHyBTA8EeBn2YDOxcBg+4CVHVHajxVcjw5IQH3Lz+IRZtScW3fKET61V87Ql0mlA57KiWbw/Zvn85nDZK3urRjgnQ+QYJylPqi4QqTqRRqTaqdEAlDqz3NFh3UpUORIxp1gQiSm1s4lMpgqFQhUClDoVTRcihUyhAolYHs2C0SJeH8/O2333h5Qc8ZUMncUClxh3elDa+tywfwOkzv/K9RBGjplnROWYzsHIz2x14RNva+GUvShOjmFbFXIOJ0JTL++Yf+SAiefx+Sd+cj/1QF5CoZBl0Txw+MG774CGaDAZFdEtFtxBj+WX1aGSr/Eerj/KfEQxFUdX4TeSN7C1J4pppM0vmpq9W9svI4Dh2ey0X6crkvundfhAD/wU0mPm+eOoNNpQLxobOHanrmRAVxjU9bOZ8MZgsyirU8ckq1AtmxEx6ai9T113JGestg6qTidJSDdJDPoFwmgVwqhZwIjcxuhOogOHbCUnP9fIO8vEiQmPw5H3/8cef2X3/9lWvB2kI67aWXXmLDVDJBpe8VibfWBHmIbtu2DUePHuUORodhapsjQJs2VX86FSGiPph0ZsyKDGLtj6fiIjCz5g08si8gczkNKfW18WWgJA3Y+zlw2f31vvbknhH4dmcmdp8uwYtrjmPJLX0b/CzuMine7hKNy/y88GhyNnaVazB6TxIWxIThrujgWv5A5xsKhT/8/frzqJm+0OuzoNNlQqvLgE6XxTc0IVqUB5OphAmSgzQ1BCp6VSoCoFAGQKkI5JnEHxVyX8gVvjzTumOZbppEmqizra3c6FoSBomRW+GLpFL4aJp2o8iv0LMqOeGRbmpg7T+ARIaT3a/Ghs33c/Tnzh53ovD+F/gY3ynXQBoZjR0f7+T1vuNj4OmnQsru7UjftxtSmRxj77iXPb+sWpOz7sejXyg8eodUI3BUg0ndbGR5QtIjdRWOFxVvwtGj82GxaOHh0QE9e3zcpC6v/RUavJ5eRXwogjstLAD3x4Qi1v3COb+XaIxIK1QjrUDNc3qhhmeKBp8tE+WhlPGDUqS/O8J83BDkpUKQlxJhXjIESysQG+gJL093eyrp4jnfKQX02muvsZM7eQW2NRiNRlx//fVsdPrZZ5/Ve9ysWbPYXP3w4cPn5XOJalMiWhVnKnRY0ynK+YRWoa+RAg2pHgWBVAYMfQhYdQ+w/QNgwFxAUXdkhy5QCyd3xaQPt3Ix9G+HcpkUnQ3XhQVgAJGgpCwO579yKg/f5RXj6bgIXBXs2+YufDKZyl4TFF/nfupCo7Z8ihQZDAUwGgt4NthnIw07SbLZTDAY83k0BUSc5HIvjjTRLJd5QUYzb/PkQnCZ1A1Snt0hlbm5zG68X9hnX5a6szQAac+0lsVCY6CTmOArdYfNaoKPtmmRwM+2noLRYkX/WH8kprwnbOw5HUvSBRuJ8bHjEXY8H1m7d0OiUCD4nnuw/+8MaMoM8A50Q68x7WDQavHPF0v5+P6Tr0NgVDQ/sZf+kgprhRHyYHf4Ta6q+6F9q1atQlZWFt/0iPzUZfaYl/cLt7nbbGYE+F+Gbt0+YHHPxiBXb8TL6Xn4Mb+U1+UuxCfmPBIfqsU5XazB0dwKHMspx9Hcci44p87chrTCYoM8BJLj58FEh5aj7LOfR902LoKxpgYqhQyyi9Ajb8yYMaz+TVGghhwYqDmJ6nbp2PDwcMyfPx8PPfSQcz/5D86ePRvr169nOx4SNa4Jit48/PDDfB6STle/fv3YFaJnT3skvw446oG//PLLeo95//33eSYfRJEAibgkUFhphMliZduLOkPQIVXmjk70mAZsegUozwIOLW+wIywxwgfzRsbj/Q0pePqXI3wzCvc9exs1tcl/16MDX+RfSMtFht6IO46dRl8fDzwQE4oxgT5tjgjVByIU5FF2Np8yiiSRqzeRIZOxBEZjMUePTKYymMzlMJvKeaZ1M8/lMJvJeJVaX0mfp5RHS4PqUogICSSKiJIKUqkSUokSEpp5qCCVKHjZue2s646ftW/jdQV0uioSroMJITJ32MxaeBmq0q1GsxUN9eOVa034dqfQlv5ITwPw15+ARIoTPabgn38XVEV/7hBSEv433Qi9WwAO/C1Efy67Lh5yhQxbvv0a6pJi+IWGY+C103if9kABdEeKuHI14IbOkCqrippJaZ9SBNTlRTU/dUmSZGR+itRUIR1Hti0JCa81imRqLBYsyizAkswC6OyhlOvD/PFwbNh5IT7ZpVrsOV2CQ1nlOGYnOxpj9fZmAn0tI3zdERfihbhgT3QIFua4YC+EeLdcpJIbGEy13/98wF3RNDsYKnx/+eWXcdNNN3EqKSpKeOh0xb59+1gVfOHChXzubN++nYWKAwMDOY1GoDk3NxcbN27klCq9FpEiV1AkhyKOf/zxB2v+LV26FKNHj0ZycjJ3WF5MaDYBIjHE9957D4cOHeJfGIVla4L+gKRPIeK/C0o/szmknzuKKg2NI0BUCzToHqEjbMeHQJ/b6tUFIswfFY/NSQU4lF2Oh1cewtezBtapDVTX+Xl9WACLsy3KEi78+yq0uPXIKXT1csO90aGYGOwL5UX4RFhfJEkmo8Lps0fJXD2iKIVCXWtmixoWsxpmGs5l2q6B1arnSJTVooPFqneZ9bBYdbBY9LDyrHMe61A0oygFRadonA/odFV2LHqJEUqKANl08DBVUR6KPPj71t8p+OX203xz7hLmjf6Znwgbu12HxaeF2qLx7ccjeG86co4ehcTDgz2/Nv+Wzn5fER390KF3MM6kJuPAn0Jn2Og590ChVMFcqkfZKuGa6TM6upreD6k8042JMHHiRLRv377WDZtUyTMyBAFaKnTuGP9Eo/Sm/ioqxxPJ2ci1t7MP9PXEc/GR6OXTNC+9pkR3UgvV2H2qhEnPnlMlyC2vXXzsppAiIdwH3SJ80S3SB10jfJnouLuQwtYCkZ/E//2FC4Hjz18BjyZqllG9T69evfDss8/WmWZ6++23mag884zQqdipUyc+p9544w0mPkRgiNSQw0P//kIanl6H6nFcvT5pP5Ei8gAkvPnmm1xvRCKcc+fOxSVPgP7880/WmqC8HrFEegqpq/ugLRRfibjwyCvXMQEiIlQLgfVELfrcCmx+FShOBZJ+BxKuqvf1Kbr09g29MPH9f7EttZgLU+8e0XjXdk+5DI+2D8dtEUFYmlWIZblFOKbW4+7jGQhSyHFjeABuiQg8r+H/tgK6eXLKS94024yzQRBsMzIxIoLEhKkaSSIDXRPPzmEzcqqq7nUDr1OHnc2+z3EcH+OyTpEtVwKkkgUC1jNws1SlklIL1Ojdoe7PXqox4tN/BdPTx/tYIPmHSI8Ex3pMwabtj0MqkeLObnegcMaDfEzg7behTKfESXvb+5Br41ksdN0ni/gJoctlwxHbo7fd6iIZNoMFymhveI+oMr2lh8yffxYKqwcOHIi+ffvW+n1S1IcMewnU6RUdPfesUYR8g4kbA9YUljsjo/9rpVQw1UxtTirExqQC7EwvrpXKokLjbpG+6BPtz2SHljsEeULexrvL2hKoDmjUqFGcoqoJkq65+uqrq2277LLL8O6777KGFO2n+7jruUW6Un5+VXIkFPCgwnuKGrmCPAMvxmBHswjQY489xiG3H374gS0v6lMcFSGCkGd/sitU1yBA1OHlXk/BHu3rNwvY+o5QC9QAASLQU+H/ruqKJ385gtf/Osk6RGMTm6ZEHqpS4H/xEZgfE4LPs4vwVW4R8o1mfJBZgA8zCzDIzxPXhPhjYrBfiylK/1ch6JNQqksFBRpXm9JSyM0l7aXLeFkPE1SUArNpIUEVyUspqF9Knzy/Kg1mjkwMz13qLN7/MEOI5kxsPxGBW44hLzUNMl9fBMycibVfpHHAK75fCELb+2Df2lWs+aPy9MSIGXP45zS78uwt71JOfUmo6pi2azR8rSUJkbi4OIwbN64W+UlOeQHZ2ct4vXOn51mDqiHQz1A35HNpOazUTm91d7sQloagZoGWgNliZXsQIjwbTxbieB6lU6tHd4js9I8NwID2Aegd7dfkqEdrp6EoEnOh3rs5GDZsGK644go88cQTzrRWS0KtVnPtUF2NUK5E6WJBs842CpVR8R3lAkWIqAkqzqRQPdXl7DMokFcmECBKgUnkCjzy2EOYcGYJ3AKjG36hgXcBOxYBWTuBrN1AuwENHn7jgHZcO/Dtrkzcv/wAfrp7CN+kmgpyon6ofRjuiwnFuuJyfJVTzJ0wO8o0PJ5MycZQP2/2NBoZ4P2fjAxdzPD1bYc33wqHzSaBtswClcmDU2Bw88Ogee1wU7k3DpUY641iUPqL8NwAMyR/reboz8Ee12Drzqchk8hwZ+JsFE0TzFAD596BnCwjso6XsNv7oKvjoCkrxfaV3/L+oTfezpo/5hI9yv8g4xTAd3x7yAOFOjaytqDC1fLycq6vqCl0yOQn+Tlk53zN6106v4jIyBvP6sy+4GQW1hULhKSntzve6twO3bzPPd1FgoC70oux+nAe/jyaVy3KQwGlHlF+GNEpGMM6BaN7pC97p7VVsIZXGyJkjcWrr77KqbDOnTtX206pLGozd8W2bds4FUbnFEV7iGRTrZAjBUZ6fq4t6yRwfObMGY4UkT7QxY5m/XWpOrypXjki/jugL9OIESOwQxeK/ZvTq0WAJFIZxiQGYoSbHAg4CwHyDhMKog98A2x7D5gu3DTqg6MrjOo3KBU2Z9le/HzPEIT6NO9cJR2QCcF+PMjMlUweVxWU4nCljgmRoz04zl2FUYHeGBngg8F+Xi32BC2ideDuHopevQSCsWO7AVKDkv3ALKoQBEf54MogDb7OqWRyUTMN9O76FBjMVvSL8Uf/0+87a38+PE1ECLg6/mp4/7ET+Tk5kAcHw3f6jVj3zlHe1314FHyD3fHXR5/AqNMipH0cuo8eZ+/6SoHNaIUy1geeg6qsXehBIj09nUsNqHDVtd3dkfYSyI8ECV1eQUREww+l64rK8eDJLBSZzFBKJHiiQzjmtgs+J0FQqufZn1mKNYfzsPZIXrVUt6+7AsM7BWNEZ4H0UNu5iNYFecGRQLGjq8oB6vYiYkNODXQu7dixAx9++CEWL17M+4kwjR8/nlvplyxZwiSHxA9dzznqNqNWdiqBoW4zIk+UniWNH6pBoo6wupCZmYmSkhKeKd3m0Pgh9XKHnRZ1plGEiQgWpdQcxyQmJjZKk+u8ESCqNKeQLLUOXvJEKPcAUFmz/qGOi0W9F5DGHlvPzzf22Db4/u08bc4aIILjwhhmtXcV+FbVONSLwfMFAnRyLVCcVn/NkEs90OKb+mLK4m1IL9Lgxk924oe5gxHsfW4XXqqNmBcdwiNda8CawjL8U1yBPRUapOkMSMs24JPsIrhJJUyCSGtooJ8XO2BfaH0hEdVBXWFkLUIdcEqVDmYZILEZYFJ4w09jg8W9EuqKchbUiw2qKozel1HC6uOEhf1NkKz5gzu/9nSbiF27noVcKsfcjjNQ9KiQegiadw9SD5ejOFsNpbuc3d7z01NxdNM63j/q9jshlcqg2XsGhpQyKoKB/3UdIbEX8J88eZKthQiTJ0+uZS59+vSHzpqfLl1eapD8GK1WPJeai89yioTjPd2wODEGiV7NN56l7/PKfVlYvjuLNXhcSc+V3cJwVY8IDOoQINbwXACQTyfdo11B0RsyzKU2eCJB4eHhfJxrquyLL77AnDlzMHz4cD7fqA3eUTRNoAeC33//HU899RRmzpzJLesUEKHUW0Pm5/SeJNboQO/evZ0Enx6WCfS+mzdvrnUMNVy1VrRJYmtGpTJ1fBHbq6ys5NY76v+vyxT1YgZ5iVCLX/nj3vBRXRzt0G0FJosNH+8zwSz3wEedF6NzbBR+nXcZJn+4FYcyijE37xX4lRzC3Eeeh2Jk/XYXTnw7DUj5S6gJuuqdRn2GrBItbli6gztLqB7oq1kDuBC7pVFhtrDI48biSvxTUuHsonFAJZWgt7cH+vl6oqe3BxOiaDflRdNifymCrl9PPtkLBkM+YmOvxojCKdiZ+Ss8zH3xRdHz6OmtQUqnF3DjlKsxY3Cssy3+qg/+RXK+mh3f39QvBNI3wtZ9Gm73MGJ/wX7c0PkG3HUwGIXvvgtFdDRiflmF717cB3Wpgd3ee4+LxvL/PYrc5BNc+DzxvkdgqTDgzNv7YNNb4Htle3gPj3LaXHz00Uess0JFz1deeWW1f0Nm1hdISRE0Wjp2fBrR7WY2qOtDEg/U4Ui4IyoIT3WIaJZ1BUV7tqUV4fvdmfj7WD57ZRE8lTJc0TUMV/UMx+XxwW06tVUXBB2gU9xZd0k91As28PSXc1l2sXNHI5cddvC87KAMjVg+63u4vHa193Asu8zVtpG1iRmnsvPR/uRSuOnzAZvVOSq0Jvg+tJtTx3XpZJ1TBMihD0Dy68T86sMl4f3lEwm4uRSk1csX69jelGPrPb4px7aNz2E0WnHvH6SQq8e4jjnIKw90khKbxYynv93F67c/7Y9GSeBddp9AgA5+B4x4AvCqrX1SE+0CPPD93EGY/vFO7uiZumQ7ls0agI6hLWuC6iOXcVE0DfbA0+qxuaQSu8o0rDRdbDJjZ7mGhwN+chm6e7ujh7cHunm5o6OHih3qxdTZ+QF1r775pqBI/s47GhgkJqikgFbqji3/nMEWkuV/OB2/HMjBrYNi+Dr29rpkJj8Bnko8m5AD/LQRkCmxo+uV2L/rWSilSsyOvgHF84Xi4+D583H43zNMfrwCVOgxKgont25i8iNXqTDs5plOwUMiP4ooL3hdLjjU0zWTWoqJ/JCey9ixY6t9/rwzvzrJT/v29zdIfv4tqcSdx0+jxGSBr1yGDxKiMS7It1k+Wj/vz8En/6bjVFHVudyrnR9uGhiNq3qEX5T1MucFThJhrT6sjmXaZ6mx7HK882frIjM1iI3jOCcJuYQ7sc02wGwA8o8A6qzq+wyN+3c364yl0BrlGKlAr0OHDhxKq6sN/pLAvF1AAwxSRB3QaIBnhYhgkKQcyZUGFo6rpeDqEdy414u5DIjsB+TsFWqBrnipcT8W6Ikf7x6CWz/bxXL51y7ejnen98LohKZ1hzUWdKPs4unO4852Qo1Gus7AZOhApRaHKrU4odajjKNGah7On7Wn2Tp5ujEh6ujphk4ebmjvrmKnbTFi1DqQKwzcCaaUqlCpqEqT9pGlY1VmGX49mIMz5Qbu/CK8MKkTvDdP5WXbgDvxQarg+D6t8zTIvlsFa2UlVJ07QzF8DPb/TyD6gyZ3gNVixJZvv+D1gddMg3dgELSHCqA/UcIeEwFTOzm7vv755x/k5ORwJIKKnl2vrSUl23DixGO83K7dTLSPnV/nv4vOvU+yC7EwNZdukUy0P+sW2+SCffrefrMrA19sO+UUMvVWyXFN70jcOCCahUgvaTgIidU+bDVna93bHfscxKZNga3h4SxlqGvZYftea9lxHXJZrrWtoZ+pY3ut96/53o51x6J9maLtVJ894S1AZuN0tDAkgFoHvDrprL+JZrEWyhtSeoj0gBzV4iJE1IUQaQVfQ/ZllvC6r4cCTq7uWV1Lol7QCT3iceDbqcCezwR/sEZEgQgkf//jXUNw19f72DNszld7MX9kPO4b3bHVaxOItFBkh8ZNCHTWYpzU6LmQ+nCllpdTNHqUmi3I1Bt5rC+u/jruUimTIxpRbgr7rORUGs3BSrlIkJoJhUIvRIBk7s50DmGoZyagAR784ZBz270j4zHR+DdQlAx4BOKfuIE4um0V3OXuuD30apR8PZ2PC37gfuz7IxNGvQVB7bzQaUAYtq34GurSEviGhKLfVVNgURtR9ptd8HBkOyjCPJ0dtqTQSyDNFtfW4srKEzh85B4WjgwNuQod45+s8+9ustpY2+erXOFEuiEsAK92impShJG0jj7akoavd2RAa1djpu/SrMvbY3r/dmxGfNHCUAlU5ALqAkBbDGiLSMgG8OoLlCkAuc1OYszCaOkoioSKziQuN+yzDQdZcF12/PzZluv62UsEEr1gk9R+OLUeV99XUV1yoT406yymXCkVQInkR8TZEOuuAQzA7lOChUKUrxuOOiNAQY1/ofgxzYoCESht8c2cgXhx7XF8tSMD7/+Tii0pRXj3hl7VilzPB0hVmlJfNGAnRfS0Tl05KRoDkrUCIUqhWWtAnsEEndXK22nUBSq8jlQpEeGmQKhSgRAectY1opnWA5VyTr1dCLfqtgy53GhPgXkArE4tIFR3CrN7uuGrowYu6r1/dEfc0gXAEsHTyDT8UbxzRNAAujnhZli/WA6bwQD33r1hSRyAoz/udooelhfmY++aX3h9+Iw5kCuVKPn5JKwaMxMfh+Ah1VSSoi6B6n5cFXjJ6+3Qodmslu3nNxCJia/XqfBcZjJzvQ9FF+kv/WxcBO5sF9xogqw2mPHZv6dY6JG0jgikdn3X8DhM7BHOTQZtGroyoCxTIDiVucJccxjr0Hjyagdc9hZgdAOsdTV5EIGQCV6FtMyzrI5ZWsd6jSGizaBZBKhdu3bcyiZCxNkQpRAI0JbkQl7v5C/Bn46dHo2MADmjQE8A314nRIGG3Ad4Nz6VRUWZP6KWzQAAYTNJREFUz1/djUXXSCyRBNqueHcLP9XPHd4BKnnrS+vXB7o5BSsVPIb4V28m0FusXFhNbfjZemOtmQiS3moTOtF0dShtu4AyLP5yOZOhQIWcU2s0k+4R1Yf4KmRMkmjZz76N1j1k0kuWOCnsKTBfEkM0VBHMcqkEz3TMwBPTbodMKqFuEWDZJOHm2W4glnu5I6MiAwFuAbjN9wrk/Sh0YIUseBBbVqXDarEhOjEA7RICsOrNF2ExmRDdvRfi+w2CPrUU2oOF/IDuP7UjJHIpk+DffvsNWq2Wu2pc637IeuTQoTlsYOvp2RE9un/EApJ1FTtPP5TORJn+Zh8lxjS63oeKvL/emYFFG1PZbZ1AGloPj+uEUV1C2k6Ekf4OmkKg5BRQki6MUsfyKUAnRJrPCpUP4BUqXIM8gwCf9oCbD+AZSjoJgFReY4jE5VJEswjQHXfcwe6v1AF2sZmfiTi/CJULBZMOFdgeAS51QMomCq/Fjwai+gPZe4CNLwGTq+tcNAaTekagT4w/HvvxMLamFuGtdcn45WAOHh/fhZWj28yF3g7q1OngoeJRFyjdkWsQCBGRoQKjGQUGE/KNwiikdaOJ1X4tNnCkiUZTQTdUT/vwksl4rtomg5fLsqfcZdnl59ykUu6KI1kApVTCg7adiwZNS6bASA3agTSlEhF7Poe870yBfG96FcjYCig8UTbxdSzZeA8fN7/3fGiWfEYsBZ7DhqI8oBPS9u/jHxlyXTwyDh9E6p6dkEilGHX7XNAfoexXIfVFej8Ory8Sn0tJSWENrWuvvdZZ90NebMeOPwS1JglKZRB69fwcCkXtuptkjR43HkpDjsGEcJUC3/TogK6NbHHfnFyI51Yf4zo5AtlPLBjXCRO6hTfKU6/VoCkGCo4BBSeAfJqPAwUn647guIIiyz4RQgMLz+Euy5GAdzigqtG1rNdTakNIy19KXWAiWp4AUWEeKUiSj8jTTz/NbfD1tZpFR59F7E7EJY0weXWDy0Tf2qa5jQbdVca+AHwxHtj/FTDgDiCse5NfhmoZvp49AL8dysULa07whX/u1/tYiv+RcZ0xOC6wzRGhhsQaqbD1bMWtVHtEnUDUlVZsNAuzfbncbOHCbEqf0DKvm4TZZO/y01qsPIQ4XsuCIlNKiYMcETFyWbZvV7oQJ54lklpkSiVxWXZsl1R/TVq3UL2H4/enMKASZiEFZst3bj/s7omh1F3y99NCPciuJcKOK1/DotNrUWmsREf/jrhS3xGZawSdlOD778faH1N4OWFIOPxC3bD67Y95vdcVExEYFY2KDZkwF+kg9VbA9wqhxb64uBh//fWXU2jO1eE9Le1NFBWtZ+2iHt2X1mlku79cg5sPp3MdWbyHCst7xnFt2NmQWazFC2uPY91x4d8d5KXEw+M6Y2rfqPOr3UPnWEUOkL1XSHGfOSqQHXXV36M6JIBvFBDQHvBvDwR0sA/7ek1yI0JESxIg6vyiGwSFbWfMmHFpt8GLaDLIJXjN0ueBTa8gTKGt5m/TM9CINTe6A0GdnG7CTULMYPZdwrFfgD+fAG5b3azCPjo3r+4ViZFdQrB0cxo+33oaBzLLcNOnu9Ajyhd3DO3AYm6XiogbEYAwFY1GCQ8w6Puts9qgsVigsViFYXZZtlihtliYGAnrwj41Hyesa12Oo1QdETGD1cadSQ5QZEpns8LFpL1VQVIMfi+/j362nfDw2Is8jgD5QyYxYmGvydja6QD2tesCnNwB7Piw6gdHPoW9EQlY/tfrvPpov0dQ+MgbvOx79WRk64KQf+oY5CoZBkzugEPrfkdxdibcvH0wZOrNMBfrULFREFL0u6oDpG5yLiUgk1PSJiINGqr9cSAv7xdkZAp1RgldXoOvb69a/5ZtpZW49cgp/j338vbAtz06cIrzbB5dn209xa39pGpNKb7bh8Ti/jEd4ePW+POj2TCogZx9AtnJts/1kR3/WCCkKxCSAIQmAiGJAslRiFEaEReIABHpOR9PyORpQqZu999/PzvWkpT2s88+i7///psltYODg1mSm1QtqSvNAdp39913s8okCTTedttteOWVVy7dVv02Bvo9T5w4Ech9E7CUsRQ+hdlvGRQND/MuTOykADon0IHOG22lqRI+yka21I55Djj5O3D6X0Eh+ixGqQ2BLviPXNEFtw2OxYcbU/HDniwczi7H/O8PcKTo+n5RuL5fO17+r4G9kGQ0pGikYEGjQR1XBiJDNiJF9mU7QeJ1m7BN2OeyzMdbq21z3e443mhzWa7xsxVmOYoHDYXeFgwVdsIgNXAESCoxoFdkD+gDU/G3qRDq8a/A6/BKwZh30D3QdhiGZ367jj//tR2vReLhcuTs2weJmxsC5t+PDR8Jqa0+46Ihkeidfl+X33Arm54WrTjG2iWqeD+49xB+o1u3buWWd3oYoGuZw1i6svIYTiY9xcuxMXcjLGxynRo/M46kM0kd5u+FL7q1h+dZatlO5FXgsZ8O8zlOGBIXiOcmd21xfaxqIK0WSlunbwZObREID3dXuYAKhkO7AlH9gPBewnJwFzGaI6JV0SxG8OWXX6K1sWfPHixduhQ9evRwbiPPERpvvvkm+4NkZGTgrrvu4m0kHEagJyq6+VIhIbWT5uXlMWEj8UaqWRJxnkCFhQRNEb64vx9OlWi5tgBb1lbbn16Wjvs23scFpd2DuuO1oa+hnc9ZLDL8Y4DB84CtbwN/PAa0HyYUMJ4DQnzcuEiaun2oGJS6xXLKdOz99N6GFFweH4QpvSNZQ4i6gkScG+RSCeRSGc5vD56A3WVqTD6QijL487pFUQmlzJ39wIyKICSWe2GNVYu/AkJx3dyNTpL++o7nkK3ORqhHKB7qPh8F1wht74GzZ+PkSTMqivTw8FWi15hobPpqCQwaDYJjO7Dfl+5oEQzJpZzv87s6jsklER+HqzZdsxwPcSZTOY4cuRdWqwGBgSPRocOCWv+GjcUVmHn0FEfVRgV44/Nu7RtUdqaoz+JNaWxQTOTTx02Op69KxPV9o1r+YZZSWkUpQNLvrJaNzJ2AuUYHo0+UQHZoUHdneM+m1wSKOC+IjY1lTzAalxraZHyfDNFIaPGTTz6Bv79wkSJ069aNnZEnTZqEuLg4jBo1Ci+99BJWr17tTLVRdOj48eP45ptv2BGXJOQpQrRo0SJWgBXR+qBw/pc//oEvDxphMuohNakRF+zFF1pTeR5v//LfLOgMOizYtIDJD+FI0RHM/ns2inSCX1GDGPawEB6vyAbWL2yxzx7opcIDYzph++OjuE1+cIdAvp7/m1KEBSsOod+L6zDzi91YsTcLReqGu65EtE0ESAHdn78h96+tMJltkCi0kMtUMFs0WJ9zFKlHy2Ez2/DlsS9hsgg1a18c+wI/pfwECSR4/rLnYfzuZ5jI8DQkBJ7TZ2Dv74JD/MDJHVCal4HDG4SaHi58NtpQtjqd16nlXRHswdciSn0RseratSsbWDqKno+feAQ6fSbc3KLQNfGtWu3um0oqcLud/IwL9MEX3RsmP6TATorolPIi8jMuMRTrFgzHtH7tWo78UJ1Uxg6hZuqDvsCi/sD6Z4H0TQL58QwBul8PTP4AuP8QsOAYMG0ZMGS+kNYWyU+zQV5e9HekjIkrSFKhrdQyvvTSSxgyZAg8PDyqaVs5cOjQIdx4443cYU7mqyQB8d5777X65zqnnBC5ttKXmEz7NBoNPvtMMOYjgzTSCqIvtauTbGMxb948fiKigkAyY2sIDq8PR3qLHG7pfV2N2a644gpOiR07dsxpsCai9UAX95l33MXL1ycqoCChMXuExliej5mr6GlwFfxn/o208jT4qfywdOxSPLrlUSZDC7cvxAejPmj4y6v0BCa9D3w1Gdj7mVAX1H5oi/0b3BQyVrulkVGswU/7c/DHkTykFKixMamQh6NVeFjHIFzeMYhb7OnnRLRt+MCKitef5eXKYYlQKPUwSWywWQ34eM/3vP1y6RCcrjiNBZsXQCFVYF2GYGD6YN8H0c8UifTFQhdYyEMLsH9jPgxaMwIjPdF5UBhWPv84R0E6Dx6KqIRuKFudBmuFEfJAN/jYNX/Wr1/Pxc/e3t58rXOc6xkZS1FUtIGLnrt3XwSFonob+44yNWYeOcWpvSuDfLG0awzXd9WHVQdz8PQvR1nThxScn7+mK67pFdkyN0aycsjcARxZAZxYLYgKOiBTCpHZjuMEobrgzpeWCF8bA6mGv/baa+zk7ho0aEv3hOuvv56d5B08wRXUBUnF/xS4IBJE2Zu5c+dyV+S9997b9gjQ4sWL8dBDD7FfDYG+UI5/WEFBAf9DycyPWuabguXLl2P//v2cAjsbioqKOLpDvyhXUlbTldaxTvvqA/07HP8WhxmqiBZsZ6UuDV6uiu78ffpvnq/vdD0SAxPxzoh3cMOaG7A5ezM2ZG7AmJgxDb9uh+EAtSnv+wJYNQ+4cwvgXvvp4lxBlhoLxnbikZJfiT+OnsFfx87gWG4F11TQWLolHSq5lEkQkaFBHQKRGO5z0ZlC/hdA7fkOlMMXCocYosv9+anQ2/FY0YfYlCWkqKQSKe7rfR9u73o7MmfOYtFDzyGDYRkwGkdeFK5V1PaevPNf5Jw8Lvh93TILxlw11Ntzeb/f1fGQKKScut+9e7dT7Zmeih02F2npb/Nyp04L4ePdrdrn3l+hwS2HhZqf0QE+DZIf8u6i1vbvdwu6631j/DmiSR555wxqRT/8A3BkJVDu4sHk5gd0ugLofKUgXEq1UyLOCyhYkJqayrWur78uFOnXBcqgkDM7HRseHo758+fzfdwBunfPnj2bCTqVkdQVgCgrK8PDDz+MVatW8T2zX79+LItD3eD14bnnnmuwfGbWrFm1Gq0omEEBljZHgCjlRB+K/uH0y/zjjz+Y7DhAIV2q3aEQXFMIUFZWFhc8r1u37qyOvERQ6MmJaoEWLjz3FAidOI4/kiu+PPol3Bupp9Ga4UYKvTf62CZ+jia9diOONWhrpIYoAuSACwHam7+Xk7Aj243kdWorntltJj4+/DHe2fcOhkcNh0J2lnqbsc8DaRuAsgzgl7uA6d+1qmgZFYvSICsNSoFtSy3i9NjWlCKcqdCzthANAhGinlF+rDtELfZdI3y4mLqthKVFkJWQH7wVeuhZDbqqdTzxtBlfXf8VVqet5gjQpLhJTNLLfvoJ2p07ufA5dOFC/PlDCosexnYPRFgHD3zx4OdVfl8BQShccoidFNx7BMGtkz+nh0nwkEDR6Pj4eF7WG87g6DGqsbAiPHwqIsKnVfucx9Q63HgonTvqLvfzwqfdYuslP5Tyuufb/TiSU85Bl/tGdcT8UfHn1tFo1AJHfxKirbkHqgsKJk4W0lvk2Xe27+vFBMp9m6q6WM8rFB5NiphRpIRqXG+66SY2KicT3bqiLNOmTeP75Q033MBRlnvuuQeBgYGcRiPQTDW11EDkMD0nUuQKiuRQZofu+1S3RrW6o0ePZhuXc9EFpHQwz3brkbLyMo5mWSi96rLdAZPVxPuKtEWQW+Sw2qx8DM2NDWA0iwC98cYbrO9DvyRPT0/+xdYEpaH+/fffJr0uvQ79svv06ePcRkXNW7ZswYcffshsk/7QJBk/fvx4Dh//8ssv/IdygFir4+nKgfz8fOe++kDdZgsWVBUb0i+QQnEfHf4IMncxrdEUWA1V/czFUik8XUgPtFVKMmqTGr5evnxjcWBWt1n4KfknZFZm4oekH3BL4i0Nvxml1qZ9BXx2BZD8B7DtXWBo7aLR1kCQl4pb6WnQl5dc54kMESnal1mKMq2J/cdoOODnoeDIEJGhrhG+6BLujdhATzF1doFQDj/4kxgiG6JWPehUrluHnvfcjZ7BVU+1+qRknHlRsGAJnn8vsgrdkH2yFDK5FJdP64Tdv66EuqTY6fel2XMGxqxKSFQybnsnUNGzI/U1btw43ma1GnH0yL0wmUrg5ZWAzp2eq0aSM3QGFjkkXab+Pp5Y1r19vb5epLh+3/IDfO75eyjw3vTeGNbpHHr4ilKBvZ8DB78B9ELnGCsjU2qrxzSg03jBj+lSBJGfl2vrLp0P2J7IgU3pwdcV/s8xuy7bZyICZqsZoyeMRvee3fHE00/g/Y/eZ60qAtVU0rEvv/4yho4YirkL5vLPjb9+PG4/dDteee0VjJs6DmkpaUxq1mxcg6iuAoF68f0XMarfKJTqS5FZkYndO3Zj1+5d2JOyB0qV8MBwzzP3YOXPK7HkqyWYfvt0gajw/2zVlgl56jwmKCeKTwj/Tvt2B/lx4MDuA1jxwwos+m4RTpacrPN3ZDVZUaAtwIK/FiDPmFdtn0VnaT0CdPDgQdx6661MfupDZGSkk3g0FsQijxw5Um0beY516dIFjz32GJMfIiZU00Nto/QkVTNSRKk3KrgiIuUQFKOIEtUJUbSoPtDr1aVLc3Xc1VB5nl2vpiY7bfDYGn/slnrd1n7txsKoM+I4jvNygVyGaEcEiApKyavHBT2Ce0BGvjl2eCo8Ma/3PDy/43kmn5PjJ5+9PT6iNzDhdWD1/cA/LwARvYC4UTifoBuWIzpEhpHsBF+kwb6MUuzPKMWh7HJOn9GNaXtaMY+qnwXa+XugQ7AnF4sLwxNxIV4I9FSKEaNWRCW8oZCXO9WgHdAfOwb98eNws18zLOXlyL73Xth0Ok59ed94K9a8IKS+el8RDZulDHtX/+z0+5IYgfI/hMJon3ExkPmouOvLYXRK0WtHfWRq2usorzgAudwb3bstgkxWdU0rMpo58kMK34mebvimR/2t7su2n+a0F3m69ozyxaKb+yDKv5kpLypopi7LFCFNzfCLAfrNAnrfUtXlKaJVcKLkJGyNJJYaowY6sw5ZlVmY9+Q8zL52Nq6fez2TFkK+RrgPnzhxAiOvHFmtySShTwI+WfQJijRFOHj0INfSRidGo9wgkN2QmBD4+PrAYDYwoaJ7v0atQe/21WtpDXoD0tPToa/Z7VcDRH5c57qQciIF9824D3c/fDcuG3nZWTMSMomMo7SUpqZB2yzyViRAVqu1WtSlLhABaarQHT0VUaeXK4hkUYiOthP5oacm8suhYilad4S6SBOICBLtJ6JDBI1yoVT3Q2rVVFjdHOG9JwY+Ua/KtYi6QQXxb+JNXq6gML0jAuQaCbKjU0CnWtumxE/Bt8e/5QLpZceWsd3AWdHnNiBrN3DwW+CHW4HbfgMi++JCgZ3g7WSGum0IBrMFKflqHMst5/ohGsn5lajUm5FZouWxyV5c7YCnUoYIP3cekf7unEKL8HNDpJ8Hz2E+bpeMWOOFgAZekNv9wFQuESBC/utvIPqzT2EuLkb2vHthysqCIjISEW+9hd1/ZEJdaoB3oBv6XhGDNe+9AovZjJgevdnvq3RlMmx6MxQRnvAaFMFdqlQzQcSYrmX0UEcoKtqIrKwveDkx4U14eMRUfTazhWt+0nUGRLkp8F3POPgq5HW2uD+3+jjLNxBIyfmlKd2a7m9HD0/JfwFb3wGydto3SoS6nv5zgLjRl5QnFt2E6aZeYahAqaYUFrMFFcYKaGwaWGwWWKxmWO/bIyzbrHw83ftovaEbeEvAJner85rC/9WYSTuKbvzuCncMGz4Mw0YPw4cvf4jrbxL86XxVvnwsPWi6y90R4B7gLGXwUfrwcrBHMB9HCPUM5dd0HEM/66PyQYRXBOQmOWdSVq9bXa0cgpapuyvIRyDGjoc252uwMz0Q4hHCnzXeL14wq6+x/8TxE7hz6p24c+6dzvoj1wdA1/ekjJC8TI5frvmlViCEeIHvHb6tQ4A6d+7cYHqLvuyUtnK0drYUqDh6165dvOzInTtAXWekV0AkaM2aNdz1RdEgIlAkhPj888+36GcR0ThU0M3Z0R2iqZ5LJnT061hrm1wqZ9LzwKYH8PXxr3FTl5sQ6H4W41T6kkx8WyjKJLG1b6YCs/4CgmsTrAsFuiF1i/Tl4QA7wauNSCtUsyUHzY6RXaqDxmjhzjMadYGsmogEEUEK83VDsLdKGF6qast+HkqxILsOqCkCpDBwBIi1gOyQqJRc65N+1SSY8/Nh1Woh8/ND1OLFKCqV4uB6QdF52A2dkH38INL27oRUJsPI2+bCkF4O7f4Cwex0SkdIZBJs3bSVHwqp4JmkOQhGYxFOnHycl9tF3Y7g4Kqif2pXn3ssAwcrtWxaS/YWdal4V+pNXO9DqVf6CpCn3dxhglJ/04jPn8A/LwFk/+Ho4up1s9CmHhiHiwX0fdKatSjUFnKkg0ahrmrZsV6sK0aZocxJZMKV4Xgs/jHINXJIFfV8T0iOgB82qt82HZEHx6CIhOs6/S2ksM/2CIVrtKKhY1zJTn0gEmNVWNHBV0izvvfmeywB07urEKWJ8hbSWT269sDhPYcR7hnu/Nlj+46hU6dOCPcOx8CeA/nenXE8A/379+f9SUlJKC8rh4fCA/5u/rhs4GV4ceGLCPAI4PttU+Go6VTJawcjqEt77OixgnDxy6/gfKBZBIg0eqgKnIqGSZnZFVSzQ/soHEZpq3OFQyiMMGLEiEaleGJiYvD777+f83uLaB4o0jbhfxNY10erMLtEgAqhkgM/zOmEZ6jGTy5BJ/+6Ccqo6FHoGtgVx4qP4dMjn+KxAY04l0gen4qgybWbCjW/vga4fU1VB1obBDvB24kKdY7V7OTJLdMht0zPczYvC4NEGvPK9DCSW3y5nsfZ4KGUwd9DyUKOVItEw9ddybUivO6uhC/PCvh7Knn2cVdccvVJdH7esfgTrDhTCq1SCYXJAA1M8FN647Zh0+Ad1B3t5/ZH/mOPw0gGmVRq1rUrIt54A9KoaKx/cTdzBmp5j0rwxVePfsLH9B5/FQLCIpH/3n5e9xwYDmU7by4FoAdCwoQJE/ihjK5jJ04+ySSIHN7j4h6p9hmfT8vFhpIKuEsl+KZ7B8R71I4IFFYacPsXuzmSSDYz703vhXFd669zrBOntwIbngeyhAdLKL2ENBcJjXo38bXOA+j3RsQlV52LXE0uzznqHK4tydEIM9UWNgUUFQnyCOI0iofcg2tbiMTwkNpnF1JTF8FpS6DAA92j33+/ulk0dXsRsaHOaSqC3rFjB9fWUke3I7BBtbXUSr9kyRJOh5H4oauUDXWbUWCBVMspw0LkiYqm165diylTpnBjVF0gdwZycqCZOAKl0hyBDHJrOHr0KOv6UXkL1eI6OrYpoEHZnQtOgOiDUPX4M888w61z1AlGUZVvv/3WGX6iCvO9e/fi9OnTnIqidjoR/z3QF6f/Ff2RmZKJytIyJj4MdSErAF9xeUe8ACFcH+NTFfJ3BV1U7utzH+5cdycXQ89InIFwr6onl3pBrbc3/yQYphYlA5+PB279RZDWv8hAxKNDsBePumC1UvTIwGSIRn6FgW+KPNRVy8UaA9+wtUYLtEbh2KaA/mZEnjxVcp49lPJq655KOdx5Xdjn6ThGJexz/IybQspRKB6y6svn8yZC5+fYKdfitxOZ0NgOcgqMIkCeci/0jI6B0nMIlIMuQ/z6ddDu3w95cDDce/Xiz7j5+ySUF+jg6afC0GkdsWfVjyjNzYaHrx8GT70JlZuzYS7UQeolmJ3SxZ5SX5Q6obQXdcgScnOXs96PRKJE167vVqv7+Tq3CB9nC9+Z9xNi0Me3dq3l6SINZny+m9OmVCf25cwB6B519pC/E4VJwF9PAamCvhHk7sDAO4HL7gc8mt/J01KgmhbSBDtdfhqnyk/hVMUpXiZtJtp3NlAtYZB7kHMEuwdzFJlmx7YAtwBO7ahkKuj1es4iRHpHnrUD+WIA3Zt/+OGHatuouWjFihXcuU0kKDw8nI9zdIARvvjiC8yZMwfDhw9n+RhKQ9E93wH6DlBw4amnnuL6XNL8o5TYsGHDasnPuILec9myZc51hx4fNVJRYIOcHOi1qLSFhmswg/jEBSdAXHFuj75Q/Q+5F1MEiNrfS0uFYiv6R1C9DEV+aF9bY8Yizh/owkIol7qkwMjxmS7+nv6AJgOBboFwqyPX7cDg8MHoH9Yfe87swdLDS7FwSCPlDjwDBZPUr68FCo4JJOj6LwRtkksIUqmELTxo9I6uX/yMiBLVGZVqjSjTmVCmNaKcZ/vQGe3Lwv5y3iasU0EtpWMq9GYerYWahKiuZZIVqPc42l9jn8LlGP5ZXpfxXKnTc+pHDR9OgXEbvCwQCrt5b/qBQnQfEQUfe6cW4di/OTi6WTiHR97aBZqyAuz6RbjJjLztDsi00upmp+5y9vqiJ2S6qToED7XaU0hOEbrJ4uMehreXUA9E2FpaiSeSs3n5sfZhmBRSW9fqaE45bvt8N4o1RkQHeOCrWQMQSzYzjQF1cm1+Hdj1keDHRR1dVD83/NELEvGhFFR2ZTZOlJzgbh8aZI9D0Z2GQESGalIiPCOE2TE8IxDmGcYpm/8K6tLWofSUq66dA9dddx2P+hAWFsYlJK6getqatboUXaoZYTrbZ2zIQouCKy0hZ3PehBCVSiV3WxFDpDwhhbeI/JCENUWLRPx3QXnk5E3JKE8vR1knlyLo8my+mX6/Lx/lFeXodkX1gvc6o0C978Otf9yKX1N/ZRG6WN9G5p3pYj5zLfD9TUDmduDb64ExC4HB8y+pQs7GEiVKbdFoCog4qY1maA0WaOyzlmZj1TrPHFkyQ2PfT3VLOjrGUP1YvdkCo9nKg84DV1AqjwbOg7uIzWqBNnkHrEEqVNwwCHK5CUaJHjIocTDjKGzSQHj8JUfiZRGQ2etBMo8XY8v3ybw8cHJ7RCcGYOULT3Hhc2yvvug0eCiKv7CbnXb0g3vPYBZqpSdcAoX26cZhtZpw9NiDsFp18PcfgnbtZjo/V7rWgDlHT9NL4NpQfzwQU/uJ+kBmKZMfIqMkpUCRH0qfnv0fbQMOLQfWPVMVke08ARj34nmr8aEHaCI7BwoP4FjRMSY7SaVJ0Jg0dR5PRbntfdqjvW97/t7TMs1EdChqI0LEueKc7dHpJuXoaBAhgkBPHksfXsrLpW/HAhSyNmq4QNlgBl54VQi7h0wSZAoaQq+QXiyISOrQiw8uxuvD61c5rQV3f2DGKmDtg8CBb4B1/wNO/QtcswTwar288qVEnHzcFDxaGkSuiPAY7ISICZBjmdeJLAnHVN8mLBvq/JmqZUMD+0rKK7B3leCb5DHlH8AdMCsqIbHJ8dk/mwFsRtfoAdiyPAlDpnZE0s48bPsplT9zx34h6HtlLI5tWo+sY4chV6owZvbd0B8pgiGlDJBL4H91PN/sSaaDUmDkW0hFqYRTp95HZeURyOW+SEx43enzVWYy49bD6SgzW9DHxwNvd67t07UrvRizvtzDBLNfjD8+n9m/cX+b0tPA6gcEY1JCYEdg/KtAx9aNiJKPGkV2DhQcwMGCgzwX613sMuxQSpUsgtoloAsSAhIQ7x/PBb1UdCtCRJshQGJKS0RTUS6zn2IUBSoXQvsOhHk1LuROHWFEgP44/QdmdZ/FF8pGQ64EJn8oOE7/+bhQ87BogHADICE38Zy+YOTKTSq7IAXWW45nYbhd9N0ocYMRSliVGshdlKCpg+v4tjweDsT1Dsbo2xJRUViAjcs+5m2Dp94Ib+8gnPlkL6/7jIyGPMidu1Wp4JMi5WTeTNfOsrK9OJ0hKOZ36fIi3NyEmjYTd3ydRprOgEiVAl/W4exOSuNzvtoDvcmKIXGB+PS2flxX1SBIQXfnEmDjS4KoH6Wbhz8GDL5X+F60MFj7qjwdO3J3YHvudlZ6r1mvQx2e1NxA+l9Edui7TBEe2i5CxPlGk866pubp6EvvcGkX8d9EpVxRRYDKXHyDKALkfvYIEKFzQGdc2f5K/HHqD3xw4AMsGr2oaR+CSE6/mUC7gcDPc4VW31/mAoe+A654+aIskBbRfATWEDathBcUCvIDq7pWjb4tAftW50JXYYSXvwp9rohBt2GRJLSPPxe/A6NOh4hOCaz4XL76FKyVJsiD3eE9PIprIslLydE1Q/ooZnMljh0nhXIrwsOuRWjIBOd7PZuagy2lanjIpPiqRweE1Gh3355ahNnL9nDUa2TnYCy5pe/ZiWOp3RqG0r+E2KHApPdaPN2lNWmxNWcr/s35l0kPKfO6goyOewX34khu75De6BrUVUxfibg4CRDV+NRlZS9CRH2odNSD5R0AauT6qQi6sZjXax6bp27J3sJF0VQc3WSEJgJzNwLb3hMKQdM3AR9dDvS+VSgC9a3tnyPi0kOgl0v0w2xlLSC5nAqhqwhQfJ9Q9LisPQw6M1Qecmf0e8+qX5B94igUbu648t6HYMpSQ7NLiBL5XRMPyCTcIUueX9TB4mgLTkpeCL0+B25u7dCp0/+c7/PjmRJ8nlPE8m6LEqLRtYbvIKW9Zi/by+RndJcQJj8N6jlRrc/B74A/HgPICoHa2q94SSh0bqFoJ6kEk0ns+sz1HO0xWAzV0ll9Q/tiSMQQDI4YzDIXYuZAxCVBgB588EFuZxMhorGodFz7kv4UZk57CR41TcnxU7v81E5TuSX+5V0vY8WkFazb0WSQENewh4Fu1wLrFwLHVwH7lwk3jV43Apc/2KZ1g0ScO7xIjMoBkxWV8IGK/MDIv8IFEkrTeVadY6cP7sPW77/i5REz5sA3IBj57x1gryOPfqFwi/NjsVbSQKNW+8mTJ7Oibn7+Gpw58ysl/tA18U22vCCc1OjwSJKQFn4wNhRXBld/uNx7ugQzv9wDncmCEZ2DsfiWPg2TH+rw+u0+4Di9F6krDgKuXQr4N12wrq5Izz9Z/7A57K68XayG7ECUVxTrdl0WeRn6hPRpsLNThIi2BDHxKqJVoYcVJpJOcOiNhFD9Tgovkg5HU0C1QH+d/gupZan4/sT3mNF1RvM/GJEcMlElzyOqkTj9L7D/K2D/14LR44A7LjnpfxECqkUkjBaOAHkqtGyHUR+Kc7Kw5r3XYbNZ0XXEGHQfNQ7lf5yCuUgHqY8SfhM7oLy8nOVBCCNHjmQLH70+FyeTBB2V2Nh74OfXz2lzccfR09BZrRjm74WHYqvXwx3PrcDML/ZwF93QjkH46Ja+DVtb5B4EVt4OlJ4SWttHPiVo+rj47DWnRX3vmb34Le03rMtYxwrLDlBkZ3T0aB5ilEfExQqRAIlodZAWUJBVkJw3BVVZXzS1y4PaYh/o8wAW7liIxYcWY3z78ewtc06IGSyoRWfuBLa8KRRJp/wlDDJ/pELp7tPalKWGiJaDxCCkwKIUpdUiQFTo7OnZnpcLTqfjp5f/B4NWw3U/Y+bMY5d39b+CJpD/lHhI3GRY/dNq7oAkI+hBgwYxWTp+/BGYzRXw8emJ9rH3OouFH0rKQorWgDClAosSYyBzIRCZxVrc9sVuVBrMGBAbgI9v7Vd/zQ+lvMitnQr8LUbANxq4/ksgqu85pbhIdoKirWSw6RrpmRw3GRM6TKhXwFSEiIsJIgES0eKgzhdSFH1x54vsg0R+YA4CpG7XE5GzI1lCPti76a3oUzpOwU8pP7HNBr3+eyPfa5mnz+hBwC0/AkWpwN7PgAPfAmUZwJY3hBHeC0i8WtBOCe4sdo9d5Ofn0Nn/w/G8CkitMqEIWm6ASW7Ds1fdiZP5O/Dnh29h5IzZyE9Lwc5ffoDZYEBIbByufuRpSK1SFP2QJKS+eofAPSGQU1+pqamsgUY2ATRnZHyM0rKdkMk80DXxLUjtKdsvc4vxa0EZlQvh464xCFZWpdlIufvWz3fxnBDug09v78cq23XCbADWLhAkHgh0bl69qNlKzqTL892J7/D7qd+ddT1eCi9cEXsFEx8qYhYjPSIuJYgESESLg5TCSV59ufdy9ump8I8GCtJ5X2VEIvyH+rOSq0rZ9G4QIk7PDn4W09dOx8asjRyevzr+6pb78EHxwPhXgFFPA0l/AId/AFI3AHkHhbHhOaGmgm42HUYC0QMBtyZYEIhoE+dn/3HXInN/Nkw2qVAErTDALLNi7hWz8euhSpRkncZPL1VZAER364FJC56Em6cXSlYmw1ysh8xXBb9JtVNf5F1UWXkcaelv87aOHZ+Gh4cQTTpQocX/UoTI0TMdIjDAr8rmpEJvYpHDjGIt2gW4Y1lDOj8VecCKW4HsPYJJJ4l8DrmvycScolG7z+zGZ0c+w468Hc7tnf07Y3qX6ZjQfsJ/SlVZBOpUlSZPMBqXGhpd4EBeNmIBtIimgFyKCRWD7gIiegNXL0axVd+s+p+abfHUFUZ4dferOKMRjPNaFEpPoPtU4OaVwENJwMS3gPixgks2CcvtXAx8dz3wWiywdBjw5xPAidWAprbQm4i2BzKAJUhMQgrMYYch0dhw0wtvovPgofAOCkZUYjeMv+dBTH36JSY/2kOF0O7LZ52ggBs6Q+IuZ8FDR+pryJAhsFj0rPZss5kQFDQGEeHT+L1KTWbccewUTDYbJgT54s52wdWMb+d+tZejUkFeSnw9ayBbnNSJnP3AxyME8kPk++YfhXqfJpAfqu/ZkLEBN629CXP+nsPkh0w+SW7i6yu/xspJK7npQCQ/bR/0sEmRuVdfFcQ9Hfj111/bTMTupZde4u+Gh4dHnZ3kxcXFbMQaERHBZsXt2rXDvffei4qKilb9XGIESESLg7Sf6Im47GAZbJE2lPtGAHM38b6Ckz+j8mAlNIEamCeYuVumOSBbDIoAHS48jCf+fQKfjPuk9cTUSDW6/xxhGNSCom7yn8DpbULRad4hYRApIgQnADFDhBHVH/CLFlNmbez8zD68Fdq0XCjCLncSII1Vj7/3bkJgQgLG3/tQrXPTdEaD0p8EOwzvke2g6uDLqa+0tDRn6ou6vpKSX4NWmwqlMhgJXV7hm5DVZsP8E5nI1psQ667EuwnRzpuTxWrD/csPYGd6CXeokb1Fvd5eJ9cCP80RhA2DuwDTv2uStg9FfEiz58MDH7JKM4F0ea7teC1u63obIr0im/+LFXHBQF5zr732Gju5+/u3PQVto9GI66+/np3kP/vss1r76Xtz9dVXs7UWRVApnTxv3jy22Pruu+9a7XOJBEhEi4Oehq+66ipeTlyaiApjFYsvqChAxrsZoP8MDxqaTYCI7Lx8+cuYtnoaK86+s+8dPNL/EbQ6VF5AwiRhECpygYztQMY2YS48CRSeEAbVEhHc/IDwHkBYD6GWiIQX6aYlFwXhLphVy1N38nJEn9WotOsAqa16zPvxKeBHQK1WVzs3LRoTir46DpvRClWcL3xGx6CsrMyZ+ho1ahRfuIuLNyM7W2iVJ6sLpVKIdH6YWYD1xRVQSSX4tGssfOwdXURInv71KP46ls/GrZ/M6IdukfWkVEnVmSKNVHxEHYpU7OwmRFkbg/35+/Hu/nfZkoLgIffAzQk38yCndBEXL0hwk0jDK6+8gtdfr98u6KeffuJMDh0bHh6O+fPn46GHHnLuLygowOzZs1nIk4xRiZDUBJ33Dz/8MFatWsXfJdK6euedd9CzZ89635fM0Qn1GaISabv77rud66Shdc899+CNN95Aa0IkQCJaHa4EqERf0mKvS50oL13+Eh7c9CC+Ov4VS+xTh8p5hU+EkCqj4VC8ztwhRIdIhTf/OKAvA05tEYYDEpnQik8F1Ty6ANQhR51n5GEmRozOCyR2IURWgpbW7cRq1ZtR9OUxWEr0kAW4IeCmBNgkNvzyyy98A4iKiuInW6OxGMdPPMo/ExU1A4GBw3h5W2klXk0XxBJf6RiFbt5VaaWPNqfj+92ZkEqA92/shcFxdRARaiD4+6mqCGPfmcCENwRNq0aADEjf3vc2t7I7Ij43drkRs7rNEv22GgCR05pWHucL7nL3JqWvKAL58ssv46abbsJ9993H52RN7Nu3D9OmTWM3hxtuuAHbt29nkkFyDZRGI9Ccm5vLJr5UK0evRaTIFRTJcXd3xx9//AFfX18sXboUo0ePRnJyMgICml/a4Ar6DD///DOGDx+O1oRIgES0OioMVQSoLjPEc8GYmDGY030OPj3yKZ7d/iw7RZPs/gWDZ1D1CBF16hScAM4ctqfKDgvrpNJbnCKMk2uqv4bKRyBClDrzt8+07lhWCUJ6IloARhvUEAqRzXJ1rd0U+Sn++jhMWZWQesgRNCMRMk8FtmzZgoyMDO4omzJlCt+sTpx8EkZjETw9OyI+7jH++XyDCXcdzwD1QE4L88eN4VU3iN+P5OG1P0/y8v+uSsT4boI3WDWYjcCqe4AjK4X1sc83utiZxAuXHl6Kr49/DZPVxA0E13W8Dnf1vOvc5SP+AyDyM/C7gRfkvXfdtKvJ9Vd0HpLp7rPPPltnmuntt99movLMM0Jxf6dOnXD8+HGOshDxIQJDpGb37t3o319Q2qfXSUhIcL7G1q1beT+RIqrVIbz55ptcb/Tjjz9i7ty55/TvvvHGGzmypNPp2EPv008/RWtCJEAizmsEqKUJEOHeXvdyCy95Et2z4R58ccUXXCjdJkBprohewnDVbqnMs6fLkoW5KBkoTgXU+QARRvIro1EXKKXmFQp4hwpztRECeIcJy2Ik6aygImitxBNWm5TTYK5P//rUMpT+nMKRH4lKhqBZ3aAI80R2djY/IRMmTJjAT9A5Od+jqGg9JBIluia+A5nMDWarDXceO41CoxkJnm54tVOVw/uBzFI8+MNBXr59SCxuv0zoEqsGowb44VYgbYMgbnjNEkGXqhHYkLkBr+x6BfnafF4fHD6YU8Tkui7i0gXVAVE6llJUNXHixAmus3HFZZddhnfffRcWi4X3U9q3b98qDakuXbpUK1o+dOgQp4fpnHcFERaqhTtXUCqNCByRsSeeeAILFizA4sX2yGcrQCRAIi7aFJgDMqkMbw1/C3etv4vrG+aum4tl45ch1vfcLQBaBXQTpNQZjbhR1feZdEBZpmBmWWYfpS4zpdMcoyip4fch3RkmRcECGaKOISJP7n4NzxSB+q8oYJussNkk0MCzGgE68/oeuBmFyyOlvSjyQ+SHUl5UR0EEqVu3blz3oNakIDlFqJWIi1sAb2/hifm1U3nYWa6Bl0yKT7vFstkpIatEizu+Evy9RnUJwTNXJdZta/HNVCB7N0CRgGmkUD7mrP+cPHUeXt79Mnt1Eaio+YkBT2BY1LA20xF0sYDSUBSJuVDv3RwMGzYMV1xxBZMHR1qrJaFWq7l2aNMm4fxyRUv4hFLdEQ0iXpROGzp0KEes6D1bAyIBEnFeU2AlupYnQAQKF5NL/Oy/ZnN3C82LxyxuO5GgxkLhXlUXVBfoxlieA2gKAHUBUHlGiBrRsnM+A+hKAasJqMgWRlNAujJEghyEiCQB6Cas9AAUnvbZo57tDeynmpU2dhOW2CjPZUOljOqABIkGglVtopMKnv3D4Ds2BlIPBZOetWvXsts71T5MnDgRVqsRx47eD6tVj4CAoYhuN5t//u+icnyQKdROvN0lGnEebk6tH3J2L1IbWejw/Rt7Q0YFQK6gv93XU4DcA8Lvn9rc2zVs/kuf7ceUH/HW3regMWm4SWBm15m4o8cdzb6Z/tdBhPFilAGgdnhKhXXuXP0aQqmsbdu2Vdu2bds2ToVRDRGRDuqQpFohRwosKSmJi54d6NOnD86cOcORItIHak2Q9A6BHjpaCyIBEnHeIkBmqxllhqovU0vDW+mNj8Z+xOSH/MJu+/M2vD3ibXamvmTAURzqEqojauAKqj3SFNpJUaEQMdKVnX2mok+btSrK1KKQCClB0lJyDLljmbYrqu/nZUUj9tX3OvXs11f3/GItIBmJIVZZYQTd0R1+7YMhdau6RO7ZsweHDx/mG+O1117LhaDk8q7WJEGhCERiwhuQSKTI0Bm45Z0wJyoIk0OEJ2OzxYp53+5Hcr4aoT4qfH57v+rGrARtCfDV1ULNmEcgMGMVENa9wd9qrjqX69925u3k9V7BvbBwyELE+TW+PV7EpYPu3bvj5ptvxvvvv19tO3V7EbF54YUXuAh6x44d+PDDD50pJiJMpMVDrfRLlixhkkPih3Seu3abUcE/ST5QtxmRJypYpgcDqkGijrC6kJmZyS3tNFO67eBBIf0bHx8PLy8v/P7778jPz+fPR+vHjh3DI488wim61iRaIgES0eKgwlD6YuVp8vCr7FdnBIjJjwyIuDUCjw94nI9raZDA4rIrl+GBjQ9gz5k9mLd+Hp4Z/AzrnPynQATAN0oYTQERp2rEqBwwaYR6FKPWvkyzVthWba65375uNdtf3AaY9cK4gFBabPjwSjdslfbBdpmc02BqN294q8wsvkZPwt7xQZAqqi6PdOH+888/eXns2LHcpltYuB7Z2V/ztq6Jb0ClCobBasUdx06j3GxBHx8P/C8uwvkaL649gX9TiuCukOGz2/oj3LdGZIY6CJdNBgqOAZ7BwIzfgNCGiS65s7+06yWO+lB313297+O2dkoLi/jv4vnnn8cPP/xQbRtFb1asWMFt8ESCwsPD+TjXVBlZGM2ZM4e7r0JDQ7kN3lE0TSDyT2TlqaeewsyZM1FYWMgpK0q90fH1gd5z2bJlzvXevXvzTLV0I0aMYJL1ySef4MEHH+SIDwkh0kPG448/jtaExEaxUxG1QAqUFOYmmXsfn8ZrbYio3n575c9Xwk3mhj237EFSSRKmrp7KJGXzDZtb9b2NFiOe2fYM+xoRrom/Bk8OfFJMB1wIUCcTESEiVzQsJoC8psi8k/bRzOumZu53bDM28PPGqnWKclmMOCpLxFWap2HsG4g5gZ+iQ1Y+fLxn8oXXFZWVlfj444957tq1K6ZOnQqDMR+7dk2E2VzGaa+OHZ/kYx9LysKy3GIEKGT4u19nRLkJJP+7XZl48hehqJ2c3cd3q+7+jsp84KvJQkE81W3dtrr+NCgdbqxkLzzH+U1Rnxcue6Ht1r21cej1epw6dQrt27dnUUERF/ffrLH3bzECJKLV4EN1JHSiWvRMSIp0Rbx+PkTXlDIlXhn6Ctr7tseSQ0vY3ZoKpJ8f8jz6hPZp9fcX4QJKP9FoKyCNpi8nIADlwjrbYXhBocisVu9AoKfRb7/9lskPCR1OnjyZqhNw7NgCJj/e3t0QFyd03PycX8rkhyp6PkyIcZKfnenF+N+qo7z88LhOtckP+XotmyRIInhHCOSHPOnqAamfP7rlUfbZI/sKamsnKYhWU0IXIeISxX+k1UPE+QTleKlLYO+2vXSvcNYBUQu8zWqDIcnA++m41gTpntDN4dNxn7LuSUZFBm7/83Z+ci5r8foWERcLLO6B2HTajCNpZ2CzWpx+YDKpHrt27XKemzRWrlzJRZ/kYUQaJaR9cjrjI5SV7WKX925d34VUqkSSRo+Hk7L49R+ICcWoQB9nx9fd3+zjlvhJPSMwb2R87cjPlxMF8uPbDpi5tl7yQ8H6b098y7VtRH6ow+vL8V/yOS6SHxEimg6RAIloldAkuWKPHjUanhA8jagOiExLbSYbfn/0d95Px50P9A/rj1+u/oXTYDbY8EPSD7jq16v4ZmKgVImI/xT0ch+MXKbF+GWlUJnV9giQN6w2Hae66NwkXROqdSDLACoGJYVdasstL9+PU6fe49fp3Ok5dnnXmC2Yc/QUtBYrhvp74eH2QoRHbTBjzrK9KNWa0D3SF69f16N6KzoZ51LBc0ka4BsN3L5WUAevA2qjGg9vfpjNf6mZYGzMWDYsvaCinyJEXOQQCZCI85IGKzWUclH0BfscSh+ukfj8is9ZDK7cUM43k4k/T8SKpBUiEfovwX5OEgIlFRwBIj8wlaqqO+zff//ldmAC1fyQtYDJVIGjxx6AzWZBWOjVCAubwlEZivykaA0IUyqwODEGMjI/tdrwwPKDSMqvRIi3ij2+3JUuhclUYP7NFMEzzjscuO03Qem7DmRVZOGW32/B3xl/Qy6R47H+j7HuFXU9ihAhovkQCZCIVoVDcj9fk88ibRcaFA1acdUKPDPoGf5spJT7ws4XMO7HcVh8cLGzTknEJQyXKEwQyp0pMIW8OgFyKD1TVxgRnZNJT0Ovz4G7WzQ6d36OozlU8/NLQRlkEmBp1xgEKwV/rjf/TsL6E/lQyqX4eEY/hPm6FGka1MC31wvWKB5BQrdXQB1K0AB25+3Gjb/fiLTyNIS4h+DLK7/ELYm3iKKGIkS0AEQCJKJVEeYhpAMo+nMhI0CuoHqJaZ2n4fdrf+d2/HDPcFaopmLpsSvH4sGND2Jz1mZONYi4tEERIEcKTCqrbnxJrcADBgzg5bwzP6GgYC0kEjm6dnsXcrk3DlZo8b+UHN7/dIcIDPQTPMVWHczB4k2CLQClvXq186uu9P39dEHhmUQOSecnuFOdn+2Hkz/gznV3crSye1B3fH/V9+gZXL/jtohzh9gU/d/6W4mVcyJaFaGeoU6xNircbEsg3RTSTLmh8w1Yn7meTSOpw4aWaQS6BWJ09GiMjR2LfqH9xELTSxB+EjUkRqELjHWKXDRTSJ+EoNWeRnLyc7zcof0D8PXpiVKTGXOOnYLRZsOVQb64q10w7z+YVYZHfjzMy3ePiMM1vSOr3oxa8Mnb6/S/AKWvbv0ZCOtW6zORcelru1/jWjXCxA4TsXDwQrjJxfbs1gI5nxO0Wm014T8RbRf0t3L92zUH4hVdRKsi1EMgQPvy93GdjYL8qdoYiNiMjx3PI6U0hVvm16Sv4a61FckrePip/HB55OWsKk3jfLTyi2h9+IOKoG1QS3xc6A/YT4nSTFarCceOPQiLRQs/v4GIiZnLT54PnsxEtt6EGDcl3u0imJyeKddj7ld7YTRbMSYhBI+Mc9HxsVqAX+4EUtcJ9iA3rwQiq0wnHaDuxIc2P4TdZ3ZDAgnu63MfZnebLaa8WhlkBUFeVuRyTqCuP/F33jZB3z8iP/S3or8Z/e2aC5EAiWhVRHgJSrhUw0CI8YnBIRxCWwUVSJNr9gN9H8CevD1cePpP5j9cxE2kiAYhISAB/cL6cUqCRphnDW0XERcFfCUargEyQgEjVM7tUrsZ7KnTH6Ci8jDkcl90TXwTEokMn2UX4s+iCiglEnzSLRa+Cjn0Jgvmfr0XBZUGdAr1wrvTe0Pq8PiiUP3vDwPHfhYMam/4BogZXGexMxn6ZlZmwkPugdeGvYYR7YQolIjWBykaExwkSETbBpEfx9+suRAJkIgWB4UkySeG0CW4S7V9XYK64PLXL3ce11ZBkaohkUN4PD3oaRZR3JazDdtyt+FkyUk2XKXxNQQrBCJARIRIkZfmLgFdoCAvKhFt8/y8awKQugGBMrLrsDJJ0cu98dRT0+Hr24ePqaw8gYyMpfwzXbq8BDe3CByt1OK51Fze9r/4CPTw9uAnUkp7Hc4uh7+HAp/O6F/d42vjS8DezwUvtGs/BuJH1/pMx4qO4Z4N93AtGun7fDDqAybjIs4fKOJD9hAhISEwmar7xYloW6Dv57lEfhwQCZCIFgd5fJGRHYFuDsHuwSjUFfL6oHaDMGXUFFxMoBQZdY/RoMgQdYqR8eTBgoM4VHgIyaXJrHFE46/Tfznri7oGdkViYCI6+XfiQeaUYh1HGzk/Z00B1m7FnxYtJHSvM9ugV/ji9pl9EB/3CLe6Hzr0JGw2M4KDr0BoyJWs93PnsQyu+xkX6IPZkUH8elTwvPpQLuRSCZbc0hfRgS4O4jsWA1veEJavehvoVtuTbmvOVizYtAA6s44ji4vHLEaQu/DaIs4/6MbaEjdXEW0fIgES0epPVePbj+cCY6VUiaFRQ3Gxg25OV3W4igdBa9LiaNFRHCwUCBEN6tzZX7Cfh6sydbR3NOL94jkVSL5NsT7C8KOOIBHnD+4BPAVK1TxzK7zcG3q9EN3JzV1hT315o3OnZ3nb/1JzkKYzIFylwLsJ0XxubzxZwC3vhOeu7opBHVxqww5+D/z1hLA86hmg36xaH2NV6ios3L4QZpsZg8MH452R78BTIYiHihAhonUhEiARLQ6yENi/f7+zm+beXvdyTQPVzPgr/bFnzx7nvkvhSctD4YEB4QN4OKJepytOMxEiA9iUshQklyRzHRFtp1ETvipfxHjHINwrHBGeEZxSo/Z8qqGiZRJyFIsyW/D8TMkHcizwi6gUNhqtKFd6YN/eQ6is2AKD8V3e3L79/VCpQrGxuALf5pWwz9eihBgEKOQ4XaTB/csPcInPzQOjcfNAFyHDpD+AVfOE5UHzgKEPVfsMdI58euRTvH/gfV4nMk0+dWLaVISI8wfRDb4eiG7wzYdGo4GXl6CJolar4enp2ah9lzLoa0ZdZUSETlWcwqnyU+xNRmSIUmdnA0UFiBARGaLOOupCozb9APcAnnm4B4pEqRFwPQcznozGMMtiGPsEYrrnZ3jnqk95++o1sQjwj8WgQX9BY5VhxO6TyDGYcEdUEF7oGAWt0YxrF2/HyTOV6BPth+VzB7PoodNs9ZtrAbMe6HkTcPUiqqp2vr/VZuU29+9OfsfrM7vNxAN9HuAIoQgRIs4dohu8CBFtCERKKHUWFBnEhdWuoNqPzIpMZFVmsVgkaSYRKXKIR1JhrMakQWpZKo+GQFYJAW4BTIYcs7/Kny1JyDrBS+HFJImWXQdF6P6LxMnHRikwGxdCayS+1fbFxt7DRqdvpecw+aGW98c7hDOZfeynI0x+grxUXPfjJD+k7kxCh0R+Ok8AJn9QjfyQuOaz25/Fb2m/8TrZWpCyswgRIs4/RAIkQsQFhrvcHZ0DOvOoC3qznglRrkYgRmQrQtEkIkbFOvusL0alsZJrSQp0BTyaAoo+1EWQaJ0+Hw0q4HbMbjKXZcf2Ora1Rd0nVyhgggcMMJmsMMijnNuVykCEhU1GqlaPT7OFAv6XO0XBUybDZ1tPuRQ990Goj72wvSgV+PpawFABxFwOTP0ckFVdYo0WIx7b8hiLbMokMvammxQ36fz/o0WIENH2CdCrr76KJ554Avfffz/efVfIyZOD+EMPPYTly5fDYDCwYNnixYsRGioI7hEyMzNx9913Y+PGjRzqvu222/DKK6+wq7MIERcbiExwwbRvbIPH0Q3WQYZKdMJMBKlUXwq1SY0KYwWTJBq0TjNto6gEpWWocJtGDlpOsZsiUg5CRJ1xRIioq45mqnehwnjHMs+O0Yz1ul6L36vGPqPRWO0z+qMSFaZgGJXRzm2RETdCKlXh5bRT1CCGMYE+GB3og2O55Xj1jxN8zNMTE9A/ViimRkUu8PUUQFsEhPUAbvwOUFQpClOh/IObHsT23O38Od4c/iZGRY9qsd+zCBEimo42ywioUHbp0qXo0aNHte0PPvgg1q5di5UrV3KO795778W1116Lbdu2OQscJ06cyAJJ27dvR15eHmbMmMG6AS+//PIF+teIENH6UMqUXCPUFFFGSueQQreDGFWa7LPL0Fv0HIWiVB0NWqZtjuVqs307ESoCRaSIbNFoK7AahM/maoeRYbJCr3AhQJHTcUytw+9F5Vz4/ExcBHRGC+5ffhAmiw1jE0Nx2xA7IdVXCOam5ZlAQBxwy8+AW1U6jUjmvRvuZS0pioq9N/I9DI6oLYQoQoSI84s2SYCoOPbmm2/GJ598ghdffNG5nQqaPvvsM3z33XcYNUp4evriiy+QkJCAnTt3YtCgQfj7779x/PhxrF+/nqNCvXr1wgsvvIDHHnsMCxcuZA0QESJECKC6H0eEJthD8LM6VxCpoqiSzqKDzlRFiihCRT5XPCz2ua71hva5bDNa7a9nMfH71Tye99f42boMbv3JD8xkRaG5qlZHofDDu6fyeXlyiB86e7rh+dXHkVqgRrC3Cq9d10OombKYgBW3AvlHAa9Q4NZfAK+q3yNF5O5adxeLZlJKcfHoxegV0qtFfs8iRIi4BAnQvHnzOIozZsyYagRo3759rNBJ2x3o0qULoqOjsWPHDiZANHfv3r1aSozSZJQSO3bsGHr37l3ne1I6jYZrFbkIESKaDiIGnIaSKbieqC2ByNnm9M0YiZHVUmBUBJ1vqFL/zdMbsbawjJfvjwnF0ZxyfLn9FK+/MbUHAjyVgsXF6vuB9E0Aaffc9APgX9UKT/Vac9fN5Y4/Kkj/eOzH9dZ5iRAh4vyjzREgqu0hDRmHVowrzpw5wxEc8gBxBZEd2uc4xpX8OPY79tUHqhF67jnB8VnEuYHSjc8++2yddhcN7RMh4rzYHfiEI/jqYChBRE0HX6vgB1YOKZ585n9QSCVYUVQBSpQN8vVEFw83XPfVflhtwMQe4RjROUR4sc2vAQe/Bah9/fovgYiqhyvq6rvj7zu4cJ1Skp+M/eSsNVwiRIj4DxOgrKwsLnhet24d3NzOr2UAFVsvWLCgWgSoXbt25/UzXCogkkrpxqbuEyHifCDCNwKhU4SHIsvpLPgbKyE12SBRKDD78SfR3l2JwbuEQucZkUFYfTgXBzLL4KmU4ZmJicKLHFoObHpFWJ74NtBpnPP108rSMOfvOWyZQorfRH5I4FKECBFtC21KeYtSXOTESwrB1LFFY/PmzXj//fd5mSI51MFRViaEph3Iz893usLSTOs19zv21QeVSsWCSa5DhAgRlx6otZ860gjFMqmzBoiQazDiqFqH0zoj3KQSjPH3xgf/CNpLdw2PQ5ivG3DmiJD6Ily+AOg30/na5As3669ZTH7IzPTL8V+K5EeEiDaKNkWARo8ejSNHjuDgwYPO0a9fPy6IdixT2mTDhg3On0lKSuK298GDha4Kmuk1iEg5QBElIjSJifanNxGtCqvVyvVWNGi5sftEiDhfdUBuRW7Q5+hRIJFyF5jNZIXNYsGew0fw2bbdsFmt3Pa+5WQBFz77uMlx22WxgL4cWDFDEDqMHyt4fNlxsuQkZv81mwufydT083Gfi6amIkS0YbSpFJi3tze6detWbRtZJQQGBjq3z549m1NVAQEBTGrmz5/PpIcKoAnjxo1jonPrrbfi9ddf57qfp59+mgurKcojovWh0+mcf6+adhcN7RMh4nyAzsFtDwqyGXkvhAhF0ASNDguuEcx6Q9Zux8RgP3z643Fen3lZe/i4KYAfFwAl6YBPFHDtx06V52PFxzD377nc8t4tsBs+GvsR+7uJECGi7aJNEaDG4J133oFUKsV1111XTQjRATLXXLNmDXd9ETGiGywJIT7//PMX9HOLECGi7aFCKkGUVCus2NNgDkQYgYNZZaz4fMugGCDpT+Doj4BEBkxbBngIIoiHCw9zqztpKPUM7oklY5Zwy7sIESLaNto8Adq0aVO1dSqOXrRoEY/6EBMTg99///08fDoRIkRczCiXShEgtYs0mqp8obt4qvDngVxeJtHDYKURWGt3dB98DxDVjxdPFJ/AnevuZKHHPiF9sHjMYjauFSFCRNtHm6oBEiFChIjziTKpFH72FJijEJowyMeL/b4IN/RvB/z7NlCRDfjFACOe4O2k73PX+ruc5IciPyL5ESHi4oFIgESIEPGfRYVMBk+bBlJY4eOSAQs32FCsMcLbTY7LIqTA7o+FHVe8DCg9nSKHjoLnRaMXwUPhccH+HSJEiGg6RAIkQoSI/3QKTAobfKFGZ3mVTU5JrhAVItFDxe4lgFENhHUHukxk37P7/rmPSVB73/Zc8Oyl9LqA/woRIkQ0ByIBEiFCxH8WZXbSQ1pAXeRVyuTbkot4vqKjZ1X0Z/hjoCqhF3a+wN5eZG+xdMxSnkWIEHHxoc0XQYu4+EBaTQ8//LBzubH7RIg4H6Dz7qa7bsLfp/+GWiVcAv2gRrneyuem3mTBb8V6SGQKjLTuBAwVQEAHoPNErExeid/SfoNUIsUbw94QRQ5FiLiIIRIgES0Osrt44403mrxPhIjzAToHn37xaRxecxgVNglvIzHEYp0VH7/xBrYkF2L157sRG+gBz+NLhB/qdRPO6Arw5t43efXBPg9iQPiAC/nPECFCxDlCTIGJECHiPwc/lWCoXCaxcVrLH2rkV+h525Gccp6HhuiA0/9SfxjQYzpe3/M6dGYdeof0xoyuMy7o5xchQsT/27sX4Kiq+4Hjv0022ZCEPIAECCEJSB48U3kk5WHjCIJoEVqrlqKkSMVSUIvToTiVQf8jjVbtVBFFxAKOpUBxoIooBnmIylMaeVNBFOSdQh4kQEJy/3NO3CUJLEnIZm927/czs9679yx7z15vNr+c8zvnNB4tQPA4tcSFWp5ESUhI0BNX1qcM8AZ1DxacKJCyM2VitA6SUptNomzFcqroghw+fFi+yNsnhiFyh/2rqn+QNEg+Lzkiud/lSqAtUP6U+SfdBQbAtxEAoUmWGujUqZPbpTDclQHeoO7BbilV6wJ2e6ObFPywIOql0ovSuXNnfbzjlGXSrWRL1T9IHipzvpqjd0enjZbUVqnmVR6Ax/BnDACx+lD4tvYflsP4gUPKJOr0Vr3/VZtEyTuTJ0EBQfJQj4dMqiUATyMAAmBpBQGBEhd8ocaxOyO/FZta8T2igyw8saHqWKc7JSY0xqRaAvA0AiAAllYYGCCx9pIax7JCv9Pb/IRM+eTIJ3qfxGfAvxAAARCrrwcWbasZAPUwvtbbtRERUmlUSvfW3SUlOsWkGgJoCgRAACxNJUGHVxbVONa2ZK/erik7rbdDEoeYUjcATYcACIBYPQfIUV4194+TvbxECoMcsu3sfv389sTbTaodgKbCMHh4nN1ul9/97neu/fqWAd7gvAf3n90vJwNO6hYg2+ULcle3VvLOzXdJn8gisQfkycaYJLlsXJAuUV0kMSLR7GoD8DCbYagpv1BbUVGRREZGSmFhoURERJhdHQAetuLgCpn++XQZeOGizDl5Wi5O2ik7CsOk3/fzJWj9szIzpZ8sLj8lY7qOkWkZ08yuLgAP//6mCwyAtZfDCHLobcilMzKgSxsJyq/q9tphK9Pb3rG9TawlgKZCHwQ8TjUq5ufn6/02bdqIzWarVxngDc57sLK4Uu8XBFZ9DRpFxyX/zBmRQzsl2CbydVmBPt67LQEQ4I8IgOBxpaWlEhsbe83lLq5XBnhD9XtQLYVR6KjKAig9c0Riu4/U+6v/L0bUMqkJLROkTYs2ptYXQNOgCwyApZ2XSilXO8WnXMe+DgrSWzX/DwD/RAAEwLJsYnOtBybnrwRAh8Ii9TY5Otm0ugFoWgRAACwrPCjctRxGjQAouKoFiAAI8F8EQAAsK9IR6ZoMsXoA9K2tQm/VHEAA/BMBEADLcg2FVy1Axcddxy+LIaH2UIkLjzOxdgCaEgEQAMuKCI64kgN0oWrYu1NSZJIE2PiKBPwVw+DRJEsNZGdnu/brWwZ4Q/V7MDo0WuSsSEFolNgLzkt2epAcCgqSswEi8eHxZlcVQBPiNxA8zuFwyIIFCxpcBnhD9Xvw+a3P621BaLQ47MdkwagWktMqWhYFBUh8SwIgwJ/RvgvAslw5QC2qkqGVYyGheksABPg3WoDgcWp5ATXbrhIaGnrVUhjuygBvqH4PRgb/MAosNLLqeLkaAeYQwyinCwzwc7QAwePUL5fw8HD9cP6iqU8Z4A3V78EQI0QfKwy0S2l0NwnPKZYPJuSJUWZIh/AOZlcVQBMiAAIgVu8CO1dWKDJuVY2ytmFtTaoVAG8gAAJgWa1DWutt/oV8EbvDdbxlUEtxBF55DsD/EAABsKw2oVUrvReXFcvFyxddx2NCY0ysFQBvIAACYFmqpSckMORKK9AP2rSoCowA+C8CIACWpUYhOlt78ksJgAArIQACYGkxLaoCoDMXz1w5RhcY4PeYBwgeFxgYKL/4xS9c+/UtA7yh9j3oDHbOXjoryVnJcqrklMSGxZpcSwCWawF6/fXXpVevXhIREaEf/fv3lw8//NBVfvLkSXnwwQelXbt2EhYWJr1795Z33323xnucPXtWxowZo/99VFSUjB8/Xs6fP2/Cp7GmkJAQ+de//qUfar++ZYA31L4HnS1ABZUF0m9qP0mYnCDx0UyCCPi7ZhcAxcfHy3PPPSdffvmlbN++XW677TYZOXKk7NmzR5ePHTtWDhw4IO+9957s2rVLfv7zn8t9990n//nPf1zvoYIf9frc3FxZuXKlfPrppzJhwgQTPxWA5io2tKq150zpGTlZclLvtwtrZ3KtAFguABoxYoTceeedkpycLCkpKTJz5kw9Y+vmzZt1+RdffCGPPvqoZGRkSOfOneWpp57SrTwqYFL27dsnH330kcybN08yMzNl0KBBMmvWLFm8eLEcP37c5E8HoLlxBjtHio+4RoK1DWUSRMDfNbsAqLqKigoduJSUlOiuMGXAgAGyZMkS3c1VWVmpyy9evCi33nqrLt+0aZMOiPr27et6nyFDhkhAQIBs2bLF7bkuXbokRUVFNR64Mer/lxpdox5qv75lgDfUvgcTIxL18bzv82Rn9k7Z/evd4qhgEkTA3zXLJGjVtaUCHhXYqNaf5cuXS7du3XTZ0qVL5f7775fWrVuL3W7XC2qq8i5durhyhGJjayYwqte1atVKl7mTk5MjzzzzTBN/MgDNTVJE0lXHAgNI0Af8XbNsAUpNTZW8vDzdYjNx4kTJzs6WvXv36rLp06dLQUGBrFmzRucIPfHEEzoHSAVNjfHkk09KYWGh63H06FEPfRoAzVloUChdXoAFNcsWoODgYFeLTp8+fWTbtm3y8ssvy9SpU+XVV1+V3bt3S/fu3XV5enq6bNy4UWbPni1z5szRo8NOnz5d4/0uX76su8xUmTsOh0M/AFhPr5hecuLcCbOrAcDqLUC1qVwflaNTWlqqn6t8nurUXB7qNYrqOlMtRM6kaGXt2rW6XCVFA0BtQ5OGml0FAFZvAVJdUcOHD5eEhAQpLi6WRYsWyfr162X16tWSlpamW4YeeeQRefHFF3Ue0IoVK1zD3ZWuXbvKHXfcIQ8//LBuESovL5fJkyfLL3/5S4mLizP74wFohoYlDpPzA87LvXKv2VUBYNUASHVfqbl+Tpw4IZGRkXpSRBX83H777bp81apVMm3aND1cXk1uqAKihQsX6qHzTv/4xz900DN48GDdWnTPPffIK6+8YuKnAtCcqRFhwzsNN7saAKwcAL311lvXLVfzA9We+bk2NeJLtRzBHKpL0hmQXmspDHdlgDe4uwe5NwFrsRmGYZhdieZIzQOkWqDUiDC1pAYAAPCf398+kQQNAADgSQRAAADAcgiA4HFqeYGwsDD9uNZSGO7KAG9wdw9ybwLW0uySoOEfnHM2NbQM8AZ39yD3JmAdtAABAADLIQACAACWQwAEAAAshwAIAABYDgEQAACwHEaBwePU+mtZWVmu/fqWAd7g7h7k3gSshaUw3GApDAAAfA9LYQAAALhBAAQAACyHAAgep5YRiImJ0Y9rLYXhrgzwBnf3IPcmYC0kQaNJ5Ofn31AZ4A3u7kHuTcA6aAECAACWQwuQG87BcSqbHA1TvftAXb+Kiop6lQHe4O4e5N4E/IPz93Zdg9wZBu/GN998IzfddJPZ1QAAADfg6NGjEh8f77acFiA3WrVqpbdHjhzR8wmg4RF4x44d9Q3IPEo3hmvYOFy/xuH6NR7X0Jzrp9p1iouLJS4u7rqvIwBywzkTrAp+uHFvnLp2XL/G4Ro2Dtevcbh+jcc19P71q0/DBUnQAADAcgiAAACA5RAAueFwOGTGjBl6i4bj+jUe17BxuH6Nw/VrPK5h875+jAIDAACWQwsQAACwHAIgAABgOQRAAADAcgiAAACA5RAAXcPs2bMlKSlJQkJCJDMzU7Zu3Wp2lXzGp59+KiNGjNAzcNpsNlmxYoXZVfIpOTk50q9fP2nZsqXExsbKqFGj5MCBA2ZXy6e8/vrr0qtXL9fkaf3795cPP/zQ7Gr5rOeee07/LP/+9783uyo+4+mnn9bXrPojLS3N7Gr5lGPHjskDDzwgrVu3lhYtWkjPnj1l+/btHj0HAVAtS5YskSeeeEIPvduxY4ekp6fLsGHD5PTp02ZXzSeoBSXVNVNBJBpuw4YNMmnSJNm8ebPk5uZKeXm5DB06tMZCnbg+tfaP+qX95Zdf6i/M2267TUaOHCl79uwxu2o+Z9u2bfLGG2/ogBIN0717dzlx4oTr8dlnn5ldJZ9x7tw5GThwoAQFBek/Xvbu3SsvvfSSREdHe/ZEahg8rsjIyDAmTZrkel5RUWHExcUZOTk5ptbLF6nba/ny5WZXw6edPn1aX8cNGzaYXRWfFh0dbcybN8/saviU4uJiIzk52cjNzTWysrKMxx9/3Owq+YwZM2YY6enpZlfDZ/3xj380Bg0a1OTnoQWomrKyMv1X45AhQ2qsCaaeb9q0ydS6wZoKCwtrLM6LhqmoqJDFixfrFjTVFYb6Uy2Rd911V43vQ9Tf119/rVMBOnfuLGPGjNELa6N+3nvvPenbt6/ce++9OhXg5ptvljfffFM8jQComvz8fP2F2bZt2xrH1fOTJ0+aVi9YU2Vlpc67UE3BPXr0MLs6PmXXrl0SHh6uZ5D97W9/K8uXL5du3bqZXS2foYJGlQKgctLQcCp3dMGCBfLRRx/pnLTDhw/LLbfcolcoR92++eYbfd2Sk5Nl9erVMnHiRHnsscdk4cKF4kmsBg8047/Ad+/eTe7ADUhNTZW8vDzdgrZs2TLJzs7W+VUEQXU7evSoPP744zoHTQ0EQcMNHz7cta/yp1RAlJiYKEuXLpXx48ebWjdf+eOvb9++8uc//1k/Vy1A6rtwzpw5+mfZU2gBqqZNmzYSGBgop06dqnFcPW/Xrp1p9YL1TJ48WVauXCnr1q3TSb1omODgYOnSpYv06dNHt2KoxPyXX37Z7Gr5BJUGoAZ99O7dW+x2u36o4PGVV17R+6qVHA0TFRUlKSkpcvDgQbOr4hPat29/1R8rXbt29Xg3IgFQrS9N9YX5ySef1IhE1XPyB+ANKndcBT+qy2bt2rXSqVMns6vkF9TP8aVLl8yuhk8YPHiw7kJULWjOh/prXOWxqH31RyIa5vz583Lo0CH9ix11U93+taf/+O9//6tb0TyJLrBa1BB41cSmfuAzMjLkb3/7m06gHDdunNlV85kf9Op/5ai+b/WlqZJ4ExISTK2br3R7LVq0SP7973/ruYCcuWeRkZF6LgzU7cknn9RdEOp+UzkX6nquX79e5xKgbuq+q51zFhYWpudjIRetfv7whz/o+dDUL+zjx4/raVVU4Dh69Gizq+YTpkyZIgMGDNBdYPfdd5+ei2/u3Ln64VFNPs7MB82aNctISEgwgoOD9bD4zZs3m10ln7Fu3To9bLv2Izs72+yq+YRrXTv1mD9/vtlV8xkPPfSQkZiYqH9+Y2JijMGDBxsff/yx2dXyaQyDb5j777/faN++vb4HO3TooJ8fPHjQ7Gr5lPfff9/o0aOH4XA4jLS0NGPu3LkeP4dN/cezIRUAAEDzRg4QAACwHAIgAABgOQRAAADAcgiAAACA5RAAAQAAyyEAAgAAlkMABAAALIcACAAAWA4BEABT3HrrrWKz2cRXqDlj1VqBQ4cObdLPsWbNGv1+q1at8th7Argaa4EBaLSGBgC+OAH922+/LTt27JBNmzY16XmGDBkigwYNkqlTp8qwYcNYfBRoIgRAABpNLfZYm1pIuLCw8JplzoCitLRUfGU1+aefflpuueUW+fGPf9zk51PBz9133y2LFy/Wq7AD8DzWAgPQJJKSkuS7777zydae2j744AP56U9/Km+++ab85je/uaoLbMOGDR79nOXl5RIXFydpaWmyceNGj70vgCvIAQJgimvlzixYsEAfU9v3339fMjMzJTQ0VDp06CDTp0/XLTHKwoULJT09XVq0aCEJCQnywgsvXPMcKij5+9//LgMHDpSIiAj9Xn379tXHGmL+/Pm6Xvfcc891gxbVSqQCP4fDISkpKfLaa69d9Tr1GvVe69ev15+zd+/eul7qejgFBQXJqFGj5LPPPpODBw82qK4A6ocuMADNzvLly+Xjjz/WQYAKXlQLzLPPPqsDmsjISL0/cuRIHTS8++67usuobdu2MnbsWNd7qNeq7qN//vOfkpycLL/61a8kODhYcnNzZfz48bJ371558cUX66yLep9169ZJamqqREdHu33d6NGjZevWrTJ8+HCdt7N06VKZNGmSDmYefvjhq16vgjb1vupzqMTq2rk+/fv3l3nz5snatWulS5cuDb6GAOqgusAAwNMSExNVn5Db8qysrKvK58+fr48FBQUZW7dudR0vKioyYmNjjdDQUKNdu3bGoUOHXGVHjhwxgoODjZ49e9Z4r7lz5+r3GjdunFFWVuY6funSJWPEiBG6bPv27XV+jj179ujXjhkz5rqfIzMz0ygsLHQd379/v2G3243U1NQar58xY4Z+fVhYmLFz50635/3qq6/068aOHVtnHQE0HF1gAJqdBx54QPr16+d63rJlS52Do5KmJ06cKJ07d3aVdezYUY+aUi06ly9fdh1/9dVXJSwsTGbPnq1bYZxUK9DMmTP1vmodqsv333+vt6qF6XpycnJ0N5uTajFSrVcHDhyQ4uLiq14/YcIE6dmzp9v3c57PeX4AnkUXGIBm50c/+tFVx9q3b3/dsoqKCjl16pTOF1KB0q5du3Qi8fPPP3/NfB1l//79ddblf//7n95GRUVd93VqjqDa4uPj9bagoEAHcdVlZGRc9/1atWqlt/n5+XXWEUDDEQABaHaqt6Q42e32Osucgc25c+d07s6xY8fkmWeecXuekpKSOuuiEq2Vixcv3nCdVXBWW10tShcuXNBblSANwPMIgAD4HWcwolpltm/f3qj3iomJ0duzZ8+KNyePdJ7PeX4AnkUOEAC/o7qbunbtKvv27dPdT43RvXt3CQgI0Lk83uQ83/XyhADcOAIgAH7pscce07lAagj6tbq6Dh8+LN9++22d76Nyf3r16qVbkpzzEHnDli1b9DYrK8tr5wSshAAIgF965JFHJDs7W5YtW6bnAVJzBE2bNk3GjRun59i56aabZPPmzfV6r5/97Gd6JFd9X+8Jar4iNe/QT37yE6+dE7ASAiAAfsk5o/SSJUt0N9bKlSvlr3/9qw4sQkJC9CSIauHR+lDLX6iE5nfeeUe8QbVMff755zqAU3UF4HmsBQYA9fDggw/qGanV+ma1h7R72lNPPSV/+ctfdA6TaqkC4Hm0AAFAPajlN9TQ9FmzZjXpedQQfnUONeEjwQ/QdBgGDwD1kJiYqBdhVZMtNiWVnD1lyhR59NFHm/Q8gNXRBQYAACyHLjAAAGA5BEAAAMByCIAAAIDlEAABAADLIQACAACWQwAEAAAshwAIAABYDgEQAACwHAIgAAAgVvP/7Y8wWs34bqAAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "include_PI = True\n",
+        "\n",
+        "\n",
+        "def _demarcate_ramps(ax, results_dict):\n",
+        "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
+        "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")\n",
+        "\n",
+        "\n",
+        "for key, value in results_dict.items():\n",
+        "    # Turn n by 1 arrays in into vectors\n",
+        "    results_dict[key] = np.squeeze(value)\n",
+        "\n",
+        "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
+        "\n",
+        "time = results_dict[\"time\"] / 60**2\n",
+        "\n",
+        "ax_fontsize = 14\n",
+        "title_fontsize = 16\n",
+        "iz_plot = [1, 3, 5, 8, 10]\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"potential\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"voltage_controller_mv_ref\"],\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0.65, 1.45))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-250, 125))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
+        "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 20000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Fuel reference\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Sweep reference\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
+        "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
+        "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 1))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"H2_production\"])\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1.25, 2.5))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 7500))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-125, 350))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
+        ")\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
+        "        label=\"Core target\",\n",
+        "        color=\"olivedrab\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((850, 1150))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1000, 1000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
+        "        label=f\"node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-2, 2))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "# ax.set_ylim((575,875))\n",
+        "ax.set_ylim((-1000, 650))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_temperature\"][z, :],\n",
+        "        label=f\"Feed wall node {z+1}\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
+        "        label=f\"Sweep wall node {z+1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((870, 1175))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((370, 520))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 950))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 1020))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax2 = ax.twinx()\n",
+        "\n",
+        "ax.plot(\n",
+        "    time,\n",
+        "    results_dict[\"condenser_outlet_temperature\"],\n",
+        "    label=\"Temperature\",\n",
+        "    color=\"tab:blue\",\n",
+        ")\n",
+        "ax2.plot(\n",
+        "    time,\n",
+        "    results_dict[\"product_mole_frac_H2\"],\n",
+        "    label=\"H2 mole fraction\",\n",
+        "    color=\"tab:orange\",\n",
+        ")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((273.15, 373.15))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
+        "ax2.set_ylim((0, 1))\n",
+        "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-40, -12))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.9.23"
     }
-   ],
-   "source": [
-    "include_PI = True\n",
-    "\n",
-    "for key, value in results_dict.items():\n",
-    "    # Turn n by 1 arrays in into vectors\n",
-    "    results_dict[key] = np.squeeze(value)\n",
-    "\n",
-    "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
-    "\n",
-    "time = results_dict[\"time\"] / 60**2\n",
-    "\n",
-    "ax_fontsize = 14\n",
-    "title_fontsize = 16\n",
-    "iz_plot = [1, 3, 5, 8, 10]\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"potential\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"voltage_controller_mv_ref\"],\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0.65, 1.45))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-250, 125))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
-    "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 20000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Fuel reference\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Sweep reference\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
-    "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
-    "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 1))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"H2_production\"])\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1.25, 2.5))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 7500))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-125, 350))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
-    ")\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
-    "        label=\"Core target\",\n",
-    "        color=\"olivedrab\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((850, 1150))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1000, 1000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
-    "        label=f\"node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-2, 2))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "# ax.set_ylim((575,875))\n",
-    "ax.set_ylim((-1000, 650))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_temperature\"][z, :],\n",
-    "        label=f\"Feed wall node {z+1}\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
-    "        label=f\"Sweep wall node {z+1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((870, 1175))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((370, 520))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 950))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 1020))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax2 = ax.twinx()\n",
-    "\n",
-    "ax.plot(\n",
-    "    time,\n",
-    "    results_dict[\"condenser_outlet_temperature\"],\n",
-    "    label=\"Temperature\",\n",
-    "    color=\"tab:blue\",\n",
-    ")\n",
-    "ax2.plot(\n",
-    "    time,\n",
-    "    results_dict[\"product_mole_frac_H2\"],\n",
-    "    label=\"H2 mole fraction\",\n",
-    "    color=\"tab:orange\",\n",
-    ")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((273.15, 373.15))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
-    "ax2.set_ylim((0, 1))\n",
-    "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-40, -12))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.14"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_usr.ipynb b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_usr.ipynb
index b22f6611..bb365263 100644
--- a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_usr.ipynb
+++ b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soc_pid_control_usr.ipynb
@@ -1,2596 +1,2541 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################\n",
-    "\n",
-    "from enum import Enum\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "import pyomo.environ as pyo\n",
-    "from pyomo.common.collections import ComponentSet, ComponentMap\n",
-    "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
-    "\n",
-    "import idaes.core.util.scaling as iscale\n",
-    "from pyomo.dae import DerivativeVar\n",
-    "from idaes.core.solvers import petsc\n",
-    "import idaes.logger as idaeslog\n",
-    "import idaes.core.util.model_serializer as ms\n",
-    "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
-    "    SocStandaloneFlowsheet as SocFlowsheet,\n",
-    ")\n",
-    "import matplotlib.pyplot as plt\n",
-    "from idaes.models.control.controller import (\n",
-    "    ControllerType,\n",
-    "    ControllerMVBoundType,\n",
-    "    ControllerAntiwindupType,\n",
-    ")\n",
-    "from IPython.display import SVG, display"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# SOC Flowsheet --- PID Control\n",
-    "Author: Douglas Allan\n",
-    "\n",
-    "Maintainer: Douglas Allan\n",
-    "\n",
-    "Updated: 2024-26-03\n",
-    "\n",
-    "## 1. Introduction\n",
-    "\n",
-    "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
-    "\n",
-    "## 2. Model Description\n",
-    "\n",
-    "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class OperatingScenario(Enum):\n",
-    "    maximum_production = 1\n",
-    "    power_mode = 2\n",
-    "\n",
-    "\n",
-    "def scale_indexed_constraint(con, sf):\n",
-    "    for idx, c in con.items():\n",
-    "        iscale.constraint_scaling_transform(c, sf)\n",
-    "\n",
-    "\n",
-    "def set_indexed_variable_bounds(var, bounds):\n",
-    "    for idx, subvar in var.items():\n",
-    "        subvar.bounds = bounds\n",
-    "\n",
-    "\n",
-    "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
-    "    def rule_ramp(b, t, dvdt, v_ramp):\n",
-    "        return dvdt[t] == v_ramp[t]\n",
-    "\n",
-    "    t0 = fs.time.first()\n",
-    "\n",
-    "    for var in vars:\n",
-    "        var.unfix()\n",
-    "        shortname = var.name.split(\".\")[-1]\n",
-    "        blk = var.parent_block()\n",
-    "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
-    "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
-    "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
-    "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
-    "        v_ramp_eqn = pyo.Constraint(\n",
-    "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
-    "        )\n",
-    "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
-    "        for t in fs.time:\n",
-    "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
-    "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
-    "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
-    "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
-    "\n",
-    "        v_ramp_eqn[t0].deactivate()\n",
-    "        v_ramp[t0].fix(0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
-      "2024-04-24 16:44:46 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
-     ]
-    }
-   ],
-   "source": [
-    "operating_scenario = OperatingScenario.maximum_production\n",
-    "m = pyo.ConcreteModel()\n",
-    "t_start = 1 * 60 * 60\n",
-    "t_ramp = 5 * 60\n",
-    "t_settle = 2 * 60 * 60\n",
-    "t_end = 3 * 60 * 60\n",
-    "\n",
-    "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
-    "\n",
-    "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
-    "\n",
-    "# The names here correspond to the row names in\n",
-    "# soec_flowsheet_operating_conditions.csv\n",
-    "# There should be len(time_set) entries here.\n",
-    "# We start simulating a period at maximum production\n",
-    "# in order to confirm the system is at steady state.\n",
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    setpoints = [\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "    ]\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    setpoints = [\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"maximum_H2\",\n",
-    "        \"power\",\n",
-    "        \"power\",\n",
-    "    ]\n",
-    "else:\n",
-    "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
-    "\n",
-    "m.fs = SocFlowsheet(\n",
-    "    dynamic=True,\n",
-    "    time_set=time_set,\n",
-    "    time_units=pyo.units.s,\n",
-    "    thin_electrolyte_and_oxygen_electrode=True,\n",
-    "    include_interconnect=True,\n",
-    ")\n",
-    "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
-    "scaling_log.setLevel(idaeslog.ERROR)\n",
-    "iscale.calculate_scaling_factors(m)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for t in m.fs.time:\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
-    "        \"Liq\"\n",
-    "    ].bounds = (None, None)\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
-    "        \"Liq\"\n",
-    "    ].domain = pyo.Reals\n",
-    "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
-    "        None,\n",
-    "        None,\n",
-    "    )\n",
-    "    for var in [\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
-    "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
-    "    ]:\n",
-    "        for idx in var.index_set():\n",
-    "            var[idx].domain = pyo.Reals\n",
-    "            var[idx].bounds = (None, None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 3. Process Control\n",
-    "\n",
-    "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
-    "\n",
-    "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
-    "\n",
-    "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
-    "\n",
-    "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
-    "inner_controller_pairs = ComponentMap()\n",
-    "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
-    "    \"feed_heater_inner_controller\",\n",
-    "    m.fs.soc_module.fuel_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
-    "    \"sweep_heater_inner_controller\",\n",
-    "    m.fs.soc_module.oxygen_inlet.temperature,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(inner_controller_pairs)\n",
-    "\n",
-    "variable_pairs = ComponentMap()\n",
-    "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
-    "    \"feed_heater_outer_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
-    "    \"sweep_heater_outer_controller\",\n",
-    "    m.fs.soc_module.oxygen_outlet.temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.NONE,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
-    "    \"voltage_controller\",\n",
-    "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
-    "    ControllerType.PI,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    antiwindup,\n",
-    ")\n",
-    "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
-    "    \"sweep_blower_controller\",\n",
-    "    m.fs.stack_core_temperature,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    # antiwindup,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    ")\n",
-    "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
-    "    \"h2_production_rate_controller\",\n",
-    "    m.fs.h2_mass_production,\n",
-    "    ControllerType.P,\n",
-    "    ControllerMVBoundType.SMOOTH_BOUND,\n",
-    "    ControllerAntiwindupType.NONE,\n",
-    "    # antiwindup,\n",
-    ")\n",
-    "m.fs.add_controllers(variable_pairs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "K = 10e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 20e4\n",
-    "tau_I = 15 * 60\n",
-    "tau_D = 5 * 60\n",
-    "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
-    "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
-    "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = 0.75\n",
-    "tau_I = 60 * 60\n",
-    "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
-    "\n",
-    "K = -2\n",
-    "tau_I = 240\n",
-    "m.fs.voltage_controller.gain_p.fix(K)\n",
-    "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
-    "m.fs.voltage_controller.mv_lb = 0.7\n",
-    "m.fs.voltage_controller.mv_ub = 1.6\n",
-    "m.fs.voltage_controller.smooth_eps = 0.01\n",
-    "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
-    "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
-    "\n",
-    "K = -50\n",
-    "tau_I = 40 * 60\n",
-    "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
-    "m.fs.sweep_blower_controller.mv_lb = 1500\n",
-    "m.fs.sweep_blower_controller.mv_ub = 10000\n",
-    "m.fs.sweep_blower_controller.smooth_eps = 10\n",
-    "\n",
-    "K = 200\n",
-    "tau_I = 20 * 60\n",
-    "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
-    "m.fs.h2_production_rate_controller.mv_lb = 1\n",
-    "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
-    "m.fs.h2_production_rate_controller.smooth_eps = 1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "step_mvs = ComponentSet([])\n",
-    "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
-    "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
-    "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
-    "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
-    "\n",
-    "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
-    "\n",
-    "create_ramping_eqns(m.fs, ramp_mvs, 1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for ctrl in m.fs.controller_set:\n",
-    "    iscale.calculate_scaling_factors(ctrl)\n",
-    "    iscale.calculate_scaling_factors(ctrl)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "time_nfe = len(m.fs.time) - 1\n",
-    "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
-    "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
-    ")\n",
-    "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
-    "\n",
-    "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if operating_scenario == OperatingScenario.maximum_production:\n",
-    "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
-    "elif operating_scenario == OperatingScenario.power_mode:\n",
-    "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
-    "\n",
-    "m.fs.fix_initial_conditions()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2024 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################\n",
+        "\n",
+        "from enum import Enum\n",
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "\n",
+        "import pyomo.environ as pyo\n",
+        "from pyomo.common.collections import ComponentSet, ComponentMap\n",
+        "from pyomo.util.calc_var_value import calculate_variable_from_constraint\n",
+        "\n",
+        "import idaes.core.util.scaling as iscale\n",
+        "from pyomo.dae import DerivativeVar\n",
+        "from idaes.core.solvers import petsc\n",
+        "import idaes.logger as idaeslog\n",
+        "import idaes.core.util.model_serializer as ms\n",
+        "from idaes_examples.mod.power_gen.soc_dynamic_flowsheet import (\n",
+        "    SocStandaloneFlowsheet as SocFlowsheet,\n",
+        ")\n",
+        "import matplotlib.pyplot as plt\n",
+        "from idaes.models.control.controller import (\n",
+        "    ControllerType,\n",
+        "    ControllerMVBoundType,\n",
+        "    ControllerAntiwindupType,\n",
+        ")\n",
+        "from IPython.display import SVG, display"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# SOC Flowsheet --- PID Control\n",
+        "Author: Douglas Allan\n",
+        "\n",
+        "Maintainer: Douglas Allan\n",
+        "\n",
+        "Updated: 2024-26-03\n",
+        "\n",
+        "## 1. Introduction\n",
+        "\n",
+        "This example is designed to demonstrate the use of PI controllers in a complex flowsheet to simulate ramping between different, predetermined setpoints. Steady-state optimization to obtain these setpoints is the subject of a future example. \n",
+        "\n",
+        "## 2. Model Description\n",
+        "\n",
+        "The underlying flowsheet consists of a solid oxide cell (SOC) and supporting equipment consisting of electric trim heaters, heat exchangers, a blower for sweep air input, and a condenser to remove excess water from a hydrogen-rich stream. The flowsheet is sized appropriately to produce about 2 kg/s of hydrogen when at its current density limit. Power production mode is then sized to be whatever the net power production is at an average of 400 $\\text{mA}/\\text{cm}^2$. The trim heaters and heat exchangers are modeled in considerable detail in order to accurately gauge the thermal capacitance of the system. The condenser, on the other hand, is modeled as having perfect control to keep its output temperature at $45^\\circ C$. The steam source (presumably an electric boiler) and hydrogen compression train (which would include additional condensers/water traps) are not modeled. "
+      ]
+    },
     {
-     "data": {
-      "text/plain": [
-       "'SOC Dynamic Flowsheet'"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "The `OperatingScenario` `Enum` allows the user to select which initial condition to use. The functions are helper functions for later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
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-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5\" x=\"107.34478\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm01 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-06\" transform=\"translate(-2.645846,-33.07291)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2\" transform=\"rotate(-90,74.744785,50.932271)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm03 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2-2-9\" transform=\"rotate(-90,85.328119,97.234355)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3-5-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3-7-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7-3-0\" x=\"99.183006\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed00</tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-06-8\" transform=\"translate(-2.645846,-43.656243)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115\" transform=\"translate(-14.552096,-17.197918)\">\n",
-       "      <g id=\"g3096\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.30 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5\" transform=\"translate(-59.531264,-13.229168)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-1\" transform=\"translate(-44.97918,-35.718751)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">886.52 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5\" transform=\"translate(-14.552096,46.302083)\">\n",
-       "      <g id=\"g3096-7\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
-       "      <g id=\"g3096-3\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
-       "      <g id=\"g3096-7-9\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">963.51 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"124.88335\" y=\"25.003111\" id=\"text3769\"><tspan sodipodi:role=\"line\" id=\"tspan3767\" x=\"124.88335\" y=\"25.003111\" style=\"stroke-width:0.264583\">steam_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
-       "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">969.53 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
-       "      <g id=\"g3096-3-1\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">477.72 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">986.16 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">936.02 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.74 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6908\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
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-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
-       "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
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-       "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">484.91 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">941.64 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">453.60 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.830 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.321 V</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">255.936 MW</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
-       "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <g id=\"g22361\">\n",
-       "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
-       "        </g>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.624997,27.781237 V 15.874987 H 64.822914\" id=\"path23838\"/>\n",
-       "    <path style=\"font-variation-settings:normal;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000\" d=\"m -4.6302085,92.604161 h -3.3072918 l 1e-7,-87.3125026 H 29.104167 v 3.9687501 h 17.197917\" id=\"path23838-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"m 115.09375,21.166654 17.19792,-1e-6\" id=\"path66455\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g2391-6-1\" transform=\"matrix(-1,0,0,1,228.8646,-54.239586)\">\n",
-       "      <g id=\"g66540\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2431-0-1-6-2\" transform=\"rotate(180,95.250012,67.468738)\">\n",
-       "      <g id=\"g39426\" transform=\"translate(-1.3228825)\">\n",
-       "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g id=\"g2391-7-3\" transform=\"translate(-15.751403,10.583333)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-2-17\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">442.77 K</tspan></text>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "    </g>\n",
-       "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.625001,54.239571 V 41.010403 27.781237\" id=\"path2655\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <g id=\"g2431-06-8-9\" transform=\"rotate(-90,57.546868,69.453105)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-6-4-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3-4\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3-7\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed01 </tspan></text>\n",
-       "    </g>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 68.791668,11.906236 V 9.2604029 H 51.593751 48.947918\" id=\"path19072-2\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <g id=\"g2391\" transform=\"matrix(-1,0,0,1,216.83475,-25.135418)\">\n",
-       "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.19699\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4\" transform=\"scale(-1,1)\"><tspan x=\"-106.97272\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018\">sweep04 </tspan></text>\n",
-       "    </g>\n",
-       "    <g id=\"g3115-8\" transform=\"translate(-148.16668,44.317714)\">\n",
-       "      <g id=\"g3096-2\" transform=\"translate(2.6458309)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"feed00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"feed00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
-       "      </g>\n",
-       "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
-       "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
-       "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
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-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 21.166667,95.249994 h -2.645833 l 0,-5.953125 H 3.9687501\" id=\"path2287-0-8\" sodipodi:nodetypes=\"cccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 13.890625,96.572911 H 11.90625 l -7.9374999,0\" id=\"path2287-0-8-7\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,97.234369 h -3.968751 l -5.953125,0\" id=\"path2287-0-8-7-0\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 54.901043,99.218744 H 50.270835 V 93.927076\" id=\"path2287-0-8-7-0-0\" sodipodi:nodetypes=\"ccc\"/>\n",
-       "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 54.239585,10.583326 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
-       "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"50.235081\" y=\"9.7801666\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9\" x=\"50.483128\" y=\"9.7801666\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm04 </tspan></text>\n",
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-       "  </g>\n",
-       "</svg>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "class OperatingScenario(Enum):\n",
+        "    maximum_production = 1\n",
+        "    power_mode = 2\n",
+        "\n",
+        "\n",
+        "def scale_indexed_constraint(con, sf):\n",
+        "    for idx, c in con.items():\n",
+        "        iscale.constraint_scaling_transform(c, sf)\n",
+        "\n",
+        "\n",
+        "def set_indexed_variable_bounds(var, bounds):\n",
+        "    for idx, subvar in var.items():\n",
+        "        subvar.bounds = bounds\n",
+        "\n",
+        "\n",
+        "def create_ramping_eqns(fs, vars, time_scaling_factor=1):\n",
+        "    def rule_ramp(b, t, dvdt, v_ramp):\n",
+        "        return dvdt[t] == v_ramp[t]\n",
+        "\n",
+        "    t0 = fs.time.first()\n",
+        "\n",
+        "    for var in vars:\n",
+        "        var.unfix()\n",
+        "        shortname = var.name.split(\".\")[-1]\n",
+        "        blk = var.parent_block()\n",
+        "        dvdt = DerivativeVar(var, wrt=fs.time, initialize=0)\n",
+        "        setattr(blk, \"d\" + shortname + \"dt\", dvdt)\n",
+        "        v_ramp = pyo.Var(fs.time, initialize=0)\n",
+        "        setattr(blk, shortname + \"_ramp_rate\", v_ramp)\n",
+        "        v_ramp_eqn = pyo.Constraint(\n",
+        "            fs.time, rule=lambda b, t: rule_ramp(b, t, dvdt, v_ramp)\n",
+        "        )\n",
+        "        setattr(blk, shortname + \"_ramp_rate_eqn\", v_ramp_eqn)\n",
+        "        for t in fs.time:\n",
+        "            sv = iscale.get_scaling_factor(var[t], default=1)\n",
+        "            iscale.set_scaling_factor(dvdt[t], sv / time_scaling_factor)\n",
+        "            iscale.set_scaling_factor(v_ramp[t], sv / time_scaling_factor)\n",
+        "            iscale.constraint_scaling_transform(v_ramp_eqn[t], sv / time_scaling_factor)\n",
+        "\n",
+        "        v_ramp_eqn[t0].deactivate()\n",
+        "        v_ramp[t0].fix(0)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We begin by ramping from the maximum H2 production setpoint to maximum power production. The ramp starts at one hour, the ramp lasts five minutes, the system is allowed to settle at maximum power mode for two hours, there is another five minute ramp back to maximum H2 production, then the system is given three hours to settle at the end."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of thermal conductivity for phase Liq\n",
+            "2025-10-27 10:39:12 [WARNING] idaes.models.properties.modular_properties.transport_properties.no_method: Skipping construction of dynamic viscosity for phase Liq\n"
+          ]
+        }
       ],
-      "text/plain": [
-       "<IPython.core.display.SVG object>"
+      "source": [
+        "operating_scenario = OperatingScenario.maximum_production\n",
+        "m = pyo.ConcreteModel()\n",
+        "t_start = 1 * 60 * 60\n",
+        "t_ramp = 5 * 60\n",
+        "t_settle = 2 * 60 * 60\n",
+        "t_end = 3 * 60 * 60\n",
+        "\n",
+        "dt_set = [t_start, t_ramp, t_settle, t_ramp, t_end]\n",
+        "\n",
+        "time_set = [sum(dt_set[:j]) for j in range(len(dt_set) + 1)]\n",
+        "\n",
+        "# The names here correspond to the row names in\n",
+        "# soec_flowsheet_operating_conditions.csv\n",
+        "# There should be len(time_set) entries here.\n",
+        "# We start simulating a period at maximum production\n",
+        "# in order to confirm the system is at steady state.\n",
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    setpoints = [\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "    ]\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    setpoints = [\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"maximum_H2\",\n",
+        "        \"power\",\n",
+        "        \"power\",\n",
+        "    ]\n",
+        "else:\n",
+        "    raise RuntimeError(\"Please choose a valid operating scenario\")\n",
+        "\n",
+        "m.fs = SocFlowsheet(\n",
+        "    dynamic=True,\n",
+        "    time_set=time_set,\n",
+        "    time_units=pyo.units.s,\n",
+        "    thin_electrolyte_and_oxygen_electrode=True,\n",
+        "    include_interconnect=True,\n",
+        ")\n",
+        "scaling_log = idaeslog.getLogger(\"idaes.core.util.scaling\")\n",
+        "scaling_log.setLevel(idaeslog.ERROR)\n",
+        "iscale.calculate_scaling_factors(m)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
-    "display(\n",
-    "    \"SOC Dynamic Flowsheet\",\n",
-    "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "alias_dict = ComponentMap()\n",
-    "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
-    "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
-    "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
-    ")\n",
-    "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
-    "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
-    "    \"h2_production_rate_controller_gain_p\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
-    "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
-    "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
-    "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
-    "    \"sweep_heater_outlet_temperature\"\n",
-    ")\n",
-    "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
-    "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
-    "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
-    "    \"condenser_hot_outlet_temperature\"\n",
-    ")\n",
-    "\n",
-    "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
-    "\n",
-    "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
-    "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
-    "\n",
-    "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t0 = m.fs.time.first()\n",
-    "for var in ramp_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    blk = var.parent_block()\n",
-    "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
-    "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        v_ramp[t].fix(\n",
-    "            float(\n",
-    "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
-    "                / (time_set[i] - time_set[i - 1])\n",
-    "            )\n",
-    "        )\n",
-    "\n",
-    "for var in step_mvs:\n",
-    "    shortname = var.name.split(\".\")[-1]\n",
-    "    alias = alias_dict[var]\n",
-    "    for i, t in enumerate(time_set):\n",
-    "        var[t].fix(float(df[alias][setpoints[i]]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
-    "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
-    "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
-    ")\n",
-    "for ctrl in m.fs.controller_set:\n",
-    "    if hasattr(ctrl, \"mv_eqn\"):\n",
-    "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 243\n",
-      "2024-04-24 16:45:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmphl5vnriw_ipopt.opt\".\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    15011\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:     9356\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      667\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1495\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     3864\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 6.79e+01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (331665)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 9.77e-01 1.41e+02  -1.0 5.95e+00    -  8.13e-01 9.85e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 9.25e-03 1.71e+02  -1.0 8.74e-02    -  9.90e-01 9.90e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.08e-05 2.80e+04  -1.0 6.27e-03    -  9.91e-01 9.97e-01h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518305330767825e-11    3.0518305330767825e-11\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.260\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.041\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: \n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:14 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 93\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp69gau4jt_petsc_ts.log'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.sol'\n",
-      "2024-04-24 16:45:22 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpva9yq47l.pyomo.nl',)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpva9yq47l.pyomo.nl\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.100412 time 0.2\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.00412 time 0.300412\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 4 TS dt 10.0412 time 1.30453\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 5 TS dt 21.1594 time 11.3457\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 6 TS dt 34.1485 time 32.5051\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 7 TS dt 56.7094 time 66.6536\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 8 TS dt 103.25 time 123.363\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 205.123 time 226.612\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 309.964 time 431.736\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 432.696 time 741.7\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 621.577 time 1174.4\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 902.014 time 1795.97\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 902.014 time 2697.99\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 2466.59 time 3600.\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:23 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpn0tqghes_petsc_ts.log'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.sol'\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpk0c1pdqp.pyomo.nl',)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk0c1pdqp.pyomo.nl\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0199239 time 3600.1\n",
-      "2024-04-24 16:45:28 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.199239 time 3600.12\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.697133 time 3600.32\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.866231 time 3601.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.13013 time 3601.89\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.179 time 3603.02\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.3192 time 3604.19\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.33644 time 3605.51\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.45894 time 3606.85\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.46098 time 3608.31\n",
-      "2024-04-24 16:45:29 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.37246 time 3609.77\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.48172 time 3611.14\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.2735 time 3612.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.52602 time 3613.63\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.64143 time 3615.15\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.5531 time 3616.8\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.61899 time 3618.35\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.8938 time 3619.97\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.14371 time 3621.86\n",
-      "2024-04-24 16:45:30 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.95341 time 3624.01\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.593203 time 3624.34\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 24 TS dt 2.07741 time 3624.94\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.8343 time 3626.78\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.34236 time 3628.62\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 27 TS dt 2.70968 time 3630.96\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.17793 time 3633.67\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 29 TS dt 2.08994 time 3635.54\n",
-      "2024-04-24 16:45:31 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.32652 time 3637.01\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 31 TS dt 3.93769 time 3638.34\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 32 TS dt 3.47399 time 3641.79\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.44515 time 3645.27\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 34 TS dt 4.54859 time 3649.71\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 35 TS dt 5.11148 time 3654.26\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 36 TS dt 5.37965 time 3659.37\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 37 TS dt 5.84736 time 3664.75\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 38 TS dt 6.21996 time 3670.6\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 39 TS dt 6.69274 time 3676.82\n",
-      "2024-04-24 16:45:32 [INFO] idaes.solve.petsc-dae: 40 TS dt 7.14526 time 3683.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 41 TS dt 7.65699 time 3690.66\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.18317 time 3698.31\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.74315 time 3706.5\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 44 TS dt 9.27856 time 3715.24\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.68853 time 3724.52\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 46 TS dt 9.77885 time 3734.21\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 47 TS dt 9.92111 time 3743.99\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 48 TS dt 8.33461 time 3752.18\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 49 TS dt 8.96337 time 3760.51\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.29772 time 3769.48\n",
-      "2024-04-24 16:45:33 [INFO] idaes.solve.petsc-dae: 51 TS dt 9.60548 time 3778.77\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.0593 time 3788.38\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.88706 time 3797.26\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 54 TS dt 9.88436 time 3807.15\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 55 TS dt 7.55235 time 3814.54\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 56 TS dt 9.65705 time 3822.09\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 57 TS dt 11.0499 time 3831.75\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.2975 time 3842.8\n",
-      "2024-04-24 16:45:34 [INFO] idaes.solve.petsc-dae: 59 TS dt 12.6609 time 3855.1\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 60 TS dt 13.9163 time 3859.75\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 61 TS dt 10.4683 time 3870.54\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 62 TS dt 9.49383 time 3881.01\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 63 TS dt 9.49383 time 3890.51\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: 64 TS dt 14.0081 time 3900.\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:35 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp3wnf4q2o_petsc_ts.log'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.sol'\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpcy91h9f0.pyomo.nl',)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpcy91h9f0.pyomo.nl\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
-      "2024-04-24 16:45:40 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.86361 time 3901.2\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 3.11474 time 3904.06\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.95219 time 3907.18\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.26539 time 3911.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.68321 time 3915.4\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 8 TS dt 4.75843 time 3920.08\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 9 TS dt 4.77214 time 3924.84\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 10 TS dt 4.57975 time 3929.61\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 11 TS dt 5.10332 time 3934.19\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 12 TS dt 5.83254 time 3939.29\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 13 TS dt 6.72867 time 3945.13\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 14 TS dt 7.50262 time 3951.85\n",
-      "2024-04-24 16:45:41 [INFO] idaes.solve.petsc-dae: 15 TS dt 8.77609 time 3959.36\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 9.95946 time 3968.13\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 11.4862 time 3978.09\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 13.2173 time 3989.58\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 15.4588 time 4002.8\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 18.2767 time 4018.25\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.855 time 4036.53\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 25.9265 time 4058.39\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 29.7008 time 4084.31\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 24 TS dt 32.3941 time 4114.01\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 25 TS dt 34.1498 time 4146.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.3963 time 4180.56\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 27 TS dt 37.1487 time 4214.95\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.9342 time 4252.1\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 29 TS dt 40.3768 time 4290.04\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 30 TS dt 42.4218 time 4330.41\n",
-      "2024-04-24 16:45:42 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0908 time 4372.84\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 47.3702 time 4417.93\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 49.135 time 4465.3\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 49.6503 time 4514.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 51.6702 time 4564.08\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 53.1554 time 4615.75\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 37 TS dt 54.6803 time 4668.91\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 38 TS dt 61.8766 time 4723.59\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 39 TS dt 62.3182 time 4785.46\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 40 TS dt 78.6399 time 4847.78\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 41 TS dt 82.7293 time 4926.42\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 42 TS dt 90.4869 time 5009.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 43 TS dt 89.7949 time 5099.64\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 44 TS dt 85.7202 time 5189.43\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 45 TS dt 88.4188 time 5275.15\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 46 TS dt 91.9337 time 5363.57\n",
-      "2024-04-24 16:45:43 [INFO] idaes.solve.petsc-dae: 47 TS dt 90.9639 time 5455.51\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 99.5246 time 5546.47\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 108.67 time 5645.99\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 120.748 time 5754.66\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 132.47 time 5875.41\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 145.985 time 6007.88\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 53 TS dt 160.665 time 6153.87\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 54 TS dt 177.438 time 6314.53\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 55 TS dt 192.168 time 6491.97\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 56 TS dt 221.56 time 6684.14\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 57 TS dt 250.729 time 6905.7\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 58 TS dt 292.659 time 7156.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 59 TS dt 342.344 time 7449.09\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 60 TS dt 396.307 time 7791.43\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 61 TS dt 387.849 time 8187.74\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 62 TS dt 347.808 time 8474.05\n",
-      "2024-04-24 16:45:44 [INFO] idaes.solve.petsc-dae: 63 TS dt 289.931 time 8626.27\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 219.289 time 8708.2\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 202.344 time 8927.49\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 211.265 time 9055.82\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 43.6911 time 9087.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 68 TS dt 97.1116 time 9131.15\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 69 TS dt 116.121 time 9228.26\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 70 TS dt 163.226 time 9344.39\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 71 TS dt 202.871 time 9507.61\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 72 TS dt 262.974 time 9710.48\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 73 TS dt 295.993 time 9973.46\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 74 TS dt 275.494 time 10269.4\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 75 TS dt 277.528 time 10544.9\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 76 TS dt 277.528 time 10822.5\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: 77 TS dt 405.82 time 11100.\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:45:45 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp89d3otha_petsc_ts.log'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.sol'\n",
-      "2024-04-24 16:45:50 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpumhqgnkw.pyomo.nl',)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpumhqgnkw.pyomo.nl\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.392524 time 11100.1\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.760703 time 11100.5\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.01241 time 11101.3\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.967184 time 11102.2\n",
-      "2024-04-24 16:45:51 [INFO] idaes.solve.petsc-dae: 8 TS dt 0.999746 time 11103.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.924929 time 11104.\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.866639 time 11104.9\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.915231 time 11105.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.858768 time 11106.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.16546 time 11107.6\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.0729 time 11108.7\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.40736 time 11109.8\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.47697 time 11111.2\n",
-      "2024-04-24 16:45:52 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.55373 time 11112.7\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.4277 time 11114.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.07175 time 11115.\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.32123 time 11116.1\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.26966 time 11117.4\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 22 TS dt 0.929849 time 11118.2\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 23 TS dt 0.37561 time 11118.5\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.3944 time 11118.9\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.43845 time 11120.3\n",
-      "2024-04-24 16:45:53 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.90206 time 11121.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.81077 time 11123.6\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.79649 time 11125.4\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.70313 time 11127.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.8855 time 11128.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.85638 time 11130.8\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.85523 time 11132.7\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.73671 time 11134.5\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.64306 time 11136.2\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.52316 time 11137.9\n",
-      "2024-04-24 16:45:54 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.41285 time 11139.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 37 TS dt 1.57227 time 11139.7\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.96963 time 11140.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.78644 time 11140.8\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.705073 time 11141.5\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.621216 time 11142.\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.62459 time 11142.6\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.63664 time 11143.2\n",
-      "2024-04-24 16:45:55 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.690959 time 11143.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.430777 time 11144.\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.410148 time 11144.4\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.856631 time 11144.9\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.949106 time 11145.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.570639 time 11145.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.657937 time 11146.1\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.756228 time 11146.8\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.960609 time 11147.5\n",
-      "2024-04-24 16:45:56 [INFO] idaes.solve.petsc-dae: 53 TS dt 1.03942 time 11148.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 54 TS dt 0.73841 time 11148.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 55 TS dt 0.723736 time 11149.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.3136 time 11150.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.44703 time 11151.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.78016 time 11153.1\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 59 TS dt 1.79591 time 11154.8\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.70487 time 11156.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.63852 time 11157.6\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 62 TS dt 0.894779 time 11158.4\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.904928 time 11159.3\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 64 TS dt 1.51786 time 11160.2\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.79934 time 11161.7\n",
-      "2024-04-24 16:45:57 [INFO] idaes.solve.petsc-dae: 66 TS dt 2.19124 time 11163.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.39088 time 11165.7\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.77663 time 11168.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.98602 time 11170.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.19428 time 11173.9\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.17037 time 11177.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.2767 time 11180.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.70518 time 11183.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.9439 time 11187.2\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 75 TS dt 4.1184 time 11191.1\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 76 TS dt 4.51077 time 11195.3\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.73 time 11199.8\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.95553 time 11204.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.05272 time 11209.5\n",
-      "2024-04-24 16:45:58 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.07776 time 11214.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.05502 time 11219.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.05021 time 11224.6\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.29358 time 11229.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.52422 time 11235.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.70998 time 11240.5\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.77308 time 11246.2\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.68832 time 11252.\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.21191 time 11257.7\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.52452 time 11262.9\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.08208 time 11267.8\n",
-      "2024-04-24 16:45:59 [INFO] idaes.solve.petsc-dae: 91 TS dt 6.0966 time 11269.7\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 92 TS dt 4.47115 time 11271.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 93 TS dt 4.46473 time 11271.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 94 TS dt 1.64611 time 11273.5\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 95 TS dt 3.11947 time 11275.2\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.69342 time 11278.3\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.85562 time 11282.\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.86391 time 11286.8\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.74083 time 11290.1\n",
-      "2024-04-24 16:46:00 [INFO] idaes.solve.petsc-dae: 100 TS dt 3.88706 time 11291.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.36784 time 11293.1\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.04988 time 11295.5\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.79675 time 11297.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41211 time 11299.4\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 105 TS dt 5.09485 time 11302.8\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 106 TS dt 6.30524 time 11307.9\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.14277 time 11314.2\n",
-      "2024-04-24 16:46:01 [INFO] idaes.solve.petsc-dae: 108 TS dt 6.97261 time 11321.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 109 TS dt 6.92383 time 11328.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.31828 time 11335.3\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.49724 time 11340.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 112 TS dt 4.90343 time 11345.5\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.24546 time 11350.4\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.37157 time 11355.6\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.08981 time 11361.\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 116 TS dt 5.15951 time 11366.1\n",
-      "2024-04-24 16:46:02 [INFO] idaes.solve.petsc-dae: 117 TS dt 4.68969 time 11371.2\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.69922 time 11375.9\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.35928 time 11380.6\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 120 TS dt 4.01346 time 11385.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.60641 time 11388.5\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.18203 time 11391.7\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.78627 time 11394.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.58852 time 11396.8\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.58852 time 11398.4\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.90429 time 11400.\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:03 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: WARNING: model contains export suffix 'scaling_factor' that contains 170\n",
-      "2024-04-24 16:46:08 [INFO] idaes.solve.petsc-dae: component keys that are not exported as part of the NL file.  Skipping.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpendl44cj_petsc_ts.log'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.sol'\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpson30_9f.pyomo.nl',)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpson30_9f.pyomo.nl\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of constraints: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1795\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2125\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of variables: 4007\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 15554 \n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of derivatives: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of differential vars: 87\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 3833\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of state vars: 3920\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.73678 time 11401.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.23341 time 11402.9\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.51853 time 11405.2\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.72979 time 11407.7\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.94331 time 11410.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.1084 time 11413.4\n",
-      "2024-04-24 16:46:09 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.33766 time 11416.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.65145 time 11419.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 11 TS dt 3.92962 time 11423.5\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.4225 time 11427.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 13 TS dt 4.87494 time 11431.8\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.42871 time 11436.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 15 TS dt 5.98195 time 11442.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 16 TS dt 6.92855 time 11448.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.07333 time 11455.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 18 TS dt 9.63979 time 11463.1\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 19 TS dt 11.702 time 11472.7\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 20 TS dt 14.5291 time 11484.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 21 TS dt 18.1896 time 11499.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 22 TS dt 22.203 time 11517.2\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 23 TS dt 25.5942 time 11539.4\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.4541 time 11565.\n",
-      "2024-04-24 16:46:10 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.7952 time 11593.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 26 TS dt 32.9926 time 11624.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 27 TS dt 34.8988 time 11657.2\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 28 TS dt 37.5398 time 11692.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 29 TS dt 41.8031 time 11729.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 30 TS dt 47.4503 time 11771.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 31 TS dt 53.673 time 11818.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.8933 time 11872.6\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 33 TS dt 69.4519 time 11933.5\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 34 TS dt 77.8654 time 12002.9\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 35 TS dt 85.3528 time 12080.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 36 TS dt 92.584 time 12166.1\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 37 TS dt 99.6879 time 12258.7\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 38 TS dt 107.395 time 12358.4\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 39 TS dt 115.883 time 12465.8\n",
-      "2024-04-24 16:46:11 [INFO] idaes.solve.petsc-dae: 40 TS dt 125.805 time 12581.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 41 TS dt 136.484 time 12707.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 42 TS dt 146.675 time 12844.\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 43 TS dt 154.432 time 12990.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 44 TS dt 158.051 time 13145.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 45 TS dt 156.722 time 13303.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 46 TS dt 161.592 time 13459.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 47 TS dt 169.876 time 13621.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 48 TS dt 175.501 time 13791.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 49 TS dt 177.773 time 13966.8\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 50 TS dt 195.829 time 14144.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 51 TS dt 209.215 time 14340.4\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 52 TS dt 228.235 time 14549.6\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 53 TS dt 245.428 time 14777.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 54 TS dt 265.796 time 15023.3\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 55 TS dt 286.41 time 15289.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 56 TS dt 309.614 time 15575.5\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 57 TS dt 336.559 time 15885.1\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 58 TS dt 370.237 time 16221.7\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 59 TS dt 418.152 time 16591.9\n",
-      "2024-04-24 16:46:12 [INFO] idaes.solve.petsc-dae: 60 TS dt 475.299 time 17010.1\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 61 TS dt 548.284 time 17485.4\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 62 TS dt 640.182 time 18033.6\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 63 TS dt 756.084 time 18673.8\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 64 TS dt 900.068 time 19429.9\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 65 TS dt 935.01 time 20330.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 66 TS dt 935.01 time 21265.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: 67 TS dt 1415.01 time 22200.\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_nan\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_l_ext\n",
-      "2024-04-24 16:46:13 [INFO] idaes.solve.petsc-dae: addfunc: duplicate function cubic_root_h_ext\n"
-     ]
-    }
-   ],
-   "source": [
-    "idaeslog.solver_log.tee = True\n",
-    "results = petsc.petsc_dae_by_time_element(\n",
-    "    m,\n",
-    "    time=m.fs.time,\n",
-    "    keepfiles=True,\n",
-    "    symbolic_solver_labels=True,\n",
-    "    ts_options={\n",
-    "        \"--ts_type\": \"beuler\",\n",
-    "        \"--ts_dt\": 0.1,\n",
-    "        \"--ts_rtol\": 1e-3,\n",
-    "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
-    "        # \"--ksp_monitor\":\"\",\n",
-    "        \"--ts_adapt_dt_min\": 1e-3,\n",
-    "        \"--ts_adapt_dt_max\": 3600,\n",
-    "        \"--snes_type\": \"newtontr\",\n",
-    "        # \"--ts_max_reject\": 200,\n",
-    "        # \"--snes_monitor\":\"\",\n",
-    "        \"--ts_monitor\": \"\",\n",
-    "        \"--ts_save_trajectory\": 1,\n",
-    "        \"--ts_trajectory_type\": \"visualization\",\n",
-    "        \"--ts_max_snes_failures\": 25,\n",
-    "        # \"--show_cl\":\"\",\n",
-    "        \"-snes_max_it\": 50,\n",
-    "        \"-snes_rtol\": 0,\n",
-    "        \"-snes_stol\": 0,\n",
-    "        \"-snes_atol\": 1e-6,\n",
-    "    },\n",
-    "    skip_initial=False,\n",
-    "    initial_solver=\"ipopt\",\n",
-    "    initial_solver_options={\n",
-    "        \"constr_viol_tol\": 1e-8,\n",
-    "        \"nlp_scaling_method\": \"user-scaling\",\n",
-    "        \"linear_solver\": \"ma57\",\n",
-    "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
-    "        \"max_iter\": 300,\n",
-    "        \"tol\": 1e-8,\n",
-    "        \"halt_on_ampl_error\": \"no\",\n",
-    "    },\n",
-    ")\n",
-    "for result in results.results:\n",
-    "    pyo.assert_optimal_termination(result)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load certain variables into a dictionary for plotting convenience."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ramp_list = np.array(m.fs.time)[1:]\n",
-    "traj = results.trajectory\n",
-    "\n",
-    "time_set = m.fs.time.ordered_data()\n",
-    "tf = time_set[-1]\n",
-    "soec = m.fs.soc_module.solid_oxide_cell\n",
-    "\n",
-    "results_dict = {\n",
-    "    \"ramp_list\": np.array(ramp_list),\n",
-    "    \"time\": np.array(traj.time),\n",
-    "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
-    "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
-    "    \"soec_fuel_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"soec_oxygen_inlet_flow\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
-    "    ),\n",
-    "    \"fuel_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"sweep_heater_duty\": np.array(\n",
-    "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
-    "    ),\n",
-    "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
-    "    \"fuel_inlet_H2O\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
-    "    ),\n",
-    "    \"fuel_outlet_H2O\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(\n",
-    "                soec.fuel_channel.mole_frac_comp[\n",
-    "                    tf,\n",
-    "                    soec.iznodes.last(),\n",
-    "                    \"H2O\",\n",
-    "                ]\n",
-    "            )\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_inlet_O2\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_O2\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
-    "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
-    "    ),\n",
-    "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
-    "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
-    "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
-    "    \"fuel_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_inlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
-    "    ),\n",
-    "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
-    "    \"fuel_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"sweep_outlet_temperature\": np.array(\n",
-    "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
-    "    ),\n",
-    "    \"product_mole_frac_H2\": np.array(\n",
-    "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
-    "    ),\n",
-    "    \"condenser_outlet_temperature\": np.array(\n",
-    "        traj.vecs[\n",
-    "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
-    "    \"temperature_z\": np.array(\n",
-    "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_temperature_deviation_x\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"temperature_z_gradient\": np.array(\n",
-    "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"fuel_electrode_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"fuel_electrode_mixed_partial\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"interconnect_gradient\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
-    "            for iz in soec.iznodes\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"current_density\": np.array(\n",
-    "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
-    "    ),\n",
-    "    \"feed_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_heater_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_medium_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"feed_hot_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "    \"sweep_exchanger_temperature\": np.array(\n",
-    "        [\n",
-    "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
-    "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
-    "        ]\n",
-    "    ),\n",
-    "}\n",
-    "\n",
-    "for controller in m.fs.controller_set:\n",
-    "    ctrl_name = controller.local_name\n",
-    "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
-    "        traj.vecs[str(controller.mv_ref[tf])]\n",
-    "    )\n",
-    "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
-    "        traj.vecs[str(controller.setpoint[tf])]\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def _demarcate_ramps(ax, results_dict):\n",
-    "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
-    "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Interior point solvers like IPOPT have difficulties when unconstrained solutions occur too close to variable bounds. We therefore strip bounds from some variables that previous simulations have shown to be causing problems."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for t in m.fs.time:\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].flow_mol_phase[\n",
+        "        \"Liq\"\n",
+        "    ].bounds = (None, None)\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\n",
+        "        \"Liq\"\n",
+        "    ].domain = pyo.Reals\n",
+        "    m.fs.condenser_flash.control_volume.properties_in[t].phase_frac[\"Liq\"].bounds = (\n",
+        "        None,\n",
+        "        None,\n",
+        "    )\n",
+        "    for var in [\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t].log_mole_frac_tdew,\n",
+        "        m.fs.condenser_flash.control_volume.properties_in[t]._mole_frac_tdew,\n",
+        "    ]:\n",
+        "        for idx in var.index_set():\n",
+        "            var[idx].domain = pyo.Reals\n",
+        "            var[idx].bounds = (None, None)"
+      ]
+    },
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_41080\\391657263.py:377: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
-      "  fig = plt.figure()\n"
-     ]
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 3. Process Control\n",
+        "\n",
+        "Now we add controllers to the flowsheet. The flowsheet has a helper function, `add_controllers` that adds the controllers if passed a `ComponentMap` that maps manipulated variables (MVs) to tuples that specify the controller. The tuple contains the controller name, the corresponding controlled variable (CV), the type of controller used, the way the controller handles MV bounds, and the antiwindup method.\n",
+        "\n",
+        "We restrict ourselves to using P and PI controllers, because derivative action is severely degraded by noise, but PETSc cannot incorporate noise into its simulations.\n",
+        "\n",
+        "Controllers can either have no bounds with the `NONE` option (which may result in use of unphysical controls), the `SMOOTH_BOUND` option which uses smooth max and min functions in order to keep the MV within certain thresholds, and the `LOGISTIC` option, which uses a logistic function to keep the MV within bounds. The `LOGISTIC` option is a worse representation of an actual thresholding function than `SMOOTH_BOUND` but may be easier for integrators to handle.\n",
+        "\n",
+        "When both variable bounds and integral action are present, integral windup is a problem. If one uses the `NONE` option, no antiwindup is used. If one uses the `CONDITIONAL_INTEGRATION` method, setpoint error does not integrate when the system is at its bounds. This method is relatively easy to implement but the transition between integrating and not integrating causes integrators to slow down significantly. The `BACK_CALCULATION` method subtracts an amount proportional to the difference between the current MV value and the value that the controller would use without variable bounds from the integrated error. This method gives better performance (and is much easier to integrate) than `CONDITIONAL_INTEGRATION`, but it requires a back calculation gain term to be chosen."
+      ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "antiwindup = ControllerAntiwindupType.BACK_CALCULATION\n",
+        "inner_controller_pairs = ComponentMap()\n",
+        "inner_controller_pairs[m.fs.feed_heater.electric_heat_duty] = (\n",
+        "    \"feed_heater_inner_controller\",\n",
+        "    m.fs.soc_module.fuel_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "inner_controller_pairs[m.fs.sweep_heater.electric_heat_duty] = (\n",
+        "    \"sweep_heater_inner_controller\",\n",
+        "    m.fs.soc_module.oxygen_inlet.temperature,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(inner_controller_pairs)\n",
+        "\n",
+        "variable_pairs = ComponentMap()\n",
+        "variable_pairs[m.fs.feed_heater_inner_controller.setpoint] = (\n",
+        "    \"feed_heater_outer_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_heater_inner_controller.setpoint] = (\n",
+        "    \"sweep_heater_outer_controller\",\n",
+        "    m.fs.soc_module.oxygen_outlet.temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.NONE,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.soc_module.potential_cell] = (\n",
+        "    \"voltage_controller\",\n",
+        "    m.fs.soc_module.fuel_outlet_mole_frac_comp_H2,\n",
+        "    ControllerType.PI,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    antiwindup,\n",
+        ")\n",
+        "variable_pairs[m.fs.sweep_blower.inlet.flow_mol] = (\n",
+        "    \"sweep_blower_controller\",\n",
+        "    m.fs.stack_core_temperature,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    # antiwindup,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        ")\n",
+        "variable_pairs[m.fs.makeup_mix.makeup.flow_mol] = (\n",
+        "    \"h2_production_rate_controller\",\n",
+        "    m.fs.h2_mass_production,\n",
+        "    ControllerType.P,\n",
+        "    ControllerMVBoundType.SMOOTH_BOUND,\n",
+        "    ControllerAntiwindupType.NONE,\n",
+        "    # antiwindup,\n",
+        ")\n",
+        "m.fs.add_controllers(variable_pairs)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that the controllers have been added to the flowsheet, they need to be tuned and bounds for the MVs need to be set. Additionally, the `smooth_eps` term used in the `SMOOTH_BOUND` method of handling variable bounds needs to be tuned to the size of the MV. A heuristic is to use $10^{-3}$ or $10^{-4}$ a typical value of the MV."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "K = 10e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.feed_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.feed_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.feed_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.feed_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.feed_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.feed_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 20e4\n",
+        "tau_I = 15 * 60\n",
+        "tau_D = 5 * 60\n",
+        "m.fs.sweep_heater_inner_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_heater_inner_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.sweep_heater_inner_controller.mv_lb = 0\n",
+        "m.fs.sweep_heater_inner_controller.mv_ub = 10e6\n",
+        "m.fs.sweep_heater_inner_controller.smooth_eps = 1000\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.sweep_heater_inner_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.feed_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = 0.75\n",
+        "tau_I = 60 * 60\n",
+        "m.fs.sweep_heater_outer_controller.gain_p.fix(K)\n",
+        "\n",
+        "K = -2\n",
+        "tau_I = 240\n",
+        "m.fs.voltage_controller.gain_p.fix(K)\n",
+        "m.fs.voltage_controller.gain_i.fix(K / tau_I)\n",
+        "m.fs.voltage_controller.mv_lb = 0.7\n",
+        "m.fs.voltage_controller.mv_ub = 1.6\n",
+        "m.fs.voltage_controller.smooth_eps = 0.01\n",
+        "if antiwindup == ControllerAntiwindupType.BACK_CALCULATION:\n",
+        "    m.fs.voltage_controller.gain_b.fix(0.5 / tau_I)\n",
+        "\n",
+        "K = -50\n",
+        "tau_I = 40 * 60\n",
+        "m.fs.sweep_blower_controller.gain_p.fix(K)\n",
+        "m.fs.sweep_blower_controller.mv_lb = 1500\n",
+        "m.fs.sweep_blower_controller.mv_ub = 10000\n",
+        "m.fs.sweep_blower_controller.smooth_eps = 10\n",
+        "\n",
+        "K = 200\n",
+        "tau_I = 20 * 60\n",
+        "m.fs.h2_production_rate_controller.gain_p.fix(K)\n",
+        "m.fs.h2_production_rate_controller.mv_lb = 1\n",
+        "m.fs.h2_production_rate_controller.mv_ub = 1500\n",
+        "m.fs.h2_production_rate_controller.smooth_eps = 1"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Most MVs we want to ramp between the old and new setpoints, but there are a few, especially when changing the controller gain, that we need to step."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "step_mvs = ComponentSet([])\n",
+        "step_mvs.add(m.fs.voltage_controller.mv_ref)\n",
+        "step_mvs.add(m.fs.voltage_controller.setpoint)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2)\n",
+        "step_mvs.add(m.fs.makeup_mix.makeup_mole_frac_comp_H2O)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.setpoint)\n",
+        "step_mvs.add(m.fs.h2_production_rate_controller.gain_p)\n",
+        "\n",
+        "ramp_mvs = m.fs.manipulated_variables - step_mvs\n",
+        "\n",
+        "create_ramping_eqns(m.fs, ramp_mvs, 1)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "In the present system of scaling, we cannot guarantee that controller MVs and CVs have had scaling factors set when a controller is scaled, so we need to iterate through the controllers and scale them again after the fact."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "for ctrl in m.fs.controller_set:\n",
+        "    iscale.calculate_scaling_factors(ctrl)\n",
+        "    iscale.calculate_scaling_factors(ctrl)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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MiGq6hYWIyELWr1+PadOmYcqUKfc1iZuIqKo42ZyIiIjITEykiIiIiMzERIqIiIjITJwjRURERGQmnpEiIiIiMhMTKSIiIiIzsdZeDTIYDIiNjYWjo2OFld6JiIiobhBCICsrC35+fpDLyz/nxESqBsXGxkpFSomIiKh+uXnzZoWFzplI1SBHR0cAxv8IJycnC0dT/+h0OuzcuROAsVCuUqkst52otpQ3Bjk+ieq/zMxMBAQESMfx8vCuvRqUmZkJZ2dnZGRkMJEyg1arhYODAwAgOzsb9vb25bYT1ZbyxiDHJ1H9dz/Hb042JyIiIjITEykiIiIiMzGRIiIiIjITZ0ESERHVIXq9HoWFhZYOo0FTqVRQKBTVsi8mUkRERHWAEALx8fFIT0+3dChWwcXFBT4+PlVe55GJFBERUR1QlER5eXnBzs6OCznXECEEcnJykJiYCADw9fWt0v6YSFGdpVar8cknn0iPK2onqi3ljUGOTzKHXq+Xkih3d3dLh9PgaTQaAEBiYiK8vLyqdJmP60jVIK4jRURElZGXl4eoqCgEBwdLB3mqWbm5uYiOjkZISAhsbW1NtnEdKSIionqIl/NqT3V91ry0R3WWXq/H/v37AQB9+vSRTr2W1U5UW8obgxyfRNaFiRTVWXl5eRgwYAAA01IbZbUT1ZbyxiDHJ5F14aU9IiIium8ymazcryVLllg0to0bN9bKa/GMFBEREd23uLg46fEPP/yA119/HZcuXZLaiop3V1ZBQUG9vNOVZ6SIiIjovvn4+Ehfzs7OkMlk0vdarRYTJ06Et7c3HBwc0K1bN+zYscPk+cHBwXjrrbcwefJkODk54amnngIArF27FgEBAbCzs8PYsWOxcuVKuLi4mDz3999/R+fOnWFra4vGjRvjjTfegE6nk/YLAGPHjoVMJpO+rylMpIiIiOowrbYAWm0Biq9WVFCgh1ZbgPx8Xal9DYa7fQsLjX3z8iruW12ys7PxwAMPYOfOnTh58iSGDRuGBx98EDExMSb9VqxYgQ4dOuDkyZNYtGgRDhw4gH/961+YO3cuIiMjMXjwYLz99tsmz9m/fz8mT56MuXPn4vz58/jPf/6D9evXS/2OHj0KAFi3bh3i4uKk72sKEykiIqI6zMHhIzg4fITk5Fyp7f33j8LB4SPMmbPTpK+X12dwcPgIMTGZUtunn0bCweEjzJjxl0nf4OC1cHD4CBcupFR7zB06dMDTTz+Ntm3bolmzZnjrrbfQpEkTbNq0yaTfwIED8cILL6BJkyZo0qQJPv74YwwfPhwvvvgimjdvjmeeeQbDhw83ec4bb7yBl19+GVOmTEHjxo0xePBgvPXWW/jPf/4DAPD09ARwtwRM0fc1hYkUERERVavs7Gy8+OKLaNWqFVxcXODg4IALFy6UOCPVtWtXk+8vXbqE7t27m7Td+/2pU6fw5ptvwsHBQfqaOXMm4uLikJOTUzNvqBycbE51lkqlwvLly6XHFbUT1ZbyxiDHJ1W37OznAAB2dnfH04IF3fD8852hVJqeD0lMfAYAoNHc7Tt7dkfMnNkOCoVp3+jomSX6VpcXX3wR27dvx4oVK9C0aVNoNBo8/PDDKCgoMOlnzvIg2dnZeOONN/DQQw+V2HbvCuW1gYkU1VlqtRoLFiyodDtRbSlvDHJ8UnWzty95J5tarYBaXXKx19L6qlQKqFSV61tdDhw4gKlTp2Ls2LEAjMlPdHR0hc9r0aJFiTlN937fuXNnXLp0CU2bNi1zPyqVCnq9/v4DNwMTKSIiIqpWzZo1w6+//ooHH3wQMpkMixYtgsFgqPB5zz77LPr27YuVK1fiwQcfxK5du7Bt2zaTci6vv/46Ro4cicDAQDz88MOQy+U4deoUzp49i6VLlwIw3rm3c+dO9OrVCzY2NnB1da2x98o5UlRn6fV6HD16FEePHjX5y6KsdqLaUt4Y5PgkAlauXAlXV1f07NkTDz74IIYOHYrOnTtX+LxevXphzZo1WLlyJTp06IA///wT8+bNM7lkN3ToUGzZsgV///03unXrhh49euCDDz5AUFCQ1Of//u//sH37dgQEBKBTp0418h6LyETx+ympWt1P9WgqSavVSgu6FS+1UVY7UW0pbwxyfJI58vLyEBUVhZCQEIvM86nLZs6ciYsXL0o1LKtLeZ/5/Ry/eWmPiIiI6owVK1Zg8ODBsLe3x7Zt2/DVV1/hs88+s3RYZWIiRURERHXGkSNHsHz5cmRlZaFx48b46KOP8OSTT1o6rDIxkSIiIqI648cff7R0CPeFk82JiIiIzFTnEql9+/bhwQcfhJ+fH2QyGTZu3GiyXQiB119/Hb6+vtBoNAgPD8eVK1dM+qSmpmLixIlwcnKCi4sLZsyYgezsbJM+p0+fRp8+fWBra4uAgABpAb3ifvrpJ7Rs2RK2trZo164d/vjjj2p/v0REREV4/1ftqa7Pus4lUlqtFh06dMCnn35a6vbly5fjo48+wpo1a3D48GHY29tj6NChyMvLk/pMnDgR586dw/bt27Flyxbs27dPqioNGGfjDxkyBEFBQTh+/Djef/99LFmyBJ9//rnU5+DBg3jssccwY8YMnDx5EmPGjMGYMWNw9uzZmnvzRERklYpWwbdEiRNrVfRZV7UCQZ2bIzV8+PASBQqLCCHw4Ycf4rXXXsPo0aMBAF9//TW8vb2xceNGTJgwARcuXMCff/6Jo0ePSjV8Pv74YzzwwANYsWIF/Pz88O2336KgoABffvkl1Go12rRpg8jISKxcuVJKuFatWoVhw4ZJKxS/9dZb2L59Oz755BOsWbOmFj4JUqlUWLx4sfS4onai2lLeGOT4JHMoFAq4uLggMTERAGBnZ2eyCCVVHyEEcnJykJiYCBcXFygUJVd9vx91LpEqT1RUFOLj4xEeHi61OTs7IzQ0FBEREZgwYQIiIiLg4uJiUggxPDwccrkchw8fxtixYxEREYG+fftCrb67PP7QoUPx3nvvIS0tDa6uroiIiMD8+fNNXn/o0KElLjVSzVGr1ViyZEml24lqS3ljkOOTzOXj4wMAUjJFNcvFxUX6zKuiXiVS8fHxAABvb2+Tdm9vb2lbfHw8vLy8TLYrlUq4ubmZ9AkJCSmxj6Jtrq6uiI+PL/d1SpOfn4/8/Hzp+8zMzPt5e0REZMVkMhl8fX3h5eWFwsJCS4fToKlUqiqfiSpSrxKpum7ZsmV44403LB1Gg2EwGHDhwgUAQKtWrSCXy8ttJ6ot5Y1Bjk+qKoVCUW0Heap59eonvOgUXEJCgkl7QkKCtM3Hx6fEaVGdTofU1FSTPqXto/hrlNWnvNOAr7zyCjIyMqSvmzdv3u9bpGJyc3PRtm1btG3bFrm5uRW2E9WW8sYgxyeRdalXiVRISAh8fHywc+dOqS0zMxOHDx9GWFgYACAsLAzp6ek4fvy41GfXrl0wGAwIDQ2V+uzbt8/k1On27dvRokULqUJ0WFiYyesU9Sl6ndLY2NjAycnJ5IuIiIgarjqXSGVnZyMyMhKRkZEAjBPMIyMjERMTA5lMhueffx5Lly7Fpk2bcObMGUyePBl+fn4YM2YMAOOp9GHDhmHmzJk4cuQIDhw4gDlz5mDChAnw8/MDADz++ONQq9WYMWMGzp07hx9++AGrVq0ymVw+d+5c/Pnnn/i///s/XLx4EUuWLMGxY8cwZ86c2v5IiIiIqK4Sdczu3bsFgBJfU6ZMEUIIYTAYxKJFi4S3t7ewsbERgwYNEpcuXTLZR0pKinjssceEg4ODcHJyEtOmTRNZWVkmfU6dOiV69+4tbGxsRKNGjcS7775bIpYff/xRNG/eXKjVatGmTRuxdevW+3ovGRkZAoDIyMi4vw+BhBBCZGdnS///2dnZFbYT1ZbyxiDHJ1H9dz/Hb5kQXEa1pmRmZsLZ2RkZGRm8zGcGrVYLBwcHAMYzlfb29uW2E9WW8sYgxydR/Xc/x+86d2mPiIiIqL5gIkVERERkJq4jRXWWSqXCiy++KD2uqJ2otpQ3Bjk+iawL50jVIM6RIiIiqn84R4qIiIioFvDSHtVZBoMBMTExAIDAwECTEjGltRPVlvLGIMcnkXVhIkV1Vm5urlRcuvht5GW1E9WW8sYgxyeRdeGfSkRERERmYiJFREREZCYmUkRERERmYiJFREREZCYmUkRERERmYiJFREREZCYuf0B1llKpxDPPPCM9rqidqLaUNwY5PomsC0vE1CCWiCEiIqp/WCKGiIiIqBbwvDPVWUIIJCcnAwA8PDwgk8nKbSeqLeWNQY5PIuvCRIrqrJycHHh5eQEwLbVRVjtRbSlvDHJ8ElkXXtojIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzcfkDqrOUSiWmTJkiPa6onai2lDcGOT6JrAtLxNQgloghIiKqf1gihoiIiKgW8Lwz1VlCCOTk5AAA7OzsTErElNZOVFvKG4Mcn0TWhWekqM7KycmBg4MDHBwcpANTee1EtaW8McjxSWRdmEgRERERmalaEqmMjAwUFhZWx66IiIiI6o37niOVnZ2Nn376CTt37sSBAwcQGxsLnU4HAHB0dES7du3Qv39/jB49Gl27dq32gImIiIjqikonUjdv3sTSpUvx3XffITs7GwDg6uqKJk2awM3NDbm5uUhNTcWhQ4dw4MABvPPOO+jYsSPmz5+PiRMn1tgbICIiIrKUSiVSL7/8Mj766CPo9XoMHz4cjzzyCMLCwhASElKib05ODo4fP46///4bGzZswKRJk/DBBx9g7dq16NSpU7W/ASIiIiJLqdQcqTVr1uDFF19EXFwcNm7ciMcff7zUJAow3u7bp08fvPXWW7h27Rr+/vtv2NnZYfPmzdUaOBEREZGlVeqMVFRUFFxdXc16gfDwcISHhyMtLc2s55P1UigUePjhh6XHFbUT1ZbyxiDHJ5F1YYmYGsQSMURERPWPxUrECCFw5coV3Lx5szp3S0RERFQnmZVI/frrr5g8ebLJ5bro6Gi0b98eLVu2RHBwMCZMmAC9Xl9tgRIRERHVNWYlUqtXr0ZkZKTJvKl58+bh3LlzGDBgANq3b4+ffvoJX375ZbUFStZHq9VCJpNBJpNBq9VW2E5UW8obgxyfRNbFrETq/Pnz6N69u/R9VlYWtm7dikcffRQ7duzAkSNH0KpVKyZSRERE1KCZlUilpqbCx8dH+v6ff/6BTqfDY489BgBQqVQYPHgwrl27Vj1REhEREdVBZiVSTk5OSElJkb7fvXs35HI5+vTpI7WpVCqe1iYiIqIGzaxEqmXLlti8eTNSUlKQnp6ODRs2oEuXLiZzpm7cuAFvb+9qC5SIiIiorjErkXruuecQGxsLf39/BAYGIi4uDrNmzTLpc+jQIXTo0KFagiQiIiKqiypdtLi4cePG4dNPP8UXX3wBAJgwYQKmTp0qbd+7dy8yMzMxbNiwagmSiIiIqC4yK5ECgFmzZpU4C1WkX79+LAlDVaZQKPDAAw9IjytqJ6ot5Y1Bjk8i61LpEjHdu3fH2LFjMWrUKLRp06am42oQWCKGiIio/qmREjE5OTl49dVX0b59ezRt2hQvvvgi9u/fD5bqIyIiImtV6UTq7NmzuHr1Kt5//334+/tj1apV6N+/P7y9vTF9+nT8/vvvyM3NrclYiYiIiOqUSl/au1dKSgo2b96M33//Hdu3b0dOTg40Gg3Cw8MxZswYjBw5Ep6entUdb73CS3tVo9Vq4eXlBQBITEyEvb19ue1EtaW8McjxSVT/3c/x2+xEqri8vDz8/fff+P3337F161YkJiZCoVCgR48eGDNmDEaNGoVmzZpV9WXqHSZSVaPVauHg4AAAyM7ONkmkSmsnqi3ljUGOT6L6r9YTqeKEEDh48CA2btyITZs24cqVK5DJZNDr9dX5MvUCE6mqYSJFdRUTKaKG7X6O32Yvf1AWmUyGXr16oVevXnj//fdx4cIFbNq0qbpfhoiIiMjiqj2RulerVq3QqlWrmn4ZIiIiolpXqUTqzTffNGvnMpkMixYtMuu5RERERHVdpRKpJUuWmLVzJlJERETUkFUqkdq9e3dNx1Fper0eS5YswTfffIP4+Hj4+flh6tSpeO211yCTyQAYJ7wvXrwYa9euRXp6Onr16oXVq1eb3DmYmpqKZ599Fps3b4ZcLse4ceOwatUqaZIoAJw+fRqzZ8/G0aNH4enpiWeffRYLFy6s9fdsreRyOfr16yc9rqidqLaUNwY5PomsjKhn3n77beHu7i62bNkioqKixE8//SQcHBzEqlWrpD7vvvuucHZ2Fhs3bhSnTp0So0aNEiEhISI3N1fqM2zYMNGhQwdx6NAhsX//ftG0aVPx2GOPSdszMjKEt7e3mDhxojh79qz47rvvhEajEf/5z38qHWtGRoYAIDIyMqrnzRMREVGNu5/jd7Uvf1DTRo4cCW9vb3zxxRdS27hx46DRaPDNN99ACAE/Pz+88MILePHFFwEAGRkZ8Pb2xvr16zFhwgRcuHABrVu3xtGjR9G1a1cAwJ9//okHHngAt27dgp+fH1avXo1XX30V8fHxUKvVAICXX34ZGzduxMWLFysVK5c/ICIiqn9qpNZeaaKjo/H2229j/PjxGDp0KMaPH4+3334b0dHRVdltuXr27ImdO3fi8uXLAIBTp07hn3/+wfDhwwEAUVFRiI+PR3h4uPQcZ2dnhIaGIiIiAgAQEREBFxcXKYkCgPDwcMjlchw+fFjq07dvXymJAoChQ4fi0qVLSEtLKzW2/Px8ZGZmmnwRERFRw2X28gerVq3CwoULodPpTAoX//LLL3jzzTexfPlyzJ07t1qCLO7ll19GZmYmWrZsCYVCAb1ej7fffhsTJ04EAMTHxwMAvL29TZ7n7e0tbYuPj5dKOBRRKpVwc3Mz6RMSElJiH0XbXF1dS8S2bNkyvPHGG9XwLgkwLmwYHBwMwJi0F1+Qs7T2ytIbBFK0+UjOKkCqtgCFBgMMBgG5XAZ7tRJ2agWcNSp4OdnARqmozrdEDUR5Y7Cq45OI6hezEqktW7Zg3rx58PDwwLx58zBgwAD4+voiPj4eu3fvxsqVKzF//nw0bdoUI0aMqNaAf/zxR3z77bfYsGED2rRpg8jISDz//PPw8/PDlClTqvW17tcrr7yC+fPnS99nZmYiICDAghHVf8nJyffVfq+cAh0OXU/BqZsZOB+XifOxmYjLyIWhkhe0PRxs4OdiiwBXOzTzdkBzb0c093ZAsLs9lApOJLZm5Y3Byo5PIqr/zEqkVq5cCTc3N5w4cQL+/v5Se1BQEEJDQzFx4kR06tQJK1eurPZEasGCBXj55ZcxYcIEAEC7du1w48YNLFu2DFOmTIGPjw8AICEhAb6+vtLzEhIS0LFjRwCAj48PEhMTTfar0+mQmpoqPd/HxwcJCQkmfYq+L+pzLxsbG9jY2FT9TVKVZOUVYvOpOGw7G4fD11NRoDeU6COTAe72arjZq6FWyqGQy6E3GJBToIc2X4e0nEIU6AxIzs5HcnY+Tt/KAM7cfb6tSo62fs7oEOCCjgEu6BzkikYumlp8l0REVBeYlUidOHECEydONEmiigsICMAjjzyCDRs2VCm40uTk5JS4pVihUMBgMB4sQ0JC4OPjg507d0qJU2ZmJg4fPoxZs2YBAMLCwpCeno7jx4+jS5cuAIBdu3bBYDAgNDRU6vPqq6+isLAQKpUKALB9+3a0aNGi1Mt6ZHnRyVqs2XsNm07FIqfgbm1Hf1cNQkPc0cbPCa39nNDYwx5u9upyzygJIZCWU4jY9FzEZeQhOlmLywlZuJyYjasJWdAW6HHsRhqO3bg7Xy7QzQ5hjd0R1sT45e1kW6Pvl4iILM+sRKqgoKDC6/4ODg4oKCgwK6jyPPjgg3j77bcRGBiINm3a4OTJk1i5ciWmT58OwLgI6PPPP4+lS5eiWbNmCAkJwaJFi+Dn54cxY8YAMJatGTZsGGbOnIk1a9agsLAQc+bMwYQJE+Dn5wcAePzxx/HGG29gxowZeOmll3D27FmsWrUKH3zwQbW/J6qaxMw8LP/rEn47eRv6O9fsGnvaY3yXAAxu7YUmng7SGmOVJZPJ4HbnjFXbRs4m2wwGgagULU7dTEfkna9zsZmISc1BTGoOfjh20xiDhz16NHFHn6Ye6NXMA062qup5w0REVGeYtfxBx44dkZ+fjzNnzkCpLJmL6XQ6tG/fHmq1GpGRkdURpyQrKwuLFi3Cb7/9hsTERPj5+eGxxx7D66+/Lt1hJ+4syPn5558jPT0dvXv3xmeffYbmzZtL+0lNTcWcOXNMFuT86KOPylyQ08PDA88++yxeeumlSsfK5Q+qRqvVSv8f2dnZJpPNi9rX772AFTtvICtfBwAY2NILT/dtjO4hbvedPFVFdr4OR6NTEXEtBRHXUnAuNsNkHpZSLkOXIFcMaOmF/i080cLbsVbjo+pV1tisaBsR1Q/3c/w2K5FauXIlXnzxRQwYMADLly+XLo8BwLFjx/DKK69g165dWLFiBebNm3f/76CBYCJVNZVJpALm/Qy52hYd/J2xZFQbdAqsG5ddM3ILcSQqFQeuJmPf5SRcT9aabPd1tkX/Fp7o38ILvZp6wMGmxuuHUzViIkXUsN3P8dus395z587Fvn37sGnTJnTv3h12dnbw8vJCYmIicnJyIITA6NGja2T5A7IecrlcWuvr3hIx/s3aIjErHwqFHAuHtcRTfRtDIa87Z3icNSoMbu2Nwa2NS2bcSNFiz6Uk7LmUiIPXUhCXkYfvjtzEd0duQqWQoVuwm5RYNfO6/0uRVLvKGpsVbSOihqdKK5t//fXX+OqrrxAZGYnMzEw4OTmhU6dOmDJlCiZNmlSdcdZLPCNVc8Z+dgAnY9KxYGgLzB7Q1NLh3Je8Qj0OXU+REqvolByT7Y1cNOjb3BP9mnuiV1N3OHJuFRFRrarxS3tUOUykas7wVftxIS4TX03vjn7NPS0dTpVEJWux51Ii9lxKQsT1FBTo7i7XUDS3ql8LY2LV2teJZ6uIiGpYjV/aI7K0/ELj8gYaVf1feTzEwx4hHiGY1isEuQV6HIpKwd5LSdh7OQlRyVocjkrF4ahULP/zEjwdbdC3mSf6t/BEn2YecLFTV/wCRERUY6p0Rkqv1+PWrVuIjY1FYWFhqX369u1rdnD1Hc9IVU1OTg5at24NADh//jzs7OykdrdGjaEzCBw4dhKhzfwsGWaNupGixb7LxqTq4LUUk/Wx5DKgQ4AL+t25DNiukTNXW68lZY3NirYRUf1Q45f2DAYD3nnnHaxatQqpqanl9tXr9eVub8iYSFVNZe7aO3ktDh0bl77SfEOTr9PjeHQa9lxOwt5LSbiUkGWy3dFGiW4hbujR2A09GrujjZ9znZqA35Dwrj2ihq3GL+298soreP/99+Hl5YVp06bB19e31PWkiGqarRUVFbZRKtCzqQd6NvXAvx9ohbiMXOls1T9XkpGZp8Oui4nYddFY/sjRRonuIW4Ia+KOHo3d0crXiYkVEVE1Myv7+eqrr9CiRQscPXrUZAFLotpQ/CSqjdp6L2X5OmvwaLdAPNotEHqDwIW4TBy6noJD11NwOCoVWXk67LyYiJ13EisnWyW6h7hLZ6yYWBERVZ1ZiVR2djaeeOIJJlFkEcWLENs2gMnm1UEhl6FtI2e0beSMJ/s0ht4gcD7WmFhFXE/BkahUZObpsONCAnZcMBbfdrBRokOAMzoHuqJzoCs6Bbpw8joR0X0yK5Fq3749YmNjqzsWokrJKyiWSFnRpb37oZDL0M7fGe38nTGzb2Po9Aaci717xupodBqy83U4cDUFB66mSM9r7GmPTgHGpKptI2e09HFkskpEVA6zEqlXX30V48ePx4kTJ9C5c+fqjomoXHm6uzcwqBS8NFUZSoUcHQJc0CHABU/3awK9QeByQhZOxKThxI10nIxJw/VkLa4nGb9+OXELgDEha+rpgDZ+Tmjt54Q2fs5o7ecEZw0XCSUiAsxMpEaMGIH169dj+PDhGDVqFDp06FDmrPbJkydXKUCyXjKZTLqNvPgilAU6A1TugZDLWILDXAq5DK18ndDK1wkTQ4MAAGnaApy8aUysTt1Kx7nYTKRqC3ApIQuXErLw68nb0vMD3ezQxs/pzpcz2vg5wcvJ1lJvp9aVNTYr2kZEDY9Zyx/k5+fjySefxIYNG6SJv/f+whBCQCaTcfkDLn9Q7S7FZ2Hoh/vgbq/G8UWDLR1OgyWEQHxmHs7dzsS52Eyci83AudhM3E7PLbW/h4MN2jYyJlfNvR3RzMsRjT3teWmQiOqdGl/+YP78+fj222/Rvn17PPzww1z+gGpV7p1VzXmArlkymQy+zhr4OmsQfqf4MmA8c3U+7m5idS42E9eTspGcnX+nfmCS1FcuM569aubtiGZeDmjm7YBmXo5o4ukAjZr/f0RU/5mV/fz000/o0qULIiIimEBRrcu7k0jZqHhZzxJc7dXo1dQDvZp6SG05BTpciMvC+dgMnI/LwtXELFxOyEZGbiGiU3IQnZKD7ecTpP4yGRDganenPI49gt3tEHzncSMXDVdoJ6J6w6wsKC8vDwMGDGASRTUqJycH3bp1AwAcPXpUKrWRnpmF2P8+gxSVHDmzzrEERx1gp1aiS5ArugS5Sm1CCCRl5+NqQjauJGbjckIWriRm40pCFtJyChGTmoOY1BzsvZxksi+VQoYAV2NiFexujyB3OzRy0cDfTYNGLho42lp+ontZY7OibUTU8JiVCXXp0gVXr16t7liITAghcP78eelxkbwCAwpTYlB4TzvVLTKZDF6OtvBytEXPYmevACAlOx9XErMRlaxFdLLW+G+KFjdScpCvMxjvIEzWlrpfJ1sl/F3t0MhVA39XDfycNfBysjG+lpMNvJ1s4WBTs3/klTU2K9pGRA2PWb9t3nnnHQwaNAhbtmzByJEjqzsmonIVX/6A6id3Bxu4O9igR2N3k3aDQSAuMw83krWISjEmWTdTc3ErPQe303KRllOIzDwdzsdl4nxcZpn7t1Mr4OVoAy8nW+O/jrbwdrKREi43ezVc7dRwsVNxrh0RVYlZidT27dvRv39/jB49GgMHDixz+QOZTIZFixZVOUii4ormSFHDI5fL0MjFeAnv3rNYAKDN1+F2ei5upeXgVloubqXlIi4jD4mZeUjKykdCZh60BXrkFOiluVkVsVMr4Gqnhqu96k5ypYabncr4r70x2XK1u5t4udqrAZ5pIqI7zEqklixZIj3euXMndu7cWWo/JlJUE/KZSFktexslmns7orm3Y5l9tPk6JGblIzEzDwl3/k3KykfinUQrKSsfaTkFSMsphN4gkFOgR05BbpnLOpRGoc+XHhfoDLCv0rsiovrMrERq9+7d1R0HUaXl6QwVdyKrZW+jRIiNEiEe5ac3Qghk5umQnlOAVG0B0nMKkaotQFrOncc5BSbbipKvAp0Bhfq7Z6QuxWeih3PZiR0RNXCCakxGRoYAIDIyMiwdSr2UnZ0tAAgAIjs7W2pf9vtJqf33389J7YcPx4oWLb4QDzzws8l+pk/fJlq2/EJs2nRVajt9OlG0avWFGDjwB5O+zz67Q7Ru/aX48ceLUtvVq2midesvRa9eG0z6Lly4R7Rp86X46quzUtvt21mibdt1omvXr036LllyQLRtu0785z+RUltKSo5o126daNdunTAYDFL78uWHRfv268WqVceltpycAtG+/XrRvv16kZNTILV/9NFx0aHDevHee4dNXq9jx69Ex45fiZSUHKntv/89LTp1+kq8+eZBk75hYd+KTp2+ErduZUptGzacF507fy3+/e99Jn3Dw38UXbp8La5eTZPafv31sujS5Wsxf/4uk76jRv0qunb9Wpw9myS1bdt2XXTr9j8xe/Z2k76PPLJJdOv2P3H0aJzUtmdPjOje/X9ixow/TfpOm7ZNhIZ+I/7555bUdvhwrOjR4xvxxBNbTfo+88x20aPHN2LHjmip7fTpRBEW9q0YP/53k74vvLBb9Oz5rdiy5e44uXw5VfTs+a0YNepXIYQQBoNBaPMLxazntkpjcHtklMl+yhq3RFR/3M/xm+sXUJ0lk8kQFBQkPS6SrzdApnSD0Ans3n0To0YZy3Hk5upw6VIq7q0ac/NmFi5eTEVm5t3LMXl5Oly4kAqttrBE3/PnU5CWlnf39fJ1OH8+BR4eGpO+t25l49y5FKSk3L0kVFiox9mzydBoTH+0bt/OxtmzyUhKuttXrxc4cya5xPuOjdXi9OkkxMffvWtNCOD0aeMyAQbD3bMh8fFanDqVhH79Akz2ERmZCADQFTt7l5CgxcmTiejSxduk76lTicjJ0aGg4O4l08TEHJw4kYAWLVxL9E1KykVenk5qS07OxfHjCWjUyMGk7+nTSYiOzjT5jFNT83D0aDycnW1M+p49m4zz51OQlVUgtaWn5+PIkXgo7llT6uzZZBw9Go/09Lv/RxkZ+Th0KA45OTqTvufPp+DQoTiT/6OsrAJERMSiaVMXk74XLqTg4MFYJCbenVeVk1OIgwdj4etrPLslk8lgp1Yi/qYWMrkboJQhKTnPZD9ljVsiapgqVSLm0KFD6NGjh9kvotVqER0djTZt2pi9j/qIJWJqxpJN5/Cfn86jk0qDRTM7IyzMDwCQnp6H06eTYGenQteuPlL/06eTkJaWh5Yt3eDtbTwgZmbm4+TJRNjYKNCjh5/U9+zZJCQn56J5czf4+RkTA622AEeOxEOlkqN3b3+p7/nzyUhIyEHTpi4ICDD+/+bl6XDwYCzkcqB//0Cp74ULKYiNzUbjxs4ICXEBABQU6LF/v7E48MCBgdJB9/LlVMTEZCE42AlNmxoTGb3egF27YqS+RcnF1atpiIrKQECAI1q2vHsH3N9/RwMA+vXzh82dpQCuX0/HlStp8Pd3RJs2dydyb98eDb1eoG9ff9jZGddoio7OwMWLqfDxsUfHjl5S3507b6CgQI/evf3h6KgGAMTEZOLs2WR4edmZfO67d8cgN1eHnj394OJirMN3+3YWIiMT4eFhh9BQX6nvnj0xyM4uRI8evvDwMK67FB+vxbFj8XBxsTH53Pfvv4X09Hx07+4j/X8mJmpx6FAcnJzUJp/7gQO3kZyci65dvdGokfHyW2pqLvbvvw17exXCw4OkvhERsUhI0KJTJy8EBTkDMCZou3bFwNZWgeHDG0t9jxyJw/PrjuO2I/CfyV0wrO3d90JE9d/9HL8rlUjJ5XIMHz4cCxcuRL9+/SodSEJCAr788kt88MEHmDNnDl5//fVKP7chYCJVM17+5TS+P3oTLw5pjjkDm1k6HLJST/z3MP65mowPHu2AsZ38K34CEdUb1V5r79dff8VLL72EgQMHIiAgAA8//DBCQ0PRpUsXeHt7w97eHnq9Hqmpqbh06RIOHz6M7du3Y9euXQCAJ598ErNmzar6OyMCa+1R3WCjlMNQaEB2TmHFnYmowarUGSkA0Ol0+Prrr7F69WocP37c5Nq/QqGAXn93foUQAo6OjnjiiScwd+5cNG/evPojrwd4RqpqcnNz0bdvXwDAvn37oNEY5yjN+OIffP3SVHg52uDU0YPw8HC2ZJhkhXJzc+Hi3hoFuTpMenEtvn5/mMm20sYtEdUf1X5GCgCUSiWmT5+O6dOn49y5c9i5cycOHDiAW7duISUlBRqNBp6enmjXrh369euHQYMGwd6eq6uQ+QwGA44dOyY9LpJboIcu5RpiU4xzj/r0YSJFtctgMKAgNxoAkJNTUGJbaeOWiBoms+7aa9OmDdq0aYPnnnuuuuMhqlDxBTkdHS1fwJasW+dwzo8ismbyirsQ1S3FS8Q0a+ZmwUiIgHyedSKyakykqN7JK+SBi+oOjkci68ZEiuqdfD1r7VHdcTYi3tIhEJEFMZGieicro6DiTkS15OrxREuHQEQWxBIxVKd5eHiUaMvJKgDAO0LJsuwcXJCbp4NXc5cS20obt0TUMDGRojrL3t4eSUlJJdoNDnZwH/k5Xh3ekktskEXY29tjw/6zmPt9JAKbupfYVtq4JaKGiZf2qF4xGAT0Chkc2jhj8mTrqt1IdYuN0riyPiebE1m3Kp+Rys7OxuXLl6HVatGnT5/qiImoTPm6uwctloghS9KoFRBCQJvLEjFE1szsM1LR0dEYPXo0XF1d0a1bNwwYMEDaduDAAbRu3Rp79uypjhjJSuXm5qJ///7o378/cnNzjW2FeuiytIhdvxAD+91tJ6pNubm5mDnmAcQsn4v9y0+U2HbvuCWihsusM1IxMTHo0aMHUlJSMHr0aMTHxyMiIkLaHhoaiuTkZHz33Xfo379/dcVKVsZgMGDv3r3SY8C4GGdeVDYKE87jSAJLcJBlGAwGXLlgLAOjy9eV2HbvuCWihsusM1KLFy9GWloa9u7di59//hmDBw822a5UKtGnTx8cOHCgWoIkKpJXqAfksoo7EtWSZjOaWjoEIrIgsxKpv/76C2PHjkXPnj3L7BMUFITbt2+bHRhRafIKDbBrXn4lbqLaVMCpekRWzaxEKjU1FcHBweX2EUIgPz/fnN0TlSm3kKuaU92SV2iAEMLSYRCRhZiVSHl7e+PKlSvl9jlz5gwCAwPNCoqoLPlMpKiOyYhIRlYO79wjslZmJVKDBw/Gli1bcPr06VK379+/H7t27cIDDzxQpeCI7pWn0yP7dJqlwyCSZB5KQVIK784jslZmJVKvvfYaNBoN+vbti7fffhtXr14FAGzbtg2LFi3CsGHD4OHhgQULFlRrsGR97OzsYGdnJ32fV2hAQWI+ABVUKlvLBUZWz87ODpCrYd/eGYX3XNq7d9wSUcNl1vIHwcHB+OuvvzBhwgQsWrQIMpkMQgiMHDkSQggEBgbi559/hq+vb3XHS1bE3t4eWq3WpC23QA+H9l5o0/4HfDK3B0vEkEUUjc12S/5CVp4OajtliW1EZB3MXtk8NDQUV65cwebNm3H48GGkpqbCyckJoaGhGD16NNRqdXXGSQTAeGnP1t8O7Vt7o1s3JupkWbYqBbLydCwTQ2TFqlQiRqlUYuzYsRg7dmx1xUNUrqIDloblYagOKBqHOQW6CnoSUUNl1hypgQMH4uuvvy63zzfffIOBAweaFRQRAOTl5WHEiBEYMWIE8vLyjG2FehQkZuO3pbMxbNgDUjtRbSoamxFLnsON5aexd1dMiW3Fxy0RNVxmnZHas2dPhaVfbty4IZVJIDKHXq/HH3/8IT0GjIlU8tZbKEyMwK3zd9uJalPxsQkIZGYVlLqN45Oo4TO7aHFFtFotVCpVTe2erFReoR4yVY0NW6L75vtkY3Toyfl6RNaq0mekYmJiTL5PT08v0QYY/wK7efMmfvnllwpXPye6X3mFBng/EoibH1g6EiIjpaMKBtZ/JLJalU6kgoODIZMZf1nIZDKsWrUKq1atKrO/EALvv/9+1SMkKiaPK5tTHcTSRUTWq9KJ1OTJk6X1or7++mt06NABHTt2LNFPoVDAzc0NAwcOxLBhw6ozViIesKjOyTqeitMhCUCPIEuHQkQWUOlEav369dLjvXv3Ytq0aXjuuedqIiaiMuXk65G85balwyCSpO9LQqRvLPCspSMhIksw6669qKio6o6DqFJycgqQeyXb0mEQSexaOcIz2NHSYRCRhdTL259u376NJ554Au7u7tBoNGjXrh2OHTsmbRdC4PXXX4evry80Gg3Cw8Nx5coVk32kpqZi4sSJcHJygouLC2bMmIHsbNMD9OnTp9GnTx/Y2toiICAAy5cvr5X3R0b29vYQQkAIIZWCKTAIuIYHYNrz22EwGFgihiyiaGy+u+0CPEc1RotePiW2FR+3RNRwmb2yeVZWFj755BPs2LEDsbGxyM/PL9FHJpPh2rVrVQrwXmlpaejVqxcGDBiAbdu2wdPTE1euXIGrq6vUZ/ny5fjoo4/w1VdfISQkBIsWLcLQoUNx/vx52NoaC91OnDgRcXFx2L59OwoLCzFt2jQ89dRT2LBhAwAgMzMTQ4YMQXh4ONasWYMzZ85g+vTpcHFxwVNPPVWt74kqrwACTl3cMGlqe+nmByJLKVrZnDdBEFkvsxKppKQk9OzZE9euXYOTkxMyMzPh7OyMgoIC5ObmAgD8/PxqZB2p9957DwEBAVi3bp3UFhISIj0WQuDDDz/Ea6+9htGjRwMAvv76a3h7e2Pjxo2YMGECLly4gD///BNHjx5F165dAQAff/wxHnjgAaxYsQJ+fn749ttvUVBQgC+//BJqtRpt2rRBZGQkVq5cyUTKgopKxNhwLSmqA+4mUqy1R2StzDoaLVmyBNeuXcPXX3+NtLQ0AMC8efOg1Wpx+PBhdO/eHcHBwTh37ly1BgsAmzZtQteuXTF+/Hh4eXmhU6dOWLt2rbQ9KioK8fHxCA8Pl9qcnZ0RGhqKiIgIAEBERARcXFykJAoAwsPDIZfLcfjwYalP3759TYovDx06FJcuXZLe873y8/ORmZlp8kXmy8vLw/jx4zF+/Hip1IZWW4iCpGy8/PRUk3ai2lQ0NpfPnoGYD8/hl3dOlNjG8UlkHcxKpP744w8MGjQITzzxRInLK926dcO2bdsQHR2NN954o1qCLO769etYvXo1mjVrhr/++guzZs3Cc889h6+++goAEB8fDwDw9vY2eZ63t7e0LT4+Hl5eXibblUol3NzcTPqUto/ir3GvZcuWwdnZWfoKCAio4ru1bnq9Hj///DN+/vlnqdRGSlQW4r68hv07t5q0E9WmorF59eweiHwd8rSFJbZxfBJZB7MSqbi4OHTq1En6XqFQSJf0AMDV1RXDhw/Hjz/+WPUI72EwGNC5c2e888476NSpE5566inMnDkTa9asqfbXul+vvPIKMjIypK+bN29aOqQGp6BAD6g4N4rqDu/Jwegxs4WlwyAiCzErkXJ2dkZh4d2/wFxdXXHr1i2TPk5OTkhISKhadKXw9fVF69atTdpatWollavx8THePXPvayckJEjbfHx8kJiYaLJdp9MhNTXVpE9p+yj+GveysbGBk5OTyRdVL2WgHQLmNLd0GEQStbsNZA6sK0pkrcxKpBo3bozo6Gjp+06dOmH79u1ISUkBAOTm5mLz5s0IDAysliCL69WrFy5dumTSdvnyZQQFGVcVDgkJgY+PD3bu3Cltz8zMxOHDhxEWFgYACAsLQ3p6Oo4fPy712bVrFwwGA0JDQ6U++/btM0kYt2/fjhYtWpjcIUi1R6c3QGcQlg6DqIS8Al7CI7JWZiVSQ4YMwc6dO5GTkwMAePrpp5GYmIgOHTpg/PjxaNu2La5du4apU6dWZ6wAjJPaDx06hHfeeQdXr17Fhg0b8Pnnn2P27NkAjEsuPP/881i6dCk2bdqEM2fOYPLkyfDz88OYMWMAGM9gDRs2DDNnzsSRI0dw4MABzJkzBxMmTICfnx8A4PHHH4darcaMGTNw7tw5/PDDD1i1ahXmz59f7e+JKidPxzujqO7JPp2Ga3vjLB0GEVmKMENsbKz4/vvvRVJSktS2YsUK4eLiImQymbCzsxMvvvii0Ol05uy+Qps3bxZt27YVNjY2omXLluLzzz832W4wGMSiRYuEt7e3sLGxEYMGDRKXLl0y6ZOSkiIee+wx4eDgIJycnMS0adNEVlaWSZ9Tp06J3r17CxsbG9GoUSPx7rvv3lecGRkZAoDIyMgw741auezsbAFAABDZ2dkiMTNPeD70nbBr87FJO1FtKz42gbcFZO8Lg8FQYhvHJ1H9dD/Hb5kQotqulej1eiQnJ8PLy4uLJQLS+loZGRmcL2UGrVYLBwcHAEB2djZS82Vo9+CPyDgYC+BVqZ2rR1NtKz42bZt8CBs7OySfmAGlUl5i3HJ8EtU/93P8NuvS3vTp0/HBBx+UaFcoFPD29mYSRdXCzs4O2dnZyM7Ohp2dHfJ1etgG28N7YAA2bjwrtRPVtqKxeeVWErzGNYHXg/5QKuUm2zg+iayDWYnUhg0bStz1RlTdZDIZ7O3tYW9vD5lMhrxCA2wD7BA8yA+jR7eR2olqW9HYdHdxgkwmQ4HeAP2dGyHuHbdE1LCZlUg1adIEcXGcXEm1K/dOPTNbloehOsL2TokYgPX2iKyV2Zf2tm7ditu3b1d3PESS/Px8TJ06FVOnTkV+fj7yCvXQa3UQ2XmYNGmy1E5U24rG5r9mzkDsV5dx86PLOHoi3mQbxyeRdTBrsnl0dDTmzJmDM2fOYOHChejWrVuZc6NqYi2p+oKTzavm3km7B29kY9TIX5EXlQZONidLKj42la7LoUuT4eetYzHugSacbE7UANzP8Vtpzgs0btwYMpkMQgg899xzZfaTyWTQ6XTmvARRCXmFeuNN5UR1SPDDgdDqlWjemgv1ElkjsxKpyZMncxIl1brcQj28Hw1Ez6BW+O4ZS0dDZOTayB6FuTJAqai4MxE1OGYlUuvXr6/mMIgqln9nMq9GZdawJaoRtioFkGtAno6TzYmsEW9/onojr9BYIkaj4l/+VHfk3MxB1ql0nDubbOlQiMgCmEhRvZFXqEfqjngc2HDF0qEQSeIOJyP1zzhE7OddzETWiNdIqN7ILdQj+1Q6InW8pZzqDo9gB6RlCbh6aSwdChFZABMpqrPs7OykFfTt7OyQV2iAc5gHOvg4Yd17t+DgoGYJDrKI4mPzpS1RyGiehE59/Ups4/gkaviYSFGdJZPJ4OnpKX2fp9PDuacHxoY3R0hIIwtGRtau+NjUqG8CuDuH795xS0QNG+dIUb2RxxIxVAcVlYnJZYkYIqvEM1JUZ+Xn52P+/PkAgJUrVyInrxD6HB10uXmYPXu21G5jY2PJMMkKFR+b0RiG2xuu45vzufhXvyYlxi3HJ1HDZlaJGKocloipmntLbTzxwVFsXHQMji5AVvoCqZ0lOKi2FR+bDzz1G/74/Cpa9fDG+YhJLBFD1ABUe4mY6dOnmxWITCbDF198YdZzie6Vk1sIALCxUSLLwrEQFWnfwwfHtYUY1DvI0qEQkQVUKpEqayXzonp7ZbUzkaLqZN/IDoELWmL5g80xoe88S4dDBADw9LaDrb8d7DxsLR0KEVlApRKpqKgok+8NBgPmzp2LQ4cOYe7cuejTpw+8vb2RkJCAffv24aOPPkJYWBg++OCDGgmarFNuoQEyuQzOjmpLh0Ik4WRzIutWqUQqKMj0lPW7776Lw4cP49SpU/D19ZXaW7Rogb59+2LatGno1KkTfv75ZyxcuLB6IyarVVRrz1bJu/ao7tDl6qC9kIkLWjnwmKWjIaLaZtYR6YsvvsAjjzxikkQV16hRIzzyyCNYu3ZtlYIjKi7pagZSdyZgz7ZoS4dCJMlOzkPypts48A1LFxFZI7OWP7h16xZsbcufD2Bra4tbt26ZFRRRadJv5SDrWCoOeHJcUd3h4aGBTYAd3D1ZIobIGpmVSPn7++O3337DW2+9VWpClZOTg99++w3+/v5VDpCsl0ajkebnaTQayD1s4BTqjuEjWmDtZ3fbiWpb8bF5LccWPo8HoV0j5xLbOD6JGj6zLu09+eSTuH79Onr16oXff/8dKSkpAICUlBRs3LgRvXv3RnR0NGbOnFmtwZJ1kcvlCA4ORnBwMGQyGeS+NnDt74UnJrWR2uVyzpei2ld8bNrZqADcnWxefBvHJ1HDZ9YZqQULFuDy5ctYt24dHnroIQDGXx4Gg7HWlBAC06ZNw4IFC6ovUrJqBXoDilbasFUrLBsMUTFFJYvyeNcekVUyK5GSy+X44osvMHnyZHz11Vc4ffo0MjIy4OzsjA4dOmDSpEno379/NYdK1qagoACvvvoqAGDha0tgKDRAJgNkeh0WLPg3AODtt9+GWs3lEKh2FR+bk559CXFfRSG+wIC4yd3h7q6WtnF8EjV8LBFTg1gipmqKl9q4FpuM9kN+hfZsBt56qxsWLeoPgCU4yDKKj81z0Qlo2/wbiAIDLl+eAT8/NUvEENVz1V4ihsjS8gv1EIXGS8d2dioLR0N0l61aAa+H/KFQyuHnZw+g0NIhEVEtMnsmpE6nwwcffIDu3bvDyckJSuXdnCwyMhLPPPMMLl++XC1BEuXpDPAY1Qgd/t0Wkye3tnQ4RBJblQK2QfZQNdJAZcO/TYmsjVk/9bm5uRgyZAgOHjwIDw8PODk5QavVSttDQkKwbt06uLm5YenSpdUWLFmv/EI9ZHIZ7B3V0Gh4RorqjqLJ5gCQp9ODt0IQWRezzki98847OHDgAJYtW4b4+Hg8+eSTJtudnZ3Rr18//PXXX9USJFHRreU2Kt5OTnWLWiFHQWwOtBczcfVauqXDIaJaZtZR6YcffsCAAQOwcOFCyGQyyGSyEn0aN26MmJiYKgdIBBhvLc84nIKb2+Nw82ampcMhkshkMmTsT0by77fxzz9cdZ/I2ph1aS8mJgZjx44tt4+joyMyMjLMCoroXvmFAlknUpGeqUNCQo6lwyEy4eCrgV5ngMaBSx0QWRuzEilHR0ckJiaW2+fatWvw9PQ0KygiwFhe4+zZswCAy/kqOLRzgZdKiZAQD6mdJTjIEoqPTY1Gg6ajAnE7PRfd+jYqsY2IGjazEqkePXpg8+bNSE9Ph4uLS4ntN2/exB9//FHhWSui8sjlcrRp0wYAcOZIDFx6e6JPSy8EBjoDcLZscGTVio9NwHR183u3EVHDZtYcqQULFiAtLQ2DBg3CgQMHoNPpABiLFe/cuRNDhw6FTqfD/PnzqzVYsl5F5TdsVbwniuoezZ2yRbksE0Nkdcw6I9W3b1988sknmDt3Lvr27Su1Ozo6AgAUCgU+++wzdOnSpXqiJKtUUFCAd955BwDg3usRCL2ArUph0v7vf/+bJTio1t07BmMjkhC36za+ylWj1/v9OD6JrEiVSsRcuHABa9asweHDh5GamgonJyeEhobimWee4altsERMVRUvw7Hof4fw1qT9UChlSEt9Gk5OxqSdJTjIEoqPzezsbPR64g+c2ngDg8c2xm//G8oSMUT1XK2ViGnVqhVWrVpVlV0QVUqm1lh2Qy6XQS4vudwGkSU1D/NGnNKAweOaWzoUIqplrGdA9YLGWQ3/55pjSvcAS4dCVIJ3gCM0qVlw9+fZJyJrw1p7VC/k6w1QaBTw8XWwdChEJWju3LXHyeZE1sesRCo3NxcDBgzAiy++iBs3bsDJyQnFp1oV1dr7+uuvqy1Qsm75hQYAvGuP6iZDrh6517Nx7niCpUMholrGWntUL8TfzET6gSQc28kSHFT3pERlIfGnm9i4+pylQyGiWsZae1QvJNzQIuOfZOzbFGXpUIhKcHXXQOVlA1c/O0uHQkS1jLX2qM6ytbXFkSNHAACv/JwMh44u6DHA36Td1tbWkiGSlbp3DDZr4w6/aY0xvAvHJ5G1Ya09qrMUCgW6desGALA/cgDuQw14fHJbk3YiS7h3DBafbM7xSWRdzLq0V7zWXmmKau0VX/WcqCryClgihuquonFZNE6JyHqYdUZqwYIFGDBgAAYNGoSPPvrIpNZeREQEnn32WdbaoyorKCiQFnzVFrYHYCwOW7x97ty5LMFBte7eMYhCA+I33MBG+U18NL4tPvvsE2kbxydRw2Z2iZjVq1dj7ty50OtL/gVWVGvv3rv5rA1LxFRN8TIcXmH/QeKRLDw9pyP+7+0eLMFBFnVviZhdl9Ixqst3AIDbt6ejUSN3aRvHJ1H9UyslYmbNmoX+/fuz1h7VCl2eAdALqJRmryFLVGMc7VXwGNUIQd720GhYMILImlTqJ37Tpk1o2bIlmjc3rSPFWntUW5z6eEDTwwdPzepg6VCISrBTK2HfyglOHvZQqzmPj8iaVOrP+7Fjx+L777+Xvm/cuDE++uijGguK6F56hQxKJxV8vXmZhOoeW5aIIbJalTojpVKpUFhYKH0fHR1d5h17RDVJo1IAd25uIKorNCoFChLykBSXh9TUXEuHQ0S1qFKJVGBgIP755x/o9cY1UgCUupo5UU3Rns+AKNDidkwWGvnxLiiqW2xVCiRviUVhcj5OjW9t6XCIqBZVKpF6/PHH8eabb8LNzQ3u7sa7UT744AOsW7eu3OfJZDJcu3at6lGS1cuKTENhgsDlS6lo5Odj6XCITNiqFFC5qQEZoFLxhggia1KpROq1116Dra0ttm7ditjYWMhkMgghUNHKCWaurEAEwFheY/fu3YhNz8Ws9+Ng56lHUJCT1F7Uh6i23TsGhU7Ac6w/AKB3vxCOTyIrUqk/nZRKJV5++WXs378f165dgxAC8+bNQ1RUVIVfNe3dd9+FTCbD888/L7Xl5eVh9uzZcHd3h4ODA8aNG4eEhAST58XExGDEiBGws7ODl5cXFixYIC0sWmTPnj3o3LkzbGxs0LRpU6xfv77G3w/dpVAo0L9/f3Ts3guufbzRbEII2rXzlNr79+8vXWomqk33jkHbYstyFBrA8UlkRcw6B7148WL079+/mkO5f0ePHsV//vMftG/f3qR93rx52Lx5M3766Sfs3bsXsbGxeOihh6Tter0eI0aMQEFBAQ4ePIivvvoK69evx+uvvy71iYqKwogRIzBgwABERkbi+eefx5NPPom//vqr1t4fGeXpisrD8JIJ1U1KhRwqhXHeKO/cI7IuZq9sbmnZ2dno3LkzPvvsMyxduhQdO3bEhx9+iIyMDHh6emLDhg14+OGHAQAXL15Eq1atEBERgR49emDbtm0YOXIkYmNj4e3tDQBYs2YNXnrpJSQlJUGtVuOll17C1q1bcfbsWek1J0yYgPT0dPz555+VipErm1dNYWEhPv/8c1xPysbP2pZo7uuC7fP7Se0A8NRTT0GlUlk4UrI2pY1Bv+HfIvV8Bt6Y3wUOymMm24iofrmf43e9/RN/9uzZGDFiBMLDw03ajx8/jsLCQpP2li1bIjAwEBEREQCAiIgItGvXTkqiAGDo0KHIzMzEuXPnpD737nvo0KHSPkqTn5+PzMxMky8yX0FBAebMmYOVb7yMmA/PYd/rJ5GcnCO1z5kzBwUFBZYOk6xQaWNQn16I/JgcXLmSzPFJZEXqZSL1/fff48SJE1i2bFmJbfHx8VCr1XBxcTFp9/b2Rnx8vNSneBJVtL1oW3l9MjMzkZtb+joxy5Ytg7Ozs/QVEBBg1vujUuiAAq0OtrYsv0F1k19XD3g86Ic+QwItHQoR1aJ6l0jdvHkTc+fOxbffflvn7oh55ZVXkJGRIX3dvHnT0iE1GD7TQzDyjc6ws+NlEqqbPBs7wr61M/yDeRmfyJrUu0Tq+PHjSExMROfOnaFUKqFUKrF371589NFHUCqV8Pb2RkFBQYmV1xMSEuDjY1x/yMfHp8RdfEXfV9THyckJGo2m1NhsbGzg5ORk8kXVQ+Wshk+wE+RyLgRLdZNGZbxDj5PNiaxLvUukBg0ahDNnziAyMlL66tq1KyZOnCg9VqlU2Llzp/ScS5cuISYmBmFhYQCAsLAwnDlzBomJiVKf7du3w8nJCa1bt5b6FN9HUZ+ifVDts1XxVnKqw/INyI/NxeWLqZaOhIhqUb2bcOLo6Ii2bduatNnb28Pd3V1qnzFjBubPnw83Nzc4OTnh2WefRVhYGHr06AEAGDJkCFq3bo1JkyZh+fLliI+Px2uvvYbZs2fDxsYGAPCvf/0Ln3zyCRYuXIjp06dj165d+PHHH7F169bafcMEAMg6mYZokQg8ZulIiEqXcj4d8f+LxrpL6ZYOhYhqUZUSqbi4OHz//fc4efIkMjIy4OzsjE6dOmHChAnw9fWtrhjv2wcffAC5XI5x48YhPz8fQ4cOxWeffSZtVygU2LJlC2bNmoWwsDDY29tjypQpePPNN6U+ISEh2Lp1K+bNm4dVq1bB398f//3vfzF06FBLvCWrl74nERFXC4EPLB0JUekcnW2gcFbBwcnG0qEQUS0yex2pTz/9FAsWLEB+fn6JUjC2trZYsWIFnnnmmWoJsr7iOlJVo9Pp8Ndff2HN5ovYudcOnVt64Z/fxkntgHFJCqWy3p1YpXqutDH4/PcnsTEyFq8MbQb/nCsm24iofrmf47dZP+Hff/89nn32WXh4eODVV19Fnz594O3tjYSEBOzbtw+rVq2Stj/yyCNmvQkipVKJESNG4FBhEM643MBDA5uatBNZSmljUKM2zuErMMg4PomsiFmJ1PLly+Hh4YHIyEj4+flJ7S1atEDfvn0xdepUdOrUCe+99x4TKaqyvDt3QdmqOdmc6i4bJe/aI7JGZiVSFy5cwIwZM0ySqOL8/f0xfvx4FvmlKiksLMS3336Lk4duQDh2hO2dA1VROwBMnDiRJTio1pU2BgsyC5D4y02s250Ir/hDJtuIqOEyK5FycXGBvb19uX0cHBxKrC5OdD8KCgowbdo0AIBMsww/35Zheu8Qk/bx48fzQEW1rrQxqJLJkXs1G1dUaZg27d8m24io4TJrHalRo0Zh8+bN0Ol0pW4vLCzE5s2bMXr06CoFR1RE5BqgLzBYOgyiMnl62sJtqA8GTG9p6VCIqBaZlUgtX74c9vb2GDJkCA4dOmSyLSIiAkOGDIGjoyPefffdagmSyPuJIDw2s42lwyAqk7OjDRw7uiKoq6elQyGiWmTWpb1OnTqhoKAAJ06cQK9evaBUKuHh4YHk5GTpLJWvry86depk8jyZTIZr165VPWqyOmpPWwQFOVs6DKIy2RSViNFxsjmRNTErkTIYDFCpVAgMNK1yfu/k83vXlzJzySoiAICNqt5VNCIrolEpUJiSjzgmUkRWxaxEKjo6uprDICqf9mw6Em9lA008LB0KUak0KgXiN9xAbE6upUMholrEP/GpXkjdnoCzxxMr7khkIbYqBZSOStg48y49ImtS5doF58+fx8WLF6HVajFp0qTqiIkIAGBjY4Mff/wRTy7Zi4JcJ4SEOJu0Fz0mqm2ljUGNWg7fqY0R6GKDZ5twfBJZC7Nr7R09ehQzZ87EmTNnpDa93jg3YN++fRg2bBi+//57jBo1qnoirYdYa696NP33H9AZBCJeGQhfZ42lwyEq1dnbGRj58T/wcrTBkVfDLR0OEVXB/Ry/zbq0d+7cOQwcOBBRUVGYN28ehg8fbrK9T58+8PDwwE8//WTO7okkOr0BOoMx1y9a2ZyoLiqqtZfHEjFEVsWsRGrx4sUAgOPHj2PFihXo1q2byXaZTIawsDAcPXq06hGS1dLpdPjuhx+hvfgPhEEvHah0Oh1++ukn/PTTT2UuCktUk0obgxqVAhmHU3BtwzW89tqnHJ9EVsKsOVJ79+7FuHHj0LRp0zL7BAYG4s8//zQ7MKL8/HxMnvgYAEDh8h5inuyN5s3dkJ+fLxXDzs7OhlJZ5al+RPeltDFoq1KgIC4XOVfS8fbbr5psI6KGy6wzUllZWfDy8iq3T25urjRniqiq9Ok6KJW8yZTqLo1KAYf2LnAdWP7vRiJqWMw6MgUEBJhMMi/NiRMn0KRJE7OCIrpXyKQQNGrkYOkwiMpko5RD09gBDh1cLR0KEdUisxKpkSNH4u+//8aOHTtK3f7jjz/i0KFDGDNmTFViI5K4N3aEjQ0vkVDdJZfLYMOzpkRWx6wj07///W/8/PPPeOCBBzBlyhTEx8cDAD777DNERETgu+++Q3BwMObPn1+twZL1smV5GKoH1HogMzXf0mEQUS0yK5Hy9PTE3r17MWnSJHzxxRdS+5w5cwAAoaGh+O677+DszCKzVD0yLmZaOgSiCmVEpiH+z2hLh0FEtcjsayWNGzfGgQMHEBkZiUOHDiE1NRVOTk4IDQ0tsRwCUVVd+OUG8D9LR0FUPo2dCjIbGQRPShFZjSpPOunYsSM6duxYDaEQmVKr1Zg89x1s+PYCvAPcTNrXrVsnPSaqbWWNwZA+3shrrMbj7h+hhY8jxyeRFWCtPaqzVCoVRjzxBPbansaAFp4m7VOnTrVcYGT1yhqDGrUCMoUS/R8cj6FtfGo/MCKqdWbP4D169Cg6duyIdu3aYfz48Sa/VPbt2wc7Ozts2rSpOmIkK1ZUbsNWxfIwVPdpVCwTQ2RtWGuP6iydToej+3Yg59pR2MiFSfvWrVuxdetWluAgiyhrDBam5iNp8028+ewajk8iK2HWpb3itfaaNm2KN954A9u2bZO2s9YeVYf8/Hx88vJMAMCe9BDg8a5S+8iRIwGwBAdZRpljsEAg53wqTmApRo7k+CSyBmadkapsrb24uDizAyMqLi+z0NIhEFXI08cOzn08K+5IRA0Ga+1RvTD4sWaWDoGoQp5ednDq6lZxRyJqMFhrj+qFoKYulg6BqEK2at4UQWRtWGuP6gUND1BUD9gq5dBl8zI0kTVhrT2qF9ITciwdAlGFbJUKxK29bukwiKgWsdYe1QunD8QDXO+V6jgHWyWgkgE8KUVkNVhrj+ostVoN33bTkRSTBf9AF5P2Tz75RHpMVNvKGoO2KgUC57aGb9yLmBQWzPFJZAVkQghRcTcyR2ZmJpydnZGRkQEnJydLh1Mvjf7kH5y6lYEvpnTFoFbelg6HqFxbTsdizoaTCA1xww9Ph1k6HCIy0/0cv82abP6///0Pt27dMis4ovuRV2gAwBIxVD/YqVkihsjamHVpb8qUKZDJZGjcuDH69++PAQMGYMCAAfD19a3u+MiK6fV6xF08jrysPKjkoSbt+/fvB2AsR6RQMMmi2lXWGLRVKZB+KAn/xO/HWptETJ8+muOTqIEz69Le+vXrsXv3buzZswc3b96ETCYDADRr1kxKrPr37w9vb+u+FMNLe1Wj1Wrh4OAAAPjqt1OYPKZ9ifbs7GzY29tbLEayTmWNwZMxaegRtg4FsS+U2EZE9cf9HL/NOiM1depUTJ06FQBw/fp17Nq1C7t378bevXvx+eefY+3atQCAli1b4ty5c+a8BJEJhZBZOgSiCmnUCji0c0ZqrKUjIaLaYtYcqeIaN26MJ598Et9++y3Onz+PFStWwMPDA0IIXLx4sTpiJELLliy7QXWfnUoJ+9Yulg6DiGpRlcqS5+bmYv/+/di9ezd2796NEydOQK/XQ6PRYPDgwRgwYEB1xUlWSG+4e9XZ293OgpEQVY6tusp/mxJRPWNWIvX6669j9+7dOHr0KAoKCmBjY4OwsDAsWrQIAwcORPfu3aFSqao7VrIyxe984l17VB9oVAoYdAZLh0FEtcisRGrp0qWQyWQYNGgQFi5ciD59+sDGxqa6YyMrl517d3loJadIUT2gUSmQcSDZ0mEQUS0y6zx0+/bGu6d27NiBcePG4eGHH8YHH3yAyMjI6oyNrFxiyt36enI5Mymq+5QKOVQssE1kVcw6IxUZGYnU1FTs3btXmh/1wgsvQCaTwdXVFf369cOAAQMwcOBAtG7durpjJiuhM8ihcBoDGQBb27tnPFUqFZYvXy49Jqpt5Y1B34G+EDbT8HS/xhyfRFag2krEJCcnY8+ePdi9ezd+/vlnJCcnQyaTQafTVcfu6yWuI1U1Z29nYOTH/8DHyRaH/j3I0uEQVUroOzuQkJmPLc/2RttGLNxOVB/V+DpS90pISJDOTO3atQtJSUnVsVuycrl3JptreKmE6hE7tRJAPsvEEFkJsxKplJQU6ezTrl27cOnSJQCAEAI+Pj6YMGGCVDaGyFzavALkx11GXoEd9Pq7ZTj0ej1OnDgBAOjcuTNLcFCtK28MFiTkIGlLBJbdjsGP65/i+CRq4My6tFf0i0EIAQ8PD5N6ey1btqz2IOsrXtqrmmX/PYR/zwwDYFpqgyViyNLKG4Pdn/wJR794pNRtRFQ/1PilvVGjRmHgwIEYMGAA2rZta1aQRBVJTMy1dAhE983Dj4kTkTUxK5H67bffqjsOohJCWrlaOgSi++bp72jpEIioFlXLZHMA0Ol0OHPmDACgbdu2vO23mOlL9yKkfSNoHNUAgKzUPMRdy4TGUYWAlneThRvnUpGv1cG/uTPsXYy3+2en5+P25QzY2CkR3NbNpG+eVodGTZ3h6G4LAMjJLEDM+TSobRVo3NFD6htzIQ3a9Hz4NXWGs6cGAJCbXYio0ylQqeVo1tVL6nvzQhqyUvPg29QZbj7Gsix5OYW4diIZCqUcLXt43+17MQ0ZyXnwDXaCh7/xMkdBng6XjiRCLpehTW9fqe/tK+lIjc2BV7AjfIKNBxpdoR7nD8QDANr184NMZlwrKvZqBpJuZSNDmVelz53IEjTFVuH/668oDBrUDM7Oxp/nW7eycPp0Ejw9NejW7e7Px969N6HVFqJHD1+4uRl/RuPisnHyZCJcXW0RFuYn9f3nn1vIzCxAt24+8PQ0/owmJmpx7FgCnJ1t0KtXI6lvREQs0tLy0LmzN3x8jGfKUlNzcehQHOztVejXL0Dqe+RIHJKTc9GhgycaNTL+jKan5+HgwVjY2ioxcGCg1Pf48XgkJOSgbVsPBAYaL3tkZxdg375bUKnkGDw4WOobGZmI2NhstGrlhpAQFwBAbm4hdu++CblchmHDQqS+Z84k4ebNLDRv7oqmTY2/GwsK9Nix4wYAYPjwEOn3xPnzyYiOzkTjxs5o2dIdAKDXG/DXX9EAgCFDgqFUGpdKvHQpFVeupME/wBEtWrmj0GCAXi+wbdt1GIRAj97+UKjk0OkNuH49A9eupMHd2w5NWriiUC+gNwhE7LsFnd6Ajt18oLZVwCCA2FtZuHE1Ha4eGjRu6QaDEDAIgchD8Sgo0KNlR0/Y2ikhBJAUr8WNqxlwcFEjpKUrBACDQeD88UTk5+nRuI0bbB1UEABSk3Jw60oGNI4qBN7ZrwBw7XQKCnILEdDCBfZ3xlRmaj5uXUmHrYMSwa2NxwghgOhzqcjVFsK/+d2+2Rn5uHU5HWqNEiFt7vSF8Xe5NrMAvo2d4OhmPJ7kZhci5mIaVDYKBLd1v9NX4PaVdGjTC+AV5CgdT/JzCnHjXBoUKjlCOrhLMcRfz0RWWh48Ahzg4qWBEMZjRMy5NMgVMpPjVGJ0FjJT8uDeyB6ud449ugI9os+kQiYDmnT2lPomxWQjIykXrr52cL9zBlivMyDqVAoAoHFHD8gVxnGSfCsb6Qm5cPHWSMcpYRC4dtK4cG5Ie3coVMZxkhqrRWpcDpw8bOHsWfm1CyudSEVFRWH37t3o3bs3mjdvbrJty5YtmDFjBpKTjYG5urris88+wyOPPFLpQBqyX94/Be+JebD1Nw4O7cVMJP9+Gzb+GvhMDJb6xa2/joKEfHiND4CmsfE/PPdaNhJ/vgm1jy18p9z9hRP/TTTyb+fCc0wj2LUw/iLLu5mDhA03oHRTo9HMJlLfhB9ikBethftIPzi0Md6OnR+Xi/ivo6FwVML/mWZS38TfbiH3chbchvrAsaPxF1lhcj5iv7gOuUaBgOfu/t8nb74N7flMuA7wglN34w+PLrMQt1dfhUwpw2HZ3UQo5c84ZJ9Kh3MfT7j0NP7w6HN0uPXxFQDAEUW+9AsydWcCso6lwrGbQ1U+diKLsFXdXed43LhNOH58Bjp3Nv4BsmtXDKZM2YZhw4KxbdvDUr+nnvobly+nYf/+Cejd2x8AcODAbYwfvxl9+vhj374JUt/nntuFkycT8eef4zB0qPF3wvHjCRgx4ld06eKNY8cmSX0XLNiLAwdu45dfRuGhh4w/u2fPJmPEiF/RsqUbLlyYLvVdtOgA/v47Gv/73wN44gnj+n9Xr6ZjxIhfERDgiJiYp6W+b799GL/9dgVr1gzG0093AADcvJmFESN+hbu7BsnJs6W+K1YcxbffXsD//V9/zJvXBfk6A67cyMSIEb/CxlaBiEtTkVugh7ZAjxVvHMTfv1zDmCdbY+CEZsjXGZCakotlE3cY3/u3A1FgEMjXGXDw2yu4tCMWTcL90PiBRsjXGZCXq8ORxacAAK1eaQ0o5dDpBRL3xCPjYAocu7jCLdxHiu3GexcAAP5zmkFhbzwcZkQkI31fEhzaO8N9+N0ENmblRYhCAb+nm0DlYvyjOPNYKtJ2JsCulRM8R91NYG9+fBmGHD18p4dA7WlMTLJOpSH1z3homjrAa9zdBPb2mqvQZRTCZ1IwbPyMiYn2fAaSN8fCNsgO3hOCpL6xX1xHYXI+vCYEQhNkTCByrmQh6ddbUPtp4DspWOob93UUCuLy4DnOH3ZNjYlxbrQWiT/EQOVpA7/pjaW+8d/dQH5MDjxGNYJ9K+PxJP92DuK/uQGliwqNnm4q9U38+SZyr2XDfbgvHNq7AAAKEvMQty4KCnsF/OfcPUYk/X4LORez4BruDacuxsStMK0AsZ9fg0wtR+C8FlLf5D9ioT2TAZd+nnDuYTxG6LILcfvTq4AMCFrYSuqbuj0eWSfS4NzTAy59jAmWIV+Pmx9eBgAEvtACsjtJdNqeRGQeToFTNze4DjT+HAqDQMz7F43/9881h0Jj/OMn/UASMv5JhkNHF7j2r/zSJZVOpNauXYv33nsP169fN2m/evUqHnnkEeTl5SEoKAj29va4cOECJk6ciGbNmqFTp06VDqahatTEGY/2DkajJsb/mCtuSdh6UYtGjZ0xftDdJGbDsSwkuWZjTK8gBN25rBXtk4pN57Lh5e+ACQPvDuafz+Qg1ikTw3sGomkH46C7fS0Dv0VmwtXLDhOL9d10JR8xdmkI7xGAFnfOPiXezMLPxzNh76LGlAF3+/55Q4coGxX69PBHmzDjL5y0hBz8cCQdNnYqTBtwN0HblWDAZaUKPXr4o0Nf4y+crLR8fHcwDQqlHDP63+27P02GC1Cga49G6NTfeKDI0xbim3/SAADT+zWRVi8/pFXinF6O1t3d8PvRKn30RLXOrthyHZ06ecHO7u6vWXd3W3Tt6o1mzUwvW7dt6wEnJzUcHNRSm6ursW/Llm4mfVu3dodCIYOT091Fap2dbdC1qzdatXI36duypRvy83VwcbGV2hwc1Oja1RvBwaYHiubNXZGamgt397t97eyU6NrVG97epvO+mjRxRqfOXtCpZTgSlYpUbT4uXElDYAsXqGwVeOXX08jM1SEzrxBHkzPh6G+Hjw9ex+qUROMZnmwd1D62gEKGsZ8dlPabkZQJtY8t9t1Kw8ntxoOiIU9v7Atg46lY6Q+uTINxH6nQQ5eQDQAQOoPUNztfD/mdwucKBxXUPrZQOJpeKVH72hoX/FXLYWOjhFIhA9xtUdjIDq7edgh2t4NCLoNSLkdmgAMMhQa0auQMe1c1ZDIZYhN1uBqYDe8gR7QLcYNcBshlMuwJdkR+jg6hzTzg7K2BXCZDTI4cpy5p4dvEGT3b+EAuB2QyGbY1TYI2LR/h7X3gGeAAmUyGGwpbHDifDd+mThgWGggZAJkM+O2fNKS55OCBLo3g18wZMgA3nFKx/XQWvIIcMLpnsPTeNh7NRJJ9NoZ19UdQGzfIZMAtr3RsPZ4BNz87PNI7BHc+Smw6o8VtmwwM6d4IzTp5AjIgLioTvx5Oh7OHLSb1ayL13XIpD9FyBQZ1b4Q2YT6QQYak29nY8E8q7J3UmDmwKYrO5WyNLsQVgwIDQv3RsZ8x0UxPysW6PSlQ2yrwbPjdpOvPOIFz+TL06e6P7uHGs5/ZGfn4z/ZkyOUyzCvWd2eKDJHZAj26+qFXuPGPifxcHT75IxEA8Nyg5lDe+YNmX7YSR9P06NLVD/3Djcckvd6AD383Xg15ZmBTaOyN4yKiwAYHE3Xo0MUXvfv74eUPUSmVvmuvb9++0Gq1OH78uEn7s88+i08//RSzZ8/Gxx9/DADYuHEjHnroIUybNg1ffPFF5SJpgHjXXtWUdWcU79ojSytvDL752wksfqhLqdvqukK9AYlZ+UjIzENCRp7x36LvM/OQlJWPlOwCpOUUwFDFpZxtVXLYqZWwUytgr1ZCo1bA3kYBjUoJexsF7NQK2CgVsFHJjf8q5cW+itqNj9V32lUKOZQKGVQKORRyGVRyORQKGZTyoi/jdoXc2Ecug5SYERVXI3ftRUVFYeTIkSXa//zzT6jVarzzzjtS25gxY9CnTx/s37//PsImMqVSqbB48WLpcUXtRLWlvDFob2sD516PoV0j5zo3PvUGgdtpubiZloNbaTm4lZZ75ysHt9NyEZ+Zd18JkqOtEu72arjZq+FmbwM3exWcNSo42argpFHBSaO8+9jW+L2DjRJ2aiUUrJ9JDUSlE6mkpCR4eHiYtKWmpuLatWvo06cPHB1N71Tp1KkTjh07Vj1RklVSq9VYsmRJpduJakt5Y9DJXgOX3hPRrVMjqNXqUvvUtJwCHa4naXEtKRvXErNx7c7j68laFOgM5T5XpZDBy9EW3k428HayLfZlAy9HW7g7qOFur4aLnRpqpVl174kalEonUiqVCikpKSZtRZf5unbtWqJ/TZ3OXrZsGX799VdcvHgRGo0GPXv2xHvvvYcWLe5OWsvLy8MLL7yA77//Hvn5+Rg6dCg+++wzeHvfveMsJiYGs2bNwu7du+Hg4IApU6Zg2bJlUCrvfiR79uzB/Pnzce7cOQQEBOC1117D1KlTa+R9EVHDYHtnjlRuDZeIEUIgKSsfV5PuJEqJ2cZkKUmL2+llr8GmVsoR6GYHf1cNGrlo4O9qfOzvqkEjVw087G2k+YpEVLFKJ1LNmzfHzp07Tdr+/vtvyGQy9OzZs0T/2NhY+Pr6lmivqr1792L27Nno1q0bdDod/v3vf2PIkCE4f/68lLzNmzcPW7duxU8//QRnZ2fMmTMHDz30EA4cOADAWN5hxIgR8PHxwcGDBxEXF4fJkydDpVJJlyijoqIwYsQI/Otf/8K3336LnTt34sknn4Svry+GDh1a7e+LSjIYDLhwwXhXTatWrSCXy8ttJ6ot5Y1BG4UMBUk3EBudBYOhU5XHZ4HOgJhULa4m3jnDdCdxup6Yjaz8sovCu9ur0cTTAU287I3/3vlq5KrhZTWialTpyebvvPMOXnvtNTz11FN45plncPnyZcyYMQOAMWm69wxU8+bN0bhxY/z555/VH3UxSUlJ8PLywt69e9G3b19kZGTA09MTGzZswMMPG28vvnjxIlq1aoWIiAj06NED27Ztw8iRIxEbGyudpVqzZg1eeuklJCUlQa1W46WXXsLWrVtx9uxZ6bUmTJiA9PT0Sr8nTjavGk42p7qqvDH46+FrGNejaanbymIwCCRk5SEqSYuoFC2ikrSITtHiepIWN1JzoC9j4pJcBgS526OJZ7FkycsejT0c4GpvmcuKRA1BjUw2f/755/HDDz/g888/x9q1awEYTy2vXLmyxC+KY8eO4erVq3j66adL21W1ysjIAAC4uRlvET5+/DgKCwsRHh4u9WnZsiUCAwOlRCoiIgLt2rUzudQ3dOhQzJo1C+fOnUOnTp0QERFhso+iPs8//3yNvyciqr+KryNVXIHOgNvpuYhJzUFMitb4b2oObqTkIDpFi7zCsucu2asVaOLlgKaeDmji5SAlToHudrBRsigykSVVOpGys7PDgQMH8MEHH+DQoUNwd3fH+PHj8eCDD5boe+LECYwePRqjRo2q1mDvZTAY8Pzzz6NXr15Szb/4+Hio1Wq4uLiY9PX29kZ8fLzUp3gSVbS9aFt5fTIzM5GbmwuNRlMinvz8fOTn50vfZ2ZmVu0NElG9Y1tsZfOfjt3E+aR8nIhJx/Wk7HLviFPKZQhws0OIhz2C3e0R4mmPEHd7NPVygLeTDW/TJ6qj7qtEjIODAxYtWlRhv6eeegpPPfWU2UFV1uzZs3H27Fn8888/Nf5albFs2TK88cYblg6DiCxIU2xBztd/Pwe5+u4ClxqVAkHudghws0Ngsa9gD3v4u2qgUnC+H1F9U2219mrbnDlzsGXLFuzbtw/+/v5Su4+PDwoKCpCenm5yViohIQE+Pj5SnyNHjpjsLyEhQdpW9G9RW/E+Tk5OpZ6NAoBXXnkF8+fPl77PzMxEQEBAqX2JqGFq7Hm3tFFoiBu6N/dFpwBXtPd3hqcjzywRNTT17s8fIQTmzJmD3377Dbt27UJISIjJ9i5dukClUpncYXjp0iXExMQgLCwMABAWFoYzZ84gMTFR6rN9+3Y4OTmhdevWUp9771Lcvn27tI/S2NjYwMnJyeSLiKyLg83dv0/XT++OBUNbIry1N7ycbJlEETVA9e6M1OzZs7Fhwwb8/vvvcHR0lOY0OTs7Q6PRwNnZGTNmzMD8+fPh5uYGJycnPPvsswgLC0OPHj0AAEOGDEHr1q0xadIkLF++HPHx8Xjttdcwe/Zs2NgY61f961//wieffIKFCxdi+vTp2LVrF3788Uds3brVYu+diIiI6pZ6l0itXr0aANC/f3+T9nXr1kmLZX7wwQeQy+UYN26cyYKcRRQKBbZs2YJZs2YhLCwM9vb2mDJlCt58802pT0hICLZu3Yp58+Zh1apV8Pf3x3//+1+uIVWLVCoVXnzxRelxRe1EtaW8McjxSWRdKr2OFN0/riNFRERU/9zP8bvezZEiIiIiqivq3aU9sh4GgwExMTEAgMDAQJMSMaW1E9WW8sYgxyeRdWEiRXVWbm6udFdm8VIbZbUT1ZbyxiDHJ5F14Z9KRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJi5/QHWWUqnEM888Iz2uqJ2otpQ3Bjk+iawLS8TUIJaIISIiqn9YIoaIiIioFvC8M9VZQggkJycDADw8PCCTycptJ6ot5Y1Bjk8i68JEiuqsnJwceHl5ATAttVFWO1FtKW8McnwSWRde2iMiIiIyExMpIiIiIjMxkSIiIiIyExMpIiIiIjMxkSIiIiIyExMpIiIiIjNx+QOqs5RKJaZMmSI9rqidqLaUNwY5PomsC0vE1CCWiCEiIqp/WCKGiIiIqBbwvDPVWUII5OTkAADs7OxMSsSU1k5UW8obgxyfRNaFZ6SozsrJyYGDgwMcHBykA1N57US1pbwxyPFJZF2YSBERERGZiYkUERERkZmYSBERERGZiYkUERERkZmYSBERERGZiYkUERERkZm4jhTVWQqFAg8//LD0uKJ2otpS3hjk+CSyLiwRU4NYIoaIiKj+YYkYIiIiolrARIqIiIjITEykqM7SarWQyWSQyWTQarUVthPVlvLGIMcnkXVhIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiiRiqsxQKBR544AHpcUXtRLWlvDHI8UlkXVgipgaxRAwREVH9wxIxRERERLWAiRQRERGRmZhIUZ2l1Wphb28Pe3v7EiViSmsnqi3ljUGOTyLrwsnmVKfl5OTcVztRbSlvDHJ8ElkPnpEiIiIiMhMTKSIiIiIzMZEiIiIiMhMTKSIiIiIzMZEiIiIiMhPv2qM6Sy6Xo1+/ftLjitqJakt5Y5Djk8i6sERMDWKJGCIiovqHJWKIiIiIagETqUr49NNPERwcDFtbW4SGhuLIkSOWDomIiIjqACZSFfjhhx8wf/58LF68GCdOnECHDh0wdOhQJCYmWjq0Bk+r1cLT0xOenp4lSsSU1k5UW8obgxyfRNaFiVQFVq5ciZkzZ2LatGlo3bo11qxZAzs7O3z55ZeWDs0qJCcnIzk5udLtRLWlvDHI8UlkPZhIlaOgoADHjx9HeHi41CaXyxEeHo6IiAgLRkZERER1AZc/KEdycjL0ej28vb1N2r29vXHx4sUS/fPz85Gfny99n5GRAcA4+5/uX/HLIpmZmdDr9eW2E9WW8sYgxydR/Vd03K7MwgZMpKrRsmXL8MYbb5RoDwgIsEA0DYufn999tRPVlvLGIMcnUf2WlZUFZ2fncvswkSqHh4cHFAoFEhISTNoTEhLg4+NTov8rr7yC+fPnS9+np6cjKCgIMTExFf5HUOkyMzMREBCAmzdvci0uM/Dzqxp+flXHz7Bq+PlVnTmfoRACWVlZlfpjiIlUOdRqNbp06YKdO3dizJgxAACDwYCdO3dizpw5Jfrb2NjAxsamRLuzszN/AKrIycmJn2EV8POrGn5+VcfPsGr4+VXd/X6GlT0BwkSqAvPnz8eUKVPQtWtXdO/eHR9++CG0Wi2mTZtm6dCIiIjIwphIVeDRRx9FUlISXn/9dcTHx6Njx474888/S0xAJyIiIuvDRKoS5syZU+qlvIrY2Nhg8eLFpV7uo8rhZ1g1/Pyqhp9f1fEzrBp+flVX058hixYTERERmYkLchIRERGZiYkUERERkZmYSBERERGZiYkUERERkZmYSNWgTz/9FMHBwbC1tUVoaCiOHDli6ZDqjX379uHBBx+En58fZDIZNm7caOmQ6pVly5ahW7ducHR0hJeXF8aMGYNLly5ZOqx6Y/Xq1Wjfvr20gF9YWBi2bdtm6bDqrXfffRcymQzPP/+8pUOpN5YsWQKZTGby1bJlS0uHVa/cvn0bTzzxBNzd3aHRaNCuXTscO3as2l+HiVQN+eGHHzB//nwsXrwYJ06cQIcOHTB06FAkJiZaOrR6QavVokOHDvj0008tHUq9tHfvXsyePRuHDh3C9u3bUVhYiCFDhpgU1KWy+fv7491338Xx48dx7NgxDBw4EKNHj8a5c+csHVq9c/ToUfznP/9B+/btLR1KvdOmTRvExcVJX//884+lQ6o30tLS0KtXL6hUKmzbtg3nz5/H//3f/8HV1bXaX4vLH9SQ0NBQdOvWDZ988gkAY2mZgIAAPPvss3j55ZctHF39IpPJ8Ntvv0lleuj+JSUlwcvLC3v37kXfvn0tHU695Obmhvfffx8zZsywdCj1RnZ2Njp37ozPPvsMS5cuRceOHfHhhx9aOqx6YcmSJdi4cSMiIyMtHUq99PLLL+PAgQPYv39/jb8Wz0jVgIKCAhw/fhzh4eFSm1wuR3h4OCIiIiwYGVmrjIwMAMZkgO6PXq/H999/D61Wi7CwMEuHU6/Mnj0bI0aMMPldSJV35coV+Pn5oXHjxpg4cSJiYmIsHVK9sWnTJnTt2hXjx4+Hl5cXOnXqhLVr19bIazGRqgHJycnQ6/Ulysh4e3sjPj7eQlGRtTIYDHj++efRq1cvtG3b1tLh1BtnzpyBg4MDbGxs8K9//Qu//fYbWrdubemw6o3vv/8eJ06cwLJlyywdSr0UGhqK9evX488//8Tq1asRFRWFPn36ICsry9Kh1QvXr1/H6tWr0axZM/z111+YNWsWnnvuOXz11VfV/losEUPUwM2ePRtnz57l/Ir71KJFC0RGRiIjIwM///wzpkyZgr179zKZqoSbN29i7ty52L59O2xtbS0dTr00fPhw6XH79u0RGhqKoKAg/Pjjj7y8XAkGgwFdu3bFO++8AwDo1KkTzp49izVr1mDKlCnV+lo8I1UDPDw8oFAokJCQYNKekJAAHx8fC0VF1mjOnDnYsmULdu/eDX9/f0uHU6+o1Wo0bdoUXbp0wbJly9ChQwesWrXK0mHVC8ePH0diYiI6d+4MpVIJpVKJvXv34qOPPoJSqYRer7d0iPWOi4sLmjdvjqtXr1o6lHrB19e3xB89rVq1qpHLo0ykaoBarUaXLl2wc+dOqc1gMGDnzp2cY0G1QgiBOXPm4LfffsOuXbsQEhJi6ZDqPYPBgPz8fEuHUS8MGjQIZ86cQWRkpPTVtWtXTJw4EZGRkVAoFJYOsd7Jzs7GtWvX4Ovra+lQ6oVevXqVWPLl8uXLCAoKqvbX4qW9GjJ//nxMmTIFXbt2Rffu3fHhhx9Cq9Vi2rRplg6tXsjOzjb5yysqKgqRkZFwc3NDYGCgBSOrH2bPno0NGzbg999/h6OjozQ3z9nZGRqNxsLR1X2vvPIKhg8fjsDAQGRlZWHDhg3Ys2cP/vrrL0uHVi84OjqWmI9nb28Pd3d3ztOrpBdffBEPPvgggoKCEBsbi8WLF0OhUOCxxx6zdGj1wrx589CzZ0+88847eOSRR3DkyBF8/vnn+Pzzz6v/xQTVmI8//lgEBgYKtVotunfvLg4dOmTpkOqN3bt3CwAlvqZMmWLp0OqF0j47AGLdunWWDq1emD59uggKChJqtVp4enqKQYMGib///tvSYdVr/fr1E3PnzrV0GPXGo48+Knx9fYVarRaNGjUSjz76qLh69aqlw6pXNm/eLNq2bStsbGxEy5Ytxeeff14jr8N1pIiIiIjMxDlSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRERERGZiIkVERERkJiZSRFRv9e/fHzKZzNJhVJoQAl26dMGQIUNM2qv7fezYsQMymQx//PFHte2TiErHWntEVCfcbyJRH4syfP311zhx4gQiIiJq9HXCw8PRu3dvLFy4EEOHDmWRYKIaxESKiOqExYsXl2j78MMPkZGRUeo2wJiY5OTk1HRo1cJgMGDJkiXo06cPevToUeOvt3DhQowaNQrff/89Jk6cWOOvR2StWGuPiOqs4OBg3Lhxo16efbrX1q1bMXLkSKxduxZPPvmkybb+/ftj79691fo+CwsL4efnh5YtW2L//v3Vtl8iMsU5UkRUb5U2t2j9+vWQyWRYv349Nm/ejNDQUNjZ2aFRo0ZYtGgRDAYDAOCrr75Chw4doNFoEBgYiPfff7/U1xBC4Msvv0SvXr3g5OQEOzs7dO3aFV9++eV9xbpu3TrIZDKMGzeuzD6FhYVYsmQJgoODYWNjg+bNm+Ozzz4r0W/JkiWQyWTYs2cP1q9fj86dO8POzg79+/eX+qhUKowZMwb//PMPrl69el+xElHl8dIeETVIv/32G/7++2+MGTMGvXr1wtatW7F06VIIIeDs7IylS5di9OjR6N+/P3755RcsXLgQ3t7emDx5srQPIQQmTpyI7777Ds2aNcPjjz8OtVqN7du3Y8aMGTh//jxWrFhRYSxCCOzevRstWrSAq6trmf0ee+wxHDlyBMOHD4dCocCPP/6I2bNnQ6VSYebMmSX6v//++9i9ezdGjx6NIUOGlJgLFRYWhv/+97/YtWsXmjZteh+fHhFVmiAiqqOCgoJEeb+m+vXrV2L7unXrBAChUqnEkSNHpPbMzEzh5eUl7OzshI+Pj7h27Zq0LSYmRqjVatGuXTuTfX3++ecCgJg2bZooKCiQ2vPz88WDDz4oAIhjx45V+D7OnTsnAIiJEyeW+z5CQ0NFRkaG1H7x4kWhVCpFixYtTPovXrxYABD29vbi9OnTZb7uqVOnBAAxefLkCmMkIvPw0h4RNUhPPPEEunXrJn3v6OiIkSNHIicnB7NmzULjxo2lbQEBAejduzfOnz8PnU4ntX/yySewt7fHp59+CpVKJbWr1Wq8/fbbAIDvvvuuwlhu3boFAPD29i6337Jly+Dk5CR936JFC/Tq1QuXLl1CVlZWif5PPfUU2rVrV+b+il6v6PWJqPrx0h4RNUgdO3Ys0ebr61vuNr1ej4SEBDRq1Ag5OTk4c+YM/Pz88N5775XoX1hYCAC4ePFihbGkpKQAAFxcXMrt16VLlxJt/v7+AID09HQ4OjqabOvevXu5+3NzcwMAJCcnVxgjEZmHiRQRNUjFz+wUUSqVFW4rSpDS0tIghMDt27fxxhtvlPk6Wq22wlg0Gg0AIC8vz+yY9Xp9iW0VneHKzc0FANjZ2VUYIxGZh4kUEVEpipKaLl264NixY1Xal6enJwAgNTW1ynEVV9EipkWvV/T6RFT9OEeKiKgUjo6OaNWqFS5cuID09PQq7atNmzaQy+W4dOlS9QRXSUWvV948KiKqGiZSRERleO6555CTk4OZM2eWegkvKioK0dHRFe7HxcUF7du3x7Fjx6R1rGrD4cOHAQD9+vWrtdcksjZMpIiIyvD0009jypQp+Pnnn9GsWTNMnjwZL7/8MqZNm4awsDA0adIEhw4dqtS+xo4di6ysrEr3rw7bt2+Hq6sr+vbtW2uvSWRtmEgREZWhaIX0H374AW3atMGWLVuwcuVKbN++Hba2tlixYgXCw8Mrta8nn3wSSqUS33zzTQ1HbRQdHY0DBw5gypQpsLW1rZXXJLJGrLVHRFRLJk2ahK1bt+LGjRslljKobq+99hqWL1+OCxcuoEmTJjX6WkTWjGekiIhqydKlS5Gbm4uPP/64Rl8nLS0NH3/8MWbNmsUkiqiGcfkDIqJaEhQUhK+++goJCQk1+jpRUVGYN28enn322Rp9HSLipT0iIiIis/HSHhEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZmEgRERERmYmJFBEREZGZ/h8z335NqRCxzwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Discretize the time domain. We choose `time_nfe` to be one less than the length of `m.fs.time` so that Pyomo doesn't create any additional time points. After the time discretization equations are created, they are then scaled."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "time_nfe = len(m.fs.time) - 1\n",
+        "pyo.TransformationFactory(\"dae.finite_difference\").apply_to(\n",
+        "    m.fs, nfe=time_nfe, wrt=m.fs.time, scheme=\"BACKWARD\"\n",
+        ")\n",
+        "iscale.scale_time_discretization_equations(m, m.fs.time, 1 / (60 * 5))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load and fix the right initial condition. The `.json.gz` file is generated beforehand by a steady-state optimization. In this case, all these files are pregenerated and committed to the examples repo.\n",
+        "\n",
+        "Since we are loading an initial condition from a file, we don't need to solve a steady state problem at `t=0`. Therefore, we need to fix variables corresponding to the differential variables of the system and deactivate certain equations that become degenerate."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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/GL799ttif543+97fTju8mYL2JqvX3+Mqb8y4EBXvk08+USNHjrSaqVXAZDKpFStWKCcnJwWoL7/80io/OztbtWzZ0rIUwD+vYTKZ1KJFiyznjxs3rtBrlHYxSaWUWr16tWUpgDFjxqj4+PhCZS5duqSeffZZ5eXlVeLrFrcEgF6vV/369StyCQCllGWK+j9nB23YsMEyPb2o99m1a1cFqFWrVhVZn+Jmt+Xn56tWrVpZZpoVtWRDSkqK+vzzz61mvxUsx+Dn56dycnJu+L0oyqZNmxSgmjVrVmyZguUHWrdurQ4fPlwoPzs7W61evVqdOHHipu+zwM1mbhU36+76JQAeeOABqyUALl++rOrVq6cANWHCBKvz9u3bp+zt7ZWTk5OaP39+oen6Sil15MiRQssD3GwGWl5enqU9/HMJix07dli1lX/OeHz88ccVoD744IMir61U6dvhzX4PL168qDw8PJSNjY2aPXu2MhqNhcqcO3eu2EU2xd1BgiRxT5kzZ47lj6Ovr6/q1auXGjZsmLrvvvtU9erVLXkjRowo8kMiNTVV9enTx1KuUaNG6qGHHlKDBw9W1apVU4DSarXq1VdfLXJa8PVB0qhRo254nD9/vtD5v/zyi/Lx8VGAsrW1VW3btlUPP/ywGjJkiGratKnSaDS3tFSBUuY1X5o0aaIA5e7urgYNGqSGDh2qfH19LQFhUdP1V6xYYXm9pk2bqgcffFC1aNFCaTQaNWnSpGI/hD755BMFKBcXF/XAAw+oMWPGqDFjxqiTJ08qpW4cPFy+fFk1bdpUAcrZ2Vm1b99ePfLII+qBBx5QTZs2VTY2NgqwmtqulLIEt3Xr1lXDhw9XY8aMUa+99lqJvj9Go1EFBQVZAqWRI0eqMWPGqJkzZ1rK5ObmqmHDhll+/s2aNVNDhgxRDz/8sOrQoYNydnZWgPr1118t55R3kDRy5Ejl5eWlAgIC1IMPPqj69+9vqUe7du2KXHV72bJlliC/WrVqqlevXmr48OGqb9++lvb98MMPW51zsyBJKevfuzZt2qhHH31UdejQQWk0GvXYY48VuyzEmjVrFKDs7e1Vv3791BNPPKHGjBlj9Q9KadthSf5Z2bRpk+X3zc/PT3Xr1k0NHz5c9evXT9WsWdPyfsTdS4IkcU9JT09Xq1atUuPGjVOtW7dW1apVU3Z2dsrR0VHVrFlTPfroo1YfZMVZu3ateuSRR1RoaKhycHBQLi4uqm7duuqZZ54psiehQEnXSQLUgQMHirxGRkaGmjNnjurZs6cKCAiw/Pdfp04dNWLECLVmzZpbXrelYFuSpk2bKicnJ+Xg4KDq16+v3nzzzSK3Jbn++9ChQwfl5OSknJ2dVdu2bS3rQhX3IZSfn69mzJihGjZsaFmD6foP2ZsFD9nZ2Wru3Lmqa9euytvbW9na2io/Pz/VtGlT9eyzz6rffvut0Dnnz59Xw4YNU4GBgcrW1vaG1y/KkSNH1IABA5Svr6+lN6+o4OWXX35RDzzwgAoODlZ2dnbKw8ND1a9fXz3yyCPqu+++UwaDwVK2vIOkyZMnq3PnzqlHH31U+fv7K3t7e1WrVi01adIkq3r8U3R0tBo/fryKiIhQzs7OysHBQYWFhanIyEj17rvvqqioKKvyJQmSlFJq1apVqn379srDw8Oytcdnn32mTCbTDdfO+uqrr1Tz5s0twRtc25akQGnaYUl7dOPj49XEiRNV8+bNlaurq7K3t1fVqlVT7du3V5MnT77h77u482mUKuPpBEIIISrNlClTmDp1KpMnT2bKlCmVXR0h7mgycFsIIYQQoggSJAkhhBBCFEGCJCGEEEKIIlS5IGnz5s3079+foKAgNBoNq1atsspfuXIlvXr1wtvbG41Gw8GDBwtdIzs7m2effRZvb29cXFwYMmRIoe0kLly4wP3334+TkxN+fn5MmDCh1OuoCCFEVTFlyhSUUjIeSYgyUOWCJIPBQJMmTfj000+Lze/YsSP//e9/i73G+PHj+fnnn1m+fDmbNm3iypUrPPDAA5b8/Px87r//fnJycti+fTsLFixg/vz5TJo0qczfjxBCCCHuTFV6dptGo+HHH39k0KBBhfJiYmIIDw/nwIEDNG3a1JKelpaGr68v3333nWV355MnT1K/fn127NhB27Zt+fXXX+nXrx9XrlzB398fgLlz5/Laa6+RmJhY6p3fhRBCCHH3uOv2btu3bx+5ubn06NHDklavXj1CQ0MtQdKOHTto1KiRJUAC6N27N8888wzHjh0rdkNSo9GI0Wi0PDeZTKSkpFhu/QkhhBCi6lNKkZGRQVBQ0A03kb7rgqS4uDjs7e0L7RHk7+9v2UQxLi7OKkAqyC/IK86MGTOYOnVq2VZYCCGEEJXi4sWLVvt0/tNdFySVpzfeeIOXXnrJ8jwtLY3Q0FAuXryIm5tbJdbszpOXl8f69esB8wahtra2JcoToiIU1walbQpxd0hPTyckJARXV9cblrvrfsMDAgLIyckhNTXVqjcpPj6egIAAS5ndu3dbnVcw+62gTFF0Oh06na5QupubmwRJt8hgMPDQQw8BoNfrcXZ2LlGeEBWhuDYobVOIu8vNhspUudltt6tFixbY2dlZ/tsDOHXqFBcuXKBdu3YAtGvXjiNHjpCQkGAp88cff+Dm5kaDBg0qvM5CCCGEqHqqXE+SXq8nKirK8jw6OpqDBw/i5eVFaGgoKSkpXLhwgStXrgDmAAjMPUABAQG4u7szZswYXnrpJby8vHBzc2PcuHG0a9eOtm3bAtCrVy8aNGjAY489xsyZM4mLi+M///kPzz77bJE9RUIIIYS491S5nqS9e/fSrFkzywyzl156iWbNmlnWMPrpp59o1qwZ999/PwCPPPIIzZo1Y+7cuZZrzJkzh379+jFkyBA6d+5MQEAAK1eutOTb2NiwZs0abGxsaNeuHSNGjGDkyJG89dZbFfhOhRBCCFGVVel1kqq69PR03N3dSUtLkzFJt8hgMODi4gIUPSapuDwhKkJxbVDaZuUxmUzk5ORUdjXEHcLOzg4bG5ti80v6+V3lbrcJIYQQ18vJySE6OhqTyVTZVRF3EA8PDwICAm5rHUMJkoQQQlRZSiliY2OxsbEhJCTkhgv/CQHmNpOZmWmZnBUYGFjqa0mQJCqFvb09n3zyieVxSfOEqAjFtUFpmxUvLy+PzMxMgoKCcHJyquzqiDuEo6MjAAkJCfj5+d3w1tuNyJik2yBjkoQQonxlZ2cTHR1N9erVLR98QpREVlaWZZ9XBwcHq7ySfn5Lv6UQQogqT/bHFLeqLNqM3G4TlSI/P58tW7YA0KlTJ6uu0BvlCVERimuD0jaFuLdIkCQqRXZ2Nl27dgUKT6W+UZ4QFaG4NihtU1QVGzdupGvXrly9erXQhu6i7MjtNiGEEKIcjB49Go1GU+i4flcJUbVJT5IQQghRTvr06cO8efOs0nx9fSupNuJWSU+SEEIIUU50Op1lb9GCY8yYMQwaNMiq3IsvvkhkZKTluclkYsaMGYSHh+Po6EiTJk344YcfKrbyQnqShBBC3DmUUmTl5lfKazva2VTYLLsZM2bw7bffMnfuXGrXrs3mzZsZMWIEvr6+dOnSpULqICRIEkIIcQfJys2nwaTfKuW1j7/VGyf7W/vYXLNmjWW/P4C+ffvedMC/0WjknXfe4c8//6Rdu3YA1KhRg61bt/LFF19IkFSBJEgSQgghyknXrl35/PPPLc+dnZ154403bnhOVFQUmZmZ9OzZ0yo9JyeHZs2alUs9RdEkSBKVws7OjpkzZ1oelzRPiIpQXBuUtln5HO1sOP5W70p77Vvl7OxMrVq1rNK0Wi3/3OwiNzfX8liv1wOwdu1agoODrcrpdLpbroMoPQmSRKWwt7dnwoQJt5wnREUorg1K26x8Go3mlm95VTW+vr4cPXrUKu3gwYOWwLtBgwbodDouXLggt9Yq2Z3d0oQQQog7TLdu3Zg1axYLFy6kXbt2fPvttxw9etRyK83V1ZVXXnmF8ePHYzKZ6NixI2lpaWzbtg03NzdGjRpVye/g3iFBkqgU+fn57N+/H4DmzZsX2pakuDwhKkJxbVDapigLvXv3ZuLEibz66qtkZ2fzxBNPMHLkSI4cOWIpM23aNHx9fZkxYwbnzp3Dw8OD5s2b8+abb1Zize89GvXPG6OixEq6i7AozGAwWGZ8/HN7hxvlCVERimuD0jYrXnZ2NtHR0UXu5C7Ejdyo7ZT081sWkxRCCCGEKIIESUIIIYQQRZAgSQghhBCiCBIkCSGEEEIUQYIkIYQQQogiSJAkhBBCCFEEWSdJVAo7OzsmT55seVzSPCEqQnFtUNqmEPcWWSfpNsg6SUIIUb5knSRRWrJOkhBCCCFEOZHbbaJSmEwmTpw4AUD9+vXRarUlyhOiIhTXBqVtCnFvkd9wUSmysrKIiIggIiKCrKysEucJURGKa4PSNsWtSExM5JlnniE0NBSdTkdAQAC9e/dm27ZtlV01UULSkySEEEKUgyFDhpCTk8OCBQuoUaMG8fHxrF+/nuTk5Mqumigh6UkSQgghylhqaipbtmzhv//9L127diUsLIzWrVvzxhtvMGDAAF555RX69etnKf/BBx+g0WhYt26dJa1WrVp8/fXXludff/019evXx8HBgXr16vHZZ59ZvebFixd56KGH8PDwwMvLi4EDBxITE2PJHz16NIMGDWLq1Kn4+vri5ubG008/TU5OTvl9I+5wEiQJIYS4cygFOYbKOW5hMriLiwsuLi6sWrUKo9FYKL9Lly5s3bqV/Px8ADZt2oSPjw8bN24E4PLly5w9e5bIyEgAFi9ezKRJk3j77bc5ceIE77zzDhMnTmTBggUA5Obm0rt3b1xdXdmyZQvbtm3DxcWFPn36WAVB69ev58SJE2zcuJElS5awcuVKpk6dWsofxt1PbrcJIYS4c+RmwjtBlfPab14Be+cSFbW1tWX+/Pk89dRTzJ07l+bNm9OlSxceeeQRGjduTKdOncjIyODAgQO0aNGCzZs3M2HCBFatWgXAxo0bCQ4OplatWgBMnjyZ9957jwceeACA8PBwjh8/zhdffMGoUaNYunQpJpOJr7/+Go1GA8C8efPw8PBg48aN9OrVCwB7e3u++eYbnJycaNiwIW+99RYTJkxg2rRpMhGhCFXuO7J582b69+9PUFAQGo3G0mAKKKWYNGkSgYGBODo60qNHD86cOWPJ37hxIxqNpshjz549AMTExBSZv3Pnzop8q0IIIe5iQ4YM4cqVK/z000/06dOHjRs30rx5c+bPn4+HhwdNmjRh48aNHDlyBHt7e8aOHcuBAwfQ6/Vs2rSJLl26AGAwGDh79ixjxoyx9FC5uLgwffp0zp49C8ChQ4eIiorC1dXVku/l5UV2dralDECTJk1wcnKyPG/Xrh16vZ6LFy9W7DfnDlHlepIMBgNNmjThiSeesETM15s5cyYfffQRCxYsIDw8nIkTJ9K7d2+OHz+Og4MD7du3JzY21uqciRMnsn79elq2bGmV/ueff9KwYUPLc29v7/J5U0IIIcqGnZO5R6eyXvsWOTg40LNnT3r27MnEiRN58sknmTx5MqNHjyYyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sbq+jY2NpUyLFi1YvHhxoTr4+vrecr2FWZULkvr27Uvfvn2LzFNK8cEHH/Cf//yHgQMHArBw4UL8/f1ZtWoVjzzyCPb29gQEBFjOyc3NZfXq1YwbN87SBVnA29vbqqyoOHZ2drzyyiuWxyXNE6IiFNcGpW1WARpNiW95VUUNGjSw3CHp0qUL33zzDba2tvTp0weAyMhIlixZwunTpy3jkfz9/QkKCuLcuXMMHz68yOs2b96cpUuX4ufnd8MVpA8dOkRWVhaOjo4A7Ny5ExcXF0JCQsruTd5NVBUGqB9//NHy/OzZswpQBw4csCrXuXNn9fzzzxd5jR9++EFptVp18eJFS1p0dLQCVEhIiPL19VUdOnRQq1evvml9srOzVVpamuW4ePGiAlRaWlqp3p8QQogby8rKUsePH1dZWVmVXZVbkpSUpLp27aoWLVqkDh06pM6dO6eWLVum/P391RNPPKGUUiolJUVptVplY2OjTpw4oZRS6scff1Q2NjYqMDDQ6npfffWVcnR0VB9++KE6deqUOnz4sPrmm2/Ue++9p5RSymAwqNq1a6vIyEi1efNmde7cObVhwwY1btw4y+ffqFGjlIuLi3r00UfVsWPH1Nq1a5W/v796/fXXK/A7U3Fu1HbS0tJK9Pld5XqSbiQuLg4wR9XX8/f3t+T90//+9z969+5NtWrVLGkuLi689957dOjQAa1Wy4oVKxg0aBCrVq1iwIABxb7+jBkzZBaAEEKIm3JxcaFNmzbMmTOHs2fPkpubS0hICE899RRvvvkmAJ6enjRq1Ij4+Hjq1asHQOfOnTGZTJbxSAWefPJJnJycmDVrFhMmTMDZ2ZlGjRrx4osvAuDk5MTmzZt57bXXeOCBB8jIyCA4OJju3btb9Sx1796d2rVr07lzZ4xGI48++ihTpkypkO/JnahKb3Cr0Wj48ccfGTRoEADbt2+nQ4cOXLlyhcDAQEu5hx56CI1Gw9KlS63Ov3TpEmFhYSxbtowhQ4bc8LVGjhxJdHQ0W7ZsKbaM0Wi0msqZnp5OSEiIbHBbCiaTiQsXLgAQGhpaaFuS4vKEqAjFtUFpmxVPNrgtO6NHjyY1NbXQhKi7VVlscHtH9SQVjB+Kj4+3CpLi4+Np2rRpofLz5s3D29v7hr1DBdq0acMff/xxwzI6nQ6dTndrlRZFysrKIjw8HDAPOHR2di5RnhAVobg2KG1TiHvLHfVvUHh4OAEBAaxfv96Slp6ezq5du2jXrp1VWaUU8+bNY+TIkSUaYHnw4EGrwEsIIYQQ97Yq15Ok1+uJioqyPI+OjubgwYN4eXkRGhrKiy++yPTp06ldu7ZlCYCgoCDLLbkCf/31F9HR0Tz55JOFXmPBggXY29vTrFkzAFauXMk333xjtfy7EEIIcTeZP39+ZVfhjlPlgqS9e/fStWtXy/OXXnoJgFGjRjF//nxeffVVDAYDY8eOJTU1lY4dO7Ju3bpC9xv/97//0b59e8tguH+aNm0a58+fx9bWlnr16rF06VKGDh1afm9MCCGEEHeUKj1wu6or6cAvUZjBYMDFxQUoPLbjRnlCVITi2qC0zYonA7dFaZXFwO07akySEEIIIURFkSBJCCGEEKIIVW5Mkrg32Nra8n//93+WxyXNE6IiFNcGpW0KcW+RMUm3QcYkCSFE+ZIxSaK0ZEySEEIIcQ/auHEjGo2G1NTUyq7KXU2CJFEplFIkJiaSmJjIPzszb5QnREUorg1K2xQlNXr0aDQaTaHj+nUAy5tGo6lyW5BUxTrdiNxUF5UiMzMTPz8/oPBU6hvlCVERimuD0jbFrejTpw/z5s2zSvP19a2k2pReTk4O9vb2lV2NSiE9SUIIIUQ50Ol0BAQEWB02NjaMHj260C4RL774IpGRkZbnJpOJGTNmEB4ejqOjI02aNOGHH34o8WtXr14dgMGDB6PRaCzPz549y8CBA/H398fFxYVWrVrx559/Fjp32rRpjBw5Ejc3N8aOHQvAV199RUhICE5OTgwePJj3338fDw8Pq3NXr15N8+bNcXBwoEaNGkydOpW8vLwb1qkqkyBJCCHEHcdgyMFgyLG67ZmTk4/BkIPRmFdkWZPpWtncXHPZ7OySla1oM2bMYOHChcydO5djx44xfvx4RowYwaZNm0p0/p49ewDzRu+xsbGW53q9nvvuu4/169dz4MAB+vTpQ//+/blw4YLV+bNnz6ZJkyYcOHCAiRMnsm3bNp5++mleeOEFDh48SM+ePXn77betztmyZQsjR47khRde4Pjx43zxxRfMnz/fUq64OlVpSpRaWlqaAlRaWlplV+WOo9frFaAApdfrS5wnREUorg1K26x4WVlZ6vjx4yorK8sqHWYpmKUSEgyWtOnTdyiYpZ58cp1VWSenOQpmqejoVEvanDl7FcxSw4atsSrr4/OJglnq6NFES9qXXx665XqPGjVK2djYKGdnZ8sxdOhQS97AgQOtyr/wwguqS5cuSimlsrOzlZOTk9q+fbtVmTFjxqhHH31UKaXUhg0bFKCuXr1abB0A9eOPP960rg0bNlQff/yx5XlYWJgaNGiQVZmHH35Y3X///VZpw4cPV+7u7pbn3bt3V++8845VmUWLFqnAwMBbrlNZKK7tKFXyz28ZkySEEEKUg65du/L5559bnpd0DFtUVBSZmZn07NnTKj0nJ8eyMXtp6fV6pkyZwtq1a4mNjSUvL4+srKxCPUktW7a0en7q1CkGDx5slda6dWvWrFljeX7o0CG2bdtm1cOUn59PdnY2mZmZODk53VbdK4MESUIIIe44ev3zADg52VnSJkxoxYsvNsfW1nokSUKCeQFQR8drZZ99tilPPdUIGxvrsjExTxUqO3p0w1LV0dnZmVq1ahVK12q1hWZH5ubmWh7r9XoA1q5dS3BwsFU5nU5XqroUeOWVV/jjjz+YPXs2tWrVwtHRkaFDh5KTk1Oo7rdKr9czdepUHnjggUJ5d+oaVxIkCSGEuOM4OxeebWVvb4O9vU2JytrZ2WBnV/KyZcnX15ejR49apR08eBA7O3Ng1qBBA3Q6HRcuXKBLly6lfh07Ozvy863HU23bto3Ro0dbeoX0ej0xMTE3vVbdunULjSH65/PmzZtz6tSpIgPDG9WpKpMgSVQKW1tbRo0aZXlc0jwhKkJxbVDapigL3bp1Y9asWSxcuJB27drx7bffcvToUcutNFdXV1555RXGjx+PyWSiY8eOpKWlsW3bNtzc3Cxt8GaqV6/O+vXr6dChAzqdDk9PT2rXrs3KlSvp378/Go2GiRMnYjKZbnqtcePG0blzZ95//3369+/PX3/9xa+//opGo7GUmTRpEv369SM0NJShQ4ei1Wo5dOgQR48eZfr06cXWqUorp/FS9wQZuC2EEOXrRoNvq7KiBmdfb9KkScrf31+5u7ur8ePHq+eee84ycFsppUwmk/rggw9U3bp1lZ2dnfL19VW9e/dWmzZtUkqVbOD2Tz/9pGrVqqVsbW1VWFiYUkqp6Oho1bVrV+Xo6KhCQkLUJ598orp06aJeeOEFy3lhYWFqzpw5ha735ZdfquDgYOXo6KgGDRqkpk+frgICAqzKrFu3TrVv3145OjoqNzc31bp1a/Xll1/esE7lpSwGbsvebbdB9m4TQojyJXu3VV1PPfUUJ0+eZMuWLZVdlSKVxd5t0l8sKoVSiszMTACcnJysumxvlCdERSiuDUrbFPey2bNn07NnT5ydnfn1119ZsGABn332WWVXq1xJkCQqRWZmJi4uLkDR25IUlydERSiuDUrbFPey3bt3M3PmTDIyMqhRowYfffQRTz75ZGVXq1xJkCSEEEKIm1q2bFllV6HCybYkQgghhBBFkCBJCCGEEKIIEiQJIYQQQhRBgiQhhBBCiCJIkCSEEEIIUQSZ3SYqhY2NDUOHDrU8LmmeEBWhuDYobVOIe4usuH0bZMVtIYQoX7LitiitslhxW263CSGEEGUsMTGRZ555htDQUHQ6HQEBAfTu3Ztt27ZVdtVuyfz58/Hw8KjsalipyDrJ7TYhhBCijA0ZMoScnBwWLFhAjRo1iI+PZ/369SQnJ1d21SqFUor8/Hxsbe+ssEN6kkSlMBgMaDQaNBoNBoOhxHlCVITi2qC0TVESqampbNmyhf/+97907dqVsLAwWrduzRtvvMGAAQMAeOWVV+jXr5/lnA8++ACNRsO6dessabVq1eLrr7+2PP/666+pX78+Dg4O1KtXr9C+aRcvXuShhx7Cw8MDLy8vBg4cSExMjCV/9OjRDBo0iKlTp+Lr64ubmxtPP/00OTk5Rb6PjRs38vjjj5OWlmZp91OmTAFg0aJFtGzZEldXVwICAhg2bBgJCQlW52o0Gn799VdatGiBTqdj69atZGRkMHz4cJydnQkMDGTOnDlERkby4osvWs41Go288sorBAcH4+zsTJs2bdi4ceNN61QeJEgSQghxx8nJMpCTZeD6YbX5uTnkZBnIyzEWXdZkulY2L/fvstklKnsrXFxccHFxYdWqVRiNxiLLdOnSha1bt5Kfnw/Apk2b8PHxsQQDly9f5uzZs0RGRgKwePFiJk2axNtvv82JEyd45513mDhxIgsWLAAgNzeX3r174+rqypYtW9i2bRsuLi706dPHKghav349J06cYOPGjSxZsoSVK1cyderUIuvYvn17PvjgA9zc3IiNjSU2NpZXXnnF8nrTpk3j0KFDrFq1ipiYGEaPHl3oGq+//jrvvvsuJ06coHHjxrz00kts27aNn376iT/++IMtW7awf/9+q3Oee+45duzYwffff8/hw4d58MEH6dOnD2fOnLlhncqFEqWWlpamAJWWllbZVbnj6PV6BShA6fX6EucJURGKa4PSNiteVlaWOn78uMrKyrJKn9XTW83q6a0MVxMtaTsWv6dm9fRW695/warsnH4halZPb5Uae96StnfF52pWT2+15p2xVmU/GVpHzerprRKjT1jSDq1dcMv1/uGHH5Snp6dycHBQ7du3V2+88YY6dOiQJf/q1atKq9WqPXv2KJPJpLy8vNSMGTNUmzZtlFJKffvttyo4ONhSvmbNmuq7776zeo1p06apdu3aKaWUWrRokapbt64ymUyWfKPRqBwdHdVvv/2mlFJq1KhRysvLSxkMBkuZzz//XLm4uKj8/Pwi38e8efOUu7v7Td/vnj17FKAyMjKUUkpt2LBBAWrVqlWWMunp6crOzk4tX77ckpaamqqcnJzUCy+8oJRS6vz588rGxkZdvnzZ6vrdu3dXb7zxxi3Vqbi2o1TJP7+lJ0kIIYQoY0OGDOHKlSv89NNP9OnTh40bN9K8eXPmz58PgIeHB02aNGHjxo0cOXIEe3t7xo4dy4EDB9Dr9WzatIkuXboA5tu8Z8+eZcyYMZZeKhcXF6ZPn87Zs2cBOHToEFFRUbi6ulryvby8yM7OtpQBaNKkCU5OTpbn7dq1Q6/Xc/HixVt6f/v27aN///6Ehobi6upqqeuFCxesyrVs2dLy+Ny5c+Tm5tK6dWtLmru7O3Xr1rU8P3LkCPn5+dSpU8fqvW7atMnqfVSUO2sElRBCCAE8v/o8AHYO1z7wWz34HM0H/wutjfVH2/8tO2Euq3O0pDUdMIZGfR9D+4/1rp5auL9Q2Ya9Hi1VHR0cHOjZsyc9e/Zk4sSJPPnkk0yePNlyWyoyMpKNGzei0+no0qULXl5e1K9fn61bt7Jp0yZefvllAPR6PQBfffUVbdq0sXqNgvW69Ho9LVq0YPHixYXq4evrW6r6F8dgMNC7d2969+7N4sWL8fX15cKFC/Tu3bvQ+CZnZ+dburZer8fGxoZ9+/YVWovMxcXltut+q6pcT9LmzZvp378/QUFBaDQaVq1aZZWvlGLSpEkEBgbi6OhIjx49OHPmjFWZ6tWrWwZ0FRzvvvuuVZnDhw/TqVMnHBwcCAkJYebMmeX91oQQQpQRe0dn7B2d0Wg0ljQbO3vsHZ2xtdcVXVZ77SPPxtbu77IOJSpbFho0aGA14L9gXNL69estY48iIyNZsmQJp0+ftqT5+/sTFBTEuXPnqFWrltURHh4OQPPmzTlz5gx+fn6Fyri7u1te89ChQ2RlZVme79y5ExcXF0JCQoqss729vWXcVIGTJ0+SnJzMu+++S6dOnahXr57VoO3i1KhRAzs7O/bs2WNJS0tL4/Tp05bnzZo1Iz8/n4SEhELvIyAgoNg6lZcqFyQZDAaaNGnCp59+WmT+zJkz+eijj5g7dy67du3C2dmZ3r17k51tPfjurbfesgzqio2NZdy4cZa89PR0evXqRVhYGPv27WPWrFlMmTKFL7/8slzfmxBCiLtfcnIy3bp149tvv+Xw4cNER0ezfPlyZs6cycCBAy3lOnfuTEZGBmvWrLEKkhYvXkxgYCB16tSxlJ06dSozZszgo48+4vTp0xw5coR58+bx/vvvAzB8+HB8fHwYOHAgW7ZsITo6mo0bN/L8889z6dIly3VycnIYM2YMx48f55dffmHy5Mk899xzaLVFhwPVq1dHr9ezfv16kpKSyMzMJDQ0FHt7ez7++GPOnTvHTz/9xLRp0276fXF1dWXUqFFMmDCBDRs2cOzYMcaMGYNWq7UEu3Xq1GH48OGMHDmSlStXEh0dze7du5kxYwZr164ttk7l5qYjnyoRoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5ZY0sLCwtScOXOKve5nn32mPD09ldFotKS99tprqm7durdUPxm4XXpZWVnqvvvuU/fdd1+hQXU3yhOiIhTXBqVtVrwbDb6tqrKzs9Xrr7+umjdvrtzd3ZWTk5OqW7eu+s9//qMyMzOtyjZp0kQFBARYnicnJyuNRqMeeeSRQtddvHixatq0qbK3t1eenp6qc+fOauXKlZb82NhYNXLkSOXj46N0Op2qUaOGeuqppyyfUaNGjVIDBw5UkyZNUt7e3srFxUU99dRTKjs7+4bv5+mnn1be3t4KUJMnT1ZKKfXdd9+p6tWrK51Op9q1a6d++uknBagDBw4opa4N3L569arVtdLT09WwYcOUk5OTCggIUO+//75q3bq1ev311y1lcnJy1KRJk1T16tWVnZ2dCgwMVIMHD1aHDx++YZ3+qSwGblfpbUk0Gg0//vgjgwYNAsyDvmrWrMmBAwdo2rSppVyXLl1o2rQpH374IWCOMrOzs8nNzSU0NJRhw4Yxfvx4yyJWI0eOJD093epW3oYNG+jWrRspKSl4enoWWR+j0Wg1nTM9PZ2QkBDZlkQIIcqJbEtSdkaPHk1qamqhYSyVyWAwEBwczHvvvceYMWPK9NplsS3JHTVwOy4uDjDfn72ev7+/JQ/g+eefp3nz5nh5ebF9+3beeOMNYmNjLd2ScXFxlvu411+jIK+4IGnGjBnFrichhBBCiBs7cOAAJ0+epHXr1qSlpfHWW28BWN2GrEruqCCppF566SXL48aNG2Nvb8+//vUvZsyYgU6nu8GZN/bGG29YXbugJ0kIIYQQJTN79mxOnTqFvb09LVq0YMuWLfj4+FR2tYp0RwVJBSPb4+PjCQwMtKTHx8db3X77pzZt2pCXl0dMTAx169YlICCA+Ph4qzIFzwteoyg6ne62gixxjcFgwM/PD4CEhASraaI3yhOiIhTXBqVtijtZwRpNlalZs2bs27evsqtRYlVudtuNhIeHExAQwPr16y1p6enp7Nq1i3bt2hV73sGDB9FqtZY/bu3atWPz5s3k5l5bav6PP/6gbt26xd5qE2UvMzOz2FkJN8oToiIU1walbQpx76hyPUl6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgqyDO7esWMHu3btomvXrri6urJjxw7Gjx/PiBEjLAHQsGHDmDp1KmPGjOG1117j6NGjfPjhh8yZM6cy3rIQQoibqMJzjEQVVRZtpsoFSXv37qVr166W5wVjgEaNGsX8+fN59dVXMRgMjB07ltTUVDp27Mi6dessI9d1Oh3ff/89U6ZMwWg0Eh4ezvjx463GErm7u/P777/z7LPP0qJFC3x8fJg0aRJjx46t2DcrhBDihgpWXc7JycHR0fEmpYW4pqDH186u9IuBVuklAKq6kk4hFIUZDAbLEvN6vb7QmKTi8oSoCMW1QWmbFU8pxYULF8jNzSUoKKjYRQ+FKKCUIjMzk4SEBDw8PKzGMBe4K5cAEEIIcW/RaDQEBgYSHR3N+fPnK7s64g7i4eFxw8lYJSFBkhBCiCrN3t6e2rVrF9o8VYji2NnZFdogtzQkSBKVQqvV0qVLF8vjkuYJURGKa4PSNiuPVquVFbdFhZMxSbdBxiQJIYQQd56Sfn7Lv0JCCCGEEEWQIEkIIYQQoggSJIlKYTAY8PX1xdfXF4PBUOI8ISpCcW1Q2qYQ9xYZuC0qTVJSUqnyhKgIxbVBaZtC3DukJ0kIIYQQoggSJAkhhBBCFEGCJCGEEEKIIkiQJIQQQghRBAmShBBCCCGKILPbRKXQarW0bNnS8rikeUJUhOLaoLRNIe4tpdqW5Ny5c/z1119s27aNS5cukZSUhJOTE76+vjRq1IguXbrQuXNn7O3ty6POVYZsSyKEEELceUr6+V3iIEkpxffff8/cuXPZunWrJa3Ii2o0eHp6Mnr0aJ599lnCw8NL8RaqPgmShBBCiDtPme7dtm7dOpo0acLw4cM5ceIEY8aM4euvv+bQoUPExcWRk5NDWloa0dHRrFu3jilTplC/fn3mzJlD/fr1eemll7h69WqZvTkhhBBCiPJWop4krVZLx44defXVV+nTpw+2tiUbynT+/Hm++uorPvnkE1566SUmTZp02xWuSqQnqfQyMzNp0KABAMePH8fJyalEeUJUhOLaoLRNIe4OZXq7bf369XTv3r3UlUlNTSU6OppmzZqV+hpVkQRJpWcwGHBxcQFAr9fj7OxcojwhKkJxbVDaphB3hzK93VbaAKlgA0gPD4+7LkASQgghxN2txHNYV69efUsXNhgM9O3b95YrJIQQQghRFZQ4SHr00UfZtGlTicpmZWVx3333sW3btlJXTAghhBCiMpU4SLK3t2fQoEEcOHDghuWysrK4//772bJlCwMHDrztCgohhBBCVIYSB0k///wzOTk59O3blzNnzhRZJjs7mwEDBrBx40b69+/PsmXLyqyiQgghhBAVqcTbknTq1ImlS5fywAMP0KtXL7Zt20ZQUJAl32g0MmjQINavX899993HDz/8UOKlAsS9R6PRWKZSazSaEucJURGKa4PSNoW4t9zytiSLFy9m5MiR1KtXjy1btuDl5UVOTg6DBg1i3bp19OnTh9WrV2NnZ1deda4yZAkAIYQQ4s5TpksAXG/48OF88MEHnDhxgr59+5KSksLgwYNZt24dPXv2ZNWqVfdEgCSEEEKIu1up7oeNGzeOlJQUpk6dSo0aNUhPT6dbt26sXr36rt/UVgghhBD3hlvuSSowefJknn/+edLT04mMjGTNmjU4ODiUZd3EXSwzM5OGDRvSsGFDMjMzS5wnREUorg1K2xTi3lLinqTi9ijSaDRs374dLy+vIvMKVt0W4npKKY4fP255XNI8ISpCcW1Q2qYQ95YSB0l+fn4ym0MIIYQQ94wSB0kxMTHlWA0hhBBCiKql1GOShBBCCCHuZlUuSNq8eTP9+/cnKCgIjUbDqlWrrPKVUkyaNInAwEAcHR3p0aOH1QrgMTExjBkzhvDwcBwdHalZsyaTJ08mJyfHqoxGoyl07Ny5s6LephBCCCGquBIFSe++++5tzeTYuXMna9euLVFZg8FAkyZN+PTTT4vMnzlzJh999BFz585l165dODs707t3b7KzswE4efIkJpOJL774gmPHjjFnzhzmzp3Lm2++Wehaf/75J7GxsZajRYsWpX6PQgghhLjLqBJwdnZWfn5+asqUKSoqKqokpyij0aiWL1+uevXqpbRarZo9e3aJzrseoH788UfLc5PJpAICAtSsWbMsaampqUqn06klS5YUe52ZM2eq8PBwy/Po6GgFqAMHDtxyna6XlpamAJWWlnZb17kXGQwGFRYWpsLCwpTBYChxnhAVobg2KG1TiLtDST+/SzRw+/Tp0/z73/9m2rRpvPXWWzRt2pS2bdvSokUL/P398fDwIDs7m5SUFE6dOsWuXbvYunUr6enpVK9enSVLlvDQQw/ddkAXHR1NXFwcPXr0sKS5u7vTpk0bduzYwSOPPFLkeWlpaUUuUTBgwACys7OpU6cOr776KgMGDLjh6xuNRoxGo+V5enp6Kd+JcHJyKnYywI3yhKgIxbVBaZtC3FtKFCQFBQUxb948/v3vf/PFF1+wcOFCPv/88yKXBFBKodVq6dKlC08//TSDBw8us41u4+LiAPD397dK9/f3t+T9U1RUFB9//DGzZ8+2pLm4uPDee+/RoUMHtFotK1asYNCgQaxateqGgdKMGTOYOnVqGbwTIYQQQlR1t7zBLZgDoSNHjrBt2zYuXbpEcnIyjo6O+Pr60qhRIzp16oSHh8ftV06j4ccff2TQoEEAbN++nQ4dOnDlyhUCAwMt5R566CE0Gg1Lly61Ov/y5ct06dKFyMhIvv766xu+1siRI4mOjmbLli3FlimqJykkJEQ2uBVCCCHuICXd4LZUXTwajYbGjRvTuHHjUlewNAICAgCIj4+3CpLi4+Np2rSpVdkrV67QtWtX2rdvz5dffnnTa7dp04Y//vjjhmV0Oh06ne7WKy4KycrKonPnzoB5RqOjo2OJ8iqMUpCbBdlpkJsJGi3Y2IHWzvzVwR20NhVfL1EhimuDVaJtCiEqTNncB6sg4eHhBAQEsH79ektQlJ6ezq5du3jmmWcs5S5fvkzXrl1p0aIF8+bNQ6u9+SS+gwcPWgVeonyZTCb27t1reVzSvDKnT4RLeyDpFCSehqTTcDXGHByZcm9wogacvMHFD5x9wNkPPELAqyZ41zR/dfEDWaX+jlRcG6zQtimEqHRVLkjS6/VERUVZnkdHR3Pw4EG8vLwIDQ3lxRdfZPr06dSuXZvw8HAmTpxIUFCQ5Zbc5cuXiYyMJCwsjNmzZ5OYmGi5VkFP1IIFC7C3t6dZs2YArFy5km+++eamt+TEXcBkgku74eQaOP27OTi6EY0W7F3AlG8OmvJzAWU+MpPMR3HsXcCrBvjUgYAICGgE/o3A1b/4c4QQQlQZVS5I2rt3L127drU8f+mllwAYNWoU8+fP59VXX8VgMDB27FhSU1Pp2LEj69atw8HBAYA//viDqKgooqKiqFatmtW1rx9+NW3aNM6fP4+trS316tVj6dKlDB06tALeoagU2Wmw53+wf4G5p+h6fg3Av6E5mPGpY+4JcvQCBzdzoPPP3qD8XMhMAUMiGBLAkAT6eLh6HlLOQnIUpF6EHD3EHTYfR3+4dr6z798BUwQENIbAJuBdC0rQ4ymEEKLilGrgtjAr6cAvUZjBYMDFxQUw9x46OzuXKO+WZV2FnXNh5+dgTDOn2btC3b5Q734I7wxOhZeHuG15RnMwlnwWEo5D/FGIO2oOoCjiV87eFQIbQ1AzCGxq/upVQwKnSlJcGyzTtimEqDTlOnBbiCpPKTi0BH77N2SlmNN860H756HhILAv5w83Wx341jUf9e67lp5jgIQTEHfEHDjFHjY/zsmA89vMRwGdm7mXKaipdeAk45yEEKJCSJAk7j5pl2DVMxC92fzctx5Evg71B1Z+z4y9M1RraT4K5OeZB4xfOQCxB81f446AMR1itpiPAjp3CGpi3ePkWV0CJyGEKAcSJIlK4+PjU6q8Gzr7F6x4EjKTwdbBHBy1e848bb+qsrEF/wbmo9lwc1p+HiSe/EfgdNR8yzB687UAEMDBw7q3KagpeIRJ4HSbimuDpW6bQog7zm2NScrJyeHPP//k5MmTGAwGJk6cCEB2djbp6en4+PiUaPr9nUrGJFUx2z6CPyYBynybaug88yDsu0V+rvlWXUHQdOWg+ZZdfk7hso6e1r1NQU3BPUQCJyGEoOSf36UOkn766SfGjh1LYmIiSik0Gg35+fkA7N69m3bt2rFo0SKGDRtWundwB5AgqYpQyhwcbf/I/Lz5KOg7E+wcKrdeFSEvBxJP/B00FQROx4pe48nJ+1rQ5N/QPKvPu2bV7mUTQohyUK5B0rZt2+jatSuBgYFMmDCBnTt3smTJEkuQBFC3bl0iIiJYsWJF6d7BHUCCpCpAKVgzHvbNMz/v+RZ0eKFy61TZ8ozmGXUFQdOVA+bnprzCZbV24FMb/OqDb33zV7/65nFOsqK4EOIuVa6z26ZNm4aHhwf79u3Dx8eH5OTkQmVatmzJrl27SnN5cQ/Iysqib9++APz666+FtiUpLq+QP6eYAySNFvp/BM0fK89q3xlsdX/fYmt2LS03GxKOmYOm2IPm23YJJ8xrOSUcNx9W13D4e3bedYGTX/175pZdcW3wltqmEOKOV6ogadeuXQwdOvSGAxhDQkJYvXp1qSsm7m4mk4lNmzZZHpc0z8qOT2HbB+bH/T6QAOlG7BwguIX5KKCUeSZgwglzkJR48u+vpyAvG2IPmY/r2bv8veBmLfPhU+va4/JeVqECFdcGS9w2hRB3hVIFSUaj8aa3l1JTU+/qQduikkWth9//Y37cYwq0GFWp1bkjaTTm/eY8QqBOr2vppnzzQpgFvU2Jf39NOmPuebqy33z8k2uQeYyTT21z0ORVwzzLziMUdC4V9raEEKKslCpIqlGjBnv27LlhmR07dlCvXr1SVUqIG0qJhh+eAGWCZo9Bhxcru0Z3F62NOdjxrgn1+11Lz881ryCedNq8cnjyWUg+Y36cmQwZV8zH9es6FXDyNgdLBUGTZ9i1xy7+4OB+T9zGE0LcWUoVJA0ZMoTp06czb948Hn/88UL5s2fP5ujRo8ycOfO2KyiElfxcWDEGslMhuCXc/558uFYUGzvwq2c+/ikzBVLOmXubkqPMwdPVGPN+dtmp5iAqM9k8iLzIa+vMwZKL3z+++pqXM3D0NK8H5ehh/urgLgPLhRDlrlRB0oQJE1ixYgVPPvkk3333HUajEYBXX32VHTt2sH37dpo2bcpzzz1XppUVgk0z4fI+88rTD843D1IWlc/Jy3xcv5J4gew0SL1gPq6e//txwdeL5gUy842QdsF8lIjGvAHx9YGTo6f5se7vjYl1LuZxUvbFfNW5gJ2zeTFPIYQoQqn+Ori4uLBlyxaee+45li1bZpn6P3v2bDQaDQ899BCfffYZOp18gIkydOUgbJltftx/jnksjaj6HNwhoJH5KEpuNhgSQJ8AGXGgjzc/LvianQpZqX9/vQq5mYAyB1/ZaeaA63bY6MDOEeyczAPc7ZwgX9aOEkLcxrYknp6eLF68mI8++og9e/aQkpKCm5sbrVq1wt/fvyzrKO5STk5ORaab8vNx0Nmjve4//BPrlxG3chI17RWh7R+AiCFkZ6Syc8n7aG1s6TxmkqXsqc0/EXtyL9VbdKN6i0gAcrIMbF9kvv3b5cnJaP6eVHB2xzouHd1JSJMO1GjdE4D8vFy2zn8HgA4jX8fW3hzsR+/9iwsHtxDcsDW12vW1vN7m/00DFG0fHY+9kysAFw5tJWbvBgLqNKVOp/6WstsW/hdTXi4thz6Lo5snAJeP7ebcrt/xDW9Ava4PWMruWvIBOdkGmg98Emcv8+9U3OkDRG37Fa+QWjTo8ZCl7N4fPiNbn0bj+0bi5hcMQOK5Y5za/BPugWE06n1tUdf9q78mMzWRiF6P4hFYHYDkC2c4uXEFrj5BNL5vpKXs4V8XkZF4hfpdH8ArpDYAqbExHPtjKc6evjTt/4Sl7NHfvyc9/gK1O/bHN7w+ABmJVzjy22IcXDxoPugpS9mTG1Zy9fI5arbrjV/NRuARikE5cHjjRuwcnWk55A1L2dNb15B8/hTVu3clsG5zyMshO+k8B3+eh1bl0TqyuzmIyrrK2SP7SIy9REiAJ8HeTpBjIEefyv7jF9CYcmgTZm8efJ6jJyYln3i9hiDXHELcjZCdSp4J9l3RkpWrcLLDvI7UPxTXboUQd59STT/r1q2bZQsSb29v+vTpw7Bhw+jXr58ESKJEnJ2dMRgMGAwGnJ2tp44nnd7LrPtDSYq9ZMmLXvcl+84kkZDtAH1mAJCTpWfvD5+xb+UXVudfOLCJvT98RuyJvZa0/Fwje3/4lL0/fGpd9tBW9iz/hEtHdljSlCmfPcs+Zs+yjzHlXdvy4/LRXexZ9jHn92+2usbuZR+xe+lH5GZnWtJiT+xj99IPObf7T6uye1d8xq7vP8BoSLOkxZ8+yK7vP+DM9l+syu5b9SW7lswhM+3aOmSJZ4+xc8n7nNpsvbzGgZ/+x87v3kOfHGtJSz5/ip3fvceJ9cutyh5eu4Cdi98jPe7ara2rl6PY8e1sjqxbbFX2yK/fsuPbWVy9dNaSlhZ3gR3fzuLgmvlWZY/98T3bF80kOeaEJS0j6QrbF/6XfT9a/4yO//UD2xa+S/yZw5a0zKuJbFv4LruXfWxV9tSmVWxbMIPYE/vMCbb2ZJts2br8S3b+sgzq9IYmD0PbpzmT7sjWrXu45NYGhnwNjy4hd8h8th6LZ+upNHjpGLx+HiYmcbbmU2y5YMP5es/As3tg7Cbyh//Ilgs27I21Je11NwzLnrZqnzdqt0KIu0+p10lq27ZtWddFCACSY05iNKSx+X9T6T3+A9AnUCP3GC7B+QR0HQuuAQDYO7rQ6qFxVj1OAGEtumLv5EpQg1aWNBs7Ha0eLDxGLqRJBzRaG6o1amdJ02htaDn0/wDQ2l7rSQhq0IoWQ56hWkPrtt9yyDMopbDVXethCKjbjBYPPG3u+bhOswFjyM8xonO+toSGb80Img/+l7lH5TqN+z5GTpbe0uME4B1Wl+aDxuIdVteqbMOeD5OVfhVnTz9LmkdwDZoNfBLPYOv96+p1fQB9chwuPoGWNHf/UJoOGIObXzWrsrU79sO/dhPcAkItaS7egTTp9zgu3gFWZWu27Y1XSC08gsMtaU4ePjTpNxpHN2+rsuGtuuPqE4hXSC1LmoOrJ43vG2npjSsQ2rQTOidXfK57z3aOLjTu+xg29ta39Ks1aodGq8W3RkNLmq3OkUZ9hlsP8NdoCGzQmtycHPwjOoFvHQC0xiwieg+H+KNo2Fv0vnhCiHtGqbYladGiBfXq1WPx4sU3L3wXk21JykfKpSguH92Fq08Q1Vt2hbUvw56vzStIP7leZjWJ8rfzc1j3OjR8AB6cV9m1EUKUsZJ+fpfqdtu4ceNYvXo1x48fv3lhIYqQnZ3N/fffz/333092drZVnpNPNV7/+DuenTyb7MvHYd98c0av6RIgiQphyM6nw/8yaT1hBYaMdEv6jdqtEOLuU+rFJCMjI2nbti3/+te/LIO1NUWsV9O5c+fbrqS4++Tn5/PLL79YHheb95eHeWPW2r2geseKrqa4Ryk7B7ZfygMyuBp3HmdX863QG7VbIcTdp1RBUmRkJBqNBqUU7733XpHBUQH5QyJuRX5uDuf2rL+WcOJnsNdC98mVVylxz9Fctw+dnU5mswlxrypVkDRp0qQbBkZClFZa3Hl+nvaPVdwbDYWAiMqpkLg32V0Lkv45QF0Ice8oVZA0ZcqUMq6GEGY5WQZ8qtcHtpkTNDYQ+cYNzxGizNk7VnYNhBBVQKkGbgtRXgLqNGX47B+vJTR+0LzRqhAVye7aLba0+EuVWBEhRGWSIElUPX9Oufa4y+uVVg1xD7suSFo1eXglVkQIUZlKdbtNq9WWaEySRqMhLy+vNC8h7lVXDsCBb689d5UV3EUlsLt2uy1bn44ymSxb2Qgh7h2lCpI6d+5cZJCUlpbGmTNnMBgMNGnSBA8Pj9utn7hLOTs7U9Q6psvfeBhtlg1Xv3kUj8e/q4SaCQHOHr6YJrmRnQcOU49ZAqTi2q0Q4u5UqiBp48aNxeZlZmby+uuvs27dOv7444/S1kvcg/KTo7kQm4xCi02HwluICFFh7J3QaMDRDsjLBFv3yq6REKISlHn/sZOTEx999BHu7u5MmDChrC8v7mKak2t5sGE+vVqF4VJL9gYUlcjWAfi7tzwn84ZFhRB3r3K7yd6pUyfWrl1bXpcXd7js7GwefPBBHnzwQcv2Dtqo3wl1V9TpMYKHHn7YKk+IipRtNPLgihzu/y6TNR++zsE15v3bimq3Qoi7V6k2uC2Jxx57jBUrVpCZeff+FyYb3JaewWDAxcUFAL1ej7NNPswMB1Mehie24hLW+Fqes/ONLiVEmbu+fb7dzYv6Hfow+K3FhduttE0h7kgl/fwu1ZikGzGZTCxevJilS5fSsmXLsr68uFtFb+ZSaj65TkE4a10ruzZCWLTq0Y/wyEcquxpCiEpQ6g1ui5KXl0dCQgK5ubnY2dkxY8aM26qcuIdc3MWuS1qiUxPp2Oz3yq6NEBbtI7vg3K5vZVdDCFEJShUkmUymIpcAsLOzIyIiglatWvHcc8/RsGHD266guEdc3I2Hg8InIBDPYFlhW1QhmVcruwZCiEpSqoHbMTExREdHFzrOnj3L3r17+fzzz0sdIG3evJn+/fsTFBSERqNh1apVVvlKKSZNmkRgYCCOjo706NGDM2fOWJVJSUlh+PDhuLm54eHhwZgxY9Dr9VZlDh8+TKdOnXBwcCAkJISZM2eWqr6iDOQZ4coButcwMfr9H6nWSGa2iaojT59I0vlTZKYmVXZVhBAVrMotIVuwEOWnn35aZP7MmTP56KOPmDt3Lrt27cLZ2ZnevXtbzTQZPnw4x44d448//mDNmjVs3ryZsWPHWvLT09Pp1asXYWFh7Nu3j1mzZjFlyhS+/PLLcn9/oghxRyHfCI5esk+bqHLW/LiG+U914Mw2ma0rxL2mVEGSjY0N06ZNu2GZt99+G1vbW7+b17dvX6ZPn87gwYML5Sml+OCDD/jPf/7DwIEDady4MQsXLuTKlSuWHqcTJ06wbt06vv76a9q0aUPHjh35+OOP+f7777ly5QoAixcvJicnh2+++YaGDRvyyCOP8Pzzz/P+++/fcn1FGYg/av4a3BxKsN2NEBXJw0mLvZMLudl370xdIUTRShUkKaVKtDR/Wa8uEB0dTVxcHD169LCkubu706ZNG3bs2AHAjh078PDwsJpZ16NHD7RaLbt27bKU6dy5M/b29pYyvXv35tSpU1y9Wvz4A6PRSHp6utUhSsfJyQm9Xo9er8cpPYrD8Rq+WXOIHYvfs85zcrr5xYQoY05OTugPrEL/hiu9G7ow7sdoWg55RtqmEPeYcrvdlpiYiKOj480L3oK4uDgA/P2tNz319/e35MXFxeHn52eVb2tri5eXl1WZoq5x/WsUZcaMGbi7u1uOkJCQ23tD9zCNRoOzszPOzs5oEk+SnKkhJSWVbH2qdZ70LIlKoNFocA6sjbO9BtuMy5Z2KG1TiHtLie+HLVy40Or5wYMHC6UB5Ofnc/HiRRYuXEhERMTt17AKeeONN3jppZcsz9PT0yVQul1KQcJxWgebqDlyDk612lV2jYQw8/j7dzs7FYwZoJP1u4S415Q4SBo9erTVf1OrV69m9erVhcoV3GJzdHRkypQpZVPLvwUEBAAQHx9PYGCgJT0+Pp6mTZtayiQkJFidl5eXR0pKiuX8gIAA4uPjrcoUPC8oUxSdTodOp7vt9yHMty7/9a9/QW4WX4Sn4KyzxbnzI2DncC0P+OKLL+R7LiqcuQ2OgyP5fNFXy9aPXiIl+Srdnn+Pl9+cDEjbFOJeUOIgad48895FSimeeOIJBg0axMCBAwuVs7GxwcvLi3bt2uHp6Vl2NQXCw8MJCAhg/fr1lqAoPT2dXbt28cwzzwDQrl07UlNT2bdvHy1atADgr7/+wmQy0aZNG0uZf//735ZFLwH++OMP6tatW+Z1FkXLy8tjwYIFAHz6his6z+pg51A479NP5YNIVDirNtjblej9W0hNTiLpQpS0TSHuISUOkkaNGmV5vGnTJgYPHsyAAQPKvEJ6vZ6oqCjL8+joaA4ePIiXlxehoaG8+OKLTJ8+ndq1axMeHs7EiRMJCgpi0KBBANSvX58+ffrw1FNPMXfuXHJzc3nuued45JFHCAoKAmDYsGFMnTqVMWPG8Nprr3H06FE+/PBD5syZU+bvR9xcZi6cSbDH6+AWQpt2quzqCFFIm5YREPEAHkHhlV0VIURFUlXMhg0bFFDoGDVqlFJKKZPJpCZOnKj8/f2VTqdT3bt3V6dOnbK6RnJysnr00UeVi4uLcnNzU48//rjKyMiwKnPo0CHVsWNHpdPpVHBwsHr33Xdvua5paWkKUGlpaaV+v/cqvV5v+dke/z83Naunt/piVJtCeXq9vpJrKu5FVm3wDVelFgwonP5xF6UOLVUqP79yKyuEuGUl/fzWKHV78/Tz8/NJSkrCaDQWmR8aGno7l6/SSrqLsCjs+t3Uz4xz48e4UI7YNqDRqKk806Earq7mQbKy07qoDNe3T/0brjg7u8BrMRiMudbp9hoIaga9Z0CYTDoQ4k5R0s/vUu3dBrBv3z7efPNNNm/eTE5OTpFlNBoNeXl5pX0JcY8IdFHE1BrEZlNbNm84Sy0Pu8qukhDXOPtgykkmde+PJCZdt45as8fgzGq4cgDm9YEGg6DnVPCsXlk1FUKUsVKtk3Tw4EE6derEjh076NWrF0opGjduTK9evfDx8UEpRZcuXXjsscfKur7iLqU8Qnkm0rwlyYx1Jyq5NkJcJ7wLV7Pgm0nPsvqjSdfS75sJz++H5qMADRxfBZ+0hj+nQHZaJVVWCFGWShUkFWxJsmvXLssyAIMHD+bXX38lJiaGp59+mqNHjzJ58uSyq6m4aykFEfUb8EL32vi56ohLK/rWrRCVosmjuDuAvY3Cw/4fPeMufjDgI3h6C4R3Nu9BuHUOfNAINr4LWamVUmUhRNkoVZC0detWBgwYQP369S1p6rr1kT755BOCgoJ48803y6aW4q7j5OREwrljxL/swjcHbDEtG0++PpnRHaqjsdPRbfpPxMfHy9YPolI4OTmRkJBAQkICTvV7YNt4CONa5/FUizwSfv/AnH592wxoBCN/gkeWgE9dc0/SxhnmYOnPKZB+pdLeixCi9EoVJKWlpVGjRg3Lczs7O/R6/bWLarVERkayfv3626+huCtpNBo8dHk42mnJMWkxJl3A0c2L4a3DcLCz4WyGlotZdrL1g6gUGo0GX19ffH190Wi18MBXaB5biebprfj2fMGc/s+2qdFAvfvg/3bA0HngWx+M6dd6ln4YA5f2Vs4bEkKUSqmCJD8/P6uNYAMCAjhz5oxVmezsbDIzZddsUbzEuEs420P3Zj489N+VaG1scXeyY0AT83pW3+48X8k1FOJvWhuo1R0CG5esbMQD8Mx2ePhbCOsApjw4+gN83R2+7gEHvgWj/ubXEkJUqlIFSQ0aNODUqVOW5x06dOD3339nx44dAJw4cYJly5ZRr169sqmluOsYjUYmTJnNuF+yMDp4E9K4vSXvoWYBJP/+OfNm/oeYhNTKq6S4ZxmNRp599lmeffZZy/Im5w9sZsmrQxjUpaVVerG0WqjfHx7/Bf61GZoMAxt7uLQHVj8Ls+vAqmfh/HYwmSrgXQkhblWp1kn6+OOPGT9+PBcvXiQwMJBDhw7Rtm1bcnJy8PLy4urVq5hMJlasWMHgwYPLo95VgqyTVHrXr0Pz51v30X3i2iLzur+7jgX/6kywh2Ol1FPcm6zWSfp7ra6o7b+wbOJj/PuvFKv0W6JPgP0L4eBiSDl3Ld0tGOoPgAYDIaSNOcASQpSbkn5+l+o38emnn+by5ct4e3sD0KRJE9avX0+fPn3w8fGhR48e/Pzzz3d1gCTKTlxiBukJl4vMOx2vp//HW1l3NK6CayWEtYC6zen+3H9v7yIuftD5FRi3Hx5fB01HgL0rpF+GXZ+b11t6vz6seQlOroXs9LKpvBCiVG57xe17mfQkld71/6m/3c2LR2YspUbrHoXyes38jVPJuQAMaV6NSf0b4O4oi02K8lVUT9KN0m9Lbjac2wDHV8PJX8B43RpLGhsIaQ01u0GNrhDYBGztb/81hbjHleuK2zVq1KBv3758+umnpa6gEAU8AkPwCqldZN6SsW35ascVvth0lhX7L7HpdAL/vr8+g5oGy8w3cXewc4C6fc1HXg5Eb4Izv8PZvyA5Ci7sMB8b3gZbBwhsCiGtoForqNYa3AIr+x0IcdcqVZCUlJQkPSeizDTq+zAegWFF5ulsbXitTz261/PjtRWHOZtoYPzSQyzbc4lpgyKo5edSwbUV97L0hHJe78jWHmr3NB8AV8+bg6Wzf0H0ZshOhYs7zUcBt2rmHia/euDXAPzqg3ctsNWVb12FuAeUKkhq3Lgxp0+fLuu6iHuUrZPHTcu0rO7Fry905qst5/ho/Rl2nEum74ebGd2+Os91qy234ESF2L30g4p9Qc8waPm4+VAKks/Cpd3mGXKX9kD8MUi/ZD5OXZv8gMbGHCj51Qfvmub95AoOt2DzMgVCiJsqVZD02muvMWTIEDZs2EDXrl3Luk7iHmPn6Fqicva2Wp7tWosBTYKY/NMx/jqZwFdbovlh3yXG96zDo61DsbORWUGi/HiH1a28F9dowKeW+Wg6zJxm1EPsQYg/DgnHIeGE+TCmQdIp8/FPWltwDzEHTO7VwDUQXAOsvzr7gk2p9z8X4q5RqoHbCxcuZNmyZfz2228MGjSIVq1a4e/vX+QYkZEjR5ZJRasiGbhdeiaTifkPBRGTmE2r+x6l/2ufW+VduHABgNDQULRFTIdWSrHxdCJvrz1BVIJ5Ub6avs78+/76dK3rJ+OVxG0prg2WpG1WOqXM26AknIDEE5ASDVdjzEfqBTDl3vwaGq05UHL2BScvcPIu4vACR0/QuYGDBzi4gY306Io7Q0k/v0sVJGm1WjQaDf889foPJqUUGo2G/Pz8W738HUOCpNuz4lE/opNNNB/yNN3+Nb1U18jLN7Fkz0Xm/HGaFEMOAB1r+fCffvWpFyA/EyGsmPIhI/Za0JQea36eEXftqz4eVCn/bts5/R00uZuDJgd383OdC9g5g72TuYy9s/koeGznBPYuhfNtHcw9aEKUsXINkhYsWFDisqNGjbrVy98xCr7JT7+/ntB6gWg1Gmw0GqKPJKFMUCPCGwcHGzQaDalJWSReMuDmqSM43A2NBrQaDVFHksnPV4TX9cTR2RYNkJ6STdyFDFzcHQit5W4pe/ZoMrm5+YTX8cLJ1Q4NkHHVyOXz6bi42hNexxONxhysnj2eQo4xj7BaHri4macMp101cik6DUcnO8LrelLwgz938irZWblUC3fD1d082FOfkcPFs2noHGyoUc8LMP+Dej4qlSxDLkGhbrh6mq+bZcjlQlQatnZaatT3snx/LkWno0/PIaCaC+5eDiggOyuPC1Gp2GjhhTPdyM7NJ/OJjQTVaXZ7P4vsXD7dEMW8rTHk5JvQauDBFiG81KsO/m4Ot3VtIYqya1csen0OzZr54eVlXuw0MTGTw4cTcXOzp1Wra7PO9uyJJT09h8aNffH1NW+Mm5KSxYEDCTg729G2bZCl7P798Vy9mk3Dhj4EBJiXGEhLM7J3bxwODrZ06BBsKXvoUAJJSVnUr+9NUFDB0gQ57NoVi729DZ06VbOUPXo0kfj4TOrU8SQkxPyhkJWVy/btV7Cx0RAZGWouaMrn+L4oYs9dpqZ/NtW9DJCZjDE1ma37MiA7ne41L0BmMmSlcuqSDZeSbajukUZNL/N2VXkmDZtizJMxIqufx0Zr/msTleLJ+VR3QtzTqeNtXpRTKfgrujoAncMuYGdjXn08+qoH5656EuSVT/3gbHMAZevAhrNBmDT2dKiXhYOjHdg6cOGqM2cSXAjw0dKwho150LqNjk1HdeRhR9smjji76MDWgcvJWk6cV3h6O1GvnitG7MjFlm179WTlQP0ITxxcHMhFy5X4PM6c1ePo5kBYXW9yTVpyTYpjBxIwZOYRUtsdOydb8kyKq0lZnD+bhr2DDQG13Mk3KUxKcfHkVbKy8vAJdcXBxQ6TUujTjcRHZ2Crs8G3phsmkyLfpEiITidLn4t7sDM6VzvyTYosfS7J5zPQ2tngUd0FkzKXTb1owKjPxcnfAZ2bPQrIzcoj7aIBrY0G93DXv7+/iozYTHL0eTj66LB3N//dzjPmk3HBABpwq+FKQSRgiM8kNyMPey8d9h72gMKUayLjvLmsS7gL6u+fW1ZiFnnpedh52mPvYa6DylcYzhsAcA53tnSeGJON5KXlYudhh85LZ6mbIebvstWd0WjNZXNSjOSm5mLnZofOx1xWo9GQcS7DXDbUGa2tuRc3NzUH41Ujdi52OPiZ/9ZrgIxoPSiFczVntPbmjp2ctByMSUZsXWyxdzdx+J3B5bMEwN0c+JRG1uIZDL3vsiXoePn7GpiUon/PBMJ9sgD4blcgUdH2+LnDo32v7Un287Lq5JsU7TqnUD/IfNtoxT5/Dp+xx9NFy6B+Fyxll/8QQm6eola7dBqGmReZ++WQD7tP6nB1tKHngIuWsgtXViMn14Rn80wiaqeigPXHvdh2RIejzoaugy4BoNCweFUw2cZ8ujUy0riB+Y/cttMe7Diow97Wlm4PXJvRs+ynIDKz82hXL5/GjZMB2B/jys7dDtja2NBjSLyl7I9rA8kw5NK8lqJZc/MfxOOXndmzzQE0kORp/uWY8tq1DwiAnJwc/v3vfwPw9ttvY29/83Vh3BzseKNvfUa0CePddSdZeziWpXsv8tOhKzzVKZyxXWriopMxFqJkimuDOTk5PNqzDcnnT6LxfJmNBz34888HqeUZw/kDm7mkD2b4iym0bh3Arl0j2DLvbZTJxL+/DmLrzqusXj2IZtXjid7zF4nGIIY+e5WICB+OHBnN9kUzycsx8s53wfz2VwrffXc/XZroidqxjrT8QAb8K5XwcHfOnXuKnUvmkJOp56NV1VixJpmvv+7N/Z3yOb3lZzLxp++T6fj5OREf/3/sWf4JWelX+d9vISxcnsSHH3bj0X46TmxYSa6tLz1G63FxsSMj4wX2//gl+pR4vtsUwheLknjnnU6MHV6bY3u+B503Pf6jQ6PxwWT6jIM/f0N6wmVWnw7h/UVJ/Oe1Jrz8sAOHf1+GjY09PaaZg8TMDU5EHdrO1aQEfr9Uh7d/rM74+5OY0ug4B4/HYK8x0WPRYwAkTfyauORkkvV5bD4fzsQN/RjbfB/v9/6FfbFa7LRw38JBZOfZcf7FD8nMzSDBoGHP5fq88scDjGh8mK/6r2b3ZS1aDTzw/XhSspw4/n8fYaNNJk6v4Uh8LZ779WEG1zvJ90OXs++S+cP2xZXPcTHdnb1PfYXOIZ6kDA2Xk8J4Yc0IetU8yy/DvmPbRS35SsviX8ZwItGPn0Ytp5r7Ja6kQV5qNb5Y/SDNQ+JZMPp3Tl5IR6Hhhz+GcPSKP+89spW6vjGkpmVyWR/A3JUDqBWQxkdP7iDuUhwmE3yyqS8Hz/vz0pBjNA6OISv1KvGZvkz5oTf+XllMe+Y4WZejMZlMLNzRhQNn/Hm0/2VahJ9HXY0lOceLd5d2xd01l9fHxaCJPQV5ufywrx1HjwfQr3cSretfxCb5Aul57vx3SSQODvm8/FIsurgTkGtk7eEW7DoUSGT3dNo0voJj0ln0yo3Z33bCxkbx3KspOCccQ5uTyV8nmrB9byCtOmXTtmU8rkmnyMKJOd92BODJ1/R4JB/FzpjO1jMN2bIzmMZtc+jQPgmPxKPkah2ZvagTAKNe0uOdcRL77Kvsjq7HX1tDaNAil/aRKXgmHCbfxp7ZizqjlIZHx2USYDyJLiuZA5dq89uG6tRunEfrXql4xR9AaW2ZsySS3BwNQ57OJlidxjEzgaNxNVj7Rw2q18+jRd8MDpfgb4F8apSBUOcL1NZeWxG6fUgKdjZ5VNfoqKc1Bz7BdibcqieQnetLfe21oKN10FV0tkbCtE7U15oXkQu2zSOyeiKGHB8aaGMtZZv6p+FkZyBM40ZDrTlAOWSbQ5ewJPQ53kRcV4dGPhk426cTauNBhDYRgDPaLDqHpaDP8aSRNsFStr6XHhf7VEJtvGisNQc5l2x86RSaij7HjSZ/vxZAbY9MXO2TCbbxoenfdUvVeNMxNB1DjgtNtdc2Pq7pmoWLdyLeNn4005pX1M7VetAh1EBato7pW8y3x6bYWE9Vzs3NZfbs2ea8KVNKFCQVCPFy4tNhzXmiQwpvrz3B/gupfPRXFN/tvsALPerwSKsQGdwtbqq4Npibm8vKzQcBGBoRSESeM87Odlw6upPdSz/Et/mDRES0oWZNDwD2LPsYU34eNcI+IFXvg6urPbEn97F76Yf4NRtARERnatf2BGDfyrkYDemEV3uPiAgf3N11xEdtZ/fSD/Fv3IeIiB5Uq2buLTqw+msMKfGEhv2XiAgfPD11JMX8fd2GXYiI6I+Xl/m/6kNrF5B6JZrg2m8TEeGDt7cDyRdPm+tbtw0REQ/i5GT+KDjy23cknjtKYL0pRET44OvrSGpsNLuXfohPzSZERDxmuft1fP1yrhzfg2/Ef4iI8MG/mjfpOZnsXrsEz5A6RESMNX/PWg7j0Jo/iDu8n/wanQmr5U5s9cYscG6H8fgY8lz88azmTL5JMdj+E5onzaZa8l4229bF0ceW35w6MCqzLm0vf0KurRPOPjY45uczJX8U4Um/45hyjnO2nvj7GrniHMSXxp7kXN4IWi2+3rm4GPVs1zREk3KClMSr5OkUtXxTcXYzEZXnz+7L5n/ganin4uqQA7ZaotNsOBirwcsxgwi/BKq7p5KvYPdl86zAOl5J2Ggg0D4NfXomJ67Y4OMUT4RfAhFecURoY1h3xTw+q7H3ZcjT0MohCrvMy5yItSHAOYsIvwTqeyXR12YPH8TakmfS0NLrHHlZGvo4HsAr6zwbYm2o4ZxAhF8zqnuk8pTtL3wab0tOnoaOHn7k+ml4xHkrYcYz/BFnSwNnWyL8GuLvrOd1u+/5MtGWdKOGru7OZPtpGeGyhUY5J/glzpYGzloi/BrgpjMy3W4+3yTZkpKloZc7GPxaM9plB+1zj7A6zpbqThoi/Opip83nA/uvWZRsQ7xBy32uWaT7deAJtz30MR3ghzhbajpChF8dAObaf8nyq1oupWvp75LKVb9IRrsd5CG1myVxtng4KCL8zJMhPtF9w28XTUSnaunvnECCX08edT/Kk5ptLIyzw8Ve0civHial4UPdInYkGjmdrKW/wxUu+zkxyP0U47Ub+SbODp2NorlvbQy59sxxWMLRBAPHErUM0J3nvJ8LvT3OMsn+DxaX4G/Bba24/eOPP7JkyRJOnjxJZmYmUVFRAJw8eZKffvqJ4cOHExwcfJOr3LkKbrftmTeJll16wN99SZt//Jb8vFza9hmCo4sroLh05jhRh/bgFxJOgzadzRdQiu1rlpNjzKJlj/64uJv/WMbGnOH0/p14B1Yjol2k5fV2/baKbIOeZl164+blA0DCxRhO7tuOh48fjTt2t5Td99cvGNLTaNyhKx4+AQAkx13m+K7NuHp607RzL0t9D27+g4zUFBq07oh3gPnndTUhlqM7NuHs5k7zyD6W6x7ZsYG0pATqNm+Lb7C5ez49JYnD2zfg4OhMy259LWWP79lKSkIctRu3wD+kOgCG9FQObllPHloiX/4KKLxycVmtaqyU4rdjcfx33Smik8y9VjV8nXm9Tz16Nih6ooEQULIVt68mJ+Lx9+9h9N6/iNn7F8EN21CnU3/LdTZ+OQllMtH+sVfROZu79C8c2MzZXb8TULcZ9bsOsZTd8s108nKyafPIizh5mK976ehOzmxdg2+NCCJ6PWIpu23hf8nJzKDl0Gdx9TH32MSe3M/JjSvxDq1D4/uuTZjZuWQOWWnJNBv4lGU9soSzRzj2x1I8gsJpNmCMpeye5Z+gT46jyf2jLAu8Jp0/xZFfF+HqG0zLIc9Yyu5d+QUJl2LwbD2YTPcw4tONxJ6PInPXMtK0rhwN7k9ChpEUQw4NE//C0xjHKa/2JDpVB8AlJ5mmCb+RbePM3sCBluvWT9qMd/YlojxaE+dSCzsbDd4aPU1j16K1dyKu0QhcHOxw0dngfX4DjlfPYle3M441WuJgZ4Ndrp7sLf/D1l5HyICXcLCzwcHOhtQDv6KPPky1Ft0Ia94FB1sbNLmZ7FsyC4CuT18bF3lm2y9cOrKdsCYdqdGyC+TnkmfMZMuCmaBMdH70/7DRaiA/l7P7t3Dh2D6q1a5P7cYtzQPjTfls+GEBKEWHvgOxt7cDUz4xp44RfeIogSFh1Gvc2DxGTOWz6ddfMOXn0bZTRxwddWDK52JMNFGnTuPv70uDBnXN48RM+WzduovcnBxat4jA2UkHysSVKwmcijqPj5cbjerXABQo2LHnKNnGHFo0qoWbqyMoE3EJVzkRdRFPN2eaNggDZQKl2HXoLJlZRprWC8HTzRGUIvFqBkfPXMbd2YHm9YPN99iUib0nLpFhMNKolh8+f5dNSc/kUFQCLg62tKoXYPleHjiTQKreSMPq3vh5mm9Lp+qNHDiTiJPOljYN/i6rFIfPJpGckU29EE8Cvc2/cxmZOew9nYC9rZYOEdduYR+NSSExNYs6we4E+/z9+5mdy+6TCdjaaOnUKJCCz7gTF64Sl5JFzSA3Qv9eWy89Mxf3F7eWz5gkk8nEo48+yg8//ACAo6MjWVlZlkHa8fHxVKtWjbfeeos33njjVi9/x5CB26VntS3J25t4883OReaVxdYPufkmvtt1gQ/Xn7EM7m5d3Ys37qtHs1DP27q2uDsV1wZ37IimffsahdLvViaTIi49m5gkA9HJBs4nZxKdZOD834+NeaYSXUerAQ8nezyc7PB0ssfTyQ4Pq6/XHrs72uGis8XFwRZnnQ06W1nTSZS9ct2WZM6cOSxfvpynn36ad999l/fff59p06ZZ8v39/enUqRNr1669q4MkUTaOHUu+eaHbYGejZVT76gxuHswXm87y9ZZodsekMPiz7dzfOJDXetcj1NupXOsg7g5HjiRWdhXKTVpmLseupHHsSjrHrqRxIjaDmGTDDQMhjQa8nXUEuOvwd3XA392BADcH/N10+Ls5EODugL+rA+6Odmi10nMr7jylCpLmz59Pq1at+OyzzwCKvG1Rq1Yt1q5dWyhdiH96++2OFfI6bg52TOhdjxFtw3jv99Os2H+JtYdj+f1YHI+1rc64brXwdJbNQ0XxLDPA7nDp2bnsP3+VI5fSOPp3YHTpalaRZW21GkK9nAjzdqK6jzPVvZ3//upEoLsj9rYyxk/cvUoVJEVFRfHss8/esIy3tzfJyeXbQyDuDgVToitKoLsjsx9swhMdwnl33Uk2n07km23RLN93kWe71mJ0++o42EkXvygsOLhkq8NXNXpjHtujkth+Npk9MSmciE3HVMRAixAvRxoGutMwyI2GwW7U8nUlyMMBW5nsIO5RpQqSHB0dSUtLu2GZ8+fP4+HhUZrLC1EhGgS5sfCJ1mw5k8g7v5zkRGw67/56kkU7zvNK7zoMbBIstwjEHSsqIYPfjsWz6XQi+89fJe8fUVGolxPNQj2ICHKnYbAbDQPdcXeSFbOFuF6pgqRmzZrx22+/kZ2djYND4YX6UlJSWLduHZ07dy7ibCHMgfbRo0c5dCiBr746QffuYTRq5GuVV/C4vHWq7cuacT78eOAy7/1+isupWYxfeoj/bY3mzb71aV/Lp9zrIKqWotpgdnYea9ZcYNWqLdSs6VEhbfNWHb+SztojV1h3NI6ziQarvDBvJzrV9qFNuDetw71kkVUhSqBUQdLzzz/P4MGDGTJkCF988YVV3tmzZ3niiSdIS0vj+eefL5NKiruPVqulYcOGTJ16luXL9zF7dhdLkFSQV5FstBqGtqhGv8aB/G9rNJ9vPMvRy+kM+3oXkXV9mdC7Lg2D3Cu0TqLyFNUGT5xI5pFH1uLt7Uhi4v9VmSUkEjKyWX3gCiv2X+JkXIYl3c5GQ4daPnSv50fnOr6Eed/dM/GEKA+lCpIGDhzIa6+9xn//+1/CwsIs02D9/PxITk5GKcXEiRPp1q1bmVZW3H0iI0PIzTVRo4ZHZVcFAAc7G57tWotHWoXw8V9RfLvzPBtPJbLxVCJ9IwJ4sUcd6gbcmeNSxO0xGvNp2zYQb2/HSg+QlFLsjk5h4Y7zrDsWR/7ft9LsbbR0q+dH30YBdK3nh5uD3D4T4nbc1mKSf/zxB5988gm7du0iJSUFNzc32rRpw/PPP0/v3r3Lsp5VkqyTVHo5OTm88847ALz55ptWq2rfKK+iRScZmPPHaX4+fAWlzFOe+zUO4sUetanp61Jp9RLlq7g2WNltMy/fxM+Hr/DFpnNWvUbNQj0Y0rwa/RsHybgiIUqgXDe4FWYSJJXejRaMLOvFJMvCqbgMPvjzNL8eNW/9otXAoGbBPN+tNtV9Kr9+omyVZMXtimybOXkmVu6/xGcbz3IhJRMABzstg5sFM7JddeoHyt8fIW5FuS4mKURZy801r9ZuV0Wn3tcNcOXzES04diWNOX+c4c8T8azcf5lVBy7Tv0kQz0TWpF6AfFCJsqWU4tejccxcd5KYZHNw5OVsz5iO4YxoEya9RkKUs9sKkvbv38+CBQs4cOAAaWlpuLu706xZM0aNGkXz5s3Lqo7iLjd06Gr+/DOOX355gJ49q1d2dW6oYZA7X49qyaGLqcz58zQbTyWy+uAVVh+8Qo/6fvxf11o0l61O7jpGYx61av2PmjUrbkbb4UupTP7pGAcupALg42LP011qMqxNKE728v+tEBWh1L9pEyZMYM6cOZhM1kvWb926lU8//ZSXXnqJmTNn3nYFxd3Pzs6GvDwTJ06kVPkgqUCTEA/mP96ao5fT+HzjWX45GsufJxL480QCbWt48a8uNelS21fWWbpLnDlzlUuXMkhPz7h54duUlpXLe7+fYtHO8ygFjnY2jO1cg6c618BFJ8GREBWpVMuofvLJJ7z33nvUrl2bRYsWERMTQ1ZWFjExMSxcuJBatWrx3nvvWbYtKWsZGRm8+OKLhIWF4ejoSPv27dmzZ48lX6PRFHnMmjXLUqZ69eqF8t99991yqa+4senTO3DhwljGjWtW2VW5ZRHB7nw6vDl/vtSFh1pWw1arYee5FB6ft4ceczaxaEcMBmNeZVdT3KZatTzZtWs4//tf+U5I2XAygZ7vb2LhDnOANKhpEJsmRDK+Zx0JkISoBKUauN2gQQMMBgNHjx7F1bXwdOi0tDQaNWqEi4sLx48fL5OKXu/hhx/m6NGjfP755wQFBfHtt98yZ84cjh8/TnBwMHFxcVblf/31V8aMGUNUVBQ1aph38K5evTpjxozhqaeespRzdXW9pYGYMnC79O60gdsldSU1i/9tjWbZnotk/B0cuTrY8kirEEa2q06Il2ykeyeo6IHbBmMe09ceZ8nuiwCE+zjz9qAIWchUiHJSrgO3o6OjeeaZZ4oMkADc3d0ZMmQIc+fOLc3lbygrK4sVK1awevVqy4reU6ZM4eeff+bzzz9n+vTpBAQEWJ2zevVqunbtagmQCri6uhYqK8TtCPJwZGK/BozvWYcV+y4xf3sM0UkGvtoSzf+2RtOzgT8j2obRoaaP3IoTAJyMS+fZxfstK2Q/0SGcV/vUlf0DhagCShUk+fn5laicv79/aS5/Q3l5eeTn5xfaDsXR0ZGtW7cWKh8fH8/atWtZsGBBobx3332XadOmERoayrBhwxg/fjy2tsV/S4xGI0aj0fI8PT39Nt7Jvc3BwYHdu3dbHn/99WEOH05k4sR2eHlZ592JXHS2jGpfncfahrHxdALztsWw5UwSvx2L57dj8QR7OPJgy2o82DKEYI+qt73Fve6f7fOLLw4REOBMZGRwmbbNlfsv8cbKIxjzTAS4OTDn4aa0q+l929cVQpSNUt1ue/3111myZAnHjh2zdD1fLz09nYiICIYPH86MGTPKpKLXa9++Pfb29nz33Xf4+/uzZMkSRo0aRa1atTh16pRV2ZkzZ/Luu+9y5coVqz9q77//Ps2bN8fLy4vt27fzxhtv8Pjjj/P+++8X+7pTpkxh6tSphdLldtvtq137a6KiUlm//iG6dQut7OqUizPxGSzaeZ5VBy6Tnm2+FafRQMdaPjzcKoSeDfzR2UrvQVWTm5uPs/OH5OaaiIl5irCw29+exmRSvPfHKT7dcBaALnV8ef+hJni76G772kKImyvXxSSNRiMPPfQQZ86cYdKkSXTs2BF/f3/i4+PZsmUL06ZNo06dOixbtqxcVqQt2B9u8+bN2NjY0Lx5c+rUqcO+ffs4ceKEVdl69erRs2dPPv744xte85tvvuFf//oXer0ena7oP1RF9SSFhIRIkFQGpk3bQVqakSeeiKBBg7t7HEZ2bj6/HYtj6Z6LbD+bbEn3cLJjUNNghraoRsMgt0rf+kKYXb2azbhx6zl3Lo2tWx+97dukWTn5vLz8IL8cMY+dfLZrTV7uWVduvwpRgco1SLKxMf+3q5Qq8g95cekajYa8vLKb6WMwGEhPTycwMJCHH34YvV7P2rVrLflbtmyhc+fOHDx4kCZNmtzwWseOHSMiIoKTJ09St27dEr2+DNwuvZycHD788EMAXnjhhULbkhSXd7e5kJzJ8n0X+WHfJWLTsi3pNX2d6d8kiAFNgqgh259UuOLa4O22zYSMbJ5asJdDl9Kws9Hw7gONGdKiWtlWXghxU+UaJEVGRpb6v9wNGzaU6rwbuXr1KuHh4cycOZOxY8da0kePHs3Ro0fZu3fvTa+xePFiRo4cSVJSEp6eJVsMUIKk0rtbZ7eVVr5JseVMIsv3XuLPE/EY866tPxYR7Mb9jYLo3dBfAqYKUh6z266kZjHsq53EJGfi6WTHF4+1pHW4V9lXXghxU+U6u23jxo2lrVeZ+O2331BKUbduXaKiopgwYQL16tXj8ccft5RJT09n+fLlvPfee4XO37FjB7t27aJr1664urqyY8cOxo8fz4gRI0ocIImyl59v4vz5dPz9772tFmy0GiLr+hFZ14+M7Fz+OB7PT4eusOVMEkcvp3P0cjr/XXeSOv4u9G4YQO+GAXJLroIUbJlzOy6mZPLoVzu5dDWLap6OfDumjez5J8Qd4I5cnSwtLY033niDS5cu4eXlxZAhQ3j77bexs7v24fr999+jlOLRRx8tdL5Op+P7779nypQpGI1GwsPDGT9+PC+99FJFvg1xnezsPLy9PyEzM4/o6FGVXZ1K5epgxwPNq/FA82qkGHL49Wgs647GseNsMqfj9ZyOj+Ljv6II9nCke30/Iuv60q6GD472Mui7PHTuvJS0NBNLl/anUaNbH7QdnWRg+Fc7uZKWTXVvJ757qi1BMqNRiDtCqW63CTO53VZ6Rd22CA//kri4TH7/fQCdO9e0yhOQlpnLX6fi+e1oPBtPJ5Cde+2WnL2tlrY1vOla15eudf2kl+I2Xd8+dbp3MRptiIp6koAAu1u63XYxJZMH5+4gLj2bmr7OfPdUW/zd7sxlLYS4m5TrmCQwLyj54YcfcujQIa5cuUJubm7hi2s0nD17tjSXvyNIkFR6RQVJsbF6/PycyM7OuufGJN2qrJx8tkYlsfFUAhtPJXI5NcsqP9TLiXY1vGlfy5t2Nbzxkw/mW3J9+zx/PpELF7Jp1y7oltpmYoaRB+duJyY5k9p+LiwZ2xYfmeIvRJVQrmOS1q1bx6BBg8jJycHOzg4/P78iF2GUTipxKwIDZVBySTna29CzgT89G/ijlCIqQc+GUwlsOJnInpgULqRkciElk6V7zdtc1PR1pl1Nb9rV8KFtDS9Zj+cWeHs7Ehp6a8tSpGXlMvKb3cQkZ1LN05FFY9pIgCTEHahUQdJrr72GjY0NS5cuZciQIWi1pdonVwhRBjQaDbX9Xant78rYzjXRG/PYE53C9rNJ7DiXzLEr6ZxNNHA20cC3Oy8AUMPXmeahnjQP9aRFmCe1/VxknZ4ykptv4plv93EiNh0fFx3fjmlDgLv05AlxJypVkHT69GlGjBjBgw8+WNb1EfcIBwcHy3IQBSuhJydn8e67u7h0Kb1Qnig5F50tXev50bWeefugtMxcdkYns+Os+TgVn8G5RAPnEg38sO8SAK46W5qGetAs1JPmoR40C/HE3enem2VYoKB9/vLLOT7//CiDBtWhVi3PItvt9ZRS/OfHo2w/m4yzvQ0Lnmgl48OEuIOVakxSeHg4/fr1u+kq1nc7GZNUtjIycnBz+wiAlJTn8PSUAKk8pBhyOHDhKvsvXGX/+VQOXUolM6fwNPfq3k40DHYnIsidiGA3IoLc8XS+exf2LEqrVovYuzeeFSsG8MADdW5a/vONZ/nvupNoNfD1qJZ0q1f2+1cKIW5fuY5JGjZsGEuXLiU7O1v+0xdlxtXVnn//uy3VqrlgYyO3fsqLl7M93ev7072++QM8L9/EqfgM9l9I5cB5c/AUk5xpOdYejrWcG+zhSMMgNxoFuxMR7E7DYDf8XO/evwFDh9YhPNydJk1uvqn3n8fj+e+6kwBM6tdAAiQh7gKl6knKzc1l8ODBZGRk8M4779CkSZMiN7q920lPUunl5uby5ZdfAjB27FirNa5ulCcqxlVDDseupHPkchpHr6Rx7HIaMcmZRZb1c9VRP9CNOv4u1PZzpZa/C7X8XHBzuHN/bsW1weLSo5MMDPh4KxnGPB5rG8a0QRGVU3EhRImU+xIAv//+O4888ghpaWnFX7yM92qraiRIKj3ZluTOk56dy/Er6Ry9nMaxv7+eTdRjKuYvSICbA7X/Dphq+7lS29+F2n4ueDhV/Vt2t7ItSWZOHoM/3c6p+AxahHmy5Km22NvKZBYhqrJyvd22dOlShg8fjslkokaNGgQGBha5BIAQt0opxaVL6ZVdDVEENwc72tbwpm0Nb0taZk4eJ2LTORWn50xCBlEJes7E64lLz7YcW84kWV3Hx0VHDR9nwryd/j6cqe7tTKi3E+6Od1bvk1KK11cc4VR8Bj4uOj4b3lwCJCHuIqWKbN566y3c3d1Zt24drVq1Kus6iXvYjh1X6NBhQWVXQ5SQk70tLcK8aBFmvVFrenYuUQl6ouLNwdOZv4Ony6lZJOmNJOmN7I5JKXQ9d0c7At0dCPZwJNDDgSAPR/Njd0eCPBzwd3PAzqZig5BPPz3Aq692LDJv/vYYfjp0BRuthk+HNZPVtIW4y5QqSIqOjubxxx+XAEmUufr1vbGx0ZB/+3uKikrk5mBnWYfpegZjHmcT9UQnGbjw98Dw88kGYpIzSdIbScvKJS0rl5NxGUVeV6sBP1cHAtwd8HXV4eNij4+LDm9ne3xcdfi4XEtzd7Qr9QbAmTnXhgkEBhZ9u/fgxau8vfYEAG/eV5821/WwCSHuDqUKkkJCQsiXTzFRDjw9HUhKehZPzzcruyqiHDjrbGlczYPG1TwK5emNeVxJzeJyahaxqdlcSc3iSlqW+WtqNnFp2eTkmyy38W7GVqvBuyCI+juQcne0w83RzvzVwRb3vx+7O9lZHjva2fDO38EPQK9e1Yu8/oQfDpFngvsbB/JEh6LLCCHubKUKkp566inmzJnDO++8g5eX181PEOIW2NnJbvb3IhedLXX8Xanj71pkvsmkSDIYiU3NJjYt23LbLlmfY/U1UW8kIzuPPJMiPt1IfLrxluphZ6PBmHVtLzwXl6IHml9KySbU35MZDzQqdY+VEKJqK1WQNHToULZt20aHDh34z3/+Q5MmTYodHR4aGnpbFRRC3Dv+Odm2IPhQSqHRgK+LDj9XB5qEmNMKims018qaTApjXj7J+hyuZuZagqmkdCPp2bmkG3NJz84nLSuXVEMOaZm5ZGTnkm40B1a5+QpV3JS969hoNXz0aLM7eqkDIcRNqFLQaDRKq9VavhZ32NjYlObyd4y0tDQFqLS0tMquyh0nNzdXrVmzRq1Zs0bl5uZa5W3ffkG1bPmGgieUXp9lSZ84cYtydf1QvfHGZktaXl6+cnH5QLm4fKCSkzMt6TNm7FTOzh+oF15Yb3VtT8+PlbPzB+rixXRL2gcf7FVOTnPUmDHrrMoGB3+unJzmqFOnki1pX355SDk6zlGPPPKzVdmaNb9SDg5z1P79cZa0b789phwc5qgBA1ZalY2ImKd0uvfVli0XLWkrV55W9vbvq27dllqVbd16kbK3f1/99lu0Je3XX88pO7v3VOvWi6zKRkZ+r2xt31MrV562pG3efFHZ2r6nIiLmWZXt02e5srGZrRYtOmZJ27s3Vmm1s1VY2BdWZYcMWaW02tnqiy8OWtKOH09SGs0s5e39iVXZESPWKpil3ntvjyXt/Pk0BbOUg8Mcq7Jjx/6mYJZ6663tlrSkpEwFsxTMUvn5Jkv6+PF/KZilXn99kyUtMzPHUjY93WhJ/89/tiiYpcaN+9Pq9TQac9m4OL0l7Z13diqYpZ544ldlMpmUPjtXXb6aqeBdZR/wf6p6z/9Ytc9sY45q/uS7ynfoZDXxx4NKCHFnKunnd6l6kkaOHCndy+K22Nracv/99xeZ5+3tzOHDvoCX1dISRmM+GRk5GI3Wa2/p9bmFrpGTk4/BkIvRaD12zmDIJScn36rHIi/PRGZmHjn/2JojMzOPzMw8ru/cyMszkZVVuKzRmE92tnXZ/HxFdnbhsjk5+RiN+VZlTSZFTk4+ubkmq7K5uaZC9VVKkZtrIu//27v3uKjq/H/gr2FuDMNNVK4KKiiQoQUki5i6yddbF3VpS6Mk8tK6WqmZ6e664Ipp2vpr1dK1Nm3NSz1qzdsmsamoLangg81bbhokZGByZ4BxLuf3h+vUxIwODMzhOK/n4zGPx8z5fDjnfY5v5e05n/l8jNZ3O4xGM4xGc6u+N7f/lNl8Iz7hZ3duzGYBZvPPt93Y/vMZ1QSh9Z0fKZPJZNCqFTdeWk/oKvtCPyQMcvmPj393/6cCVd3vRlCYAvP+L1bEaInIFdo9mSRxMsnOVFvbgmvXmhEZ6W8pyKuqmlFbq4efnwo9engBuPFLuqTkxoSmERG+kP/v6+E1NS2oqWmBj48KPXt6WfZbUlILAOjd2xeK/81nU1enR3V1M7y9rftevlwPs1lAWJi3ZZxUQ8N1VFc3w8tLadW3vLwBJpMZwcFaqNU3CrvGxuuorm6Bp6ccgYE/fkPqypVGmExmBAZ6Wfo2NRlQVdUMtdq6b2WlDgaDGT16aODpeaNvS4sRVVXNUCo9rPr+8EMTrl83ISDAE5r/zTek1xtRVdUChUJm1beqqhnXr5vg56eGl9fN2aRNuHatGR4eMgQF/di3pqYFer0Jvr4qS1+j0YyqqmbIZLDab12dHi0tRnh7K6H93zpvJtONvoB134aG62hpMcLLS2HpazYLlr49emgsf/aNjTf6ajQ/9hUEAdXVNwZwBwR4Wvo2NRnQ3GyEp6fc0hcAqqtv7Nff3xMeHjf6Njff6KtSya3GHl2p1OEXrx6Eh8oD//njaPh5KaHTGzHytcP4oUGP34+PxYzh/UBE0tTpM24TiyRnGAwGbNu2DQCQnp7ealkSe21ErmAwGBA75feobTZg95qXkRIdjDV5/8VfPj0Pz2//jQVjovH01KeYm0QS5ZIiqaKiAv/4xz/w1VdfQafT4W9/+xsA4IcffkBJSQni4uKg0Wjau/suj0VS+3FZEurKfpqD6w6cxqSkSIz682E06ZpQ9v8eBcDcJJKyTl2WBADefPNNvPjii9Drb3y9ViaTWYqkq1evIjk5GRs3bsSMGTPaewgiItF9crYCp75vRovBjMSIbigTOyAicpl2ze+/d+9ezJkzB3FxcdizZw9mzZpl1T5w4EAMGjQIH3/8cUfESEQkmtPldTj41VWoFB74/UMcrE3kTtp1J2n16tUIDw/HoUOHoNVqUVRU1KpPXFwcjh496nSARERiUspl8FIr8OqjgxATzMfqRO6kXUVScXExnnrqqVs+jw8LC0NlZWW7AyMi6gqO/y4VPj5aqBVy6HQ6scMhIhdq1+M2s9l82291XL16FWq1ul1BERF1FRqVHGoFl8ohckftKpKio6Nv+SjNaDTiyJEjiIuLa3dgRERERGJq1+O29PR0LFiwAEuXLkVWVpZVm8lkwoIFC/DNN9/g5Zdf7pAg6c6jVqvxwQcfWN472kbkCvZykLlJ5F4cnidJLpcjOzsbS5YsgcFgwOjRo3HkyBFERkbC09MTZ8+eRVpaGgoLC1FaWorRo0fjk08+uaOXL+E8SURERNLj6O9vhx+3CcKP6zwplUrk5uZi0aJFqKqqwpkzZyAIAj788ENUV1fj5Zdfxp49e+7oAomIiIjubO2eTFKlUmH58uXIycnBhQsXUF1dDV9fX8TGxlotCElki9FoxK5duwAAkyZNslrI9lZtRK5gLweZm0Tuxem/4TKZDDExMR0RC7kRvV6Pxx57DMCN5R1++svmVm1ErmAvB5mbRO6lTd9u4+MzIiIichdtKpKys7Mhl8sdfvF/WURERCRVbapifH194e/v30mhEBEREXUdbbqTNG/ePJSUlLTp1RkaGhowd+5cREREQKPRYOjQoTh58qSl/emnn4ZMJrN6jR071mof1dXVSE9PtxR+06ZNQ2NjY6fES0RERNIjyedh06dPx5kzZ7B161aEhobivffeQ2pqKs6dO4ewsDAAwNixY7F582bLz/x84rf09HR8//33yMvLg8FgQGZmJmbOnInt27e79FyIiIioa2rXsiRiam5uxkcffYRVq1Zh+PDhiIqKQnZ2NqKiorBhwwZLP7VajeDgYMurW7dulrbz58/jwIEDePvtt5GUlIRhw4Zh3bp12LlzJ65cuSLGaREREVEXI7k7SUajESaTCZ6enlbbNRoNjh07Zvl8+PBhBAYGolu3bnjggQeQk5OD7t27AwAKCgrg7++PxMRES//U1FR4eHjg+PHjmDRpks1j6/V66PV6y+f6+vqOPDW3olKpLHf6VCqVw21ErmAvB5mbRO5FckWSj48PkpOTsWzZMsTGxiIoKAg7duxAQUEBoqKiANx41ParX/0Kffv2xaVLl/C73/0O48aNQ0FBAeRyOSoqKhAYGGi1X4VCgYCAAFRUVNg99ooVK7B06dJOPT93oVQq8fTTT7e5jcgV7OUgc5PIvThcJJnN5s6Mo022bt2KZ555BmFhYZDL5YiPj8eUKVNQVFQEAJg8ebKlb1xcHAYNGoTIyEgcPnwYo0aNavdxFy9ejPnz51s+19fXo3fv3u0/ESIiIuqyJDcmCQAiIyORn5+PxsZGlJWV4cSJEzAYDOjXr5/N/v369UOPHj1w8eJFAEBwcDCuXr1q1cdoNKK6uhrBwcF2j6tWq+Hr62v1ovYxGo3Yv38/9u/fD6PR6HAbkSvYy0HmJpF7kdzjtp/SarXQarWoqalBbm4uVq1aZbNfeXk5qqqqEBISAgBITk5GbW0tioqKkJCQAAA4ePAgzGYzkpKSXBa/O9Pr9XjooYcA2F6WxF4bkSvYy0HmJpF7keTf8NzcXAiCgOjoaFy8eBEvvfQSYmJikJmZicbGRixduhRpaWkIDg7GpUuXsHDhQkRFRWHMmDEAgNjYWIwdOxYzZszAxo0bYTAYMGfOHEyePBmhoaEinx0RERF1BZJ83FZXV4fZs2cjJiYGU6dOxbBhw5CbmwulUgm5XI4vv/wSjzzyCAYMGIBp06YhISEBR48etZoradu2bYiJicGoUaMwfvx4DBs2DJs2bRLxrIiIiKgrkQmCIIgdhFTV19fDz88PdXV1HJ/URjqdDt7e3gBuPLbQarUOtRG5gr0cZG4S3Rkc/f0tyTtJRERERJ2NRRIRERGRDSySiIiIiGyQ5LfbSPpUKhXWr19vee9oG5Er2MtB5iaRe+HAbSdw4DYREZH0cOA2ERERkRP4uI1EYTKZcPToUQDA/fffD7lc7lAbkSvYy0HmJpF74eM2J/BxW/txniTqyjhPEtGdjY/biIiIiJzAIomIiIjIBhZJRERERDawSCIiIiKygUUSERERkQ0skoiIiIhs4DxJJAqlUolVq1ZZ3jvaRuQK9nKQuUnkXjhPkhM4TxIREZH0cJ4kIiIiIifwcRuJwmQy4dSpUwCA+Pj4VsuS2GsjcgV7OcjcJHIvfNzmBD5uaz8uS0JdGZclIbqz8XEbERERkRNYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENnCeJRKFUKpGVlWV572gbkSvYy0HmJpF74TxJTuA8SURERNLDeZKIiIiInMDHbSQKs9mM8+fPAwBiY2Ph4eHhUBuRK9jLQeYmkXvh4zYn8HFb+3FZEurKuCwJ0Z2Nj9uIiIiInMAiiYiIiMgGFklERERENkiySGpoaMDcuXMREREBjUaDoUOH4uTJkwAAg8GAl19+GXFxcdBqtQgNDcXUqVNx5coVq3306dMHMpnM6rVy5UoxToeIiIi6IEl+u2369Ok4c+YMtm7ditDQULz33ntITU3FuXPn4O3tjVOnTmHJkiUYPHgwampq8MILL+CRRx5BYWGh1X7+9Kc/YcaMGZbPPj4+rj4VIiIi6qIkVyQ1Nzfjo48+wu7duzF8+HAAQHZ2Nvbu3YsNGzYgJycHeXl5Vj+zfv16DBkyBJcvX0Z4eLhlu4+PD4KDg10aPxEREUmD5Ioko9EIk8kET09Pq+0ajQbHjh2z+TN1dXWQyWTw9/e32r5y5UosW7YM4eHheOKJJzBv3jwoFPYviV6vh16vt3yur69v/4m4OaVSiQULFljeO9pG5Ar2cpC5SeReJDlP0tChQ6FSqbB9+3YEBQVhx44dyMjIQFRUFC5cuGDVt6WlBSkpKYiJicG2bdss29esWYP4+HgEBATg3//+NxYvXozMzEysWbPG7nGzs7OxdOnSVts5TxIREZF0ODpPkiSLpEuXLuGZZ57BkSNHIJfLER8fjwEDBqCoqMgyGy5wYxB3WloaysvLcfjw4VteiHfeeQfPPvssGhsboVarbfaxdSepd+/eLJKIiIgk5I6eTDIyMhL5+flobGxEWVkZTpw4AYPBgH79+ln6GAwGPPbYY/j222+Rl5d32yImKSkJRqMRpaWldvuo1Wr4+vpavah9zGYzSktLUVpaCrPZ7HAbkSvYy0HmJpF7kdyYpJ/SarXQarWoqalBbm4uVq1aBeDHAunrr7/GoUOH0L1799vuq7i4GB4eHggMDOzssAk3BuD37dsXQOvlHW7VRuQK9nKQuUnkXiRZJOXm5kIQBERHR+PixYt46aWXEBMTg8zMTBgMBjz66KM4deoU9u3bB5PJhIqKCgBAQEAAVCoVCgoKcPz4cfzyl7+Ej48PCgoKMG/ePDz55JPo1q2byGdHREREXYEki6S6ujosXrwY5eXlCAgIQFpaGpYvXw6lUonS0lLs2bMHAHDPPfdY/dyhQ4cwcuRIqNVq7Ny5E9nZ2dDr9ejbty/mzZuH+fPni3A2RERE1BVJcuB2V+HowC9q7VarqXOldRKbvRxkbhLdGe7ogdtEREREnY1FEhEREZENLJKIiIiIbJDkwG2SPoVCgd/+9reW9462EbmCvRxkbhK5Fw7cdgIHbhMREUkPB24TEREROYH3i0kUgiDg2rVrAIAePXpAJpM51EbkCvZykLlJ5F5YJJEompqaLEvA/Hy+mVu1EbmCvRxkbhK5Fz5uIyIiIrKBRRIRERGRDSySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCkASBQKhQIZGRmW9462EbmCvRxkbhK5Fy5L4gQuS0JERCQ9XJaEiIiIyAm8X0yiEAQBTU1NAAAvL69Wy5LYayNyBXs5yNwkci+8k0SiaGpqgre3N7y9vS2/dBxpI3IFeznI3CRyLyySiIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2cJ4kEoVcLsejjz5qee9oG5Er2MtB5iaRe+GyJE7gsiRERETSw2VJiIiIiJzAIomIiIjIBhZJJAqdTgeZTAaZTAadTudwG5Er2MtB5iaRe2GRRERERGQDiyQiIiIiG1gkEREREdkgySKpoaEBc+fORUREBDQaDYYOHYqTJ09a2gVBwB//+EeEhIRAo9EgNTUVX3/9tdU+qqurkZ6eDl9fX/j7+2PatGlobGx09akQERFRFyXJImn69OnIy8vD1q1bcfr0aYwePRqpqan47rvvAACrVq3C2rVrsXHjRhw/fhxarRZjxoxBS0uLZR/p6ek4e/Ys8vLysG/fPhw5cgQzZ84U65SIiIioi5HcZJLNzc3w8fHB7t278eCDD1q2JyQkYNy4cVi2bBlCQ0Px4osvYsGCBQCAuro6BAUFYcuWLZg8eTLOnz+Pu+66CydPnkRiYiIA4MCBAxg/fjzKy8sRGhrqUCycTLL9dDodvL29AQCNjY3QarUOtRG5gr0cZG4S3Rkc/f0tuWVJjEYjTCYTPD09rbZrNBocO3YMJSUlqKioQGpqqqXNz88PSUlJKCgowOTJk1FQUAB/f39LgQQAqamp8PDwwPHjxzFp0iSbx9br9dDr9ZbP9fX1HXx27kMul2P8+PGW9462EbmCvRxkbhK5F8kVST4+PkhOTsayZcsQGxuLoKAg7NixAwUFBYiKikJFRQUAICgoyOrngoKCLG0VFRUIDAy0alcoFAgICLD0sWXFihVYunRpB5+Re/L09MT+/fvb3EbkCvZykLlJ5F4kOSZp69atEAQBYWFhUKvVWLt2LaZMmQIPj849ncWLF6Ours7yKisr69TjERERkXgkWSRFRkYiPz8fjY2NKCsrw4kTJ2AwGNCvXz8EBwcDACorK61+prKy0tIWHByMq1evWrUbjUZUV1db+tiiVqvh6+tr9SIiIqI7kySLpJu0Wi1CQkJQU1OD3NxcTJgwAX379kVwcDA+++wzS7/6+nocP34cycnJAIDk5GTU1taiqKjI0ufgwYMwm81ISkpy+Xm4I51OB61WC61Wa3NZEnttRK5gLweZm0TuRXJjkgAgNzcXgiAgOjoaFy9exEsvvYSYmBhkZmZCJpNh7ty5yMnJQf/+/dG3b18sWbIEoaGhmDhxIgAgNjYWY8eOxYwZM7Bx40YYDAbMmTMHkydPdvibbeS8pqamdrURuYK9HGRuErkPSRZJdXV1WLx4McrLyxEQEIC0tDQsX74cSqUSALBw4ULodDrMnDkTtbW1GDZsGA4cOGD1jbht27Zhzpw5GDVqFDw8PJCWloa1a9eKdUpERETUxUhunqSuhPMktR/nSaKujPMkEd3ZHP39LekxSURERESdhUUSERERkQ0skoiIiIhskOTAbZI+Dw8PjBgxwvLe0TYiV7CXg8xNIvfCgdtO4MBtIiIi6eHAbSIiIiInsEgiIiIisoFFEolCp9OhZ8+e6Nmzp81lSey1EbmCvRxkbhK5Fw7cJtFcu3atXW1ErmAvB5mbRO6Dd5KIiIiIbOCdJCfc/GJgfX29yJFIz08fVdTX18NkMjnURuQK9nKQuUl0Z7j5e/t2X/DnFABO+OabbxAZGSl2GERERNQOZWVl6NWrl9123klyQkBAAADg8uXL8PPzEzka6amvr0fv3r1RVlbGeabagdfPebyGzuH1cx6voXPae/0EQUBDQwNCQ0Nv2Y9FkhNuzrjr5+fH5HaCr68vr58TeP2cx2voHF4/5/EaOqc918+RmxscuE1ERERkA4skIiIiIhtYJDlBrVYjKysLarVa7FAkidfPObx+zuM1dA6vn/N4DZ3T2deP324jIiIisoF3koiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiqZ3eeOMN9OnTB56enkhKSsKJEyfEDkkyjhw5gocffhihoaGQyWT4+OOPxQ5JUlasWIH77rsPPj4+CAwMxMSJE3HhwgWxw5KUDRs2YNCgQZYJ6JKTk/HJJ5+IHZZkrVy5EjKZDHPnzhU7FEnIzs6GTCazesXExIgdluR89913ePLJJ9G9e3doNBrExcWhsLCwQ4/BIqkd3n//fcyfPx9ZWVk4deoUBg8ejDFjxuDq1atihyYJOp0OgwcPxhtvvCF2KJKUn5+P2bNn44svvkBeXh4MBgNGjx5ttfgq3VqvXr2wcuVKFBUVobCwEA888AAmTJiAs2fPih2a5Jw8eRJ//etfMWjQILFDkZSBAwfi+++/t7yOHTsmdkiSUlNTg5SUFCiVSnzyySc4d+4c/vznP6Nbt24dehxOAdAOSUlJuO+++7B+/XoAgNlsRu/evfHcc89h0aJFIkcnLTKZDLt27cLEiRPFDkWyfvjhBwQGBiI/Px/Dhw8XOxzJCggIwOrVqzFt2jSxQ5GMxsZGxMfH480330ROTg7uuecevP7662KH1eVlZ2fj448/RnFxsdihSNaiRYvw+eef4+jRo516HN5JaqPr16+jqKgIqamplm0eHh5ITU1FQUGBiJGRu6qrqwPw44LL1DYmkwk7d+6ETqdDcnKy2OFIyuzZs/Hggw9a/XtIjvn6668RGhqKfv36IT09HZcvXxY7JEnZs2cPEhMT8etf/xqBgYG499578dZbb3X4cVgktdG1a9dgMpkQFBRktT0oKAgVFRUiRUXuymw2Y+7cuUhJScHdd98tdjiScvr0aXh7e0OtVuM3v/kNdu3ahbvuukvssCRj586dOHXqFFasWCF2KJKTlJSELVu24MCBA9iwYQNKSkpw//33o6GhQezQJOObb77Bhg0b0L9/f+Tm5mLWrFl4/vnn8e6773bocRQdujcicqnZs2fjzJkzHM/QDtHR0SguLkZdXR0+/PBDZGRkID8/n4WSA8rKyvDCCy8gLy8Pnp6eYocjOePGjbO8HzRoEJKSkhAREYEPPviAj3sdZDabkZiYiFdeeQUAcO+99+LMmTPYuHEjMjIyOuw4vJPURj169IBcLkdlZaXV9srKSgQHB4sUFbmjOXPmYN++fTh06BB69eoldjiSo1KpEBUVhYSEBKxYsQKDBw/GX/7yF7HDkoSioiJcvXoV8fHxUCgUUCgUyM/Px9q1a6FQKGAymcQOUVL8/f0xYMAAXLx4UexQJCMkJKTVf2hiY2M7/LEli6Q2UqlUSEhIwGeffWbZZjab8dlnn3E8A7mEIAiYM2cOdu3ahYMHD6Jv375ih3RHMJvN0Ov1YochCaNGjcLp06dRXFxseSUmJiI9PR3FxcWQy+VihygpjY2NuHTpEkJCQsQORTJSUlJaTX3y3//+FxERER16HD5ua4f58+cjIyMDiYmJGDJkCF5//XXodDpkZmaKHZokNDY2Wv2PqaSkBMXFxQgICEB4eLiIkUnD7NmzsX37duzevRs+Pj6WsXB+fn7QaDQiRycNixcvxrhx4xAeHo6GhgZs374dhw8fRm5urtihSYKPj0+rMXBarRbdu3fn2DgHLFiwAA8//DAiIiJw5coVZGVlQS6XY8qUKWKHJhnz5s3D0KFD8corr+Cxxx7DiRMnsGnTJmzatKljDyRQu6xbt04IDw8XVCqVMGTIEOGLL74QOyTJOHTokACg1SsjI0Ps0CTB1rUDIGzevFns0CTjmWeeESIiIgSVSiX07NlTGDVqlPDpp5+KHZakjRgxQnjhhRfEDkMSHn/8cSEkJERQqVRCWFiY8PjjjwsXL14UOyzJ2bt3r3D33XcLarVaiImJETZt2tThx+A8SUREREQ2cEwSERERkQ0skoiIiIhsYJFEREREZAOLJCIiIiIbWCQRERER2cAiiYiIiMgGFklERERENrBIIiIiIrKBRRIRdVkjR46ETCYTOwyHCYKAhIQEjB492mp7R5/Hv/71L8hkMvzzn//ssH0SUWtcu42IXKKtRYIUFwP4+9//jlOnTqGgoKBTj5Oamophw4Zh4cKFGDNmDBeUJeokLJKIyCWysrJabXv99ddRV1dnsw24UXQ0NTV1dmgdwmw2Izs7G/fffz9+8YtfdPrxFi5ciEceeQQ7d+5Eenp6px+PyB1x7TYiEk2fPn3w7bffSvKu0c/t378fDz30EN566y1Mnz7dqm3kyJHIz8/v0PM0GAwIDQ1FTEwMjh492mH7JaIfcUwSEXVZtsbybNmyBTKZDFu2bMHevXuRlJQELy8vhIWFYcmSJTCbzQCAd999F4MHD4ZGo0F4eDhWr15t8xiCIOCdd95BSkoKfH194eXlhcTERLzzzjttinXz5s2QyWRIS0uz28dgMCA7Oxt9+vSBWq3GgAED8Oabb7bql52dDZlMhsOHD2PLli2Ij4+Hl5cXRo4caemjVCoxceJEHDt2DBcvXmxTrETkGD5uIyJJ2rVrFz799FNMnDgRKSkp2L9/P3JyciAIAvz8/JCTk4MJEyZg5MiR+Oijj7Bw4UIEBQVh6tSpln0IgoD09HTs2LED/fv3xxNPPAGVSoW8vDxMmzYN586dw2uvvXbbWARBwKFDhxAdHY1u3brZ7TdlyhScOHEC48aNg1wuxwcffIDZs2dDqVRixowZrfqvXr0ahw4dwoQJEzB69OhWY4+Sk5Px9ttv4+DBg4iKimrD1SMihwhERCKJiIgQbvXP0IgRI1q1b968WQAgKJVK4cSJE5bt9fX1QmBgoODl5SUEBwcLly5dsrRdvnxZUKlUQlxcnNW+Nm3aJAAQMjMzhevXr1u26/V64eGHHxYACIWFhbc9j7NnzwoAhPT09FueR1JSklBXV2fZ/tVXXwkKhUKIjo626p+VlSUAELRarfDll1/aPe5//vMfAYAwderU28ZIRG3Hx21EJElPPvkk7rvvPstnHx8fPPTQQ2hqasKsWbPQr18/S1vv3r0xbNgwnDt3Dkaj0bJ9/fr10Gq1eOONN6BUKi3bVSoVli9fDgDYsWPHbWMpLy8HAAQFBd2y34oVK+Dr62v5HB0djZSUFFy4cAENDQ2t+s+cORNxcXF293fzeDePT0Qdi4/biEiS7rnnnlbbQkJCbtlmMplQWVmJsLAwNDU14fTp0wgNDcWrr77aqr/BYAAAfPXVV7eNpaqqCgDg7+9/y34JCQmttvXq1QsAUFtbCx8fH6u2IUOG3HJ/AQEBAIBr167dNkYiajsWSUQkST+9I3OTQqG4bdvN4qempgaCIOC7777D0qVL7R5Hp9PdNhaNRgMAaGlpaXfMJpOpVdvt7kw1NzcDALy8vG4bIxG1HYskInJLNwuWhIQEFBYWOrWvnj17AgCqq6udjuunbjcB583j3Tw+EXUsjkkiIrfk4+OD2NhYnD9/HrW1tU7ta+DAgfDw8MCFCxc6JjgH3TzercYtEVH7sUgiIrf1/PPPo6mpCTNmzLD5WK2kpASlpaW33Y+/vz8GDRqEwsJCyzxNrnD8+HEAwIgRI1x2TCJ3wiKJiNzWs88+i4yMDHz44Yfo378/pk6dikWLFiEzMxPJycmIjIzEF1984dC+Jk2ahIaGBof7d4S8vDx069YNw4cPd9kxidwJiyQicls3Z+5+//33MXDgQOzbtw9r1qxBXl4ePD098dprryE1NdWhfU2fPh0KhQLvvfdeJ0d9Q2lpKT7//HNkZGTA09PTJcckcjdcu42IqIM89dRT2L9/P7799ttWX+fvaH/4wx+watUqnD9/HpGRkZ16LCJ3xTtJREQdJCcnB83NzVi3bl2nHqempgbr1q3DrFmzWCARdSJOAUBE1EEiIiLw7rvvorKyslOPU1JSgnnz5uG5557r1OMQuTs+biMiIiKygY/biIiIiGxgkURERERkA4skIiIiIhtYJBERERHZwCKJiIiIyAYWSUREREQ2sEgiIiIisoFFEhEREZENLJKIiIiIbPj/1OVGvi28ZRMAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "if operating_scenario == OperatingScenario.maximum_production:\n",
+        "    ms.from_json(m, fname=\"max_production.json.gz\", wts=ms.StoreSpec.value())\n",
+        "elif operating_scenario == OperatingScenario.power_mode:\n",
+        "    ms.from_json(m, fname=\"power_mode.json.gz\", wts=ms.StoreSpec.value())\n",
+        "\n",
+        "m.fs.fix_initial_conditions()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now that we have loaded an initial condition, we can view it in the flowsheet. The `write_pfd` function iterates through a template `.svg` file and adds numbers to it by comparing the object name in the `.svg` to tags in the flowsheet."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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gCA0NFYCIiooSY8eOFXfeeacwGAyie/fu1Q4mWZtrLUkySJKkWqguSBJCiJKSEvH++++Lfv36ieDgYKHRaERYWJjo1KmTeOKJJ8SqVavc8l/pIOn3338Xa9asEf379xf+/v7C29tb3HzzzeLTTz+t9nNu2rRJjB8/XjRp0kTo9Xrh6+srWrVqJUaMGCE+/vhjkZ2d7Za/JkGSxWIRr7/+umjfvr0wGAwiKChIDBw4UPzyyy8iMTGxyiCpuLhYPPfcc6JFixauL3wuGK/H4XCI+fPnizZt2gidTieCgoLEsGHDxM6dOy86TtLFgiQhhNi/f7945JFHRMuWLYWXl5cwGAyiWbNmYtCgQWLBggUiOTn5ose40IoVK8SoUaNEo0aNhFarFQEBAaJNmzZi3Lhx4quvvqo0QGh119hut4uvvvpKDB06VISHhwutViuCg4PFTTfdJB588EGxZMkSYbFYKu135swZ8dRTT4m4uDjh5eUlfHx8RKtWrcRDDz1UaVBQu90uXnvtNdGuXTvh5eVVaWyiS7meX331lSvo1mq1Ijo6WkycONEVcHly5swZMXHiRBEeHi50Op1o1qyZmD59ujCZTG713ZNLvdaSpAjRgDpOSJJUp/r27cu6dev4/fffK81ZJkmSJFVP9kmSJEmSJEnyQAZJkiRJkiRJHsggSZIkSZIkyYMGFyStX7+eYcOGERUVhaIoLF261C39hx9+YODAgQQHB6MoCnv27Kl0jJKSEp544gmCg4Ndo+RWfOwVICkpiTvuuAODwUBYWBjTpk27qo9kS9LVsHbtWoQQsj+SJElSLTS4IMlkMtGxY0fX+C2e0nv27Mk//vGPKo/xzDPP8OOPP/Lf//6XdevWkZKSwqhRo1zpdrudO+64A4vFwubNm/nss8/49NNPmTFjRp1/HkmSJEmSrk0N+uk2RVFYsmQJI0aMqJR2+vRpYmNj2b17N506dXJtz8vLIzQ0lK+++so1E/mRI0do06YNW7ZsoXv37vz888/ceeedpKSkEB4eDsD777/P9OnTycjIcI0oK0mSJEnSjeu6m7tt586dWK1WBgwY4NrWunVrYmJiXEHSli1baN++vStAAhg0aBB/+ctfOHjwIPHx8R6PbTab3UZ5dTgcZGdnu279SZIkSZLU8AkhKCgoICoqqtr5GK+7ICk1NRWdTkdAQIDb9vDwcFJTU115KgZIZellaVV57bXXmDVrVt0WWJIkSZKkenH27FnXVDueXHdB0pX0wgsvMGXKFNd6Xl4eMTExnD171uNM1lLVbDYba9asAZwTUJZNrnqxNEm6Gqqqg7JuStL1IT8/n+joaHx9favNd939C4+IiMBisZCbm+vWmpSWlkZERIQrz7Zt29z2K3v6rSyPJ3q9Hr1eX2m7n5+fDJIukclkYuzYsQAUFhZiNBprlCZJV0NVdVDWTUm6vlysq0yDe7rtcnXp0gWtVuv6aw/g6NGjJCUlkZCQAEBCQgL79+8nPT3dlWf16tX4+fnRtm3bq15mSZIkSZIangbXklRYWMiJEydc64mJiezZs4egoCBiYmLIzs4mKSmJlJQUwBkAgbMFKCIiAn9/fyZNmsSUKVMICgrCz8+PJ598koSEBLp37w7AwIEDadu2LX/605+YN28eqampvPTSSzzxxBMeW4okSZIkSbrxNLiWpB07dhAfH+96wmzKlCnEx8e7xjBavnw58fHx3HHHHQCMGzeO+Ph43n//fdcx3njjDe68805Gjx5N7969iYiI4IcffnClq9Vq/ve//6FWq0lISOD+++9nwoQJzJ49+yp+UkmSJEmSGrIGPU5SQ5efn4+/vz95eXmyT9IlMplM+Pj4AJ77JFWVJklXQ1V1UNbN65vdbsdqtdZ3MaQ6oNVqUavVVabX9Pu7wd1ukyRJkqSrSQhBamoqubm59V0UqQ4FBAQQERFxWeMYyiBJkiRJuqGVBUhhYWEYDAY5OPA1TghBUVGR6+GsyMjIWh9LBklSvdDpdLz99tuu9zVNk6Sroao6KOvm9cdut7sCpODg4PoujlRHvL29AUhPTycsLKzaW2/VkX2SLoPskyRJknRtKykpITExkaZNm7q+WKXrQ3FxsWueVy8vL7e0mn5/N7in2yRJkiTpapO32K4/dfEzlbfbpHpht9vZsGEDAL169XJrCq0uTZKuhqrqoKybknRjkUGSVC9KSkro168fUPlR6urSJOlqqKoOyropSZX17duXTp068eabb9Z3UeqcvN0mSZIkSVK9+vDDD+nbty9+fn4oitJghmOQQZIkSZIkSfWqqKiIwYMH87e//a2+i+JGBkmSJEmSdI05ffo0iqJUWvr27VvlPoqi8PHHHzNy5EgMBgMtW7Zk+fLlbnnWrVvHLbfcgl6vJzIykueffx6bzeZKN5lMTJgwAR8fHyIjI5k/f36l85jNZqZOnUqjRo0wGo1069aNtWvXVvt5nn76aZ5//nnXHKsNhQySJEmSJKkCIQRFFlu9LDUdlSc6Oprz58+7lt27dxMcHEzv3r2r3W/WrFmMHTuWffv2MXToUMaPH092djYAycnJDB06lK5du7J3717ee+89Fi5cyJw5c1z7T5s2jXXr1rFs2TJ++eUX1q5dy65du9zOMXnyZLZs2cI333zDvn37GDNmDIMHD+b48eOX+JOof7LjtiRJkiRVUGy103bGqno596HZgzDoLv7VrFariYiIAJwPFIwYMYKEhARmzpxZ7X4TJ07k3nvvBWDu3LksWLCAbdu2MXjwYN59912io6N5++23URSF1q1bk5KSwvTp05kxYwZFRUUsXLiQL774gv79+wPw2Wef0bhxY9fxk5KSWLRoEUlJSURFRQEwdepUVq5cyaJFi5g7d25tLku9kUGSJEmSJF3DHnroIQoKCli9ejUqVfU3iDp06OB6bzQa8fPzc03fcfjwYRISEtzGF+rRoweFhYWcO3eOnJwcLBYL3bp1c6UHBQURFxfnWt+/fz92u51WrVq5nddsNl+TI5rLIEmqF1qtlnnz5rne1zRNkq6GquqgrJs3Bm+tmkOzB9XbuS/FnDlzWLVqFdu2bcPX1/ei+S+st4qi4HA4Lumc1SksLEStVrNz585K44j5+PjU2XmuFhkkSfVCp9Mxbdq0S06TpKuhqjoo6+aNQVGUGt3yqm+LFy9m9uzZ/PzzzzRv3vyyj9emTRsWL16MEMLVmrRp0yZ8fX1p3LgxQUFBaLVatm7dSkxMDAA5OTkcO3aMPn36ABAfH4/dbic9PZ1evXpddpnqm+y4LUmSJEnXmAMHDjBhwgSmT59Ou3btSE1NJTU11dUJuzYef/xxzp49y5NPPsmRI0dYtmwZr7zyClOmTEGlUuHj48OkSZOYNm0av/32GwcOHGDixIlut/hatWrF+PHjmTBhAj/88AOJiYls27aN1157jZ9++qnKc6emprJnzx5OnDgBOG/b7dmz57I+T12QQZJUL+x2O9u3b2f79u3Y7fYap0nS1VBVHZR1U2ooduzYQVFREXPmzCEyMtK1jBo1qtbHbNSoEStWrGDbtm107NiRxx57jEmTJvHSSy+58rz++uv06tWLYcOGMWDAAHr27EmXLl3cjrNo0SImTJjAs88+S1xcHCNGjGD79u2u1idP3n//feLj43n44YcB6N27N/Hx8ZWGKLjaFFHT5w2lSmo6i7BUmclkct2fvnB6h+rSJOlqqKoOyrp5/SkpKSExMdHjTPHSta26n21Nv79lS5IkSZIkSZIHMkiSJEmSJEnyQAZJkiRJkiRJHsggSZIkSZIkyQMZJEmSJEmSJHkggyRJkiRJkiQPGv6QotJ1SavV8sorr7je1zRNkq6GquqgrJuSdGOR4yRdBjlOkiRJ0rVNjpN0/ZLjJEmSJEmSJF0hMkiS6oXD4eDgwYMcPHiw0gzU1aVJ0tVQVR2UdVOSKuvbty9PP/10fRfjipBBklQviouLuemmm7jpppsoLi6ucZokXQ1V1UFZNyXpynj00Udp3rw53t7ehIaGMnz4cI4cOVLfxZJBkiRJkiRJ9atLly4sWrSIw4cPs2rVKoQQDBw4sN4nkpZBkiRJkiRdY06fPo2iKJWWvn37VrmPoih8/PHHjBw5EoPBQMuWLVm+fLlbnnXr1nHLLbeg1+uJjIzk+eefx2azudJNJhMTJkzAx8eHyMhI5s+fX+k8ZrOZqVOn0qhRI4xGI926dWPt2rXVfp5HHnmE3r1707RpUzp37sycOXM4e/Ysp0+fvpTLUudkkCRJkiRJFQkBFlP9LDV84Dw6Oprz58+7lt27dxMcHEzv3r2r3W/WrFmMHTuWffv2MXToUMaPH092djYAycnJDB06lK5du7J3717ee+89Fi5cyJw5c1z7T5s2jXXr1rFs2TJ++eUX1q5dy65du9zOMXnyZLZs2cI333zDvn37GDNmDIMHD+b48eM1+mwmk4lFixYRGxtLdHR0jfa5UuQ4SZIkSZJUkbUI5kbVz7n/lgI640WzqdVqIiIiAOej7iNGjCAhIYGZM2dWu9/EiRO59957AZg7dy4LFixg27ZtDB48mHfffZfo6GjefvttFEWhdevWpKSkMH36dGbMmEFRURELFy7kiy++oH///gB89tlnNG7c2HX8pKQkFi1aRFJSElFRzms4depUVq5cyaJFi5g7d26VZXv33Xd57rnnMJlMxMXFsXr1anQ63UWvxZXU4FqS1q9fz7Bhw4iKikJRFJYuXeqWLoRgxowZREZG4u3tzYABA9yi07Vr13psglQUhe3btwNVN1P+8ccfV/OjSpIkSdJle+ihhygoKOCrr75Cpar+a71Dhw6u90ajET8/P9LT0wE4fPgwCQkJKIriytOjRw8KCws5d+4cJ0+exGKx0K1bN1d6UFAQcXFxrvX9+/djt9tp1aoVPj4+rmXdunWcPHmy2rKNHz+e3bt3s27dOlq1asXYsWMpKSm5pGtR1xpcS5LJZKJjx4489NBDjBo1qlL6vHnzWLBgAZ999hmxsbG8/PLLDBo0iEOHDuHl5cWtt97K+fPn3fZ5+eWXWbNmDTfffLPb9l9//ZV27dq51oODg6/Mh5IkSZKuHVqDs0Wnvs59CebMmcOqVavYtm0bvr6+Fz/8BSPFK4pSp8NZFBYWolar2blzJ2q12i3Nx8en2n39/f3x9/enZcuWdO/encDAQJYsWeJq+aoPDS5IGjJkCEOGDPGYJoTgzTff5KWXXmL48OEAfP7554SHh7N06VLGjRuHTqdzNUECWK1Wli1bxpNPPukWHYMzKKqYV7p6tFotU6dOdb2vaZokXQ1V1UFZN28QilKjW171bfHixcyePZuff/6Z5s2bX/bx2rRpw+LFixFCuL4vN23ahK+vL40bNyYoKAitVsvWrVuJiYkBICcnh2PHjtGnTx8A4uPjsdvtpKen06tXr1qXRQiBEAKz2XzZn+uyiAYMEEuWLHGtnzx5UgBi9+7dbvl69+4t/vrXv3o8xvfffy9UKpU4e/asa1tiYqIARHR0tAgNDRU9evQQy5Ytu2h5SkpKRF5enms5e/asAEReXl6tPp8kSZJUv4qLi8WhQ4dEcXFxfRflkuzfv18YDAbx0ksvifPnz7uWrKysKve58DtVCCH8/f3FokWLhBBCnDt3ThgMBvHEE0+Iw4cPi6VLl4qQkBDxyiuvuPI/9thjokmTJmLNmjVi//794q677hI+Pj7iqaeecuUZP368aNq0qVi8eLE4deqU2Lp1q5g7d6743//+57FcJ0+eFHPnzhU7duwQZ86cEZs2bRLDhg0TQUFBIi0trbaXqNqfbV5eXo2+vxtcn6TqpKamAhAeHu62PTw83JV2oYULFzJo0CC3jmU+Pj7Mnz+f//73v/z000/07NmTESNGVHoU8kKvvfaaqznQ39+/3nvdS5IkSTemHTt2UFRUxJw5c4iMjHQtnrqp1FSjRo1YsWIF27Zto2PHjjz22GNMmjSJl156yZXn9ddfp1evXgwbNowBAwbQs2dPunTp4nacRYsWMWHCBJ599lni4uIYMWIE27dvd7U+XcjLy4sNGzYwdOhQWrRowT333IOvry+bN28mLCys1p+nLjToCW4VRWHJkiWMGDECgM2bN9OjRw9SUlKIjIx05Rs7diyKovDtt9+67X/u3DmaNGnCd999x+jRo6s914QJE0hMTGTDhg1V5jGbzW5Nf/n5+URHR8sJbmvB4XCQlJQEQExMjFtnw+rSJOlqqKoOyrp5/ZET3F6/6mKC2wbXJ6k6Zf2H0tLS3IKktLQ0OnXqVCn/okWLCA4O5q677rrosbt168bq1aurzaPX69Hr9ZdWaMmj4uJiYmNjAWdHP6PRWKM0SboaqqqDsm5K0o3lmvozKDY2loiICNasWePalp+fz9atW0lISHDLK4RwNfnVpIPlnj173AIvSZIkSZJubA2uJamwsJATJ0641hMTE9mzZw9BQUHExMTw9NNPM2fOHFq2bOkaAiAqKsp1S67Mb7/9RmJiIn/+858rneOzzz5Dp9MRHx8PwA8//MAnn3zCxx9/fEU/myRJkiRJ144GFyTt2LGDfv36udanTJkCwAMPPMCnn37qGo3zkUceITc3l549e7Jy5cpK9xsXLlzIrbfeSuvWrT2e59VXX+XMmTNoNBpat27Nt99+y913333lPpgkSZIkSdeUBt1xu6GraccvqTKTyeQaWOzCvh3VpUnS1VBVHZR18/ojO25fv+qi4/Y11SdJkiRJkiTpapFBkiRJkiRJkgcNrk+SdGPQaDQ8/vjjrvc1TZOkq6GqOijrpiTdWGSfpMsg+yRJkiRd22SfpOuX7JMkSZIkSVK96tu3L08//XR9F+OKkEGSVC+EEGRkZJCRkcGFjZnVpUnS1VBVHZR1U5KujL59+6Ioitvy2GOP1XexZJ8kqX4UFRW5Ji688FHq6tIk6Wqoqg7KuilJV87DDz/M7NmzXesGg6EeS+MkW5IkSZIk6Rpz+vTpSi0viqLQt2/fKvdRFIWPP/6YkSNHYjAYaNmyJcuXL3fLs27dOm655Rb0ej2RkZE8//zz2Gw2V7rJZGLChAn4+PgQGRnJ/PnzK53HbDYzdepUGjVqhNFopFu3bqxdu/ain8lgMBAREeFaGkJfXxkkSZIkSVIFQgiKrEX1stT0Nm50dDTnz593Lbt37yY4OJjevXtXu9+sWbMYO3Ys+/btY+jQoYwfP57s7GwAkpOTGTp0KF27dmXv3r289957LFy4kDlz5rj2nzZtGuvWrWPZsmX88ssvrF27ll27drmdY/LkyWzZsoVvvvmGffv2MWbMGAYPHszx48erLduXX35JSEgIN910Ey+88AJFRUU1uhZXkrzdJkmSJEkVFNuK6fZVt3o599b7tmLQXvw2k1qtJiIiAnA+xTVixAgSEhKYOXNmtftNnDiRe++9F4C5c+eyYMECtm3bxuDBg3n33XeJjo7m7bffRlEUWrduTUpKCtOnT2fGjBkUFRWxcOFCvvjiC/r37w8450Jt3Lix6/hJSUksWrSIpKQkoqKiAJg6dSorV65k0aJFzJ0712O57rvvPpo0aUJUVBT79u1j+vTpHD16lB9++OGi1+JKkkGSJEmSJF3DHnroIQoKCli9ejUqVfU3iDp06OB6bzQa8fPzIz09HYDDhw+TkJCAoiiuPD169KCwsJBz586Rk5ODxWKhW7fyADIoKIi4uDjX+v79+7Hb7bRq1crtvGazmeDg4CrL9cgjj7jet2/fnsjISPr378/Jkydp3rz5Ra7AlSODJEmSJEmqwFvjzdb7ttbbuS/FnDlzWLVqFdu2bcPX1/ei+bVardu6oig4HI5LOmd1CgsLUavV7Ny5E7Va7ZZWNu9hTZQFYidOnJBBkiRJkiQ1FIqi1OiWV31bvHgxs2fP5ueff66TQKJNmzYsXrwYIYSrNWnTpk34+vrSuHFjgoKC0Gq1bN26lZiYGABycnI4duwYffr0ASA+Ph673U56ejq9evWqdVn27NkDQGRk5OV9qMskgySpXmg0Gh544AHX+5qmSdLVUFUdlHVTaigOHDjAhAkTmD59Ou3atSM1NRUAnU5HUFBQrY75+OOP8+abb/Lkk08yefJkjh49yiuvvMKUKVNQqVT4+PgwadIkpk2bRnBwMGFhYbz44otut/hatWrF+PHjmTBhAvPnzyc+Pp6MjAzWrFlDhw4duOOOOyqd9+TJk3z11VcMHTqU4OBg9u3bxzPPPEPv3r3dbg/WCyHVWl5engBEXl5efRdFkiRJqoXi4mJx6NAhUVxcXN9FuSSLFi0SQKWlT58+Ve4DiCVLlrht8/f3F4sWLXKtr127VnTt2lXodDoREREhpk+fLqxWqyu9oKBA3H///cJgMIjw8HAxb9480adPH/HUU0+58lgsFjFjxgzRtGlTodVqRWRkpBg5cqTYt2+fx3IlJSWJ3r17i6CgIKHX60WLFi3EtGnTLvu7tbqfbU2/v+XcbZdBzt0mSZJ0bZNzt12/6mLuNtleLNULIYRrDAyDweD2NEV1aZJ0NVRVB2XdlKQbixxMUqoXRUVF+Pj44OPjU2nAsOrSJOlqqKoOyropSTcWGSRJkiRJkiR5IIMkSZIkSZIkD2SQJEmSJEmS5IEMkiRJkiRJkjyQQZIkSZIkSZIHMkiSJEmSJEnyQI6TJNULtVrN3Xff7Xpf0zRJuhqqqoOybkrSjUWOuH0Z5IjbkiRJ1zY54vbl69u3L506deLNN9+s76K4qYsRt+XtNkmSJEmS6lVqaip/+tOfiIiIwGg00rlzZxYvXlzfxZJBkiRJkiRJ9WvChAkcPXqU5cuXs3//fkaNGsXYsWPZvXt3vZZLBklSvTCZTCiKgqIomEymGqdJ0tVQVR2UdVNqKE6fPu2qixWXvn37VrmPoih8/PHHjBw5EoPBQMuWLVm+fLlbnnXr1nHLLbeg1+uJjIzk+eefx2azudJNJhMTJkzAx8eHyMhI5s+fX+k8ZrOZqVOn0qhRI4xGI926dWPt2rXVfp7Nmzfz5JNPcsstt9CsWTNeeuklAgIC2Llz5yVdl7omgyRJkiRJqkAIgaOoqF6WmnYTjo6O5vz5865l9+7dBAcH07t372r3mzVrFmPHjmXfvn0MHTqU8ePHk52dDUBycjJDhw6la9eu7N27l/fee4+FCxcyZ84c1/7Tpk1j3bp1LFu2jF9++YW1a9eya9cut3NMnjyZLVu28M0337Bv3z7GjBnD4MGDOX78eJXluvXWW/n222/Jzs7G4XDwzTffUFJSUm3QdzXIp9skSZIkqQJRXMzRzl3q5dxxu3aiGAwXzadWq4mIiACcHZRHjBhBQkICM2fOrHa/iRMncu+99wIwd+5cFixYwLZt2xg8eDDvvvsu0dHRvP322yiKQuvWrUlJSWH69OnMmDGDoqIiFi5cyBdffEH//v0B+Oyzz2jcuLHr+ElJSSxatIikpCSioqIAmDp1KitXrmTRokXMnTvXY7m+++477rnnHoKDg9FoNBgMBpYsWUKLFi0uei2uJBkkSZIkSdI17KGHHqKgoIDVq1ejUlV/g6hDhw6u90ajET8/P9LT0wE4fPgwCQkJKIriytOjRw8KCws5d+4cOTk5WCwWunXr5koPCgoiLi7Otb5//37sdjutWrVyO6/ZbCY4OLjKcr388svk5uby66+/EhISwtKlSxk7diwbNmygffv2NbsQV4AMkiRJkiSpAsXbm7hd9dMXRvH2vqT8c+bMYdWqVWzbtg1fX9+L5tdqte7nUxQcDsclnbM6hYWFqNVqdu7cWWksMR8fH4/7nDx5krfffpsDBw7Qrl07ADp27MiGDRt45513eP/99+usfJeqwfVJWr9+PcOGDSMqKgpFUVi6dKlbuhCCGTNmEBkZibe3NwMGDKh0n7Np06aVOrP9/e9/d8uzb98+evXqhZeXF9HR0cybN+9KfzRJkiTpGqAoCiqDoV6Wiq04F7N48WJmz57Nd999R/PmzS/7c7dp04YtW7a49YvatGkTvr6+NG7cmObNm6PVatm6dasrPScnh2PHjrnW4+PjsdvtpKen06JFC7el7PbghYqKigAqtYKp1eo6DeBqo8EFSSaTiY4dO/LOO+94TJ83bx4LFizg/fffZ+vWrRiNRgYNGkRJSYlbvtmzZ7t1anvyySddafn5+QwcOJAmTZqwc+dOXn/9dWbOnMmHH354RT+bJEmSJNWFAwcOMGHCBKZPn067du1ITU0lNTXV1Qm7Nh5//HHOnj3Lk08+yZEjR1i2bBmvvPIKU6ZMQaVS4ePjw6RJk5g2bRq//fYbBw4cYOLEiW7BTatWrRg/fjwTJkzghx9+IDExkW3btvHaa6/x008/eTxv69atadGiBY8++ijbtm3j5MmTzJ8/n9WrVzNixIhaf5660OButw0ZMoQhQ4Z4TBNC8Oabb/LSSy8xfPhwAD7//HPCw8NZunQp48aNc+X19fWtMmr98ssvsVgsfPLJJ+h0Otq1a8eePXv417/+xSOPPFL3H0qqRK1WM3ToUNf7mqZJ0tVQVR2UdVNqKHbs2EFRURFz5sxxe/qsT58+F33cviqNGjVixYoVTJs2jY4dOxIUFMSkSZN46aWXXHlef/11CgsLGTZsGL6+vjz77LPk5eW5HWfRokXMmTOHZ599luTkZEJCQujevTt33nmnx/NqtVpWrFjB888/z7BhwygsLKRFixZ89tlnrn9v9aVBT0uiKApLlixxRZKnTp2iefPm7N69m06dOrny9enTh06dOvHWW28BztttJSUlWK1WYmJiuO+++3jmmWfQaJwx4YQJE8jPz3e7lff7779z2223kZ2dTWBgoMfymM1mzGazaz0/P5/o6Gg5LYkkSdI1Sk5Lcv2qi2lJGlxLUnVSU1MBCA8Pd9seHh7uSgP461//SufOnQkKCmLz5s288MILnD9/nn/961+u48TGxlY6RllaVUHSa6+9xqxZs+rs80iSJEmS1HBdU0FSTU2ZMsX1vkOHDuh0Oh599FFee+019Hp9rY/7wgsvuB27rCVJkiRJkqTrT4PruF2dsj5GaWlpbtvT0tKq7H8E0K1bN2w2G6dPn3Ydx9MxKp7DE71ej5+fn9si1Y7JZMJoNGI0Gj1OS1JVmiRdDVXVQVk3JenGck0FSbGxsURERLBmzRrXtvz8fLZu3UpCQkKV++3ZsweVSkVYWBgACQkJrF+/HqvV6sqzevVq4uLiqrzVJtW9oqIi16Ofl5ImSVdDVXVQ1k1JunE0uNtthYWFnDhxwrWemJjInj17CAoKIiYmhqeffpo5c+bQsmVLYmNjefnll4mKinJ17t6yZQtbt26lX79++Pr6smXLFp555hnuv/9+VwB03333MWvWLCZNmsT06dM5cOAAb731Fm+88UZ9fGRJkiRJkhqgBhck7dixg379+rnWy/oAPfDAA3z66ac899xzmEwmHnnkEXJzc+nZsycrV6509VzX6/V88803zJw5E7PZTGxsLM8884xbXyJ/f39++eUXnnjiCbp06UJISAgzZsyQj/9LkiRJkuTSoIcAaOhq+gihVJnJZHINUV9YWIjRaKxRmiRdDVXVQVk3rz9yCIDrV10MAXBN9UmSJEmSJEm6WmSQJEmSJEmS5EGD65Mk3RhUKhV9+vRxva9pmiRdDVXVQVk3Jamyvn370qlTJ9588836Lkqdk0GSVC+8vb2rnF+oujRJuhqqqoOybkrSlfHhhx/y1VdfsWvXLgoKCsjJySEgIMAtT3Z2Nk8++SQ//vgjKpWK0aNH89Zbb7n6CV4J8k8hSZIkSZLqVVFREYMHD+Zvf/tblXnGjx/PwYMHWb16Nf/73/9Yv379FX8qXQZJkiRJknSNOX36NIqiVFr69u1b5T6KovDxxx8zcuRIDAYDLVu2ZPny5W551q1bxy233IJerycyMpLnn38em83mSjeZTEyYMAEfHx8iIyOZP39+pfOYzWamTp1Ko0aNMBqNdOvW7aItsE8//TTPP/883bt395h++PBhVq5cyccff0y3bt3o2bMn//73v/nmm29ISUmp9tiXQwZJUr0wmUyEhoYSGhrqcVqSqtIk6Wqoqg7KunljEEJgNdvrZanpqDzR0dGcP3/etezevZvg4GB69+5d7X6zZs1i7Nix7Nu3j6FDhzJ+/Hiys7MBSE5OZujQoXTt2pW9e/fy3nvvsXDhQubMmePaf9q0aaxbt45ly5bxyy+/sHbtWnbt2uV2jsmTJ7Nlyxa++eYb9u3bx5gxYxg8eDDHjx+/xJ9EuS1bthAQEMDNN9/s2jZgwABUKhVbt26t9XEvRvZJkupNZmZmrdIk6Wqoqg7Kunn9s1kcfPjUuno59yNv9UGrV180n1qtds01WlJSwogRI0hISGDmzJnV7jdx4kTuvfdeAObOncuCBQvYtm0bgwcP5t133yU6Opq3334bRVFo3bo1KSkpTJ8+nRkzZlBUVMTChQv54osv6N+/PwCfffYZjRs3dh0/KSmJRYsWkZSURFRUFABTp05l5cqVLFq0iLlz59bmspCamuqaWqyMRqMhKCiI1NTUWh2zJmSQJEmSJEnXsIceeoiCggJWr1590acuO3To4HpvNBrx8/MjPT0dcN7SSkhIQFEUV54ePXpQWFjIuXPnyMnJwWKx0K1bN1d6UFAQcXFxrvX9+/djt9tp1aqV23nNZjPBwcGX9TnrgwySJEmSJKkCjU7FI2/1qbdzX4o5c+awatUqtm3bhq+v70Xza7Vat3VFUXA4HJd0zuoUFhaiVqvZuXMnarV7i9jlPIUWERHhCubK2Gw2srOzXS1qV4IMkiRJkiSpAkVRanTLq74tXryY2bNn8/PPP9O8efPLPl6bNm1YvHgxQghXa9KmTZvw9fWlcePGBAUFodVq2bp1KzExMQDk5ORw7Ngx1/hh8fHx2O120tPT6dWr12WXqUxCQgK5ubns3LmTLl26APDbb7/hcDjcWrbqmuy4LUmSJEnXmAMHDjBhwgSmT59Ou3btSE1NJTU11dUJuzYef/xxzp49y5NPPsmRI0dYtmwZr7zyClOmTEGlUuHj48OkSZOYNm0av/32GwcOHGDixIlut/hatWrF+PHjmTBhAj/88AOJiYls27aN1157jZ9++qnKc6emprJnzx5OnDgBOG/b7dmzx/V52rRpw+DBg3n44YfZtm0bmzZtYvLkyYwbN87V9+lKkEGSJEmSJF1jduzYQVFREXPmzCEyMtK1jBo1qtbHbNSoEStWrGDbtm107NiRxx57jEmTJvHSSy+58rz++uv06tWLYcOGMWDAAHr27Olq2SmzaNEiJkyYwLPPPktcXBwjRoxg+/btrtYnT95//33i4+N5+OGHAejduzfx8fFuQxR8+eWXtG7dmv79+zN06FB69uzJhx9+WOvPWxOKqOnzhlIlNZ1FWKqsuLjY9ajq+vXr8fb2rlGaJF0NVdVBWTevP9XNFC9d26r72db0+7tWfZJOnTrFb7/9xqZNmzh37hyZmZkYDAZCQ0Np3749ffr0oXfv3uh0utocXroBeHt7s3379ktOk6Sroao6KOumJN1YahwkCSH45ptveP/999m4caNr24WWL1/O3LlzCQwMZOLEiTzxxBPExsbWXYklSZIkSZKughr1SVq5ciUdO3Zk/PjxHD58mEmTJvHxxx+zd+9eUlNTsVgs5OXlkZiYyMqVK5k5cyZt2rThjTfeoE2bNkyZMoWcnJwr/VkkSZIkSZLqTI1akso6SC1fvpzBgwej0VTezdfXF19fX5o0acLAgQN5+eWXOXPmDB999BFvv/02AQEBzJgxo84/gHRtKioqom3btgAcOnQIg8FQozRJuhqqqoOybkrSjaVGQdLq1atdQ5BfiiZNmjBnzhymTp1KYmLiJe8vXb+EEJw5c8b1vqZpknQ1VFUHZd28fsmf5/WnLn6mNbrdVpsACXBNABkQEEB8fHytjiFJkiRJV0rZCNRFRUX1XBKprpX9TC8cZfxS1Ljj9rJlyxg+fHiND2wymRgyZAjr16+vVcEkSZIk6UpTq9UEBAS4prwwGAxuc5dJ1x4hBEVFRaSnpxMQEFBpepRLUeMg6d577+Xnn392DT1eneLiYoYOHcqmTZtqXTBJkiRJuhrK5v66cG4w6doWEBBw2fO61ThI0ul0jBgxgt9++63aW2fFxcXccccdbNiwgREjRlxW4SRJkiTpSlMUhcjISMLCwrBarfVdHKkOaLXay2pBKlPjIOnHH39k8ODBDBkyhA0bNtCyZctKeUpKSrjrrrtYu3Ytw4YN47vvvrvsAkqSJEnS1aBWq+vki1W6ftQ4SOrVqxfffvsto0aNYuDAgWzatMltUjmz2cyIESNYs2YNQ4cO5fvvv/c4VIAkgfMvt7JHqS+8/19dmiRdDVXVQVk3JenGcslzt3355ZdMmDCB1q1bs2HDBoKCgrBYLIwYMYKVK1cyePBgli1bdlm9ya8Vcu62a5jdCpnHIe8c5J11vhamgbUY7Bbn4rCDzgBaI+iMoPcF3wjwiwLfKOerTzio5R8DkiRJ15IrNnfb+PHjyc7O5qmnnmLIkCH8/PPP/OlPf2LlypXcfvvtLF269IYIkKRrjN0GpzfA6Y1wdisk7wRrHTzyq9JCcHMIaVW+hLaC0NaglZOfSpIkXctq9Sfwk08+SXZ2NrNmzaJZs2bk5+dz2223sWzZMjmprdSwJO+CPV/CwaVQlOmepvOFoKbg1xj8G4NfJGgNoNaBRg+KyhlIWUxgKYKSPCg471zyU5yvDitkHHEuFSlqCI2DyI7lS0R7Z2uUJEmSdE245NttFT399NMsWLCAvn37smLFCry8vOqybA2evN1We0VFRXTt2hWA7du3V5qWpKq0GhECTqyBTW86W4/KGEKg5e0Q3Q1iukNIHKhqNJ6qZw4H5J+DzGOQccz5mnnMGTAVZXneJ7gFRMVDoy7OJaK9bHFqgKqqg5ddNyVJahBq+v1d4yCpql8GZrMZrVaLysOXjaIorlG3r0cySKo9k8mEj48PAIWFhRiNxhqlXVTaQfh5enlwpNJAu5HQcRzE9r06/YeEcLYynd/rvuQnV86r0kBY2/KgqVEXZwuUSj5hU5+qqoOXVTclSWow6rxPUlhYmHyaQ2q4bBb4fQ5s/jcIB2i8oOufofvj4N/okg/ncAjSC8wk5xaTnl9Cic2O2erAbHNgtTvQaVQYdRqMejVGvQaDTkOoj54Ify90GpWzU7dfFMQNKT+oKRNS9kDKLmefqOSdYMqA1H3OZeciZz6tsbS1qUKLk380yH9/kiRJV1WNg6TTp09fwWJI0mXIPA7fP+QMNADa3AUD50BgkxrtbrU7OJSSz44zOew8k83BlHxScoux2i/9TrSiQIiPnih/LyL9vYkK8CY6yJuWYb60DPchrEV/lJYDnJmFcD5VVxYwJe+C83vAUghnNjqXMsbQ8oApqjM06gyGoEsunyRJklRz8tll6dp24lf474NgzgfvIBj+NrS+46K7FVlsrD6Uxor951l/LJNiq71SHrVKIcLPi0h/L7x1avQaNXqNCq1awWJ3UGi2YzLbMJltFJptpBeYsdgcZBSYySgws/dcXqVj+nppaBHmQ8swH1qG+dIi3Ie20YMJazvc2VLrsDv7NbkCp53OW4imDDi20rmUCYytcJuuM0R0cA5ZIEmSJNWJBhckrV+/ntdff52dO3dy/vx5lixZ4ja9iRCCV155hY8++ojc3Fx69OjBe++95xoB/PTp07z66qv89ttvpKamEhUVxf3338+LL77oevLu9OnTxMbGVjr3li1b6N69+1X5nFId2LEIfprivL0WcyuMWeQcx6gaSVlFLNx4ih92JVNgtrm2+3lp6NIkkJubBhEfHUCTECPhvno06pp37BZCkG2ykJJbQkpeMedzi0nJKyEx08TJ9EJOZ5koKLGxOymX3Um5bvuG+OhoG+XPTVF+tIsKoF30SGI6jkelUsBaAqn73QOn7JOQk+hcDnzvPIiihvC27i1Ooa3lOE6SJEm1VKPfnn//+9/561//WusnOf744w+ysrK4446L/4VvMpno2LEjDz30EKNGjaqUPm/ePBYsWMBnn31GbGwsL7/8MoMGDeLQoUN4eXlx5MgRHA4HH3zwAS1atODAgQM8/PDDmEwm/vnPf7od69dff6Vdu3au9eDg4Fp9PqkebP0Afn7O+b7TeLjzTdBUPfxEal4Jr686ytI9ydgdzttoMUEG7uoYxeCbImgb6ecMSC6DoigE++gJ9tHTvrF/pXSzzU5ipokT6YUcTyvkRHohx9IKOJlRSGahhfXHMlh/LMOV30evoW2UH+2i/GgXFUm7JvfRousjaNUqKM6BlN3lt+mSdzoHw0zd71x2fuo8iNYAkZ2cLU1lLU4BTWT/JkmSpBqo0dNtPj4+GI1GHn/8ce6//36aN29+0QNbLBaWL1/ORx99xK+//sq8efN49tlnL61wiuLWkiSEICoqimeffZapU6cCkJeXR3h4OJ9++injxo3zeJzXX3+d9957j1OnTgHlLUm7d++mU6dOl1SmiuTTbbVXVFTkmt7h0KFDlYYAqCoNgB2fwP+ecb7v8RQMmFXll77V7uDTTad589djmCzOW2p9WoUyqWcsPVuEXHZgVBeKLXaOpOZzMKVsyeNIagEWm6NSXp1GResIX9pF+dE2yp92UX60ifDDW6tyjt1UsbUpZQ9YCiqf0BAM4Tc5n6oLawPh7ZxP1MkxnFyqqoMXrZuSJF0T6vTptmPHjvHiiy/y6quvMnv2bDp16kT37t3p0qUL4eHhBAQEUFJSQnZ2NkePHmXr1q1s3LiR/Px8mjZtytdff83YsWMv+0MlJiaSmprKgAEDXNv8/f3p1q0bW7ZsqTJIysvLIyiocifXu+66i5KSElq1asVzzz3HXXfdVe35zWYzZrPZtZ6fn1/LTyIZDIYqHwaoLo1jv8BPpcF2zynQf0aVAVJiponJX+3iYIrz5xQfE8DMYe3oGB1weYWvY946NfExgcTHBLq2We0OTmYUciDZGTQdTMnnUEo+hWYb+87lse9cHnAWAJUCsSFG2kb50zayHe2aJNA2wY8QgxayjrsHTqkHnGM4Ja5zLhUFxJQHTmWvIa2cA2veYKqqg9XWTUmSrjuXNJjkiRMn+OCDD/j888/JyMjwOCSAEAKVSkWfPn147LHHGDlyZK0nur2wJWnz5s306NGDlJQUIiMjXfnGjh2Loih8++23HsvcpUsX/vnPf/Lwww8DkJmZyeeff06PHj1QqVQsXryYefPmsXTp0moDpZkzZzJr1qxK22VL0lVyfi98MgSsJucttuHvVBkg/W9fCs8v3k+h2UagQcvzQ1ozpkt0g2g5qi2HQ5CUXeRqbTqQks/h8/lkFJg95g/z1dM2yo+2kX60i/KnbZQfTfxUqDIOQdohSD8M6aWvhameT6qondOuVAycQltDYNMbMniSJOn6UOeDSVYkhGD//v1s2rSJc+fOkZWVhbe3N6GhobRv355evXoREBBwOeV3Fu4yg6Tk5GT69OlD3759+fjjj6s914QJE0hMTGTDhg1V5vHUkhQdHS2DpKuhOBfe7+mcjDa2D4z/3mMfJCEEb/56nLfWHAfgltgg/n1vPOF+1+9o8OkFJRxKyefQ+XzXa2KmCU//so06Na0j/WgV7kurcJ/yoQnUJpSMI+VBU/phSD/onIrFE0Xl7NsU3AJCWjoDqeCWznW/KNnnSZKkBu2KTXALzuClQ4cOdOjQodYFrI2ICOeTS2lpaW5BUlpaWqW+RSkpKfTr149bb72VDz/88KLH7tatG6tXr642j16vR6+Xfz3XheLiYnr37g04n2j09vbGZDWhoKDYFPc0Ly/nU2x5Z52PvY/93GOAZHcIZiw7wJdbkwB4rE9zpg5sdUlPqF2Lwny9CIvzom9cmGubyWzjSGpBeeBU2s/JZLGz80wOO8/kuB3D10tTOixBN1qG96dlK19ahhqJVOeiuIKm0panzOPOvk5lT9eduODfjdbgDJqCmjvHqgps6lwCmjgHxaymg31D4al+VrddkqTr0zX1bHBsbCwRERGsWbPGFRTl5+ezdetW/vKXv7jyJScn069fP7p06cKiRYs8TplyoT179rgFXtKV5XA42LFjh+v9hnMbeHads6/Rqze/6pbGvu/gwGLnrZ/RH4N3gIfjCab9dy8/7E5GUWD28Jv4U/eaDSZ5PTLqnUMadGlS3s/JZneQmGni0Pl8jqcVcjy9gONp5UMT7ErKZdcFQxP46DU0D/OhZVgvWoUPoWVrX5qFGGikLUCTc9IZMGWdKF9yTjsnBS57yu5Ciso5oXBgE+cS0LR8dHK/Rs5JhhtAB/IL6+fFtkuSdH1qcEFSYWEhJ06ccK0nJiayZ88egoKCiImJ4emnn2bOnDm0bNnSNQRAVFSU65ZccnIyffv2pUmTJvzzn/8kI6P8keqylqjPPvsMnU5HfHw8AD/88AOffPLJRW/JSVeG3WFn7ta5FNuKAXh1bYWnIHPOlHfU7vsCNL650v5CCGb/7xA/7E5GrVJ4a1wn7uwQdTWKfk3RqFW0DPelZbh7EFI2NIEzcCrkeFoBx9MLOZ1potBsY+/ZXPaezXXbR6tWiA40EBtyE01DutG0mZHYrkaaBmqJEumosk9AdqIzaMo943zNOQ22EshLci6nq7i1rfdzBk2+kc5XYygYQ5yvhpDS9yHO99rr9zaqJEn1r8EFSTt27KBfv36u9SlTpgDwwAMP8Omnn/Lcc89hMpl45JFHyM3NpWfPnqxcuRIvL+cvy9WrV3PixAlOnDhB48aN3Y5dsfvVq6++ypkzZ9BoNLRu3Zpvv/2Wu++++yp8QulCh7IOca7wHF4OBwYhyKzYn2X5k85bOzEJ0GuKx/3fXXuSTzefBmD+mI4yQLpEeo2a1hF+tI5wvy9vsTk4k2XiWFmrU2kAdTqrCIvNwalME6cyK09grdeoaBJsICboFhoH9qFxtDeNO3jTOMCbaF0+fiUpKDmlgVNuEhSkOIcvyE9xjpxuzoeMfMg4cvHC63zBGFwhgAp2DnHg5V+6BFR4X2HReMl+U5IkXVStOm5LTnKcpNqrOJv6G1veYOHRhQwsNBFniOQtay6HHj0EQOELvhh9/eGxjR7nYlt9KI2HP3fe/pg5rC0Tbm1Csa2YAksBJqsJh3CgVqnRqrT46/3x1frKiZovk8MhSMkr5nRmEYlZJk5nOpfELBNJWUXYHNX/SjHq1IT5eRFs1BFk1DkH4DTqCPbREaK1EOTIItCWgZ81A6M5A70lG705G1VxJoopC4oyndO0OGzVnqdaal15wKT3A72PM+DS+4DOB5NDh8/wfwDO1m2j0Qi419uK2yVJurZc0Y7bklSXjmcdA6CT2cKt/afx1voX3TMMe9NjgLQl6ThTfvoOfXgSjcMK+SY1izf+cx6HqLqviFpR46/3J8oYRWPfxkT7RhPtG03LwJa0CGiBl0bevrkYlUqhcaCBxoEGerYMcUuz2R0k5xaTmGnibE4x53KKSM4p5lxOMcm5xWQUmDFZnLf3Ej20QpXTAJGlS+kWlYKPlwYfvQYfXzVBmhJCVfkEKwWEKPkEijwCRB6+FGJ0mDCIQgz2QrzshXjZC9DZCtBaC1HhALvFGWiZMjyf3iL/dpQkSQZJUgNwPOsgAK0UL5q1vJOYXe9zCGdLEj2egZtGA87bpYezD7Pi1Ap+TfqV5MJkCAMdkG4DCsuPqVE0GHVG1Ioam8OG1WGl2FaMXdjJLskmuySbA1kH3MqhUlQ09WtKXFAcnUI7ER8WT6vAVqhV6qtwFa4PGrWKJsFGmgR7bmEpsdpJyS0ms9BCVqGZLJOFrEILWSYzWYUW8kusFJQ4JwwuLCmdPNhiQwiwOQS5RVZyi6wVjmgoXcJrVD4FB0ZK8KMIP6UIP0z4KUUYKcaomDFSjI9SQmfHXmD35V4OSZKucTJIkupNSIizFSK5JBOVXkXL8HgUtYZejXuz2vdX9Cod9H0Oq93KytMr+ezgZxzNOeraXwgVKktjRrfryU2hrWji14Ro32j89f7o1fpKt9Usdgu55lxySnI4V3iOcwXnOFtwljP5ZziWc4zskmxO5Z3iVN4pfk78GQCj1kiHkA7Eh8fTOawzHUM7ytamy+ClVdMs1IdmoTXfx+EQFFntFJbYKDRbKTTbMZltlFjtmG2OSq9mq4MSm73Sq8XmwGZ3YLULrHYHVruDEocg3+bA5hBuacUFEGLYg02pPFxBWb2VJOn6d1lBksVi4ddff+XIkSOYTCZefvllAEpKSsjPzyckJKRGj99LNx6j0UhGRgaJeYnctfQujA4HQRGdAOjfsj9f//trfLW+fHHiC7479h3pRekA6NV6OgTdyvrdjbEVtuDD+29lYLuIGp1Tp9YRZggjzBBGXFCcW5oQgsziTI5kH+Fg1kH2pO9hb8ZeCq2FbDm/hS3nt7jO3zmsMwlRCdwadSstA1uiUmQdv5JUKsV5i02vAa5OgLrx07U8P82XXYGD3fodldVbSZJuDLUOkpYvX84jjzxCRkYGQggURXEFSfv27SMhIYH//Oc/3HfffXVWWOn6k1aUBkC4zQ4RNwHQOawzId4hZBZn8vaetwEI8Q5hfJvxjGx+N+Pe34utoJAxXRrXOEC6GEVRCDWEEmoIpVfjXoBzaIITuSfYnb6b3em72ZG6g/TidFfQ9K+d/yLIK4jukd1dQVOYIewiZ5KuCWotAMrldA6XJOmaV6sgadOmTdx9991ERkby1ltv8ccff/D111+70m+55RZatGjB4sWLZZAkVSvNVBok2W0Q4mzd0aq1LOi3gH/u+CcalYZhzYcxNHYoOrWOjzec4nh6IYEGLS/e0eaKlk2tUhMXFEdcUBzjWo9DCMGpvFNsSXEGSdtTt5Ndks2KxBWsSFwBQKvAVvRo1IMeUT2ID4tHp274o0tLHqicvxpVMkiSpBtarYKkV199lYCAAHbu3ElISAhZWVmV8tx8881s3br1sgsoXZ+Ki4sZMmQIKQXn0D6md7Yk+Td2pT055kkAfv75Z9fUD+n5Jbz5q3NOtumDWxNguLoBiKIoNA9oTvOA5tzf9n6sdit7MvY4g6aULRzMOsixnGMcyznGogOL8NZ40y2imytoivaLvqrllWrPbIO+n5owqTey/vFit2lJhgwZArjXTUmSrk+1CpK2bt3K3XffXW0HxujoaJYtW1brgknXN4fDwbp16wBoK9oSrmidY9RckFZx6oe//3yEQrONjtEBjL25/gMOrVpL14iudI3oyl87/5Wckhz+OP8HG5M3sil5E1klWaw9t5a159YCEOMbQ49GPejZqCc3h9+MQWuo3w8gVcmhqFl3xg5kV5qWxFPdlCTp+lSrIMlsNl908MTc3FzZaVuqsWCdf7XpJ9ILWbInGYDZd7VDpWp4A0IGegUyJHYIQ2KH4BAOjuUcY2PyRjanbGZ32m6SCpJIOpLE10e+RqvS0jm8Mz2jetKjUQ9aBLSQg1w2JKV9kiRJurHVKkhq1qwZ27dvrzbPli1baN26da0KJd14/L2rf6z6vbUnEQJubxtOx+iAq1Ooy6BSVLQOak3roNb8uf2fKbQUsi11G5uSN7EpZRPJhclsPb+Vree3Mn/nfMIMYfSI6kGPRj3oHtkdf331QaN0ZSmyL5kkSdQySBo9ejRz5sxh0aJFPPjgg5XS//nPf3LgwAHmzZt32QWUbgz+hqoHzjmbXcTS0lakyf1aXK0i1SkfnQ+3xdzGbTG3IYTgTP4ZNqVsYmPyRudTc0XpLDmxhCUnlqBSVHQI6cCtjW6lZ1RP2ga3lQNaXmWKWg4hJ0lSLYOkadOmsXjxYv785z/z1VdfYTabAXjuuefYsmULmzdvplOnTkyePLlOCytdv6oLkt5fdxK7Q9CrZcg10Yp0MYqi0NS/KU39mzK+zXjMdjM703Y6W5mSN3Ey7yR7MvawJ2MP7+55lwB9AF0junJz+M10Ce8ix2a6ChSNvN0mSdJlTHCbk5PD5MmT+e6777Db7eUHVBTGjh3Lu+++S2BgYJ0VtCGSE9zWXsWJQnvOa8PHqwLQ+UXS6M03sAYHu9JOJmcy+J1tWOwOvns0gVtig+qz2FfF+cLzbErZxOaUzWxJ2UKhtdAt3U/nR+fwztwcfjM3h99MXFAcGpVs+ahLvy3/jP7DJwJygltJuh5d8QluAwMD+fLLL1mwYAHbt28nOzsbPz8/unbtSnh4zeZRkm5sBoOBYlsxozc7cJzLoYQcUmfNJnjBWxgMzie/PtmUiMXu4JamQTdEgAQQ6RPJ3a3u5u5Wd2N1WDmQeYDtqdvZmbaT3em7ybfks/bsWtaeXQs4p07pFNbJFTS1C26HVnY8viwqlRaDFgSVO9OX1U1Jkq5/tQqSbrvtNnr06MGrr75KcHAwgwcPrutySdc5o9FIUmYSfb/tQ7cF5S2Rpk2biMjKwmQykVVopsc/fgNg8m3XZl+ky6VVaYkPiyc+LB4Aq8PKkawj7Ejbwc60nexK20WBtcB1qw7AS+3FTSE30T60PR1COtA+pD3hRvmHy6Uw+Phi+psfyepGlaYlMZlM9VgySZKuplqPk9S9e/e6Lot0gymwFNAoCwKKQNHr8O4UT9HWreT/vJKQRx9h4cZESqwOOjb2p1dLOakoOIOm9qHtaR/angdvehC7w87x3OPsTNvJjlRn4JRjzmFH2g52pO1w7RduCKdDqDNgah/SntZBrfHR+dTjJ2nYlNKWOLWwXySnJEnXs1oFSa1bt+bMmTN1XRbpBlNkK6JxprNLnL55U3wHDaRo61ZMmzah/dOD/GeLs4490U+OIVQVtUrtGmpgfJvxrqlT9mbsZV/GPvZn7udE7gnSitJYfWY1q8+sdu3b2Kexa9qVuEDna5QxSl5rQFUWJCGnJZGkG1mtgqQnn3ySyZMnc+jQIdq2bVvXZZJuACUlJTwy9mFSTyQxWR+FX5Om+PToQRqQs3MHA3v242yemR6PzWVAG3mrqKYqTp0yquUoAIqsRRzMOsj+zP3sz9jP/sz9pBWlca7wHOcKz7EmaY1rf1+tL62CWrmCprigOFoEtECv1tfXR6oXVrvgjq+KsJLC8udK8PLyApz1dvTo0QAsXrzYtV2SpOtTrQeT7Nu3L927d+fRRx91ddb29Bdo7969L7uQ0vXHbrez6bfNzvctQde0GdqYGFSRkdiTkzl2yNm/5qnbmjfI0bWvJQatwTV9SpncklyO5hzlSPYRjuUc42j2UU7mnaTAWsDOtJ3sTNvpyqtW1DT1a+oWNDXzb0aUT9R1OxSBUNSsOG4DbG5P79rtdlasWOF6L0nS9a1WQVLfvn1RFAUhBPPnz6+2eV7+IpFqQhMRid0h2GVsRCuSXdv7tZatSFdCgFcA3SK70S2ym2ub1W7lVN4pjuYc5Wh26ZJzlFxzLifzTnIy7yQrEle48uvVepr6NaWZfzNi/WOJDYilmX8zmvg1ueZbnhSNHHFbkqRaBkkzZsyQ/RakOqUOCuSrbUns9oqkVX0X5galVWtdrUU0d24TQpBelF4eOOUc5WTuSc7kn8FsNzu35xx1O45KUdHIpxFN/ZoS4xdDtG800b7RxPjG0Min0TUxPIFKI8edkiSplkHSzJkz67gY0o1OFRDIR7+fwi8wpr6LIlWgKArhxnDCjeH0blx+69zmsJFcmExiXiKn8k5xKvcUifmJJOYmUmAt4GzBWc4WnKVCoyDgDKAijZE09m1MjK8zgIr0iSTS6FxCvEMaxC08tZy7TZIkLmMwSUmqS3sLFM5mFxMSHgNqOU9ZQ6dRaWji14Qmfk3oG93XtV0IQWZxJqfyTpFUkMTZfGewlFSQxNmCsxTbikkuTHZN8OvpuBGGCFfgFGGMINQ7lFDvUIK9gwk1hBLsFYyX5sp2mFa0FY5vt17Rc0mS1HDJIElqEFYlO+f/G3xzLPo9zeHI4XoukVQbiqIQaggl1BDq1t8JnAFUVkkWSflJrsDpXME5Uk2pnDedJ60oDZvD5nrqrjq+Wl9CDCGEeLsvod6hBHoFEqAPwF/vT4A+AB+tzyV3D1DrvctXrEVAwCXtL0nS9aFWQZJKparRLx1FUbDZ5DgjUvUcCqw56xzFuH+bcLzbtYWf/lfPpZLqmqIormCmc3jnSuk2h42MogxSTCmcN513Bk+F58ksznRbLA4LBdYCCvIKSMxLvOh51Yoaf72/c9H5uwVQZdt9db74aH1cr7n2kvIDWEuqPrgkSde1WgVJvXv39hgk5eXlcfz4cUwmEx07diQgIOByyyddp4xGI299OIrb5x/C7K2QnG9Bp1HRPTaYks5dOBTXGkNCdzmB6A1Eo9I4b7P5RFaZRwhBviWfrOIsMoszySjOcAugMoozyC3JJdecS545jxJ7CXZhJ7skm+yS7EsqT6dF7fh7eiZGXfnvOqPRSC3nBJck6RpUqyBp7dq1VaYVFRXx/PPPs3LlSlavXl1lPkmyFxU5X3XOjrqdYwLw1qlROrQHoOTAQYTdjiL7KEmlFEVxtf40C2h20fwlthLyzHnkmnPJt+STay4PoMq255nzKLQWUmgppMBSQKG1kHxLATbsbPf2YpBNtiRJ0o2qzvskGQwGFixYQNeuXZk2bRqLFi2q61NI14tiZz8kq9YZJN0U5Q+AvkULVP7+OPLyKFy7Ft/+/eutiNK1zUvjhZfG65In+H1zx3ssPPguVkVBWIqQA55I0o3pij1r26tXL3766acrdXjpGldSUsJn/9nH08nJFJTWwrZRfgCY7XamlRTzdHIyZ2bNwnzqVD2WVLoRaewKSW8n8d3CdPLzc1zbS0pKGDNmDGPGjKGkRLYwSdL17ooFSRkZGRQWFl6pw0vXOLvdzt5DWfxSWEBx6bQj7Upbkux2Oz/u28cvhQWYU9NIHDmKjAX/xlFcXJ9Flm4gOkVD/o58juwpwlxU/nvMbrfz/fff8/3338vZBCTpBlDnQZLD4eA///kP3377LZ06darrw0vXIbNajVql0Cy0cidtY7dbEGYzme++y4mBA8n+/HMc8i946Qrz0pYPJmkzF9VjSSRJqk+1nuDWE5vNRnp6OlarFa1Wy2uvvXZZhZNuDBa1hkh/L7TqyjF74/few7FxE+mvv441OZm0ua+R9dHHBD/8MAH3jEWlv7bnCJMaJq2qfOoUu6WKFsxjq6HTcJBTNEnSdatWLUkOhwMhRKVFq9Vy00038cgjj7Bz50769OlT1+WVrkMWjYZGAd4e0xRFwW/wIJr/vIKIWbPQREViy8ggbe5cTt4+kOzPPsNRJP/Sl+qWrsK0JPaqWpL+OwH++wBYTFepVJIkXW21CpJOnz5NYmJipeXkyZPs2LGD9957j3bt2tWqQOvXr2fYsGFERUWhKApLly51SxdCMGPGDCIjI/H29mbAgAEcP37cLU92djbjx4/Hz8+PgIAAJk2aVKl/1L59++jVqxdeXl5ER0czb968WpVXunxWjZbGgYZq8yg6HYH3jKXFypVEzJyJJjISW3o6aa/9nRO39Sfzvfew5+dfpRJL17uKLUkOSzVB+KFl8MkgyD17FUolSdLVVv8zSV6gbCDKd955x2P6vHnzWLBgAe+//z5bt27FaDQyaNAgtydNxo8fz8GDB1m9ejX/+9//WL9+PY888ogrPT8/n4EDB9KkSRN27tzJ66+/zsyZM/nwww+v+OeTKivRhRFdILBZLt4RVtHpCBx3D81XrSRi9iy00dHYc3PJeGsBJ/rdRvr8f2HLzLwKpZauZ1p1eZAkzFU8gNLneTCGQup++KgfJFWei06SpGucqAWVSiVmz55dbZ45c+YItVpdm8O7AGLJkiWudYfDISIiIsTrr7/u2pabmyv0er34+uuvhRBCHDp0SABi+/btrjw///yzUBRFJCcnCyGEePfdd0VgYKAwm82uPNOnTxdxcXGXVL68vDwBiLy8vNp8vBtaYWGhAAQg/vngYvH2o2vET+/urZRWWFhY7XEcVqvI/fF/4uSdw8ShuNbiUFxrcbhDR3F+9qvCUvrzlqRLtfrYalcdPPH5X13bC8+fLK+bWalC5JwR4t0eQrziJ8SsYCF+f00Ia0k9llySpJqo6fd3rVqSRGkfpJrkq0uJiYmkpqYyYMAA1zZ/f3+6devGli1bANiyZQsBAQHcfPPNrjwDBgxApVKxdetWV57evXuj05X3Oxg0aBBHjx4lJ6d8TJQLmc1m8vPz3RapdgwGAx8PjWNZ74notc5H/xP3ZpKWmI/BYKCwsJDCwkIMhovchtNo8L/zDmKXLaXxu+/g1aEDwmwm58svOTFwECl/exHzqYvP7yVJFfkafWn7QVuG/rslBlHekmTIPULhC74Uzr8ZQ2AYBMTAQyuh7XBwWGHta/B+TzixBuT0JZJ0zbui4yR5e3vujFtbqampAISHu4+eGx4e7kpLTU0lLCzMLV2j0RAUFOSWx9MxKp7Dk9deew1/f3/XEh0dfXkf6AamKAo+qLAGtHCbB/Dw5hQURcFoNGI0Gms8e7uiUuF72200/fYbYhZ9gqF7d7DZyPvhB07dcQfnnn6GksOHr9THka4zeo0elV6F8FKhtpT/MaSk7MKoUzA261peN/U+MOYzuHsRGMMg8xh8MQo+GwanN8pgSZKuYTUeAuDzzz93W9+zZ0+lbeAcbO3s2bN8/vnn3HTTTZdfwgbkhRdeYMqUKa71/Px8GShdBpUdTAFRADS+OZRzOzI4tSeDPvfGoahq91i1oigYExIwJiRQvGcPmR9+ROFvv1GwciUFK1di7NObkEcfxdC58iz0klSmrOO2RVFQleSVJyTvcr5GxbvvoChw0yho3g/W/gN2LITTG+DTDRDVGRKegDbDQCOHrJCka0mNg6SJEye6/nJSFIVly5axbNmySvnKbrF5e3szc+bMuillqYiICADS0tKIjCyfKTwtLc01cGVERATp6elu+9lsNrKzs137R0REkJaW5panbL0sjyd6vR69HJenTpjNZt7dl0yJ8Qvu6TuNtj2jSNufTXGBlXMnMnl57jQAPvjgg1pfc+9OnYh+9x1Kjh4j66OPyF+xAtO69ZjWrcdw880EP/YYxh631ri1SrpxCJvg3EfnyBAC+wjf0o0Cc9JOHl1aDIeW88F/JlSum96BMOTvkPA4bHwD9nwFKbtg8SRnWvsx0Gk8RHaU4ytJ0jWgxkFS2US1QggeeughRowYwfDhwyvlU6vVBAUFkZCQQGBgYN2VFIiNjSUiIoI1a9a4gqL8/Hy2bt3KX/7yFwASEhLIzc1l586ddOnSBYDffvsNh8NBt27dXHlefPFF16CXAKtXryYuLq7Oyyx5ZrVaWXs+H/iNMb2nENXIl8atA0ncm8npA+l89tlnALzzzjuXHZh6xbWi0T9fJ/TJyWR9vJDcpUsp2rGDoj//Ga927Qh+9BF8BwxAUTW4hz2leqI4FHI35TpXBpe2JOWcxmbK4bO9Vtj7P95ZZKu6bgbEwJ1vQL8XYfvHsOtzyE+GbR86l8Cm0PpOiBsKMd1Bpb4aH0uSpEtU4yDpgQcecL1ft24dI0eO5K677qrzAhUWFnLixAnXemJiInv27CEoKIiYmBiefvpp5syZQ8uWLYmNjeXll18mKiqKESNGANCmTRsGDx7Mww8/zPvvv4/VamXy5MmMGzeOqCjnrZ377ruPWbNmMWnSJKZPn86BAwd46623eOONN+r880ieWR1W13uBHYOPlph2wSTuzST5WO4VOaeuSRMiX51NyBOPk73oU3K++46SgwdJ/utT6Jo3J/jhP+N/xx0oWu3FDyZd1yoOJullznL2K0reeekHMoZA3+eh9zQ4tRb2fAlHfoKc07DlbefiHQSxvaBJT2jaE0JbgwzYJalBqNW0JGWtSlfCjh076Nevn2u9rA/QAw88wKeffspzzz2HyWTikUceITc3l549e7Jy5Uq8vLxc+3z55ZdMnjyZ/v37o1KpGD16NAsWLHCl+/v788svv/DEE0/QpUsXQkJCmDFjhttYSpdizZk1GH3L5x3zdPtGoWbbPG+q4fFqeN6q8lblUo5RZd4LtucUlD9FaMeGoihEtQgAIP30lX1qUBsRQfgLzxP86CNk/+c/5HzxJZaTJzn//Atk/vttgv88Cf9Ro+SUJzcwjar8V6PaYQFTJqTsdstTYrVTebbBKqjU0KK/c7GY4ORvzmDp6M9QnO0clPJQafcFQzBEd4OIDhDZwfnq31jenqslh3BgF3bnq8Puvl766hAOV15B6SwSCJz/F+XbPW0r7WJS9t6Bw5Wn7Dhlx6+47cLXC3nc5uEhAE/5ShNqdszLPY+nU9dw/8s9z+UwFdRspHxFXOZz+na7nczMTMxms8f0mJiYyzl8g5afn4+/vz9t3muD2ls2l18Kh9nBoUcPATD3z//lhY/uRgjBJ1M3kpebz7Of3Ak4WxaNxhp/FdWKvbCQnK++JvvTT7FnZwOgDg0heOJEAu4Zh9rnyp5fanhSc1KJDHL2e8z6my9Bj6+FlS9gOrkFn9cKAGg+9Qf+fFsbptzeCp2mli0/dhsk73A+BXd6I5zdClYPI3x7B0FEewhuAUHNypfApqD1qpz/CnMIByW2EkrsJc5XWwnF9mLMNrPrfdn2EnsJVrsVq6PCcuG6w4rNYfO4vWybzWFzD24clYMdu7AjhHBblyRP7MV2Dv/lMHl5efj5+VWZr1YtSQA7d+7kb3/7G+vXr8disXjMoygKNputtqe4ZnQM7YjOoKsy/XIiaI9RdU3/Qqgm/q0uWq8qrbbxtKfj2YptHMIZJInS+FJRFCKa+5O38+qOP6X28SHkkYcJ+tP95C7+gayFC7GdP0/66/8k88OPCLr/fgLvH49G9le7YXhryocvKVJUBGWfcnbArsCqZPP+upNsPpnJgnHxNA2pRTCt1jj7JMV0h95TwWaB83uct/bO74PUfZBxxNnalLjOubhRwC/K2dLkEw6+Ec7FJwJ8w52vxhBnp3GNHiEEBdYC8kryyDXnUmApoNBa6FwshZisJgqsBZisJgotha40k8VEobXQFRSZ7Z7/KL4WqRU1iqKgQoWiKCgo5Q8plb5XoQKlfN31P0WptK0sn0pReTxWWRpQ6Vg1cWG+K3GnoTb7XdY5lRrkqWPWIiuHufiwMLUKkvbs2UOvXr3QaDQMHDiQH3/8kY4dOxIREcGuXbvIyMigb9++NGnSpDaHv+Z8cPsH1UaiUmWm/Fx8WAqA0JT/g4hqEcDRnfUzD5bK25ug+8cTOHYMef/7iawPP8Ry+jSZ77xD1qJFBN5zD0EPTEBbzROQ0vWh4u22YpXi7EtktzgDDpwtST4t/oVKacThnHjufDeZOcN6MiK+0WWeWAfRtziXMtYSyDgMaQch+5RrsWYnkmctJK84jRxLJnlZKnJVKnLVKvJUanLV5eu5KjV5ajV5KgV7Hd+206v1eGm88FJ74a3xxkvj5drmrfZGr9GjV+vRqrRoVBq0Ki1atRaNokGr1jrXy5YL18v2Kc2vUWlQKSrUihqVoip/ryp9RVX+vmJ6xVeV+7p0Y8rPz+c7vrtovloFSa+++ioAW7dupU2bNqhUKkaOHMmMGTMoLi7m2Wef5fvvv+eTTz6pzeGvPcU5oG0Izbo1+OVXo1+QV+E4xbmut0JTfqsysqV/DY57ZSk6HQGjRuI//C4KVq8m84MPMR8+TPaiRWT/5z/4DR1C8IMP4tWmTX0XVboKihWVsw8RQKOuQIUR3HXn8Qo/D6zgxR3BvHuwDSPbxdMquDkh3iEE6AMI0Afgo/VxtiyU/rtxCAdmuxmL3UKJrQSL3UKxvZgCSwH55nzyLHkeX3PNueSqcsnztVLoFQAE1OozeTscBDgc+NkdGIUDH4fA6HDg63BgdAh8HA7nIty3ewsHXkLg5RDOVyFQoYBa5xwDSq0Ftd4Z7Kl15e9VWlBpnH2zVJoKy6WuV9imrnBMRV36qnK+V1TOzu9u62XpFZZK+6idv9s87lOa5nGfC46JUrqulL6/8LU0TfYza/BqFSRt3LiRu+66izYVviQqjo/09ttvs3nzZv72t7/x1Vdf1U1JG7I324NeVvZLYRCCL/s9RlL07SjG8qlHQqN9MXgbeG3CYkZP63zRaUmuJEWtxm/wYHwHDcK0YQNZH35E0Y4d5C//kfzlP2JI6E7wQw9h7NlTjrV0nTEYDHR7vxd5lgxEQQaU9iiwtrmduLf2oyiCt2//nAzLSZaf/JF9GftQ6bI4b9/Iu/s2VnlcjaJBURS3pzsvh4KCn96PAH0A/np/V1Dmr/cnUB/o3KbzJ0ClxV8oBDgcBNjt6M2Fzj/uLIVgKQKrqfS1qMK2Imcn87JXSxE4LGA3Q2lHZCfh3HYd3YK7+koDJkWF56DKU1pN9vMUqFFFmocyVdpUg3x1eSyP+Wr2wNNFj1Vcs65AtQqS8vLyaNasmWtdq9VSWFg+v5FKpaJv3758/fXXtTm8dCMQCj7ewfh6B1BUodO7WqMiPNYf+3GBNVfXIIIPRVHw6d0bn969Kd5/gOxFi8hftYqiLX9QtOUP9C1bEDRxIn7DhqHSVd03Tbp2KIqCf1AApqIcEosj6WhJAkMIv+qi0PqrweZP36adUZQujI0bS4GlgK/3ruXDrRspdKSg0mXi5VWMWlNEib3YdVybsFXqU6hRNOjUOrw0XvhoffDX++On88NP74efzs+1fmEQFKAPwE/nh7o+xliy25y3H+1mZz8qe4XFZq783mErXewV3le1rYp1u7X6YwgHiNJX17rjgvUK2x2Outvnsp/IEs5hJtyCT+mKMtfsZ1arICksLMxtItiIiAiOHz/ulqekpISiIg9PaVyHrH/ajNXXrzSip7SZt6wTX+m2ik2rZWml752vuKWXvVdckb/ndPdj4fyHdkG661iVAo5L+Id9CZ22hXCU/oMXzl8qlLY0VlgcJSXYHnbejlV7u49LFNnCn5TjuZw/kUvbnlE1L+NV4N3+Jhr9az5hyVPI/vw/5H7/PebjJzj/4kukz/8XAXffTeC4e9BGNaxyS5fOoHG2Yr6nHsWIWx3Q/m427nHedvNTNXf79+Sr8+WRrsP4U8ehvLfuJO+vO0m2zVn3h9wUwsN9o4gJ9nY9bq5T6/BSe6FT69z6P10z1BrnQv219DYoZQFOadAkyoInm8353m4Hhx1R9morzWe3OX9H2svTsNud+zgczm12G6I0Dw6H672w28sDN5y/a4WrHGXbhCuIEw7hvk1USBOU/34GZ56y7wdRlu6o8FlLXyvuS4U8btfG4wWr6YWtfJ1rzX3f/KJi4LWL7lWrIQAGDx6MxWLht9+cvzDuu+8+li5dypo1a0hISODw4cP06NGD5s2bs3379ks9/DWjbAiAbS1a4qO+xoYAqCLgKg/O8JxeIdAR4B4MXUJVsjgcPGcLptg7lBGPPMeUp3q40o7tTuHP9/8FnbeGnzZ91aCngrEXFJD73X/J/s9/sJVNjqxS4dOvH4H33YsxIUGO5H0NMpvNdBjdiczidIL6/ZVjL85AURQGfvYgOz9fTrCmJfuXr6uybp7NLmLeqqP8b18KQoBKgRGdGjH5thY0C/W5yp/m+iQcDkRxMY6iIhzFxQizGYfZgrCYS9+bERYLonSbw2x2vjebnXksFmf+snw2W+liBasNYbe7r9vKtlVYL92G1Vphf5szoJEatEK7nVtOHL/oEAC1CpL+/e9/88wzz3D27FkiIyPZu3cv3bt3x2KxEBQURE5ODg6Hg8WLFzNy5MjL+iANWVmQtL3dTfioVO6Bg8PhHplLboocDm4+fgyAN9/dzFN/SXClZWfmERwaAEDK6Qwim4TURxEvibDZKPj9d3K++oqiLX+4tuuaNiVg3D3433UXmqCgeiyhdClMJhM+Ps5gptms59g59VUCDDo6vN+D/X/ZDNRsDK8jqfn865dj/HLIOTekosDtbcJ5tE8zujS5MeuDsFqxFxRgz8vDkZ+PPS8Pe14+9vzS9YJCHEWm8gDIVOQKhBxFRa5FFBdf/GQNncrZwVy54BW1c1gC1GpQKSgqted8KlXpZOAe/thVyocjcNvmyuMhrezOB1WnKWX9mDycy+3ORgOXbzFz06efXpkgyWq1kp2dTWBgILrSPhibN2/m//7v/zh16hRNmjThySef5I477qj9J7gGlAVJF7vIUGGMoYqBk4dtoortFV/Lf2IXOVbFH22VxxKuQ1VsXvW0T9mdvMr/cErH+LhwAec/ZrdtCooCpqIi/MLCAHj7o6088efyR54rfkEtWfAHwyff0iD6JtWU+dQpcr76mrylS3GU9dXTavHt2wf/UaPw6dULRXMN3mK5gVSsg83n/JWf/zwHP2Mxt33VzzUI6qUMdLrvXC5v/XqcNUfKJ9/uHBPAA7c2ZfBNEeg111hLdAVCCOy5udgzM7FlZGDLzMSWUeF9ZqYzPT8PR24ejrruhqEoqLy9UfT60kWHSqd3rav0OhStrop0HSq93jkVkUaDotGiaDQoWo0zUKmwrmictxjd1jWl6xUWNFoUdWmgU13wo9R8bCSp7tX0+7tWv6m1Wi3h4eFu22699VZ++umn2hzuhuD6x3CRfxQ3yj+ZijegtLqqb0ed2pPJ2i+P0vveVqjV18ZtK32zZkS89CJhzzxN3o//I3fxYkr276dg9a8UrP4VdWgIAcOH4z9qFPoKD0BIDZOiKiSjwMz29FrM3VaqQ+MAFk7syvG0Aj7ekMiS3cnsSsplV9Iegow6xtzcmPtuiaFJcMMb3V3Y7djS0rCcO4f17Dks585iPXsO67lzWNPSsGVmgvXSn9ZTGY2o/f1R+fuj9vND7eeHyt8PtY8vKqMRlcGAymhwBkAGg3PdYEBlMKIyeLvWFS8vGWxIV0ytgqRmzZoxZMgQ3nnnnbouj3QD0lQTJKHAoY0p5KYVcftD7fAJbLj9ky6kMhoJHHcPgePuoeTYMfJ+WELe8uXYMzLJ+nghWR8vxLtjR/yG34Xf4MHydlwDpWiKOJdTzObMXRfPfBEtw335x90deHZgK77edpavtyWRml/CB+tO8cG6U9wSG8SITo0Y2j6CgGpG8b8SHGYz5hMnMB87jvnYMcwnTmBNSsKSklKjIEjt7486NARNaCiakFA0IWXvg1EHBjrT/fycQZGvr2xNla4JtaqlmZmZcoRpqc5odVXfahj053Zs/PoMKcdz+WbOVvpPaENsx9CrWLq64dWqFV7PTydsyjMUrl9P7uIfKFy/nuK9eyneu5e0/5uL8dZb8b/zDnz690ftIzv3NhSK2sSpTBOHsw/W2THD/Lx4akBLnujXnN+PZvDl1jOsO5bBtsRstiVm88ryA/RpFcpdnRpxW+swfPR1G1DYcnIo3r2HkiOHnUHR0aNYzpxxPY1aiVaLNioSXeNotNGN0TVujLZxNNrICDShoahDQuTwF9J1qVb/8jp06MCxY8fquizSDUqnrTpIato+lEaxYfyy8CAZSQWseG8/cd0j6DmmJV5GbZX7NVSKTofvgAH4DhiALSODvB//R/5PP1Fy8CCmDRswbdiAotVi7NED30GD8L2tH2r/+h+F/EamaEycTM8nU5yo82Nr1CpubxvO7W3DSckt5se9KSzbk8Kh8/n8ejidXw+no1UrdIsNpl/rMPq3DrvkOeKEEFiTkijatZviXTsp2rkLy6lTHvOqAwLQt2rlXFq2RNe0KbroxmjCw1GutSd4JakO1Krj9o8//sjo0aNZtWoV/fr1uxLluiZcSsdtyZ1b5+xVhxkxsLXHtLLOsXabgz+WnWLPr0kgwNtPR59xrWjeOaxeyl/XzImJ5K9YQf7/fsKSWGHaC40GY7du+N4+AJ8+fdBGRtZfIW8gFetg63duRpvzFKLxP7AXKxz+y37g0jpuX6rjaQUs35vCj3tTOJ3l3tG5WYiRfq3DSGgWTNemQfgbKv+xYE1NpXDDBkwbN1G0cyf2zMxKeXTNm+N9003o4+JKA6OWaEJDZf8e6YZQ0+/vWgVJn3/+Od999x2rVq1ixIgRdO3alfDwcI//uCZMmHCph79myCCp9hwOBzMmfINOwK2TezEgIdotLSkpCYCYmBhUFcYZSj2Vx2+fHyYn1fnF0Tw+lF73tMIYcO30VaqOEALLiRPkr/qFgl9+wXxBi62+TRt8+vbBt29fvNq3l2MwXSEOh4MjJ48wctlItMFazOnD8Ir4H2pzLEsHLgAq180r5VRGIb8dSee3I+lsS8zG5ij/la0oEBfuS9cmgfQSmbQ8tgOxaQPmCwb3VbRavG66CUOXznh37oJ3fCc0gYFXvOyS1FBd0SBJpXJO1HjhrhWDJCEEiqJgv44H1ZJB0uV58y+/oRXQ6bG29OgUUeP97FYH21cksmtVEsIh0Hqp6TasGe37NkJ1jTwBV1PmxEQKVv9K4e+/U7xnj9u4W+rgYIw9bsV4q3PRhl0frWoNSf/v+pNenI7DHIJKn0kHnxF8OfrVeitPfomVjcczWXc0g+2JWSgnj3Hb2V30SNlHeMVJo1HIi22FulsCkX17EdW9M2ovr3ortyQ1NFd0CIBFixbVumCSVEYtBKDg5XVpfR3UWhXdhzeneecw1n11lLTEfDb+9zhH/jhPn3vjiGh2/fTh0cfGon/kYUIeeRhbTg6F69ZRuHYdpg0bsGdluSbbBdC3bOkMmHr2wNClC6p6nBz4ehEXFEd6cjoqvfN21aNd63fsNz8vLQMjNNzyx1by1i3DcuKkK82s0bMtPI7NETexMzyOAp0RSoCVOQRv2EDbKD/aRvrRPNSHZqFGYkOMBBkbxvyIktRQ1aolSXKSLUm1V1Jcwp3dHwDgn98toFNc+bhbFouFF198EYD/+7//cw1Y6olwCA5uTOGPpScxF9lAgbY9o0gY0fya7NhdU8JioWjXbkybN2PavJmSgwfdR3fXaPBu1w5D15vxvvlmDJ07o5Z1tMbK6uChrEOc7nEalUZFsFcwPw3/iZkvzwQuXjfrkhCCoq1byfn6GwrWrAGbcwZzRa/Ht/9t+A0dirFnT0yo2Z+cx6GUfA6m5HMwJY8T6YU4qvgt7++tpVmokWYhzsApOshAowBvGgV4E+arR6WSAZRUvYoDEnuqZpVqUIUN9RmgX9HbbZJT2UVe9fkufH38UFSgUikoKsU1MrVSNox76avHdVXZBLS49r0wj1vFcl+pxFPFc9vk6VhV1FXXfhUOoFR6U8X5qyqmAgX5BdyUEAvA/hMp3NS8vEOyp47bF1OUb2HLDyc48odz/jRvXy23jmpBXPeIG+IvZVtODkV//EHhpk2YNm/GlnLePYOioI+Lw3DzzRhu7oJ3p05oI2p+i/NGU7EODvhiAGm2NGbeOpNBUYMuuW5eDmG3U7BqFZkffoT5yBHXdu/4eAJGj8J30CDUvr7VHqPEaudIagEHU/I4llrAqUwTpzJMJOdWP62HVq0Q6e8MmKICvGkU6E24n55QHz2hvnrC/LwI8dFdM6OFC4fAZnNgtzqwWRzYbXZsVue63erAbhc47A4cdoHDLrDbyt+7bbc7cNg8bLsgr3P+WOfEss6Zqkon93Y4AwvndlE616xz3TkvrcDhqLz/hfnL8pTPsED5pAkXRCxu+Ur/Iyomuq2X7l+W+YK8FSdnuGKUalY9fRd52Odi35nFFhNTPrzzygZJS5Ys4euvv+bIkSMUFRVx4oTzEdkjR46wfPlyxo8fT6NGjWp7+AavLEh6/cHleOsa3ki5DZnZWsyzn9wJwPGz6bRoXD72UW2CpDIpx3NY+9Uxcs6bAIhs4U+f++IIjrpxxh0SQmBNTqFox3aKduygeMdOLKdPV8qnCQvDq0N7vNt3wLtDe7xuuumiX7g3iop1MDM3E6EThHiHXFbdvBQOi4W8pUvJWrgQ6xnnQwyKwYD/8LsIHDcOr7i4yz5HscVOYqaJU5mFJGaYSMw0cS6nmOTcYlLzS7BX1fx0gQCD1hU4hfrqCTTonItRS4BBR6BBS6BBR0Dpq0GnrvIPF7vdgaXYhrXEjtVsx1Jix2q2YTXbK2y7cN35arfZnQGQtTwQstkc2C12bDZnYCNJZYotJqYtuuvKBEkOh4N7772X77//HgBvb2+Ki4tdnbTT0tJo3Lgxs2fP5oUXXqjlR2j4KrYkGbx8nJG93RlpCyGg7C8AKH8vyqP/iuvCUf7XQNlfC2VRu6jwy8r9pyXcXiqnV9zuIcHjflWdy8O2Kk7meT/3jSXmYia+2heAM6lZxISXjzZ9uV9EdpuDvWvOsv2nRGwWByqVQsf+0dx8R1N0XjfmKL+2jAyKdu6kaPsOinbtcj415+GhCl2zZni3b49X+/Z4tW2DvlUcap8b7w+AqurglQ6ShMVCzjffkvXxx9jSnfO8qf39CZzwJ4LGj0cdEFCn56uKze4gNb+ElNwSknOLSM4pJjm3hIwCMxkFpa+FZqz2qn7hgF6Aj1AwOhS8BHgJBS+hYETBT63GR1HwRoXOATq7QG0DVVXHq2MqlYJaq0KtVaHRqlBrVKg0KlRqBbVaQaVWUKlVbq9qteLKU2m7uuL20nWV825AxbsLzlcFReVsca8yT4X3qgr53fYve+9q7S+blLZ01fVauRXFuUmpdIehYt7ytx7uZlyYz21S3ArHvODHKdy+dCq8rebHXmWIUu3+1X+PAeTl5xEdG3FlgqT58+czbdo0HnvsMf7+97/zr3/9i1dffdXtSbbbbrsNi8XCxo0bL/Xw1wzZJ6n2snLzCQl0drA+n5lDRHCAK62uvojys4rZ+N1xEvc6O936BOq5dXQLWnQJuyFuwVXHUVxMyeHDFO/bR8m+fRTv24/13DmPebUxMXjFxaFv0xqv1s5FExl5XV/Dqx0kCSEo+GU16fPnYy0d/kITHk7QgxMJHDMG1RW+rXcprBY7BZkl5GUWkZleRGZmMXk5JZjyLJgLLNiL7ChmO0oVg3fX6BwILApYFYEFsCgCqwIWxfneAjjUgEZB0apRtAoarQqNVo1Wp0Kn06DVq/DSa9B7adDrndv0ejV6LzVeOg16jcq5aNXl7zVq9NrK73Vq1XVd329EV/Tptk8//ZSuXbvy7rvvAp77wLRo0eKGmfD2vo/+QOft/CWmKG53P3EP4qu+0VqTfS68zDXNJyrcY3a2VJVuR1R4T4WGKfftZXF0hdvapfk9ba+wb4V72RVjcSHAUlI+QN6V6tPgF+zN0L90IHFfJhu+PUZBVgm/fHyQQxtT6HVPK4IiG84Xz9Wm8vbG0Lkzhs6dXdts2dmU7N9P8b79FB/Yj/nIUWxpaViTkrAmJVGwenX5/v7+zsCpdRxerds4ByOMbdqgvsyvFcV795L2j3kU73LODacODSH0icn4jxpZb1N9FOVbyDlvIi+zmPzMYvIzS5yvWSUU51uq3bfiIBx6gwaDnw4vHy16gxaNtxqhVWHXKNjUYFErmFWCEgWKcFDocFBgt5NvsVNQYqOwxEpBic353myjyGKr3AndAZhLlytIVxosadQKGpUKrVpBo1bQqpzbtGoVGrUKrUopX1cpzm2ufcr3Kz+Gcx+VSkFd2rqkUhRUCqhLW4vUFd+rnGkq1/uyfXDbX13a+qQuzadUSi8/jlKhJajiXOxu63hoXXJtVyrlUS5oqXL1ta0mn+L6j4ftVaiulae6JqCCgppVmFoFSSdOnOCJJ56oNk9wcDBZWVm1Ofw1Z9+5PFT6S58F+0bmsJS43mvVV/YvtNgOIUS3DmTXqjPsWpXEuSM5fPvqNjr0j6brDXwL7kKaoCB8+vTBp08f1zZbTg7mI0coOXIU85HDzteTJ3Hk5VG0bRtF27a5HyMiAn2zWHSxzdA1i0XfrBm6Zs3QhMnWuwvZcnJI/8c88pYuBUDx8iL4oYcInvTQVQs2rWY72edNZCUXkp1sIiulkKzkQooLqv99pvNS4xfqjU+gFwZ/HQY/HUZ/PQY/Xfm6nx61tm7HLRNCYLY5KLLYKbLYKLbYS9/bKbbaMJntpdtsFFntrvQSqx2zzeFcXO9LX60V3pemW+wOSqzuTWEWmwOL7TKax6QGxWEuungmahkkeXt7k5eXV22eM2fOEHCV7p/Xt7fGdcLg4+zw6rHPUKXt7tFvxTRRxT4XBsRV3SW98FhlLUzuEX15u1PZXwsV81zyXwwe7kdf7K+L4iITt79RXp4rTaNTc8uwZsR1j2Tjf49zel8me1YncXxbKrfe3YKWN3seMf5GpwkMRJOQgDEhwbXNYbFgOXmyPHA6fATzyZPYs7KwpaZiS03FtHmL23FUBgO62Fh0zZqhbxaLNiYGXUwM2saNUQcE3FDXXghB3rJlpP/9H9hzc0FR8B8xgtCnn0IbHn7R/WvLYXeQlWwiLTGP1MR80hLzyU0vqvK5bb9gLwLCDPiGeOMX7IVfiDd+Ic5XvUFTLz8zRVHw0qrx0qoJMl7ZVjYhBFa7cAVQJVY7NrvA5nBgtQtsdoHV4cBqc2BzCKx2h1t62brVUfpqL81nc2B1CGx29/3swvn0mt0hcJQ+DecQArsAR+nTbK40UZpW2tfV7vCwvysPru12UZ7fdcwKT8eVt/wDNbmjICp8Y11w56DisS7nrkV9q1WQFB8fz6pVqygpKcHLwyiu2dnZrFy5kt69e192Aa8F/duEyz5Jl8jhCOLAgQOAM+iuyNvbu8q0y+Uf6s0dj3fg9P5MNnx3nPyMYlYvPMShDSn0GtfqhnoKrrZUOh1ebdrg1aYNMMK13Z6bizkxEcupRCyJpzCfSsRy6hSWs2dxFBVRcvCgczynC4/n61s6s3w02kaNnDPLh0c4XyMi0ISEXPXpV6qqg5dbNy3nznH+5Zcp2vIH4BwANGL2LAzx8XVQandCCDLPFXLuSA7Jx3I4fzwXS0nlzvrevlqCG/kQFGUkuJEPwVHO91r9tfFo/5WiKAo6jYJOo0I+81m/ymbwqEv5+fn4v3nxfLXquL1s2TJGjhzJkCFD+OCDD1i4cCGzZ8/Gbrdz8uRJHnroITZu3Mjq1au57bbbalH8a4PsuH1ts1nt7FmdxM6fz2CzOlBUCh1ua8wtd8Si85a34OqKsFiwnDuH5ZR74GQ9e9b1BFe1NBq0YWFoIiPRhoejiYxAGx6OOjgYTXAImuAg1MHBqP39G+xM9UII8pcvJ3X2qzhMJhS9npAnniD4wYko2rob9NRqtnP2UDanD2Ry5kAWRXnu/Yd03hrCY/0Ij/UjItaf0BhfDH710+9JkurTFR9M8oUXXuAf//gHiqJgNBoxmUyufkhCCF5++WVmzZpV6w9wLZBB0vUhP7OYTd+f4NSeDAAMfjq6DW9G64RIOeLwFeYoLsaanOwKmqwp57GmpmI7fx5rWpoziHLUsB+ISoU6MBBNkDNocr0GB6MODnKuBwSUL/7+KJorHwzb8/NJnTmL/BUrAPDu0oWo1+aii4mpk+PbLHbOHMzixI50Tu/LxFahL41Gr6ZRqwAatQqkcVwgwY19ZJ2WJK7SiNurV6/m7bffZuvWrWRnZ+Pn50e3bt3461//yqBBg2p72GuGDJJqz2KxMHfuXAD+9re/uU3vUF3alZR0MIv13x4jL905EnFwYx96jG5BdJugi+wpXSnCZsOWkeEMnFJTsZ5PxZaWijUt3dkHKjsbe1aWs29PLah8fcuDpsDyAMru48O/N25E36IFL86c6aqDl1o3i7ZvJ3n6dOcI6Go1oU9OJvjhh+ukxSvjbAGHNqRwbFuq2200vxAvmrYPoUn7YBq1DKzzztOSdD2Q05JcBTJIqr3qxpu5WqMae2K3Oti39hw7VpzGUuycH6tJ+2BuHdXihh4yoKETViv23FxX0GTLysae7Xy1ZWViz8rGlpONPTcXe24ejos8eFLkcHDz8WNA7cZJElYrGe+8Q9aHH4HDgTYmhkavz8O7Y8fL+px2u4MTO9LZ99tZ0s8UuLb7BOpp0SWMll3DCY3xvaE6wktSbVzRcZIk6Xql1qqIvz2GNgmRbP8pkQPrkjmzP4ukg9m06xnFzXc0xeivr+9iShdQtFo0oaFoQkMvnhkQdjv2/HzsOTmlgVMu9pxc13vH5k1QGiRdKsvp0yRPe46S/fsB8B81ivC//e2yRi63mu0c2pjCnjVJFGY7x3dRqRWadQqlbc8oGscFuuaAlCSp7lxWkLRr1y4+++wzdu/eTV5eHv7+/sTHx/PAAw/QucIgdZJ0rfHy0dLrnla079uYzT+cIHFvJgfWJ3Pkj/N0uC2a+Ntj8DLWXYdb6epS1Grn8AaBgR7TS4xG+OGHSzqmEIK8H34g9f/mIoqKUPn5ETl7Fn6DB9e6nHarg4MbU9jx82nXII7evlo69Iumbc8o2elakq6wWgdJ06ZN44033sBxQafKjRs38s477zBlyhTmzZt32QWUpPoUEG5g6F86kHw0h81LTpJ+Op9dK89wYF0y8QNj6NCvsRyM8jqk0l9a8GHPzeX8KzMpWLUKAMMttxD1j7+jjYys1fmFEJzclcHmH05QkOUceNUvxIvOg5oQ1z0CjbZhPsUnSdebWvXoe/vtt5k/fz4tW7bkP//5D6dPn6a4uJjTp0/z+eef06JFC+bPn++atqSuFRQU8PTTT9OkSRO8vb259dZb2b59uyvdOelf5eX111935WnatGml9L///e9XpLzSta9RXCB3T+/C0L+0JyjKiKXYxtZlp/ji5S3sXFnef0m6Pij6yuO/VaVgzRpODhvmDJA0GkKfnULMok9qHSDlpJpY/tYeVn10gIKsEgz+OvrcF8d9M7vTrlcjGSBJ0lVUq47bbdu2xWQyceDAAXx9Kw+zlZeXR/v27fHx8eHQoUN1UtCK7rnnHg4cOMB7771HVFQUX3zxBW+88QaHDh2iUaNGpKamuuX/+eefmTRpEidOnKBZs2aAM0iaNGkSDz/8sCufr6/vJXUSlh23a6+hdtyuCeEQHN+ZxrblieRlOJ+E0xs0tO/XmI63RcvbcNeB80uWEDVqFFB1x+3cpCQK33jT9Wi/LjaWqNf/v717j4uqzP8A/pn7DMNwGZGrgAgKqEihxqJmlqxmdrGlLY1WIy+tq5W6ZbmvbcXEbG23rax0rS37lan98mfeNonyXuQFV/OeKCheABWcYQYY5nJ+f5CTLDMKA8wwzuf9es2L4Txnzvme4wN8fZ7nPM/rUPXt49I5bVYb/lNwFns2lsBmESCRinH7yBikjYyFTM7EiKg9dejA7ZKSEkydOtVhggQAgYGByMrKwtKlS105/A3V1dVhzZo1WLdunX1G79zcXGzYsAFLlixBXl4ewsPDm3xm3bp1uPvuu+0J0jUajabZvkQ3IxKL0GtgOBLSQnFyXyWKvipFdXkt9m0qxcFvytB3aBRSM6M5wNuLieQ3/7creeS3UOh0gESCLk89hZDp0yBWuPZvfrWiFgUfHrE/sRbbtwvufKwXAru274zzRNQ6LiVJoaGhLdovrAPWIbJYLLBarc2WQ1GpVNi1a1ez/SsqKrBp0yZ8/PHHzcpee+01zJ8/HzExMXj88ccxc+ZMSG8wuZzJZILJ9MvKwXq9vg1X4tuUSiX2/Lw46n//W96orDMRS8RITA9Hr4FhOPWfS9j3VSmunDPgPwVncXBLGXoODEPqPdHoGsNFDbyNX4AGq2NiIY+NaVIHlUoltn/wAcrn50F69SoUiYmIWLAAqpS+Lp/rxO5ybPvsBCwmKxR+Ugx5tCcS08P5GD9RJ+BSkjRu3DisXLkSr7zyir3p+Xp6vR5r1qxBdnZ2mwP8bxqNBhkZGZg/fz6Sk5MRFhaGlStXorCwEAkJCc32//jjj6HRaPCbn5vOr3n22WeRlpYGrVaL77//HnPmzMHFixfxxhtvOD33woULb/lZxN1FIpFg4MCBrS7rjERiERL6hyI+rSvOHLqCos1nUH5ahxM/lOPED+WI7BmE1Hui0T01hLMdewmp2h8pKhVkShUk1038KJFIELt9B7oqlQgYPRqRC1+FyMXJTq0WG3Z+fhJHdpwHAET1CkJmTh/4B7MFkqizcGlMkslkwqOPPoqTJ0/iL3/5C4YMGYKwsDBUVFRg586dmD9/Pnr16oXPP/+8Q2ZLvrY+3I4dOyCRSJCWloZevXqhqKgIx44da7JvUlISfv3rX2Px4sU3POaHH36Ip59+GgaDAQonTeaOWpKio6M5JomaqSjR4+CWMpwqqoTN1vgjpumiRL+7uyEpI4Ljljq5+qNHUfKbLEhDQ9Fzx3b7dsuVKzh551DAZkP8N99A3i3KpePX1TTgq38ewsViHSACBt7XHQNGxzGJJnKTDp1x+9r/rJytzOtsu0gkgsXSfk8BGY1G6PV6RERE4LHHHoPBYMCmTZvs5Tt37sTQoUNx4MABpN5kptsjR46gb9++OH78OBITE1t0fg7cdl1DQwPeeustAMBzzz3XbFkSZ2XexlBtwuHt53B453mYjI11XyIVo8ftXZE8KIKTAHZSNcePY97QoRArlcgrLrbXwUtrv8Rfn54CaWgoXtm/36W6qb9ch/VvHYDuUh3kSgl+PbEPuqeEtPclENENdGiSNGzYMJf7y7du3erS526kuroacXFxWLRoEaZMmWLf/uSTT+Lw4cPYt2/fTY+xYsUKjB8/HpcvX0awkwnm/huTJNd589NtrjA3WPHT7nIc2nYeV84b7Ns1WiWSBkUgeVAENNrOO/7K11wtLkZwz54AmtbB039+GfEL8pptb6krFwzY8NYBGHUN0HRR4oFnUhEc7v31m8jbdOjTbdu2bXM1rnaRn58PQRCQmJiI4uJivPDCC0hKSkJOTo59H71ej//93//F3//+92afLywsxO7du3H33XdDo9GgsLAQM2fOxBNPPNHiBImoNWRyCfrcGYXeQyJx6WwNjn13ET/trUBNVT32bizB3k0liE7WInlQBOJSQzgXjoeJVb88VSaYzfb3tQcPunzM8hIdNr5zECajBdpINR589jaogzj+iKgz88qpgnU6HebMmYNz585Bq9UiKysLCxYsgEz2yziPVatWQRAEjBs3rtnnFQoFVq1ahdzcXJhMJsTFxWHmzJmYNWuWOy+DfJBIJEJobABCYwMw+JEEnPrPJRz7/iLOn6hG2dEqlB2tglwlRY/bQtBzQBiikoIhkXAVd3cTXze9iVWvB4KCYDUYYTp50qXjXTh5FRveOQiLyYqwuADcPz2V49KIvIBL3W3UiN1trvO17rab0V2qw/HCizheeBGG6l8eDlCqZYhP64r4/qGI7BnEhMlNrq+DVw4dhrZvHxi++w4ncp7CgJ8Xvm1p3aw8o8eX//gPzPVWRCcHY9Tv+0GmYEshkSd1aHcb0Dih5FtvvYWDBw/iwoULMF/XJH2NSCTCqVOnXD0Fkc8I7KpC+oM9cMf9cbh4SoeT+ypwan8l6mrMOLLzAo7svACFnxTdU0IQd1sIYnp34R9aN7HqdQCAuv3/afVnqy4YseHtgzDXWxHVKwj3Te0HKWfPJvIaLiVJmzdvxpgxY9DQ0ACZTIbQ0FCHkzCykYqodURiESJ7BiGyZxDufLQnzp+4ipNFFSj98TLqasw4sbscJ3aXQyITIzpZi9i+XRDTW4uAEM7M3FFsP08aW3fgQKs+p79Sh3Vv/Qf1RjNCYzW47w9MkIi8jUtJ0osvvgiJRILVq1cjKysLYjG7AIjam1giRnRvLaJ7a2GzCSg/pcPpg5dQcuAS9JfrUfrjZZT+eBkAEBzuh5jeXRDTV4vInkEc+N2OrDU1EGw21P34Y4s/Y6qzYNO7P6JW1wBtpBoPPHMb5EqvHAJK5NNc+qn96aef8MQTT+C3v/1te8dDPkKpVNqng3C0LImzMl8lvq6FaXBWAq6cN6L0x0s4e7QK5af1qC6vRXV5LQ5uKYNUJm7ct1cQonoFo2ushmOZWkmpVOLzRx5B7e7dkNbUoOH0adhqaqBUqbDlm28gkkic1k2b1Yav3z+MqgtG+AXKGwdp+3OQNpE3cilJCg8P5x8vahOJRIJhw4a1uowax/qFdPNHSDd/DLgvDqZaM84dr8aZI1dw9kgVjFdNOHu0CmePVgEApAoJIuMDmTS1gkQiwV3p6bhy6DBsF8vtXW3+KSnoM3z4DT/7/ZpTOHu0ClK5GKP/0I/zXxF5MZeSpMcffxyrV69GfX09kyUiD1P4yRCfFor4tFAIgoCqC0ac/6ka53+6ivM/VcNktDRLmsK6axAWF4jwuACExQXCL8B7ZzXvKLKoxiVHzOfPw2ZonABUdfttN/zMT3vLcXBLGQAgM6c3QmP51CuRN3NpCgCz2YyHH34YNTU1ePXVV5GamupwodtbHacAcJ3ZbMayZcsAAFOmTGkyx9WNyqh1BJuAKz8nTRd+uorzJ6vty6NcT9NFaU+YwuIC0DVaA4nMd1ubzGYzFs+ejerPViK7fxrENTWwXrqMiGX/xIpDhwA0r5tXzhvwxV/3wdJgQ/97Y/GrMfGeCp+IbqJDlyUBgK+//hpjx46FTqdzfvB2Xquts2GS5DrOk+QZgk1A1UUjyk/rUFGqR0WJHlUXjcB//RYQS0TQRqrRNVqDkGh/hERrENLN32cGH19fB/f17AU/sRgiPz9EffsNArRaAE3rZkOdBZ+/uhe6S3WI7q3F/dNTuVgtUSfWofMkrV69GtnZ2bDZbOjRowciIiIcTgFARJ2LSCxClyh/dInyR587G7uTTHUWVP6cMFWU6FBeoke9wYzLZQZcLjNc9+HG+ZyuT5y6Rmt8pqtOkzkcYgcL2gqCgG2fnYDuUh38tQqMeKoPEySiW4RLmc0rr7yCwMBAbN68GQMHDmzvmIjIjRQqKaKTtYhObmwhEQQBNVfqcams5udEqQaXygwwXjVBV1kHXWUdiosq7Z/3C5QjJMofweFqBEf42b+q/G+d5Ems0SDk91PhqF38eOFFnNxbAZFYhJGT+vJJNqJbiEtJUklJCXJycpggEd2CRCIRAkJUCAhRIf72UPv2Wn0DLp9rTJyuJVBXK2tRq2vAWd0vA8OvUfrLEBzuh+AINbThavt7/yAFRF7U0tJj4wZoQkIg1WphMRqblFWXG7FjVeMyJXc8EIfwHoGeCJGIOohLSVJ0dDSsVmt7x0JEnZhfgLxxwsreXezbGuotuHLeiKoLBlRfrEV1uRFV5UYYqkyoN5hxsViHi8VNxy1KFRIEhqgQ2FWFgK4qBIYoEdC1MSnTaJWQSDvXgHF5VBSkDsbFWcxW5H9wHJYGG6ISg5E2MtYD0RFRR3IpSZo8eTL+8Y9/4NVXX4X250GMROR75EopIuIDERHftAWlod4CXWUdqi4aUV1ubJzs8qIRuso6WExWXDlvwJXzhuYHFAF+Gjn8gxVQByngr1XCP0gB/2AF/IOVjdsDFZ3iybvd607jyjkDlP4y/DqnN8chEd2CXEqSHnnkEXz33XcYPHgw/vznPyM1NdXp6PCYmJg2BUhE3keulKJrjAZdYzRNtlutNugv1UF3qQ76y9e+1tu/t5ptqNU3oFbfAJypcXp8lUYGlUbe+NVfDpW/DKqAxq9Kfzn8Ahq/qjQyKP1kHdK9d3jHeShkKgyfkAx1kKLdj09EnudSktSjRw+IRCIIgoDx48c73e9WnwKAXKdQKLBx40b7+5aWkXeTSMSNA7vDm3dfCTYBdQYzjFdNMFTXw1BtguHn98Zqk/17q9mGuhoz6mrMLTqnSCyCUi2FSiOHwk8KhZ8MSrUUCrUMSvv3MijUv5RJ5GJsWL8BIrGoSR1UKBRYt249tq84AalEjj5Do9A9JaTd7g8RdS4uJUnjx4+HSMSmZXKdVCrF6NGjW11Gty6RWAS/ADn8AuTNWqCuEQQBJqMFhqsm1BkaUFfTgLoaM+oNZtTWNKC+xvzzdjPqahpgqrU0Jl+tSKqukcr8MWJSnybTm0ilUiR06Y+yYDX8AuUY9BtOGEl0K3MpSVq+fHk7h0FEdHMikQhKf1mLH7O3Wm2oNzQmSHWGBpiMFphqzTDVWlBvNMNkNKO+1tLsq8VkhcVsw5nDVxCX2rXJMUsOXgYA9Lu7m89Mrknkq/gTTh5hNpuxYsUKAEB2dnazZUmclRG1hkQihjqwcbB3a+z59yksfv2fKDUHYvCjs+11sKGhAWvWr4LZZMGDPWZ3RMhE1Im4vCwJAJSXl+P//u//cPz4cRiNRvzrX/8CAFy6dAklJSVISUmBSqVqt2A7Gy5L4jouS0Kd2d6vT+KOkb0ANK2D505XIjo+DACgu6pHQKDjbkEi6tw6dFkSAHjvvffwxz/+ESaTCUBjM/i1JKmyshIZGRlYunQpJk+e7OopiIg8QqaQONxeflpvf9/Z5nMiovbn0k/5hg0bMH36dKSkpGD9+vWYOnVqk/I+ffqgX79++PLLL9sjRiIit5IpHP9qrCh1vqA3Ed16XGpJev311xETE4OtW7dCrVajqKio2T4pKSnYuXNnmwMkInI3mdxxS1LFdS1JRHTrc6kl6cCBAxg9evQNx4pERUWhoqLC5cCIiDxF6qC7rd5gxtWKWg9EQ0Se4lKSZLPZbvrEUWVlJScCJCKv5ChJKj/NrjYiX+NSkpSYmHjDrjSLxYIdO3YgJSXF5cCIiDzFUXfbxVNMkoh8jUtjkrKzs/H8889j3rx5mDt3bpMyq9WK559/HqdPn8aLL77YLkHSrUehUODzzz+3v29pGZE7BGr98VTmXwAA4p9/TZaf1kEqkeONV5aiW5KWdZPIB7R4niSJRILc3Fy8/PLLMJvNGDFiBHbs2IH4+HgolUocOXIEWVlZ2LdvH0pLSzFixAh89dVXt/TyJZwniejWJAgC/vnsdljNNvwuLwPqIAXen7kDVrMNj+emO1x7joi8R0v/fre4u00QBFzLp2QyGfLz8/HSSy/hypUrOHz4MARBwBdffIGqqiq8+OKLWL9+/S2dIBHRrUskEkGlaRx3WVvTgEtlNbCabVCopQgK8/NwdETkLi5PJimXy7FgwQLk5eXhxIkTqKqqQkBAAJKTkyGROH58lugai8WCtWvXAgAefvjhJouI3qiMyB0sFgsOlu6A7lI9RlT3Rs3lxklzw+L88cUXXwBg3STyBW3+CReJREhKSmqPWMiHmEwmPProowAal324/o/NjcqI3MFkMuEfK/8EAHi6MhuVp+oAACGxfhj0IOsmka9o1U84u8+IyNdUXTDiYnENACA8IdDD0RCRO7VqCoDc3FxIJJIWv/i/LCLydke/u4CGOgtUGhlCunFBWyJf0qosJiAgAEFBQR0UChFR5xV/eyjEYramE/mSVrUkzZw5EyUlJa16dYSamhrMmDEDsbGxUKlUGDRoEPbu3Wsvf/LJJyESiZq87r333ibHqKqqQnZ2tj3xmzhxIgwGQ4fES0TeTSIV47ZfR3s6DCJyM6/sD5s0aRIOHz6MTz75BJGRkfj000+RmZmJo0ePIioqCgBw77334qOPPrJ/5r8nfsvOzsbFixdRUFAAs9mMnJwcTJkyBZ999plbr4WIOrcB93VHr7RuCOzqB6PR6OlwiMiNXFqWxJPq6uqwZs0aLFq0CEOHDkVCQgJyc3ORkJCAJUuW2PdTKBQIDw+3v4KDg+1lx44dw+bNm/HBBx8gPT0dQ4YMweLFi7Fq1SpcuHDBE5dFRJ1U/3u7IzyOA7aJfJHXtSRZLBZYrVYolcom21UqFXbt2mX/ftu2bQgNDUVwcDDuuece5OXloUuXLgCAwsJCBAUFYcCAAfb9MzMzIRaLsXv3bjz88MMOz20ymWAymezf6/X69rw0nyKXy+0tfXK5vMVlRO7grA6ybhL5Fq9LkjQaDTIyMjB//nwkJycjLCwMK1euRGFhIRISEgA0drX95je/QVxcHE6dOoU//elPGDVqFAoLCyGRSFBeXo7Q0NAmx5VKpdBqtSgvL3d67oULF2LevHkden2+QiaT4cknn2x1GZE7OKuDrJtEvqXFSZLNZuvIOFrlk08+wVNPPYWoqChIJBKkpaVh3LhxKCoqAgCMHTvWvm9KSgr69euH+Ph4bNu2DcOHD3f5vHPmzMGsWbPs3+v1ekRHczAnERHRrcjrxiQBQHx8PLZv3w6DwYCysjLs2bMHZrMZPXr0cLh/jx49EBISguLiYgBAeHg4Kisrm+xjsVhQVVWF8PBwp+dVKBQICAho8iLXWCwWbNq0CZs2bYLFYmlxGZE7OKuDrJtEvsXrutuup1aroVarUV1djfz8fCxatMjhfufOncOVK1cQEREBAMjIyMDVq1dRVFSE/v37AwC2bNkCm82G9PR0t8Xvy0wmE+6//34AjpclcVZG5A7O6iDrJpFv8cqf8Pz8fAiCgMTERBQXF+OFF15AUlIScnJyYDAYMG/ePGRlZSE8PBynTp3C7NmzkZCQgJEjRwIAkpOTce+992Ly5MlYunQpzGYzpk+fjrFjxyIyMtLDV0dERESdgVd2t+l0OkybNg1JSUkYP348hgwZgvz8fMhkMkgkEvz444948MEH0atXL0ycOBH9+/fHzp07m8yVtGLFCiQlJWH48OG47777MGTIECxbtsyDV0VERESdiUgQBMHTQXgrvV6PwMBA6HQ6jk9qJaPRCH9/fwCN3RZqtbpFZUTu4KwOsm4S3Rpa+vfbK1uSiIiIiDoakyQiIiIiB5gkERERETnglU+3kfeTy+V455137O9bWkbkDs7qIOsmkW/hwO024MBtIiIi78OB20RERERtwO428gir1YqdO3cCAO68805IJJIWlRG5g7M6yLpJ5FvY3dYG7G5zHedJos6M8yQR3drY3UZERETUBkySiIiIiBxgkkRERETkAJMkIiIiIgeYJBERERE5wCSJiIiIyAHOk0QeIZPJsGjRIvv7lpYRuYOzOsi6SeRbOE9SG3CeJCIiIu/DeZKIiIiI2oDdbeQRVqsV+/fvBwCkpaU1W5bEWRmROzirg6ybRL6F3W1twO4213FZEurMuCwJ0a2N3W1EREREbcAkiYiIiMgBJklEREREDjBJIiIiInKASRIRERGRA0ySiIiIiBzgPEnkETKZDHPnzrW/b2kZkTs4q4Osm0S+hfMktQHnSSIiIvI+nCeJiIiIqA3Y3UYeYbPZcOzYMQBAcnIyxGJxi8qI3MFZHWTdJPIt7G5rA3a3uY7LklBnxmVJiG5t7G4jIiIiagMmSUREREQOMEkiIiIicsArk6SamhrMmDEDsbGxUKlUGDRoEPbu3QsAMJvNePHFF5GSkgK1Wo3IyEiMHz8eFy5caHKM7t27QyQSNXm99tprnrgcIiIi6oS88um2SZMm4fDhw/jkk08QGRmJTz/9FJmZmTh69Cj8/f2xf/9+vPzyy0hNTUV1dTWee+45PPjgg9i3b1+T47zyyiuYPHmy/XuNRuPuSyEiIqJOyuuSpLq6OqxZswbr1q3D0KFDAQC5ubnYsGEDlixZgry8PBQUFDT5zDvvvIM77rgDZ8+eRUxMjH27RqNBeHi4W+MnIiIi7+B1SZLFYoHVaoVSqWyyXaVSYdeuXQ4/o9PpIBKJEBQU1GT7a6+9hvnz5yMmJgaPP/44Zs6cCanU+S0xmUwwmUz27/V6vesX4uNkMhmef/55+/uWlhG5g7M6yLpJ5Fu8cp6kQYMGQS6X47PPPkNYWBhWrlyJCRMmICEhASdOnGiyb319PQYPHoykpCSsWLHCvv2NN95AWloatFotvv/+e8yZMwc5OTl44403nJ43NzcX8+bNa7ad8yQRERF5j5bOk+SVSdKpU6fw1FNPYceOHZBIJEhLS0OvXr1QVFRknw0XaBzEnZWVhXPnzmHbtm03vBEffvghnn76aRgMBigUCof7OGpJio6OZpJERETkRW7pySTj4+Oxfft2GAwGlJWVYc+ePTCbzejRo4d9H7PZjEcffRRnzpxBQUHBTZOY9PR0WCwWlJaWOt1HoVAgICCgyYtcY7PZUFpaitLSUthsthaXEbmDszrIuknkW7xuTNL11Go11Go1qqurkZ+fj0WLFgH4JUE6efIktm7dii5dutz0WAcOHIB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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'SOC Dynamic Flowsheet'"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
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+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.183006\" y=\"60.051003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-5-3\" x=\"99.40728\" y=\"60.051003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed02 </tspan></text>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"feed03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"feed03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">931.89 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"feed03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"feed03_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">37.454%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 141.55209,11.906236 -17.19792,7.937501\" id=\"path3117\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <g id=\"g3040-1\" transform=\"translate(-44.97918,-35.718751)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-08\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-1\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-9\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">888.27 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 104.51042,29.104153 95.250002,27.781237\" id=\"path3117-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 105.83334,10.58332 -7.937504,3.96875\" id=\"path3117-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 150.8125,70.114571 145.52084,51.593737\" id=\"path3117-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3115-5\" transform=\"translate(-14.552096,46.302083)\">\n",
+              "      <g id=\"g3096-7\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1458\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"ostrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.514 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"ostrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"ostrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"ostrm01_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">35.000%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 107.15626,75.40624 -26.458332,-10e-7 v -15.875\" id=\"path3397\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <g id=\"g2391-3\" transform=\"rotate(-90,71.437502,107.15625)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-4\"><tspan x=\"107.12051\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan2018-3\">ostrm 05</tspan></text>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4\" transform=\"translate(-97.89585,9.2604175)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1454\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm01_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm01_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,44.979156 9.26043,-2.645834\" id=\"path3117-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3115-5-4\" transform=\"translate(-97.89585,22.489584)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-0-9\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-8-1\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-9\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-6-0\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-2-1\">yO<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1456\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-6-2\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"sweep03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-9-9\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"sweep03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-3-0\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">962.01 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"sweep03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-9-6\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,23.812488 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-1-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"sweep03_yO2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-0-4\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">28.575%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 156.10418,35.718738 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 79.375,46.302072 4.630221,2.645833\" id=\"path3117-4-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:4.23333px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"165.36459\" y=\"97.895821\" id=\"text3601\"><tspan sodipodi:role=\"line\" id=\"tspan3599\" x=\"165.36459\" y=\"97.895821\" style=\"stroke-width:0.264583\"/></text>\n",
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+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"80.962509\" y=\"10.58332\" id=\"text3769-70\"><tspan sodipodi:role=\"line\" id=\"tspan3767-29\" x=\"80.962509\" y=\"10.58332\" style=\"stroke-width:0.264583\">steam_hot_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"99.483345\" y=\"44.979156\" id=\"text3769-7\"><tspan sodipodi:role=\"line\" id=\"tspan3767-8\" x=\"99.483345\" y=\"44.979156\" style=\"stroke-width:0.264583\">sweep_heater</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-56.487495\" y=\"54.950661\" id=\"text3769-8\" transform=\"rotate(-90)\"><tspan sodipodi:role=\"line\" id=\"tspan3767-2\" x=\"-56.487495\" y=\"54.950661\" style=\"stroke-width:0.264583\">steam_medium_exchanger</tspan></text>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"114.4323\" y=\"82.020828\" id=\"text3769-9\"><tspan sodipodi:role=\"line\" id=\"tspan3767-4\" x=\"114.4323\" y=\"82.020828\" style=\"stroke-width:0.264583\">sweep_exchanger</tspan></text>\n",
+              "    <g id=\"g3040-5-3\" transform=\"translate(-51.593761,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 132.29167,70.114571 121.70834,92.604155\" id=\"path3931\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 145.52084,85.989572 -6.61459,2.645833\" id=\"path3931-2-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-7\" transform=\"translate(-25.135427,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-7\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-5\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">288.15 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-5\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.013 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 21.166667,11.906236 44.979168,9.2604029\" id=\"path3931-2-7-2-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-1\" transform=\"translate(-264.58335,68.791673)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"380.23999\" y=\"-11.556939\" id=\"text2799-9-9-7-7-2-2-0-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-0\" x=\"380.23999\" y=\"-11.556939\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-8.9111013\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"380.23999\" y=\"-6.2652645\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-6\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-11.556939\" id=\"sweep04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-0\" x=\"381.5629\" y=\"-11.556939\" style=\"stroke-width:0.264583\">5.018 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-8.9111261\" id=\"sweep04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-8\" x=\"381.5629\" y=\"-8.9111261\" style=\"stroke-width:0.264583\">968.03 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"381.5629\" y=\"-6.2652822\" id=\"sweep04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-0\" x=\"381.5629\" y=\"-6.2652822\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-14.552097 h 21.16667\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"m 377.03127,-5.2916798 h 21.16667\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3115-4-7\" transform=\"translate(-160.07293,-14.552085)\">\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"162.71878\" y=\"26.458324\" id=\"text2799-9-4-0\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-5-2\" x=\"162.71878\" y=\"26.458324\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"29.104162\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-6-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"31.75\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-61-8\">P:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"34.395836\" style=\"stroke-width:0.264583\" id=\"tspan1349-3-9\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1451\">2</tspan>:</tspan><tspan sodipodi:role=\"line\" x=\"162.71878\" y=\"37.041676\" style=\"stroke-width:0.264583\" id=\"tspan1353-4-3\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"26.458324\" id=\"hstrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-0-8\" x=\"164.04169\" y=\"26.458324\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"29.104137\" id=\"hstrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-2-9\" x=\"164.04169\" y=\"29.104137\" style=\"stroke-width:0.264583\">475.39 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"31.749981\" id=\"hstrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-4-1\" x=\"164.04169\" y=\"31.749981\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-34-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"164.04169\" y=\"34.412991\" id=\"hstrm04_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-8-3\" x=\"164.04169\" y=\"34.412991\" style=\"stroke-width:0.264583\">74.900%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 156.10418,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-5-9\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-74-3\" transform=\"translate(-99.218767,-21.166666)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-5-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-8-0\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-08-2\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-1-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"hstrm03_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-2-4\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"hstrm03_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-84-0\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"hstrm03_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-4-1\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-12-8\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-13-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 82.020833,26.458322 -7.9375,3.96875\" id=\"path4756\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 42.333334,18.52082 3.968751,6.614583\" id=\"path3117-4-0-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5\" transform=\"translate(-93.927098,31.75)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"sweep02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.261 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"sweep02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">932.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"sweep02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7\" transform=\"translate(-93.927095,19.843756)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm02_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm02_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">985.95 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm02_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,79.374988 91.281252,76.72916\" id=\"path3117-4-0-1-2\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 38.364584,70.114571 33.072917,60.85416\" id=\"path3117-4-0-1-2-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 79.375002,68.791654 92.604169,66.145821\" id=\"path3117-4-0-1-29\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6908\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952\" cx=\"99.880219\" cy=\"50.270824\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 97.234388,54.239572 v -3.96875 l 1.322917,1.322917 1.32292,-1.322917 1.322905,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 103.84897,50.270822 12.56771,-1e-6\" id=\"path4960\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g66420\" transform=\"translate(-21.16668,-19.843752)\">\n",
+              "      <circle style=\"opacity:0.999;fill:none;stroke:#000000;stroke-width:0.5;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" id=\"path4952-4\" cx=\"157.42709\" cy=\"41.010406\" r=\"3.96875\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 154.78126,44.979155 v -3.96875 l 1.32292,1.322917 1.32292,-1.322917 1.32291,1.322917 1.32292,-1.322917 v 3.96875\" id=\"path4956-9\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g2391-6-1-9\" transform=\"matrix(0,-1,-1,0,236.80207,138.90625)\">\n",
+              "      <g id=\"g66900\" transform=\"translate(1.3e-6,10.58333)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-6\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.12051\" y=\"-74.873871\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-0\" transform=\"scale(1,-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-4\" x=\"107.34478\" y=\"-74.873871\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed04 </tspan></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-2\" transform=\"translate(-88.635431,46.302084)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-5\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-9\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-7\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-4\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-0\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-8\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">488.40 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-3\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-7-0\" transform=\"translate(-34.395846,-15.874999)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-4-8\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-8-7\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-0-1\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-4-3\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"feed04_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-1-07\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.649 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"feed04_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-7-2\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">942.22 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"feed04_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-2-2\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-5-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-0-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.125,58.208321 -2.64583,-6.614584\" id=\"path3117-4-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.15;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 138.90625,26.458322 10.58334,5.291667\" id=\"path3117-4-5\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g6793-2-2\" transform=\"translate(-21.166666,-135.59896)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"46.864967\" y=\"153.80765\" id=\"text2799-9-9-7-7-2-2-0-3-433-4-57-81\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"153.80765\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-2-6-2-62\">T:</tspan><tspan sodipodi:role=\"line\" x=\"46.864967\" y=\"156.45349\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-9-3-1-5\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"153.87854\" id=\"feed01_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-73-0-04-69\" x=\"48.187874\" y=\"153.87854\" style=\"stroke-width:0.264583\">454.34 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"48.187874\" y=\"156.52438\" id=\"feed01_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-23-9-47-8\" x=\"48.187874\" y=\"156.52438\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.65625,151.47395 H 63.500007\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-43-1-85-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 43.656256,157.42708 H 63.500007\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-57-5-0-4\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    </g>\n",
+              "    <g id=\"g22458\" transform=\"translate(11.906246,-108.47917)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.82223px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"-17.126286\" y=\"133.62773\" id=\"text1455\"><tspan sodipodi:role=\"line\" id=\"tspan1453\" x=\"-17.126286\" y=\"133.62773\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">Summary:</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197907,134.93749 H 29.104172\" id=\"path1457\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"11.245358\" y=\"137.55942\" id=\"text1461\"><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"137.55942\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan1487\">SOEC Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"140.20526\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2825\">SOEC Current:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"142.85109\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2022\">Cell Potential:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"145.49693\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2030\">H2 Production Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245359\" y=\"148.14276\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan3821\">H2 Consumption Rate:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"150.7886\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5194\">Feed Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"153.43445\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan6453\">Sweep Heater Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"156.08028\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan5198\">Total Electric Power:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"158.72612\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan13393\">Vent Gas Recycle Ratio:</tspan><tspan sodipodi:role=\"line\" x=\"11.245358\" y=\"161.37195\" style=\"text-align:end;text-anchor:end;stroke-width:0.264583\" id=\"tspan2485\"/></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M -17.197913,160.07291 H 29.104172\" id=\"path1457-0\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"137.5833\" id=\"soec_power\"><tspan sodipodi:role=\"line\" id=\"tspan1483\" x=\"13.890654\" y=\"137.5833\" style=\"stroke-width:0.264583\">252.989 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.890654\" y=\"140.22224\" id=\"soec_current\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1\" x=\"13.890654\" y=\"140.22224\" style=\"stroke-width:0.264583\">-191.439 MA</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"13.880567\" y=\"142.88222\" id=\"cell_potential\"><tspan sodipodi:role=\"line\" id=\"tspan1483-1-9\" x=\"13.880567\" y=\"142.88222\" style=\"stroke-width:0.264583\">1.322 V</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.873075\" y=\"145.5208\" id=\"h2_mass_production\"><tspan sodipodi:role=\"line\" id=\"tspan1792\" x=\"13.873075\" y=\"145.5208\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">2.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.860013\" y=\"148.12628\" id=\"h2_mass_consumption\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2\" x=\"13.860013\" y=\"148.12628\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.000 kg/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.817441\" y=\"151.03108\" id=\"feed_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-8\" x=\"13.817441\" y=\"151.03108\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.809814\" y=\"153.63809\" id=\"sweep_heater_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-9\" x=\"13.809814\" y=\"153.63809\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">1.000 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.710168\" y=\"156.26138\" id=\"total_electric_power\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-5\" x=\"13.710168\" y=\"156.26138\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">256.095 MW</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:start;text-anchor:start;stroke-width:0.264583\" x=\"13.668224\" y=\"158.88751\" id=\"vent_gas_recycle_ratio\"><tspan sodipodi:role=\"line\" id=\"tspan1792-2-5-3-7\" x=\"13.668224\" y=\"158.88751\" style=\"text-align:start;text-anchor:start;stroke-width:0.264583\">0.0</tspan></text>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 158.75001,58.208323 v 10.583334 l -47.62501,-10e-7 v 2.645833\" id=\"path19072\" sodipodi:nodetypes=\"cccc\"/>\n",
+              "    <g id=\"g2431-0-1\" transform=\"rotate(180,107.48698,70.445304)\">\n",
+              "      <g id=\"g22367\" transform=\"translate(-17.859357,12.567715)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <g id=\"g22361\">\n",
+              "          <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.260864\" y=\"-59.023674\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3\" x=\"-99.036591\" y=\"-59.023674\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm03 </tspan></text>\n",
+              "        </g>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"M 47.624997,27.781237 V 15.874987 H 64.822914\" id=\"path23838\"/>\n",
+              "    <path style=\"font-variation-settings:normal;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000\" d=\"m -4.6302085,92.604161 h -3.3072918 l 1e-7,-87.3125026 H 29.104167 v 3.9687501 h 17.197917\" id=\"path23838-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <path style=\"font-variation-settings:normal;opacity:1;vector-effect:none;fill:none;fill-opacity:1;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;-inkscape-stroke:none;stop-color:#000000;stop-opacity:1\" d=\"m 115.09375,21.166654 17.19792,-1e-6\" id=\"path66455\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g2391-6-1\" transform=\"matrix(-1,0,0,1,228.8646,-54.239586)\">\n",
+              "      <g id=\"g66540\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-107.15289\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0\" transform=\"scale(-1,1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8\" x=\"-106.92862\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">feed03 </tspan></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g2431-0-1-6-2\" transform=\"rotate(180,95.250012,67.468738)\">\n",
+              "      <g id=\"g39426\" transform=\"translate(-1.3228825)\">\n",
+              "        <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 95.250013,60.854155 h 6.614557 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.614557 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-5-4-8-7-3\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"-99.259483\" y=\"-59.297215\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-5-0-2-3-3\" transform=\"scale(-1)\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-5-0-3-4-7\" x=\"-99.259483\" y=\"-59.297215\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">sweep02</tspan><tspan x=\"-99.259483\" y=\"-57.533325\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\" id=\"tspan6215\"/></text>\n",
+              "      </g>\n",
+              "    </g>\n",
+              "    <g id=\"g2391-7-3\" transform=\"translate(-15.751403,10.583333)\">\n",
+              "      <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 111.12501,76.729162 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-2-17\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"107.20938\" y=\"75.926003\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-54-7\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-43-21\" x=\"107.20938\" y=\"75.926003\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">ostrm04</tspan></text>\n",
+              "    </g>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,78.052077 11.244792,3.968744 m -18.247223,3.791673\" id=\"path6909-6-2-9-1-1\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 3.3072918,80.036452 6.6145834,7.9375\" id=\"path6909-6-2-9-1-1-72\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 84.666669,93.927072 5.291667,-6.614584\" id=\"path6909-6-2-9-1-1-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "    <g id=\"g3040-5-3-0-7-4-5-2\" transform=\"translate(-140.22918,14.552089)\">\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"155.34415\" y=\"45.32848\" id=\"text2799-9-9-7-7-2-2-0-3-3\" inkscape:label=\"#text2799\"><tspan sodipodi:role=\"line\" id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-0-2-9-8-3-1-1-02\" x=\"155.34415\" y=\"45.32848\" style=\"stroke-width:0.264583\">F:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"47.974316\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-5-0-1-5-4-3-5-28\">T:</tspan><tspan sodipodi:role=\"line\" x=\"155.34415\" y=\"50.620155\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-0-8-3-6-3-3-2\">P:</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"45.32848\" id=\"ostrm05_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-5-0-7-1-9-3-18-5\" x=\"156.66705\" y=\"45.32848\" style=\"stroke-width:0.264583\">2.757 kmol/s</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"47.974293\" id=\"ostrm05_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-7-0-5-9-3-6-2-1\" x=\"156.66705\" y=\"47.974293\" style=\"stroke-width:0.264583\">445.89 K</tspan></text>\n",
+              "      <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"156.66705\" y=\"50.620136\" id=\"ostrm05_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-1-9-0-2-0-3-54-7\" x=\"156.66705\" y=\"50.620136\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,42.333321 H 173.3021\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-8-3-8-9-7-0-9-7\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 152.13543,51.593738 H 173.3021\" id=\"path2876-3-9-3-4-5-4-8-9-6-0-5-1-2-9-8-4-2-9-8-8-7-0-3-6\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8\" sodipodi:role=\"line\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"feed00_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.325 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"feed00_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">378.15 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"feed00_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"feed00_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">0.007%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03\" sodipodi:nodetypes=\"cc\"/>\n",
+              "      </g>\n",
+              "      <g id=\"g3096-2-3\" transform=\"translate(-19.182292)\">\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;text-align:end;text-anchor:end;stroke-width:0.264583\" x=\"165.80574\" y=\"26.318008\" id=\"text2799-9-6-3\" inkscape:label=\"#text2799\"><tspan id=\"tspan2797-8-4-3-2-2-7-56-2-1-6-9-6-1-0-4-3-4-5\" x=\"165.80574\" y=\"26.318008\" style=\"stroke-width:0.264583\" sodipodi:role=\"line\">F:</tspan><tspan x=\"165.80574\" y=\"28.963846\" style=\"stroke-width:0.264583\" id=\"tspan2801-5-9-3-5-2-9-9-5-4-1-8-9-1-5-7-6-3-2\" sodipodi:role=\"line\">T:</tspan><tspan x=\"165.80574\" y=\"31.609684\" style=\"stroke-width:0.264583\" id=\"tspan8647-4-3-9-8-5\" sodipodi:role=\"line\">P:</tspan><tspan x=\"165.80574\" y=\"34.25552\" style=\"stroke-width:0.264583\" id=\"tspan1349-7-8\" sodipodi:role=\"line\">yH<tspan style=\"font-size:65%;baseline-shift:sub\" id=\"tspan1460-9-1\">2</tspan>:</tspan><tspan x=\"165.80574\" y=\"36.90136\" style=\"stroke-width:0.264583\" id=\"tspan1353-8-2\" sodipodi:role=\"line\"/></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.09966\" y=\"26.411552\" id=\"hstrm06_Fmol\"><tspan sodipodi:role=\"line\" id=\"tspan2846-1-9-5-6-2-0-4-6-9-1-0-4-0-9-4-7-4-4\" x=\"166.09966\" y=\"26.411552\" style=\"stroke-width:0.264583\">1.108 kmol/s</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.05289\" y=\"29.010595\" id=\"hstrm06_T\"><tspan sodipodi:role=\"line\" id=\"tspan2850-0-7-3-7-8-6-3-6-9-0-8-6-3-0-1-3-0-1\" x=\"166.05289\" y=\"29.010595\" style=\"stroke-width:0.264583\">323.15 K</tspan></text>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.00612\" y=\"31.703209\" id=\"hstrm06_P\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-3-6-6-8-6\" x=\"166.00612\" y=\"31.703209\" style=\"stroke-width:0.264583\">1.200 bar</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,23.812488 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-16-6\" sodipodi:nodetypes=\"cc\"/>\n",
+              "        <text xml:space=\"preserve\" style=\"font-size:2.11667px;line-height:1.25;font-family:sans-serif;stroke-width:0.264583\" x=\"166.0529\" y=\"34.412991\" id=\"hstrm06_yH2\"><tspan sodipodi:role=\"line\" id=\"tspan2854-9-4-4-7-2-6-7-7-3-2-5-5-3-9-39-1-1-08-9\" x=\"166.0529\" y=\"34.412991\" style=\"stroke-width:0.264583\">89.541%</tspan></text>\n",
+              "        <path style=\"fill:none;stroke:#000000;stroke-width:0.264583px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\" d=\"M 160.07293,35.718738 H 181.2396\" id=\"path2874-3-7-2-6-4-4-9-9-0-3-7-2-4-5-8-8-3-03-2\" sodipodi:nodetypes=\"cc\"/>\n",
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+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 13.890625,96.572911 H 11.90625 l -7.9374999,0\" id=\"path2287-0-8-7\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 35.057293,97.234369 h -3.968751 l -5.953125,0\" id=\"path2287-0-8-7-0\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:none;stroke:#000000;stroke-width:0.3;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"M 54.901043,99.218744 H 50.270835 V 93.927076\" id=\"path2287-0-8-7-0-0\" sodipodi:nodetypes=\"ccc\"/>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 54.239585,10.583326 h -6.61456 l -2.64585,-1.32292 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"50.235081\" y=\"9.7801666\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9\" x=\"50.483128\" y=\"9.7801666\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm04 </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,90.619792 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"10.085177\" y=\"89.813179\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3\" x=\"10.333224\" y=\"89.813179\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">hstrm06 </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 5.9531251,97.895834 h 6.6145609 l 2.64585,-1.32292 -2.64585,-1.32292 H 5.9531251 Z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-9\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"9.754425\" y=\"97.089218\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-9\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-3\" x=\"9.754425\" y=\"97.089218\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">knockout</tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,98.557292 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"31.714865\" y=\"97.750679\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8\" x=\"31.962912\" y=\"97.750679\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">out </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 60.977776,100.54166 h -6.61456 l -2.64585,-1.322916 2.64585,-1.32292 h 6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-2\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"57.117622\" y=\"99.735054\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3-07\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8-0\" x=\"57.365669\" y=\"99.735054\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">makeup </tspan></text>\n",
+              "    <path style=\"fill:#ffffff;fill-opacity:1;stroke:#000000;stroke-width:0.2;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1\" d=\"m 27.781251,93.927084 h 6.61456 l 2.64585,-1.32292 -2.64585,-1.32292 h -6.61456 z\" id=\"path964-7-6-1-5-9-9-4-3-3-2-4-2-8-7-1-3-3-0-7-0-4-7\" sodipodi:nodetypes=\"cccccc\"/>\n",
+              "    <text xml:space=\"preserve\" style=\"font-size:1.41111px;line-height:1.25;font-family:sans-serif;text-align:center;text-anchor:middle;stroke-width:0.264583\" x=\"31.78101\" y=\"93.120468\" id=\"text962-24-7-1-8-6-1-5-2-7-3-8-77-2-0-4-1-0-2-3-0-3-0\"><tspan id=\"tspan960-5-5-6-7-2-9-2-0-5-4-3-6-4-5-0-4-8-5-9-3-8-1\" x=\"31.78101\" y=\"93.120468\" style=\"font-size:1.41111px;text-align:center;text-anchor:middle;stroke-width:0.264583\" sodipodi:role=\"line\">vgr</tspan></text>\n",
+              "  </g>\n",
+              "</svg>"
+            ],
+            "text/plain": [
+              "<IPython.core.display.SVG object>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "m.fs.write_pfd(fname=\"soc_dynamic_flowsheet.svg\")\n",
+        "display(\n",
+        "    \"SOC Dynamic Flowsheet\",\n",
+        "    SVG(filename=\"soc_dynamic_flowsheet.svg\"),\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "We create a `ComponentMap` to translate between the column names in `soec_flowsheet_operating_conditions.csv` to the variables in the actual flowsheet so we can use them as setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "alias_dict = ComponentMap()\n",
+        "alias_dict[m.fs.voltage_controller.mv_ref] = \"potential\"\n",
+        "alias_dict[m.fs.voltage_controller.setpoint] = \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.soc_module.fuel_outlet_mole_frac_comp_H2] = (\n",
+        "    \"soc_fuel_outlet_mole_frac_comp_H2\"\n",
+        ")\n",
+        "alias_dict[m.fs.h2_production_rate_controller.mv_ref] = \"makeup_feed_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.setpoint] = \"h2_production_rate\"\n",
+        "alias_dict[m.fs.h2_production_rate_controller.gain_p] = (\n",
+        "    \"h2_production_rate_controller_gain_p\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_blower_controller.mv_ref] = \"sweep_feed_rate\"\n",
+        "alias_dict[m.fs.sweep_blower_controller.setpoint] = \"stack_core_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_inner_controller.mv_ref] = \"feed_heater_duty\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.mv_ref] = \"feed_heater_outlet_temperature\"\n",
+        "alias_dict[m.fs.feed_heater_outer_controller.setpoint] = \"fuel_outlet_temperature\"\n",
+        "alias_dict[m.fs.sweep_heater_inner_controller.mv_ref] = \"sweep_heater_duty\"\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.mv_ref] = (\n",
+        "    \"sweep_heater_outlet_temperature\"\n",
+        ")\n",
+        "alias_dict[m.fs.sweep_heater_outer_controller.setpoint] = \"sweep_outlet_temperature\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2] = \"makeup_mole_frac_comp_H2\"\n",
+        "alias_dict[m.fs.makeup_mix.makeup_mole_frac_comp_H2O] = \"makeup_mole_frac_comp_H2O\"\n",
+        "alias_dict[m.fs.condenser_flash.vap_outlet.temperature] = (\n",
+        "    \"condenser_hot_outlet_temperature\"\n",
+        ")\n",
+        "\n",
+        "alias_dict[m.fs.sweep_recycle_split.recycle_ratio] = \"sweep_recycle_ratio\"\n",
+        "\n",
+        "alias_dict[m.fs.feed_recycle_split.recycle_ratio] = \"fuel_recycle_ratio\"\n",
+        "alias_dict[m.fs.condenser_split.recycle_ratio] = \"vgr_recycle_ratio\"\n",
+        "\n",
+        "df = pd.read_csv(\"soec_flowsheet_operating_conditions.csv\", index_col=0)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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2++shMjKSW2+9tcDyc+fOsXXrVgICArjrrrsK3fZyr0dxbr/99gLLIiIiqFy5MufPny+0PO98KOr9Lkrbtm2ZN28e48ePp2vXrqSkpFC7dm3POJw8LpeLr7/+GoDBgwcXuq82bdoQHBzMrl27yM7Oxmq1snHjRlwuF61bt6Zp06YFtmnZsiUxMTHs2bPnquqdp1evXlSrVq3A8jvvvNPzeu3cuZMOHTp4lf/888+sXbuW+Ph4MjIyPOPkHA4HLpeL3377jVatWhXY7+XO42v1008/8f3333P8+HEyMzM9n+tms5mzZ89y4cIFKlWqdF3rUFZIwFTB3Xzzzdx8882AO8DZtWsXc+fO5YMPPmDNmjX8+9//ZsqUKQBUqVIFuDho/HISExM994saYH6ll+NXrlwZXddxuVxe+/W1/HmYDAYD4eHhtGjRgrvvvpvw8PAit7vWHCehoaH84x//YMKECTz55JNs2bLlmvZXnKNHjwLugftPP/10seuePXu2wLJatWoVum5wcHCx5SEhIYA7v1Vh6tatW+zyrKwszp8/T2RkpOc5HDly5LIJEAt7DkCBwdL5bd68mcGDB3P8+PEi10lNTS32uNdDUXWOj49HKUVWVhYWi6XYfRT1ehSnuPf8/PnzhZbnvd82m+2qj/f444/zxRdf8O2336JpGh988EGBL+Xz58973oPo6OjL7vP8+fPUrFmTP/74Ayj6fMsrK2nAVNx+69Spw/nz5z11AHcS3gcffJBPPvmk2P0Wdb4Vdx5fi8TERAYMGMAPP/xQ7HqpqakSMImKR9M0YmNj+d///kdmZiafffYZK1eu9ARMeb/k4+PjOXv27GWvsstLGqnreqG/jK6G0WgkJiaG3bt3s23bNh588MFr2l9RCsvDVFrGjh3LggUL2LZtG8uXL6d9+/bX5Th5v1w7depE/fr1i123WbNmBZbpevEX116u/Frk/brNew7VqlWjd+/exW6TF+hfKiAgoNDlmZmZ3HPPPZw5c4aRI0cyduxYbrzxRkJDQzEYDPzyyy80atTouiSnvFx2+qLqnLddcHBwoclmr1Vpv+e//vqr5ypHpRRbt27llltu8Von/2t1JYljLxdIlqb85860adP45JNPaNy4Mc8//zxt27alSpUqnpb9Dh06sGnTpiLPt6LOiWs1evRofvjhB9q3b8+sWbNo0aIFlSpVwmQyAe60KKdPn65QSVolYBKF6tWrF5999pnX5bvdu3cnJCSEtLQ0lixZwuTJk4vdx5IlSwC49dZbi22duVL9+vVj9+7dfPjhh8ydO7dMfQD6gtls5plnnuHBBx/k73//O99+++11OU7er/F+/frx17/+9bocoySKSquQd0m+1WqlcuXKwMXnULlyZZ8HuBs3buTMmTPExsby3//+t0D5r7/+WuJ9530JFnbZPLjTGZRE3uuhaRr//e9/r2vQer1lZ2czaNAg0tLSGDp0KMuXL2fKlCl06NCBNm3aeNarUqUKAQEBZGVlMW/evCID40vVrFkTKD5FyLWkDykuPUjefm+44QbPsrzcbh9++CExMTEFtrmW862kMjIy+Oqrr9B1na+++qrA53dGRgYJCQmlXi9/+/P+VYkSu5JfBHldEfn/sENDQ3nssccAmD17drEf7l988QWff/45AH/729+upboejz/+OGFhYSQmJvLkk09edv38OWL+LIYOHUqLFi349ddfeeutt0q0j7wvZYfDUWh53759Afjoo4/K1K/DonLm5AXenTp18oy5yvsVfuDAgWLnLSyJvDw8RXVDFZfbJ+/Xd1Gvfd6XdVGZrvPGl12tGjVqEBMTQ1paGt98802J9lFWPPHEE+zevZtu3bqxZMkS5s+fT05ODoMGDfLK/WMwGOjZsydwdQllO3fujKZp7Ny5k0OHDhUo//nnn0vcHQfuqZsKGzbw1Vdfcf78eUJCQrzG3eWdb4XltVu1alWBnFNX43KfBUVJSUnB6XQSGhpa6I/d9957r0x9dpQWCZgqoNdff53hw4cXOvhTKcWKFSs8CSqHDBniVT5z5kzatGlDcnIy3bp1K7APlTs1St4gzMcff5xevXr5pN6VK1dmyZIl6LrOv//9b0aPHl3oB9PJkycZN24c99xzj0+OW5o0TfNkWF+wYEGJ9pEX5BYVSPTr188zz97IkSMLHdNy4cIFFi1adNUftNdix44dBRKS/vDDD7z22msATJw40bPcZDIxY8YMlFLce++9hY6zcDqdfPfdd2zevPmq6tGkSRPAnRDzwIEDXmVvvvmmJ4t9YS732nfv3h1d11m1ahUbNmzwLFdK8fLLL192wuvi5GWLHzlypOfHSn5KKbZs2XLdWi594f333+fNN98kKiqK999/H13Xeeyxx7jvvvuIj48vMC3RjBkzMJvNTJkyhbi4uEK7NPft28eKFSs8j2vVqsW9996Ly+Vi7NixXmODLly4wKOPPnpNwUBWVhZjx471SlJ56tQpT4v8I4884nVRRN75dmli18OHD/PII4+UuB5w8Xy89Dy+nKioKCpVqkRycnKBxLGbN29m2rRp11SvP63SvShPlAX/+te/PJfNVq1aVfXq1Us98MAD6vbbb/fkQAHU//3f/xXIwaGUUsnJyapPnz6e9Zo3b64GDRqk7r33Xk+uF13X1dSpUwtcBqyU9yXSlyb4u/R27NixAtt/9dVXqkqVKgpQRqNR3XLLLWrw4MFqwIABqmXLlkrTtKtKf6DU5RNXFqakz6OwtAKX6tq1q1dqgqvx888/K13Xla7rqkePHmrkyJFq1KhR6tNPP/Wsc/LkSU/ywaCgINWhQwc1ZMgQ1b9/f9WyZUtPosn8lz9f7hLly10yX9Tly5cmrmzWrJm6//77VZcuXTy5t5544olC9zllyhTPa9SsWTPVr18/NWTIENW1a1cVHh6uyJfPJ8+VvKb9+vVTgDKbzapXr15qyJAhqnHjxkrTNPX3v/9dAap27doFtvvrX/+qAFWlShU1aNAgNWrUKDVq1CivBH9PPPGEJ01F165dVf/+/VX9+vWVyWRSTz31VLFpBS5dfql///vfymg0KnDnp7rjjjvUAw88oHr27KkiIyMVoJ588sli95Hf5S4Rz0t0Gh8fX2h5Ua91YcsPHTqkgoODla7rau3atV5lycnJql69egpQCxYs8CpbtmyZCgwMVIC64YYbVK9evdTQoUNV3759PZ9HgwcP9trm9OnTngSvERERqn///uree+/1WeLKiIgIVa1aNTVw4EB11113eRJXtm/f3is/k1JKffzxx57PrObNm6shQ4ao7t27K5PJpLp37646dOhQ6HtwJZfv22w2T/qNVq1aqWHDhqlRo0apF1980bNOUX+X+b8n2rVrp+6//37VsWNHpWmaevDBB4t878tzWgEJmCqg1NRUtXLlSvX444+rm2++Wd1www3KZDKpgIAAVb9+fXX//ferr7/++rL7+fLLL9WQIUNUrVq1lNVqVcHBwapRo0Zq7Nixas+ePUVud6X5iwCvRI75paWlqX/961+qZ8+eqlq1aspsNqvAwEDVsGFD9X//93/qiy++KDRYK8q1BkxX8zyuJGDasmVLiQMmpdyZpzt27KhCQkI8H8aXBjLZ2dlq0aJFqlu3bqpy5crKaDSqyMhI1bJlS/XYY4+pVatWea1/vQOmdevWqbVr16rbbrtNhYWFqYCAANWmTRv1zjvvFPtcf/zxRzV06FBVu3ZtZbFYVEhIiGrYsKG655571Ntvv62SkpK81r+S1zQnJ0fNnTtXNW/eXAUGBqqIiAjVq1cv9e2336r4+PgiA6asrCw1depUdeONN3qya1/6peJyudT8+fNVkyZNlNlsVhEREequu+5SO3bsuGwepssFTEoptXfvXvWXv/xFNWjQQFmtVhUYGKjq1aunevfurV5++WV18uTJy+4jT2kFTJmZmZ48XUWdP9u3b1cWi0WZzWavfGhKKRUfH68mTpyobrrpJhUUFKSsVquqXbu26tq1q3r++efVb7/9VmB/586dU48//ri64YYblNlsVjfccIN65JFHPBnzSxowzZgxQx09elTdf//9KioqSpnNZnXjjTeq6dOnF0jammfjxo3qtttuU1WqVFGBgYHqpptuUs8++6yy2WxFvgdXGpjs3btX3X333apq1aqeHyD5z6PinuvKlStVhw4dVHh4uAoODlZt2rRRr7/+unK5XBUyYNKUqoAdkUKIMqNr165s2LCBdevWFZhDTYg/i5kzZzJr1ixmzJhR5FyB4s9NxjAJIYQQQlyGBExCCCGEEJchAZMQQgghxGWUuzFMc+bMYcWKFRw6dIiAgAA6dOjACy+8QKNGjYrd7qOPPuLpp5/m999/p0GDBrzwwguFzo8khBBCiIqn3LUwbdiwgccee4zNmzezevVq7HY7vXr1IiMjo8htfvrpJ+6//35GjRrFrl27uOeee7jnnnvYt29fKdZcCCGEEGVVuWthutTZs2eJjIxkw4YNdO7cudB1Bg8eTEZGBl988YVn2S233ELLli1ZtGhRaVVVCCGEEGVUuZ9LLiUlBYCIiIgi19m0aROTJk3yWta7d29WrlxZ5DY2m81rFm6Xy0VSUhKVK1e+7OzpQgghhCgblFKkpaVRo0aNYudhLNcBk8vlYsKECXTs2JGbbrqpyPUSEhKIioryWhYVFVXs5IJz5sxh1qxZPqurEEIIIfznxIkTXvOnXqpcB0yPPfYY+/btK3SeqWs1bdo0r1aplJQUatWqxYkTJwgNDfX58cozh8PB2rVrAbjttts8E6xerkyI0vDNv6dxcuFKAOq/MpiuPWd6yuT8FOLPLzU1lejoaEJCQopdr9z+dY8bN44vvviCjRs3FhsxAlSrVo0zZ854LTtz5gzVqlUrchuLxYLFYimwPDQ0VAKmq5SRkcGgQYMASE9PJygo6IrKhCgNRqORSadPAfClQff6+5bzU4jy43LDacrdVXJKKcaNG8cnn3zCd999R926dS+7Tfv27T2/EvOsXr2a9u3bX69qCiH+LPJ9hirl8l89hBB+Ve5amB577DHef/99Pv30U0JCQjzjkMLCwggICABg2LBh1KxZkzlz5gDwxBNP0KVLF+bPn88dd9zBBx98wPbt23nzzTf99jyEEGWEV8BUri8qFkIUo9y1MC1cuJCUlBS6du1K9erVPbcPP/zQs87x48c5ffq053GHDh14//33efPNN2nRogXLly9n5cqVxQ4UF0JUDF7N9C5pYRKioip3LUxX8gtw/fr1BZYNHDiQgQMHXocaCSH+zFS+gElamERRnE4ndrvd39UQhTCZTBgMhmveT7kLmIQQwpc06ZITxVBKkZCQQHJysr+rIooRHh5OtWrVrilPogRMQghRHOmSE8XIC5YiIyMJDAyUxMVljFKKzMxMEhMTAahevXqJ9yUBk/A7s9nMq6++6rl/pWVClAaD0cA/It2JbS9t1Zfzs2JzOp2eYKly5cr+ro4oQt4FX4mJiURGRpa4e04CJuF3JpOJxx577KrLhCgNRqOBBypVAuDYJdMmyPlZseWNWQoMDPRzTcTl5L1Hdru9xAFTubtKTgghfCt/F4uMYRIFSTdc2eeL90hamITfOZ1Ovv/+ewBuvfVWr+i/uDIhSoMTxZbMDDSgisPhXSbnpxAVhgRMwu+ys7Pp1q0bUHB6ieLKhCgN2Vkw8sQJAFbYvAMmOT+F8DZz5kxWrlzJ7t27/V0Vn5MuOSGEKEbahZqe+y5JKyDEdbdx40buuusuatSogaZprFy50t9VAiRgEkKIKycBkxDXXUZGBi1atOC1117zd1W8SMAkhBDF8Upc6fRfPYTwoa5duzJ+/HimTp1KREQE1apVY+bMmV7rHD9+nH79+hEcHExoaCiDBg3izJkzXus8//zzREVFERISwqhRo8jOzi5wrLfffpsmTZpgtVpp3Lgxr7/+erF169u3L7Nnz+bee++95ufpSzKGSQghiqHluzJOMn2Ly1FKkWX3T2AdYDJc1dVgcXFxTJo0iS1btrBp0yZGjBhBx44d6dmzJy6XyxMsbdiwAYfDwWOPPcbgwYM904stW7aMmTNn8tprr9GpUyfeffddXn75ZerVq+c5xtKlS5k+fTqvvvoqrVq1YteuXYwZM4agoCCGDx/u65fgupKASQghrpCSTN/iMrLsTppOX+WXYx/4Z28CzVf+tR4TE8OMGTMAaNCgAa+++ipr166lZ8+erF27lr179xIfH090dDQAS5YsoVmzZmzbto22bduyYMECRo0axahRowCYPXs2a9as8WplmjFjBvPnz6d///4A1K1blwMHDvDGG2/86QIm6ZITQojiaPnvSguTKD9iYmK8HlevXt0zhcjBgweJjo72BEsATZs2JTw8nIMHD3rWadeundc+2rdv77mfkZHBkSNHGDVqFMHBwZ7b7NmzOXLkyPV6WteNtDAJvzOZTLz44oue+1daJkRpMOo697T7CwCanuFVJuenuFSAycCBf/b227GvxqXnrKZpuHzYipqeng7AW2+9VSCw+jPmLJOASfid2WxmypQpV10mRGkwmYz0aDkYAKPhHa8yOT/FpTRNu6pusbKqSZMmnDhxghMnTnhamQ4cOEBycjJNmzb1rLNlyxaGDRvm2W7z5s2e+1FRUdSoUYOjR48ydOjQ0n0C18Gf/10VQojrKl83nAz6FhVEjx49aN68OUOHDmXBggU4HA4effRRunTpQps2bQB44oknGDFiBG3atKFjx44sXbqU/fv3ew36njVrFuPHjycsLIw+ffpgs9nYvn07Fy5cYNKkSYUeOz09nd9++83zOD4+nt27dxMREUGtWrWu7xMvhgRMwu+cTic7d+4EIDY2tsDUKEWVCVEaXC4XxxIPAVDN5X31k5yforzSNI1PP/2Uxx9/nM6dO6PrOn369OGVV17xrDN48GCOHDnC1KlTyc7OZsCAAYwdO5ZVqy4Oeh89ejSBgYHMnTuXKVOmEBQURPPmzZkwYUKRx96+fbsngz7gCayGDx/OO++84/PneqU0JdfJ+kRqaiphYWGkpKQQGhrq7+r8qWRkZBAcHAwUnF6iuDIhSsM7MxYw8p8TAVj6+kAeGLvMUybnZ8WWnZ1NfHw8devWxWq1+rs6ohjFvVdX+v0tV8kJIUSxpEtOCCEBkxBCFMsrDaAETEJUWBIwCSHEFZIRDEJUXBIwCSFEcTSZGkUIIQGTEEJcOQmYhKiwJGASQohiSQuTEELyMIkywGQyeSaALGxqlKLKhCgNJoOBvq3dmYyNeqp3mZyfQlQYEjAJvzObzcycOfOqy4QoDUajgTvauGdVN+iveJXJ+SlExSFdckIIcYUU0iUnREUlAZPwO5fLxf79+9m/f3+BmbKLKxOiNLiUk9NJv3M66XdcTjk/hSjOzJkzadmypb+rcV1IwCT8Lisri5tuuombbrqJrKysKy4TojTYHXae/WgUz340CluO91xycn4K4XsLFy4kJiaG0NBQQkNDad++PV9//bW/qyUBkxBCFO9iN5ympBVJiOvthhtu4Pnnn2fHjh1s376d7t27069fP/bv3+/XeknAJIQQxck3N4qMYRLlRdeuXRk/fjxTp04lIiKCatWqFbiA4fjx4/Tr14/g4GBCQ0MZNGgQZ86c8Vrn+eefJyoqipCQEEaNGkV2dnaBY7399ts0adIEq9VK48aNef3114ut21133cXtt99OgwYNaNiwIc8++yzBwcFs3rz5mp/3tZCr5IQQ4goplwRM4jKUAnumf45tCgRNu/x6ueLi4pg0aRJbtmxh06ZNjBgxgo4dO9KzZ09cLpcnWNqwYQMOh4PHHnuMwYMHs379egCWLVvGzJkzee211+jUqRPvvvsuL7/8MvXq1fMcY+nSpUyfPp1XX32VVq1asWvXLsaMGUNQUBDDhw+/bB2dTicfffQRGRkZtG/f/qpfEl+SgEkIIYqh5WtVcknAJC7HngnP1fDPsf92CsxBV7x6TEyMJ49YgwYNePXVV1m7di09e/Zk7dq17N27l/j4eKKjowFYsmQJzZo1Y9u2bbRt25YFCxYwatQoRo0aBcDs2bNZs2aNVyvTjBkzmD9/Pv379wegbt26HDhwgDfeeKPYgGnv3r20b9+e7OxsgoOD+eSTT2jatOlVvyS+JF1yQghRHJlLTpRTMTExXo+rV69OYmIiAAcPHiQ6OtoTLAE0bdqU8PBwDh486FmnXbt2XvvI3wqUkZHBkSNHGDVqFMHBwZ7b7NmzOXLkSLF1a9SoEbt372bLli2MHTuW4cOHc+DAgWt6vtdKWpiEEOKKXXl3h6igTIHulh5/HftqVr8kO72maT5Nj5Geng7AW2+9VSCwMhgMxW5rNpu58cYbAWjdujXbtm3j3//+N2+88YbP6ne1ymXAtHHjRubOncuOHTs4ffo0n3zyCffcc0+R669fv55u3boVWH769GmqVat2HWsqwP1H+9e//tVz/0rLhCgNBoPObTGDADBqKV5lcn6KAjTtqrrFyqomTZpw4sQJTpw44WllOnDgAMnJyZ6usSZNmrBlyxaGDRvm2S7/wOyoqChq1KjB0aNHGTp06DXVx+VyYbPZrmkf16pcBkwZGRm0aNGChx56yNNveiUOHz5MaGio53FkZOT1qJ64hNlsZu7cuVddJkRpMBuN3Nv+YQCMhnneZXJ+inKqR48eNG/enKFDh7JgwQIcDgePPvooXbp0oU2bNgA88cQTjBgxgjZt2tCxY0eWLl3K/v37vQZ9z5o1i/HjxxMWFkafPn2w2Wxs376dCxcuMGnSpEKPPW3aNPr27UutWrVIS0vj/fffZ/369axatapUnntRymXA1LdvX/r27XvV20VGRhIeHu77Cgkh/sTyjWGSNEyigtA0jU8//ZTHH3+czp07o+s6ffr04ZVXLs6nOHjwYI4cOcLUqVPJzs5mwIABjB071iuwGT16NIGBgcydO5cpU6YQFBRE8+bNmTBhQpHHTkxMZNiwYZw+fZqwsDBiYmJYtWoVPXv2vJ5P+bI0Vc5HMWqadsVdcrVr18Zms3HTTTcxc+ZMOnbsWOQ2NpvNq3kwNTWV6OhoUlJSvFqpxOW5XC6OHz8OQK1atdB1/YrKhCgNH704l4M/1wSgdrN3Gf63ixmH5fys2LKzs4mPj6du3bpYrVZ/V0cUo7j3KjU1lbCwsMt+f8tfN+4rAxYtWsTHH3/Mxx9/THR0NF27dmXnzp1FbjNnzhzCwsI8t/xXEoirk5WVRd26dalbty4rth4tskymnhD+kOOwM+P9ocx4fyh2e8GpUeT8FKJiKJddclerUaNGNGrUyPO4Q4cOHDlyhH/961+8++67hW4zbdo0r/7XvBYmcW0mLfuZe9rWw2iQWF6UDfmvi1MuuUpOiIpKAqYi3Hzzzfzwww9FllssFiwWSynWqOJItzkIDzT7uxpCFFC+BzAIIYojP+OLsHv3bqpXr+7valRI6TaHv6sgRD6qkHtCiIqmXLYwpaen89tvv3kex8fHs3v3biIiIqhVqxbTpk3j5MmTLFmyBIAFCxZQt25dmjVrRnZ2Nm+//Tbfffcd3377rb+eQoWW45BLkUQZJaemEBVWuQyYtm/f7pWIMm+s0fDhw3nnnXc4ffq058oWgJycHCZPnszJkycJDAwkJiaGNWvWFJrMUlx/dqf8jhdlSL5hS0oyfQtRYZXLgKlr167Fzvn0zjvveD2eOnUqU6dOvc61ElfK7pSf8aKMkkFMQlRY5TJgEn8uRqORfg+MZO3BRDTdQE6+gMloNPLoo4967gtR2gwGnVub3g2AhvfUDHJ+ClFxyF+48DuLxcK4v89h95LtADjydclZLBZee+01f1VNCExGI4NvfcJ9/5KpUeT8FKLikKvkRJngcF0MkqRLTpRVLiVjmIQozsyZM2nZsqW/q3FdSMAk/E4pRdK5czgzU1BKeXXJKaU4e/YsZ8+eLXZcmhDXi1KKtKxk0rKSUS5VoEzOTyF8a+bMmWia5nVr3Lixv6slXXLC/zIzMxnarTkA0ROXY8+XViAzM5PIyEjAnS4iKCjIL3UUFZctx860JQMAeOWvvbzK5PwU4vpo1qwZa9as8TwuC2MEpYVJlDmSVkCUWdJbLMqJrl27Mn78eKZOnUpERATVqlVj5syZXuscP36cfv36ERwcTGhoKIMGDeLMmTNe6zz//PNERUUREhLCqFGjyM7OLnCst99+myZNmmC1WmncuDGvv/76ZetnNBqpVq2a51alSpVrer6+4P+QTYhLyBgmUWZJLC8uQylFlsM/EzEHGAPQtCsfZxcXF8ekSZPYsmULmzZtYsSIEXTs2JGePXvicrk8wdKGDRtwOBw89thjDB48mPXr1wOwbNkyZs6cyWuvvUanTp149913efnll6lXr57nGEuXLmX69Om8+uqrtGrVil27djFmzBiCgoIYPnx4kXX79ddfqVGjBlarlfbt2zNnzhxq1apV4tfGFyRgEmVOjgRMooySYUricrIcWbR7v51fjr3lgS0EmgKveP2YmBhmzJgBQIMGDXj11VdZu3YtPXv2ZO3atezdu5f4+HjPxPJLliyhWbNmbNu2jbZt27JgwQJGjRrFqFGjAJg9ezZr1qzxamWaMWMG8+fPp3///gDUrVuXAwcO8MYbbxQZMLVr14533nmHRo0acfr0aWbNmsWtt97Kvn37CAkJKdFr4wvSJSfKHId0yYkySslVcqIciYmJ8XpcvXp1EhMTATh48CDR0dGeYAmgadOmhIeHc/DgQc867dp5B4ft27f33M/IyODIkSOMGjWK4OBgz2327NkcOXKkyHr17duXgQMHEhMTQ+/evfnqq69ITk5m2bJl1/ycr4W0MIkyx+mSFiZRRkkTk7iMAGMAWx7Y4rdjXw2TyeT1WNM0XD78/E1PTwfgrbfeKhBYGQyGK95PeHg4DRs29Joj1h8kYBJljgz6FmWXtDCJ4mmadlXdYmVVkyZNOHHiBCdOnPC0Mh04cIDk5GSaNm3qWWfLli0MGzbMs93mzZs996OioqhRowZHjx5l6NChJa5Leno6R44c4cEHHyzxPnxBAibhd0ajkfZ9+rPnjxQ03YDD5T01Sl4/d1m4rFRUPAaDTruG7nQC+iUBk5yforzq0aMHzZs3Z+jQoSxYsACHw8Gjjz5Kly5daNOmDQBPPPEEI0aMoE2bNnTs2JGlS5eyf/9+r0Hfs2bNYvz48YSFhdGnTx9sNhvbt2/nwoULTJo0qdBj//Wvf+Wuu+6idu3anDp1ihkzZmAwGLj//vtL5bkXRf7Chd9ZLBYe+ttcZn/p7hfPn/XbYrEUmCxZiNJkMhp5sNuTABj1f3mVyfkpyitN0/j00095/PHH6dy5M7qu06dPH1555RXPOoMHD+bIkSNMnTqV7OxsBgwYwNixY1m1apVnndGjRxMYGMjcuXOZMmUKQUFBNG/enAkTJhR57D/++IP777+f8+fPU7VqVTp16sTmzZupWrXq9XzKl6UpSU/rE6mpqYSFhZGSkkJoaKi/q/On8+bGIzz31SEAJvVsyPjbGvi5RkK4rXhpLqd/aQ2AwfovHlnwuZ9rJMqK7Oxs4uPjqVu3Llar1d/VEcUo7r260u9vaWESfqeUIjszE1dONprJ4tXCpJQiMzMTgMDAwKvKMSKELyilsNndeXUCzAXL5PwUomKQgEn4XWZmJk/0dV/eGj1xOQ6n99QowcHBgEw9IfzDlmNn8n/vBGDB2L5eZXJ+ClFxSB4mUeY4XNJLLMooycMkRIUlAZMocyRxpSiz5NQUosKSgEmUOQ5JXCnKKmlhEqLCkoBJlDmSuFKUVTI1ihAVlwRMosyRqVFEmSWxvBAVlgRMosyRMUyizJIWJiEqLEkrIPzOYDDQ4tbe/JqYjqbrXlfJGQwG7rvvPs99IUqbrmu0qtfZff+SqVHk/BSi4pCASfid1Wpl2NMv8/LaXwHvQd9Wq5WPPvrIX1UTArPJxKieMwDQec2rTM5PIbzNnDmTlStXsnv3bn9XxeekS06UDflm6JFB36LMUvKRKcT15nQ6efrpp6lbty4BAQHUr1+fZ555Bn/P5CYtTKJMyP9n4JTElaKskjFMQlx3L7zwAgsXLiQuLo5mzZqxfft2Ro4cSVhYGOPHj/dbveTnkvC7jIwM/tq7McdeuBNXTjb2fFOjZGRkoGkamqaRkZHhx1qKiirblsO4N25j3Bu3YctxeJXJ+Sn+rLp27cr48eOZOnUqERERVKtWjZkzZ3qtc/z4cfr160dwcDChoaEMGjSIM2fOeK3z/PPPExUVRUhICKNGjSI7O7vAsd5++22aNGmC1WqlcePGvP7668XW7aeffqJfv37ccccd1KlTh/vuu49evXqxdevWa37e10ICJlHmyFVyouySFiZRPKUUrsxMv9yutssqLi6OoKAgtmzZwosvvsg///lPVq9eDYDL5aJfv34kJSWxYcMGVq9ezdGjRxk8eLBn+2XLljFz5kyee+45tm/fTvXq1QsEQ0uXLmX69Ok8++yzHDx4kOeee46nn36auLi4IuvVoUMH1q5dyy+//ALAzz//zA8//EDfvn2L3KY0SJecKHOkS06UWdIlJy5DZWVxOLa1X47daOcOtMDAK14/JiaGGTPcFzQ0aNCAV199lbVr19KzZ0/Wrl3L3r17iY+PJzo6GoAlS5bQrFkztm3bRtu2bVmwYAGjRo1i1KhRAMyePZs1a9Z4tTLNmDGD+fPn079/fwDq1q3LgQMHeOONNxg+fHih9XrqqadITU2lcePGGAwGnE4nzz77LEOHDi3R6+Ir0sIkyhy7JK4UZZUM+hblSExMjNfj6tWrk5iYCMDBgweJjo72BEsATZs2JTw8nIMHD3rWadeundc+2rdv77mfkZHBkSNHGDVqFMHBwZ7b7NmzOXLkSJH1WrZsGUuXLuX9999n586dxMXFMW/evGJbpUqDtDCJMkdamIQQf1ZaQACNdu7w27Gvhslk8t5e03D58Adreno6AG+99VaBwKq4vGVTpkzhqaeeYsiQIQA0b96cY8eOMWfOnCJbpUqDBEyizJG0AqLMki45cRmapl1Vt1hZ1aRJE06cOMGJEyc8rUwHDhwgOTmZpk2betbZsmULw4YN82y3efNmz/2oqChq1KjB0aNHr6o7LTMzE133bs01GAw+DeZKQgImUeY4nNIlJ8omTQZ9iwqiR48eNG/enKFDh7JgwQIcDgePPvooXbp0oU2bNgA88cQTjBgxgjZt2tCxY0eWLl3K/v37qVevnmc/s2bNYvz48YSFhdGnTx9sNhvbt2/nwoULTJo0qdBj33XXXTz77LPUqlWLZs2asWvXLl566SUeeuihUnnuRZGASfidwWCgQZvO/JGUiabrXl1yBoOB22+/3XNfiNKm6xrNarm7E3St4K9eOT9FeaRpGp9++imPP/44nTt3Rtd1+vTpwyuvvOJZZ/DgwRw5coSpU6eSnZ3NgAEDGDt2LKtWrfKsM3r0aAIDA5k7dy5TpkwhKCiI5s2bM2HChCKP/corr/D000/z6KOPkpiYSI0aNXj44YeZPn369XzKl6Upf6fOLCdSU1MJCwsjJSWF0NBQf1fnT+efnx/gvz/GAxAdEcD3U7v7uUZCuK14aS6nf3Ff9WTIfodH3lni5xqJsiI7O5v4+Hjq1q2L1Wr1d3VEMYp7r670+7tcXvKxceNG7rrrLmrUqIGmaaxcufKy26xfv57Y2FgsFgs33ngj77zzznWvp7jIlS9ulzxMouySLjkhKqpyGTBlZGTQokULXnvttcuvDMTHx3PHHXfQrVs3du/ezYQJExg9erRXs6IoPQ65Sk6UVZJWQIgKq1yOYerbt+9VZQRdtGgRdevWZf78+YB75P8PP/zAv/71L3r37n29qilyZWRk8NygtjhcLm4YtxSH0+RVFhkZCUBiYiJBQUH+qqaooLJtOUz6zx0AvDhwgFeZnJ9CVBzycwnYtGkTPXr08FrWu3dvNm3a5KcaVTx2WxbKbgMKtjBlZmaSmZnpj2oJAUCOI5scRzaFdcnJ+SlExVAuW5iuVkJCAlFRUV7LoqKiSE1NJSsri4BCkoHZbDZsNpvncWpq6nWvZ0UhY5hEWaVJHiYhKixpYSqhOXPmEBYW5rnlTx8vro1DpkYRZZZ8ZApRUclfP1CtWjXOnDnjtezMmTOEhoYW2roEMG3aNFJSUjy3EydOlEZVKwQZ9C3KLg0kE4sQFZJ0yeGeLPCrr77yWrZ69WqvSQQvZbFYsFgs17tqFZJS7vnkDLp0f4iyRgflAk2SVApR0ZTLFqb09HR2797N7t27AXfagN27d3P8+HHA3TqUf+6bRx55hKNHjzJ16lQOHTrE66+/zrJly5g4caI/qi8Au0yPIsogDdwBkxCiwimXLUzbt2+nW7dunsd589UMHz6cd955h9OnT3uCJ4C6devy5ZdfMnHiRP79739zww038Pbbb0tKgVKi6zrRTduQmJYNmrtVKW96FF3X6dKli+e+EKVN0zVurN7CfR8dXE4wuFNfyPkphLeZM2eycuVKT4NFeVIuA6auXbtS3IwvhWXx7tq1K7t27bqOtRJFCQgIYPDMt/loxx+eZXlXygUEBLB+/Xo/1UwIsJhMTLj7JQBM6cvB5fCUyfkphO9t3LiRuXPnsmPHDk6fPs0nn3zCPffc47WOUooZM2bw1ltvkZycTMeOHVm4cCENGjS4bvWSn0SiTLg0vJUr5UTZpIPL7u9KCFGuXclsHS+++CIvv/wyixYtYsuWLQQFBdG7d2+ys7OvW70kYBJlwqUNgnKlnCibNHeXnBB/cl27dmX8+PFMnTqViIgIqlWrxsyZM73WOX78OP369SM4OJjQ0FAGDRpU4Iry559/nqioKEJCQhg1alShAcvbb79NkyZNsFqtNG7cmNdff73YuvXt25fZs2dz7733FlqulGLBggX84x//oF+/fsTExLBkyRJOnTp1RXPHlpQETMLvMjIyWDi6KydefgBXjvuPLW/Qd0ZGBlWrVqVq1apkZGT4s5qigsq25fBUXH+eiuuPze4A58UWJjk/xaWUUthtTr/cihuKUpi4uDiCgoLYsmULL774Iv/85z9ZvXo1AC6Xi379+pGUlMSGDRtYvXo1R48eZfDgwZ7tly1bxsyZM3nuuefYvn071atXLxAMLV26lOnTp/Pss89y8OBBnnvuOZ5++mni4uJK/BrHx8eTkJDgNUNHWFgY7dq1u64zdJTLMUzizycrLdnrsTNfC9O5c+dKuTZCeEvPTgFAQyvQJSfnp8jPkePizSc2+OXYf/l3F0yWK095ERMTw4wZMwBo0KABr776KmvXrqVnz56sXbuWvXv3Eh8f70nMvGTJEpo1a8a2bdto27YtCxYsYNSoUYwaNQqA2bNns2bNGq9WphkzZjB//nz69+8PuC+yOnDgAG+88QbDhw8v0fNMSEgAKHSGjryy68EnAdO6detYu3YtP/74I3/88Qfnzp0jMDCQqlWr0rx5c7p06cKdd95JtWrVfHE4UQHYZXoUUSZpXoO+hfgzi4mJ8XpcvXp1EhMTATh48CDR0dFes1g0bdqU8PBwDh48SNu2bTl48CCPPPKI1z7at2/PunXrAHcL7JEjRxg1ahRjxozxrONwOAgLC7teT+u6KXHAlJGRwcsvv8xbb73FsWPHPE2BVquViIgIsrKy2LdvH3v27GHp0qWYTCbuuusuJk6cSMeOHX32BET5JIO+RZmkdHBKwCSKZjTr/OXfXfx27KthMpm8HmuahsuHn73p6ekAvPXWW7Rr186rzGAoefLXvMaXM2fOUL16dc/yM2fO0LJlyxLv93JKNIZp0aJF3Hjjjfz9738nNDSUZ555hrVr15KSkkJmZiZ//PEH58+fx263c+jQIeLi4hg0aBDffvstnTt3pn///sTHx/v6uYhyRCbgFWWR0gp2yQmRn6ZpmCwGv9w0zXezIzRp0oQTJ054Tft14MABkpOTadq0qWedLVu2eG23efNmz/2oqChq1KjB0aNHufHGG71udevWLXHd6tatS7Vq1Vi7dq1nWWpqKlu2bCl2ho5rVaIWpscff5z777+fqVOnctNNNxW5nqZpNGzYkIYNG/Lggw+SlZXF0qVLmTNnDu+++y7Tp08vccVF+SZXyYmySFMaymlHJu0R5V2PHj1o3rw5Q4cOZcGCBTgcDh599FG6dOlCmzZtAHjiiScYMWIEbdq0oWPHjixdupT9+/dTr149z35mzZrF+PHjCQsLo0+fPthsNrZv386FCxc8SaUvlZ6ezm+//eZ5nDdbR0REBLVq1ULTNCZMmMDs2bNp0KABdevW5emnn6ZGjRoF8jX5UokCpv3799OwYcOr3i4gIIDRo0czcuRIr0zbQlzKKV1yogzSMOBy2pGZ5ER5p2kan376KY8//jidO3dG13X69OnDK6+84lln8ODBHDlyhKlTp5Kdnc2AAQMYO3Ysq1at8qwzevRoAgMDmTt3LlOmTCEoKIjmzZszYcKEIo99udk6AKZOnUpGRgZ/+ctfSE5OplOnTnzzzTdYrVbfvhD5aOpqr0MUhUpNTSUsLIyUlBRCQ0P9XZ0/laysLGo3a0NKlp2oB55HN1n44C+3cEu9ymRlZdG5c2fAnf01ICDAz7UVFc3/XniOp+YvAeCpLncyam4/zHVuBZDzs4LLzs4mPj6eunXrXtcvanHtinuvrvT7W9IKCL8LCAhgwD+X8PW+i5eD5p8aZdu2bf6qmhBYTCam9nfnljGnrMXhzMGcWybnpxAVh6QVEGVCwUzf0iUnyh4NHafD5u9qCCH8QNIKiDLBdUnEJFfJibJIUzoOpwRMQlREklZA+F1mZib/m3w3fyx8CJfdnSE2r4UpMzOTOnXqUKdOHTIzM/1ZTVFB2XJymL70AaYvfYAchwNnvqlR5PwUouKQtALC75RSpJ87nfvA/V9eWgGlFMeOHfPcF6K0KQVJ6XkTjnq3MMn5KUDe+z8DX7xHklZAlEnSJSfKIg0dp3TJiVx5mbIzMzPlCskyLq8F+NLs5lejRAFTSYKl/AwGwzVl+RTlnySuFGWRho5T5pITuQwGA+Hh4Z751wIDA32abVtcO6UUmZmZJCYmEh4efk1TskhaAVEmOZxylZwoi3Qcjhx/V0KUIXlXf+cFTaJsCg8Pv+Yr9X0SML377rvs2rWL6dOnEx4e7otdigrOLi1MokzScbgkYBIXaZpG9erViYyMxG6XeQbLIpPJdE0tS3l8EjD95z//4ffff+ell17yLEtISGDYsGEcOHCA9u3bM3fuXOrUqeOLw4kKwCktTKIM0pSG0ykBkyjIYDD45EtZlF0+CZgOHTpEnz59vJY99dRTrFmzhvDwcD7++GO2bNnimTxPiPw0TSOsRl0ybU7yZjXNG8OkaZpnZmwZGyD8QdOgWqXauQ8MOJ1Z+crk/BSiovBJwJScnEyNGjU8j7Oysvjoo4/o3Lkz3333HRs2bKBXr1688MILvPDCC744pChHAgMDufuZD9j4y1l0DVwK7LlXyQUGBrJ//34/11BUZBazmX8M+q/7fvJeHI4LnjI5P4WoOEqUuPJSUVFRpKWleR6vWbOG7OxsJk+ejK7rdOvWjdtvv53PPvvMF4cT5ZjR4D4lnTI1iiiTdJyObH9XQgjhBz4JmJo1a8bq1as9jz/88EPMZjM9evTwLGvatCm///67Lw4nyjGT7u7WsEseJlEm6TgkYBKiQvJJl9wTTzxB3759ue+++2jSpAkffvght99+u1ciL5vNdk0Jo0T5lZmZyWdPDyHT5qTRw68ABpy5Y5gyMzNp27YtANu2bSMwMNCPNRUVkS0nh9nLHgLgme4TvRJXyvkpRMXhk4Cpd+/eTJ48mZdeeokVK1YQGBjIzJkzvdbZsWMH1atX98XhRDmjlCLllHtuQaMBcII9t0tOKcWBAwc894UobUpBwgX39CdomlcLk5yfQlQcPumSA5g7dy6//fYbX3zxBb/88gutWrXylB07dowffviBm2++2VeHE+WUUXefkjI1iiibdBwOmRpFiIrIp5m+69atW+iUJ0lJSQwbNox7773Xl4cT5ZDR4B7D5JTElaIMUpqOXeaSE6JCKpWpUVq1asXixYtL41DiT85k0AEXdklcKcoknRwZ9C1EheSzgOnLL7/k22+/JTU1ldq1a9OiRQtiY2OpXbu2rw4hKgBjbvI/6ZITZZHSNHLskulbiIrIJwHTCy+8wN/+9jevQY95WW/Dw8Np2bIlsbGxxMbGcv/99/vikKKcMhh0wOnJ9C1EWaI0gwRMQlRQPgmYXn/9dcLCwli8eDHNmzfn2LFj7N69m927d7Nr1y6+//571q1bh6ZpEjCJAjRNI6hyNbLtLkzG3EHfuVfJaZrmaaWUqSeEP2gaRARH5T7QcTjs+crk/BSiovBJwJSUlMRDDz1Ev379AKhXrx7dunXzlOfk5LB37152797ti8OJciYwMJB+z3/Cj7+dx2oNAGyeFqbAwEBJeCr8ymI288+h7wNgzjxDjvNiwCTnpxAVh08CphYtWpCRkVFkudlspnXr1rRu3doXhxPlWN7UKA4Z9C3KIKXp2PO1MAkhKg6f5GGaMGECn3/+OefPn/fF7kQFZjLIoG9RdilNx+GQMUxCVEQ+CZjuu+8+7r//fu666y5Onjzpi11es9dee406depgtVpp164dW7duLXLdd955B03TvG5Wq7UUa1uxZWVl8c3shzgdNxFyv4zyuuSysrJo27Ytbdu2JSsry5/VFBWUzW7nxRWP8uKKR7E57O55Du3u1AJyfgpRcfgsrUC9evVYvHgxjRo14vbbb6d79+7ExsbSokULLBaLrw5zRT788EMmTZrEokWLaNeuHQsWLKB3794cPnyYyMjIQrcJDQ3l8OHDnscygLP0uFwuko4dBCB3zLdn0LfL5WL79u2e+0KUNuVSHD/r/mxwAQ40sKWCySrnpxAViE8CpqlTpzJ//nxPWoHly5ezfPlyNE3DYDDQuHFjYmNjad26NY8//rgvDlmsl156iTFjxjBy5EgAFi1axJdffsl///tfnnrqqUK30TSNatWqXfe6ieLlTY1ily45UQYpzYDDpUF2KgQX/uNLCFE++aRLbsmSJURGRvLTTz+Rnp7OoUOH+OCDD5gyZQrdunUjISGBJUuWMGHCBF8crlg5OTns2LGDHj16eJbpuk6PHj3YtGlTkdulp6dTu3ZtoqOj6devH/v377/udRUFGXWZGkWUXUrTcDmB7BR/V0UIUcp80sKUmZnJX/7yF2655RYAGjZsSMOGDRk0aJBnnRMnTrBr1y5fHK5Y586dw+l0EhUV5bU8KiqKQ4cOFbpNo0aN+O9//0tMTAwpKSnMmzePDh06sH//fm644YZCt7HZbNhsF+eUSk1N9d2TqMBMcpWcKMOUZsDl0sAmAZMQFY1PAqY2bdqQmJhY7DrR0dFER0f74nA+1759e9q3b+953KFDB5o0acIbb7zBM888U+g2c+bMYdasWaVVxQrDkNvCJJm+RZmk6e6ASVqYhKhwfNIlN23aND7//HP++OMPX+zumlSpUgWDwcCZM2e8lp85c+aKxyiZTCZatWrFb7/9VuQ606ZNIyUlxXM7ceLENdVbuBklrYAow5QETEJUWD4JmA4ePEiXLl3o3bu338f+5CXJXLt2rWeZy+Vi7dq1Xq1IxXE6nezdu5fq1asXuY7FYiE0NNTrJkrOEhyOHhDqycNkz3fFUZUqVahSpYq/qiYEwdYwgq1huDQdlwv3oO9ccn4KUTH4pEtuwoQJaJqGUooWLVrQoUMHT1qB2NjYIscBXS+TJk1i+PDhtGnThptvvpkFCxaQkZHhuWpu2LBh1KxZkzlz5gDwz3/+k1tuuYUbb7yR5ORk5s6dy7Fjxxg9enSp1ruiCgoKot+8r9gSn0RgYDBw1jPoOygoiLNnz/q3gqJCs1rMPD98heex02H0tDDJ+SlExeGTgGnZsmVek+3+8MMP/PDDD55cRlWqVKFVq1a0bt2aZ5991heHLNbgwYM5e/Ys06dPJyEhgZYtW/LNN994BoIfP34cXb/YuHbhwgXGjBlDQkIClSpVonXr1vz00080bdr0utdVeJNM36Ksc7mMkJ3s72oIIUqZpvKSJ/nQ2bNnPcFTXiD1yy+/oJTC6XT6+nBlQmpqKmFhYaSkpEj3XAkMfmMTW+KTeKxbfV5bd4TIEAtb/+5ODfH7nnOYAwzUaFDJz7UUFdGKl+Zy+peL82Aet07hhU4t4b7/+K9SQgifudLvb59l+s6vatWq9OzZk549e3qWZWVlsWfPnutxOPEnl5WVxbr5j5GabcfVaSlwMQ9TwvHz9OzjDpz2HNlEQECA3+opKiab3c6CzyYB8Ojtc1BOIyrrAhruc7dv374AfP3113J+ClGOXZeAqTABAQG0a9eutA4n/kRcLhdnf3Xn6DJq7kDJnpuH6czvKfx2+mcAnI7y2TopyjblUp5zUCkXRqeRrOxkAnGfuxs2bABkahQhyrsSXSXXp08ftm3bVqIDZmRk8Pzzz/Paa6+VaHtRvhlzE1fmtTClJWV7ypwO+UIS/mdyGcm0Jfu7GkKIUlaigOns2bPccsstdOvWjcWLF5OScvmcJJs3b2bcuHHUrl2bZ555pkAmbiHg4tQo9ryA6bwETKJsMTqNZOSk+bsaQohSVqIuuR07dhAXF8esWbMYNWoUY8aMoVGjRrRu3ZqoqCjCw8PJzs4mKSmJw4cPs337dtLS0jAYDAwZMoTZs2dTq1YtXz8XUQ5cOjVKWtLF6WecDrlyTvifyam7AybfXy8jhCjDSjyGafjw4QwbNoyvvvqKxYsXs379et57770C6+m6TkxMDPfeey+jR48uNhmkEIbctAIuBS6XIj05f8AkLUzC/4wuIxm4wJ7p76oIIUrRNQ361jSNO+64gzvuuANwZ/z+448/OH/+PAEBAVStWpVmzZoRFhbmk8qK8s+ULz+Ww6XISpWASZQtJoeBTE2DrGTSUq3+ro4QopT49Cq5Jk2a0KRJE1/uUlQQBrMVl1KeueQAbDYHtkwHZqP7S8nplIBJ+EfeOQhgdhrJ0HXITmZtXBJmoxVNK2ZjIUS5UOKA6fXXX6dfv37UrFnTl/URFVBQUBD3LFjL9mMXCAoK8ixPS7FhMQXw0qgvAQgwB/qriqICs1rMnnMQwOQwkqG7W5iS/7B7yvKfu0KI8qfEk++OGzeOWrVq0bZtW5599ln27t3ry3qJCipv0DfgNX4JpEtOlA1mh4G03BYmc0CppbITQvhZiQOmbdu28be//Y2cnByefvppWrZsSf369Zk8eTIbNmyQJG6iRHRNIzezABkplwRMdjmnhP8ZXUZ3wJSVTECIyd/VEUKUkhIHTK1bt+aZZ57h559/5ujRo8ybN49atWrx8ssv0717d6Kiohg5ciQrV64kM1OuJhFFy87O5ofX/kriRzPJsWVjzB34nZlqx+7IYeHXf2Ph138jI0POI1H6cux2zzlod+RgdhpIzW1hMliUpywtNcPfVRVCXEc+aU+uU6cOEydOZOLEiSQlJfHFF1+wcuVKli9fTlxcHFarldtuu417772XO++8k8jISF8cVpQTTqeTM/s3AaBcLowGjRwn2DLtuJST/ce3AGDPsfuzmqKCcrmU5xx0KSdG58UWJk2/WHb2RAohzWQckxDlVYlbmIoSERHBsGHDWLFiBefOneOzzz5j6NChbN++ndGjR1OjRg06derk68OKciQv27ct0+G1XBJXirLA4DKSqutsOnAER75u4nMn0v1YKyHE9VbigGn+/PmXXcdisXDnnXfy1ltvcerUKX744QcmT57M+fPnS3pYUQHkzSdny5KASZQ9BuUOmBLOJJCWnuNZnngs1Y+1EkJcbyUOmKZNm8b69euveH1N0+jQoQMvvPACBw8eLOlhRTl3w9EPPC1MOQVamGTQtygDNAsZ6ISRQXb2xXP0j0MXUDJdihDlVokDpsjISIYMGcIff/xxxdssXry4pIcTFUSjn1+4OAHvJS1MLgmYRBngNFiwOTXCtAxcOU7P8szUHBKPyaS8QpRXJQ6Yli9fTnJyMv379ycnJ+ey60+dOpXRo0eX9HCigtBQFwOmbKdXmaQVEGWBSzfjytEJJQMu6SY+vOm0n2olhLjeShww3XLLLSxYsIDt27fzyCOPFLleVlYW/fv3Z968edStW7ekhxMVSGXd/Svdke3dwmTPcRa2uhClymmwYM3WMGo2tEt64H7ZdgaHXc5TIcqja7pK7pFHHmHkyJHExcWxcOHCAuWnTp2iU6dOrFy5kltvvZUtW7Zcy+FEORUUFMTO2V1RM0IJMmtU0dyDZ53ZTiymAD799y5efXgtRs3i55qKishqMfPqw2t59eG1WEwBOA0WgrMVTsBiCuDVh9fisDupHBWOLdPBL1vO+LvKQojr4JrTCixcuJDY2FgmTpzIpk2bPMt37tzJzTffzK5du3jooYdYs2YNlStXvtbDiXJK4+JP9XDSQYHD5v6lHhzuDpTyHgvhT06DmZAsyNDd56XRpHP2heepk74LgJ3fHsPlksHfQpQ31xwwmc1mPv74Y0JCQhg4cCAJCQmsWLGCzp07k5CQwPz583n77bcxmWQKAVGcfAGTlu7OqJo7ZCkwzAxIl5woG5wGC8FZkIo7SaVB2bnw7rtErH0boz2DlMQsDm9J8HMthRC+VuKA6ffff/fcr1WrFh9++CFnzpyhQ4cODBo0CKPRyOeff87EiRN9UU9RjmVnZzPlfwcY+FEm2Q5FGOmYcuMnuyOHp18az39WzyIjPcu/FRUVUo7dzn9Wz+I/q2dhd+TgNJgJzoY0ArA7cnjjq5lMOHkSpz2L2sdXA7ApbjvZiZJvTojypMQBU7169ahatSq9evVi2rRpJCUlMWbMGH7//Xfq1q3L5s2b6du3ry/rKsopp9PJmv3nWH7AgdMFoWRgUu4r5TSjYs3Gr9h1dCO2LJkaRZQ+l0ux6+hGdh3diEs5ceoWgrMUaQTiUk62x//Et+lprJ3ajYTOF7DYLpBFEBsfnkf69z/4u/pCCB8p8VxyrVq1Yv/+/axZs4Y1a9agablfcJpGREQEcXFxtG7dmtjYWOrVq+ezCovyL1SlkdeBazIbPMsd0iUnygCH0UpIGmQS4LX849SNpNUy0D7HSIuzD3KkSmeqPP4kNQb0JfKvk9EDAorYoxDiz6DEAdOOHTuw2+3s3buXnTt3smPHDnbu3MmePXvYtm0b27Zt8wRRYWFhtGrVitatW/Piiy/6rPKifAolzdMlZzRfbASVMUyiLHAYAwnJhlQV6LU8LQDuqHcH3xm+IzLrV6qnN+CXBoOwLl1E2k8/csOLcwlofpOfai2EuFYlDpgATCYTsbGxxMbGepJSOp1O9u/fz44dOzxB1M8//8y6detYv369BEzisoJUpqdLzpivhckuV8mJMsBlMBOcaSTxkoCpVqW6PH/r81xoe4G46h/gXO7gfOXm/FanPQ3iN3F00EAy7+1G06eeIShUrhgW4s/mmgKmwhgMBmJiYoiJiWHkyJEAuFwuDh48yI4dO3x9OFEOBbnSL3bJWS4GTDmXTJUiRGlz5c4VF5QTRI4rGHO+svph9QGoZK3EhNvG8pPtMLs+O8nv9QaTEHyUW/edIXjFOnatuZXtQ1vR4K4H6FSzE2GWMD88EyHE1fJ5wFQYXddp1qwZzZo1K43DiT+5QHVx0LfRdDFgsmXYUUp5unqFKG05mosAIDAnGMclAVP1kOpe67bv05DEwxmcPJyM+aZZbO31GfUXr6LyBSe9F+5k25pdDO5uJLJxSzrf0Jlba95Kw0oN5fwWoowq0VVyffr0Ydu2bSU6YEZGBs8//zyvvfZaibYX5V+g62JagfwtTC6XIidbuuWE/2TmfWLqgWAP8iqrYqni9VjTNXqMaEpAiImMBCdVHMNpt3oL6v/uwaVrtP1VMe9NO22WbCdu4wLu+/w+ei7vyaxNs1h3fB2Z9sxSelZCiCtRohams2fPcsstt9C5c2eGDRtG//79CQsrvll58+bNvPfee3zwwQdkZWURFxdXogqL8icwMJBtT7ehieMwgSZw5uuSCwoOIj09nf/8dSO6y0x2eg6WgFJpGBUCAIvZxPyHvsCcfYYTJiu4wGEKwmAPxmy08kXHB0iy7CAkvGqBbYMrWen7SAyf/msXv+85x9ZVgXT8xxxsQ0aROP8l0teto+cuRdf9itWxOp+3TmB55nKW/7Ico24kpkoMt1S/hXbV29G8anNMuiQAFsJfSvTNs2PHDuLi4pg1axajRo1izJgxNGrUiNatWxMVFUV4eDjZ2dkkJSVx+PBhtm/fTlpaGgaDgSFDhjB79mxq1arl6+ci/qQ0TSPIrBOku7sirM6LXXJmq4GgoCDCwkNJv2AjO91BWMHvJSGuG03TsJgCMDutZBs0cEGOKRijPQhN0whVOSRbdcLNoZCwD4wWCK0JZveg8Or1w+g+rDGr/3uA3auPYwk00qbvjUQvfJ3M7dtJnDsPfv6Z2ze76LtN58TNtfgwNpttoWfZmbiTnYk7ef3n1wkwBtA6qrUngGpYqSG6ds2TNQghrlCJf6oPHz6cYcOG8dVXX7F48WLWr1/Pe++9V2A9XdeJiYnh3nvvZfTo0VSvXr2QvYmKLv+oDbOyYVXueVHy8jBZg02kX7CRlZ7jh9oJ4ZauufuKbZZwjE53QGS0Z2IzQeiqv8GpgxdXDq0JletDcDUaWkJIv6kpm/bVY8unR3Ee28HN7XIIDAyk9jMPkbH7COdXrCVz935qbYpnyiYwtG7B751vZG29DDad38EF2wV+OPkDP5x0J8MMMYXQvGpzWlZtSYuqLWhetTkh5pBSf02EqCiuqW9D0zTuuOMO7rjjDgAOHjzIH3/8wfnz5wkICKBq1ao0a9bsst11omKz2WxMW3GEMFcWb9xpxWLUCMIBWHDpDkaMGMEfhy5wZ/OxpCdl+7u6ooKxOxy8u+4FdGcW1ftMAYzYLOEYVBB2Zw7PHtnB+cRs3m51BnQTGK2QkwapJ923XLGACu7P5vQH2b67EmmH1tE1bBFGLYdgILgxZEWaSDoUROqJAJw7fiZ6x888ZNEZ3zSStDaxbG0UxCbXOXakHiXNnsZPp37ip1M/AaChUT+8PjFVY2hYqSGNKjWiUUQjCaKE8BGfDgZp0qQJTZo08eUuRQXgcDhYucs979Zrt1uxAIHKPbhbN+IZ73Z7s7+QclbmkxOly+l0seWXbwHoqU0CINtaGV0F4HDZ+DLpDCSB2RkOg/8LTe+BzCRIOgLnj0DmebClgS2N1jlpBMRvYf3BthzO7sZ5vSm963xIuPYHZCcToCVRs0MykRlpJMcHkBIfiD3DSOquBNiVwM0GF92icgionk3iDS5+rhbI7pBQfjbpnMTBb8m/8Vvyb171rxlUg4YR7uDpxvAbqR1am1ohtQg0BSKEuHIyelaUSVa8u+TySMAk/CmvSy41pDaapqOpi7nBzC6gbhfQNAiq7L5F31xgH02BkINJfPuf/ZxLj+LDXydw8931aNH9BnQNsKVgykyiamYSVdLPkvXzbtI27iB1xxEcKTbST1lJP2VF2wGtLU5urZpCQGU7tsoODlXT2R9q4heziUMWMwlGIyczTnEy4xTrTqzzqkdVYzDRAVWpHXwDtcLqEh3RgKjQ2kQFVaNKYBUZYC7EJcptwPTaa68xd+5cEhISaNGiBa+88go331zwwyvPRx99xNNPP83vv/9OgwYNeOGFF7j99ttLscYiP2tugkDDJQFTwtEUycUk/CYtN2ByGdwZmEyOFE+ZNbgGBEZc0X6im0Qw+O9tWfPOQU4evsBPH//GwZ9Oc0u/etRtUQUtoBJUro8GBDa5ncAhEKkUtsOHSd/4PRnff0/Wzz/jtOWQ9kcAaX+456mrDkSHmuhXScMcnIMr4AIJYYr4cAMHKhk4FGzihNnIBYOBs450zqalszMtHk5/71U/TUFlzUCkbiHSGEyUJZzKlkpUslYi3FqZ8KCqhAdVIzy4BuEhNbEGVgFdBqCL8q1cBkwffvghkyZNYtGiRbRr144FCxbQu3dvDh8+TGRkZIH1f/rpJ+6//37mzJnDnXfeyfvvv88999zDzp07uekmmfvJH8y5AVP+PExGk05Wmp3zJzOockOwv6omKrA0XeFCoedepmDJSfaUWcJrXNW+gitZ6TehJQd/Os1PH//GhdMZfL1oL5VrBtO8a00a3lzNc/5n5Tg5nZJFgqkKCW36ktCwG2mpmZiO/ELYb/up9MdRqib8TpWURBypdhypkAFACAG4W7WaAg6DAVuACUegRk6wk+wAB+mBDi4EKhKDICHAwMkgneQAjSyLgyMmBweNGaicREgr+rlYXS5CXYoAl4ZVaViVjkXpWJQJE0bMmDFhwaxZMGpWjLoZo2bBqFsxGNz/Gw2BmI1WTIYgzMYAjKZgTKZATKZAdHMgBpMF3WhBNwdgNFkwmswYDTqm3JvRoGHO/d9k0DHp+e4bNPmRJa5ZuQyYXnrpJcaMGeOZmmXRokV8+eWX/Pe//+Wpp54qsP6///1v+vTpw5QpUwB45plnWL16Na+++iqLFi26qmN/sWUrgVYDWm6Xkoa7hV7XwKDl3tc1dAUGTUPXQUOhK9BzkzUqDXI3R1O5V5Dl/Y9yl2mAUmhoqPzlSgEamsrbmUKhoblUIbXNPYjy/OP5j9zt3a053ss866C8Fud36YdTYUfPk5V9cSC3SzMCTky5z9aUb/LdGxpX4vShTDavPEKXBxoRXMkiH4J+pJQClXf6qIunkQKFQilQrnzniFK5/7unS1JKgVOhlMu9nku5px5RyvNYuRQq97Eid5ly/w95y3MPkHfz7Ie8g7nrpBTuiy9zj5FvG5V/fYXXcte5i+eYS4NUgyLc6V4WkHGxhckUesNVv4aaptG0Yw3qt6rKrm+P8/N3Jzh/Mp31Sw/z3QeHORuss1ezc9iVczFpppcACGkDTdpAEwi0Z1Er7Qy10hK5IS2RG9LPUjUrmSpZyYTnZGB0OjGmOyEdSMzbx6U7dhU4isMAdiPYTZBjgmwT5BjcN4dBw6GDUwenQeHUFU7dhVMHhyHHvVx378Opg0sHB5CjgdI0lIbn5rrkft5rruV+wGka6LmfSZp28fPV878C0NA1DV1pgI6GhoaOprTcblQ998NSc3+MalruPQ003f15mXswdxXcwZaWW563ruYp19H0vHJDbl100N3HRXMf170r3X3L27+modDRc78kFLp7v9rFco3cOmla7vPWPWWedfKWedbLvY+GpusXH+fbRte03NfKva2eVw80lJ73GZ77HLXcH655x/c8F81zHuP1umn56njxHMv7uNb13Nfbsy2e55r3PpOvvnkHd+8ub58X66free9U7mur57035Ht9Lp4ncPFYaBoZGVeWJLbcBUw5OTns2LGDadOmeZbpuk6PHj3YtGlTodts2rSJSZMmeS3r3bs3K1euLPI4NpsNm83meZyamgpA+ht7cZjDcekGlKajtCv4XzcUdZhCaEXcv3TZlQQSV3Pc68dmv3j/cE5t2piOYvRMjXLxwzy2Tx2+/vUgx/adZ8nffsJoMRBSyUJQuIXgShaCK1kJqWwlrGoAYVUDCAqzoOm+D6jsThfp2Q7Ssh2k2eykZdlJzbCTnpFDdqad7EwntiwHdpsTe7YDh82F0+HEYVe4HO7gQDlyv/SdCpwuDE4nBocT3ekCl0J3udCUQncpT0CtKYVBuR/nBdIX//jd/190ufsal54rSru03P2/0i5ZVsFy/9jsLbwep1l1wt3NNwRmnrlYcIXdcfkppdh/KpVV+xP44dQ5Dgdm0lQ30CrHQLhTJyrFRRQGehBAkkGRFqihwkxYIiwEVrISFG4hJMRMiNVIiNVEqNVIgNmA2ahjMbpbXsy5/5ucdlRiIq7EMzgSEnAmnsGVkoorJQVXairO1Nz/U1JwpqbjtDlwGsy4dBMu3YhLd9/XMWF1mjArE06XCZfThEs34TSYcDnNnnWdugmlG3I/6wy4NP2Sx96fgZ51cstV3mdo7rmqtLygRnMvy/s/r6wMnpfqkv+LUjBEFaUpK+fK3gGfBEyHDx+mYcOyMQfSuXPncDqdREVFeS2Piori0KFDhW6TkJBQ6PoJCQlFHmfOnDnMmjWrwPLU0Buxm4MK2aIUqLxWrXy/lnM/UgptBrr2A/pkL7rzYm6lP1QsbTjq6fIw5mthqhodwl3jW7JpxW+cPZ6Gw+bkQkImFxIK/3VgMOmEVnEHT2FVAgiOsGAOMGK2GjEHGDCaDLiUIjnTzvl0GynpOaSm55CWnkNGlp2sTAe2LCc5NgdOmxPsCs3hwuQCs9Iw4/7fosBQSIBq4GpCUo1i/xzzxzf5XOkHcpmlXPnOV1e+c1XltpIqr/NZ87SE5n/G6uJLowp7RS7ez2t5dbfDKgq+cgVfSWX3TmWRFqJDhvtvLSTt+MUCS3jRz/MS59NtLNv+Bx9sO86x897n7/GqBoKqhdA0wEq1VIU6lUVGYhYRTo2INCDNDn/YcTcTgcNiICvIhDPAQKbViMGk57ZEaLnxheb5da0UOOwWnPZoHPaaOO0unAYXjmAXTosLZ7gLh8P1Jz6hhLh+fBIwNW3alFmzZvGPf/zDF7v7U5g2bZpXq1RqairR0dHcekcVKlWpjMFoQDdo7puuYTDq6Abd3R1ndDfh6rq73GDQ0HLLyG12Ja+JUXc3MXpaJvOaRPOaHPVLmi21i02R+Zd5/r9kWVkIcpVSqOxXsFlqEBjyIyjQlfvrLDgkhMREd99BYGAgQY2CGDitLU6Hi7Tz2aRfyCY92Ub6BRvpSdmknssi5WwWaUk2nHYXF05ncOF0xlXXKSD35k3jciGQwZGF0ZmNwZGN0WnD4MjC4MpBd9nRXY58N/vF/5V7mVJ2HAYXTs2JU3fhMLi7Nhy6C7tB4TC47ztz/3fpLpy6C01zuftzdQ3NgLs5XdfQDO7meAw6BoOOrunouo5uMGDQdXTdiEE3oBvcv+a13HIt72bQ0XQjuiHvscHzv66bcu8b0Q0G93q6Ac1gxGAwouXe13UDBoPJ0y2ApkjNtnPifCZ/XEjnZFIaSemZGHBhwIkRFwbNiRmn+7Hmwqg5MOHEpLnwdANref9Q8Dy/5NteKyTS1MgLvzRcSkcBrtzmfIWGK/d/dzmMnPgXdjhiSDZZSIm0YHKcw3z0KA7rb9w8pxEBVieBlS6fgv5CRg4LNxxhyabfyba7gy6rSadbo0i6NY6k441VqBle8MzLTrdz+kgy5/5IJ+lUBkmnM0i/YCMnryXTdv3mWDSadAxmHaPJgMGkY8y9GUw6RrPh4n2T9zoGk577uZf7OWjQvT4TPY91rfB1DJr7PPZ0RV0MAN0NSvm6cvSLn2Xe9y/dNn+XTjGKKb/sJ+ZlPlMvv/3ldu//z+zyJiUlhSmLL7+eTwImpRQuV/FNWt9//z2nTp1i8ODBvjhkkapUqYLBYODMmTNey8+cOUO1atUK3aZatWpXtT6AxWLBYrEUWN6kZzNCQ0NLUPOKS9M0QqyhmK3haEYL2EFTBhRgNBuoUrXgF5HBqGMIM3EiPYvjBjvH9WwSTDYSg3M447Jz1mRHpTsId2meW5BLw6I0zAosSvM6+Y26ezyZUXNixo7FmY3VkYXFlo4lKxVT+nlM2Wm5gVC2JzAyOrIxeP63oaHItCqSgzQuBEF6gEZqAKQFQlqARroVMq2QaYYsi0amBZRFw2oxEWSxUskUTCVzKOGWcCoFVCbUGkGoNZwgazhBAZUJCogg0BJOkCmIIFMQAcYADFfVpVv25DhcHE/KIP5cJmfTbJxLt3E2zcaFzByy7S5S7E6y7U4yc5zusUnkDjHKGyeF+/0zG3WMuuYZBGwyeN/PGyBsznc/bx3PgGFdw2w0YDK492fO7dLa8MtZvtt0DA0ICjFR4yGNad+/jVHpODQDkTmgBYQX+zw/3vEHs788wIVMdx9085phPNi+NnfGVCfQXPxHsTXYRN0WVanbwvtvwW5zkpFsw5bpICfbfXPkdS/kjhlTueO3wP1dnhfUGEw6RqN+8b7nfwMGo4bRZEA3ymBpUf5d6Tle4oBp06ZNtGzZkoCAgr+GCvPdd9/xz3/+87oHTGazmdatW7N27VruuecewD3AdO3atYwbN67Qbdq3b8/atWuZMGGCZ9nq1atp3779da2rKITBBHbIGySYfwxTnsMJacxddZiNv5wlx1lMoG5wByWuUAumUAuhYQFUs0IdWxLVUs9S6UICQWdPo508gf34cZznz1++fqFWskJdnI3I4Y9QF7+HGjgdqnEhWONCsE5yMNiNF//4IjQjNU2hVLNGEBVYjcYhNxBVqT5RlW4kMqgaVQKqYDVar/JFKl/MRp0bI0O4MbLsZqTWNFiy6RgAoVYTEVb3eCVH7getEQXW8EK3zbY7mf7pPpZt/wOARlEhPHV7Y7o2rHrNwYjJYiA8ShJQClEaShwwdezYEYPBQIMGDdA0jS1btvDNN9/QsmXLQltmbDYbRmPpjDGfNGkSw4cPp02bNtx8880sWLCAjIwMz1Vzw4YNo2bNmsyZMweAJ554gi5dujB//nzuuOMOPvjgA7Zv386bb75ZKvWt6Gw2G0s3L8FpCOLJOrEAKOU+V+x2G8Nj2qNZzLzxww/sOZ3Bg//Z4unOqBkeQP3IYGpFBFA9LICoUCtRoRYiQyxUPncK49FfsB3ah23rIWy//YYjMdH72JfURQ8NxXRDTczVq2EIgXPaSQ5rx9kenM6myiaSrHmJCi+ey0Y06pvCuDmkFrUrNaB2ZHNqRzQmOjSaULO0Nv7Z2Ww2XnlmGucPJhLRfTShASYiA9zpSVx2Fwn/SyDL6cTW2cylbc7n0m2MXLyNvSdT0DWY0KMhY7vWx2QoewOUhRDFK3EEM23aNHbu3MnOnTsB+Prrr/nmm28AiIyMpGXLlrRq1YqWLVtSqVIlVqxYQXR0tG9qfRmDBw/m7NmzTJ8+nYSEBFq2bMk333zjGdh9/Phx9HxJ1jp06MD777/PP/7xD/72t7/RoEEDVq5cKTmYSonD4WD94bUA/FXdnNvN4s4ybDt1giV79wAw9/fjTPjkBNl2F51urML0u5rSMOpiq4QjKYm0tWvJ3LSJjM1bOJuUVOjxDOHhmGvXxlynNqbatbHUqYOpdm3MlYNIOv4N6w6vYEPGarZbzGR6zhNr7r86TQOiiKnagiY3dKRBlWbUCasjWZHLMYfDwcr33QMcKnUdSajVRNXA3K4xFyR9l0QS4NC8A6akjBz+7+0tHEpIIyLIzMtDWtGpQZVSr78QwjdKHDA9++yznvu6rjNkyBBiY2PZsWMHu3fvZvXq1axatcrT5KyU4vnnn7/2Gl+hcePGFdkFt379+gLLBg4cyMCBA69zrcRl6UZc+U5LLT3Fc3/bF+s4mVyTyBALbzzYmiCLEaUUmVu2khQXR/r334Pj4lQVWkAA1qZNsTZqhKVJY6wNGmCuUwdDePjF49mzSfj5Pb7Y/jzf2c6w1+LO4EyAO0AK1YzcHHojbevcRmytrtwYfiNGvdxl4xBXITzQRKg5FLMCr+vnjBfDpawcJ8P+6w6WIkMsfPhwe+pW8dPVs0IIn/DJJ/8TTzxBu3btGDJkiGdZZmYmu3fvZs+ePZw/f55WrVrJVCPi8gwmnOpia41KvuC5n7JtO9Spyb2xNQmyGMk+cICE2c+SldvKCWBt1ozgrl0Jan8LATExaGZzoYexnTnAd5ueZ2XiNjaZDe48LrnBUnNzFbrV6UnHBv1oXLmJO7GbELnCAkxomkZlTJzM36mbOxZNKcXfPtnLvpOpVA4y8/6YWyRYEqIcKFHA9O677xIbG0uTJk3QdZ1//etfBdYJDAykQ4cOdOjQ4ZorKSoQ3YRDXQxyXBfOee6H/3oA6vSjfZSVhNnPcuH998HlQrNYCB8wgEpDH8BSv36xu085sYUPv5/O0uwTJBkMYHH/CbSxRNK34X10bTyAyMCC0+cIkScs0B3QR2hm74DJ5L4A5sNtJ/hk10kMusarD8RyY6RM4yNEeVCigGn48OFomobFYqF58+a0bt3aM2YpJiam0MvthbgiBhPO3PFLDhTOCxfHIUWmneWh/V9QfeJcLuSmgQi9/XYin5yK6ZLEo5dKO3uI/64ez1LbSbJ0HQwGojDS74Zu3NNmPNFhda7bUxLlS6VAd0BfWbPiNcGa0cKp5Cxmf3kQgCm9G9G+fmU/1FAIcT2UKGB644032L17N7t27WLPnj1s27bNM1bJYDDQuHFjWrVqRWxsrGfgt+QmEldEM+AwuM8Vl6ZwnPceuD3w1/W4AFN0NNVmziC4Y8did+fMyeSjbx7j9XNbuWDQQddpqAUw8qaH6N1ylAzWFlclxGr0tBhVNlxyOb8pgOmf7ifd5iC2Vjhjbq3nhxoKIa6XEgVMY8aM8dxXSnH48GFeeOEF4uLicDgcHDhwgH379vHee+951qtXrx6xsbF8+OGH115rUa45TZUAULiwn7uYG+nH6jfR3JFKs4F3UOXhh9EvkwPst0OfMeOnp9ljcIFBp44yMqHV43SPGSnJ+ESJfP54J4Jzu3ErG73zRm0+ls6ag2cw6hovDIjBcB3mMRRC+M81D/rWNI0DBw7w3nvvMXfuXEaNGkV4eDjHjh1jxYoVvPjii5w5c4bTp0+zfPlyX9RZlDMBAQHMGTCXHEsNzKYcHObcgElzYkxJYXW9evz2wFjm5DSiX8sb6HZ/q2L3p5xOln41hvnnt+IwaAS5FOPr3MnAzv/EZCh8ELgQRQkICCA+Ph6AWlGVPMsrm0LRTBoN5zakc7aNf29wzys3tF0tGkSV3SScQoiS8cnlPzNmzKBfv35MnjyZ8NxLtmvXrs3EiROJj49n6NChhIeHs337dl8cTpQzuq5TJbgqlUOqoWsaLlMYABpOVFISNU1mHFVqo2k6NQqZZyu/1ORjTHivIy8kbcOhaXQxhLHyruU80O15CZZEiei6Tp06dahTp45X/rbK5nA0XcNc1UxEZQt7TqVhNek8flsDP9ZWCHG9+CRg+u2332jQoPAPCavVyuLFiwkODmbhwoW+OJwo55y5Y5g0zYErN/lkYu54kSrBRQc9f5z4iQdX3Ml3ZGBSimk1evDK0O+pVqXx9a+0qHCqWPMloXS5u9/ubVWTKsFy0YsQ5ZFPAqbo6Gg2b95cZLnRaOSOO+5g1apVvjicKGdycnL4aPsHfLLpDex2O06jO2DSsZOTkc7cxEQ+XbkE5bQTGlD4IO39B5YzdPUYjhog0gXvtn+WB3r+S8YqiWuWk5PDlClTmDJlCjk5OZ7lkQFVcTlcJHyQwOpPzqKcdu5pWdOPNRVCXE8+CZiGDh3Kxo0bWbJkSZHrpKWlcSb3UnAh8rPb7Xy7/xvW7lmG0+nEYXCP/zAqOw6lWHwhiT1rl6GcTsILCZj27vsfY7bMIMmg09hl4P07PqBZo36l/TREOWW325k3bx7z5s3Dbrd7locGVAYnnPvmHLvWJhFggNjalYrZkxDiz8wnAdOTTz5JbGwsDz30EA8//DC//vqrV/nmzZv53//+55nLTYjiOA3urMhGdenUuO4sy/n9vGcpf9k2mzRdJ1ZZeGfgKqIim5VKPUXFplu9s3ffGBksk+oKUY755K/barWybt067r77bt566y0aN25MgwYN6NGjBzExMXTs2JGMjAweeeQRXxxOlGNJ2edx6u4vIlNhAVPgxYDp8C+f88iO50jXdVpjYeHAbwgKlqBclA6DOZj6+bro6lWRjN5ClGc++zkUHBzMihUrWLVqFXfffTeJiYl899137Nu3j+joaF555RWmTZvmq8OJcmprwjayNPegWZMrp0B5Xg6ck6d28MiP09zBkrLw+sBVBAbJTPCi9OiWQN5ISPQ8jgyVqzCFKM98Pu16z5496dmzJwApKSmYTCYCAwMvs5UQeTSOObKAwgOmQLORC6kneGTVSM7pGg2dOq8MWElgoExBIUqXwRJEqEt5HkcEydVxQpRnPmlheuaZZ9iwYUOB5WFhYRIsiauiKThpywTA6LIXsoaNxz4dyO+6orpTsbDvO4SE3VC6lRQCMFq9u+AqF5PyQgjx5+ezxJXdu3fnrbfe8sXuRAV3LscdMJmcl7YwuZj57Qj2ujIIc7pY1P4ZIqsXn/VbiOvFYPEe9F0pUOYlFKI881mXnNVqZezYsZhMJkaMGFGgfOHChaxevZoVK1b46pCinAgICODZe58n01iVNNPXJNkyiASMTjtWTeOrJyYzKq0elW5Yy7rUXzC7FK/ecDv1mtzr76qLCiAgIIB9+/Z57nuYAgkwwb6xQRxxVSMiTKZDEaI881nANHHiRHbt2sWYMWMwmUwMHTrUqzwxMZFPP/3UV4cT5Yiu69SKqE2KMZJ0TSMzx311nO50oGsa9erdSMAFO67KPwIwK9tEy+7P+rPKogLRdZ1mzQpJVaHr6JpGs0gDVpcRu1VamIQoz3x2lZzZbOaTTz6he/fujBgxgg8//NBXuxYVSJAxCF0ZANAcTgByAoOxRH4DwH2padzZ4UkwyngRUXaYcBBgMvi7GkKI68inWdbMZjOffvopXbp04cEHH5TuN3FFcnJyWLFzOV9ujyPUGIYhN2DC6SJHKeZ9voxzq7aB3cmjGQ5oKlm8RenJyclh5syZzJw502tqFIAcp2Lm+mz+veEcBpx+qqEQojT4PC2t1Wrl888/p0OHDtx///18/vnnvj6EKGfsdjuf7PqYr3csIdwchq7cPcWaw4lDKZZ89jlnPz3LTZk2qkZ3AFPAZfYohO/Y7XZmzZrFrFmzvKZGAbA7YdaGHF7amIJJU0XsQQhRHlyXPP4BAQF89dVX3HzzzQwcOJCvv/76ehxGlEPhlkrortwWJrv3L/amthyo1c4PtRLi8qRLTojyzScBU7NmzTCZvAc8BgYG8vXXX9OqVSsGDBhQaJ4mIS4VYQ2/2CXncHmV1bfboWoTP9RKiMsz6Jq/qyCEuI58cpXc3r17C10eHBzMqlWruO2221i/fj2aJh8oonih5koYVRIAmsu7hSnS6YIqDfxRLSGEEBVciVqY3n33Xfbv34/L5brsuqGhoaxevZq+ffsSFBR02fVFxabrGsFGdz4b3eXElW/290iHE0Jr+KtqQgghKrAStTANHz4cTdOwWCw0b96c2NhYWrVqRatWrYiJicFi8Z5TKTw8nC+//BKlZFCkuAwFIYZQADTlxGm6eIqGusxglqBbCCFE6StRwPTGG2+we/dudu3axZ49e9i2bZunu81gMNC4cWNatWrlCaRatmxJaGiodMmJKxJiDMUB6MpBTr7Y22Wo5Lc6CSGEqNhKFDCNGTPGc18pxeHDh3nhhReIi4vD4XBw4MAB9u3bx3vvvedZr169esTGxkpCS1GA1WplVr/ZpOuVsBhNhBhDuYANzeXEFuSi3vR6dMjKxm6t4u+qigrIarWydetWz/38Duo3snX0LxxQtQqUCSHKl2u+Sk7TNA4cOMB7773H3LlzSUpKwuFwEB8fz7x584iMjEQpxenTp1m+fLkv6izKGYPBQP2q9akd2RiDbsCCu1lJV04SghWB9QIZWtWFwyxzdYnSZzAYaNu2LW3btsVg8E4dMNYxmXWRD/Bqlb8XKBNClC8+SSswY8YM+vXrx+TJkwkPDwegdu3aTJw4kfj4eIYOHUp4eDjbt2/3xeFEOedyuse6aS4H6QEQrqx0z8gkxxDs55oJ4e0s4bzu7MdZwv1dFSHEdeaTgOm3336jQYPCL/e2Wq0sXryY4OBgFi5c6IvDiXImJyeHL/Z8zprdH2J35ODMC5iUE013UvMLF//+0UYGkuFblL6cnBzmzp3L3LlzC0yNopx2UrZ8TMqWjwuUCSHKF58ETNHR0WzevLnIcqPRyB133MGqVat8cThRztjtdj7Y+j4rt7yJ3enElZuwUldO+thS+fDjnUxdYyNLlyvkROmz2+1MnTqVqVOnFpgaRTmdJK9fTPL6xQXKhBDli08CpqFDh7Jx40aWLFlS5DppaWmcOXPGF4cT5Vxel5zucmAwX8z15TBJwCSEEMI/fBIwPfnkk8TGxvLQQw/x8MMP8+uvv3qVb968mf/9739ERUX54nCiPFPgdLqDJE05MeSbccdhlDFMQggh/MMnAZPVamXdunXcfffdvPXWWzRu3JgGDRrQo0cPYmJi6NixIxkZGTzyyCO+OJwo51yOvEHfTq8WJpdRWpiEEEL4h08CJnDPG7dixQpWrVrF3XffTWJiIt999x379u0jOjqaV155hWnTpvnqcEVKSkpi6NChhIaGEh4ezqhRo0hPTy92m65du6JpmtdNgjs/Uepil5xyYLBcDJiUKdBftRJCCFHB+WTy3fx69uxJz549AUhJScFkMhEYWHpfdEOHDuX06dOsXr0au93OyJEj+ctf/sL7779f7HZjxozhn//8p+dxadZZeLvYJedCN+ULmIySGFAIIYR/lDhgev311+nXrx81a9Yscp2wsLCS7r5EDh48yDfffMO2bdto06YNAK+88gq333478+bNo0aNoiduDQwMpFq1aqVVVVEMz1VyLgcG88X5BzWTBExCCCH8o8RdcuPGjaNWrVq0bduWZ599lr179/qyXiWyadMmwsPDPcESQI8ePdB1nS1bthS77dKlS6lSpQo33XQT06ZNIzMzs9j1bTYbqampXjdRMlarlb/f/jTj75qP2WS8mLhSOQkKcLFueCDrhgdiCgz1c01FRZQ3RnPdunUFpj/RjCai7n+OqPufk6lRhCjnStzCtHXrVj799FM+++wznn76aaZPn06dOnW45557uPvuu7n11lvRdZ8NkboiCQkJREZGei0zGo1ERESQkJBQ5HYPPPAAtWvXpkaNGuzZs4cnn3ySw4cPs2LFiiK3mTNnDrNmzfJZ3Ssyg8FA05pNuaBHomND5TYq2Y0GjEaNrnXcp+k3Fhn0LUqfwWCga9euhZZpugFrrRjPekKI8qvEEU2bNm145pln+Pnnnzl69Cjz5s2jVq1avPzyy3Tv3p2oqChGjhzJypUrL9taczlPPfVUgUHZl94OHTpU4v3/5S9/oXfv3jRv3pyhQ4eyZMkSPvnkE44cOVLkNtOmTSMlJcVzO3HiRImPLy5yKs1z326xYlcXv4QMZsn0LYQQwj9K3MKUnJzsmTeuTp06TJw4kYkTJ5KUlMQXX3zBypUrWb58OXFxcVitVm677Tbuvfde7rzzzgKtQJczefJkRowYUew69erVo1q1aiQmJnotdzgcJCUlXdX4pHbt2gHuKV/q169f6DoWiwWLxXLF+xRFs9vtfLv/WzK1YNo27wWY3csDAjnoqM73u44CUL+Xz69REOKy7HY7b775JuD+cWUyXUwOppwO0n/+Jne9Xl5lQojypcTfQJUrV+bFF19k8uTJXssjIiIYNmwYw4YNw2azsXr1aj799FO++OILvvzyS3Rd55ZbbuGHH3644mNVrVqVqlWrXna99u3bk5yczI4dO2jdujUA3333HS6XyxMEXYndu3cDUL169SveRpRcTk4OcT8tBuDxAd09yx0BgRxyVGfc1wcA+OwfEjCJ0peTk8O4ceMAGDFiRIGAKWn1otz15knAJEQ5VuIuOaUUGRkZxa5jsVi48847eeuttzh16hQ//vgjkydP5vz58yU9bLGaNGlCnz59GDNmDFu3buXHH39k3LhxDBkyxHOF3MmTJ2ncuDFbt24F4MiRIzzzzDPs2LGD33//nc8++4xhw4bRuXNnYmJirks9RdFUbhYBTTlRwcHEq3wtgwYZVCuEEMI/Sm1UtqZptG/fnhdeeIGDBw9et+MsXbqUxo0bc9ttt3H77bfTqVMnT3M6uJvXDx8+7BlXZTabWbNmDb169aJx48ZMnjyZAQMG8Pnnn1+3OoqiOfMCJpcTV3AoB1x1PGW6UX69i7JlYJui06oIIcqXctfHERERUWySyjp16qDUxdw+0dHRbNiwoTSqJq6AK18LkxYSwkZXc0+ZrmtFbCWEf/zjjma85O9KCCFKRele9y/EZeQFTLrLgR4WhpN8V8lJwCTKGLNRPkKFqCiuqYUpLi6OU6dOERsbS2xsLDExMZjNZl/VTVRArtzGP005MVSKgLSLZQZNAiYhhBD+cU0BU3x8PG+++SZa7heZ0WikSZMmngAqNjaWli1byrxs4orlBUy6cmKsFA7HL3afSpecEEIIf7mmgOmRRx6hW7du7Ny5k507d7Jr1y727NnDnj17iIuLA0DXdRo0aEBsbCytW7dm4sSJPqm4KD8sFgt/7T2FdC0co+Ye2K25nFgqV0UzplL1vhkAMvWE8AuLxcIXX3zhuX+lZUKI8uWaAqZq1aoxcOBABg4c6Fl24sQJTwCVdzt06BCHDh3if//7nwRMogCj0UirWrFc0CPR9BzA3SVnrVIZTc8gsH5bAMyS40b4gdFo5I477rjqMiFE+eLzq+Sio6OJjo6mX79+nmWJiYns2LGDXbt2+fpwopzI62xzOdyjvjXlIrBqBHDcs44M+hZCCOEvpZJWIDIykr59+9K3b9/SOJz4k7Hb7Wz4ZQMZWgi1K90MWNGUi6DKlVBOBxkH1gPgclx5tnYhfMVut7N06VIAhg4d6pXNu7gyIUT5UuKAKTQ01Jf1EBVYTk4Ob2xwTy9xT0wcEIFu0AiymlBOB+e/WgCA0znFf5UUFVZOTg4jR44EYODAgV5BUXFlQojy5Zom301PT/dlXYTAmWMHQDfoBJq9T0/pkhNCCOEv15R1LTg42Ff1EAIAV44DcAdMBl0jwJQvcSUSMAkhhPAPSVMryhRnXsCUm0E50HIxYJI8TEIIIfzlqgMml8vFvn37OHXqVIEyu93Oxo0bfVIxUTE5s7IA0M3usSBB+QImyfQthBDCX64qYDp27BjNmzcnJiaG6Oho7r77bs6fP+8pT0pKolu3bj6vpKg48tIKGKzuKXYCTRfHMckYJiGEEP5yVQHT1KlTqVGjBkePHmXHjh1kZmbSsWNHr9YmpVQxexCieEpzn5J5AVOw5WLAJF1yQggh/OWqrpLbsGEDq1atok6dOgB8++23PPzww9x6662sW7cOi8XimVdOiCtlsViYNGA6ySlgNLqnlzAEuKdBCQ0OoEq/pwAIkKlRhB9YLBaWLVvmuX+lZUKI8uWqAqbMzEyvDwVd13nrrbcYO3YsnTt35v333/d5BUX5ZzQa6di6L6ePZaIn/wKAITAAgNBAK0GNOwFgNpdKnlUhvBiNRq/pn660TAhRvlxVl1yjRo3Yvn17geULFy7k9ttv58477/RZxUTFouUO8laae5C3ITgQgKB8XXIy6FsIIYS/XFXA1L9//yJbkV5//XWGDBkiY5jEVXM4HPz08xp2HtmAI/f80Q3uU9NiUGQc+oGMQz+gXE5/VlNUUA6Hg48++oiPPvoIh8NxxWVCiPJFUxLh+ERqaiphYWGkpKTItDFXKSMjw5ME9T9jl5HlqkyTDtXpPqwJz322i7/3iwXg1LkLVK8c7seaiooo//mZnp5OUFDQFZUJIf4crvT7u0SJK999913279+Py+UqcQWFKIxeORIAzeDufvPK9C1dckIIIfykRKNohw8fjqZpWCwWmjdvTmxsLK1ataJVq1bExMTI1SKixFyu3C653BQCgfkDJkkrIIQQwk9KFDC98cYb7N69m127drFnzx62bdvmSSdgMBho3LgxrVq18gRSLVu2lG4qcUXUJQFTQL4r43RpYRJCCOEnJQqYxowZ47mvlOLw4cO88MILxMXF4XA4OHDgAPv27eO9997zrFevXj1iY2P58MMPr73WotxSThegebrkAs3SwiSEEML/rnnyXU3TOHDgAO+99x5z584lKSkJh8NBfHw88+bNIzIyEqUUp0+fZvny5b6osyjHLu2SCzBfPEUlXhJCCOEv1xwwAcyYMYN+/foxefJkwsPDAahduzYTJ04kPj6eoUOHEh4eXmgOJyHyczkvCZjyzSUnWeSFEEL4i09SJ//2229FJq20Wq0sXryYm266iYULF/Lmm2/64pCiHDGbzTw+eAYXzmSia0acKE+XXKOalah8+wTPekKUNrPZzOLFiz33r7RMCFG++CRgio6OZvPmzUUfxGjkjjvukC45USiTyUT3m+/m5C/J6BgAh6eFqWZECGsWzSDIbMBkMvm3oqJCMplMjBgx4qrLhBDli0+65IYOHcrGjRtZsmRJkeukpaVx5swZXxxOlGOeLjnDxe63ltHhNIgK8VeVhBBCCN8ETE8++SSxsbE89NBDPPzww/z6669e5Zs3b+Z///sfUVFRvjicKGccDgfbD3zPvmObsedOL6HltjA5HA6+/PJLvvzyS5l6QvhFceegnJ9CVBw+mxolPT2dYcOGsXLlSjRNo169etSuXZvExET279+PUopnn32WadOm+eJwZY5MjVJy+aeXeGn0l5gNVjoNbECL26Jl6gnhdzI1ihDl25V+f/tkDBNAcHAwK1asYPXq1bz++ut89913HDlyBIBatWoxZcoUHnvsMV8dTpRTyqXAcLGFSQghhCgLfBYw5enZsyc9e/YEICUlBZPJRGBgoK8PI8q5/GOYhBBCCH/zecCUX1hY2PXcvSjHdGlhEkIIUYb4ZNC3EL4mXXJCCCHKEgmYRJkkXXJCCCHKknIXMD377LN06NCBwMBAzzQtl6OUYvr06VSvXp2AgAB69OhRIDWCKF3SJSeEEKIsua5jmPwhJyeHgQMH0r59e/7zn/9c0TYvvvgiL7/8MnFxcdStW5enn36a3r17c+DAAaxW63WusTCbzYzp/yTJZzIx6u5s3nldcmazmVdffdVzX4jSVtw5KOenEBWHz/IwlTXvvPMOEyZMIDk5udj1lFLUqFGDyZMn89e//hVwX90XFRXFO++8w5AhQ67oeJKH6dqs/NcuTh6+4Hnc95Hm1GtZ1Y81EkIIURFc6fd3ueuSu1rx8fEkJCTQo0cPz7KwsDDatWvHpk2bitzOZrORmprqdRO+I11yQgghypIKHzAlJCQAFJi2JSoqylNWmDlz5hAWFua5RUdHX9d6lmdOp5N9v23nl1O7cbmcAGi5g76dTifr169n/fr1OJ1Of1ZTVFDFnYNyfgpRcfwpAqannnoKTdOKvR06dKhU6zRt2v+3d+fRUZX3H8c/k0kmG5E1gQRIWCWUnbClQQnCAWlFomjVYgmI2tK4AFoKntagRbGClYqAYitJT4to7Q8rUMEUAlV/IAKdiixpg8SwSFgkITtp5v7+4MeUNDATyHLvZN6vc+45k3vvzPPNPc9hvjzPk+c7X0VFRe7j6NGjTdp+c1JRUaGfr3hYr6x/QlXVFyT9Z4SpoqJCo0eP1ujRo1VRUWFmmPBTnvog/RPwHz6x6PuJJ57QtGnTPN7TrVu36/rsDh06SJIKCgoUHR3tPl9QUKCBAwde9X3BwcEKDg6+rjbhHVNyAAAr8YmEKTIyUpGRjbMAuGvXrurQoYO2bNniTpDOnz+vTz/9VDNnzmyUNuGdjX2YAAAW4hNTctciPz9fTqdT+fn5qq6ultPplNPpVElJifue+Ph4rVu3TpJks9k0a9YsLVy4UO+//7727dunqVOnKiYmRikpKSb9FmCECQBgJT4xwnQtnn76aWVmZrp/HjRokCQpOztbycnJkqScnBwVFRW575k7d65KS0v18MMPq7CwUCNHjtSmTZvYg8lE7PQNALCSZpcwZWRkKCMjw+M9/731lM1m07PPPqtnn322ESPDtaCWHADASprdlByaB0aYAABW0uxGmOB7goKClDrxcRWdKpc94GKXvLSGKSgoSC+++KL7NdDUPPVB+ifgP5ptaZSmRmmU+vnz0r/r2KH/lEa5/xcj1DIyzMSIAAD+gNIo8GmsYQIAWAlTcjBddXW1/pW/X6dOnVfndj0VEGBXQECA+9revXslSYMHD5bdbjczVPghT32Q/gn4DxImmK6iokI/efkHkqSXHtig4IBQ96LviooKDRs2TJJUUlKi8PBw0+KEf/LUB+mfgP9gSg6WxMaVAAArIWGCJVEaBQBgJSRMsCRGmAAAVkLCBEsiYQIAWAkJEyyJKTkAgJWQMMGSbORLAAALYVsBmC4oKEj33vpDFZ2+WBolIMAmm+0/pVHS09Pdr4Gm5qkP0j8B/0FplAZCaZT6ef8Vp44e+EaSZA8K0I+WJZsbEADAL1AaBT6LBd8AAKshYYLpXC6Xjn59WF9/kyeX4XLv8n3p2v79+7V//365XC4To4S/8tQH6Z+A/2ANE0xXXl6uR164S9LF0ihhAcE1rvXt21cSpSdgDk99kP4J+A9GmGA5TMkBAKyGhAmWE8AeTAAAiyFhguWQMAEArIaECZZjY0oOAGAxJEywHNYwAQCshoQJlsOUHADAathWAKYLCgrSHbdM1fkzFbIHBNaYkgsKCtKTTz7pfg00NU99kP4J+A9KozQQSqPUz/plTuXvv1gaJSouQnfPH2pyRAAAf0BpFPiUS8V2JabkAADWQ8IE07lcLp365rjOFp+Uy3DVmJJzuVzKy8tTXl4epSdgCk99kP4J+A/WMMF05eXlmpH+XUkXS6NcPsJUXl6url27SqL0BMzhqQ/SPwH/wQgTLIdtBQAAVkPCBMuxBdAtAQDWwjcTLIdF3wAAqyFhguUwJQcAsBoSJlgOteQAAFZDwgTLYUoOAGA1bCsA0wUGBmri6HtVWFCmgAB7jSm5wMBA/fjHP3a/Bpqapz5I/wT8R7MrjfLcc89p48aNcjqdcjgcKiws9PqeadOmKTMzs8a58ePHa9OmTXVul9Io9fPXjAPK2XlSktT729G6ZWpvkyMCAPiDun5/N7v/El24cEF33323EhMT9dvf/rbO77v11lu1evVq98/BwcGNER6u4rLKKKxhAgBYTrNLmJ555hlJUkZGxjW9Lzg4WB06dGiEiOCNYRgqKj6n4vJCtQhpWWMNk2EYOnPmjCSpXbt2NWrOAU3BUx+kfwL+g0Xf/2/btm2KiopSr169NHPmTJ09e9bskPxGWVmZJj86UvN/N1kX/l1RYw1TWVmZoqKiFBUVpbKyMhOjhL/y1Afpn4D/aHYjTNfj1ltv1Z133qmuXbvq8OHDeuqppzRhwgTt2LFDdrv9iu+prKxUZWWl++fz5883VbjNHn8lBwCwGp8YYZo3b55sNpvH49ChQ9f9+ffee69uv/129evXTykpKdqwYYM+++wzbdu27arvWbRokVq2bOk+OnfufN3toyYSJgCA1fjECNMTTzyhadOmebynW7duDdZet27d1K5dO+Xm5mrMmDFXvGf+/PmaM2eO++fz58+TNDUQFn0DAKzGJxKmyMhIRUZGNll7x44d09mzZxUdHX3Ve4KDg/lLukYSYPeJgU8AgB9pdt9M+fn5cjqdys/PV3V1tZxOp5xOp0pKStz3xMfHa926dZKkkpIS/eQnP9HOnTuVl5enLVu2aNKkSerRo4fGjx9v1q/h16glBwCwGp8YYboWTz/9dI1NKAcNGiRJys7OVnJysiQpJydHRUVFkiS73a7PP/9cmZmZKiwsVExMjMaNG6df/OIXjCCZhDVMAACraXYJU0ZGhtc9mC7f3Dw0NFSbN29u5KjgSWBgoCaMukPffF16sTSKvWZplNTUVPdroKl56oP0T8B/NLvSKGahNEr9/O+fcvX3rHxJ0sjv9dSAW1hADwBofHX9/m52a5jgm2yX9UQ7U3IAAIthDBmmMwxD5ZXlqqwqlyMwpMa2AoZhuHdQDgsLo/QEmpynPkj/BPwHCRNMV1ZWpjH39ZckvfTAhhprmMrKytSiRQtJF/+iMTw83JQY4b889UH6J+A/mJKD5bAPEwDAavhmguWwDxMAwGpImGA57MMEALAaEiZYDrXkAABWQ8IEy2GECQBgNSRMsBwSJgCA1bCtAExnt9s1ZuR39M2JEgXY7DUWfdvtdt11113u10BT89QH6Z+A/6A0SgOhNEr9/P3DfP3v/+RKku54YrBierYyNyAAgF+gNAp8yuWlUZiSAwBYDQkTLOHykhIkTAAAqyFhgulKS0s1cGysHnl9jCqrymUPDKhxzWazyWazqbS01MQo4a889UH6J+A/SJhgOZcnTAAAWAHfTLCcgECm5AAA1kLCBMsJDOLPswEA1kLCBMuxM8IEALAYEiZYDmuYAABWwzcTLMceRLcEAFgLpVFgOrvdrrGjx+nrw0Vq0TKkxp5Mdrtd3/nOd9yvgabmqQ/SPwH/QWmUBkJplPr76ouzCm8VrHadWpgdCgDAT9T1+5sRJlhGXN+2ZocAAMAVsVgEAADACxImmK60tFTh4eEKDw+/YumJq10DmgL9E4DElBwsoqys7LquAU2B/gmAESYAAAAvSJgAAAC8IGECAADwgoQJAADACxImAAAAL/grOZguICBAo0aNcr+u6zWgKdA/AUiURmkwlEYBAMD31PX7m/8SAQAAeNGsEqa8vDzNmDFDXbt2VWhoqLp376709HRduHDB4/sqKiqUlpamtm3bqkWLFpo8ebIKCgqaKGoAAGB1zSphOnTokFwul15//XXt379fL7/8sl577TU99dRTHt83e/ZsrV+/Xn/84x+1fft2nThxQnfeeWcTRY3S0lJFRkYqMjLyiqUnrnYNaAr0TwCSH6xhWrx4sVauXKkvv/zyiteLiooUGRmpNWvW6K677pJ0MfHq3bu3duzYoREjRtSpHdYwXb/S0lK1aNFCklRSUqLw8PA6XQOaAv0TaN5Yw/T/ioqK1KZNm6te37Nnj6qqqjR27Fj3ufj4eMXGxmrHjh1NESIAALC4Zr2tQG5urpYtW6YlS5Zc9Z6TJ0/K4XCoVatWNc63b99eJ0+evOr7KisrVVlZ6f65qKhI0sVMFdfm8qmM8+fPq7q6uk7XgKZA/wSat0vf214n3Awf8NOf/tSQ5PE4ePBgjfccO3bM6N69uzFjxgyPn/2HP/zBcDgctc4PHTrUmDt37lXfl56e7jUmDg4ODg4ODt84jh496jFf8Ik1TKdPn9bZs2c93tOtWzc5HA5J0okTJ5ScnKwRI0YoIyPD44ZyW7du1ZgxY3Tu3Lkao0xxcXGaNWuWZs+efcX3/fcIU2FhoeLi4pSfn6+WLVtew28H6WKG37lzZx09epQ1YNeJZ1g/PL/64xnWD8+vfq73+RmGoeLiYsXExHjMF3xiSu7SX6HUxfHjxzV69GglJCRo9erVXnffTUhIUFBQkLZs2aLJkydLknJycpSfn6/ExMSrvi84OFjBwcG1zrds2ZKOXg833HADz6+eeIb1w/OrP55h/fD86ud6nl9dBjqa1aLv48ePKzk5WbGxsVqyZIlOnz6tkydP1liLdPz4ccXHx2vXrl2SLj6kGTNmaM6cOcrOztaePXs0ffp0JSYm1vkv5AAAQPPmEyNMdZWVlaXc3Fzl5uaqU6dONa5dmnmsqqpSTk6OysrK3NdefvllBQQEaPLkyaqsrNT48eO1YsWKJo0dAABYV7NKmKZNm6Zp06Z5vKdLly61VsKHhIRo+fLlWr58+XW3HRwcrPT09CtO08E7nl/98Qzrh+dXfzzD+uH51U9jPz+fWPQNAABgpma1hgkAAKAxkDABAAB4QcIEAADgBQkTAACAFyRMDWD58uXq0qWLQkJCNHz4cPceT/Dub3/7myZOnKiYmBjZbDa99957ZofkUxYtWqShQ4cqIiJCUVFRSklJUU5Ojtlh+ZSVK1eqf//+7s3uEhMT9cEHH5gdls964YUXZLPZNGvWLLND8RkLFiyQzWarccTHx5sdlk85fvy47r//frVt21ahoaHq16+fdu/e3aBtkDDV09tvv605c+YoPT1de/fu1YABAzR+/HidOnXK7NB8QmlpqQYMGFCvLR382fbt25WWlqadO3cqKytLVVVVGjduXI2isPCsU6dOeuGFF7Rnzx7t3r1bt9xyiyZNmqT9+/ebHZrP+eyzz/T666+rf//+Zofic/r06aOvv/7afXz88cdmh+Qzzp07p6SkJAUFBemDDz7QgQMH9NJLL6l169YN2g7bCtTT8OHDNXToUL366quSJJfLpc6dO+vRRx/VvHnzTI7Ot9hsNq1bt04pKSlmh+KzTp8+raioKG3fvl0333yz2eH4rDZt2mjx4sWaMWOG2aH4jJKSEg0ePFgrVqzQwoULNXDgQC1dutTssHzCggUL9N5778npdJodik+aN2+ePvnkE3300UeN2g4jTPVw4cIF7dmzR2PHjnWfCwgI0NixY7Vjxw4TI4O/KioqknTxCx/Xrrq6WmvXrlVpaanHWpKoLS0tTd/97ndr/HuIuvvXv/6lmJgYdevWTVOmTFF+fr7ZIfmM999/X0OGDNHdd9+tqKgoDRo0SG+88UaDt0PCVA9nzpxRdXW12rdvX+N8+/bta9SvA5qCy+XSrFmzlJSUpL59+5odjk/Zt2+fWrRooeDgYP3oRz/SunXr9K1vfcvssHzG2rVrtXfvXi1atMjsUHzS8OHDlZGRoU2bNmnlypU6cuSIbrrpJhUXF5sdmk/48ssvtXLlSvXs2VObN2/WzJkz9dhjjykzM7NB22lWpVEAf5aWlqYvvviCtQ/XoVevXnI6nSoqKtK7776r1NRUbd++naSpDo4eParHH39cWVlZCgkJMTscnzRhwgT36/79+2v48OGKi4vTO++8w7RwHbhcLg0ZMkTPP/+8JGnQoEH64osv9Nprryk1NbXB2mGEqR7atWsnu92ugoKCGucLCgrUoUMHk6KCP3rkkUe0YcMGZWdn1yo8De8cDod69OihhIQELVq0SAMGDNCvf/1rs8PyCXv27NGpU6c0ePBgBQYGKjAwUNu3b9crr7yiwMBAVVdXmx2iz2nVqpVuvPFG5ebmmh2KT4iOjq71n5vevXs3+LQmCVM9OBwOJSQkaMuWLe5zLpdLW7ZsYf0DmoRhGHrkkUe0bt06bd26VV27djU7pGbB5XKpsrLS7DB8wpgxY7Rv3z45nU73MWTIEE2ZMkVOp1N2u93sEH1OSUmJDh8+rOjoaLND8QlJSUm1tlP55z//qbi4uAZthym5epozZ45SU1M1ZMgQDRs2TEuXLlVpaammT59udmg+oaSkpMb/oo4cOSKn06k2bdooNjbWxMh8Q1pamtasWaM///nPioiIcK+da9mypUJDQ02OzjfMnz9fEyZMUGxsrIqLi7VmzRpt27ZNmzdvNjs0nxAREVFrzVx4eLjatm3LWro6evLJJzVx4kTFxcXpxIkTSk9Pl91u13333Wd2aD5h9uzZ+va3v63nn39e3/ve97Rr1y6tWrVKq1atatiGDNTbsmXLjNjYWMPhcBjDhg0zdu7caXZIPiM7O9uQVOtITU01OzSfcKVnJ8lYvXq12aH5jAceeMCIi4szHA6HERkZaYwZM8b48MMPzQ7Lp40aNcp4/PHHzQ7DZ9xzzz1GdHS04XA4jI4dOxr33HOPkZuba3ZYPmX9+vVG3759jeDgYCM+Pt5YtWpVg7fBPkwAAABesIYJAADACxImAAAAL0iYAAAAvCBhAgAA8IKECQAAwAsSJgAAAC9ImAAAALwgYQIAAPCChAmAT0hOTpbNZjM7jDozDEMJCQkaN25cjfMN/Xv89a9/lc1m01/+8pcG+0wAtVFLDkCTu9aEwRcLEvzud7/T3r17tWPHjkZtZ+zYsRo5cqTmzp2r8ePHU+wWaCQkTACaXHp6eq1zS5cuVVFR0RWvSRcTkLKyssYOrUG4XC4tWLBAN910k0aMGNHo7c2dO1e333671q5dqylTpjR6e4A/opYcAEvo0qWLvvrqK58cTfpvGzdu1G233aY33nhDDz74YI1rycnJ2r59e4P+nlVVVYqJiVF8fLw++uijBvtcAP/BGiYAPuFKa38yMjJks9mUkZGh9evXa/jw4QoLC1PHjh3185//XC6XS5KUmZmpAQMGKDQ0VLGxsVq8ePEV2zAMQ2+++aaSkpJ0ww03KCwsTEOGDNGbb755TbGuXr1aNptNkydPvuo9VVVVWrBggbp06aLg4GDdeOONWrFiRa37FixYIJvNpm3btikjI0ODBw9WWFiYkpOT3fcEBQUpJSVFH3/8sXJzc68pVgB1w5QcAJ+3bt06ffjhh0pJSVFSUpI2btyohQsXyjAMtWzZUgsXLtSkSZOUnJysP/3pT5o7d67at2+vqVOnuj/DMAxNmTJFb731lnr27Knvf//7cjgcysrK0owZM3TgwAEtWbLEayyGYSg7O1u9evVS69atr3rffffdp127dmnChAmy2+165513lJaWpqCgID300EO17l+8eLGys7M1adIkjRs3rtZapcTERP3mN7/R1q1b1aNHj2t4egDqxAAAC4iLizM8/ZM0atSoWtdXr15tSDKCgoKMXbt2uc+fP3/eiIqKMsLCwowOHToYhw8fdl/Lz883HA6H0a9fvxqftWrVKkOSMX36dOPChQvu85WVlcbEiRMNScbu3bu9/h779+83JBlTpkzx+HsMHz7cKCoqcp8/dOiQERgYaPTq1avG/enp6YYkIzw83Pj888+v2u4//vEPQ5IxdepUrzECuHZMyQHweffff7+GDh3q/jkiIkK33XabysrKNHPmTHXr1s19rXPnzho5cqQOHDigf//73+7zr776qsLDw7V8+XIFBQW5zzscDj333HOSpLfeestrLMeOHZMktW/f3uN9ixYt0g033OD+uVevXkpKSlJOTo6Ki4tr3f/www+rX79+V/28S+1dah9Aw2JKDoDPGzhwYK1z0dHRHq9VV1eroKBAHTt2VFlZmfbt26eYmBj98pe/rHV/VVWVJOnQoUNeYzl79qwkqVWrVh7vS0hIqHWuU6dOkqTCwkJFRETUuDZs2DCPn9emTRtJ0pkzZ7zGCODakTAB8HmXj9RcEhgY6PXapUTo3LlzMgxDx48f1zPPPHPVdkpLS73GEhoaKkmqqKi47pirq6trXfM2YlVeXi5JCgsL8xojgGtHwgTA711KXhISErR79+56fVZkZKQk6Ztvvql3XJfzttnnpfYutQ+gYbGGCYDfi4iIUO/evXXw4EEVFhbW67P69OmjgIAA5eTkNExwdXSpPU/rnABcPxImAJD02GOPqaysTA899NAVp96OHDmivLw8r5/TqlUr9e/fX7t373bvA9UUPv30U0nSqFGjmqxNwJ+QMAGApB/+8IdKTU3Vu+++q549e2rq1KmaN2+epk+frsTERHXv3l07d+6s02fdcccdKi4urvP9DSErK0utW7fWzTff3GRtAv6EhAkAJPeO4W+//bb69OmjDRs26Fe/+pWysrIUEhKiJUuWaOzYsXX6rAcffFCBgYH6/e9/38hRX5SXl6dPPvlEqampCgkJaZI2AX9DLTkAaAQ/+MEPtHHjRn311Ve1tghoaD/72c/04osv6uDBg+revXujtgX4K0aYAKARLFy4UOXl5Vq2bFmjtnPu3DktW7ZMM2fOJFkCGhHbCgBAI4iLi1NmZqYKCgoatZ0jR45o9uzZevTRRxu1HcDfMSUHAADgBVNyAAAAXpAwAQAAeEHCBAAA4AUJEwAAgBckTAAAAF6QMAEAAHhBwgQAAOAFCRMAAIAXJEwAAABe/B+Uba6VUlTHiwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "These loops iterate through the flowsheet and fix ramp rate variables or set variables to the appropriate values for the given setpoints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "t0 = m.fs.time.first()\n",
+        "for var in ramp_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    blk = var.parent_block()\n",
+        "    v_ramp = getattr(blk, shortname + \"_ramp_rate\")\n",
+        "    var[t0].fix(float(df[alias][setpoints[0]]))\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        v_ramp[t].fix(\n",
+        "            float(\n",
+        "                (df[alias][setpoints[i]] - df[alias][setpoints[i - 1]])\n",
+        "                / (time_set[i] - time_set[i - 1])\n",
+        "            )\n",
+        "        )\n",
+        "\n",
+        "for var in step_mvs:\n",
+        "    shortname = var.name.split(\".\")[-1]\n",
+        "    alias = alias_dict[var]\n",
+        "    for i, t in enumerate(time_set):\n",
+        "        var[t].fix(float(df[alias][setpoints[i]]))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we initialize the controllers. Unit model `.initialize` methods tend to be for steady state optimization, so we manually set variable values and calculate variables from constraints."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Need to initialize the setpoint for the inner controller or else it starts with the default value 0.5.\n",
+        "m.fs.feed_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.feed_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "m.fs.sweep_heater_inner_controller.setpoint[0].value = (\n",
+        "    m.fs.sweep_heater_outer_controller.mv_ref[0].value\n",
+        ")\n",
+        "for ctrl in m.fs.controller_set:\n",
+        "    if hasattr(ctrl, \"mv_eqn\"):\n",
+        "        calculate_variable_from_constraint(ctrl.manipulated_var[0], ctrl.mv_eqn[0])"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we run PETSc to integrate the flowsheet with the TS integrator. Because we are loading from a solved flowsheet, in principle we could set `skip_initial=True`. However, due to user error there is sometimes a discrepancy between the setpoints loaded and the initial conditions loaded, so we leave it in. There are many options for PETSc-TS that can be read about in the PETSc documentation."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: model contains export suffix 'scaling_factor' that contains 457\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Ipopt 3.13.2: constr_viol_tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: nlp_scaling_method=user-scaling\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: linear_solver=ma57\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: max_iter=300\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: tol=1e-08\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: halt_on_ampl_error=no\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: option_file_name=C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Using option file \"C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpk74hymrw_ipopt.opt\".\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This program contains Ipopt, a library for large-scale nonlinear optimization.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:  Ipopt is released as open source code under the Eclipse Public License (EPL).\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:          For more information visit http://projects.coin-or.org/Ipopt\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled from source code available at\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     https://github.com/IDAES/Ipopt as part of the Institute for the Design of\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This version of Ipopt was compiled using HSL, a collection of Fortran codes\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     for large-scale scientific computation.  All technical papers, sales and\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     publicity material resulting from use of the HSL codes within IPOPT must\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:     contain the following acknowledgement:\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         HSL, a collection of Fortran codes for large-scale scientific\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         computation. See http://www.hsl.rl.ac.uk.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: ******************************************************************************\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: This is Ipopt version 3.13.2, running with linear solver ma57.\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in equality constraint Jacobian...:    16536\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in inequality constraint Jacobian.:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Number of nonzeros in Lagrangian Hessian.............:    10354\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of variables............................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only lower bounds:      723\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                 variables with lower and upper bounds:     1707\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:                      variables with only upper bounds:       31\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of equality constraints.................:     4194\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Total number of inequality constraints...............:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only lower bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    inequality constraints with lower and upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:         inequality constraints with only upper bounds:        0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    0  0.0000000e+00 7.08e-01 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae: Reallocating memory for MA57: lfact (327732)\n",
+            "2025-10-27 10:39:44 [INFO] idaes.solve.petsc-dae:    1  0.0000000e+00 1.06e-02 1.64e+02  -1.0 1.57e-02    -  9.90e-01 9.85e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    2  0.0000000e+00 1.05e-04 1.72e+02  -1.0 1.80e-02    -  9.90e-01 9.90e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    3  0.0000000e+00 3.52e-07 2.82e+04  -1.0 6.27e-03    -  1.00e+00 9.97e-01h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:    4  0.0000000e+00 3.05e-11 4.27e+03  -1.0 7.30e-04    -  1.00e+00 1.00e+00h  1\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Iterations....: 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae:                                    (scaled)                 (unscaled)\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Dual infeasibility......:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Constraint violation....:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Overall NLP error.......:   3.0518274817729390e-11    3.0518274817729390e-11\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective function evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of objective gradient evaluations             = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint evaluations            = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint evaluations          = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of equality constraint Jacobian evaluations   = 5\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of inequality constraint Jacobian evaluations = 0\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Number of Lagrangian Hessian evaluations             = 4\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in IPOPT (w/o function evaluations)   =      0.261\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: Total CPU secs in NLP function evaluations           =      0.043\n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: \n",
+            "2025-10-27 10:39:45 [INFO] idaes.solve.petsc-dae: EXIT: Optimal Solution Found.\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 291\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp04mf15n5_petsc_ts.log'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.sol'\n",
+            "2025-10-27 10:39:57 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmplql10r7w.pyomo.nl',)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmplql10r7w.pyomo.nl\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 0.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 0.1\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.428051 time 0.2\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 3 TS dt 4.28051 time 0.628051\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 4 TS dt 42.8051 time 4.90857\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 5 TS dt 90.9897 time 47.7137\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 6 TS dt 249.484 time 138.703\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 7 TS dt 931.416 time 388.187\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 8 TS dt 2280.4 time 1319.6\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: 9 TS dt 3600. time 3600.\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:39:58 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpwl2pldeq_petsc_ts.log'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.sol'\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpu_8mtjnx.pyomo.nl',)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpu_8mtjnx.pyomo.nl\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3600.\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0192587 time 3600.1\n",
+            "2025-10-27 10:40:02 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.192587 time 3600.12\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.773565 time 3600.31\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 6 TS dt 1.0239 time 3601.09\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 7 TS dt 1.35581 time 3602.11\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.42841 time 3603.47\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 9 TS dt 1.56123 time 3604.9\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 10 TS dt 1.53345 time 3606.46\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 11 TS dt 1.67474 time 3607.99\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 12 TS dt 1.70162 time 3609.67\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 13 TS dt 1.76709 time 3611.37\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.80265 time 3613.13\n",
+            "2025-10-27 10:40:03 [INFO] idaes.solve.petsc-dae: 15 TS dt 1.89285 time 3614.94\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.81475 time 3616.83\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.79379 time 3618.64\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 18 TS dt 2.18529 time 3620.44\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 19 TS dt 2.26992 time 3622.62\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 20 TS dt 2.11354 time 3624.89\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 21 TS dt 2.33315 time 3627.01\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 22 TS dt 2.44773 time 3629.34\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 23 TS dt 2.35111 time 3631.79\n",
+            "2025-10-27 10:40:04 [INFO] idaes.solve.petsc-dae: 24 TS dt 0.781707 time 3632.24\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 25 TS dt 2.34754 time 3633.02\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 26 TS dt 2.63991 time 3635.37\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 27 TS dt 3.57975 time 3638.01\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 28 TS dt 3.84204 time 3641.59\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 29 TS dt 4.41048 time 3645.43\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 30 TS dt 4.63714 time 3649.84\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.56505 time 3650.73\n",
+            "2025-10-27 10:40:05 [INFO] idaes.solve.petsc-dae: 32 TS dt 4.05836 time 3652.3\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 33 TS dt 4.62866 time 3656.36\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 34 TS dt 5.69237 time 3660.99\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 35 TS dt 6.03798 time 3666.68\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 36 TS dt 6.65395 time 3672.72\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 37 TS dt 7.06769 time 3679.37\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 38 TS dt 7.59622 time 3686.44\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 39 TS dt 8.05664 time 3694.03\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 40 TS dt 8.51293 time 3702.09\n",
+            "2025-10-27 10:40:06 [INFO] idaes.solve.petsc-dae: 41 TS dt 8.84319 time 3710.6\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 42 TS dt 8.90564 time 3719.45\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 43 TS dt 8.08811 time 3728.35\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 44 TS dt 8.36063 time 3736.44\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 45 TS dt 9.35735 time 3744.8\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 46 TS dt 10.2149 time 3754.16\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 47 TS dt 10.7521 time 3764.37\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 48 TS dt 10.6608 time 3775.12\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 49 TS dt 10.3517 time 3785.79\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 50 TS dt 9.39277 time 3796.14\n",
+            "2025-10-27 10:40:07 [INFO] idaes.solve.petsc-dae: 51 TS dt 10.7893 time 3805.53\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 52 TS dt 11.1973 time 3816.32\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 53 TS dt 9.82286 time 3826.13\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 54 TS dt 13.101 time 3835.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 55 TS dt 13.092 time 3849.05\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 56 TS dt 13.7479 time 3862.14\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 57 TS dt 12.0538 time 3875.89\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 58 TS dt 12.0538 time 3887.95\n",
+            "2025-10-27 10:40:08 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25146 time 3897.75\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: 60 TS dt 14.2905 time 3900.\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:09 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpira_xg7y_petsc_ts.log'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.sol'\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpkbeeqa_k.pyomo.nl',)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpkbeeqa_k.pyomo.nl\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:12 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 3900.\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 3900.1\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 3900.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 3 TS dt 2.59622 time 3901.2\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.64107 time 3903.8\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 5 TS dt 3.71649 time 3906.44\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 6 TS dt 4.0841 time 3910.15\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 7 TS dt 4.67688 time 3914.24\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 8 TS dt 5.07459 time 3918.91\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 9 TS dt 5.77782 time 3923.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 10 TS dt 6.22547 time 3929.77\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 11 TS dt 6.74718 time 3935.99\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 12 TS dt 7.14071 time 3942.74\n",
+            "2025-10-27 10:40:13 [INFO] idaes.solve.petsc-dae: 13 TS dt 7.96982 time 3949.88\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 14 TS dt 8.85113 time 3957.85\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 15 TS dt 10.0467 time 3966.7\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 16 TS dt 11.4483 time 3976.75\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 17 TS dt 12.9312 time 3988.2\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 18 TS dt 14.8713 time 4001.13\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 19 TS dt 17.8919 time 4016.\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 20 TS dt 20.7564 time 4033.89\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 21 TS dt 23.9227 time 4054.65\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 22 TS dt 26.4687 time 4078.57\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.8946 time 4105.04\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 24 TS dt 29.6263 time 4132.93\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 25 TS dt 30.949 time 4162.56\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 26 TS dt 35.9283 time 4193.51\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 27 TS dt 39.1479 time 4229.44\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 28 TS dt 43.4963 time 4268.58\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.757 time 4312.08\n",
+            "2025-10-27 10:40:14 [INFO] idaes.solve.petsc-dae: 30 TS dt 48.1099 time 4358.84\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 31 TS dt 45.0065 time 4401.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 32 TS dt 49.7051 time 4446.73\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 33 TS dt 48.8039 time 4496.44\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 34 TS dt 46.5776 time 4545.24\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 35 TS dt 53.211 time 4591.82\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 36 TS dt 52.2518 time 4645.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 37 TS dt 52.034 time 4697.28\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 38 TS dt 50.3068 time 4749.32\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 39 TS dt 57.009 time 4799.62\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 40 TS dt 60.3992 time 4856.63\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 41 TS dt 63.5156 time 4917.03\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 42 TS dt 59.9095 time 4980.55\n",
+            "2025-10-27 10:40:15 [INFO] idaes.solve.petsc-dae: 43 TS dt 72.8498 time 5040.46\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 44 TS dt 78.2579 time 5113.31\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 45 TS dt 89.6447 time 5191.56\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 46 TS dt 98.0675 time 5281.21\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 47 TS dt 110.095 time 5379.28\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 48 TS dt 122.423 time 5489.37\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 49 TS dt 138.445 time 5611.79\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 50 TS dt 157.438 time 5750.24\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 51 TS dt 181.473 time 5907.68\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 52 TS dt 209.513 time 6089.15\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 53 TS dt 234.089 time 6298.66\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 54 TS dt 78.4508 time 6339.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 55 TS dt 37.279 time 6365.47\n",
+            "2025-10-27 10:40:16 [INFO] idaes.solve.petsc-dae: 56 TS dt 93.1291 time 6402.75\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 57 TS dt 107.212 time 6495.88\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 58 TS dt 145.336 time 6603.09\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 59 TS dt 136.71 time 6726.21\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 60 TS dt 145.821 time 6862.92\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 61 TS dt 206.494 time 7008.74\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 62 TS dt 236.93 time 7215.24\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 63 TS dt 262.649 time 7452.17\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 64 TS dt 284.815 time 7714.82\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 65 TS dt 323.331 time 7999.63\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 66 TS dt 353.816 time 8322.96\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 67 TS dt 391.33 time 8676.78\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 68 TS dt 430.576 time 9068.11\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 69 TS dt 476.835 time 9498.68\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 70 TS dt 528.315 time 9975.52\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 71 TS dt 298.083 time 10503.8\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 72 TS dt 298.083 time 10801.9\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: 73 TS dt 677.007 time 11100.\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:17 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpyq_do7p7_petsc_ts.log'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.sol'\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmpabzf1_40.pyomo.nl',)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpabzf1_40.pyomo.nl\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:21 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11100.\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 2 TS dt 0.00401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 3 TS dt 0.0401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 4 TS dt 0.401986 time 11100.1\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 5 TS dt 0.85705 time 11100.5\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 6 TS dt 0.982707 time 11101.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 7 TS dt 0.970915 time 11102.4\n",
+            "2025-10-27 10:40:22 [INFO] idaes.solve.petsc-dae: 8 TS dt 1.09915 time 11103.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 9 TS dt 0.933007 time 11104.3\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 10 TS dt 0.922211 time 11105.\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 11 TS dt 0.280419 time 11105.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 12 TS dt 0.859313 time 11105.4\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 13 TS dt 0.708354 time 11106.2\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 14 TS dt 1.00186 time 11106.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 15 TS dt 0.95887 time 11107.9\n",
+            "2025-10-27 10:40:23 [INFO] idaes.solve.petsc-dae: 16 TS dt 1.14532 time 11108.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 17 TS dt 1.27028 time 11110.\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 18 TS dt 1.46316 time 11111.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 19 TS dt 1.5561 time 11112.7\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 20 TS dt 1.49179 time 11114.3\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 21 TS dt 1.34724 time 11115.4\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 22 TS dt 1.3327 time 11116.8\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 23 TS dt 1.54707 time 11118.1\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 24 TS dt 1.43277 time 11119.6\n",
+            "2025-10-27 10:40:24 [INFO] idaes.solve.petsc-dae: 25 TS dt 1.80797 time 11121.1\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 26 TS dt 1.75478 time 11122.9\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 27 TS dt 1.74308 time 11124.6\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 28 TS dt 1.85951 time 11126.4\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 29 TS dt 1.80246 time 11128.2\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 30 TS dt 1.90679 time 11130.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 31 TS dt 1.7926 time 11132.\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 32 TS dt 1.76472 time 11133.7\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 33 TS dt 1.7285 time 11135.5\n",
+            "2025-10-27 10:40:25 [INFO] idaes.solve.petsc-dae: 34 TS dt 1.59402 time 11137.2\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 35 TS dt 1.47188 time 11138.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 36 TS dt 1.91015 time 11139.\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 37 TS dt 0.933002 time 11139.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 38 TS dt 0.848753 time 11140.6\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 39 TS dt 0.790858 time 11141.3\n",
+            "2025-10-27 10:40:26 [INFO] idaes.solve.petsc-dae: 40 TS dt 0.591596 time 11141.8\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 41 TS dt 0.669715 time 11142.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 42 TS dt 0.454412 time 11142.6\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 43 TS dt 0.432591 time 11143.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 44 TS dt 0.516455 time 11143.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 45 TS dt 0.688358 time 11144.\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 46 TS dt 0.927665 time 11144.2\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 47 TS dt 0.255097 time 11144.5\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 48 TS dt 0.558846 time 11144.7\n",
+            "2025-10-27 10:40:27 [INFO] idaes.solve.petsc-dae: 49 TS dt 0.714038 time 11145.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 50 TS dt 0.778766 time 11146.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 51 TS dt 0.953738 time 11146.5\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 52 TS dt 0.821838 time 11147.2\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 53 TS dt 0.916896 time 11148.\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 54 TS dt 1.40668 time 11148.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 55 TS dt 1.54644 time 11150.3\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 56 TS dt 1.7421 time 11151.9\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 57 TS dt 1.68254 time 11153.6\n",
+            "2025-10-27 10:40:28 [INFO] idaes.solve.petsc-dae: 58 TS dt 1.52427 time 11155.3\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 59 TS dt 2.25389 time 11155.7\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 60 TS dt 1.55333 time 11155.8\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 61 TS dt 1.0298 time 11156.\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 62 TS dt 1.03301 time 11156.2\n",
+            "2025-10-27 10:40:29 [INFO] idaes.solve.petsc-dae: 63 TS dt 0.629966 time 11156.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 64 TS dt 0.742563 time 11157.1\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 65 TS dt 1.36242 time 11157.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 66 TS dt 1.71404 time 11159.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 67 TS dt 2.21613 time 11161.\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 68 TS dt 2.48039 time 11163.2\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 69 TS dt 2.76158 time 11165.6\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 70 TS dt 3.11811 time 11168.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 71 TS dt 3.35994 time 11171.5\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 72 TS dt 3.55341 time 11174.9\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 73 TS dt 3.56764 time 11178.4\n",
+            "2025-10-27 10:40:30 [INFO] idaes.solve.petsc-dae: 74 TS dt 3.3326 time 11182.\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 75 TS dt 3.87403 time 11185.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 76 TS dt 3.91403 time 11189.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 77 TS dt 4.55559 time 11193.1\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 78 TS dt 4.75871 time 11197.7\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 79 TS dt 5.14255 time 11202.4\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 80 TS dt 5.28567 time 11207.6\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 81 TS dt 5.41457 time 11212.9\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 82 TS dt 5.55755 time 11218.3\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 83 TS dt 5.67731 time 11223.8\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 84 TS dt 5.63723 time 11229.5\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 85 TS dt 5.57779 time 11235.2\n",
+            "2025-10-27 10:40:31 [INFO] idaes.solve.petsc-dae: 86 TS dt 5.62503 time 11240.7\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 87 TS dt 5.81727 time 11246.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 88 TS dt 5.8176 time 11252.2\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 89 TS dt 5.38543 time 11258.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 90 TS dt 5.4221 time 11263.4\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 91 TS dt 5.02963 time 11268.\n",
+            "2025-10-27 10:40:32 [INFO] idaes.solve.petsc-dae: 92 TS dt 6.34422 time 11269.4\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 93 TS dt 3.90981 time 11270.5\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 94 TS dt 4.34918 time 11271.\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 95 TS dt 2.41634 time 11273.3\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 96 TS dt 3.54243 time 11275.7\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 97 TS dt 4.8789 time 11279.2\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 98 TS dt 4.87475 time 11284.1\n",
+            "2025-10-27 10:40:33 [INFO] idaes.solve.petsc-dae: 99 TS dt 4.99915 time 11288.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 100 TS dt 7.28325 time 11289.2\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 101 TS dt 2.17618 time 11291.4\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 102 TS dt 3.24782 time 11293.6\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 103 TS dt 3.41553 time 11296.9\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 104 TS dt 3.41342 time 11300.3\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 105 TS dt 3.81469 time 11303.7\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 106 TS dt 4.57985 time 11307.5\n",
+            "2025-10-27 10:40:34 [INFO] idaes.solve.petsc-dae: 107 TS dt 7.16372 time 11312.1\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 108 TS dt 7.028 time 11319.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 109 TS dt 7.17926 time 11326.3\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 110 TS dt 6.55286 time 11333.5\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 111 TS dt 5.77721 time 11338.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 112 TS dt 5.21685 time 11344.7\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 113 TS dt 5.52183 time 11349.9\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 114 TS dt 5.52016 time 11355.4\n",
+            "2025-10-27 10:40:35 [INFO] idaes.solve.petsc-dae: 115 TS dt 5.30574 time 11361.\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 116 TS dt 4.99355 time 11366.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 117 TS dt 5.05425 time 11371.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 118 TS dt 4.75443 time 11376.3\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 119 TS dt 4.31281 time 11381.1\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 120 TS dt 3.89632 time 11385.4\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 121 TS dt 3.46295 time 11388.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 122 TS dt 3.05323 time 11391.8\n",
+            "2025-10-27 10:40:36 [INFO] idaes.solve.petsc-dae: 123 TS dt 2.6921 time 11394.5\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 124 TS dt 1.61265 time 11396.8\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 125 TS dt 1.61265 time 11398.4\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: 126 TS dt 1.83824 time 11400.\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:37 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n",
+            "WARNING: model contains export suffix 'scaling_factor' that contains 376\n",
+            "component keys that are not exported as part of the NL file.  Skipping.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver log file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmpc6cr8hoa_petsc_ts.log'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver solution file: 'C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.sol'\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Solver problem files: ('C:\\\\Users\\\\dallan\\\\AppData\\\\Local\\\\Temp\\\\tmp2kxkmwxm.pyomo.nl',)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Called fg_read, err: 0 (0 is good)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: DAE: 1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Reading nl file: C:\\Users\\dallan\\AppData\\Local\\Temp\\tmp2kxkmwxm.pyomo.nl\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of constraints: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of nonlinear constraints: 1981\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of linear constraints: 2277\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of inequalities: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of variables: 4353\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of integers: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of binary: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of objectives: 0 (Ignoring)\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of non-zeros in Jacobian: 17083 \n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Explicit time variable: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of derivatives: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of differential vars: 95\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of algebraic vars: 4163\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of state vars: 4258\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: Number of degrees of freedom: 0\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: ---------------------------------------------------\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 0 TS dt 0.1 time 11400.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 1 TS dt 0.1 time 11400.1\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 2 TS dt 1. time 11400.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 3 TS dt 1.75692 time 11401.2\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 4 TS dt 2.22857 time 11403.\n",
+            "2025-10-27 10:40:41 [INFO] idaes.solve.petsc-dae: 5 TS dt 2.54586 time 11405.2\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 6 TS dt 2.77711 time 11407.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 7 TS dt 2.98467 time 11410.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 8 TS dt 3.18022 time 11413.5\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 9 TS dt 3.45234 time 11416.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 10 TS dt 3.7309 time 11420.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 11 TS dt 4.15349 time 11423.9\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 12 TS dt 4.58333 time 11428.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 13 TS dt 5.07512 time 11432.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 14 TS dt 5.58338 time 11437.7\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 15 TS dt 6.39501 time 11443.3\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 16 TS dt 7.40589 time 11449.6\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 17 TS dt 8.75925 time 11457.1\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 18 TS dt 10.5575 time 11465.8\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 19 TS dt 13.0647 time 11476.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 20 TS dt 16.5577 time 11489.4\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 21 TS dt 21.0088 time 11506.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 22 TS dt 24.9675 time 11527.\n",
+            "2025-10-27 10:40:42 [INFO] idaes.solve.petsc-dae: 23 TS dt 27.3419 time 11552.\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 24 TS dt 28.9024 time 11579.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 25 TS dt 32.0455 time 11608.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 26 TS dt 34.8504 time 11640.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 27 TS dt 38.1684 time 11675.1\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 28 TS dt 41.3077 time 11713.3\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 29 TS dt 46.0383 time 11754.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 30 TS dt 50.7414 time 11800.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 31 TS dt 56.0326 time 11851.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 32 TS dt 60.757 time 11907.4\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 33 TS dt 65.4299 time 11968.2\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 34 TS dt 70.2792 time 12033.6\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 35 TS dt 76.165 time 12103.9\n",
+            "2025-10-27 10:40:43 [INFO] idaes.solve.petsc-dae: 36 TS dt 82.9977 time 12180.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 37 TS dt 90.9439 time 12263.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 38 TS dt 100.418 time 12354.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 39 TS dt 111.024 time 12454.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 40 TS dt 121.781 time 12565.4\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 41 TS dt 131.746 time 12687.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 42 TS dt 139.683 time 12818.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 43 TS dt 144.027 time 12958.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 44 TS dt 146.548 time 13102.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 45 TS dt 144.579 time 13249.2\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 46 TS dt 149.842 time 13393.8\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 47 TS dt 154.839 time 13543.6\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 48 TS dt 157.477 time 13698.5\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 49 TS dt 163.75 time 13855.9\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 50 TS dt 180.28 time 14019.7\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 51 TS dt 194.619 time 14200.\n",
+            "2025-10-27 10:40:44 [INFO] idaes.solve.petsc-dae: 52 TS dt 213.113 time 14394.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 53 TS dt 231.685 time 14607.7\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 54 TS dt 253.829 time 14839.4\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 55 TS dt 278.328 time 15093.2\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 56 TS dt 307.256 time 15371.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 57 TS dt 341.199 time 15678.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 58 TS dt 383.534 time 16020.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 59 TS dt 434.226 time 16403.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 60 TS dt 510.361 time 16837.8\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 61 TS dt 605.445 time 17348.1\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 62 TS dt 733.317 time 17953.6\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 63 TS dt 899.413 time 18686.9\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 64 TS dt 1110.73 time 19586.3\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 65 TS dt 751.493 time 20697.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 66 TS dt 751.493 time 21448.5\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: 67 TS dt 1598.02 time 22200.\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TSConvergedReason = TS_CONVERGED_TIME\n",
+            "2025-10-27 10:40:45 [INFO] idaes.solve.petsc-dae: TS_CONVERGED_TIME\n"
+          ]
+        }
+      ],
+      "source": [
+        "idaeslog.solver_log.tee = True\n",
+        "results = petsc.petsc_dae_by_time_element(\n",
+        "    m,\n",
+        "    time=m.fs.time,\n",
+        "    keepfiles=True,\n",
+        "    symbolic_solver_labels=True,\n",
+        "    ts_options={\n",
+        "        \"--ts_type\": \"beuler\",\n",
+        "        \"--ts_dt\": 0.1,\n",
+        "        \"--ts_rtol\": 1e-3,\n",
+        "        # \"--ts_adapt_clip\":\"0.001,3600\",\n",
+        "        # \"--ksp_monitor\":\"\",\n",
+        "        \"--ts_adapt_dt_min\": 1e-3,\n",
+        "        \"--ts_adapt_dt_max\": 3600,\n",
+        "        \"--snes_type\": \"newtontr\",\n",
+        "        # \"--ts_max_reject\": 200,\n",
+        "        # \"--snes_monitor\":\"\",\n",
+        "        \"--ts_monitor\": \"\",\n",
+        "        \"--ts_save_trajectory\": 1,\n",
+        "        \"--ts_trajectory_type\": \"visualization\",\n",
+        "        \"--ts_max_snes_failures\": 25,\n",
+        "        # \"--show_cl\":\"\",\n",
+        "        \"-snes_max_it\": 50,\n",
+        "        \"-snes_rtol\": 0,\n",
+        "        \"-snes_stol\": 0,\n",
+        "        \"-snes_atol\": 1e-6,\n",
+        "    },\n",
+        "    skip_initial=False,\n",
+        "    initial_solver=\"ipopt\",\n",
+        "    initial_solver_options={\n",
+        "        \"constr_viol_tol\": 1e-8,\n",
+        "        \"nlp_scaling_method\": \"user-scaling\",\n",
+        "        \"linear_solver\": \"ma57\",\n",
+        "        \"OF_ma57_automatic_scaling\": \"yes\",\n",
+        "        \"max_iter\": 300,\n",
+        "        \"tol\": 1e-8,\n",
+        "        \"halt_on_ampl_error\": \"no\",\n",
+        "    },\n",
+        ")\n",
+        "for result in results.results:\n",
+        "    pyo.assert_optimal_termination(result)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Load certain variables into a dictionary for plotting convenience."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "ramp_list = np.array(m.fs.time)[1:]\n",
+        "traj = results.trajectory\n",
+        "\n",
+        "time_set = m.fs.time.ordered_data()\n",
+        "tf = time_set[-1]\n",
+        "soec = m.fs.soc_module.solid_oxide_cell\n",
+        "\n",
+        "results_dict = {\n",
+        "    \"ramp_list\": np.array(ramp_list),\n",
+        "    \"time\": np.array(traj.time),\n",
+        "    \"potential\": np.array(traj.vecs[str(soec.potential[tf])]),\n",
+        "    \"current\": np.array(traj.vecs[str(m.fs.soc_module.total_current[tf])]),\n",
+        "    \"soec_fuel_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"soec_oxygen_inlet_flow\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.oxygen_inlet.flow_mol[tf])]\n",
+        "    ),\n",
+        "    \"fuel_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.feed_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"sweep_heater_duty\": np.array(\n",
+        "        traj.vecs[str(m.fs.sweep_heater.electric_heat_duty[tf])]\n",
+        "    ),\n",
+        "    \"fuel_inlet_H2\": np.array(traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2\"])]),\n",
+        "    \"fuel_inlet_H2O\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_inlet.mole_frac_comp[tf, \"H2O\"])]\n",
+        "    ),\n",
+        "    \"fuel_outlet_H2O\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(\n",
+        "                soec.fuel_channel.mole_frac_comp[\n",
+        "                    tf,\n",
+        "                    soec.iznodes.last(),\n",
+        "                    \"H2O\",\n",
+        "                ]\n",
+        "            )\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_inlet_O2\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_inlet.mole_frac_comp[tf, \"O2\"])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_O2\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(soec.oxygen_channel.mole_frac_comp[tf, soec.iznodes.first(), \"O2\"])\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"H2_production\": np.array(traj.vecs[str(m.fs.h2_mass_production[tf])]),\n",
+        "    \"fuel_outlet_mole_frac_comp_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.soc_module.fuel_outlet_mole_frac_comp_H2[tf])]\n",
+        "    ),\n",
+        "    \"steam_feed_rate\": np.array(traj.vecs[str(m.fs.makeup_mix.makeup.flow_mol[tf])]),\n",
+        "    \"sweep_feed_rate\": np.array(traj.vecs[str(m.fs.sweep_blower.inlet.flow_mol[tf])]),\n",
+        "    \"total_electric_power\": np.array(traj.vecs[str(m.fs.total_electric_power[tf])]),\n",
+        "    \"fuel_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_inlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_inlet[tf])]\n",
+        "    ),\n",
+        "    \"stack_core_temperature\": np.array(traj.vecs[str(m.fs.stack_core_temperature[tf])]),\n",
+        "    \"fuel_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.fuel_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"sweep_outlet_temperature\": np.array(\n",
+        "        traj.vecs[str(soec.oxygen_channel.temperature_outlet[tf])]\n",
+        "    ),\n",
+        "    \"product_mole_frac_H2\": np.array(\n",
+        "        traj.vecs[str(m.fs.condenser_split.inlet.mole_frac_comp[tf, \"H2\"])]\n",
+        "    ),\n",
+        "    \"condenser_outlet_temperature\": np.array(\n",
+        "        traj.vecs[\n",
+        "            str(m.fs.condenser_flash.control_volume.properties_out[tf].temperature)\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"condenser_heat_duty\": np.array(traj.vecs[str(m.fs.condenser_flash.heat_duty[tf])]),\n",
+        "    \"temperature_z\": np.array(\n",
+        "        [traj.vecs[str(soec.temperature_z[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_temperature_deviation_x\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.temperature_deviation_x[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"temperature_z_gradient\": np.array(\n",
+        "        [traj.vecs[str(soec.dtemperature_z_dz[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"fuel_electrode_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"fuel_electrode_mixed_partial\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.fuel_electrode.d2temperature_dzdt_dummy[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"interconnect_gradient\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(soec.interconnect.dtemperature_dz[tf, 1, iz])]\n",
+        "            for iz in soec.iznodes\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"current_density\": np.array(\n",
+        "        [traj.vecs[str(soec.current_density[tf, iz])] for iz in soec.iznodes]\n",
+        "    ),\n",
+        "    \"feed_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_heater_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_heater.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_heater.control_volume.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_medium_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_medium_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_medium_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"feed_hot_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.feed_hot_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.feed_hot_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "    \"sweep_exchanger_temperature\": np.array(\n",
+        "        [\n",
+        "            traj.vecs[str(m.fs.sweep_exchanger.temp_wall_center[tf, z])]\n",
+        "            for z in m.fs.sweep_exchanger.cold_side.length_domain\n",
+        "        ]\n",
+        "    ),\n",
+        "}\n",
+        "\n",
+        "for controller in m.fs.controller_set:\n",
+        "    ctrl_name = controller.local_name\n",
+        "    results_dict[ctrl_name + \"_mv_ref\"] = np.array(\n",
+        "        traj.vecs[str(controller.mv_ref[tf])]\n",
+        "    )\n",
+        "    results_dict[ctrl_name + \"_setpoint\"] = np.array(\n",
+        "        traj.vecs[str(controller.setpoint[tf])]\n",
+        "    )"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Here we plot a number of system variables that we use to gauge system performance. The user is free to adapt this code to view other variables of interest. Note that PETSc preserves trajectories only for Pyomo `Vars`, not named `Expressions`---if you have an `Expression` you want to track, create a `Var` and a simple equality `Constraint` so PETSc will track it. (Don't forget to scale the `Var` and `Constraint`.)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "C:\\Users\\dallan\\AppData\\Local\\Temp\\ipykernel_89136\\3422529511.py:405: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
+            "  fig = plt.figure()\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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iNDRULXp2zz334NSpUzbLLxEREdkXuwtuZESDrNI6a9asfNNlhtHPPvtMLXq2Y8cONeJBhv9J72oiIiIiu5vnRhY/ky0/UmvzySef4K233kKfPn3UOZmsKSQkRNXwPP7441bObekjM31OmjRJf2xsGpE1sHwSkd3PcyPNUkuXLkXfvn3VY5lwqUaNGti3bx+aNGmiv06m0ZbHn376qVGvy3luiKi04zw35Mjz3NhdzU1hrl69qvZSU5ObPNalFbTMvWy53xwiIiJyTHbX56Y4yDTbEunptipVqtg6SyWWrMdy5MgRtcmxsWlE1sDySUQlLripUKGC2l+7ds3gvDzWpeVn/PjxqgpLt0VGRhZ7Xh1VcnIyGjRooDY5NjaNyBpYPkuP6OhoPPvss6hatapa6Vs+A2RwiSyCSVSimqWk/U0K8Jo1a/R9bqSJSUZNSSEviBR82YiIyDE8/PDDSEtLww8//IDq1aurL7ny2XDjxg1bZ43sgN3V3MiCdvv371ebkE5FcnzhwgXVwXjMmDGYOnUq/vrrL7XSq6z4KnPi6DodExGRY4uLi8OmTZvw/vvvo0uXLggLC0OrVq1ULf0DDzyAsWPHonfv3vrrZZStfH6sXLlSf65mzZr45ptv9I/luG7duqoDa506dfDll18a3FNq/B999FG1inhAQIAasRsREaFPHzJkiPocmjJlilp1XDq7PvPMMyoAI+uzu5qb3bt3q8Kq8/LLL6v94MGD8f3336ul7GUunKeffloV8A4dOqgCy97+RERFJINn05Nsc283bxkia9Slsrq7bDIFSJs2bW6rmZcRtBKsZGZmwsXFBRs2bEBQUBDWr1+Pnj174tKlSzhz5gw6d+6srv/pp5/U5LBffPEFmjZtqkbkPvXUU2oeNfnsSU9PV01ebdu2VUGVq6ur+pItr3Xw4EG4u7ur15GaI/kskvtI4DN06FAEBgbi3XffLYY3jErsUPDiwqHg5pPAUv6o6GrZ5B+/MWlE1sDyWcThtmmJwLSKtsnQG5cBd+N/J0uWLFEBiPSfatasmQpoZK6zRo0aqS++ElRIl4XmzZurwGbcuHEqGNq+fbsKZl577TVcvHhRX4vzzjvvoH///vrXl+Dl77//xtatW7FgwQL1+NixY6oGSEiNjNTiyGt2795d1dwsW7ZM1fB4e3ura2SyWbmvfNY4O9tdQ4lDDwXnu01ERCWyz83ly5dVFwWpQZHaEglypIZfgg6Z6V7OSfcFqVmR2n6pkZHAVmpyJBjSBb1SizN8+HB9jZBsEszIeXHgwAGcPn0afn5++nRpmpIPYd01Qu6pC2yE1PTI/TiIxfrsrlmKiIhgu6YhqUGx1b1NJN/q//e//6ltwoQJGDFihJqFWmpRpMlJghtpspJARoIR6VOzefNmFdy88sor6jUk+BBz585F69atDV5fmrR010gNkNT45CX9a8j+MLghk8i09dJZT3dsbBqRNbB8FpE0uZjQNGRv6tWrp19sWQKa7777TvWPkZodIQHPL7/8gpMnT+r728gksDIoRWbAHzhwYL6vKzVCixYtQnBwcKFNIVLDI81ksqizkCYwqeXh3Go2oCmF4uPjpZ+R2hMRlUbJycmao0ePqn1Jc/36dU2XLl00P/74o+bAgQOas2fPan799VdNSEiIZtiwYeqamJgYjbOzs8bFxUVz7NgxdW7p0qXqcWhoqMHrzZ07V+Pl5aX59NNPNSdOnNAcPHhQ891332k++ugjlZ6YmKipVauWpnPnzpqNGzeq+61bt07zwgsvaCIjI9U1gwcP1vj6+mr69++vOXLkiGbFihUqP6+//rrV3x9HLpvGfn6z5oaIiEoUqQ2RJqSZM2eqPi8ymklqR6SD8RtvvKGuKVeuHBo2bKjmv5Gh3aJjx45qdmpdfxsdac6SvjIzZsxQHYCls7k8V6YeEZK2ceNG1Qn5oYcewq1bt1CpUiV069bNoCZHHteqVUvdR5b8kQ7KkydPtup7Q1ocLcXRUiaRPwwy55CQmUFzjwAoLI3IGlg+jceFMy1L+vnIKC1dsxiZr9QtnEm2J+3JUuDyG05bWBqRNbB8EpEo3V9diIiIyOGw5oaIiKiIZH4dsh+suSEiIiKHwuCGiIiIHAqDGyIiInIoDG6IiIjIobBDMZlEpjIfNWqU/tjYNCJrYPkkIsFJ/DiJHxGVQpzEjxx5Ej82SxEREeUiq4k7OTmpGYct7erVq2oVc5lE0t/f3+KvT1oMbsgkUtEXHR2ttryVfoWlEVkDy2fpWepAgo+82+nTp2HvZD2sK1euYP/+/Wp1cioebHgmkyQlJSE4ODjfKewLSyOyBpbP0qNnz56YN2+ewbny5cvbLD+yeKebm9sdr5OFPps3b64W2DRXWloa3N3dzX5+acCaGyIiKnE8PDxQoUIFg83FxUXV6vTt29fgWlndu3PnzgaLqE6fPl316fDy8kLjxo2xePFik+4vNUWzZ8/GAw88oALld999V53/888/0axZM9VXpHr16pgyZQoyMjJUWnh4OJYsWYL58+er50tehTR/ycrkEpxJP5KuXbviwIED+nvJyuJNmjTBN998Y9APxdjn/fjjj+re0lfl8ccfV6ua534vPvjgA9SsWVO9p7KorO5nEZGRkXj00UdVE1pAQAD69OmDiIgI2DsGN0REZCAxMU1tuZvv0tIy1bnU1Ix8r83Kyrk2PV17bUqKcddamwQ2EmDMmTMHR44cwUsvvYRBgwZhw4YNJr2OBA8PPvggDh06hGHDhmHTpk148sknMXr0aBw9ehRfffWVWpZBFyzs2rVL1ThJsCBNU59++qk6/8gjjyAqKgr//PMP9uzZo4Kjbt26ISYmRn8vaXKTwOj3339XTVrGPu/MmTNqpfLly5erTX7G9957T58+fvx49XjChAkqzz///DNCQkL0tVE9evSAn5+f+tm2bNkCX19f9TNI7ZFd05RC8fHx8i9L7ck0CQkJ6r2TTY6NTSOyBpZP4yUnJ2uOHj2q9nkBM9QWFZWoPzd16jZ1bsSIlQbXenvPVOfPnYvTn5s5c7c6N2DAcoNrg4K+UOcPH47Wn/v66wMm533w4MEaFxcXjY+Pj37r16+fPq1Pnz4G148ePVrTqVMndZySkqLx9vbWbN261eCa4cOHa/r376+O161bp8pJbGxsgXmQ9DFjxhic69atm2batGkG53788UdNaGio/rHkTfKos2nTJk2ZMmVUvnKrUaOG5quvvlLHkyZN0ri5uWmioqJMfp63t7fm5s2b+vRx48ZpWrdurY7lvIeHh2bu3Ln5/oyS99q1a2uysrL051JTUzVeXl6aVatWaWxRNo39/GafGyIiKnG6dOmimoV0jO1DJTUg0v9KRizlJjURTZs2NSkPLVq0MHgsTUJSu5G7WSczM1MNbZZ7ent73/Ya8hzpAxYYGGhwPjk5WdW66ISFhRn0KTL2eeHh4armRSc0NFTV9ohjx44hNTVV1fbkR+4h71fu5wv5eXLfwx4xuCEiIgMJCS+qvbd3TgfZceNaYsyYZnB1NezNEBWlnRjRyyvn2ueea4KnnmoIFxfDayMinrrt2iFD6puVRwlmpJ9IXs7OzreNhpPmlZyfLUHtV6xYgUqVKhlcJ31OTM1DbvLa0sfmoYceuu3aguYSkudIwCHDz/PKPVQ8v3sZ8zy3PJ2cpa+P9LMR0t+oMHIP6fz8008/3ZZmy87bxmBwQ0REBnx8bh+J4+7uojZjrnVzc1GbsddaknzoHj582OCc9FHRfcjXq1dPBTEXLlxAp06dLHpv6fNy4sSJfIOuwp4jc9/IrNlSy1Lcz8tNRmxJgLNmzRrVMTm/eyxatEiNMixpE94yuCGTyD+kwYMH64+NTSOyBpZPkhFDM2bMUB2G27ZtiwULFqhgR9fkJE0sY8eOVZ2IpQajQ4cOarZbaU6SD3BdGTHHxIkT0bt3bzXiqF+/fqoWSZp25P5Tp07N9zn33HOPyqeM8JJRS3fddRcuX76sapaks3Lepq+iPi9vbdJrr72GV199VQ0tb9++vZoHSjpZDx8+HAMHDlTvpYyQevvtt1G5cmWcP39edWqW58hje8V/4WQS+cYjvf9NTSOyBpZPktE9MvJHPnylb4iMYpIRTDKiSeedd95RNTwyaurs2bOqGUdqKd54440i31tGJEkg8P7776vaojp16uRbK5K7mejvv//Gm2++iaFDh6rgQoa1d+zYUT9qyZLPy0veKwn2JTCT4Eiaup555hmVJn2ENm7cqAIgaWqTIeTSlCd9dOy9JodrS9n5L4iIqDhwbSly5LWlWHNDJpFYWHr966J6+fZgTBqRNbB8EpHgJH5kEvlwkEmcZNN9UBiTRmQNLJ9EJBjcEBERkUNhcENEREQOhcENERERORQGN0RERORQGNwQERGRQ2FwQ0RERA6F89yQSVxcXNS04rpjY9OIrIHlk4gEZyjmDMVEVApxhuKS7Y8//lBrZMnv8IUXXsAnn3wCR5FigRmK2SxFREQliqyj9Oyzz6oFKmXNMFlTSdZ1ksUvS4uRI0eqmsjIyEi1VhYZYrMUERGVKA8//DDS0tLwww8/oHr16rh27RrWrFmDGzduoCTLzMxUy4LIauKFSUhIQFRUlAroKlasaPb90tLS1Grgjog1N2SSxMRE9Y9PNjk2No3IGlg+HV9cXBw2bdqkVt3u0qULwsLC0KpVK4wfPx4PPPCAukaaa3r37q1/jjTZyO995cqV+nM1a9bEN998o38sx3Xr1lXNILKS95dffmlwX6khefTRR9UK4gEBAejTpw8iIiL06UOGDEHfvn0xZcoUteK4NJnI6toSQBREVqmX1/vrr79Qr149VQt14cIFpKamqp9BVuD28fFB69atsX79evUc2fv5+anjrl27qp9Ll7Z582bcfffd8PLyQpUqVfDiiy8alPXw8HBVyyOrpEv+nn76aaOfN23aNLXCutxbasy+/vprg5/l4sWL6N+/v3pvJM8tWrTAjh079Ol//vmnWnld3l8JSOV9ysjIQLHRlELx8fHSz0jtyTQJCQnqvZNNjo1NI7IGlk/jJScna44ePar2eaUmJagtKytLfy4jLVWdS09Nyf/azMyca9PTsq9NNupaU6Snp2t8fX01Y8aM0aSkGOZF56+//tKULVtWk5GRoR737dtXExQUpHnttdfU44sXL6pycOrUKfV4wYIFmtDQUM2SJUs0Z8+eVfuAgADN999/r9LT0tI0devW1QwbNkxz8OBB9b4NGDBAU7t2bU1qaqq6ZvDgwSpfjz32mObw4cOa5cuXa8qXL6954403CvxZ5s2bp3Fzc9O0a9dOs2XLFs3x48c1iYmJmhEjRqhzGzdu1Jw+fVozY8YMjYeHh+bkyZPqfidOnFD5l3xeuXJFnZPrfHx8NDNnzlTXyes1bdpUM2TIEP39wsLCNGXKlNF8+OGH6nrdZszz5P2YNWuWes+mT5+ucXZ2VvkVt27d0lSvXl1z9913azZt2qSuWbRokWbr1q0qXX4Oua+8n2fOnNH8+++/mvDwcM3kyZNNLpvGfn4zuCGT8MOD7BnLp/EK+wCZ8b9AtSXGRuvPbfvpI3Vu5cejDa6d2buKOh935bz+3O4ls9W55dOeNrj2i353qfPR547pzx1Y8YPJeV+8eLGmXLlyGk9PTxUEjB8/XnPgwAF9emxsrPrw3bVrlwrQ5INZPpBbt26tD2YqVaqkv75GjRqan3/+2eAe77zzjqZt27bq+Mcff1SBTO5gTwIKLy8vzapVq/TBjdxHghOd2bNnq4AnM1cwlze4kfK4f/9+/bnz589rXFxcNJcuXTK4tlu3burn1P188rx169bp04cPH655+mnD93vTpk3qfdD9jiVIkUAvN2OfN2jQIH26vA/BwcHq5xNfffWVxs/PT3Pjxo18f07J+7Rp0wzOyXsqAWVxBTfsc0NERCWuz819992nmqe2b9+Of/75Bx988IFqWpLmIWnqady4sWqukT4lskkTzKRJk1R/lQ0bNqBTp07qtaT55cyZMxg+fDieeuop/T2kyURG5YgDBw7g9OnT+uag3KN65Lk6ck9vb2/947Zt26r7SZOWNJ/lR/LWqFEj/eNDhw6pvjd33XWXwXXSVBUYGFjgeyJ5PHjwIH766Sf9OanAyMrKUiOPpMlNSHOROc/LnUdpCpNO3NLvR+zfvx9NmzZVTVIF5U06e7/77rv6c/IzyvuXlJRk8J5ZCoMbIiIy8OKf59XezTPnQ6flI8+j2YMj4exi+LEx6tdj2ms9vPTnmjwwHA17PQHnPPMJPTV/723X1u/e36w8St+N//3vf2qbMGECRowYoYIXCW5E586dVXAj/VgkkJEPXvmglv4lEty88sor6joJPsTcuXNV35bcdPMhyTXNmzc3CAB0pH9NUUg/FwkWdORect89e/bcNh+Tr69vga8jz5MRVNJfJi/pI6Mj/WHMeZ6bm5tBmuRZAiDdz1AYuYf0sXnooYduSyuuaQgY3BARkQF3L8MPQOHi5q42o651dVObsddagnTIlblfdCSg+e677+Dq6oqePXvqA55ffvkFJ0+eVMciJCREjTg6e/YsBg4cmO9rS0fYRYsWITg4uNC5VaSGIjk5Wf9hL7VKEpBIJ11jSQ2I1GpIrYh08jWW5PHo0aOqo7QpzH1eblKrI7VmMTEx+dbeyD1OnDhRpHuYiqOliIioxJDh3jJKaMGCBao5RZpOfvvtN9UsJSOYdDp27Ihbt25h+fLl+kBG9lL7EhoaatDsI7UK06dPx2effaYCH2kamjdvHj7++GOVLkFPUFCQen1pCpN7Sq2Q1HbIKCEdGRklzVsSLPz999+qJun555+/49Du3CRfcj8Z0fT777+re+3cuVPlb8WKFQU+77XXXsPWrVvV/fbv349Tp06pEUryuDDmPi83GSUlzVQyWkyanyRQXLJkCbZt26bSJ06ciPnz56v3+ciRIzh27BgWLlyIt956C8WFNTdkEqkmvffee/XHxqYRWQPLp+OTmhBpPpo5c6bq75Kenq5qRqS/zBtvvKG/rly5cmjYsKGaA0eGdusCHmlK0fW30ZEmLen3MWPGDIwbN0413chzx4wZo9IlbePGjSoQkKYVCZpkmHa3bt0ManLkca1atdR9pI+MfOhPnjzZ5J9RAqupU6eqprNLly6pwKpNmzYGw9vzqz2R5rY333xT1fhIv5kaNWrgscceK/Re5j4vb7+hf//9V+VX/o1JfyWpSZs1a5ZKl/l4JMh8++231RB+aeKS34m878WFyy9w+QUiKoW4/IJlSV8fmYMnd9MYmYfLLxARERHlweCGiIiIHAqDGzKJzAkh7dGy5Te9fUFpRNbA8km2IkspsEnKfrBDMZlMJl0yJ43IGlg+iYg1N0REpVgpHFNCpaBMMrghIiqFdDPOsjaL7I2uTOadFdkUbJYiIiqFZK4fWYNJtz6QzOWSexkAIlvU2EhgI2VSymZR5qNicENEVErJrLJCF+AQ2QMJbHRl01wMboiISimpqZGlCGTNJJnpl8jWpCnKEjOIl7jgRhYUk+msZV2Rq1evqgXPZGZIWaOCVarFT9ZI0U1dnne9lMLSiKyB5dM88mHCJSnIkZS45RemTZumFjP74YcfUL9+fezevRtDhw7Fu+++m++S7fnh8gtEREQlj7Gf3yWu5kZWL5WVWe+77z71ODw8XC1hL6umEhEREZW4utl27dphzZo1all6ceDAAWzevBm9evUq8DmyOqtEe7k3IiIickxm1dycPXsWa9euxZYtW3Dx4kVcv35dDSMsX768WiZe2rVlyXdZBt3SXn/9dRWcyHLp0kYsfXCkSWrgwIEFPmf69OmYMmWKxfNSGsm09VJbJiIiItRU9sakEVkDyycRmdTnRi5buHAh5syZo2pKdOfyIx17y5Urpzr6Pvfcc2rZckuRPIwbNw4zZsxQfW7279+PMWPGqH44gwcPLrDmRjYdCY6qVKnCPjdmkA8IX19fdZyQkHDbh0dBaUTWwPJJ5Ngs2udm5cqVePXVV3H48GEEBQVh+PDhaNu2LVq0aIGQkBAEBAQgOTkZMTExOHHiBHbs2IF///0XM2fOxBdffIFRo0ZhwoQJKuApKglspPbm8ccfV4+lpuj8+fOqdqag4MbDw0NtRERE5PiMCm7uvfdedOjQAX/99Rd69uwJV9fbn+bn56e2sLAwdO/eXQUzEnTMnTtXBTgyKc/EiROLnGGZvTDvME5pnsrKyiryaxMREVEpCW5Wr16Nbt26mfziEuhMnToVY8eOxblz52AJ999/v+pjU7VqVdUstW/fPtUkNWzYMIu8PhEREZWC4MacwCY3qbVp2rQpLOHzzz9XtULS1CVThsskfiNHjrRIrRARERGVotFSUvNiyY7B5pKmr08++URtRERERGYHNzVq1FDDKDt37owuXbqorXLlysY+nRyE9HeSjuS6Y2PTiKyB5ZOITBoK3qRJExw6dEgN/9at4VS9enV9oNO1a1c1cqok4PILREREJY+xn98mrS0VGxuLDRs2YP369Vi3bp0aGp472Kldu7Y+2JEaHhk2bo8Y3BAREZU8xRLc5CXz2kiwI4GObEePHjUIdho0aKCWR7A3DG6IiIhKHqsEN3nduHEDq1atwnvvvadqdSTIkeUR7A2Dm6LNM1SvXj11LMGsLLthTBqRNbB8Ejk2q60KnpGRge3bt+trb+Q4JSVF30xFjkViYZmcUXdsbBqRNbB8EpFZwY3UxOzatUsfzGzdulUtvSDkW5FMpqdbOLOkdDAmIiKiUhjcfPDBB6ojsSyaKYvOSZOTrOsk60zpghl77UBMREREpYfRwY0sVilzQzz44IN48skn1VpTllgIk4iIiMgmwY0soRAXF4fff/9dreekG+4ttTaczI+IiIhKXHAjI6FkWLf0s5HmqcWLF+Pbb79VzVOyLIMEORLsyFalSpXizTURERFRUYMbCWJklmLZXnrpJTXaQGpw1q5dq4KdJUuWYN68eeo63TINsj3xxBPG3oJKAPn96obT6uYzMiaNyBpYPonIovPcZGVlYc+ePSrQ+fHHH9U8N9JHR4aK2xvOc0NERFTyWG2eG3H58mX9kgyyP3v2rDrPuSSIiIjI2swKbq5du6YPZGR/+vRpfTAjtTXSdKVbY4qIiIjILoObX3/9VR/MnDx5Up3TrSMla0jpghnpWCwjq8gxyRT2LVu2VMcymWPe6e0LSiOyBpZPIjIpuHn88cf1x9IpL3cwExgYyHezlJCAVtbl0R0bm0ZkDSyfRGRScDNy5Ej93DbBwcF894iIiKhkBzezZ88u3pwQERERWYCzJV6EiIiIqMTV3HTt2tXkF5fOxmvWrDH5eURERETFHtzISCkJVkzpiMdZQImIiMiu57lxdXXFvffei2HDhqFVq1bFlyuyWxKwhoWF6Y+NTSOyBpZPIjJp+YWVK1eqhTKXLVuG9PR0NbeNBDmDBg0qcUPBufwCERFRyWPs57fRHYp79uyJ3377DZcuXcJHH32kzskCmpUqVcIjjzyCf/75h3NHEBERUcleOFNm+fzuu++waNEixMXFqUBn8ODBGDNmDIKCgmCvWHNDRERU8li85iY/MpW5zH9z5coVLFiwQJ2bPn06tm7dWpSXJTuWnJysfu+yybGxaUTWwPJJRBZZFfzq1av44YcfMG/ePNVk5enpiYCAAL67DiorKwu7d+/WHxubRmQNLJ9EZHZwk5GRoToWS5PUqlWr1ONmzZph1qxZGDBggKoyIiIiIrL74Obw4cMqoPnpp58QHR2tRkmNGjVKjZpq1KhR8eWSiIiIyNLBjcxrs2fPHjg7O+Oee+5RAU3fvn3h5uZm7EsQERER2U9wI23VEsj06NEDlStXxrp169RWGJkoS5qqiIiIiOyyWUom71u+fLnR1zO4ISIiIrsNbu5US0OlR2FzGNnz/EZUOrB8ElGRJvErqTiJHxERUcljlUn8iIiIiOyNUcHNhQsXinwjmeCPiIiIyC6Cm1q1auG5557DuXPnYGoH5F9++QX169dXK4pTySfT1nfu3Flt+U1vX1AakTWwfBKR0X1uPvnkE0ydOhWxsbHo0KED+vXrhzZt2qBJkya3zXNz8eJF7NixA6tXr8bixYvVc2T4+GeffYaaNWvaxbvOPjfmS0xMhK+vrzpOSEiAj4+PUWlE1sDySeTYjP38Nmq0lKzyPWTIEHz88ceqBmb06NFqmLdM6Ofv76+2lJQUxMTEqL2QdAlqXnnlFXTt2tVyPxkRERGRJYaCSwDz9ttvY9KkSfjnn3+wZs0atfq31NRERkbCy8sLlSpVQsOGDdGpUyf06dMHYWFhxr48ERERkW0WznRxcUHv3r3VRkRERGRvOBSciIiIHAqDGyIiIirdzVJE3t7eZqURWQPLJxExuCGTyPBZGVJrahqRNbB8EpFgsxQRERE5FAY3RERE5FAY3JBJZJLG++67T226CRuNSSOyBpZPIjJ6+YW8Fi1ahIceeui2pRdKCi6/YD5Ob0/2jOWTyLEZ+/ltVs1N//791WzEY8eOxfHjx4uSTyIiIiKLMiu4eeutt+Dp6anWmpIVvzt27Igff/yRVb1ERERUMoMbWWMqIiICy5YtwwMPPIDt27erhTVDQ0Pxwgsv4MCBA5bPKREREVFxdiiWFcGlY97SpUvV4pnTpk1D+fLlMWvWLDRr1gytWrXCN998o9q2iYiIiErUaKng4GC89tprOHnyJFatWqVqcPbs2YORI0eiYsWKGDVqFM6fP2+JWxERERFZZyj40aNH8dJLL2HAgAG4fPmymuZ84MCBCA8Px5w5c1CvXj38888/lrodERERkeWDm+TkZMybNw/t2rVDw4YN8emnn6pRVNI0JQHO/PnzcfDgQaxYsUINwZTaHUu4dOkSBg0ahMDAQHh5eal779692yKvTYWT4bMye4BseYfSFpZGZA0sn0Rk9tpSEkhIf5qFCxfi1q1bauTUk08+iWeeeQatW7e+7fpevXph+PDh+PDDD4v8rsfGxqJ9+/bo0qWLqgmSfj6nTp1CuXLl+BslIiIi84Ib6SwspKlJ+tVIYCOT6hSmatWqqlanqN5//31UqVJF1RjpVKtWrcivS0RERKV4huInnnhCBTUdOnSAtUlA1aNHDzVCa8OGDSpgkg7LTz31VIHPSU1NVVvuGQ4lQOIMxaaTuYzk9y9kbiOptTMmjcgaWD6JHJuxMxSbFdxcuHAB/v7+hb6wNFdJE5LU2FiS7g/Syy+/jEceeQS7du3C6NGjVaflwYMH5/ucyZMnY8qUKbedZ3BjOk5vT/aM5ZPIsRXr8gvSDCSdhwvz2WefFUtzUVZWlppHR+bVadq0KZ5++mlVayPBTUHGjx+v3gjdFhkZafF8ERERkX0wK7jRjTi40zXFQebQkaap3OrWratqkwri4eGhIrzcGxERETkmi81zk5f0ifHz87P468pIqRMnThick8kDw8LCLH4vIiIicuDRUrKeVG7r16/P97rMzEzV7CPDxNu0aQNLk4kCZV4daZZ69NFHsXPnTnz99ddqIyIiIjK6Q7GsJaV/kpPTHZudZNkFWXeqZcuWsLTly5erfjQyv43065HOxYWNljK3QxLdjh02yZ6xfBI5NmM/v42uuVm3bp3aS1DTtWtXtQp4fqOTXFxcEBAQgDp16hgERJbUu3dvtRERERGZHdx06tRJfzxp0iQ1Q3DHjh2NfTo5CFkzTLfSuxwbm0ZkDSyfRGT2PDclHZuliIiISh6LN0vltnHjRqOvZe0OERERWZNZwU3nzp1Vp2JjyOgpchyyjIUsvSG++uorNYeQMWlE1sDySURmN0vJcgb5BTdSTbR3715Vs3PfffehRYsWqn+OvWGzlPk4GoXsGcsnkWMr1mYpCW4Ks3jxYjWaKr/1nIiIiIiKU7GM1e7Xr58aTSVz0RARERE5xPILst7Ttm3biuvliYiIiKwb3Ozbt6/YJvEjIiIismifm4JW4M7IyMClS5fw/fffY+3atejbt685L09ERERk3eAmPDy80KHgMgCrRo0amDlzpvk5IyIiIrJWcPPkk0/mG9xIM1S5cuXUYpl9+vSBp6enOS9PdkymrY+KitIfG5tGZA0sn0QkuPwC57khIiJyqM9v9vglIiIih8LghkwiU9g/99xzapNjY9OIrIHlk4iMbpaSvjTGriWVmzxHRlDZGzZLmY/T25M9Y/kkcmwWXX5BVvbOG9zExsbi4MGDcHFxQZUqVRASEoJr164hMjJSLZbZqFEj1bmYiIiIyJqMCm7Wr19v8PjixYto3749BgwYgGnTpqFq1aoGc+DIsgtbtmzB8uXLLZ9jIiIiIkv3uRk7dixCQ0OxYMECg8BGyOOffvoJFSpUwLhx48x5eSIiIiLrBjf//fcfunXrVug1Xbt2VdcRERER2X1wk5KSgitXrhR6zeXLl5GcnGxuvoiIiIisF9w0b94cCxcuLHDV761bt2LRokVqpmIiIiIiu19+4d1331XNUnfffTfuv/9+dOjQAcHBwWpq802bNqmOxK6urpg6darlc0w25eXlhXPnzumPjU0jsgaWTyIq0vILa9aswdNPP63/YyFDxXUvVa1aNXz99dd37JdjK5znhoiIqJTPc5MfCVxOnz6NzZs348CBA+pGcsPGjRurmhxzJv0jIiIiKiounMmaG5OkpaXhzTff1DdPuru7G5VGZA0sn0SOzdjPbwY3DG5MwuntyZ6xfBI5Nq4KTkRERKUSgxsiIiJyKAxuiIiIyKEwuCEiIiKHwuCGiIiIHIpZwY2LiwsGDhxo+dwQERERFZFZk/jJ8KsqVaoU9d5UAsm09YcPH9YfG5tGZA0sn0Rk9jw3PXr0gLOzM/75558S+S5ynhsiIqKSp1jnuZk8eTLWrl2L+fPnFyWPRERERPbRLLV69Wp07twZQ4cOxeeff46WLVsiJCTktvWk5PGECRMslVeyAzKF/bRp09TxG2+8cdv09gWlEVkDyycRmd0sJU1SxpDgJjMz0+7eaTZLmY/T25M9Y/kkcmzFuir4unXripI3IiIiomJjVnDTqVMny+eEiIiIyAI4iR8RERE5FLODm4yMDMycOROtWrVS7V6urjmVQPv378eoUaNw8uRJS+WTiIiIqPiapZKTk9G9e3ds3boVQUFBKriRzno61apVw7x58xAQEICpU6eacwsiIiIi69XcyHDKLVu2YPr06bh69SpGjBhhkC49maVfzqpVq8zLFRGRJUUdB1a9YetcEJE919wsWrQIXbp0wauvvqoe553fRlSvXh379u0reg7Jrnh6emLnzp36Y2PTiKwh3zIos138NgSe145i54tVgMd+YvkkcnBmBTcXLlzAgw8+WOg1fn5+ahw6ORZZNFUmbTQ1jcga8i2Dl/cB0cfg4uyEluXiAf8YudBWWSQie22WksAlKiqq0GvOnDmD8uXLm5svIiLLuLjb8PHpNbbKCRHZc3DTpk0bLFu2DHFxcfmmR0ZG4u+//0bHjh2Lmj+yMzKF/YwZM9Qmx8amEVlDvmXwyn5tmndFzNiSihm/rGf5JHJwZi2/sHHjRtXnpkmTJvjss8+wcuVK1cn41q1b2LZtG1544QWcPn1aHTdv3hz2hssvmI/T25M9y7cMftcLuLAViTX7wPeJHw3TiKhEKdblF6RG5osvvsDo0aMNamekuUrX7v3ll1/aZWBDRKVM/EXtPrSRrXNCRFZiVnAjnn32WbUy+Jw5c7Bjxw7ExMSoKKp169ZqAr/69etbNqdERKbKzABuXtIeV2BwQ1RamB3ciLp16+LTTz+1XG6IiCwp4SqgyQScXYHgujnn01MAsFmKyFGZ1aH47bffVv1uCrNp0yZ1HRGRzdy8rN37VQS8yuWcT4y2WZaIyE6Dm8mTJ2P9+vWFXiPBz5QpU8zNFxFR0SXd0O59gmS20ZzzuqYqInJIxbYquAy1lI7FREQ2D268AwzPxzO4IXJkZve5yW/JhdyBjTRLBQcHm/vyZKdk2vp169bpj41NI7KG28pgUow2wTtQm/b2/cCZNfBMvmrbjBKRfQQ3slZUbjNnzlQrf+eVmZmJ69evIyUlBU899RSK23vvvYfx48erYemffPJJsd+vtJPaOBklZ2oakTXcVgZ1NTdeAdq0Dm2AzA1AQnZfHCIq3cFNVlaWvrZG9jL3X37z/7m5ualh4F27dsWECRNQnHbt2oWvvvoKjRpxiCcR5SM5p+ZGKVtFu4+PtF2eiMh+gpuIiAj9sbOzM1566SVMnDgRtiIzjA4cOBBz587F1KlTbZaP0iY9PR1ff/21On766adVMGtMGpE13FYG9c1SAdq0ZXuBnWl4usxpsHQSOS6zll84f/48/P391RTItjJ48GAEBASo5jGphpalIApqlkpNTVVb7umbq1SpwuUXzMDlF8ie3VYGF/VTSy/gke+RGN49J+2NsvCZcg1w9bBxjonIbpZfCAsLgy0tXLgQe/fuVc1Sxpg+fTqHpROV6tFS2c1SOposIOas4cR+ROQwijRDsSyM+d9//+Hy5csGNSM60jfn22+/hSXJiuPSeXj16tVGj8iRDscvv/zybTU3ROTgUuK1e898apmvn2JwQ+SgzApuMjIy0L9/f/z++++qU7Gug7GO7nFxBDd79uxBVFQUmjVrZjBCSyYNlMU8JcjKO7+Oh4eH2oiolElL0O49tIv6GrhxyurZISI7nsTvo48+wpIlSzB06FDs3r1bBTJjxoxRNTnvv/++6o/zyCOP4MyZMxbPcLdu3XDo0CHs379fv7Vo0UJ1LpZjThxIREpWVk5w4+6Xf80NETkks2pufvrpJzRo0ADffPON/pwENLIiuGz33nsvWrVqpYaDjxw50pL5hZ+fn7p3btJxNTAw8LbzRFSKpSfmHHv4AmlZhukMbogcllk1N6dPnzaYKEuan2SYpY7Mc3P//fdj9uzZlsklEZGpUrNrbZxcAFfP/JulTB8sSkSOWnPj7u4Ob29v/WMZXin9YPKOqFq2bBms4U6LeJLlSN+l5cuX64+NTSOyBoMyiLTsk75q0Ux9WkYaPPYM03Y2vnUVKBNq20wTkX0ENzLSSEYt6dSpU0d16NV1Ihbbt29X89CQY3F1dcV9991nchqRNRiUwUt7DPrbGKRFTgOunwSijjC4IXJAZjVLderUSR/MiMceewwnTpxA7969MWvWLDWSavPmzejZs6el80tEZFqzlNTc5BVcT7u/dtS6eSIi+625GTZsmBp+fenSJVSuXBkvvPCCahqSKt9//vlHXSMdimVRS3Is0rdKOpQLGaGWd/mFgtKIrMGgDDYvp11iwd339rQqdbRpUQxuiByRWcsvFESGhcvwb+lvI8GNrEFVkqdvpttx+QWyZwZlcNv38Fn5IlC9M/Dkn4Zpu3+Fz7IRQGhjYORGG+eaiOxi+YWCyHwzshER2Zx+jpt8mqXK19Huo08AWZmAM+fHInIkRQpu0tLS1PILx48fV9+KJkyYoM6npKSo6CooKMhua2+IqLT0uclnAr9y4YCbN5CepF1jKqiW1bNHRMXH7Mjjr7/+QtWqVdV8NmPHjsXkyZP1aQcPHkRoaKha4JKIyO6CG/nSpau9uXbEuvkiIvsMbrZs2YJ+/fqpeSM+/fRTDBgwwCBd+tvUrFlTLdFARGQT6YU0S4mQ7BFT7FRM5HDMapZ655131HILsoilND3duHHjtmuk782OHTsskUciItOlZS+/4F5Ax/bg+to9a26IHI5ZNTcStPTp00cFNoVN9Hf16tWi5I2IyHzpyYUHN6y5IXJYZtXcpKam3nEIdVxcHDsTOyBpivz111/1x8amEVmDQRlMXaw9mb2u1G3lU1dzE3NOW8tTUBBERKUjuKlevTp27dpV6DXbtm1TyzKQY5Ep7B955BGT04iswaAMztdO2KdGReVXPn3LA95BQNJ1IPo4UKm5LbJMRMXArKqVhx9+WHUqnjdvXr7pH374IQ4fPqyWZSAismmzlFs+K4LrVGig3V89ZJ08EZH91tyMGzdOjYQaMWIEfv75Z9VMJV599VVVY7N161Y0adIEzz//vKXzSzaWkZGBpUuXquMHH3xQfRs2Jo3IGgzKYGqS9g9cds1NvuUztAlwdj1weT/Aihsih2H28guxsbEqeJE2bFlnSv+CTk549NFH8eWXX6JcuXKwR1x+wXxcfoHsmUEZ/LAZfG6dBgYvB6rdnX/5PLIU+G2INsgZucHGuScimy+/IIGLLEL32Wefqf43MTEx6kYtW7ZESEiIuS9LRGQZ6SnafXbNTb4kqNGNmMpIA1zdrZM3IipWRW43CAwMRM+ePS2TGyIiS8k0os+NLMPg6Q+kxGkDnIrZwQ4RlWgcq01Ejt2hOHsoeL6cnLQrg4sr+62TLyKyn5qbUaNGmfzi0v9m1qxZJj+PiMgizVJud2iWElJbc24DOxUTlcbgZs6cOQUGMAX1SWZwQ0Q2o5GBDk6FN0uJik21+8v7rJItIrKj4GbdunW3nfv+++8xf/78fNOIiOzCnWpu2KmYqPQGN506dbrt3Pr16wtMI8fk7u6un7xRjo1NI7IGfRlMiYf7pQnamhsX98LLJzsVEzkczrJGJnFzc8OQIUNMTiOyBn0ZlPWiPpuorbWRTsOFlU9dp2LpdyOdihncEJV4HC1FRI4nQzfHzR362+joAhr2uyFyCKy5IZPIFParVq1Sxz169Lht+YWC0oisQV8Gb5xGjywNXF29jCuflVpo95GFLwhMRCUDP33IJLKOWO/evfVT2Of+gCgsjcgaDMrgeD+4unkZVz6rtNbupc9Nchzg5W/lnBORJbFZiogcl7HNUn4h2o7F0AAXdxd3roiomBn91free++97dzp06cLTNPNc7NixYqi5I+IyHy5mqXuqEobIDYCiNwB1LqnOHNFRPYS3KxcudLkNAluiIhsxtXD+GurtgYOLgQitxdnjojInoKbc+fOFW9OiIgsLXuOG6NrbsTFPUBmBuDCPmNEJZXR/3rDwsKKNydERLasuSlfB/AsqyYAxLVDOcsyEFGJww7FROS4TKm5cXYGKrfSHl/YUWxZIqLix3pXMolMW//FF1/oj41NI7IGfRk8ux7uLqsMam6MKp9V2wCnVwPnNwNtnrFWtonIwpw0BS3p7cBu3ryJsmXLIj4+HmXKlLF1dojI0jZ+CKx9B2j6BNBHG9AYRYaBf9NN2zz16jnA2aU4c0lExfT5zWYpInI8mWmmN0sJ6Wej63fDpRiISiwGN2SSzMxMtRq8bHJsbBqRNejL4J4TyMzSGDRLGVU+paamWkft8dl1Vso1EVka+9yQSVJSUtClSxf9FPY+Pj5GpRFZg0EZHO8Hn1w1N0aXz+pdgGPLgDPrgY7jrJNxIrIo1twQkeMyZSi4Tg1tAKRmKk5NsHiWiKj4MbghIsdlap8bUa4a4F8VyEoHzm8tjlwRUTFjcENEjsucmhtZNkaapgT73RCVSAxuiMhxuZgR3ORumjrD4IaoJGJwQ0SOy9XMySSrdQKcnIHoY0DseUvnioiKGYMbInJc5tbceAcAVdtpj0/8bdEsEVHx41BwMombmxs++OAD/bGxaUTWoC+Du7+Dm8slg5obk8tnnfu0yzAcXwG0ebY4s01EFsblF7j8ApHj+eZ/wMWdwGMLgLr3m/casRHAp421zVPjzmhrc4jIprj8AhGVXpmpRWuWEuXCgZAGgCZLW3tDRCUGgxsyiUxbv2vXLrXlt/xCQWlE1qAvg2dispdfcC9a+azfV7s/vLiYckxExYF9bsgkMoV9q1atClx+oaA0ImswKINq+QWPopXPBg8Da6cC5zYCt64BfiHFl3kishjW3BCR4zJ3KLhOQHWgUgtt09SRpZbKFREVMwY3ROS4itLnRqdhP+3+4KKivxYRWQWDGyJyXOYsv5BXg36AsytweS9w9bAlckVExYzBDRE5LnMWzszLt7x2zhux94eivx4RFTsGN0TkuCwR3Ihmg7X7A4uAtCTLvCYRFRsGN0TkuFwsNFO2rBLuXxVIjQcOL7HMaxJRseFQcDKJTFs/adIk/bGxaUTWoMrghLeAjR/AzUW+vuX8icuEM3oPeQG1QvxML5/OzkDLEcDqicC2L4AmA7XniMgucfkFLr9A5Fik2WhaqPZ4/CXAw1cdjvvtAH7bcxGNq/jjz+fam/66KfHAx/WBtFvAgF+Bu3pYOONEVGqXX5g+fTpatmwJPz8/BAcHo2/fvjhx4oSts0VE9iIrPd9mKQlsxIHIOJj1nc6zLNBiiPZ4y6dFzycRFZsSF9xs2LABzz33HLZv347Vq1cjPT0d3bt3R2Jioq2zVipkZWXhyJEjapNjY9OIrEGVwcNHcCQqE1kSwGQ3S124kQSNJgtp0efVFhlj5t+L1s9qX/P8FuDcJstmnogspsQ3S0VHR6saHAl6OnbsaNRz2CxlPgkifX19853CvrA0ImswKIPjy8BnWrw6nrvxLN75Yx8iZ2on5Fu49SQea1vLvJssfxnY/S1QqTkwYg3g5GS5H4CISmezVF7yA4qAgABbZ4WI7EmuJqn/jl0zSNp57ob5r9vpNcDNG7i0Bzi+vCg5JKJi4lzSq6DHjBmD9u3bo0GDBgVel5qaqqK93BsROThnGS4F3ExJx+7zsQZJm09dN6/fjZDFM9uM0h7/NxnISC1yVonIskp0cCN9bw4fPoyFCxfesROyVGPptipVqlgtj0RkI85u+kAmM0uDakHe+qQr8ak4HZVg/mu3fxHwCQZunAY2fWyJ3BKRBZXY4Ob555/H8uXLsW7dOlSuXLnQa8ePH6+ar3RbZGSk1fJJRLatudl+VtsE1b5mkEHyhpPR5r+2jJzq9b72eNNHQNTxImSUiFDagxupSpbAZunSpVi7di2qVat2x+d4eHiojke5NyIqHX1uZOi3aFK1nEHymmNRRXv9+g8CtXpoh57/9TyQmWsIOhHZlHNJbIpasGABfv75ZzXXzdWrV9WWnJxs66wRkT1xckVqRiaOXtH2sWtUsaxB8s6IGMQkphXh9Z2A+z4C3P2Ai7u0/W+IyC6UuOUXZs+erfadO3c2OD9v3jwMGZI9wRYVG5m2fuzYsfpjY9OIrEGVwZGDgIO/ws3NFceu3EJ6pgblvN1QLaSMvnweqlAOx6OT1SiqR1sUoQ+efxWg75fAr09ol2Wo3BKo39dyPxARlc55bszBeW6IHNj5rcC8XkBgTfzW9g+MW3wQ7WoE4uen2ugv+WzNKXy8+iS61QnGt0NaFv2e/04Atn4GuPsCQ5YDFZsW/TWJqPTOc0NEZCArQ7t3dsWZaO1MxDWDtRP76fRsUEHtN526jvhkC/SV6TYJCL8bSEsAfnwQuHa06K9JRGZjcEMmzy0UERGhtvyWXygojcgaVBk8H4mIuCxkQYIb7XDvGuV9DcpnjSBv3BXii7TMLPx96ErRb+ziCjz+s3bW4uRYYH4fIPpk0V+XiMzC4IZMIh23ZYSabHk7cReWRmQNqgx2GYRqnyYgOdMJZ7ODm+rlfQzKZ0pKCh5upp1C4ve92gU1i8yzDDBoCVChIZAYBXz7P+DMOsu8NhGZhMENETmkLGc3nL+RpK+5yatv00pwdgJ2RcTi/A0LLbzrVQ544g+gUgsgJQ5Y8DCwfY7MYWGZ1yciozC4ISKHlJblhIwsDTzdnFGhjOdt6SFlPNGhVnl1vGTvJcvd2CcIGLICaNwf0GQCK18DfnkciLfgPYioUAxuiMghpWZpV+uu5O8FZ6miycfDzSrpm6aysixYu+LmCfSdDXR/V7sMxMmVwKzWwM65QGZ2h2ciKjYMbojIIaVkav+8VfT3KvCa7vUqwM/TFRdjk4u2HENBk/y1ex54ZjNQuRWQdgv4eywwqyWw/xcGOUTFiMENETkk6VCsq7kpiJe7i34Sv++3RhRPRoLrAMNWAfd+CHgHAjFngT+e0QY522cDSTHFc1+iUozBDRE5pKTs4Ca0bMHBjXiybZiqZJGaG93oKotzdgZaPQWMPgjcMyUnyFn5OvBRHWDJCODkv0BGavHcn6iUKXHLL5Btubq6YtSoUfpjY9OIrEGVwYc7A+e36PvcVPT3LLR8hgX6oEvtYKw9HoUftkZgSp8GxZdBD1+gwxig5Qjg4EJgz/fA1UPAod+0m6xTdVd3oPa9QLWOgG9w8eWFyIFx+QUuv0DkWKSpZ+XrWOt6N4YlPIufR7RGu5pBhT5ly+nrGPjNDni4OmPza11R3s/DOnmVP7+X9wH7fwaOLwdu5ZlQMKSBdubjyi20EwSWC9f25SEqpW4a+fnNr9dE5FgytcspJGSvqhBaSJ8bHVl7qkkVf+yPjMO3m8/h9V51YBUSqFRqpt16fQBc2gMcXwacWaut0bl2WLvtyL5emrMkyFFbCyC0MeCrHc5ORDkY3JBJpKLv+vXr6jgoKAhOub5FFpZGZA2qDMbEAYlZSHbXlr/g7FqYwsqnHD/fpSZGzN+NH7dF4JlO1eHv7W7dzEu/nCottdv/3gYSrwPnNgAXtmuDHgl2km4Ap/7VbjreQUBwXSC4Xq59HcCzrHXzT2RHGNyQSZKSkhAcrO0HkJCQAB8fH6PSiKxBlcEHJqnjb8dp4OXhAh8PV6PKZ7e6wagbWgbHrtzEd5vP4eXutWFTMhlgg4e1m5DOxlcPA5d2a4Odi7u1nZKTrgMRm7Rbbn4VgcAa2i1A9jW1x9K05WqlZjciG2FwQ0QOKROuCPIzvvZFam9Gd6uJZxbsxdxN5zCoTRiC85nZ2GYkIKncXLvppCUC0SeAqGNA9DHtXrabl4Bbl7Vb3qDHyRkoWyUn0PGvmr1lH0tQxVpXKuEY3BCRQ8qAC4J8Tauh6FG/AppV9cfeC3H4ePVJvPdwI9g1d5+cPju5JccB108BMWeAG6eBG9l7qelJSwDizmu3/Lh6aYOccmHavQRCZSoBZUIBv1CgTEXA7c79mIhsicENETkkc4Ibqb158756eHj2Vvy6OxJD2oejToUSOKLSyz+n/07e0VkJ17TBjgQ+cRe0W6wEOxe0o7UykoHrJ7RbQTz9tUGObLqAR7+vAPgEazs/u1q53xJRNgY3ROSQMuFscnAjmoeVw70NK+DvQ1fx7opjmD+sleN0jpefQ4IP2cLb354u/XriL2YHPdkBj2w3r2ibuG5mBz+y4rlsUUcLv590avYpr90k2NEdqy3PY1lR3dml2H50Kl0Y3BCRQ8qEE8r7mldz8FrPOlh99Bo2nbqOFYeuoHejiigVpF+PrhNyfqTmR4Ka3MGO1PbcvJxrf1U7qktWRE+J127SJHYn0hdIgiGpFZKaJ9nLY92xwT6f6xgYUS4MbojIYWtuQs2cjE9mLR7VuSY+XXMKk/86gg41g6w/NNxea36khkW2kHoFX5eVpQ2CEqO1Q9rVPtexjPDKfT45FtBkafeyxZqRN48y2QFPWcBDNl/A3TfX3k/bR0l/rEuTc34518ljR6mpK8UY3JBJZNr6wYMH64+NTSOyBlUGu9ZVNQVOTq4GzVKmls9RXWqoWpvTUQmY9vcxfNCvcbHm3aHInD3eAdqtfG3jJl6U2h4JbKSmRzpES3BksI/P51wckJ6kfY3Um9otvqiZd8oVBOUXGOmCIF9tx2o5L3s37+wtn3Pu2XvWLlkNl1/g8gtEjuWvF4G9P+Cj9H7oMPwDtK4eaPZL7Y6IQb8529SxMcs4kA1kpN0e+MhjGRUmQ+VTZX8re687d0t7nPccivnj0MUjV9Ajey/A1TPX3lM7Ws3cvXTglnu4Zm9yLIGmA+HyC1R80lOAG6e0696w+pbsjfT1yG6WKuvtVqSXahEegCfahOHH7ecxbvFB/D36bpT1KtprkoXJB7osQVHUZSjke77UAukDnlzBjwqGEnOdk8dJ2uvVlpzncVL24+TsmqXsoCkzVbtJAGYtzq7awMnFPTvgkb1n/oGQnDO4Nnd69rnc5+/0WnnPuVgv5GBwQyaRir6kb+4HInfA+9Gv4dTkccO0JG0Vsbe3t+OMMKESQ8pgYlIKnNI0qkNx7kDE3PL5as/a2HAyGhdikvD6koP4cmAzlm1HJL9T1fQkM1eHWO51JWjKSMkOgBKzAx7dPjknzWCfoh2Vlu8+peDnSOAkx7llZWiDMnsgncZV8OSmDYzUdqfjPOdSjatdY3BDJpEPB99R/6njhMpz4ZMruFFpvr7aNC6/QDYgZdBvwHfqeOLYLIPgxtzy6efphs/7N0W/OVvxz+Gr+GnHBTV7MZHRQZOuCUr6IBU3CaYy07MDnTRtsKM7VvvszSA9Lftc9mP9cX7X5vdaea/N9VrSUVyft6zsmq0i/HwMbqjY5S60RPbGyQVebpbpwNm4ir8aHj51xTG8vfyomgtH1qEisstgylWai9wBe1hCLDPj9qBKnUvL3tJNO755E8A7d7xtqQ5upt9bD6/ek1O9/MmGYDhrouDmFoJn219TraQ3ktzw884MlT68nRO83bUf6F9sCkZWZjScXcrj+buj1Lm0TGD2Rm3nrQEtXVDeVxuefr0tBEkp1+HkHIjRnbTXio/XusPZKQt9G7siPEBblfj9zmDEJsQAzgF4qXPOtTPWeMPVKR0967uhboi2av2XvcG4EhcHjVNZvNIlWn/tB//5wcU5FV3u8kCzytJJDvj9YBDORd+CxqkMxnbNufb9//zh6pSCttU90K6adpjB30cDcfRKIjROvhjX9XrO664JQEZmov5xWloaWDdD9srdzbXA5qPpvWqjTt/JGPTyCPV4zdLV2PLZcCQ7BWH62r366964vzc8Ew6iYrexGPbGC9hy+jp2r9uJXweMRBr88O66I/pr33qwH9zjdiKw7bN4btp4de7QjoNY+npvZMADb687pb920mOD4BK1EX5NBuOlmdo/1BEnIzB/ZEdo4IxJ6yL01779xFPAxVXwqP0IXpvzkTp3IyoGsx5roo7HLjsGb1/tv8RpI15Expk/4FLtfrz53Sx1Li01De/1rKmOn56/ExWqVFDHHz7/GpKO/AJNxXsw6SdtbZeY3KUanJGJAV+sQ8362vluPn1lMuL3foeMoA54+7ef9ddO6FIbbkjGA+/+hSbttPmZPeEDRG/+AqllW+DdP37XX/tml4bwQDy6vfYz2vfsoM7Nmz4Lkf++jxSfBpi2/G/9teO7NoeXJhptRn2F7o/0Uud+/vQ7nP5jMpI9amL6yrX6a1+/px28My+i8RMfo8+wfurc0m9+xaGfxiLJtQreW70l53V7dIFX2hnc9dA7ePwF7ci5Vb/+gx2zRyLZORjT1+zOufa+nvBKOoqqPcdjyGvPqnOb/t6AdTOeQAr8MW3dwZyfrU9feNzci5COL2LklLHq3N5Ne7B84oNIgzemrjue8571exxuN7bCv8UIvDhjojp38uBJLBx9DzLhhinrzuT8LgYMgfOVtfBpMBCvfD5dnbsUcRnfDm2jve/qc3Bx1QbwU4c8i6zzK+BW8yGMn/uJOncr7iZmPthAHb/w6wGUK19OHb838mWknVwMpyo9MWH+1/r7TekSBidoMPjrTQirpa2d/Hj0m0g4+CMyQzpjysL5+msndqkJV6Th4Rn/oH6L+urcrPHTcGP7HKSVa42pv/+mvdDFFW/e0wgeSEDPiYvRqksrdXru25/gyrqPkeLbGNOWLdO/7htdm8BTE4OOL81D5we6qXM/fvg1zq34EMledTB+4WIGN3fi6ZqMctAGLkKTFQgfj2SkZmSgHCQ6BDI17vBx11aDBSAL3tB2VkRmIHzdk5CYlomA7GvT4AS/7BWIy2qcEYBUdZyVHogyHgmITymrv1b4unvC1TkTvhoPBEDbJpqVEYCynrcQm1zG4Fpv1yx4uaXCM9NHfz4zLQD+nvG4keRtcK2HizP8PBLhnpFzv8w0f5TzisP1JA+Da92c3dVrOGcE5Lq2LAK8YnEjydXgWmd4qfM6V10rQvtPhcg+g5uCeLslIz1V++9TZKRnwNstCenSFyIXTVqi9nxKMpydnfDRo03Qd9se+LglISvNGZlZGrg4awOoLN21qTl9HjIzs9Q5+ZuSW0ZqEvyyX1cnK/vazCzDgCwjJRFl5DVSc67VZGmvzSsjJUmdT0wxTNNdq8lV25qWkqzOx6caXuvpkqT+LmVlZuaMIUjVXhubavj+uDslwss1BZm5fr70lBR1bbL0L8nFFdr3JyM9p00iLVV7bVKea100umtzvW5qmvZ1Mwyvdc7Kft/T03KuTdNem5LnWmTofkc5v3s5lnNpuiHl2TTpSbdfm5au/R2lG3Yqz0rTXpuWkvO7z8jI1L7vhr96ZKYmomye331mpvba9EzDMpuZmgRf9bpG/O6zr03O8/v0zvda7e/zVp5rvVwTIcU59yBqKc9ybVzecuKcCHeXdINyoitTKdKZOhf37N99Zkb6bdcm53nfdb/79LScNy4t+3eUlOffZ2FK9VDwRbO/RutOOQvOXThzGbHRcQiqEIhK4cHqnPzjOrRTG3U3al1XHyXLtdGXryMoNAhhNbWzl2ZlZWHPpkPquHGbenD3cNNfe/XCNQSGBKJGvar6++1Yu08VoiZt68PTW1t/GHn2Ci6euYyAkHKo3ai6/trt/+1R/wDkWh8/b/21509Gwj/IHw1a3KW/dtt/e9Q/wsZtGqBsgLaPwcVz13D6yBmUDSiLpu20UbbYuno3UpNT0LB1AwSF+Ktzly9E4fjeE/DzL4OWnRsbXBt7IxbPvfOmerxl3ptoN2SqPj0xMZF9bsimcpfBT959BaPf+DDftHXL16J+0wYoX1E7wiY+Nh7H9x2Du4cHmrZvqn/OsX3HcDM2HmG1wvU1HtuPXsKzM/5AGpwx6NHOGN+rrv7bd+z1GFStWRWhVbV/E5ITk3FwxwG4uDijRSftN1Yh/xZvXItGpfDKqFy9sjqXkpyCA9v2q+PWXbXfzMXZY2cRfSUKFaqE6r9Ny7/vvZv3qOMWHVvq/y5J7c+1i1cRUrkCwu8K1/9d2rV+pzpu1qE53Ny1f5ciz0Ti8vlLKB8ajOp1c/7W7Fy3UwVBjds2gaeXdlX0i2cv4lLERQQEB6JWg1r6a3dv2KkCuIatGuprj65cuIwLpy/AP9AftRvX0V8rNRnp6emo16ye+tsirl26hogT59RjOa+zf+t+pKakoE7Tuihbrqw6d/3qdZw5ehq+Zfz0NQW62rGkxCTc1bC2vmYiNjoWJw+dgLePNxq2zln89PCuQ0i8lYga9WoiqIJ2WH/cjTicOHAcHp6e+toncXTvUVXzEV67GkIqaTsYy2M57+bmhmZ356zOLs+X18ldTpISEnFo5yE1p1Lzji301546fAoxUTdQuXpVVAqvaPC7d3Jy1tds5C4nFcMqoUqNKvqauH1btLWLLTu3gnP2UO9zx88h6vI1g999ZkYmdm/cdVs5OX/qPK5GXkFwxRBUq1NNf78da7erfdP2zeDu4W7wuw8MKa+vyctdThq1bgwvHy99rdLFsxdQLigAdzXK+Uzas3E3MjIyUL9FA/iW0f4bvBp5FedPRaBMubKo21T7b0js27JPBTO5f/fRl6Nx9vgZVU4q16xs1FDwUh3ccJ4b0+X+gHixSyd8/O8a/T8YBjdka7nL4OwPXscz46br/8ivWLgcfZ7oa5Hy+ef+Sxi9UBuIvNOnPp5oq/0wISL7+Px2rNl9yKpCnA5hzybtt0cie+PultN0sG/LHhyeN8xir92nSSW8dI/2m+nEv45g5eGrFnttIiq6Ut3nhkzn4uKCTo3DEHUpDjHOTeFb1tcgrV+/fvpjImuTctercQh80m/AyzNnLajIUxFITvdG7WANGnbsZpHy+WK3mrh6Mxm/7IzEiwv34ZsnW6DjXUWcSI6ILILNUmyWMtm6T4ejS+xiHAgfhsZDZto6O0QGznzcHTVu7sCy6pNw/5Mv689L35OoS1H6PhGWkJGZhed+3otVR67B080Z84a0Qtsa5i/3QESF4/ILVGw0Ttpi4yRzDxDZGY3MyCojAXM1SwnpeGnJwEa4ujjj8/7N8MyCPVh7PArDf9ilanC4BhWRcdIzsxCfnI64pHTEJ6epvfY4HXHJ6YhPSlN7dT45HTdijFsynsENmSzLWfuhIcP6tqzcjPotG6iREUT2QJOlHZrqnt3Rvbi5uzqrJRme/nEPNp6MxpDvd+GL/k3Rvb5lAykie5eWkYXYpDTEJBpuNxLTEJt9LOm64EW2hNQ8Y+XvICvXlAiFYbMUm6XMHo3ycru7EOpzA2EPfopHnh3I0VJkc7nL4KpfPkf3x5/HH9/+hh0/TYd3tQ6Y+N3nxVY+UzMy8eIv+1QTlcx9895DDfFIC+3wXaKSWqsSk5iG6FupiE5IxfVbqdqARQKYhOzgJVcwcyvFtEAltzKervD3doe/t5taNkU2Ofb3yjkn6S4ZyejWuBqbpaj4ZDiXRWrmLVy/dNHWWSEqcLTU0S0bEOh6AVevnC7W+3m4umDWgGZ4bckhLNl7Ua0ifvZ6IsZ1r60mACSyB5lZGn3Acj0h1WCvAhj9OW3AYiop6uW83RHg445yPu4I9NEe6zZJU0GL7LODmDJebvrJMI2pnDAGgxsyW69uVdHtjS36ScGI7Ilb9rpSj7w8Ghv+uAvVQisA//xTrPeUPjgz+jVCRX9PfL72NGavP4Nz0Yn46NHG8MmevZzI0qQBJjYpvcCAJTo7WJF9TGIqskxor5GYI9DXA+V9PRDo644gXw8VoMixLliRY7X3cVfBij0E8/zXRmYL8MlkYEN2y91VWzZlRl3ZpMkK2qWkipX8YX+le21UC/LB60sOYeWRqzj1xS3MGtgMdSqwGZxMk5WlUX1Wrsan4Ep8Mq6ofQquZh9fval9LP1djOXkBAR4u6O8n4cKVmSvPTY8pwtkjK1VsScMbshsGo6WIjvmbuPA+6FmlVE1wBvP/7wPZ6IT0eeLLZjyQH081rJKgQt6UulrIpIaFoNgJT4Fl3M9vnYzBemZxlW1SHOP1LAEGQQshoGLpEuNi9QyOjIGN2S+rHTMmTgD57f+jrB2D+GJ10bZOkdEeh5urli5cAUunj6Djg/0RKUalayehxbhAVjxYge8/OsBbDgZjdd/P4T/jl3D1L4NUaGsdt0mcuwOuVfiUnAxNgkXY5Nz7bXH126lqgDnTiQWlqAktKwnQst6qbIjx9q9lzoOLuOh+n2RFoMbMp8mAzcizyHQ+RQiD2wGwOCG7Ie7mzs2LfwW5ZI2YtGpI3j5y49tkg/przBvSEt8tfEsPl59Av8di8KOcxsw4b56eKRFZdbiOHDwIk1Gd4pdpMUnpIwuUPFEhTJeqs9WTgDjhWA/D7g5eE2LpTG4IZPItPXtmtWD/62TcMnKROfHBmD/hsroem8PlXbvvffqryOyNllVuVNNH/g4pcLb0wNlK9bAjeMRaNamo03Lp/TDebZzDXStE4xXFx/AgYvxeHXJQSzaHYkJveuhSRXOE2WvZC6WCzeSEHEjERdikhBxPRHnY5JwMca44MXD1RmVynmhcjlvVFZ77XElfy+1SXORozcR2QLnueE8Nybbs3wumu8ei8PuTdDgjQ22zg6RXkp6Ji69Ux81nK8gaeAyeNfqCHsjSzZ8t+UcZq4+heR07YSDfZtUVJ2QqwR42zp7pY58BMqIovM3ktR24UYiIuQ4Rh4nqgnn7jSJY+V8ghfdsTQnsXbOcrj8AhUbVzftgoROGnYoJvuSmpEFZ2hHjbi52uefN/mW/nTHGmpl8Q9WnlBz4vyx/zKWH7yCB5tWwqguNdVIK7Ic6ddyOS5ZG8DEJGYHMtq91MYkpWmDzIJIp9zwQG9UDfRGWIAPwoMkePFGlQAvBPl42MXQZzJkn//6ya65Zk+O5py9hs+liMtY9/vfcPf0xKOjBtk4d1SayXBYl+zg5sb1BASHZak1peyR9LOQ+W+GtAvH+yuPY/Pp6/htz0UV7PRqEIpBbcLQpnoAv/WbUGsn/Vx0NTAqeFG1L9IPJqnQEUcSm1T090KYBDASvEgQk30se85RVPKwWYrNUiaRuULKBwXCKTMVm19thKZTD+DLN99D0q4PcSW9GubsPKqui4qK4vILdkj+ucu3VN36LompGeqxbIlpGUjO3ielas8lp2eo2pCMTI3qPClbmhzLuaycY/lmLP9p74HsI+399H9gsg/ks9rV2RmuLk5wdXZSc2jIY7V30T3OPmdwjeyd9Y/dXGRzVs0CanNxRvzNW5jwYFM4QYOR7ZrD3ykKdR+drl8eJDg42G7L594LsZi19jTWHI/Sn6sZ7Iv+rari/kahCC7D0VW3UtL1tS2qD0yuQObKzRRV9goi5UNqWsICtQFLWIA3woJ81F5qYaQMkf1jsxQVm+SUVLV31mirclvc0xV/bv0R7gE1kZS028a5K30k4JC5MqJupqo5MWR4abTsb6aqdV/isgMZ7Qq76UjLNH6yr5ImKy0FyenaTzjvrKvw9kxBpRrh+vSkpCTYq2ZVy+HbIS1x7MpN/Lj9PP7YdwmnoxLwzvKjmLriKFqFB6B344qqU7J0RHVEsj7XpdhkRMoWk4RIGX0UI4+T1GOZhbcwvh6uam4haTbS1bpoNx9UKONZIiejI/Ow5oY1N2YvTHhwfG00nHY83zQunGnZGUrlW6n8cZdvrLn38iEggY2p/4rlW6xM+OXr6Qofd1d4ubvAx90F3u6u8JZjD+05bzcX9Y1Wakh0NSVqk3Oq9kR77OLkpGpk1EdH9ueHE3KdUzU22sdSyyNbhtpra4VyHmtriHI/1l8n+0zt44zs50mtkgRr0hwlW1JiIr596m51v6j967HvZBK69LlHzaRd0sqn1FJIgLN03yXsvRBnkFajvA/urlUebWsEomkV/xJTqyO/T5llNzI7YLmYXYal2UjOXbtVeO2LkCn+dQGLLnjRNSXJ5HRsxnNsrLmhYueSXXNDlgti5A/+qWsJOBl1C6evJeBUVIL69q4bVVMQ+UYqc2HIh5zsQ8p4INjPU3WE1K6sm71Qnbebmk7d083ZIT8EJID59intsbefN7o/0gkllZ+nG55oG642+fBfcfCKWsrhQGScmvFYtu+3RqhrpSancZWyuCvETzVlyRYe6APP7PW1ipt8R76ZnIEbido1jGSI9LXspQGu5tpLzaIEp4WR4LpKdmddbaddb1Qp56XdB3ir2hmiO2EpIbO5IkN9E2NVr3kfBjLR18GL8Th4KQ6HLsbj0KV43ErRdtLOS/qZVM71B75q9iYfAqH+nmqdGI7YyMPJceZakg/5kZ1qqE2aFreeuY6Np65j7/lYFQhfiktW29+Hrt5Wy6GbDE6m3i/j6QY/T1e1CrMECboaOdWXyUXq2mSousagP5XUjEnfLCmbCakZSMjexyWn4Ub2ytHSh8vYJQLkfhKMSTnWjTiqkiuIYe0LWQKDGzKbKzLVCAVpwti2egv+fOcJW2fJroOZs9cTsf3sDWw/G6P2skJvXtIEVLO8L2qF+KKW+gbuh7tCfFUgw4m+TPPhW59jxLvvolJ4RTiSst5u6NUwVG1CAo2DF7UBstTynY5OULV+t1KlJiVNbUcu37RK3iRgkhWi1Yy72bPuynFonj2/EFFxY3BDZnOBjKbRBje1GtaGr6t1/oCWFBL4bTl9HauPXsPa41GIyhPMyDdYWSW6UeWyamtYyV8FMgxiLMPt6l9wcZkORycBRbsaQWrLHUxLJ3LtqtHJuBqfqoJp6ccjNTA3U9JVUCT9m7Q1Ndr+TbLl7k8ltTnSP0v6Zsl9ZO/n4aqazMp4uSLAx0PVDklAo23udJzaMirZGNyQSWTOkE7tWgGX9sDDKVMNHRZBFYLQaNg3aJf6IdzcXO12bpHiJh8Om05FY8neS/jv6DWDvjLyIdG0qr/qBNqmeqCacp8fBpYl5a5tFQ9EJbgi0b8bKlSpYJDWqZO2D46jl09p1inn4662ehU5aIJKH46W4mgp08WcBT5rikSNByJGnkL9imVR2sm34h+3Rai1gmQIto5Uw/+vXgjuqRuCVtUCGMxYw9QQICMFGHMI8K9q69wQkQVxtBQVH2c3fZ+bgjrAlhYyediX685g6f5LaiiykBFJfRpXxIPNKqNx5bLsHGltWZkO16GYiExTYutmZ82ahfDwcHh6eqJ169bYuXOnrbNUerhogxu3PMFNcmIyPnphPKbfE4JVv/6jP79x+XqM7/U/TB4wxOBl3hk8Up1fuXCF/tyOtdvVuYmPDDC4dtqIFzG+1z346/sl+nMHth9Q59568GGDaz94dizG9+yGX79coD936vApde6N++83uPajF99Q53/8aK7+3MWzF9W58b26G1z76dgpGN+zK75993PEJqZhyrIj6DF1BWJmPotO66aicUVffDGgKXa80Q0hO5dj0YgHMWfiDP3zU5JTML5HF7XFx8brz899+xOM79EZn4172+B+ci85f+XCZf2579+fjdd7dFb5Nrj23u7q/OkjZ/Tnfv70O7zevRPef+YVg2vfuL+3On941yH9ucVf/YzXu3fEu0NHGVz7Zt8H1fmd63L+fS2bv1SdmzJouMG1Ex5+TJ3fsGyd/ty/v/2D17vfjYmPDjS4dtJjT6jzecvJ6//rgLce6mdwrdxHzv/53WL9OcnP6/9rf9vv850nn8Zb/1XGtQR3wJnBDVFpVSJrbhYtWoSXX34Zc+bMUYHNJ598gh49euDEiRP66dWp+OYRCa/WAEi+hYjRvkhISdGnZWRlYOJXH6ip77/oGak/H3XpMgIz9yHmas608iLp0n4EOp/BtQs51964Gq2ujbue0zlS3LxwAEE4gisR2nk9RFx0DAIz9+NWnGHVZOz5QwjMOoCr587mPD8mXp1LTjSc7Cwm4og6f+1ci5x8JSSpcxlZhh+O1yOOITDrII4crIXPP1qvOmy6pmegts8Jlf7F023g4emhjqPPnUCg5hCiz9XQPz8rM1OdE+mpOTOtRp07iUDNYVyPMBzV459xCC7OGiQn5rzHURFnEKQ5jJgLAQbX+qYchodrGhLib+Vce+G8es9iIg1XmnZPOAxftwTE38gJsKIjIxGEo7hx2fBndo4/inJuNxAbfSPnfbh0WV17/aphrV1WzFEEuV1BzLXonPf3ahSCcAw3ricaXJt2/RiCXCJw48oV/bnYqOsIcjqO2NhYg2uTrx1HkNMJXM91bfyNWHUuPqGcwbVxl0/gq+0HMXO7E66+kgQ/vzxlN1w7W3FERITdT+JHRKUsuPn444/x1FNPYejQoeqxBDkrVqzAd999h9dff93W2XN412/kfNAlJSXrj6WTZlK6tmmmYbvm+vMN2zTDlbNjUDvQMGBpeP9IxFy5gmad2unP1W3WAGcPvoQaZf0Nrm3W9ylER15Ay26d9edq1K+Fw81fhr+PdtZZnVYPDcfls53R4p4u+nOVa1SBV4tX4OeuXdFcp02/IYg80RZNOmlntRXBlYLh3XIsnPJ0Om36QH/8/ncVHHKpqOYaqVPBD690aYjTv41T6a65VqFu368/Tu2ri2bNm+nPubm7w6f1q+rYxy/ng/Xuhx/F0Z3V0KhhA4P7+bd/TY16CawQqD/X4cEHcXBzCOrVqWNwbUjX15GZnobK1Svrz7XrfR/2+fqhdo2cAEuE93wNqclJqF6vuv5c23t7YIerK2pWMeyjUvv+cUi6dRP1mufkrdX/OmNL2huoFmoYjDV8aCxuxcaicfucQLFZp7a4FfsWqgYZ/u6bP/oy4qKi0KJLB/25Ru2aI/rSW6jsbxiwtHl8jAps2vToqj9Xt1l9nO84EaF5fvdtH3sGH6/ZqBaycnbV1jDmdv369dvOEZHjKXEditPS0uDt7Y3Fixejb9+++vODBw9GXFwc/vzzzzu+BjsUm89gCvvxfviz6uuoW62Sfs2p9n1HquMtf3wFr+xaDEcgC0nK7LAynFsm1LuvUSi616ugjsl+JN66Cd822vmWEqIvwieoUk5aCVt+gYhKUYdi+eaVmZmJkJAQg/Py+PjxnHWOcktNTVWbjrwpujeJTCMfEDo3UzXoff494Hx2WlpOnFxt4yvwcXesD/6GugPpr7oPSNpn2/zQ7XKXwZtJacjM9W/coOzevKn+jhBRyaL73L5TvUyJC27MMX36dEyZMuW281WqVLFJfhxFxY8TzEojsoaKYdULTqvoWLMWE5U2t27dUjU4DhPcBAUFwcXFBdeuXTM4L48rVMiZsCu38ePHqw7IOtJ8FRYWhgsXLhT65lDBkbMEhpGRkWzWMxPfw6Lh+1d0fA+Lhu+fbd4/qbGRwOZOX1BKXHDj7u6O5s2bY82aNfo+N1lZWerx888/n+9zPDw81JaXBDYslOaT947vX9HwPSwavn9Fx/ewaPj+Wf/9M6ZSosQFN0JqYaQDcYsWLdCqVSs1FFza03Wjp4iIiKj0KpHBzWOPPYbo6GhMnDgRV69eRZMmTbBy5crbOhkTERFR6VMigxshTVAFNUPdiTRRTZo0Kd+mKrozvn9Fx/ewaPj+FR3fw6Lh+2ff71+Jm+eGiIiIyCHXliIiIiLKD4MbIiIicigMboiIiMihMLghIiIih1LqgptZs2YhPDwcnp6eaN26NXbu3GnrLJUYGzduxP33369mhnRycsIff/xh6yyVuGVAWrZsCT8/PwQHB6tJKE+cOGHrbJUos2fPRqNGjfQTf7Vt2xb//POPrbNVYr333nvq3/KYMWNsnZUSY/Lkyeo9y73VqVPH1tkqUS5duoRBgwYhMDAQXl5eaNiwIXbv3m3Re5Sq4GbRokVqAkAZfrZ37140btwYPXr0QFRUlK2zViLIRInynkmASKbbsGEDnnvuOWzfvh2rV69Geno6unfvbrCgIxWucuXK6gN5z5496o9h165d0adPHxw5csTWWStxdu3aha+++koFi2Sa+vXr48qVK/pt8+bNts5SiREbG4v27dvDzc1NfTE5evQoPvroI5QrV86yN9KUIq1atdI899xz+seZmZmaihUraqZPn27TfJVEUnSWLl1q62yUaFFRUep93LBhg62zUqKVK1dO880339g6GyXKrVu3NLVq1dKsXr1a06lTJ83o0aNtnaUSY9KkSZrGjRvbOhsl1muvvabp0KFDsd+n1NTcpKWlqW9799xzj/6cs7Ozerxt2zab5o1Kp/j4eLUPCAiwdVZKpMzMTCxcuFDVfEnzFBlPahDvu+8+g7+HZLxTp06p5vnq1atj4MCBahFmMs5ff/2llk565JFHVPN806ZNMXfuXFhaqQlurl+/rv4Y5l2iQR7LEg5E1iSLvUo/B6mebdCgga2zU6IcOnQIvr6+ambTZ555BkuXLkW9evVsna0SQwJCaZaXPmBkOumr+f3336slf6QP2Llz53D33Xerlarpzs6ePavet1q1amHVqlV49tln8eKLL+KHH36AJZXY5ReISvo358OHD7Ot3gy1a9fG/v37Vc3X4sWL1SK60p+JAc6dRUZGYvTo0arPlwyqINP16tVLfyz9lSTYCQsLw6+//orhw4fbNG8l5YtdixYtMG3aNPVYam7kb+GcOXPUv2VLKTU1N0FBQXBxccG1a9cMzsvjChUq2CxfVPrImmjLly/HunXrVAdZMo27uztq1qyJ5s2bq9oH6eT+6aef2jpbJYI0zcsAimbNmsHV1VVtEhh+9tln6lhqt8k0/v7+uOuuu3D69GlbZ6VECA0Nve2LSN26dS3etOdcmv4gyh/DNWvWGESQ8pjt9WQN0g9bAhtpRlm7di2qVatm6yw5BPl3nJqaautslAjdunVTzXpS86Xb5Fu09BuRY/kCSKZJSEjAmTNn1Ic23Zk0xeedAuPkyZOq9suSSlWzlAwDl2ov+cfcqlUrfPLJJ6oz4tChQ22dtRLzjzj3txNpa5Y/iNIhtmrVqjbNW0lpivr555/x559/qrludH29ypYtq+Z6oDsbP368ahaQ8iZ9HOT9XL9+vWq7pzuTcpe3j5ePj4+ab4R9v4wzduxYNd+XfBhfvnxZTS0iQWH//v1tnbUS4aWXXkK7du1Us9Sjjz6q5pr7+uuv1WZRmlLm888/11StWlXj7u6uhoZv377d1lkqMdatW6eGLufdBg8ebOuslQj5vXeyzZs3z9ZZKzGGDRumCQsLU/9+y5cvr+nWrZvm33//tXW2SjQOBTfNY489pgkNDVVlsFKlSurx6dOnbZ2tEmXZsmWaBg0aaDw8PDR16tTRfP311xa/h5P8z7LhEhEREZHtlJo+N0RERFQ6MLghIiIih8LghoiIiBwKgxsiIiJyKAxuiIiIyKEwuCEiIiKHwuCGiIiIHAqDGyIiInIoDG6IyOI6d+4MJycnlBQyl6msPde9e/di/Tn+++8/9Xp///23xV6TiEr52lJEZDpTP9xL4qTn8+fPx969e7Ft27Zivc8999yDDh064NVXX0WPHj24UCVRMWFwQ0SFkoUB85JFZ+Pj4/NN0wULSUlJKCmrik+ePBl333032rRpU+z3k8DmgQcewMKFC9Vq3ERkeVxbiohMFh4ejvPnz5fIWpq8VqxYgd69e2Pu3LkYMWLEbc1SGzZssOjPmZ6ejooVK6JOnTrYtGmTxV6XiHKwzw0RWVx+fVW+//57dU72y5YtQ+vWreHt7Y1KlSphwoQJqgZF/PDDD2jcuDG8vLxQtWpVzJgxI997SMDx3XffoX379ihTpox6rRYtWqhzppg3b57K18MPP1xoQCK1OxLUeXh44K677sKXX35523VyjbzW+vXr1c/ZrFkzlS95P3Tc3NzQt29fbN68GadPnzYpr0RkHDZLEZFVLV26FP/++6/6gJfARGpOpk6dqoKVsmXLquM+ffqogGDJkiWqGSckJARPPvmk/jXkWmnS+eWXX1CrVi0MGDAA7u7uWL16NYYPH46jR4/iww8/vGNe5HXWrVuH2rVro1y5cgVe179/f+zcuRO9evVS/WR+/fVXPPfccypQeeqpp267XgIyeV35OaSTct6+NW3btsU333yDtWvXombNmia/h0R0B9IsRURkirCwMGmnKTC9U6dOt6XPmzdPnXNzc9Ps3LlTf/7mzZua4OBgjbe3t6ZChQqaM2fO6NMuXLigcXd31zRs2NDgtb7++mv1WkOHDtWkpaXpz6empmruv/9+lbZ79+47/hxHjhxR1w4cOLDQn6N169aa+Ph4/fnjx49rXF1dNbVr1za4ftKkSep6Hx8fzcGDBwu874EDB9R1Tz755B3zSESmY7MUEVnVoEGD0LJlS/1jPz8/1edFOiA/++yzqF69uj6tSpUqanSR1MRkZGToz3/xxRfw8fHBrFmzVO2JjtTevPvuu+pYanXu5OLFi2ovNUOFmT59umr60pGaHql1OnHiBG7dunXb9U8//TQaNmxY4Ovp7qe7PxFZFpuliMiqmjRpctu50NDQQtMyMzNx7do11T9HgqBDhw6pTrnvv/9+vv1jxPHjx++Ylxs3bqi9v79/odfJHDh5Va5cWe3j4uJUgJZbq1atCn29gIAAtb9+/fod80hEpmNwQ0RWlbsGRMfV1fWOabqgJTY2VvWVuXTpEqZMmVLgfRITE++YF+m0LFJSUszOswReed2pJig5OVntpbMxEVkegxsiKlF0gYbUpuzevbtIr1W+fHm1j4mJgTUnPtTdT3d/IrIs9rkhohJFmoDq1q2LY8eOqSahoqhfvz6cnZ1V3xlr0t2vsH45RGQ+BjdEVOK8+OKLqu+NDMPOr/np3LlziIiIuOPrSF+bRo0aqRog3Tw71rBjxw6179Spk9XuSVSaMLghohJn5MiRGDx4MBYvXqzmuZE5cF5//XUMHTpUzSFTo0YNbN++3ajXevDBB9WIJ2OvtwSZj0fm1enYsaPV7klUmjC4IaISRzfT8aJFi1TT0vLly/Hxxx+roMHT01NN4CeLVBpDllyQzsELFiyANUiN0pYtW1RwJnklIsvj2lJEVOo98cQTaqZkWS8r77BuS3vrrbfwwQcfqD5DUsNERJbHmhsiKvVkyQcZnv35558X631kGLvcQyYrZGBDVHw4FJyISr2wsDC1YKdMFFicpKPzSy+9hBdeeKFY70NU2rFZioiIiBwKm6WIiIjIoTC4ISIiIofC4IaIiIgcCoMbIiIicigMboiIiMihMLghIiIih8LghoiIiBwKgxsiIiJyKAxuiIiICI7k/5gm8ZcmTlDkAAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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bHv8dh4AvXrx4jjmcAAAAwHnwcDdHJi9btmyOCYfdZkI2N1g4ZD0nUNy3b1+25x08eFAS+zVs2FAaU3PmzJHkkhyOPbskkB988AFNmzbNhrUHAAAAe7l582aOiZ/dpnE0fPhwydXDDaO8ZLrmeUqc66Z///4S38SSniNuVHEuH35wEfskbzifz/bt26XcrVs3STJqyTEAe8D1CeDeYmJiqEKFCtKREhQU5N6NI05+uHHjRukBqlKlSp7/nhMX8hsdZ5C29MHlB5UbSWgc5Q1Plg8MDDQMbwYEBFh0DMAecH0CuDdLP79derUat+u4YbR+/XoJ929Nw4gj4Z4+fZrKlCljkzoCAACAa3HpfmFexv/DDz9IrxHHOrp3757s51ahn5+flAcMGEDlypWTmEhs+vTp1Lp1a6pevbp0q82ePVuW8g8ZMsSh/xYAAABwDi7dOFq8eLH8zBzWf8WKFTRo0CAph4SEmMxIf/DgAQ0dOlQaUkWLFqVmzZrRgQMHJHcSAAAAgEs3jiyZLrVr1y6T3+fOnSsbAACAPVdUp6SkOLoabs/b25s8PT2V3TgCAABwdtwounbtmjSQwPaKFCkigZ7zE4cQjSMAAAAbjnBwmiruzeAl5DkFHoT8P9YJCQkUGhoqv+dnoRUaR2BXarWaFixYYChbegzAHnB9QkHj+Fj8gc0Rmf39/R1dHbfnl7EYixtInE7M2iE2t4hzZG+IcwQAAJZISkqSIbXKlSsbPrjBthITE+n69esS3sfX11d5cY4AAABcAfJwutZjjWE1sCsOurl3714pd+jQwaTLM6djAPaA6xMAGBpHYPcu5i5duphNwZDTMQB7wPUJAAzDagAAAGAyLOWRw/bBBx84tG4bNmyw+f2g5wgAAAAM7t69ayivWbOGpkyZQhcvXjTs0ydgzkucJ1db4YmeIwAAADAoXbq0YeOVXdxbo/89Pj6eXnrpJSpVqpQ0klq0aEHbtm0z+Xtemffhhx9KblNeETZs2DDZv3TpUon1xCENnnrqKfr8888lYKMxzpXatGlTWWVWtWpVmjZtmoRD0N8u47/lOul/twU0jgAAAOwsPj5FNuNoOikp6bIvOTnN7LkazcNzU1N15yYlWXZuQYmLi6NevXrR9u3b6Z9//qFHH32U+vTpI3lMjc2ZM4caNWok57z//vu0f/9+euONN2j06NF08uRJ6tGjB3388ccmf8MLHrhBxeecO3eOvvrqK1q5cqXhvKNHjxryp3Lvlv53W0DjCAAAwM4CA+fLFh6eaNg3e/ZR2Tdy5HaTc0uWXCT7Q0JiDPsWLjwp+157bYvJuZUrL5X9589HGPatXHm2wOrdqFEjev3116l+/fpUo0YN6SGqVq0a/fbbbybnde3ald555x05xtuXX35Jjz32GI0bN45q1qxJb775pvxujHuJJk6cSAMHDpReI25A8e1zI4kFBwebpAfR/24LaBwBAACAxT1H48aNozp16kgjhYfWzp8/n6XnqHnz5ia/85ylli1bmuzL/Pu///5L06dPl9vUb0OHDpVeIo4ybk+YkA12z5g8a9YsQ9nSYwD2gOsT7CUu7i356e//8FoaP74Fvf12U/LyMu23CA19U376+T08d8SIxjR0aAPy9DQ99/r1oVnOHTSoXoHVe9y4cbR161YZNqtevbpE/X722Wdl0rUxa0JdcMOLe4+efvrpLMcyR7q2NTSOwK54xcL48ePzfAzAHnB9gr0EBGRdvaVWe8pmybne3p6yWXpuQdm/fz8NGjRIJkXrGzScqiM3tWrVyjJHKPPvPBGbe5i40ZUd/mLCAVltDY0jAAAAsEiNGjXo119/lUnYvGKMJ1trNJpc/27UqFHUsWNHWaHGf7tjxw7666+/TFJ9cMiAxx9/nCpWrCi9USqVSobazpw5Qx999JGcwyvUeDJ4u3btyMfHh4oWLWqTfyfmHIFdcYufvy3wlrn1n9MxAHvA9QmQM27ccIOkbdu20sjp2bOn9PjkhhszS5Yskb/nSd2bN2+mMWPGmAyX8W398ccf9Pfff0uIgNatW9PcuXOpUqVKhnM+++wzGdbjkABNmjSx2b/TQ2u8jhAsYmlWX8iKY2ToA4hlTsGQ0zEAe8D1CQWN085cu3bNbIZ4pRs6dChduHDBkLPQHo+5pZ/fGFYDAAAAm5szZ44sz+cvFjyktmrVKlq0aBE5IzSOAAAAwOaOHDkiKz5jY2MljtH8+fNpyJAh5IzQOAIAAACbW7t2LbkKTMgGAAAAyG/PEUeqPHDggMQ7uHXrFoWHh0siOQ7l3aBBA+rUqVOOcQoAAACUBGufXOuxzlPj6ODBg7IUb926dTIbPLsKcNwCDi3OSeb0WXkBAACUxtNTF4CRI0hzNGmwPX2qkfxEsreocXT27FmJDLtlyxZ5ojt37kxt2rSR3CmlSpWiYsWKUWJiIkVGRkp0y0OHDkmAp7feektCgXOQKE4y5+WFKU5Kxxfr1KlTDWVLjwHYA65PKGj8uccjK2FhYXLdcGBDsA3usOGGUWhoqOR90zdMbRbniJ9cDsLEAZteeOEFKlGihEU3vnv3blq6dCmtWbOGPvjgA/rf//5H7gBxjgAAwFLca8RxdyyJJA35xw2j0qVLm0Tfzuvnt0WNo2XLltHAgQOt7vn577//ZG5Sly5dyB2gcQQAAHnBDaPMyVmh4HHvXE49RgXaOAJTaBzl7w3i/PnzUuZ5acZdzDkdA7AHXJ8A7g2NIxtC48h6SM8AzgzXJ4B7s/Tz26qvPjdv3pQJ1/oZ4fpvVTNnzpTkct27d6dNmzZZV3MAAAAAB7JqEhGvPvv999/p3r17hn0ff/yxYSWHfjI2x0LizLoAAAAArsKqniMO/si9Q/rlrDwyt2DBAqpduzaFhIRI/hTucp49e3ZB1xcAAADA+RpHHEOAl/brnTx5UmI4jBo1isqXLy/xj/r27UtHjx4tyLoCAAAAOGfjiOcXGcdr2LVrl8QT6Nq1q2FfuXLlTIbdAAAAANy2cVSxYkUZOtPbsGEDlSlThmrVqmXYxw0jDsQEAOAOzt6JdnQVAMCZJ2Q/88wzMgH72WefJV9fX9q3bx+NHDnS5Jxz585R1apVC6qe4CZ4ntq4ceMMZUuPAdhDTtfgd0duU+GWT0vZQ2V9WgIAcH5WxTniOAGPPPKIofeoYcOGtHPnTipatKj8fuPGDWkYTZw4URpR7gZxjgCUZ9bmC7Ro1xUpT+5dh4Z0wJc/AHf9/Laq54hvkJPLnjlzxhAtNnO47l9//VUmZgMAuIN0o++RszZfpLplC1PbapblmQQAN51ztGjRIrp9+7bJvvr168uWuWHEK9mefPJJmZRtSzNmzJA4SoUKFaKSJUvKCrmLFy/m+nc///yzhB3gIcEGDRrQn3/+adN6wkM8kf/69euyZU7CmNMxAHvI6RpMTEqltOj7siWnpdHgFUdp7bGbEsoEABTaOOI5RTwRmxsjPFR2+vRpcjQONDlixAjpxdq6dSulpqbKcB+H+c8OB6bs378/vfbaa/TPP/9Ig4o3fS8Y2FZiYiJVqVJFNi5begzAHnK6BmPiE+j2ktdk61ytCCWnaWjCulPUf+khOnA5nDQaNJIAFDfn6Pjx47Iq7bfffpOGES/dr1y5sjQsnnjiCerQoYPDEzFyrCXuQeJGU8eOHc2e8/zzz0vj6Y8//jDsa926NTVu3JiWLFmSpzHLO3fCqHTp4vJYsJSUdEpNTScvLxX5+DwcsYyP12Vi9vPzJpVKdy6fx+d7eqrI19e6cxMSUuVbK+/jYywtTUPJyWnyt3wb1pybmJgqb/T8b+B/C0tP11BSUt7O5cfF3//hubwvJiaOSpUqzt/RkbsKnM7Da9CL4uKiDNcgv35GrT5Ey4d34rC3FB0TS6uP3KV5my9RikZDKm8VlSviR51qBVOjUoWpWslAqlWuEBXyUzvstcbH1GpP8vb2zPO5fD98fywgQPdvYPxv4H8Ln8fn5/Vcfg/ix5JxHTK/d+blXEveZwviPdnce2dBvCfrn8/8vidnfj7ze51k93wm5fM6MX4+83udZPd8WnLu3bvhVLZscMHNOWrWrJlsH374oXQ5r1+/XhpK8+fPp3nz5lGxYsXo8ccfl+E07r3x9/cne+N/LOO6ZOfgwYM0duxYk309e/aUhl92kpOTZTNuHLGyZZfQkK96kH9h3RN9dP01Orj2KtXrUpa6DatjOH/RoJ2UlqyhQfPbUuFgP9n3z58htPfb/6hWu1LUc2R9w7lfD9tDSbGp9NKsVlS8gq6hcGb7bdrxzQWq2rwE9XmnkeHc5aP2U2x4Ej3/UQsqXU33JF/Yd4+2LDxLFeoXo6f/18Rw7rfjDlHk7Xh65v2mVL6ubuL8laNh9Mfnp6hMzSDqN+3h/LAf/3eEQq/G0hPjG1GVpro5FTdORdCGGSepRKVAeunTVoZz100/TrfPR1Gv0fWpRutSsu/OxSj6+YPjFFTajwbNbWs4d+PMk3T9ZAQRNSWiYxSXnEZo/4Az0X1XHMHNc5P9deuuoBs3+HXPUwVukafKg4reS6Urc85T5YbFKbBvWbodlUg/HA6hOd9codSIFCrVvyKVrl2EivqrKeFSLB1ZepFK1wyiFz9sSWovD/JSqWj5+IN053I0DZrWguq01L1+Lp0Io2X/O0xlqhamtxd2pIz3eloy/gBdPR1JL7/XlBp2LCv7rp+NpEXvHKDiZf1p/LKHceZWTDlCF4+G0jNjGlKzHhW4PUd3rkTTgrf2UaHiPjRxdXfDcOCPM07Q2f33qPcbdalV78qyL/x2PM1/Yzf5BHjRpB97kP4r9IYvTtG/O25T94G1qO1TVWRfdEQSffHaLlJ5etB763rqHkfS0uavztHxzTepfb9q1OGF6rI/KT6V5r6yQ8rj13QnTy+V3PbO1RfpyG83qEWfStRlQC35+/Q0DX3ef7ucO2JFZ/IN8JZzD/x8hQ6tu0qNHilPXV+rLf829sVL20mTrqUhi9pTYDFf2Xfs9+u07/vLVKdjGer5Zj3D47Po1V2UkpBGA+e2paJldJ9V/265STtXXKQarUpS7zENDecuHb6X4h8k04uftqKSlQvJvrO77tDWJeeocpPi1Pfdh++zK9/eT1H3EuX9tGwtXSibS4fu05/zTlO5OkXouakP32e/e/cQhd+Io6fea0KVGvIXRqJrJ8Jp46yTVKpqYer/SUvDuWumHKW7l6Lp8XcaUvUWJWXfzbOR9MuHJ6hY+QAaMKeN4dxfPz5BIacj6dGR9ahWu9Ky796VGFoz+SgVKuFLr37ZznDu75/9S1ePhVO3IbWpfjfdNJiIm3H03YTD5FfIm4Z9/bCTYfOCM3Rx/33q+EoNatKrouyLCUukFW8dIC8fFY1Y2cVw7ravz9PZnXeoTb+q1DLjOkmISaGlr++V8ugfuxnO3b3qEp3cfJNa9K1MbZ+vJvtSk9Jp0eBdUn5zRWfy9tU1mg6suUJHN1ynxo9WoE4Daxpu44uM62ToVx0Mn8dHjD6Puxt9Hi8Y+BdZwqoJ2dxjNGbMGNkiIyOlF4YbF+vWraNVq1bJXJ5u3brRU089JQ0m7s2xNZ4f8Pbbb0viW54HlR2Ov1SqlO5NSI9/zylgJc9tmjZtmtljm8/cI09/3cMYfTdWft6ISKCNJ+8YzknP6G7feu4+eQXpnriY27oG1s0HiSbnpqTp5jnsuBBG6gjdObE3o+Tn3egk2mB0bkJKuvzcfSmMfGJ1b+ZxN3QNxLDYZJNzY5N0rfB9l8PJN0U3XJBwTVffyPgUk3OjMlrsB69F0L8qXYs88Zru9qMTU03ODY/THT9y/QGd9dXVJ+mWLiFxfHKaybmhMUkmjx3Xu1/rILOPK4AjJCSk8TuclOPjUy1qvFcvGUi/T+5Oey6F0eFrkTR71XVKNXot8ZYQrhvqfxCfQr+cuGX42/A43ZeuTafv0s6EOJPXGh/Tr45j96J0r5/NZ+/T3vREk9cavy4XG50bGqG7v10Xw+iYWleblPu6v09ITqev91w1nBuWUbeDVyLozD7de1VqZIrh/WjF/usP6xuqq9uxGw/ov4MZvR2xutvXaLX07aEbhnMj7uvOPX07mm4eDtGdk6R7j2Brjt4iD09dy+/BPd170cX7sRR67KaUtekPBzV+O3mHVBkfkFF3de+LV8LiKerEw3mwfP/srzP3yKuQrnckOuN9NiQygdb/8/Dc1HSN4T3Z+57uPTn2lu59lhu5xucmperqvPNCKKkf6G4vLkR37v3oJJNz+Quf/r3NN0H3uMZfizG8Vxqfy88Z2385nE6kZzw3V3WPw4ME03P5PZodvhpJp710f5cUorv92MRUk3NDY3TX1NHrD+h8gO7fmXw34z0/Jd30PTlad7//3IyiyyczelzCdH/Pw8bG54Y90N3G6dsxdCNjf1p0iuEzzvjciAjddXn+bizdydifLq8tHeNzI8PiHj73Gfs1KQ/n+/1+6i6p1Lpr7cF93eNzJSyOHhjdht5f2XwebzDzeWyTpfzZ4d4VnvuzceNGaTDdv39fhtp42IpjIdnS8OHD6a+//pL74RQm2VGr1dKA43lHxpPNufHD9bW056hChQo0Z/0JCioeZOjGS0vVyLcd/gblndE9KH+fqLsovH08DV243I2YnqqR33m/Jefy3Zicm5Qm35r4vvg+Gd8/18ND5UFqK89NSU4nrUZLXt4q+WbH+BtZakp6ns4lDyIfoy7n1OR0SkyIp3eebCbDaqv3XKBXOjwMHIphNXC0qKgYKlq0B78C6cGDP6lIEV2PLHfxP/flTvpz4qPSL8LXp4+PX45D2InpGnqQmEpRiakUEZNMYdFJFM+vIS8P+XBOTdcNHSSn8j6VYWhFXj+puiEQ/eud36X59cO3y681ldG5aakPX5ce/KLj1xq//rRaeU3qh1b4dSrneqhI7cvnkuFcreHch8MaaVxXfs/09TL0XvE+rYbk/r3VD29X7o88yMfPy3C7fC4Pu/Dt6odh+LFLSdLfrtF7XKpG/i1SB29VpnM9dPX18JB6yLkZ77P69yI+h9879e+Rxreb7/dkM++deTk3t/fZ/L4nZ36fzet7sjxH3g+vE/49NVnXIOTn06pz+bnP9HzyNcXPZ17P1T/3ljyflpwbFR5F459uZpul/Nnx8fGRniLe+B/HE6X185RsiSeLc2Nsz549OTaMWOnSpbM0gvh33p/Tv4u3zIZ2rYY4R3kUExNL75DuseYXBIAz0X2I6+K3PfxA181lSJX33IfXLH9AeHk9nDthfC7jpn2JwrrhHQBwDty5Md6C82w2g5pbb23atKGZM2fS+fPnbXIf3ADjhhHPf9qxY4esMMkN12n7dt34pB73dvF+sL0k+TYwRjbdt00A15CchusVQCms6jniHprc8HAa96pUr17dZpOzeRn/Dz/8IMN4HOtIP2+IV5L5+ekmPg8YMEDiLfG8ITZ69Gjq1KkTffbZZ9S7d2/66aef6NixY/T111/bpI5gytvbi7zUKRJQzzOjC1/Py8uL3nzzTUMZwN5UKk964YXRhrIx7rkPbNKbejcsg+sTwM1ZNeeIGz76cT1Lzu3RowfNnj2b6tV7uFqgIGRXhxUrVtCgQYOk3LlzZ5lAvnLlSpMgkJMnT5ZVdzVq1KBZs2ZRr169LL5fpA/Jn8ErjtDOi2E0+9mG9FzzCo6uDoDJkuDAwPlSjot7y2TJcaNpf8sk2u3vdKJqwbq5cQDgWmyaPmTKlCmSV23z5s1Uq1Ytatu2raz44rk7vFT+woUL9Nhjj1G1atXoxIkTch7vP3z4MNWs+XD5XX5Z0q7btUu3HNDYc889JxsAQGYlSuh6nTNLzFi15Gc0FwkA3JNVjSNepv/pp5/S8uXLDT00xng1GK8emzRpksRB+u6772R466OPPqLVq1cXRL3BRXGDNinmAaUnRGdp3PLv4eHhUi5RooTFvZMABYUnU587189QNl7+y6vKNIkxFB8VSdqgsrg+AdyYVcNqPFQVHBwsw1PZ4Z4Zjlit77np2rUrXbp0iW7dehjjw1VhWM16ERHRVKLESCl/s3USvda9ruEYlvKDo2V3DXLMrjqTNtLNuc9mOQYA7vf5bdVqNU4lwsNpOeHjfJ4ep+fgxhIoW7os3+co340kFgeAK9APqQGAMlg1rMaBFE+ePJnjOZzU1dvbqFs6PR3ftIDUEjhuvZRV3r0dXR0AE5w/iqi/oax/y0pE2AkARbGq56h79+4SjZpjGKWm6gPl6/DvvDKNJ2FzjjW9c+fOUcWKunwsoFy6wHoHZNNHWQVwrp5Nzv3XNKNsmkICAJTBqp4jXvq+d+9eeu+99yTpbPPmzSV/WmhoqAyl8ao1/p0bT4zjD3FPEk/SBgBw7p7NjRnlYVnyGAKAMljVOKpUqZIETnz33Xcl2eymTZsMxzjNxosvvihBF/WpPDg1h34VEigb5+IhKmFUBnC2ns19WdKHYM4RgLJYHea1bNmy9O2339KyZcvo4sWLMgOcZ37zRGyekwRgTqIkCHxXyvqEhQDODo0jAGXxsna5q35yNTeEGjRoYPY8DgZZu3bt/NUQ3AqnXVB5ppFGqyWVZ9b0IQMHDjSUAeyNU4Y888wQQ1kviTPUqzypUute1LlWMK5PADdn1Su8b9++MiE7pzcIbhhxbKM7d+7kp37gZooVC6SB33SjHRdCqVCQ6epFHpI1TvMCYG8ajYp++UUXpmTVKpVJz5GHlzd1HDqVVr7a0oE1BAB7sGq50I4dO+iVV17J9jgHe+SGEQdKAwBwJf7+XrKZTx2CFZYASmDVK52X6q9Zs0Yy3Gf233//SQRtnoP0xx9/FEQdwY1wQPbU5ETSpCSZTR/CQ7a8WRG4HSDfOGVIaOhQ2YzTh3CcI74mvdJTcH0CKIBVw2pjx46V5fmfffaZLNn/3//+Z9Iw4rDcvIKtY8eOBV1fcHEPHsTSd28sknJc7zomxxISEpA+BBwqu2uQ4xxpU5Np0eB2tGgwrk8Ad2f1rEKOdcTxjKZMmUKlSpWSRhFvUVFR0mPEZYDM0tI0RNRcyhqjIHsAzgxxjgCUJV9LLpYvXy7xizi4Y/HixWUo7bfffqMuXboUXA3BrXjLnA3dcKunJ9KHgHNJlvASzxrKhvQhWMoPoCj5ml3o6ekpQSBbtGghDaONGzdKahGA7KjVvDx6t2xemNwKTtmz2Uo2XVkH6UMAlMWinqOqVavmeDwxMZFUKhW9/vrrJvs9PDzoypUr+ashAIBdezb/yig/TB+CxLMAymJR40ij0UhDJzu+vr6ymVt9BGBMlzKksFEZwNl6NncYlXUwrAagLBY1jq5fv277moCC0oe8L2WkDwFXkZj6cIgNANwfYuCDXfE8NfLQEGmJPFSqLMeeffbZh+cB2BlPD+jT5wVD2TR9iIra93icSgf54voEcHNoHIFdFS9eiF5d3oW2XwilwkV08WT0eGj2559/dljdADQaT/r992aGsmn6EDVN/3IZdalV0oE1BAB7sGi50BtvvEG3b9+2+k5++ukn+v77763+ewAAR9LPOfL3Ro8RgBJY1Dj6/fffqXr16jR48GDauXOnRTfMCWfnzJlDdevWpZdeeklWtAEAOLOAADVpteNk43Lm1Wp+RpO0AUDhw2qXL1+WiNicLmT16tVUrFgxatmyJTVr1kyiYxcpUoSSkpIoMjKSLl68SIcPH6bz58/LKrf27dvTihUrqFUrjh0CShcZGUPLB8+Qcmz3j0yOcc4qpA8BR8ruGuSeI84H2KhC0SzHAEChjSM/Pz+aOnWq5FTjxhE3drZs2UJ//aWLB6Jf5q9fus+Np4EDB8pwHAeIBNDTBdZrK+X0dKwAAteAOEcAypKnCdmFChWiESNGyMY51A4ePEi3bt2iiIgIaUAFBwdTgwYNZAPIPsje31L29Orl6OoAmEkf8oShzJ1D/KUPcY4AlMXq1Wo8lPbYY48VbG3A7ekC622VMtKHgHP2bHYwKhMlG6URAQBlwKcTAIBJz+Z22XRlDKkBKBHiHIFd6eal+RqVAZytZ3OzUfnhMn61F75LAigFGkdgVwkJnD7kQymnJOEbOTg/fePIDzGOABQDjSOwK+O0C8bpGfTHevXSTdJGegZwBL4mH3nkcUPZeFjN38cb1yeAQqBxBHZVrFggDf6mA22/EEaBQQFZ0ods2rTJYXUD4JQhf//dyVA27jkK8PfD9QmgEBhEB7vimFgqLxV5eHoY4mMBODN9z5EvhtUAFAM9RwAAGfz9vSku7i1D2WTOEVKHAChGvhpH9+7do19//ZUuXLhACQkJ9M0338j+sLAwunbtmgSD5OCQAHoPHsTQ8lc/Ji1pKa6HLo2IceqGkiV1Gc9DQ0ORngHsjt/HMl+DSRmNI29NiuGaxPUJ4N6sbhwtWrSI3nnnHUpOTpbfeYhE3zjiN442bdrQkiVLaOjQoQVXW3B5qaka0mraSzktVWP2wwnAkTJfg/phNR9vT1yfAAph1Zyj33//nUaOHCk9Q7/99hsNHz7c5Hi9evWoYcOGtGHDhoKqJ7gJXWC9XbJ5Im4MOJkUaQg9KpuujKX8AEpkVc/R7NmzqWLFirRz507pWj5+/HiWc7jhtHfv3oKoI7gRXWA93YofL+85jq4OQJaeTaJuRuWHjSNfpLsBUAyrXu0nT56k3r175zjmXq5cObp//z7Z2p49e6hPnz5UtmxZGdrLrbdq165dcl7mjedPAYCyeUlvJn+p25tRNopzhAnZAIphVc+RRqMhb2/dSo7s8LwjHx8fsjWexNuoUSN69dVX6emnn7b47y5evEiFCxc2/K6fhAm2pUsZovvQQfoQcDY+PtwA+s2ojKX8AEpkVeOoVq1aOQ6ZpaWlSY8OD63Z2mOPPSZbXnFjqEiRIjapE+SWPmSmlJE+BFyBYVjNC40jAKWwaljtpZdeon/++YemTZuW5Vh6ejqNGzeOrl69SgMGDCBn1bhxYypTpgz16NGD9u/f7+jqKIZxyhCVhyrLsU6dOsmWObUIgD2Yuwb1jSN/Xy9cnwAKYVXP0ahRo2TF2vTp0+n777+XtA+sX79+dOzYMbp+/To98sgj9Nprr5Gz4QYRhxho3ry5hCHg8AOdO3emw4cPU9OmTc3+DZ+nD1nAYmJi7Fhj91K8eCF6eWE72n0pjAKLmM5Z45hYPCcMwFE4Zcju3Y+bpA/RxzkKCgzA9QmgEFZ9/eH5Rlu2bKGJEydSREQEnTlzRuaPrFu3jiIjI+ndd9+VJf7OmB6ChwRff/11atasGbVt25aWL18uP+fOnZvt38yYMYOCgoIMW4UKFexaZ3fC14RPgDepfD2d8voAyAxzjgCUx+ogkGq1mj7++GP66KOPZHIzN4p4gnOdOnVcLmN1y5Ytad++fdkenzRpEo0dO9ak5wgNJAD3wylDQkPfNJQZ0ocAKI9VjaOQkBCZzMyNIf72X7t27SznxMbG0oMHDyQekrPj0AQ83JYdXnVnj5V3SkkfsnLYdErXaCm2u25itvHKw8qVK0uZh2aRngHsjSNg161reg0m6iO5pyZRcHCwyTEAcE9WDatVqVKFvvjiixzPmT9/vpxna3FxcdK44Y1xTjcucwNO3+tjPDF83rx5tHHjRrp8+bIMB7799tu0Y8cOGjFihM3rCrrAeukpHYnSOlF6Wtb0IeHh4bIBOErmazAp5WGEbFyfAMpgVc8Rzy/KLUaNvWLY8ATwLl26GH7XD38NHDiQVq5cSXfv3jU0lFhKSorkhLt9+zb5+/tLmpNt27aZ3AbYji6w3gEpqzzzHoIBwJZ0KUO6GsrcOZSQyuEnMKwGoCRWzznKza1bt6hQoUJka7zSLKeGGDeQjE2YMEE2cAxdYL31UvZWf+Lo6gCY0KUMecw0fUiK7qcvGkcAimFx44iX7RvLbkkrxzm6efMm/fTTT9S6dev81xAAwK49m4czysNMlvL7IQgkgGJY3Dj64IMPDGWehM2No5xifnCus5kzTSfcAgA4f8/muozySumVfph4Fo0jAKWwuHG0c+dO+clvFl27dqVBgwbJvJ7MeBl/sWLFZAUboshCZvHxqUT0qZSTE3VzOQCcVWq6VlZWMgyrASiHxY0jDpmvN3XqVJnA3LFjR1vVC9yUrsHsmW36EI5c/vA8APvKfA3qe41YgI83rk8AhbBqQjY3jgCsUaxYIeo/tw3t+S+MAoKypg85evSow+oGwClDzp17yVBOStc1jrxUHlQ4MADXJ4BC5Hu1Gk++vnPnjknuMWPoXQJjKpUHBRTzIa9C3lIGcDYJCWlZUodwjCMAUA6rG0eceHb8+PH033//5Xger14DAHAFfn7edO3aUEM5ITpJV8Z8IwBFsWrgnFepPfXUUxKdeuTIkTJJm3uIhg0bRnXr1pXfe/fuTVOmTCn4GoNLi4qKpdXDp1PIvMUUFxOfJXUDpw/hjcsA9paUlEidOzeSjcvGedVwfQIoh1U9R59++ikFBgbS8ePHqVSpUvTll1/KBG19Y4iz2HNC2syxkQA46nBKgm6oNc1osivjRvWNGzcMZQB7y3wNGmIceXvi+gRQEKt6jnhSYt++faVhpKfRPMyTxfnMmjRpgp4jyCbI3jHZVJ6YcwTOJVUaQ+1l47J+zhFiHAEoi1WNI+5SLleunOF3zlgfExNjcg5Hx96/f3/+awhuGGRvjWzemMcBTiZFUoU8KRuXDcNqaBwBKIpVw2qlS5emsLAww+/cUDp79qzJOREREZiMDQAuxVN6M08YysZzjgBAOazqOWrUqBGdOXPG8DvPN+II2j/++CPFx8fTli1baO3atZLxHgDAVfj68vfFH2XjsvGcIwBQDqsaR0888QSdPHnSMDnxvffekwnaL7/8MhUuXJh69epFaWlpMikbIGv6EJ6oPx3pQ8DpYc4RgDJZNaz26quvyqZXpUoVmaT9+eef09WrV6lSpUr0xhtvUOPGjQuyruAGOGkxkZ9R2fQYh4IwdwzAHjJfgwkZjSN/tSeuTwAFyXeEbL1q1arRwoULC+rmwE0VL16Y+s1sSfsuR1BgUKDJMX9//yxz1wDsSav1otDQNw1lw7Ca2hPXJ4CC2Cx74rVr12jQoEG2unlwUZwyJKi0P3kXUyN9CDil8PBE2Zh+QjaG1QCUpcAbRyEhITR06FCqXbs2ffvttwV98+BGtIRAeuBcOGXImTODZOMycqsBKFOeGkf79u2TlWk86bpYsWL05JNP0sWLFw2xj8aOHUs1a9akZcuWUXBwMM2fP99W9QYXFR0dS9+9NZ1uLlhM8XFZ04fUq1dPNqRnAEfglCH9+nWSzSR9iLcK1yeAglg854hThXTv3p1SUlJMks8eO3aM9u7dKyvYzp07R2XLlqV3331X8qxxcEgAY8nJ6ZQYnZE+JONbuR6nZOBrSF8GsLfM16DxnCNcnwDKYXHP0axZs6RhxHnTQkNDZfv444/p7t271KFDB7pw4QJNnjyZLl++TKNGjULDCHIIsvevbEgfAs6ZPqSlbJI+BHOOABTJ4p4jTgXStWtX6RUyzqG2bds22rVrF82ePVuG1QByD7L3nZS91e85ujoAZtKHPGcoY84RgDJZ3HPEPUXNmjXLsl+/b+DAgQVbMwAAh/RscvT/MxnpQ3QJtZE+BEBZLG4cccTrgICALPv1+4oXL16wNQMAcEjP5irZuJyYkmYIAgkAylFgQSABLJGQwOlDJks5OQmJicG5Yc4RgDLlqXH03Xff0aFDh0z28QRsxvnUMuMQ+5s2bcpvHcGt8LBFkKFkcsTDQ1LP6MsA9pb5GjSec4TrE0A58tQ44oaQvjGU2ebNm7PswxsIZFasWCF6+sNmdPBKJAUWzpo+5Pr16w6rGwCRN6fSNpSTjOYc+fv74foEUAivvKQDAcgvT08VlahUiNRxCVjKD06H4xfduBEj5dQ0DaWkZzSOMKwGoCgWN4703ckABQVx9MDZ8CTsI0de0v3i9bDxjjlHAMqCCdlgVzExcfTj2OmUkKKhhO6zTY4lJiZSx4666Nl79uwhPz8/B9USlColJZnefPMJKf+yaav85NkBPl4qXJ8ACoLGEdhVUlIaxYbrPmBSM5ZJ62k0GklHoy8D2JvxNZiYnGoyGRvXJ4ByoHEEDgiyd17KKs9HHV0dABNpadzoaSLlmERd4wgxjgCUB40jcECQveVS9laPc3R1ALIkRiZ6Ucqx8brGEeYbASgPGkcAABlUKu7ZvCTl5DTkVQNQKovThwAAuDs/P/6+uFQ2bUaoCeRVA1Ae9ByBA9KHTJAy0oeAM9MHgMSwGoDy5LtxFB8fT1FRUZSebv6DrmLFivm9C3C72EbBxr+YKFGihN3rBGDuGtTnVTMeVsP1CaAMVjeOli1bRp999hldvHgx23N4+WtamulybVC24sUL05OTm9Cha5FUKKiQybGAgAAKCwtzWN0APDzUVLLkLCknpXmaNI5wfQIoh1WNo8WLF9OIESPIy8tLgqKVL19eygCWpA8pXbMI+aYmIX0IOGX6kHPnIqScpE86izlHAIpjVYtm3rx50r28b98+qlmzJjkSR6qdPXs2HT9+nO7evUvr16+nvn375vg3u3btorFjx9LZs2epQoUKNHnyZBo0aJDd6gw6yB4CzhhqYufOflI+mZIkP9E4AlAeq1ar3bhxg/r16+fwhpF+zlOjRo1o4cKFFifQ7d27N3Xp0oVOnjxJb7/9Ng0ZMoS2bNli87oCUWxsPK2Z+CHd/mYxJcYnmBzj9AydO3eWjcsAjkgf8sEHA2SLS0wwGVbD9QmgHFb1HJUpUybbCdj29thjj8lmqSVLllCVKlVkvhSrU6eO9IDNnTuXevbsacOaAktMTKWoO+2lnJqcNX3I7t27DWUAezO+Btu++TB9SOZjuD4B3JtVPUcDBw6kv/76S3ptXM3Bgwepe/fuJvu4UcT7s5OcnEwxMTEmG+QnyN4V2TykDOBs6UPqyZaQpGu8Y1gNQHmsahzxHJ0WLVpQjx49ZM5PXFwcuYp79+5RqVKlTPbx79zgya6rfMaMGRQUFGTYeJ4S5CfI3hLZ1D740AFnTB/C8w8HUXyirnGEOEcAymPVsJqPj49hZQfP3XH3pfyTJk2SCdx63JBCAwnAXXs2r0s5Ka2F/ET6EADlsapx1KFDB2n4uKLSpUvT/fv3Tfbx74ULFyY/P79sG4P6BiEAuHvPpm5xR5rHs7p9amRZAlAaqxpHvBTeVbVp04b+/PNPk31bt26V/WB7iTJUMUbKKTKEAeCcksxEyAYAZXD5r0Q834mX5POmX6rP5ZCQEMOQ2IABAwznv/HGG3T16lWaMGECXbhwgRYtWkRr166lMWN0H9hgWxoNRzcqK5tWyqb8/f1lA3AU/TWoTx9iPOcI1yeAMuQ7rPXt27elMcLzcHhoqnHjxlSuXDmyl2PHjpnMe9LPDeIVdStXrpTAkPqGEuNl/Js2bZLG0BdffCHRvb/55hss47dj+pDeExrR0euRFGgmfYgrroAE96FSqaluXV4wQJSYxm+PqSbpQ3B9AiiD1Y2jy5cv0/Dhw2nHjh1ZjnXr1k16ZKpXr062xgHZeGJ4driBZO5v/vnnHxvXDLJLH1KhQTE645FCKpfvtwR37Nk8dkw3J7HF47pVrf5qpEYCUBqrXvU3b96k9u3bU2hoKNWuXVvyq3FgSF4mz0v7t23bJpO2jxw5glVdAOAyfHy86I8/npLypMOX5SfiHAEoj1WNo2nTpknDiHuHXn/99Swr17766ivpVZo+fTotXbq0oOoKbiAuLoF+mfIJRSemUmKPmSbHkpKS6JlnnpHyL7/8Qr6+vg6qJShVWloKLVr0lpQT6g8j8vAi/4zGEa5PAOWwqnHEecj69Okjk5vN4QYTrwjjKNoAxhISUijsmm5lYGqSLj2DHqek0a8kdJb0NKAsxtdghVqvkkr9sHGE6xNAOaya9cG9RvXr18/xHD4eFhZmbb3ArYPs3ZQN6UPA2aSnc/qQGrLpV1NiWA1AeazqOQoODqZz587leA4f5/MAsgbZmy9ltc/rjq4OgImkJO4RGiZlbbqWuP2u9sTKAQClsepVz8vef/vtN1q2bJnZ48uXL6fff/+dHn300fzWDwDAbnQ9m3d0m4dupZqrZgMAADv3HE2dOlUaP8OGDaN58+ZRp06dJHkrp+Hg1Wpnz56lEiVKyHkAAK7VszlXyiqvdhhSA1AoqxpHFStWpP3798vEa04lwo0hYxyUcfHixVjGD9mkDxkhZaQPAWenn4wNAMpidXSzGjVqSABIjnmUOUI2GkWQc/qQylI2lz4EwJkgrxqAMuU79Cs3hNAYAksVK1aYHn27Ph2/EUUBhQNNjnF6hpyinQPYI31Ip04/UmR8CkV5qE16jnB9AigH4uKDXXl5qahK82A675NOKi+sAgLn69ncvfuWlCt0KIrUIQAKZdEr/9VXX5UVG5988olMvObfLcF/k92KNlAuD14GBOCk6UPWru1D+/4Lpw1RDzAhG0ChPLQW9BOrVCpp6Jw/f55q1qwpv1t04x4ebhlJludXBQUFUXR0tMyzAsvFxydQzeaDKCI+heav+JSGdattOMbpGV555RUpf/vtt0jPAHanvwavhcdTWLOh1Ld5ZfrihSYmxxiuTwD3/vy2qOfo2rVr8rNcuXImvwPkVXx8Ct250FLKKUkpJse4Ib1u3Topr1y50iH1A2UzvgYrNHnNZM4Rrk8A5bCocVSpUqUcfwewlC6e3j3jXwCcLH3Iw9WUvlitBqBIVs2InT59ugR7zMnevXvlPABj/v7eRPSZbD6++OABZ0wfwnG4Rkj6EMQ5AlAmqxpHH3zwgQR/zAk3nqZNm2ZtvQAA7E7XmckJs3VJs7FaDUCZbPbKT0lJIU9PfOsCAFfr2ZwlZZX3OgSBBFAoqxtHOSVj5IYRD6uVLFnS2psHt04fMlTKSB8Czg7DagDKZHHjqGrVqia/z507l1asWJHlPF7RER4eLstehw7VfQgCmKYPqSllpA8BZ4c4RwDKZHHjSKPRGHqL+CeHRzIXIsnb25vq1atHXbt2pffff79gawsur2jRQtRlSHX691Y0+QUGmBzz9/enuLg4QxnAEelDevZcQydCoog8vE3mHOH6BFAOixtH169fN5Q5COSYMWNoypQptqoXuClvb0+q07kiXT19l7wyzefgRjfnrwJwZM/mli0hUq7waBmTYTVcnwDKYdWcIw4CWaRIkYKvDSgDwhuBk1KrPWnFikfp403nKcXTA8NqAApl1VJ+bhjduHGDEhISzB6Pj4+nU6dOSZhuAGMJCYn0x+w5dP/nZZScmGRyLDk5mQYNGiQblwHsTaNJo1275lDk5aVE2jSTniNcnwDKYXUQyHbt2mWbN4338/GPP/44v/UDNxMXl0whJ5tS0tW2lJxomj4kLS2NVq1aJRuXAexNfw1GntxKWk06+Xs/7FzH9QmgHFY1jjZv3kw9evSgQoUKmT3Oydx69uxJf/75Z37rB25GN6c/UracwkEAOC59SFnZeDVlgA+G1QCUyKrGUUhICNWoUSPHc6pVqybnAWQNsjdDNjXSh4BTpg8ZIxunDwnwQYRsACWy6pXP3/hzG3Pn49kNuwEAOCNdZ2a0lL09PcjHy6rvjwCgxMZR7dq1ZWiN4xyZGxrhmEh//fUX1apVqyDqCABgx57Nj6QcGLgRQ78ACmXV16L+/fvTpUuX6NVXX6XoaN23LD3+nfdfvnyZXn755YKqJ7iJpCSeyDpQttQU9CyC8wrAMn4AxbKq52jkyJH0yy+/yKqNjRs3UosWLahcuXJ0+/ZtOnr0KEVFRVHHjh3lPABj6ekcVb2+lDVSBnBOgZhvBKBYVr36OUXItm3baPLkybR06VLaunWryUq18ePHy3J/Pg/AWJEigdT2pQp07k4M+QaapmDglAyhoaGGMoAj0oe06rSaTt2OpgBfXJ8ASmX1VyNfX1+aM2cOzZw5ky5cuCDDaRwckucZeXqiOxrMU6u9qEmvGnT71F1JJWKM53cEBwc7rG4AnD7k8O77UjbOq8ZwfQIoR777jbkhxIlmAQDcIX3Iy2Mb05+n71KQTM4GACXCOlWwq8TEJNry5RcUunEVJSdlTR8yYsQI2ZCeARyVPuTGlZWUEr6G/NWmc+JwfQIoh4eW1+PnUdWqVS27cQ8PunLlCrkbzhkXFBQkQ4k8xwosFxoaRaVKfSPlL37rQW/1aWSSky8wMFDKcXFxyIAOdmd8Db639gh9/FwLs8dwfQK49+e3VcNqHMfIXPwPvjNeqcbKlClDarXampsHtxfn6AoAZDvniKiElP0yzYkDAOWwqnF0/fr1HI+NHTuW7t+/b7KKDYAFBPA8jmlS9vF7ztHVATCRmMhxuN6Vsg8hACSAUhX4nKPKlSvTmjVr6MGDB/S///2P7GHhwoVyv7yCrlWrVnTkyJFsz125cqX0ehlv/HcAADqJsmVerQYAymGTCdkc36hHjx60du1asjVuiHFP1dSpU+nEiRPUqFEj6tmzpyEeiTk8znj37l3DduPGDZvXEwBcpWdzimzFi+BLE4BS2Wy1WkJCAkVGRpKtff755zR06FAaPHgw1a1bl5YsWSIB2pYvX57t33BvUenSpQ1bqVKlbF5PME4f0l82pA8BZ4b0IQDKZZPG0d69e+nHH3+0eeLZlJQUOn78OHXv3t2wT6VSye8HDx7M9u94pUmlSpWoQoUK9OSTT9LZs2dzvB9etssz3I03yE/6kKay6coAzikA6UMAFMuqV3/Xrl3N7k9LS5P8avoJ21OmcPe07YSHh1N6enqWnh/+naN2m8MNNu5Vatiwoayu4yjfbdu2lQZS+fLlzf7NjBkzaNo03SRiyJ+goABq3rck/RcalyV9iJ+fH127ds1QBrA3lcqbitZbQMmp6VQoU/oQXJ8AymFV42jXrl3ZDlcVLVqUHnnkEZkHxPOOnE2bNm1k0+OGUZ06deirr76iDz/80OzfTJo0Sf49etxzxL1OkHc+Pt7Uul8DCvv3jqQSMca9fjyxHsBRNBqiB2cTzS7lx/UJoBxWxzlyBiVKlJD0JRw2wBj/znOJLJ083qRJE7p8+XK25/j4+MgGAO7Ny0tFRbuUJA6NW6QQ4rQBKJVLpw/hIJPNmjWj7du3mzTc+Hfj3qGc8LDc6dOnJWgl2F5SUjLtWLqAIjZ/TymZUjDwHLLx48fLxmUAe0tOS6X0+I2kSdhIvplSq+H6BFAOq9KHOBNeyj9w4EAZFmvZsiXNmzdPQgjwnCOeezRgwAAqV66czBti06dPp9atW1P16tUlmvfs2bNpw4YNMrGbV7tZAulDCiZ9yLzfetBopA8BJxIRFUMligZJ+V5EFJUqpiszXJ8Arq9A04e8+uqrVlWC5yAtW7aMbOn555+nsLAwmfx97949aty4MW3evNkwSTskJETmCuhxcEpe+s/n8vwo7nk6cOCAxQ0jKAj41g3OnD6ksFEZAJTIop4j48aFyR97eJC5P9fv5588bOVu0HNkPeNv34u3nqE3utczewzfzMERQm5HUKXyK6R8JWQQVa2gy7PGcH0CuL4C7TnSL181ntczevRoOnTokPzs0KGD9NTwROg9e/bQ/PnzZc7P3Llz8/8vAQCwK/f7QgcAeWNR44gDJhr79NNP6fDhw/Tvv/+aTGTmGEIdO3aUaNW8AmzdunU0YcKEPFYJAMCR6UMmZpTfcHR1AMCVVqvxPKJ+/fplu8KLJ0Dz8aVLl+a3fuBmkpP5W/mzsiF9CDgzD0dXAABcK87RrVu3cs1kz8f5PABjaWkcI6uVlNPTMOEVAADcpHHEaTbWr18vEaXNNZI46Swfzy4dByhX4cIB1LBnEboaFk++AVnTM5w5c8ZQBnBE+hD/2nMNZWO4PgGUw6phtSFDhtDVq1epXbt2tHHjRoqIiJD9/JNjBrVv317yq/GSeQBjvr7e1GlgMyreozqpMyX25FWR9erVky27FZIAtpSe7kEJF9Jk02hMB9ZwfQIoh1U9Rxwh9tKlS7RixQp6+umnZR+/WejTivAyfp6UzecBALgKb28VBbUrYSgDgDJZ1TjihhBPyubo06tWraJTp05JzACOHdCoUSN65ZVXqHPnzgVfW3B5ycnJtO/7pRQZFkepj7xncoxTMnzyySdSfu+99yQ9DIB98SKBv6Xk4dHP5AiuTwDlcPn0IY6AIJAFkz5k7sYe9PYTSB8CziP8QQwFZ6QMCY2MouCMVCIM1yeA6yvQIJAAAEqg+66oW2SC740AypWvxtH+/ftp5cqVdPLkSWmNcSuMc5txIlielA1gPsiebi6aj59u5Q+As4hPSCWiD6WckJBGVMzRNQIAl2ocjRkzRtKE6L9d6fOpcXb75cuXS1qRzz//vCDrCgBgNx4IAwmgWFYtx+BJ2F988QXVqFGDvv/+e7pz5w6lpaXR3bt36YcffqCaNWvK8dWrVxd8jQEAbMTfn78vviubrgwASmRV42jx4sUS4JHzq/Xv359Kly4tPUecfPaFF16QhLScQmTRokUFX2Nwg/QhT8iWgvQh4GT4fYyIQ5JoMsoAoERWNY7Onj1LzzzzjMz4Nof383E+DyBr+pAOsmnSMeEVAACcj836jfGtC8wpVMif6nQKoJDIBPL1N03BwKlojhw5YigD2JuHhzf5151jNn0Irk8A5bCq54jD5//yyy8S68Oc2NhYOc7nARjz81NTjzdaU4letUnta/rh4+npSS1atJCNywD2xilDEs5pZdNqTb/g4foEUA6rGkevv/463bp1i9q0aSONoPDwcNnPP9etW0dt27aV48OHDy/o+gIA2AynDCncsphsSB8CoFxWDatx3rR//vmHFixYQP369TObW23UqFES7wggc/qQI+tXU9TdGEp9pFqW9Ay8ypFxKAikZwD7SyeV/76Mcn+TI7g+AZQjX+lD9u7dmyUIZJMmTaRR1KEDT7p1T0gfUjDpQz7f2IPGIH0IOJHQyGgqVbyIlMMfRFPxIg9f37g+AVyfTdOH7NmzR26UG0Du3AgCAGXRyHdF3XAa0ocAKJdVg+pdunShr7/+uuBrA25PF1jvPdnUvpjUCs5FUobQTNl0ZQBQIqt6jkqWLImlrJCPEA+cvwrhHgAAwI0aRz169KBdu3ZJtzM+4ADAvXo2388oD3V0dQDAlYbVPv30U4qIiKBhw4ZRZGRkwdcK3JYuZcijsqUifQg4Gd2XvSTZ8MUPQLms6jl6+eWXqUiRIrR8+XL67rvvqEqVKpJXLfObCf++ffv2gqoruIHUVA730E3K6em60A8AzgKTsAHA6sYRD6kZx625cOGCbJnhmxdkFhjoR9VbqulOVCL5ZJq3xvPYdu7caSgD2BunDAmo/6mUPT2zpg/B9QmgDFY1jvTBHgHyyt/fh3qP6UAbTt4hHz/TIHqckqFz584OqxsApw+JP+NpKBvD9QmgHDZLPAsA4Gq8vDwosElRQxkAlClPE7IPHjxIXbt2pUKFCkkQSF61dvjwYdvVDtxOamoq/fv3Goo98QelpaVmObZw4ULZuAxgbyqVltQljsnGZWO4PgGUw+L0IadPn6ZWrVpRUhKv5HjIz8+Pjhw5QvXq1SOlQPqQgkkf8tnG7jT2icaGY0jPAI52NyKKypbQ9RxFREVTsSCkDwFQ4ue3Ki/L97lh9L///Y/u3bsn2/vvv0+JiYk0cyZHlAUAcB8ehGE1AKXyykuS2fbt29OHH35o2Ddt2jRZubZ7925b1Q/cMsjeB1JW+/R0dHUATCTE83CZbrVafHwqFQ1ydI0AwBEs7jm6f/8+tW7dOst+HmrjYwCW0IV3iJcNoR7AOfFqNeT9A1Ayi3uOeAKifrzdGI+7Y3IiALgDXz9+S9T1jvv5DXN0dQDAQbCUHxyQPqSrlNMkWjaA89D1ZsZIWaVCzyaAUuWpccSpQg4dOmSy7/Lly/KzV69eZt9oNm3alN86gtulD3lMykgfAs4Mo74AypWnxhE3hPSNocw2b96cZR/mlEBmAQG+VKmhiu7HJpPax8fkmI+PD/3xxx+GMoC9eXh4UUCDjwxlY7g+AZTD4sbRtWvXyFlxULbZs2dLeIFGjRrRl19+SS1btsz2/J9//lnCEFy/fp1q1KghoQjM9XyBbRpHT73Xldb/c5t8/U0/YLy8vKh3794OqxuAVqui+NM+hrIxXJ8AymFx46hSpUrkjNasWUNjx46lJUuWyMq5efPmUc+ePenixYtUsmTJLOcfOHCA+vfvTzNmzKDHH3+cfvjhB+rbty+dOHGC6tev75B/AwA4By9PDwqor1u/j/QhAMqVp/Qhzujzzz+noUOH0uDBg6lu3brSSPL396fly5ebPf+LL76gRx99lMaPH0916tSRuE1NmzalBQsW2L3uSsQrG8/u+o3iTm8zmz5k5cqVsmEFJDgCpwzxrXhONnPpQ3B9AiiDSzeOUlJS6Pjx49S9e3fDPpVKJb9zHjhzeL/x+Yx7mrI7HwrWgwfxtHWJF0X8GUwJsYlZnk9u5PLGZQB74+su4s95sqVmugZxfQIoh0sv5Q8PD6f09HQqVaqUyX7+/cKFC2b/huclmTuf92cnOTlZNuPcLJAfakdXAAAAwD17juyF5ydxojr9VqFCBUdXyWX5SZC9T2TzViMKMThj+pDpsnH6EABQJpduHJUoUYI8PT2zpC/h30uXLm32b3h/Xs5nkyZNkgy++u3mzZsF9C9QHl1gvQeyIcgeOBst8Twjv4wNAJTKpRtHarWamjVrRtu3bzfs02g08nubNm3M/g3vNz6fbd26Ndvz9TFNChcubLJB/mlN57sCOEn6kJmy6Xo5AUCJXP7Vz8v4Bw4cSM2bN5fYRryUPz4+XiZNsgEDBlC5cuVkaIyNHj2aOnXqRJ999pnELPnpp5/o2LFj9PXXXzv4X6IMqamcPqS9lNPTECEbnIuuNzNcyp6eLv3dEQAc2TjihkhUVJRMjDanYsWKZEvPP/88hYWF0ZQpU2RSdePGjSVat37SdUhIiKxg02vbtq3ENpo8eTK99957EgRyw4YNiHFkJykp3CB6UsppaBwBAIA7NY6WLVsmvS8cbDE7nD4kLS2NbG3kyJGymbNr164s+5577jnZwP78/X2pbC0tRcSnmE0fsnbtWkMZwN5UKk4fMtVQNobrE0A5rGocLV68mEaMGCHh9Dt27Ejly5eXMkBuAgN96flpPejXbNKHoNEKjpSezulDAqWs0WRNH4LrE0AZrGrR8LweXim2b98+qlmzZsHXCgDAATw9Pci/ViFDGQCUyarG0Y0bN2jIkCFoGEGe8TDrpUNbKf5aJKU/UiPLsfXr10v5qaeeQm8k2B1fcv61r0vZO9Plh+sTQDmsenWXKVMm2wnYADmJjIyjTfPiedYGxQ9OMDnGUcj79esn5bi4OHz4gN3xNRi+8dOM8v9IrfY2OYbrE0AZrFqrykvn//rrL1mpBpB3PKdDN68DAADALRpHvAy+RYsW1KNHD9qzZ498iwKwhC6w3hzZkD4EnE1CAq+unSxbQgLShwAolVX9wvplrFqtlrp06eLwpfzgakH2dOlbPBBjD5wMv6cRBTm6GgDgio2jDh06SMMHAMCd+Phyb+ZcKfv6DnN0dQDAlRpH5gIrAliePqSllJE+BJyNLmXIHaMyACgRlluAA9KH6ALpIX0IAAC4XeMoJSWFtm3bRhcuXJCVa++//77sT0pKopiYGAkUaZzXDMDPz4eCK6dRVGIqqX3UJsfUajWtWLHCUAawPxUFNHxPSh4epgsGcH0CKIfVjaPffvuNhg0bJklfeRIjz0HSN45OnTpFbdq0oW+//ZZefPHFgqwvuLhChfzo5ZmP0q8nOH2Ir8kxb29vGjRokMPqBqDVelL8qaIZv5k2jnB9AiiHVd06+/fvp2effVZWrX3xxRdZGkAtW7ak6tWr0y+//FJQ9QQAsDlOGeJXNUA2zDkCUC6reo4+/PBDKlKkCB0/flyGziIiIrKc07x5czp8+HBB1BHcCId2uHpiLyVciaD0tOpZjm3ZskXKPXv2RARisDu+5AKb6kJNZL78cH0CKIdVr25u9HDPETeMslOhQgXauHFjfuoGbujBgzjaOPOulBNeTjQ5xukZHn/8cSkjPQM4Al+DYeum6corx5tcg7g+AZTDqlc3v0kULlw4x3OioqIwGRuykBh7VExXJvkFwGngigQAqxtHVatWpaNHj+Z4zsGDB6l27dp4lMGErwTZ+0LK3t6POLo6ACYSJX3IBClz+pCAAEfXCAAcwaqunWeeeUYmZeuXtWY2Z84cOnPmDD3//PP5rR+4Gd0k11uyeUgqEQBnSx8SLJuulxMAlMiqnqPx48fLSrQhQ4bQDz/8IMNsbMKECdJjdODAAWrcuDGNHDmyoOsLAGDj9CELpezr+7qjqwMArtQ4CgwMpL1790rjZ+3atZSenm7oMeJ4R/369aNFixYZEtQC6OmiYjeRcno6ImSDM/ZsXjcqA4ASWb3comjRovT999/T/PnzZf5RZGSkTNJu0aIFlSpVqmBrCW4jOZkb0rq4WGmpaByBc8FQGgCwfK9FLV68OD366KN4NMEivr4+VLRsCsUmpZF3phQMnJJhwYIFhjKAvalUXhTY8B1D2RiuTwDlQKAOsKvChf1o8Nze9MuJW+QXkDV9yIgRIxxWNwCNRkVxp0pnlE0XDOD6BFAOqxpHXbt2zfUcjnHEw2y1atWivn37UqtWray5KwAAu1GpPMingr+hDADKZFXjaNeuXfKTJ1/rlr6ayrx/1qxZNHjwYPrmm2/yU1dwAzx5/+bZo5QUEkaa9BpZjvFEf9ahQwfy9DRN/Alga95qoiLto6WsVptOyMb1CaAcVi3HSExMpD59+lCdOnVkKf+NGzcoKSlJfvLv9erVoyeeeIJu3rxJf//9NzVt2lRiIi1evLjg/wXgUiIjY+nn6Rfo/o8RFB+TYHKMr6EuXbrIxmUAe+Pr7v6P78mW+RrE9QmgHFY1jqZOnUqnT5+WHGsvvPCC5FHjCYr8k3/nWEenTp2iL7/8krp3705bt26l4ODgbINGgnLoOhR5TkdppA8BAAD3aRxx79DTTz9NAdnE1uf9fPzHH3+U34sUKSIr2s6fP5+/2oKbpA/hHsTF5OWNYQlwLkmJnD5kjGyJUgYAJbJqzlFYWBilpqbmeE5aWhqFhoYafi9TpowhWCQoly6w3lUpqzwx4RWci0a6Nsvqyhr0bAIolVU9R9WqVaOff/6ZIiIizB7n/Rw5m8/Tu3PnDhUrpsvGDgDgjHzU3Jv5tWy6Xk4AUCKrGkejRo2ie/fuyURrjpB9/PhxmXzNP/l33n///n05j2k0GtqxY4dEzwZl06UPqScb0oeAc/Zs/icb0ocAKJdVw2qvv/463b59m2bMmEFjxvD4/EO8hJ9jHE2aNEnOY5xaZNy4cdS2bduCqTW4ePqQQVJG+hAAAHCrCNnTp0+nV155RSZn88q0mJgYCfrYqFEjWbFWs2ZNw7klSpSg0aNHF1SdwYX5+KipcHAyxSenk5e3d5YIxBwTS18GsDcPD08KaDCKPPg/D9NhNVyfAMrhoTUXxRFyxA3BoKAgio6OlgYh5M24n/+ldcdv0cTHatMbnR7OSwNwtGt3Y6lq2a+kHBf3FgUEIIcagDux9PMbudUAADJ4qDxIXdqXeB0l0ocAKFe+Zhx+//331KNHDwnw6OPjIz/5dx5qAzCHwzncu3yGku9eIk2m0A587OjRo7Ih7AM4glrtQcUeSaXiPdPMpg/B9QmgDFYNq/EbQ79+/WjDhg0yAdvX15dKlSolK9Q4rD7nVuNks7zcnydnuxsMq1kvPDyagoOnSHnWhsE0/snGhmPx8fEUGBgo5bi4uGyDjALYytW7EVStbAmz1yCuTwDlfH5b1XLh5frr16+ndu3a0f79+ykhIYGuXbsmPw8cOEDt27eXhhOnDwEwpgusV0E2THcDAABnZFXjaNWqVbIabfv27dSmTRuTY61bt6Zt27bJceRSg8x8fHgF0DLZPL3cr1cR3CF9yAjZkD4EQLms+nS6dOkSPfHEE9kuZ+X9ffr0kfNsieMnvfTSS9I1xvnbXnvtNenuzknnzp1l2M94e+ONN2xaT3jISxpEF2RDkD1wzp7NyrIhfQiAclm1Wk2tVsv4e074OJ9nS9wwunv3Lm3dulVyvQ0ePJiGDRuW64TwoUOHSpwmPX9/f5vWEwBcg1rSh6yUso+PLogtACiPVV/dmzRpIrnTOF+aOdxg4eOcRsRWzp8/T5s3b6ZvvvmGWrVqJfOceI7TTz/9lG29jBtDpUuXNmyYVG0/upQhNWTTpOObOThjz+ZZ2XRlAFAiq179Y8eOleSyzZs3p88++4yOHTsmudX455w5c6hZs2Yy5MXn2crBgwdlKI3roNe9e3dZHXf48OFcQxBw1O769etLmhOeSJ6T5ORkmeFuvIF1kpJ4CfQw2VJTsRwaAADcZFiN5xNxI2jixIk0YcIEk2O8AsnLy0uOP/7442QrnPi2ZMmSJvv4fosVKybHsvPiiy9SpUqVqGzZspL25N1336WLFy/Sr7/+mu3fcA65adOmFWj9lZw+xD8omZLSzKcPmTp1qqEMYG8eKk8KqD9U0oeoVFnTh+D6BFAGqyNkc68QxzLiXpiTJ08acqvxkBs3QKpWrWrV7XKDa+bMmbkOqVmL5yTpNWjQgMqUKUPdunWjK1euULVq5lNZcO+ScS8Y/1srVODl6JBXQUH+9ObSx+nn47fIP9DP5BjPUfvggw8cVjcAjUZF8WdqGsrGcH0CKIdVjaPVq1dL0MeePXvS+++/X6AVeuedd2jQIF3W9uxww4vnCoWGhprsT0tLk+E8PmYpnq/ELl++nG3jiKN/8wYAbs6DyLu42rCSFQCUyarGES+ZHzlypDSOChqnIOEtNxxfKSoqio4fPy5znNiOHTtIo9EYGjyW4F4vxj1IYHv8/ITfvEwpYfdJo6mZ5Zi+V7BOnTpuGV0dnJuvryeVeNKLvD1VUjaG6xNAOaxqHHFDgntpHInfnB599FFZlr9kyRJZys8NthdeeEHmE7Hbt2/LkBn3dLVs2VKGzniZf69evah48eIy52jMmDHUsWNHatiwoUP/PUoRGRlLK9/ZJuX4Pm1NjiUmJsokeYb0DOAISYmJdHc5B4EkSpz7isk1iOsTQDmsahxxAEiOLcSruBw53MTznbhBxA0g/hb3zDPPSGoTPW4w8WRr/Wo0njPA0bvnzZsncZh43hD/zeTJkx32b1AaXWA93fClRsvL+gEAANygcfTxxx/LUvqnn36aZs2aRfXq1SNH4JVpOQV8rFy5skn+Lm4M7d692061g+zTh3wrZS/v7o6uDoCJxATuER+qKyemETqHAJTJqsYRr0jjXiOer8OBGH19fWVZfeYJjPw7D2UB6OkC652SMtKHgLPRyJcp/Wo1BCkFUCqrGkc8MZGHqCpWrGiyP3OWdWRdBwDXSx+i641G+hAA5bKqcXT9+vWCrwkoKH0IJ/YkpA8BJ+3Z/MeoDABKZHUQSADr04foVgMhfQg4GzTXAYChcQR2pVZ7k09AMqWmacjLK2v6kHHjxhnKAA5JH1L3FfJQmU8fgusTQBksahy9+uqrVt04T8hetmyZVX8L7qlIkQB6a+XjtPbYLfIvlDV9yOzZsx1WNwCtxpPizzXMNn0Irk8AZbCocbRy5cpsGz/mJl3r96NxBACuhBfcehb2lp9IHwKgXBY1jq5du5Zltdro0aPp0KFD8rNDhw6Sa+3+/fu0Z88eCcTI6T3mzp1rq3qDi+JrJzr0NqVFc/qQGlmOhYSESJlXQiI9A9ibj68nlX6xEKmzSR+C6xNAGTy0Vqy3//TTT6Xhw3GOzOUk47QdHAuJx+cnTJhA7iYmJoaCgoIoOjqaChcu7OjquJSIiGgqUWKslGduGEkTnmxiOMZRywMDA6WM9AzgCJduhVGtCiXNXoO4PgGU8/lt1VcfHirr169ftslay5UrJ8eXLl1qzc2DG0uX5ft1ZNOVAQAA3GC12q1btyQqdk74OJ8HYEyt5vb4Gil7eSF9CDiXZAk1MVDKSUlIHwKgVFb1HJUvX57Wr19PSUlJZo9zolc+zucBGPP25nkcx2TzRJA9cDLpGg5SWl829GwCKJdVn05Dhgyhq1evUrt27Wjjxo0UEREh+/nnhg0bqH379hJFe+hQXQJHAADXabz/LJuulxMAlMiqYbXx48fTpUuXaMWKFfT000/LPl65was5GM/xHjx4sJwHkDV9SFkpI30IOBtdypAjRg0lAFAiqxpH3BDiSdkDBgygVatW0alTp2TmN88Ab9SoEb3yyivUuXPngq8tuEn6kDFSRvoQAABwu/QhnTp1kg3AUt7eXuTtk0JpGi15eppefl5eXvTmm28aygCOSB/iV/s58jKTPgTXJ4ByWPUKP3z4MLVq1argawNur2jRQBrz3eO05thNCijsb3LMx8eHFi5c6LC6AXD6kMQLLc2mD8H1CaAcVs045OjXPHy2YMECioqKKvhaAQA4iMrPkzz9Md8IQMmsahy9/PLLdPnyZXrrrbeobNmyMvdo7969BV87cDs8WT8hOpLSE6Kz5OXj38PCwmSzInA7QL75+XtR2SGlqMrrZcjf39vkGK5PAOWwKn0I4wnY3333nUzM5jQinKSxRo0asnx/4MCBVKJECXJXSB+S3/QhI6X86fqx9G5fpA8B53HxZhjVroj0IQDuyqbpQxjf+IgRI+jEiRN07NgxGjZsmCSe5eX7HPzx+eefp23btll78+CmdIH1Gsmm0eDbNwAAOJ8CiXLWtGlTWrx4Md25c4dWrlwpvUbr1q2jnj17UtWqVWnWrFkUGxtbEHcFLk4XWG+9bLqYMgDOlj6kv2ycPgQAlKnAPp0ePHhAX3/9Nc2ePVsaSYwjaHOjaOLEiVSrVi06evRoQd0duChdYL0DsiF9CDhn+pCmsiF9CIBy5fvTaefOnfTiiy9SuXLlaMyYMRQaGipDa//99x/t2bNHks/y8lduJI0aNapgag0AYANeXtx43ygb0ocAKJdVcY54bhGnDuHJ2Jxjjed0czDIN954Q9KJeHt7m8QGGT58uKxuQ4wQ0M0z0k3Wx5wjcDbe3twg2pdRxnJ+AKWyqnHEE645j1rRokXp7bfflsnYPGyWk+DgYEpJSbG2nuAmEhN5Hse7Uk5NQfoQAABwk8YRR8fmXqLnnntOeoYswfOOeANl47QLKs800mi1pPLMmp6Bw0DoywAOSR9S83Hi6XDm0ofg+gRQBqte4fv26bqdAfKqWLFAGr+mF/109CYFFjaNE8MNbV7tCODQ9CGXOmWbPgTXJ4Ay4OsPAEAGLWnJw9vD0dUAAFdpHOmzUecFR83GJGwwxpP3U5ISSJOSZDZ9SEJCgpT9/f3l+gGwd/qQ8iMrU4Da02z6EFyfAMpgcfoQlcr8slZ+g8juJvhYerr7TbpF+hDrRUbGUPHiw6T86fp3kT4EnMr5kFCqW6mUlJE+BIAU+/ntlZd4Rpnx+Pvq1avNHgMwJy2Ng+w1lzKC7AEAgDOyuHHEcYwy27VrV7bHALKPI/OHlD09u1F8vC68Q0CA2ugsTxq1+jhVK1+CKpTwpxKBPjLM4aUlKuTjRcWL+JLay5O8PT1Iyw0sDZG/ryf5+HgZDX+kSpmHRvTDHykp6ZSami5pS/TnMn0d/Py8SaXK+7l8Hp/v6akiX9+H53IduC68j4/l9VxuSCYnp8n98P3pJSamSoyovJzL/wZ9upb0dI2kxuDHxXjoKC/n8j4+plZ7GuIB8d/ybWR+PvNyLv8b+N/C5/H5mZ/PvJybl+def25KMvd0P8//ckpOTid0DgEoEyZkg13pPsR2Szk+OoUCA+fLB1Zq6liKS9bnsnqCVrx5hILalaAi7YNljyYpnW5+cUnKFcfVJg9P3Yfeg533KeZIJBVuWYyCu5UmL96fTnRxxlk5XntCXfLy8yQ++/6u+xS6O5RKtChOFfqUl3382Xl86r/SwGo8oS6pg3Qfvnf3htLNzXeoRJOiVPXZSob6H//wFKUnaajhmDrkW0IXxuL+oTC68fttKlo/iGr0ryL7eKT55MyzlBqbSvVG1CT/Mv6yP/xEBF379SYF1SxMNQdUNdzuqbnnKDkihWoPrU6FKumGbiLPRNGVn65TYOUAqj2khuHcswsuUOK9JKoxqBoFVS8k+6IuRtPlb6+Rfzk/qjv8Ycyx81//R/Eh8VTtxcpUpE4R2Rd7LZYuLb9CvsG+VO+t2oZzL628TLFX4qjysxWpeKNiuufoVgJd+OoSqYt4U4N36mWcqaXL31+j6AsxVPHJ8hTcvLjsTbyfROcWXCQvf09qNKm+4Xav/XyDIk9FUfnHylKptrrnM/lBCp35/DypvFXU+P0GhnNvbLxJEccjqUy30lSmk254KzU+jU7P1D2fTadz0mKdm3/eprBD4VSqY0kq272M7EtPSadTH52RcsPJ9ckzo9F0Z9tdur8nlIJbl6DyvcoZbuOfKf/Kz/rv1iPvAC9KjoknIv53+mX0cgKAEqFxBE4jPDbZ5PfGFYpQrXql6EF8KkU+SKKbGfu5x8hcStA0jVY26U3KEM+9KR6635MzPuyS0jQUmdFjYCwsLoW8Ms6NzUg6mpiqofsxD+ulD+odHpdC3hmdGPpzk7Ocqzs5Mj6V4jL+bXEZ56akpVOo0b83PeOGHySkUmLG/viMnpXUdC2FGZ3L/0YWnZBCKRn7EzLOTct8brru3xyTmEZpcbr9SRnnch6x8Ix9cj9pD//t2oz9yYm6x4lvxvjclIzb5X+PR5zunJSMHhuuHj8+evx4656LdMP+tIQUw+qwCKPngh9DedxT0g370xMePtvG5yal6uYzJqamG55PTcrDBg1fNyqjc/R/Y+65j0pIIU/SkEbmSHKPeG3y98fbI4BSWTwh25xp06bR9OnT3XLSdU4wIdt6xpNaZ/32D73Zta5huGTXmRDq0oB7aTzp/v1wKlKkULbDJfoGRXxiGiVwj5MHkcpLRSlpGt258Wnywevr5yXdQ9xQ4WGStFTdkJa3j6f07vA58fE8pEWk9vEkz4weKY7enZqmIS9PlezX09eBh7QeDqtpZMjGU+VBPkZDZUmJ6VIXH7ldVY7ncuTwzOdyzwUPB6k8PGQV1cPb1QXRzO5c+TdnOpcfR+6h454yHuLix8KDzN+u/lx5jLM5NzkpjThHKw+TGg+V6TPZGw/B8bn8XGV3bkDAw3N5WIv/LV7eKpPnPjGjgeSfy7lkdC7X13hYLS1VI/8uk+czPtXk3IT4eGpcrbwMq2FCNoD7KfAJ2QAFjRsXxnNIuOdGh+d6eD/8wMtY+Wg6L4lkCC0oUC1bFrqRHoA8iY/nRqGyvuwBQFZoHIFdeXp6Uq02PehmZEKW9CER8WnkX6sdlQnylfMA7I2vu2effdZQtvQYACi0cdSrV68s+y5fvpztMf23/U2bNpGtfPzxx3L7J0+eJLVaTVFRUbn+DXfRT506lZYuXSrnt2vXjhYvXkw1ajyc8Aq24+vrS0+Nm0M/HrlJ3mrTvHxRKUTBfSfRK+0qy3kA9sbX3c8//5znYwCg0MbR5s2b83zM1hFkU1JSJPltmzZtaNmyZRb9zaxZs2j+/Pm0atUqqlKlCr3//vvUs2dPOnfuHD6QHSw0Nkl+liyE5wEAAFygcXTt2jVyNjwhnFmaDJJ7jebNm0eTJ0+mJ598UvZxEMtSpUrRhg0b6IUXXrBpfcFU5qUA+lVWJQuZ9igBAAA4ZeOoUqWHsV5cFTfw7t27R927dzfs41nrrVq1ooMHD2bbOEpOTpbNeLY7WIdX/Hz6jC5WTWybEybH7oRF0Y2Zj9OzM7EaCBwjpxVpWK0GoBzmE6a5KW4YMe4pMsa/64+ZM2PGDGlE6bcKFSrYvK5KEJ9iGq3IOO4PAACAozhd42jixIkyVymn7cKFC3at06RJkyQmgn67eVMfjhDyI0FSNWSUU9IoOiM4IQAAgCM53VL+d955hwYNGpTjOVWrPky7kBelS5eWn/fv36cyZXTpBvS/N27cONu/8/HxkQ0KFkef1rsXrZuMDQAA4GhO1zgKDg6WzRZ4dRo3kLZv325oDPH8ocOHD9Pw4cNtcp+QPe4t0kPjCAAAnIXTDavlRUhIiMQ44p+cwoTLvPFkSb3atWvT+vXrpcxDcm+//TZ99NFH9Ntvv9Hp06dpwIABVLZsWerbt68D/yXKZNw4uovGEQAAOAmn6znKiylTpki8Ir0mTZrIz507d1Lnzp2lfPHiRZknpDdhwgRZdTJs2DAJAtm+fXuJ04QYR/bHyUX17sWgcQQAAM7BpRtHHN8otxhHmfPqcu8RJ8vlDeyP0y606dydToZEUUJGFnh2JyqRPFQqqtOyE1UpEYD0DOAQfN3pI/6bSx+S3TEAcC8u3TgC18M9dItX/0xPLtxPyRpPkzlHHl5qmjx/Nb3YqqJD6wjKvj6zS3mU0zEAcC8uPecIXFOAj65RlJCanmXOESedBQAAcCQ0jsDu/NS6Dsv45DTDsOftqET5WaYIGkcAAOBYaByBXfFk+JrlSlDI589QcmIiJaamU3RCqgSA1KQkUbNqZSQtA58HYG983fH1Z+4azOkYALgXzDkCu0tISDCUHySkUkScLm1I8UA13TQ6BuDo6zMvxwDAfaDnCBzqQXwK3YjQfeBULObv6OoAAACgcQSOFZWQSiGRGY2jomgcAQCA46FxBA71IIF7jnTzN8oX83N0dQAAANA4AseKksZRRs9RcfQcAQCA46FxBA4VFpdCl+7HSpkjYwMAADgaVquBXalUKurUqZPENUr28KDjNyJlxZqnyoNqlQ6SY/rzABx1ferLlh4DAPfioc2cfAxyFRMTQ0FBQZLQtnDhwo6ujkvaePI2jf7ppOH3WqUK0ZYxHR1aJwAAcG+Wfn7j6w84ROZl+/XKopEJAADOAY0jcIg6ZQqT2vPh5de6WnGH1gcAAEAPjSOwK067EBwcTBXKlqZm5XW9RwFqT+pRp5ThGG9IzwCOkNM1iOsTQDkwIRvsLjw8XH5O61OXvj54h3o3KENFA9QUH59qOAbgKDldg7g+AZQBjSNwmHJF/WnOc40cXQ0AAAATaBxZQb/Aj2e9Q94YD0fw45eenm7RMQB7wPUJ4N70n9u5LdTHUn4rXL16lapVq+boagAAAIAVbt68SeXLl8/2OHqOrFCsWDH5GRISIvESIO8t9woVKsjFiThR1sFjmD94/PIPj2H+4PFzzOPH/UGxsbFUtmzZHM9D48gK+ui43DDCRW09fuzw+OUPHsP8weOXf3gM8wePn/0fP0s6NbCUHwAAAMAIGkcAAAAARtA4soKPjw9NnTpVfkLe4fHLPzyG+YPHL//wGOYPHj/nfvywWg0AAADACHqOAAAAAIygcQQAAABgBI0jAAAAACNoHAEAAAAYQeMojxYuXEiVK1cmX19fatWqFR05csTRVXIZe/bsoT59+khkUg8PD9qwYYOjq+RSZsyYQS1atKBChQpRyZIlqW/fvnTx4kVHV8ulLF68mBo2bGgIHNemTRv666+/HF0tl/Xpp5/Ka/ntt992dFVcxgcffCCPmfFWu3ZtR1fLpdy+fZtefvllKl68OPn5+VGDBg3o2LFjBXofaBzlwZo1a2js2LGyfPDEiRPUqFEj6tmzJ4WGhjq6ai6BE3fyY8YNTMi73bt304gRI+jQoUO0detWSk1NpUceecQkISrkjHMp8Qf68ePH5c20a9eu9OSTT9LZs2cdXTWXc/ToUfrqq6+ksQl5U69ePbp7965h27dvn6Or5DIePHhA7dq1I29vb/lic+7cOfrss8+oaNGiBXo/WMqfB9xTxN/cFyxYIL9rNBrJ7TJq1CiaOHGio6vnUvjb0vr166X3A6wTFhYmPUjcaOrYsaOjq+PSuRJnz55Nr732mqOr4jLi4uKoadOmtGjRIvroo4+ocePGNG/ePEdXy2V6jrjX/OTJk46uikuaOHEi7d+/n/bu3WvT+0HPkYVSUlLk22b37t1Ncqzx7wcPHnRo3UCZoqOjTRIhQ96kp6fTTz/9JD1vPLwGluMezN69e5u8H4Ll/vvvP5leULVqVXrppZckiTlY5rfffqPmzZvTc889J18OmzRpQkuXLqWChsaRhcLDw+XNtFSpUib7+fd79+45rF6gTNxryfM8uHu5fv36jq6OSzl9+jQFBgZKZN033nhDejDr1q3r6Gq5DG5Q8rQCngMH1o1ArFy5kjZv3ixz4K5du0YdOnSQTPGQu6tXr8rjVqNGDdqyZQsNHz6c3nrrLVq1ahUVJK8CvTUAsNs39zNnzmCughVq1aolQxrc87Zu3ToaOHCgDE2igZS7mzdv0ujRo2XOGy9Kgbx77LHHDGWer8WNpUqVKtHatWsxtGvhF0PuOfrkk0/kd+454vfCJUuWyGu5oKDnyEIlSpQgT09Pun//vsl+/r106dIOqxcoz8iRI+mPP/6gnTt3ygRjyBu1Wk3Vq1enZs2aSe8HLxL44osvHF0tl8BTC3gBCs838vLyko0blvPnz5cy965D3hQpUoRq1qxJly9fdnRVXEKZMmWyfJGpU6dOgQ9NonGUhzdUfjPdvn27SQuWf8d8BbAHXjvBDSMeBtqxYwdVqVLF0VVyC/w6Tk5OdnQ1XEK3bt1kWJJ73vQbf4vneTNc5i+QkPfJ7VeuXJEPfcgdTyXIHMLk0qVL0vtWkDCslge8jJ+77fjNoGXLlrI6gydzDh482NFVc5k3AeNvRzzWzm+oPKG4YsWKDq2bqwyl/fDDD7Rx40aJdaSf6xYUFCSxPiB3kyZNkmENvt54jgc/nrt27ZK5C5A7vu4yz3ELCAiQeDOY+2aZcePGSbw3/jC/c+eOhIbhRmX//v0dXTWXMGbMGGrbtq0Mq/Xr109iDX799deyFSheyg+W+/LLL7UVK1bUqtVqbcuWLbWHDh1ydJVcxs6dOzlsRJZt4MCBjq6aSzD32PG2YsUKR1fNZbz66qvaSpUqyes3ODhY261bN+3ff//t6Gq5tE6dOmlHjx7t6Gq4jOeff15bpkwZuQbLlSsnv1++fNnR1XIpv//+u7Z+/fpaHx8fbe3atbVff/11gd8H4hwBAAAAGMGcIwAAAAAjaBwBAAAAGEHjCAAAAMAIGkcAAAAARtA4AgAAADCCxhEAAACAETSOAAAAAIygcQQAAABgBI0jAHA6nTt3Jg8PD3IVHEuXcy8+8sgjNv13bNu2TW7vzz//LLDbBICskFsNAGwqr40DVwzav3r1ajpx4gQdPHjQpvfTvXt3at++PU2YMIF69uyJRK8ANoLGEQDYFCfWzIyTNkdHR5s9pm9sJCQkkCvQaDT0wQcfUIcOHah169Y2vz9uGD3xxBP0008/0UsvvWTz+wNQIuRWAwC7q1y5Mt24ccMle4ky27RpEz3++OO0dOlSGjJkSJZhtd27dxfovzM1NZXKli1LtWvXpr179xbY7QLAQ5hzBABOx9xcnZUrV8o+/vn7779Tq1atyN/fn8qVK0fvv/++9OCwVatWUaNGjcjPz48qVqxIs2fPNnsf3GBZvnw5tWvXjgoXLiy31bx5c9mXFytWrJB6PfPMMzk2aLh3iRuFPj4+VLNmTVq0aFGW8/gcvq1du3bJv7Np06ZSL3489Ly9valv3760b98+unz5cp7qCgCWwbAaALiU9evX099//y0NBG7YcM/NRx99JI2doKAgKT/55JPSoPjll19kGKpUqVI0YMAAw23wuTwk9eOPP1KNGjXoxRdfJLVaTVu3bqXXXnuNzp07R3PmzMm1Lnw7O3fupFq1alHRokWzPa9///505MgReuyxx2Se0Nq1a2nEiBHS0Bk6dGiW87lBx7fL/w6e5J15blGbNm3om2++oR07dlD16tXz/BgCQC54WA0AwJ4qVarE40zZHu/UqVOW4ytWrJB93t7e2iNHjhj2x8TEaEuWLKn19/fXli5dWnvlyhXDsZCQEK1ardY2aNDA5La+/vprua3BgwdrU1JSDPuTk5O1ffr0kWPHjh3L9d9x9uxZOfell17K8d/RqlUrbXR0tGH/hQsXtF5eXtpatWqZnD916lQ5PyAgQHvq1Kls7/fff/+V8wYMGJBrHQEg7zCsBgAu5eWXX6YWLVoYfi9UqJDM+eEJ3MOHD6eqVasajlWoUEFWd3FPUFpammH/ggULKCAggBYuXCi9N3rce/Txxx9LmXuVcnPr1i35yT1TOZkxY4YM3elxTxP3el28eJFiY2OznD9s2DBq0KBBtrenvz/9/QNAwcKwGgC4lMaNG2fZV6ZMmRyPpaen0/3792V+EjeiTp8+LZOaZ86caXZ+ELtw4UKudYmIiJCfRYoUyfE8joGUWfny5eVnVFSUNPCMtWzZMsfbK1asmPwMDw/PtY4AkHdoHAGASzHugdHz8vLK9Zi+0fPgwQOZK3T79m2aNm1atvcTHx+fa1140jdLSkqyus7ccMsst56oxMRE+cmTtQGg4KFxBACKom+ocG/OsWPH8nVbwcHB8jMyMpLsGThTf3/6+weAgoU5RwCgKDyEVadOHTp//rwMaeVHvXr1SKVSydwhe9LfX07zkgDAemgcAYDivPXWWzL3iJfRmxs+u3btGl2/fj3X2+G5Rg0bNpQeKH2cJXs4fPiw/OzUqZPd7hNASdA4AgDFef3112ngwIG0bt06iXPEMZAmTpxIgwcPlhhC1apVo0OHDll0W0899ZSsOLP0/ILA8Zg4rlLHjh3tdp8ASoLGEQAojj7S9po1a2Ro7I8//qDPP/9cGh2+vr4SAJKTvFqCU4bw5OrvvvuO7IF7tPbv3y+NO64rABQ85FYDAMinV155RSJ1c764zMvyC9rkyZNp1qxZMmeKe7gAoOCh5wgAIJ84ZQkvr//yyy9tej8choDvg4NdomEEYDtYyg8AkE+VKlWShLccaNKWeKL4mDFjaNSoUTa9HwClw7AaAAAAgBEMqwEAAAAYQeMIAAAAwAgaRwAAAABG0DgCAAAAMILGEQAAAIARNI4AAAAAjKBxBAAAAGAEjSMAAAAAI2gcAQAAANBD/wcwmVJcrygM3wAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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wBAAAAFJDArUbuLhYUlKSWIiwsBWnAQAAIDBwJhAXC+XCrq4WkUYw5AYOhJSFFgEAACC4nDt3zrJMjSMIhtzAPULKm+lotXFwjhdb/PXXX8U+l+TXaDRuHQPwBWdtEG0ToHTgdRm5M0P5HHcGs8ncfDNjYmLE2kcIhopeFE1ZK4jX64qMjHTrGIAvOGuDaJsAcn1+I4EaAAAApIZgCAAAAKSGYAgAAACkhmAIAAAApIZgCAAAAKSGYAgAAACkhuIZ4FU6nY7ee+89y767xwB8wVkbRNsEkAvqDLkBdYYAAACCD+oMAQAAALgBw2TgVUajkbZt2yb2O3bsSGq12q1jAL7grA0qj3PHeadOndA2AUo5DJO5AcNknsNyHBDsy3H8cyGZalUu79frBADPYJgMAKAELNxy0t+XAABehmAIAMCFa5kGf18CAHgZgiEAABdSMnL8fQkA4GUIhgAAXLianuvvSwAAL0MwBADgQkomeoYASjsEQwAALlxN1/v7EgDAy1BnCLxKq9XSzJkzLfvuHgPwBWdtkPfLdhkq9kNQYwig1EOdITegzhCAfBpP/oVu5OTNJDs4uTvFhCNgBwg2qDMEAFAMYbqbPUKnkzP8ei0A4F0IhsCreFmDffv2iY333T0G4AvO2iDv3ziXSDkXjpPZZKRTCIYASjXkDIFXZWdnU+vWrR0uueHqGIAvOGuD/Pixj54T+/GjV9BfF9OoN1Xz67UCgPegZwgAoBBHz6f5+xIAwIsQDAEAFOJoUqpYwR4ASicEQwAAhbiWqad/kDcEUGohGAIAcKFq2TBxu+9Uir8vBQC8BMEQAIALrWuWF7e7/rnq70sBAC9BMAQA4ELHenHidvOxK6Q3mvx9OQDgBZhaD17FyxpMnjzZsu/uMQBfcNYGeT+mw2Niv02dilQu8hSlZOTSvtMp1L5OXnAEAKUHluNwA5bjAJAL/7NYa8JPYv+31+6i6T8n0orf/qUh7WvSlAca+vvyAMBNWI4DAMBDRtPN74iqkBC6r3EVsb/q938pKxfV0gFKGwRD4FUmk4mOHj0qNt539xiALzhrgwajiXKvnBEbkZk61atA8eXCKS3bQKsPnvfrNQNAyQvqYOjNN9+k9u3bU0REBJUtW9bhOSEhIQW2b775xufXKqusrCxq1KiR2Hjf3WMAvuCsDWZkZtKFRaPElpuTTWpVCA1sW0McW7zjNJmseo4AIPgFdTCUm5tL/fr1o2eeecbleYsXL6YLFy5Ytt69e/vsGgEg2IfJ8m4faRlPUaEaSrx4g35A7xBAqRLUs8mmTp0qbpcsWeLyPO41qly5so+uCgCCnclsmzPEykbo6JkudWjWL8fojR//ok63VKDyUaF+vEoAKClB3TPkrlGjRlFcXJxYnXrRokVYYwgAXLJOYeMhMsX/daxF9SuVoasZuTTyy98px4BkaoDSoNQHQ6+//jp9++23tH79eurTpw+NHDmS5s+f7/I5OTk5Yjqe9QYAcvcMsVCNmuYPaCaGy/acSqH/W7qfUrP0frpKACi1wdD48eMdJj1bb4mJiW6/3sSJE6lDhw7UrFkzGjduHI0dO5ZmzZrl8jnTp08XdQmULT4+vgR+MwAIFkabYMj2WL1KZWjhwBYUrlXTtr+Tqee8bbTmYJJNnhEABJeAK7p45coVunrV9RpAtWvXJp1OZ7nPOUMvvvgiXb9+vdDXX7t2LfXq1Yuys7MpNDTUac8QbwruGeKACEUXiy4jI4OioqLEfnp6OkVGRrp1DMAXnLXBUxeuUu2qcS7b5uF/U+nZr3+nM1czxf2qMWF0b+Mq1K52eapfuQxVKxtOKvtICgACsuhiwCVQV6hQQWzecuDAAYqNjXUaCDE+5uo4uI+XNXj55Zct++4eA/AFZ21QrdFSdOuHiUfInLXNxtVj6OcXOtLHW0/R4p2nKCk1mz7dfkpsLFKnpvhyEVShTCiVj9SJZOuYcC1Fh2koWtxq827DNZZ9fg73fgOA5D1DRXH27FlKSUmh1atXi6Gvbdu2icfr1q0rvu2tWbOGLl26RG3btqWwsDCRN8T/8PGmzERzB5bjAJDL+etZ1GHGRtJpVHT8jXsLPT9bb6SNiZdpU+JlOnw+lU5eSSe9sej/tHKydpkwJTjKv7XeRzAFIEfPUFFMmjSJli5darnPeUFs06ZN1KVLF/GNbsGCBTR69Ggxg4yDpDlz5tDw4cM9+nnf/3GeIqLSSPmnRvk3x3JrOQL2miWUpRrlMQwGwUEpqujuKFeYVk09G1cRG+PV7U8nZ4jeoqvpOZScnkNX03MpLVtPaVmG/Fu9qGidd6sXwRPnHV3P1IvNExxMWQdLSmAlbsNv3rfe51vuseLbMmFam9lzALII6p4hX0eW8S9+S6rQCH9fTlAxm01kTLtC5SJ1dGDmAFKpbubs8/IH3LvHEhISbI4B+IKzNnjqyg3qOGm5SJI+9s5Ar7dN/mc4W2+yCpKcB02ugqmSwL1LHCxF6NQUodNQuLhVi/dC2RePW93nfX6M90O1KtKpVaJXjTct76tVFKrs5z+uUeVNiIHitx3+FOcZkKb825v38x4zWx2zPZ4X+JuLcr64f/O5RTrf5vXNooRFkc63/v1M7p2fmXGDZjzattCeIQRDRQiGHn3vV9KG5yVb2r9teBcdy8zIoO9e7Cb2kUANgcZZGzxy+hI1rlU5aNqmy2AqP2C6wbf5x5V9cZt/Pj/fl0Q+llpFWlWISDTn4EitbCEhpFbn31oeV5FaRTaPid54S8983muKR6167a3v5z12sw8/7zivPpf3b3jebd4/5sqHbt7j+ftWwYdlX3mu9b5yfv4HdN7/I1fBgotgxOT4fJ7xqOyDc6acTDr3ziOle5jM1z4a2BI5Q0V09lIKffeiv68CoGiCbZY8f8BzLw1vlaLDPHqNXIOJbigBUraeMnKMlKU3UGaukbJ40xvFPm+cI5WZe/OYuNXn7fOxXKOJ9AaTuM3h2/x96w9u3hePl9zbAG7gUVCuncVbiGWfbt7n4DT/MW5XhZ5vf0ylHLN+rjuvZXVcpZzv6Ge5ev38x0SvY96x3Mx0mvRO4e8LgiEAABdFF2XBQ1c8482bS4wYjHlBkd5gphyjUQRDBs6Vyu8BMZjy8qbEZvWYKf++sq/cKv+X7Htv8h672SMjbq16a/Lu3+zNCbHqMVI+RG/2Ltk9bskTzTuHd5XzlZ4osn+c7AICEXC4+sB3EUCoCp7PvWXifn4g4ur1ZBzZmeTGeQiGAADsmCwfqVCSNGqV2EiUiUM5DQgcyFgFn0F6GgQLVJMGkAuCIQAAFwu1AkDph2AIvErGMWoIfujFBJALcobAqzQaDUU1u8+yb39s5MiRDo8B+ILTNqhSi3ZbJkyNtgkgAfyVg1fxGm/luz9j2bc/xhXCAfzFWRvUaHWi3dYsH4F1CgEkgGEy8BmMPECwUPKneUoyAJR+6BkCr+deGDNTLfuWcrH595OTk8V+XFwc8ovA55y1Qa6Hw+3WkGkQ56BtApRuWI7DDVi13nP/Xr5G8ZXKif20tBtUpkze0gcMy3GAvzlrgxsOnaG7b69Z4HEAKJ2f3xgmAwCwgzpDAHJBMAQ+g48XCBa89AMAyAPBEACAHV73CgDkgWAIvAp5pxCMUIEaQC4IhgAA7Mi4aj2AzBAMAQDYMaJnCEAqqDMEXsVLGUQ26ib21Wp1gWODBw+27AP4mtM2qFaJdluhTCjaJoAE8FcOXsVLGcTdN9qyb39syZIlfroyAOdtUK3RiXbboW4cluMAkACGycCrQqwqTgMEW50hlQrtF0AG6BkCr+IC56bcbMu+/bHMzEyxHxERgSUPwOectUGDySTarSk3C8txAEgAwRB4FX/QnJvbN29/ShrFRJexOYblOMCfnLXBrPx2+yURfTQQbROgtMMwGfgMJitDsEAFagC5IBgCALBjRgVqAKkgGALvQqoFBCEs1AogFwRDAAB2jIiFAKSCYAh8BmkYECywUCuAXBAMAQDYQQI1gFwwtR68SqNRU0T9Dg6X4+D7ffv2dXgMwBectUFziEq02+qx4WibABJAMAReFRYWRhV6T7Ds2x9bvny5n64MwHkb5OU4uN0+3Dq+QLsFgNIHw2QAAE6GyVSoPA0gBQRD4DNmlF2EIEugVmNtMgApIBgCr8rIyKAzb/USG+/bH+M1n3izPwbgC87aYFZWXrud1rsx2iaABBAMgVfhezUEI6PJ31cAAL6EYAgAwI4JU+sBpIJgCADADpbjAJALgiHwGXzZhmCBYAhALgiGAADsYJgMQC4IhsCreJYOQLBBzxCAXFCBGryKlzIIr93Ssm9/rGfPng6PAfiC0zYYohLttlZcJNomgAQQDIFX8VIGFftNsezbH1u7dq2frgzAeRsM0ehEux3Zoz6W4wCQAIbJAACc1BlCBWoAOSAYAq/CRwkEcwK1GjlvAFJAMARexUsZnJ3TR2yOluOIjIwUG5Y8AH9w1gazMzNFm322RyO0TQAJIGcIvM6sz3F6LDMz06fXAuBOG+RV67nd5ur9ckkA4GPoGQKfQekWCLZV6wFADgiGAAAc9AwBgDwQDIFXIf8UghEqUAPIBcEQAIAdVKAGkAuCIQAAO0bEQgBSwWwy8CqVSkWh8Y3EfohdATs+1rlzZ8s+gK85a4M8Ssbttm7FKLRNAAkgGAKvCg8Pp8oDZlj27Y9t3rzZT1cG4LwNhmhCRbv972PNCrRbACh98JUHvCoENaghiGeToQI1gBwQDAEAOKkzpMa/kABSCNo/9dOnT9OTTz5JtWrVEt3YderUocmTJ1Nubq7NeYcOHaKOHTuKlafj4+Np5syZfrtmGfFSBufeHSA2R8txVKhQQWxY8gD8wVkbzMnOFG320U5YjgNABkGbM5SYmEgmk4k++ugjqlu3Lh05coSGDx8u/uF6++23xTlpaWnUvXt3uuuuu+jDDz+kw4cP07Bhw6hs2bI0YsQIf/8K0jBlpYlbR6VbkpOTfX9BAIW0Qe4Z4nabmuWXSwIAHwvaYOiee+4Rm6J27dp07Ngx+uCDDyzB0Jdffil6ihYtWkQ6nY4aNmxIBw4coDlz5iAY8hGkXEAwQgVqALkE7TCZI6mpqVSuXDnL/V27dlGnTp1EIKTo0aOHCJquXbvmp6sEgEBnNPn7CgDAl0pNMHTixAmaP38+PfXUU5bHLl68SJUqVbI5T7nPx5zJyckRQ2zWGwDIAwu1Asgl4IKh8ePHU0hIiMuN84WsnT9/XgyZ9evXT+QNFdf06dMpJibGsnHiNRQfPl4gWGBtMgC5BFzO0EsvvURDhgxxeQ7nBymSkpLozjvvpPbt29PChQttzqtcuTJdunTJ5jHlPh9zZsKECTRmzBjLfe4ZQkAEIA8EQwByCbhgSJnm6g7uEeJAqEWLFrR48eICZfPbtWtHr776Kun1etJqteKx9evXU/369Sk2Ntbp64aGhooNio//n+gq32LZtz/WsmVLh8cAfMFZGzRSiGi3dStGom0CSCDEbPb8KxAHGZcvXxZTUyMiIkQQw9PWfYEDoS5dulCNGjVo6dKlpFarLceUXh9OqObAh6fXjxs3Tky/56n1c+fOLdJsMu4Z4uEyfr3o6Giv/D6lVbbeSA0m/k/sH5nag6JCAy7+Bijgjrc20r/Xsui7ke2pWYLzL04AENjc/fwu8ifTP//8I4KPX3/9lfbv3y8CImvVqlUTCx/27t1bbNZBSkniHh5OmuatevXqNseU+I7fgHXr1tGoUaNE71FcXBxNmjQJ0+oBwM0K1KgNASADt4OhvXv30sSJE0UQxMUOedipUaNGYnYWT2fPysqilJQUMW2d6/t89dVXVLFiRXr22WdF/k1JL3bIeUWF5RaxJk2a0LZt20r0Z4NnitEJCeCXOkMqFMoCkIJbw2SPPvooLV++XAyD8f4jjzwielqc5dWcO3dO9Mh88cUXtHXrVqpatSp99tlnIr8nGGGYzHMpqTeoYkJdsX/+1HGqVC7GciwzM5Nuu+02sf/nn3+KoVYAX3LWBptP+pEOzXuSKkWH0d/H/kLbBAhSJTpMtm/fPvr4449p8ODBbg178cwrXjeMt7///pumTZsmCiAGazAExWEmY9rlvD27uJvvnzlzxuExAF9w1gaNZpNot0lpaJsAMnArGOKhL43Gs8TXW265RfQKGQwGj54PAOBrJlSgBpCKW3NGPQ2ESvo1AAB8ARWoAeTidgGNyZMni/wfXvgUwBP4eIFggYVaAeTidjDEeT+c88N1hLp160ZvvPEG7dixA8Nf4FIIYTYOBB8jeoYApOL22NWcOXNo8+bNYpr6pk2bxMbrhPGU+Q4dOlDXrl1FsMTVXFGxFQCCGZbjAJCL28HQiy++KDaeWXHw4EFLQLR9+3ZRAJE3Do6ioqKoY8eOIjDirXnz5t79DSCgcZvQlk+w7NsfU6Y12x8D8AVnbZCHybjd1q4QibYJIIFiLcfB+OkHDhygjRs3ip4jDo54Pr+ywnxpGEZDnSHP5RpMVO+1n8X+oSndKTosb404gEDF/6bVmvCT2N//2l0UF4V1CgGCldeW47DHAU+zZs3E1q9fP9FDNG/ePLEOGIA1jDxAMLBOF1KjVwhACsUKhpKSkizDZbydPn1aPM5DZffcc49Yowzkhs8SCObkaRXWJgOQQpGCIV6h3jr44UVSuUuZu6DuuOMOGjlypAiAOE8ISdSgLHeQ9MnIvP1XDlFMuO1yHK1atbJUOceSB+BrjtogJ0+b9Nl0cekYars6in7bj7YJUNq5HQxxkiFXomaxsbEiSfqZZ54RwU/Tpk2RZAgOcbCsv3rWsm9/jNeDcnQMwBcctUHRM2Qm0W4Tr6JtAsjA7WAoMTFR9PY89NBD9Pzzz1Pbtm3FyvUAbsNnCgQBFFwEkI/bY1kcADVq1IhWrVpFXbp0Eb1Dd911lyi+yDPI9Hq9d68UAMAHsBQHgHzc7hl65513xG1KSoqYQs85Q1u2bBHLdLCwsDDRW8SBEm/oOQKGwVMINqg+DSCfIs8mK1euHD388MNiY8nJySIw4gCJNw6OOH+Ig6N27drRhg0bvHHdAABegWEyAPkUe8pXXFycqC+0YMECUXxx+fLl1LBhQ8rKyhJBEgBAMDGZ/H0FABBUdYaMRiPt3bvX0jO0c+dOEQQpsy84UAK5cS+hOrpi/p2Cx2rUqGHZB/A1R21Q9AyFEGliKlK1suFomwASKFIwZDKZRC0OJWeIg5+MjAxL8MNJ1d27d7esS8YJ1yC3yMhIqv7MIrFvX6uF7yuFOgH8wVEb5ARqlTaM6j63lP6ado/frg0AAjAY6tmzJ+3YsYPS09MtwQ8XW+zVq5dImObg5/bbb8e3KAAoFQnUalSfBpCG28HQ//73P8syG0rPD69HhkrTAFAaE6gRCwHIw+1gaNeuXdSyZUtSq9XevSIoVTiH7MLS0Xn7r+yjshE6m2OdOnUS+1u3bqXw8HC/XSfIyVEb5GEykz6HTnw+hlqtjUbbBJCA28FQmzZtvHslUCpxnlnuxb/FvtFoKnBs//79ln0AX3PUBkXPkNlMWUnHaX8S2iaADNwOhs6ezVtfqqgSEhI8eh6UDhhpgGCDoosA8nE7GKpZs2aRk6P5fIPB4Ml1AQD4BTqCAORTpKn1Go2G2rdvL6pLAwCURqhADSAft4OhKlWq0IULF+jgwYP02GOP0bBhw6hFixbevTooVfARA8EAw2QA8nF7Xvy5c+dozZo1Ykr9J598Qq1btxZT6+fPny8WbwUAKA1M6BkCkI7bwRDXE7rvvvto5cqVdP78eZo1a5bIB3rhhReoWrVq1L9/f/rll1+8e7UQdDjNTBUeLTZHeMkWLNsC/mTfBpWeIW1kDNomgCRCzEo5aQ/t2bOHFi1aRMuWLaMbN25Q9erV6bvvvqPmzZtTaZGWliaqbaemplJ0tOMPdXCMm1etCT+J/d8n3k3lIm/WGQIIRDtPJNOAT/ZQvUpRtG50Z39fDgD44PO72OWjuf7QRx99JHqMqlatSv/++6/YAACCuwI1CkMAyKJYq9ZfvnyZli5dSosXL6Zjx46RTqejRx55hJo2bVpyVwilRjE7IQF8AmuTAcinyD1DRqORvv/+e3rwwQcpPj6exo0bJ6baz5s3j5KSkujrr79GoUWwyM7OpotfjRcbL31gje/zIr+82R8D8AVHbZATqHk5jj3zn0fbBJCE2z1Df/75p8gN+uKLL0SPUGxsLD311FNiij16gsAZXsog59wRy779sS1btjg8BuALjtqgWDXGbKarJw7QlhNomwAycDsYatSokViktVu3biIAeuihh0ir1Xr36gAAfAx1hgDkU+ScIV7BmbchQ4a4tRxHRkaGp9cGAOBzqDMEIB+3gyHOAyrq2mQA1vARA8EAPUMA8nE7GDp9+rR3rwQAIACgZwhAPsWuMwQAUJqgZwhAPsWqMwTgjhBtqNNjERERPr0WgMLaoBIMaXRhpNPg+yKADNz6S58xYwZlZmZ6/EN2795Na9eu9fj5ELwiIyMpYcxKsfG+/TFOsOfN/hiALzhqgzxMptKF0aCPtqJtAkjCrWDojTfeoFq1atHUqVPp5MmTbr1wbm4urVixgnr06EEdOnSgxMTE4l4rBDmkYkAwEHWGxOLUmDACIAu3hsmOHz9Or776Kk2bNo1ef/11UWSxbdu21KJFC6pUqRKVLVtWVBpOSUkRy3Lw4q3bt28XC6TVrFlTVKXmZTpATjwJEYEQBNvaZGrMngWQRpFWrT9x4oRYlPWzzz6jK1euOJxqzy+nUqmoc+fO9PTTT4vijBpNcKcmYdV6z3GQXK5RRzGv/tjuDRRfIcbmWJ8+fcQ+L/TLy7oA+JKjNrh052matOoPog2zqVG1GLRNAAk+v4sUDCn4KYcPH6YdO3aIFeqvXr1K4eHhVKFCBWrcuDF17NhR9BaVFgiGPMc5F1FRUWL/1IWrVLNyOYfH0tPTkZsBPueoDS7afoqmrPqdzs3ta/M4AJTez2+Pumy4R6hJkyZiA3CXGWUXIQigzhCAfDBvFADACuoMAcgHwRAAgIMEagCQB4IhAAArJvQMAUgHwRAAgIM6QwAgDwRD4Dv4wg1BAMNkAPIJ7gJAEPB4SnLtCWtFUqqj5Tg8qOwAUGIctUEeJuPlOCb/cISmPNDQb9cGAL6DniEAAAc9QypUoAaQhkfB0L333kvfffcdGY3Gkr8iAIAASKBW46sigDQ8+nP/5ZdfqG/fvlS9enWaMGGCWKbD106fPk1PPvmkWECWq1/XqVOHJk+eLBaItT6HC0Tab7t37/b59cq83MGl7/5LV76fLvbtj/Xr109s9scAfMFRG+QhXbMhl76ZMRptE0ASHgVDHPyMHTtWrEH21ltvUf369albt270zTff2AQj3pSYmEgmk0mslXb06FGaO3cuffjhh/Sf//ynwLkbNmygCxcuWDZeYBZ8g3sPMxJ3UOaxHWSw60nkYytWrBAbehnBHxy1QR4mM5tMdGT7OrRNAEl4FAzVrl2bpk+fTmfPnhXDZT179qStW7fS448/TlWrVqUxY8bQn3/+Sd50zz330OLFi6l79+7ieh544AF6+eWXadWqVQXOLV++PFWuXNmyabVar14bAAQv1BkCkE+xRsXVajU9+OCDtGbNGhEYvf7662KB1nnz5okFW++44w5aunSpz7qZeSG2cuVuLgSq4ECpYsWK4npWr17tk2sBgOCEqfUA8imxFMEqVarQuHHjRI8R7/N01Z07d9KwYcNEbtGsWbPEsJa38NDd/Pnz6amnnrI8xqtRz549m5YvX05r164VwVDv3r0LDYhycnLESrfWGwDIAUUXAeRTIsHQ8ePHRQ4RBz2PPvoopaSk0MCBA0WuDucUcVAyfvx4ESwVhs9zlPRsvXG+kLXz58+LYTNOdhw+fLjl8bi4ODFk16ZNG2rVqhXNmDGDnnjiCRGYucIBXUxMjGWLj48vxrsDFvjCDUEAw2QA8gkxe1j1joe+uMflk08+oe3bt4ueoAYNGtCIESNo8ODBFBsba9PTcvfdd9OxY8fo0qVLLl/3ypUrdPXqVZfncI6QTqcT+0lJSdSlSxdq27YtLVmyRCR1u7JgwQJ64403RCK1M3y9vCm4Z4gDIh6Gi46Odvn6YCsjI0MEw+zk+WSqXbW8w2Pp6ekFijICeJujNvjy8oP07a4TdG5uX5vHASD48Oc3d2oU9vntUQXqZ599lr766ivx4pyM3L9/fzE81blzZ4fnh4aGUo8ePWjHjh2FvnaFChXE5g7uEbrzzjvF7DBOpi4sEGIHDhwQw3iu8PXyBgDyQc8QgHw8Cobef/99UdeHawwNHTpUDEcVhntvJk2aRCWFAyF+zRo1atDbb78tepQUPGOMcfI29yA1a9ZM3OeZZosWLRK9WeAbERERVPvllaQ3mik8IqLAMf7WrewD+JqjNmgwmSlEG0oL1h2hwe1rom0CSMCjYGj9+vWirlBRdOjQQWwlha+Bk6Z541wla9Yjf9OmTaMzZ86QRqMRw3jLli0TBSPBNzjHi9d5UhnNYt/+GIYfwJ8ctUGeTcaPcxCE9gkgB48SqHm4i+sKubJt2zYx1d5bhgwZIoIeR5uCc5e43hHnBfCQ3p49exAI+ZEZGdQQTMtxYD0OAGl49Nc+ZcoU2rx5s8tzOFiaOnWqp9cFpQQnol/+cS4lr51LWdk5BY5xUMubdcI6gK84aoM8TGY26OnjaS+jbQJIwmtffXhZDi7KCHIzGAyUdmgDZRz5lfS5+gLHOK+LN94H8DVHbZB7hswmI237aQXaJoAkPA6G7PM/7AMhHibjqs8AChMq+0IQQAVqAPm4nUDNtX2s8cKoPJ3dHi9qmJycLOoQWRdABODVwAECHdopgHzcDoZ4KQ2lN4hv7ZOVFVx3qGHDhtS1a1eaOHFiyV4tBDV8xkAwQDAEIB+3g6HTp09b9rm44ejRo0u0bhCUfhgmg2DACdQAIBeP6gydOnVKrE4PUBQmTK2HIIAK1ADy8SgY4qrPAEWF4QcIBkigBpCPR8HQsGHD3DqPc4s+/fRTT34ElBJcxbfFf1bQpRs5FBZWcDmOy5cvW/YBfM1RGzTmL8excscR6nhLRbRNAAl4FAzx6vCuKAnWCIaA20BomVhSG7MKJFDzMXcX5QXwBkdtUARDISFUrrz7i0YDgKQ5Q47wkhe///47vfnmm2Jx1JkzZxb3+qAUUOVXs8LwAwTTcK5GabgAUOqVeM5QkyZN6N5776XGjRvT2rVradSoUcW5PghyvJTBP9+/S2nZBsoZ1rzAsTFjxoj9OXPmUGhoqJ+uEmTlqA0a85fjmDt1LH0dE462CSCBELOjYkEl4Mknn6SdO3fSX3/9RcEuLS2NYmJiRM9XdHS0vy8nqPAiuVFRUWJ/85Gz1LlhvMNj6enpWCEcfM5RG+w6ezOdOH+Vzs3NW9QZbROg9H9+e60fuEyZMja1iQBQZwiCAWY9AsjHK8HQ9evX6YcffqBKlSp54+UhSKF+CwQDBEMA8vEoZ+j11193+Div7nz+/HlavXo1paSk0JQpU4p7fVCK4DMGggGCdgD5eBQMFRbk8BDZhAkTsDYZ2MBsMggGWI4DQD4eBUObNm1y+DivWRYbG0v169cXC7YCWEPOEAQDtFMA+XgUDHXu3LnkrwSkG37I1hv9di0AzqBnCEA+HgVDAO4KDw+nu19fTn8mpZE2NNzm2I7TaVTt6bwK5UnpRrol0ndB2eUbOXQhNYtSMnLFdi2Tb/WUlq2n7FwjZRuMlJVrpCy9kbL1pgJJtSEhVvtEpNOoKEyrplCNikLzb/l+mEZNoVqV1a2KInQaKhPGmzb/VkNRYRqKDtOK53H1Y/Bd+1SKyPL+zeU4dLRl/xFKKB9peRwASi+PgqEVK1bQsmXLaN++fZScnCwe47L1rVq1ogEDBlDv3r1L+johSPHQaZm4qqTJCCezCBtuupZpIE1M3ozDIYv30zcj2lJ8uZJZB4rLZ3HAc+Jyutj+vnyDTl7OoH+vZ9LF1GzSGwPz279WHWITJJUJVfa1FB2uoZhwrdMtOlwrAjAoWvusWbNmgWA5JIQfr0UJ5bEuGYAMNEWdMv/www/Tli1bxIeNtTNnzoht5cqV1LVrV3GLAoXA1Pk9HfZtxrq35fz1LHr4g5300cAW1Dwhtsg/4/KNbDp0LpUOnU+lw/9ep8PnUyk5Pdf5NalCqFKZUIorE0qxEToqF5m3ce9MuE5F4dy7o1WLWw4wNOr8QM7qVzDn3zGZiHKNJsox5PUi8fBfjsH5bWaOgW5kK5s+7zbHIF6LgzSlt8oT3LNkHRzZB0uugqkwLXqlrIfJsBoHgDyKFAwNHjyYNm/eTLfeeiu9/PLL1KVLF6patao4lpSUJBKrZ8+eTb/++isNHTpUBEQgt9zcXDq06j26lppN2f0a2hzLzM6ma5sWUbWyYVT97mF0PDmb+n6wkx5rnUBDO9SiuhXzKgNb44DqQmo2HU1KoyPnU+loUiodOZ9GF9OyC5yrCiGqUT6S6lSIEq/FW43yEVStbDhVLBNKGnXgfNpxb0R6rl2AlH+blr+flmWg1Cy+1Ytb642H9zjW5GCLe8R4KyqdWpUfMDnugXIVXEXo1EEZSHH7fPXVV8U+r6mo0+lEArXZqKc3J79KUaEay+MAUHq5vRzHjh07qGPHjnTXXXeJOkJhYWEOz8vOzqZevXqJwGj79u3Url07CnZYjqNkljv4Zudx6t/uFsuxt388SK/c31TsJyVfo+nrTtHqg0mW41VjwkQwwx+03PPCPT3/XssUAYKjwIeDncbVylKT6jHUuHoM3VYlWpphIw6muHdJCZQcBUw2wZNNIGUodqFBHt7jXrXCeqBsjkXk3Ub6MZBytBxHrQlryZiTjeU4AEoBdz+/3e4Z+vrrr0mj0dCnn37qNBBifGzRokVUp04d8ZzSEAxBybAPu3N5fCkff5C++1gzGtAmgRZu/Ye2/X2FklKzxeZoiOuWilHUsGoMNaoWLW4bVo2myFB55wOoVCGWIOPm6m/u4e9D6TkGh8GS0hvlKpjiYSUe3ruakSu2otKoQixBknWwFB1WSA9VhJbKhGpKNJDi9wIz6wHk4/anBydLt2/fnuLjC/+nNiEhgTp06EB79+4t7vVBKWLf+6A33gyGFG1rlxcbfzj/dSGNzl/LolyDSeTscG5PtdhwSigXIU2Pjy9wMJGXtK2l6rFFDx4yc42F9z4VOJ7Xi8U9fhxMeZonxT2CtgFUXsI5B8Y8xCVm6vF+mPV9bd5jHEgZbX8mluIAkJPbwRBPP+3fv7/bL9ykSRMx4wzAWTE7DnKc4Q+qVjXLUSvbiT4QgIEUBx68VS0bXuRAihPO3R3Os7/P+VEcu1zP1IvNE6Zc255H1BgCkJOmKONuXF3aXWXLlhXPAfAkGAI5AqlwnVpslWOcD707w7PzCgRL2XpKzzFSeraB0nP04pZzqfLu529Wj9l3RqH6NICcNEWZdcE5Q+5Sq9XiOQAK+y/dgVrrB4KDKGqpVVPF6KIHUor//vAHvTr35n0MkwHIqUhzi4Nx6iwEcM4QeobA3+z+SUMwBCCnIk2/mTZtGk2fPt2tcw2GgtOfQT68lEH/Gcto6/Fk0upCbY6Z1FqqMmwBPXtnXSx5AH6h1YWJNti7WTXRBrPzc494OY7Dhw/nDeWhbQKUem4HQzxDDD1D4MlyB+Xj65LuWmSB5Tj0JiJdhRpUu14DcR6Ar3G74zZYMaGm2Fd6htQqFTVq1MjflwcAgRYMnT592rtXAqV+OQ77EQieDUT5i5wCBAJjfgI117ICAHngUwi8ipPo9678kK5v/5Jyc22XiMjKzhGPr/h4LpLtwS8M+lzRBjd9tUC0QaVnSGU20JQpU8SGtglQ+iEYAq/S6/W0Z+VCSt3xNeXm2taCyc7JFY9//eEccR6ArxmNBtEGty77QLRBSzBkMtHUqVPFhrYJUPohGAKfsR8mQ50h8Df7wTBLMIRhMgCpIBgCPxZdNPrtWgAcuZlAjWAIQCYIhsCnK6s7W6gVILASqP19JQDgS/iTB59/0CgwTAaBBj1DAHJCMAQ+U3BqPar9QoAGQ6ipBiAVj4Kh119/nbZu3erynG3btonzAKxXKbeG5Tgg0CCBGkBOHgVDXHtj8+bNLs/hYImnpYLcwsLCaMTsb6jyoDmk0uhsjulJLR7/eeM2cR6Ar2m1oaINPjnra9EGlWBIpwulvXv3ig1tE6D0K9LaZEXBhcp45XqQG7eB+HqNKfRyFJmtltzgDx0jqSi0Sj1q3bo12gr4hUqjEW2w6i01RBu0DJNpNNSqVSt/Xx4ABHrOkKt1yjgQ4mGyihUrevryUIooyajWo2TWydOhWI4DAizJX4NhMgCpuN0zVLt2bZv7c+fOpcWLFxc4z2g0UnJyMmVnZ9Pw4cNL5iohaInAeOUiSv3nKuW0ef7m4wYTmY16Stu/mua/c5TGjH6RdDrbYTQAXyzHkbpnJe28GEu590639AyR0UCzZs0Suy+88ALaJkAp5/ZXcpPJJBJgeeNeIWXfftNqtdSwYUN65ZVXaPbs2d69egh4vJTBz4vepuubF5PBcHNZgxyjkcxGo3h8wvhxWPIA/MJoMIg2+OvSvCVhlGAoxGyksWPHig1tE6D082jVepVKRaNHj6ZJkyZ567qglBddzNFjJhkEbpV0DJMByMWjBOpTp05R2bJlS/5qQJqii7lGBEMQeAxGTK0HkJFHwVCNGjVK/kpAqqKLqD4NgSDESc8Qii4CyKVYU+t37dpFGzZsoKSkJMrJySlwnHOLPv300+L8CCitw2QIhiAAGbAcB4CUPAqGDAYDPfbYY7Rq1SqbhGqFch/BEFhDzxAEOqxNBiAnjwq88CyxlStX0tChQ2n//v0i8HnxxRdFT9Fbb70l8on69etHJ0+eLPkrhqBlvUg9giEIRJZhMgRDAFLxqGfoyy+/pEaNGtEnn3xieYwDoDZt2oitZ8+eoqpw165d6amnnirJ64Ugw0sZvPTOl/TFnjOk0motj+cYjBSi0VL759+lNx9qjCUPwC+0ulCq9Nh/6e7bKos2qCRQa0NDadOmTWIfbROg9POoZ+jEiRPUpUsXy30eDrOuxcF1hu6//3764IMPSuYqIWjxEgcNmrelsIQmZA5R2fQMhajUVPXWFqItYTkO8AeVWi3aZo1GLUUbVHqGtGqNaJdomwBy8CgY4mqsERERlvtRUVF0+fLlAjPO/v777+JfIQQ9ZcjBUt3Xamq9DktxQABBAjWAnDz6JIqPj6dz585Z7jdo0ECsUm+dRL17924qV64cedMDDzxACQkJohu7SpUqNHDgQDGzzdqhQ4eoY8eO4hy+7pkzZ3r1msAW9xhu/u5zuvH7jza9h1x00Ww00MnNK2nBggWo8gt+YTLqRdvc/9M3og1aZjyajKJdom0CyMGjYKhz5842wU///v3p2LFj1KtXL/GPB8802759O91zzz3kTXfeeSd9++234mdzQjcnbPft29dyPC0tjbp37y56qX777Tex1tCUKVNo4cKFXr0usF2b7LPZkyll/YdiX5FjzAuG9nz5Nj377LM2xwB8xaDXi7b5y8f/FW3QshyHySDaJdomgBw8SqAeNmyYWJD1/PnzVL16dXruuedo8+bN9OOPP9LPP/8szuEE6hkzZpA38ZIgCg54xo8fT7179xbf5HiNNE705n/IFi1aJIb2OJfpwIEDNGfOHBoxYoRXrw0Kshkmw2wyCEAYJgOQk0fBUPPmzW2SoznwWL16tZhmz70zHJhwMMRrmPlKSkqKCH7at28vrofxVP9OnTrZrDjdo0cPMf3/2rVrFBsb67Prg5sfNMpsMoBAgwrUAHIq0WilZcuWYsisbdu2PguExo0bR5GRkVS+fHk6e/Ys/fDDD5ZjFy9epEqVKtmcr9znY85wNW0eYrPeoGQrUKNnCAKRsmQe1iYDkEuxIhYegvrpp5/EsNO0adMsj2dnZ4vZZSbrKntu4qEunqrvaktMTLSc/8orr9Aff/xB69atE1NgBw0aZJPI7Ynp06dTTEyMZePEayg+vdXirAiGIBAZ8//NUmOSI4BUPF6bjIfFOO/mypUrlqU3Jk6caJnB1a5dO/r8889pwIABRXrdl156iYYMGeLynNq1a1v24+LixFavXj269dZbReDCM9n451euXJkuXbpk81zlPh9zZsKECTRmzBjLfe4ZQkBUsjlDWJsMAkGI3VKt6BkCkJNHwdCOHTvErC2ezj5v3jwRfHz99deW45wvVLduXTHDq6jBUIUKFcTmCaUnSlk0lgOiV1991ZJQzdavX0/169d3mS8UGhoqNvBezhB6hiCQe4Y0CIYApOJRMMRDYrz8Bk9X516Zq1evOswf2rNnD3kLv/a+ffvojjvuEIENJ25zz1SdOnVEEMQ4EJs6dSo9+eSTIrfoyJEjInibO3eu164LbHFQ+d8PvqC5v/5NZpXGtgK1RktP/3ch9WpSFcEn+IVGp6MKfSfTnfUqiDZozB9i1+lCxexYhrYJUPppPA1EuGeIAyFneFjJOpm5pHEF7FWrVtHkyZMpIyND9FJxXaPXXnvN8o8X5/twLtGoUaOoRYsW4nonTZqEafU+pNFo6I5u3emj02XJFKK2qUDNy3E079CN7ut0c9gTwJfUag1F1GlFdVsmiLaqDJPptFq67777/H15ABDIwRAPQ0VHR7s85/r1616dUda4cWPauHFjoec1adKEtm3b5rXrgKIsx2EqMLU+VItMVQjEBGoMkwHIxKNPIk5g5iEqV7jGDy/TAXLjfK3/rfqG0g9voFyrZQ14mIwrUO/6eSUtWbIESx6AXxgNetE2D278QbRBpWfIbDKIdom2CSAHj4KhPn36iCTqxYsXOzz+9ttvi/wcrjkEcuPyC9PGPkdXf3qHDHqr5Tjyg6EPp71MQ4cOxZIH4LflOLhtrn1vYv5yHPnRkMkg2iXaJoAcPBom49o+PFPs//7v/+irr76yzN4aO3as6BHauXMnNW3aVKzrA6AwGDG1HgKLfaFpJYFaZTflHgBKN4+CoaioKJGHw8EOL5TK65QpPUJcb+iRRx6h999/H7MwwIbBKmcIU+shECnDZJhaDyAXj4su8nR2Xgvs3XffFflDvDYYJ1W3atWqwBIYAAwLtUKgU4bJUHQRQC4eB0MKXhOMp7QDFMY6/snWY6FWCNyeIcwmA5AL5jWDz5iscoYQDEEgr1qPYTIAubjdMzRy5MgivzjnDy1YsKDIz4PSvxxHNobJIIDbqMo+sxoASjW3g6EPP/zQacDjbJV4BEPASfQfLv6CXvv+CJmsluPgniFejuP9Tz+nuDJYCw78Q6vTUdyD4+mOunGiDZrygyHe58khyj4AlG5uB0ObNm0q8BgXJPvss88cHgNgvMTBQw/3oemJZUkZGOPgOYuDIZWa+vTtSxWjw/x8lSDzchyRDe6gBq3zluNQZjzqdFrq16+fvy8PAAItGOrcuXOBxzZv3uz0GIBCo85LTeMv3fzNW28ykdKZGKq9uV4ZgL8hgRpATkigBq8yGAy05vuVlJG4ncwmo8jJyNbnfeLw/Z9+WEXLly8X5wH4mtFoEG0zcec60QaVBGoyGUW7RNsEkEOxp9YDuMLVyYc8MUDsx49eIWoN5eTPJAsx6mnAY4+K/fT0dDFMAeBLhtxcSv5hBn3PbXXq05YEapNBL4rHMrRNgNIPPUPgU5yTwflCLAxDZBBglARqDJMByAXBEPiU0WqYLFSL5geBRUmgRjAEIBd8GoFP5eUM5fUMhaNnCPzMvpyQsnyeGnWGAKTi9kB4z549Czx24sQJp8eUOkNr164tzvVBqewZyguGQjWIxSGwKKvWo2cIQC5uB0P/+9//inyMgyEA+54hJWcoVIOeIQjUCtT+vhIACMhg6NSpU969EpCC0XgzZygMOUMQYJBADSAnt4OhGjVqePdKoFTS6XS0ePFieu37wxSi1oiCizmGvJ6hyPAwcUw5D8DXNFotle/5IrWpVU60QR7GZWGhoWibABJB8QzwKq1WS0OGDKF5Z9fRtUw9GUTPUF4wFBEWKo4B+Itao6WoxndR41bxoq0qwVBoqA5tE0AiGKcAn9DmL8mhN5ooKxd1hiCwE6ixaj2AXBAMgVfxUgY8ozD9xF6x/Eau0UTZhrycIa3KJI7xhiUPwB9MJiNlntxHJ3/bKtqg0jNEZiPaJoBEMEwGXl+Oo1evXpblOPQGk2WYTEtGyzEseQD+Wo7jyoqptIKIlrw61BIMGfW5aJsAEkHPEPiU6BmyzCbDMBkEFiUY0mA2GYBUEAyBT+Va9Qxhaj0EajCkQjAEIBV8GoFPcQK1pQK1Gj1DEFiQQA0gJwRD4FM5Vj1D4ToEQxBYMEwGICcEQ+CHYTJl1XoEQxCgw2ToGQKQCoIh8HkCdaYlZwjBEATmchzoGQKQC+aLglfxUgbvvfceLdt3js7wchwGE2Xm5NVtKRsZJo4p5wH4YzmOcnc/Tc0TYkUbVBZqDQsLRdsEkAiCIfAqXuJg1KhRdGLZATr7x3nRM5SeHwxFR4aLYwD+XI6jTPNe1Lxl/nIc5pvLcaBtAsgDw2TgE7r85Tg4ZygjNy8YigxFLA6BBcNkAHJCMAReZTQaafPmzZSU+Fv+chxmysjJn02mCRHHeOPzAHzNZDRS9tlDdOboXtEGlWEys8mEtgkgEXw1B6/Kzs6mO++807Ich+gZyh8m05j1lmO85EFkZKRfrxXko8/NoUtf/4eWEdHHYx61PG7IzUHbBJAIeobAp7JyDaLWEIvQIRYH/7KeQa/0CjFUoAaQC4Ih8KlrmXrLPnKGIJCY8pOnmRrBEIBUEAyBT13LzLUkVOs0aH4QeAUXGRKoAeSCTyPwqavpecFQZCgKLkJgsRkmQwVqAKkgGAKfunwjR9wiXwgCdVo9wzAZgFwQDIFPJafnBUNRyBeCgO4Z8uulAICP4RMJvIqr+s6cOZP+vnSDfgm5OTTGw2TKMeU8AF/TaLRUtstQalI9htQajaVXiJfgQNsEkAeCIfAq/lB55ZVXaOfJZFr38R6bmWTKMQB/0Wh1FNOmD7VuUV0szcHUIXnBENomgDwwTAY+YT8shmEyCNTZZBo1xsgAZINPJPAqXsrg999/p3MpmWI5jhBV3lBZ2Qid5Rhr3rw5qdWYYQa+X44j58JxunDiOuV0qmUZJkPbBJALgiHw+nIcrVu3tizHEaLL+1ApF6m1OYYlD8Bfy3Fc/GwMfUlEYx+9YKkxhLYJIBcMk4FfxEbo/H0JADYM+RWo1Sr8swggG/zVg1+Ui0QwBIHFYMzPGcK8egDpIBgCn7FOmo5FMAQBwLrQtFJ0EQUXAeSDYAh8plJ0qGW/QtTNfYBAKrqI2WQA8kEwBD4Tnp88zWrFISEVAnNqPXqGAOSDYAh8pmJ0mE3RRYBAYjCaxC1yhgDkg08k8CpeymDy5Mli/4FuDSjxyiF6unPtAsew5AH4Ay/BEdPhMbqtSjSRSlmOQ4W2CSCZELM5fz4pOJWWlkYxMTGUmppK0dHR/r4cACghH245STN+TqQ+zatTryZVaOiSfdS4Wgytee4Of18aAPjw8xvDZAAgLesBMSRQA8grqIOhBx54gBISEigsLIyqVKlCAwcOpKSkJMvx06dPU0hISIFt9+7dfr1umZhMJjp69KjYeN/dYwC+wO0u98oZSj53gvQGgyVnCG0TQC5BnTN055130n/+8x8RCJ0/f55efvll6tu3L+3cudPmvA0bNlDDhg0t98uXL++Hq5VTVlYWNWrUyOGyBq6OAfiCPiebLiwaRZ8R0f27/rbMJkPbBJBLUAdDo0ePtuzXqFGDxo8fT7179ya9Xm+T9MjBT+XKlf10lQAQDIz56ZMaLMcBIJ1S81efkpJCX375JbVv377A7A8eTqtYsSLdcccdtHr1ar9dIwAE/nIcqDMEIJ+gD4bGjRsnurC59+fs2bP0ww8/WI5FRUXR7Nmzafny5bR27VoRDHHPUWEBUU5OjshAt94AQI6ii6gzBCCfgAuGeKjLUdKz9ZaYmGg5/5VXXqE//viD1q1bR2q1mgYNGkRKtYC4uDgaM2YMtWnThlq1akUzZsygJ554gmbNmuXyGqZPny6m4ilbfHy8139vAPAvZTYZeoYA5BNwOUMvvfQSDRkyxOU5tWvnFe1TAh7e6tWrR7feeqsIXHi2WLt27Rw+lwOj9evXu3z9CRMmiCBKwT1DCIgASvtCrfkVqDG1HkA6ARcMVahQQWyeUP4x42EuZw4cOCBmn7kSGhoqNgCQsWco4DrMAUC2YMhde/bsoX379ok8oNjYWDp58iRNnDiR6tSpY+kVWrp0Kel0OmrWrJm4v2rVKlq0aBF98sknfr56eXAyO5c8UPbdPQbgq+U4ols/TLdUiiJSqS05Q2ibAHIJ2mAoIiJCBDe8flBGRobo7bnnnnvotddes+nVmTZtGp05c4Y0Gg01aNCAli1bJmoRgW9wMOosR8vVMQBf0Gh1FHvnMOrUvBqRWmvJGULbBJBL0AZDjRs3po0bN7o8Z/DgwWIDACgMZpMByCtogyEIDpzHxSUPGC+dorLKx3B1DMAXuA0aUi9R6qUQyi1bx9IzhLYJIBcEQ+BVvKxBrVq1nC7H4ewYgC8YcnLo/IdP0iIievOH3y09Q2ibAHLB1x0AAKthMswmA5AP/uoBAKxzhlBnCEA6CIYAAKzWJkMCNYB8EAwBAIieofwK1AiGAKSDYAgAABWoAaSGv3oAAOQMAUgNU+vBq7jy98iRIy377h4D8AW1Rk1Rze6j2hUiyRSittQZQtsEkAv+ysGreGmUBQsWFPkYgC9odaFUvvsz1LVZNctjnDOEtgkgFwyTAQDY5AxhmAxANugZAq8ym82UnJws9uPi4igkJMStYwC+wG3QmJlKmWnhpAqPtvQMoW0CyAXBEHhVZmYmVaxY0eGyBq6OAfhCbnYW/Tv/cVpIREMWbrXMJkPbBJALhskAALBqPYDUEAwBACBnCEBqCIYAAIjIhDpDANJCMAQAQER6Y95yHOgZApAPgiEAAOQMAUgNwRAAANYmA5AaptaDV/FSBoMHD7bsu3sMwBdUajVFNupGCeUiyJT/3ZB7htA2AeSCv3LwKl7WYMmSJUU+BuCr5Tji7htNdzetSscvpRNRlkigRtsEkAv6gwFAWtaVpY0mJFADyAo9Q+BVvKwBV/NlERERBZbjcHYMwBe4DZpys0mfnWWZTaZRqdA2ASSDniHwKv5AiYqKEpvy4eLOMQBfLcdxbm5f+mBoB9LnZFl6htA2AeSCYAgAgGeTGVGBGkBWCIYAAKyKLmpRgRpAOgiGAACs6gxp1fhnEUA2+KsHAOBgyIBgCEBW+KsHAGlZD4jp86fWYzkOAPkgGAIAsEqg1mnwzyKAbFBnCLxKrVZT3759LfvuHgPwBZVKTRH1O1CVmHDSU4joKeKeIbRNALmEmLm6GLiUlpZGMTExlJqaStHR0f6+HAAoIYu2n6LXf/yT7m1UmX4+clE8dnByd4oJ1/r70gDAh5/f6A8GAOnp84fImA4J1ADSwV89AEhPqTHEeKFWAJALgiHwqoyMDLGuE2+87+4xAF/Izc6kM2/1os+ebCPWKKP8nCG0TQC5IBgCAMjH1aexKCuAfBAMAQDk4xXrAUA++MsHAMiHdckA5IRgCAAgH5biAJAT/vIBAPJhJhmAnBAMAQDkQ88QgJywHAd4FS9l0LNnT8u+u8cAfEGtUlN47ZYUqlFRiEplCYbQNgHkgmAIvCosLIzWrl1b5GMAvqANDaWK/aZQXJSOktNzLSvWo20CyAV9wgAgvVxDXgVqDJMByAl/+QAgPYMpb20yTK0HkBOCIfAqXsogMjJSbI6W43B2DMAXcrIy6eycPpQ4o7dYjkPpGULbBJALcobA6zIzMz06BuALZn2Ow6n1aJsA8kDPEABIy34dMuQMAcgJf/kAAPkQDAHICX/5AAD5lKn1ACAXBEMAAPnQMwQgJ/zlAwDkw9R6ADlhNhl4lUqlos6dO1v23T0G4Au8BEdofKP8OyEUqslbegNtE0AuCIbAq8LDw2nz5s1FPgbgC7rQMKo8YIblfqg2L/BB2wSQC77yAIC07GbWkw45QwBSKhV/+Tk5OdS0aVNRM+TAgQM2xw4dOkQdO3YUCy/Gx8fTzJkz/XadABDYlJ4hAJBLqfjLHzt2LFWtWrXA42lpadS9e3eqUaMG/fbbbzRr1iyaMmUKLVy40C/XKSNeyqBChQpic7Qch7NjAL5ajuPcuwPExstxKDlDaJsAcgn6nKGff/6Z1q1bRytXrhT71r788kvKzc2lRYsWkU6no4YNG4qeozlz5tCIESP8ds2ySU5O9ugYgC+YstIs+zrNze+HaJsA8gjqnqFLly7R8OHD6fPPP6eIiIgCx3ft2kWdOnUSgZCiR48edOzYMbp27ZqPrxYAAl2oVTAEAPII2p4hs9lMQ4YMoaeffppatmxJp0+fLnDOxYsXqVatWjaPVapUyXIsNjbWaQ4Sb4rU1FTLsBsUjfUQA79/RqPRrWMAvpCVkW7ZN+VkkiEnQ7RFtE2A0kH53OaYIaiCofHjx9Nbb73l8py//vpLDI3duHGDJkyYUOLXMH36dJo6dWqBxzkBGzznKK/LnWMAvnD+/UE04n0i+wF0tE2A4MfxQkxMjNPjIebCwiUfu3LlCl29etXlObVr16ZHHnmE1qxZY7PqNH97U6vV9Pjjj9PSpUtp0KBBIir8/vvvLeds2rSJunbtSikpKW73DF2/fl0kYZ89e9blmwmO8f8DDiTPnTtH0dHR/r6coIP3r/jwHhYP3r/iw3von/ePQxwOhPhLjasCqgHXM6TM4CjMu+++S2+88YblflJSksgHWrZsGbVp00Y81q5dO3r11VdJr9eTVqsVj61fv57q16/vNBBioaGhYrPHgRAasef4vcP75zm8f8WH97B48P4VH95D379/7nRiBFww5K6EhASb+1FRUeK2Tp06VL16dbE/YMAAMdz15JNP0rhx4+jIkSM0b948mjt3rl+uGQAAAAJP0AZD7kaDnFs0atQoatGiBcXFxdGkSZMwrR4AAABKXzBUs2ZNh9niTZo0oW3bthXrtXnIbPLkyQ6HzqBweP+KB+9f8eE9LB68f8WH9zCw37+AS6AGAAAA8CVUGAMAAACpIRgCAAAAqSEYAgAAAKkhGAIAAACpIRgqxIIFC8RMtbCwMFHMce/evf6+pKCxdetWuv/++0XlT64Ubl0JHNxbFqZVq1ZUpkwZqlixIvXu3VssMgzu++CDD8SMUqVQGxdi/fnnn/19WUFrxowZ4m/5xRdf9PelBIUpU6aI98t6a9Cggb8vK+icP3+ennjiCSpfvjyFh4dT48aNaf/+/SX6MxAMucDVrMeMGSOm8/3+++90++23iyrXly9f9velBQVe7JLfMw4ooei2bNkiamTt3r1bVE7nSurdu3e3WUQUXOMCrPwB/ttvv4l/PHkpngcffJCOHj3q70sLOvv27aOPPvpIBJfgvoYNG9KFCxcs2/bt2/19SUHl2rVr1KFDB7GKBH+R+fPPP2n27NkuV5HwBKbWu8A9QfzN/L333hP3TSaTWBvlueeeEwvKgvv4G9F3330nejfA83X7uIeIg6ROnTr5+3KCVrly5WjWrFmiMj24Jz09nZo3b07vv/++WAapadOm9M477/j7soKiZ4h7xA8cOODvSwla48ePpx07dhS7XmBh0DPkRG5urvg2edddd1ke40Xe+P6uXbv8em0gp9TUVMuHORQdL+T8zTffiJ41Hi4D93EP5X333Wfz7yG45++//xapArzAOC8izgt+g/tWr15NLVu2pH79+okvg82aNaOPP/6YShqCISeSk5PFP56VKlWyeZzvX7x40W/XBXLiXknO0+Du4kaNGvn7coLK4cOHxdqFXLn26aefFj2Ut912m78vK2hwAMlpApzDBkUfXViyZAn973//E/lrp06doo4dO4pV1ME9//zzj3jvbrnlFvrll1/omWeeoeeff56WLl1KJanULMcBUNq/mfNCw8g3KLr69euLYQruWVuxYgUNHjxYDDUiICrcuXPn6IUXXhA5azyJBIrm3nvvtexzrhUHRzVq1KBvv/0Ww7RF+CLIPUP//e9/xX3uGeJ/Cz/88EPxt1xS0DPkBC/qqlar6dKlSzaP8/3KlSv77bpAPs8++yz9+OOPtGnTJpEQDEWj0+mobt26YrFm7t3gpP558+b5+7KCAqcK8IQRzhfSaDRi40Dy3XffFfvcew7uK1u2LNWrV49OnDjh70sJGlWqVCnwxeXWW28t8eFGBEMu/gHlfzx//fVXmwiV7yPfAHyB5zZwIMTDOhs3bqRatWr5+5JKBf47zsnJ8fdlBIVu3bqJYUbuWVM2/pbOuS+8z18YoWiJ6CdPnhQf8OAeTg2wLyly/Phx0cNWkjBM5gJPq+duOP7jb926tZg9wcmXQ4cO9felBc0fvvU3IB4v539AOQE4ISHBr9cWLENjX331Ff3www+i1pCSqxYTEyNqbUDhJkyYIIYquL1xnga/n5s3bxa5B1A4bnf2OWqRkZGi3gty1wr38ssvi1pr/MGdlJQkyrRwAPnYY4/5+9KCxujRo6l9+/ZimOyRRx4Rtf4WLlwothLFU+vBufnz55sTEhLMOp3O3Lp1a/Pu3bv9fUlBY9OmTVy2ocA2ePBgf19aUHD03vG2ePFif19a0Bg2bJi5Ro0a4u+3QoUK5m7dupnXrVvn78sKap07dza/8MIL/r6MoNC/f39zlSpVRPurVq2auH/ixAl/X1bQWbNmjblRo0bm0NBQc4MGDcwLFy4s8Z+BOkMAAAAgNeQMAQAAgNQQDAEAAIDUEAwBAACA1BAMAQAAgNQQDAEAAIDUEAwBAACA1BAMAQAAgNQQDAEAAIDUEAwBgN916dKFQkJCKFhwrVpeu7B79+5e/T02bNggXu+nn34qsdcEgIKwNhkAlKiiBgPBWAT/s88+o99//5127drl1Z9z11130R133EFjx46lHj16YGFUAC9BMAQAJYoXo7THixynpqY6PKYEF5mZmRQsq95PmTKFOnbsSG3btvX6z+NA6IEHHqBvvvlGrBYPACUPa5MBgNfVrFmTzpw5E5S9QPbWrl1LvXr1oo8//pj+7//+r8Aw2ZYtW0r099Tr9VS1alVq0KABbdu2rcReFwBuQs4QAPido1ybJUuWiMf4ds2aNdSmTRuKiIigatWq0cSJE0UPDVu6dCndfvvtFB4eTgkJCTRr1iyHP4MDlEWLFlGHDh0oOjpavFbLli3FY0WxePFicV19+vRxGcBw7xEHgaGhoVSvXj16//33C5zH5/Brbd68WfyezZs3F9fF74dCq9VS7969afv27XTixIkiXSsAuAfDZAAQ0L777jtat26dCAg4kOGemTfeeEMENzExMWL/wQcfFAHEypUrxbBSpUqVaNCgQZbX4HN5iOnrr7+mW265hQYMGEA6nY7Wr19PTz75JP3555/09ttvF3ot/DqbNm2i+vXrU2xsrNPzHnvsMdq7dy/de++9Is/n22+/pVGjRonAZvjw4QXO5wCOX5d/D07Kts8NateuHX3yySe0ceNGqlu3bpHfQwAoBA+TAQB4U40aNXjcyOnxzp07Fzi+ePFi8ZhWqzXv3bvX8nhaWpq5YsWK5oiICHPlypXNJ0+etBw7e/asWafTmRs3bmzzWgsXLhSvNXToUHNubq7l8ZycHPP9998vju3fv7/Q3+Po0aPi3Mcff9zl79GmTRtzamqq5fHExESzRqMx169f3+b8yZMni/MjIyPNhw4dcvpzDx48KM4bNGhQodcIAEWHYTIACGhPPPEEtWrVynK/TJkyImeHE66feeYZql27tuVYfHy8mH3FPT0Gg8Hy+HvvvUeRkZG0YMEC0Tuj4N6hN998U+xzr1Fh/v33X3HLPU+uTJ8+XQzFKbgniXu1jh07Rjdu3Chw/ogRI6hx48ZOX0/5ecrPB4CShWEyAAhoTZs2LfBYlSpVXB4zGo106dIlkV/EQdPhw4dFEvJbb73lML+HJSYmFnotV69eFbdly5Z1eR7XILJXvXp1cXv9+nUR0Flr3bq1y9crV66cuE1OTi70GgGg6BAMAUBAs+5hUWg0mkKPKUHOtWvXRK7P+fPnaerUqU5/TkZGRqHXwknaLDs72+Nr5kDNXmE9TVlZWeKWk6sBoOQhGAKAUk0JTLi3Zv/+/cV6rQoVKojblJQU8mWhSuXnKT8fAEoWcoYAoFTjIalbb72V/vrrLzFEVRwNGzYklUolcn98Sfl5rvKKAMBzCIYAoNR7/vnnRe4QT2t3NBx26tQpOn36dKGvw7lCTZo0ET1MSp0jX9izZ4+47dy5s89+JoBMEAwBQKn31FNP0eDBg2nFihWizhDXIBo/fjwNHTpU1PCpU6cO7d69263Xeuihh8SMMHfPLwlcD4nrGnXq1MlnPxNAJgiGAKDUUypZL1u2TAx1/fjjjzRnzhwRZISFhYmCi7woqjt4CQ5Ohv7iiy/IF7jHaseOHSKY42sFgJKHtckAAIpo4MCBohI2r7dmP02+pL322ms0c+ZMkfPEPVgAUPLQMwQAUES8BAhPd58/f75Xfw6XBeCfwcUlEQgBeA+m1gMAFFGNGjXEArFc2NGbOLF79OjR9Nxzz3n15wDIDsNkAAAAIDUMkwEAAIDUEAwBAACA1BAMAQAAgNQQDAEAAIDUEAwBAACA1BAMAQAAgNQQDAEAAIDUEAwBAACA1BAMAQAAAMns/wGLwduVa10vzgAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "include_PI = True\n",
+        "\n",
+        "\n",
+        "def _demarcate_ramps(ax, results_dict):\n",
+        "    for tpoint in np.squeeze(results_dict[\"ramp_list\"])[:-1]:\n",
+        "        ax.plot(np.array([tpoint, tpoint]) / 60**2, [-1e6, 1e6], \"k--\")\n",
+        "\n",
+        "\n",
+        "for key, value in results_dict.items():\n",
+        "    # Turn n by 1 arrays in into vectors\n",
+        "    results_dict[key] = np.squeeze(value)\n",
+        "\n",
+        "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
+        "\n",
+        "time = results_dict[\"time\"] / 60**2\n",
+        "\n",
+        "ax_fontsize = 14\n",
+        "title_fontsize = 16\n",
+        "iz_plot = [1, 3, 5, 8, 10]\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"potential\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"voltage_controller_mv_ref\"],\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0.65, 1.45))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-250, 125))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
+        "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 20000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Fuel reference\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
+        "        label=\"Sweep reference\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
+        "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
+        "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
+        "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
+        "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 1))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"H2_production\"])\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1.25, 2.5))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 7500))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
+        "        label=\"Target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((0, 11000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-125, 350))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
+        ")\n",
+        "\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
+        "        label=\"Core target\",\n",
+        "        color=\"olivedrab\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((850, 1150))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
+        "ax.plot(\n",
+        "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
+        ")\n",
+        "if include_PI:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Fuel target\",\n",
+        "        color=\"darkblue\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
+        "        label=\"Sweep target\",\n",
+        "        color=\"saddlebrown\",\n",
+        "        linestyle=\"dotted\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"temperature_z\"][iz - 1, :]\n",
+        "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
+        "        label=f\"z node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((890, 1100))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-1000, 1000))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
+        "        label=f\"node {iz}\",\n",
+        "    )\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-2, 2))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "for iz in iz_plot:\n",
+        "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "# ax.set_ylim((575,875))\n",
+        "ax.set_ylim((-1000, 650))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
+        "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
+        "demarcate_ramps(ax)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_heater_temperature\"][z, :],\n",
+        "        label=f\"Feed wall node {z+1}\",\n",
+        "    )\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
+        "        label=f\"Sweep wall node {z+1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((870, 1175))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((370, 520))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(\n",
+        "        time,\n",
+        "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
+        "        label=f\"Node {z + 1}\",\n",
+        "    )\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 950))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
+        "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
+        "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((700, 1020))\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
+        "ax.legend()\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "ax2 = ax.twinx()\n",
+        "\n",
+        "ax.plot(\n",
+        "    time,\n",
+        "    results_dict[\"condenser_outlet_temperature\"],\n",
+        "    label=\"Temperature\",\n",
+        "    color=\"tab:blue\",\n",
+        ")\n",
+        "ax2.plot(\n",
+        "    time,\n",
+        "    results_dict[\"product_mole_frac_H2\"],\n",
+        "    label=\"H2 mole fraction\",\n",
+        "    color=\"tab:orange\",\n",
+        ")\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((273.15, 373.15))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
+        "ax2.set_ylim((0, 1))\n",
+        "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
+        "\n",
+        "fig = plt.figure()\n",
+        "ax = fig.subplots()\n",
+        "\n",
+        "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
+        "\n",
+        "ax.set_xlim(time[0], time[-1])\n",
+        "ax.set_ylim((-40, -12))\n",
+        "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
+        "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
+        "\n",
+        "demarcate_ramps(ax)\n",
+        "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.9.23"
     }
-   ],
-   "source": [
-    "include_PI = True\n",
-    "\n",
-    "for key, value in results_dict.items():\n",
-    "    # Turn n by 1 arrays in into vectors\n",
-    "    results_dict[key] = np.squeeze(value)\n",
-    "\n",
-    "demarcate_ramps = lambda ax: _demarcate_ramps(ax, results_dict)\n",
-    "\n",
-    "time = results_dict[\"time\"] / 60**2\n",
-    "\n",
-    "ax_fontsize = 14\n",
-    "title_fontsize = 16\n",
-    "iz_plot = [1, 3, 5, 8, 10]\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"potential\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"voltage_controller_mv_ref\"],\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0.65, 1.45))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Cell potential (V)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC Voltage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"current\"] * 1e-6)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-250, 125))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current (MA)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Total module current\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"soec_fuel_inlet_flow\"], label=\"Fuel\")\n",
-    "ax.plot(time, results_dict[\"soec_oxygen_inlet_flow\"], label=\"Sweep\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 20000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"SOEC inlet molar flow (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Inlet molar flow rates\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"fuel_heater_duty\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, 1e-6 * results_dict[\"sweep_heater_duty\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"feed_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Fuel reference\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        1e-6 * results_dict[\"sweep_heater_inner_controller_mv_ref\"],\n",
-    "        label=\"Sweep reference\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heater duty (MW)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Trim heater duties\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_H2O\"], label=\"Inlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_H2O\"], label=\"Outlet $H_2O$\")\n",
-    "ax.plot(time, results_dict[\"sweep_inlet_O2\"], label=\"Inlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"sweep_outlet_O2\"], label=\"Outlet $O_2$\")\n",
-    "ax.plot(time, results_dict[\"product_mole_frac_H2\"], label=\"Product $H_2$\")\n",
-    "ax.plot(time, 0.35 * np.ones(time.shape), \"--\")\n",
-    "ax.plot(time, 0.25 * np.ones(time.shape), \"--\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 1))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Mole fraction\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Reactor feed and effluent concentrations\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"H2_production\"])\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1.25, 2.5))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Hydrogen Production Rate (kg/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Instantaneous $H_2$ production rate\", fontsize=title_fontsize)\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_setpoint\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"steam_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"h2_production_rate_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 7500))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Steam feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Steam feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, results_dict[\"sweep_feed_rate\"])\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_mv_ref\"],\n",
-    "        label=\"Target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((0, 11000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Sweep feed rate (mol/s)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Sweep feed rate\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.plot(time, 1e-6 * results_dict[\"total_electric_power\"], \"b\", label=\"Total power\")\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-125, 350))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Power usage (MW)\", color=\"blue\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"Power usage\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_inlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_inlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"stack_core_temperature\"], label=\"Stack core\", color=\"darkgreen\"\n",
-    ")\n",
-    "\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_inner_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_blower_controller_setpoint\"],\n",
-    "        label=\"Core target\",\n",
-    "        color=\"olivedrab\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((850, 1150))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, results_dict[\"fuel_outlet_temperature\"], label=\"Fuel\", color=\"tab:blue\")\n",
-    "ax.plot(\n",
-    "    time, results_dict[\"sweep_outlet_temperature\"], label=\"Sweep\", color=\"tab:orange\"\n",
-    ")\n",
-    "if include_PI:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Fuel target\",\n",
-    "        color=\"darkblue\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_outer_controller_setpoint\"],\n",
-    "        label=\"Sweep target\",\n",
-    "        color=\"saddlebrown\",\n",
-    "        linestyle=\"dotted\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC outlet temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"temperature_z\"][iz - 1, :], label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"SOEC temperature profile\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"fuel_electrode_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature electrode\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"temperature_z\"][iz - 1, :]\n",
-    "        + results_dict[\"interconnect_temperature_deviation_x\"][iz - 1, :],\n",
-    "        label=f\"z node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((890, 1100))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Temperature interconnect\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time, results_dict[\"fuel_electrode_gradient\"][iz - 1, :], label=f\"node {iz}\"\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-1000, 1000))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$dT/dz$ ($K/m$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature gradient\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"fuel_electrode_mixed_partial\"][iz - 1, :],\n",
-    "        label=f\"node {iz}\",\n",
-    "    )\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-2, 2))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"$d^2T/dzdt$ ($K/(m s)$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC PEN temperature mixed partial\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "for iz in iz_plot:\n",
-    "    ax.plot(time, results_dict[\"current_density\"][iz - 1, :] / 10, label=f\"z node {iz}\")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "# ax.set_ylim((575,875))\n",
-    "ax.set_ylim((-1000, 650))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Current density ($mA/cm^2$)\", fontsize=ax_fontsize)\n",
-    "ax.set_title(\"SOEC current density\", fontsize=title_fontsize)\n",
-    "demarcate_ramps(ax)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_heater_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_heater_temperature\"][z, :],\n",
-    "        label=f\"Feed wall node {z+1}\",\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"sweep_heater_temperature\"][z, :],\n",
-    "        label=f\"Sweep wall node {z+1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((870, 1175))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Trim heater wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"feed_medium_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_medium_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((370, 520))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Medium exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "for z in range(results_dict[\"feed_hot_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(\n",
-    "        time,\n",
-    "        results_dict[\"feed_hot_exchanger_temperature\"][z, :],\n",
-    "        label=f\"Node {z + 1}\",\n",
-    "    )\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 950))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Hot exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize)\n",
-    "for z in range(results_dict[\"sweep_exchanger_temperature\"].shape[0]):\n",
-    "    ax.plot(time, results_dict[\"sweep_exchanger_temperature\"][z, :], label=f\"Node {z}\")\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((700, 1020))\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Sweep exchanger wall temperature\", fontsize=title_fontsize)\n",
-    "ax.legend()\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "ax2 = ax.twinx()\n",
-    "\n",
-    "ax.plot(\n",
-    "    time,\n",
-    "    results_dict[\"condenser_outlet_temperature\"],\n",
-    "    label=\"Temperature\",\n",
-    "    color=\"tab:blue\",\n",
-    ")\n",
-    "ax2.plot(\n",
-    "    time,\n",
-    "    results_dict[\"product_mole_frac_H2\"],\n",
-    "    label=\"H2 mole fraction\",\n",
-    "    color=\"tab:orange\",\n",
-    ")\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((273.15, 373.15))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Temperature (K)\", fontsize=ax_fontsize, color=\"tab:blue\")\n",
-    "ax2.set_ylim((0, 1))\n",
-    "ax2.set_ylabel(\"Mole fraction $H_2$\", fontsize=ax_fontsize, color=\"tab:orange\")\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Vapor Outlet\", fontsize=title_fontsize)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.subplots()\n",
-    "\n",
-    "ax.plot(time, 1e-6 * results_dict[\"condenser_heat_duty\"])\n",
-    "\n",
-    "ax.set_xlim(time[0], time[-1])\n",
-    "ax.set_ylim((-40, -12))\n",
-    "ax.set_xlabel(\"Time (hr)\", fontsize=ax_fontsize)\n",
-    "ax.set_ylabel(\"Heat Duty (MW)\", fontsize=ax_fontsize)\n",
-    "\n",
-    "demarcate_ramps(ax)\n",
-    "ax.set_title(\"Condenser Heat Duty\", fontsize=title_fontsize)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.14"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soec_flowsheet_operating_conditions.csv b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soec_flowsheet_operating_conditions.csv
index 767b021e..717c84d8 100644
--- a/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soec_flowsheet_operating_conditions.csv
+++ b/idaes_examples/notebooks/docs/power_gen/solid_oxide_cell/soec_flowsheet_operating_conditions.csv
@@ -1,4 +1,4 @@
 header,h2_production_rate,potential,current,soc_fuel_outlet_mole_frac_comp_H2,makeup_feed_rate,sweep_feed_rate,feed_heater_duty,feed_heater_outlet_temperature,fuel_outlet_temperature,sweep_heater_duty,sweep_heater_outlet_temperature,sweep_outlet_temperature,stack_core_temperature,fuel_recycle_ratio,sweep_recycle_ratio,oxygen_out,hydrogen_in,vgr_recycle_ratio,condenser_heat_duty,condenser_hot_outlet_temperature,makeup_mole_frac_comp_H2,makeup_mole_frac_comp_H2O,h2_production_rate_controller_gain_p,h2_production_rate_controller_gain_i
 minimum_H2,0.400000043,1.141922158,-38287830.21,0.748999402,264.9080126,500.0000943,1000060.544,957.5339578,953.7220215,5551430.778,1066.174445,923.3955989,930.5036167,1,1,0.338625145,0.374537151,0.00010001,-2791639.925,323.15,1.00E-14,0.999,200,0.167
-maximum_H2,2,1.320661391,-191439151,0.748999944,1324.539104,2261.014098,1000001.35,941.4824918,985.9891318,1000004.672,969.363348,985.5734833,993.0692658,1,1,0.350000009,0.374537422,0.00010001,-15546107.03,323.15,1.00E-14,0.999,200,0.167
-power,-0.9191892,0.877196719,87984400,0.570713634,595.7763042,7128.706428,100000,956.284432,962.5134067,100000,935.852964,1012.860212,991.8707451,0.999999992,0.999999974,0.181215563,0.749393267,4.99999999,-27371480.23,323.15,0.969,0.03,-100,-0.0833
+maximum_H2,2,1.321508935,-191439151,0.748999939,1324.539114,2261.014098,1000001.329,942.2212333,985.3387465,1000004.824,968.0334026,985.9509337,992.9985544,1,1,0.350000009,0.374537419,0.00010001,-15453103.4,323.15,1.00E-14,0.999,200,0.167
+power,-0.9191892,0.885541324,87984400,0.620805129,630.603772,7006.177366,100000,952.1497399,963.1956808,100000,936.9772859,1012.960812,992.3074377,0.631647422,0.999999718,0.180742229,0.807210258,4.999999555,-28032429.36,323.15,0.969,0.03,-100,-0.0833
diff --git a/requirements-dev.txt b/requirements-dev.txt
index f8255530..65e91fa9 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,6 +1,7 @@
 --editable .[dev,omlt]
 
-idaes-pse @ git+https://github.com/IDAES/idaes-pse@main
+# idaes-pse @ git+https://github.com/IDAES/idaes-pse@main
+idaes-pse @ git+https://github.com/IDAES/idaes-pse@refs/pull/1667/merge
 # if you want to install idaes-pse from a PR instead of the main branch,
 # uncomment the line below replacing XYZ with the PR number
 # idaes-pse @ git+https://github.com/IDAES/idaes-pse@refs/pull/XYZ/merge