diff --git a/changelog_entry.yaml b/changelog_entry.yaml
index e69de29..fbef931 100644
--- a/changelog_entry.yaml
+++ b/changelog_entry.yaml
@@ -0,0 +1,4 @@
+- bump: patch
+  changes:
+    changed:
+    - imputing-from-scf-to-cps.ipynb to test SSI policy reforms with different wealth imputations.
diff --git a/microimpute/models/mdn.py b/microimpute/models/mdn.py
index 096e18c..53c61fe 100644
--- a/microimpute/models/mdn.py
+++ b/microimpute/models/mdn.py
@@ -59,6 +59,11 @@
         message=".*training batches.*smaller than the logging interval.*",
         module="pytorch_lightning.loops.fit_loop",
     )
+    warnings.filterwarnings(
+        "ignore",
+        message=".*have no logger configured.*",
+        module="pytorch_lightning.core.module",
+    )
 
     # After import, also update the rank_zero_module logger
     from lightning_fabric.utilities.rank_zero import rank_zero_module
diff --git a/paper/imputing-from-scf-to-cps.ipynb b/paper/imputing-from-scf-to-cps.ipynb
index fc2a827..6cd84b2 100644
--- a/paper/imputing-from-scf-to-cps.ipynb
+++ b/paper/imputing-from-scf-to-cps.ipynb
@@ -38,6 +38,7 @@
     "from pydantic import validate_call\n",
     "from tqdm import tqdm\n",
     "import warnings\n",
+    "import policyengine_us\n",
     "\n",
     "from microimpute.config import VALIDATE_CONFIG, VALID_YEARS, PLOT_CONFIG\n",
     "from microimpute.comparisons import *\n",
@@ -60,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "ba8f2eec",
    "metadata": {},
    "outputs": [
@@ -68,7 +69,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1/1 [00:00<00:00,  1.47it/s]\n"
+      "100%|██████████| 1/1 [00:03<00:00,  3.82s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPI uprating factor (2022 -> 2024): 1.0558 (5.6%)\n"
      ]
     }
    ],
@@ -288,7 +296,34 @@
     "\n",
     "weights = [\"wgt\"]\n",
     "\n",
-    "scf_data = scf_data[predictors + imputed_variables + weights]"
+    "scf_data = scf_data[predictors + imputed_variables + weights]\n",
+    "\n",
+    "# Uprate SCF 2022 to 2024 to match EnhancedCPS_2024\n",
+    "from policyengine_core.periods import instant\n",
+    "from policyengine_us.system import CountryTaxBenefitSystem\n",
+    "\n",
+    "_tax_benefit_system = CountryTaxBenefitSystem()\n",
+    "_params = _tax_benefit_system.parameters\n",
+    "cpi_2022 = float(_params.gov.bls.cpi.c_cpi_u(instant(\"2022-09-01\")))\n",
+    "cpi_2024 = float(_params.gov.bls.cpi.c_cpi_u(instant(\"2024-09-01\")))\n",
+    "cpi_uprating_factor = cpi_2024 / cpi_2022\n",
+    "print(\n",
+    "    f\"CPI uprating factor (2022 -> 2024): \"\n",
+    "    f\"{cpi_uprating_factor:.4f} ({(cpi_uprating_factor - 1) * 100:.1f}%)\"\n",
+    ")\n",
+    "\n",
+    "# Uprate monetary variables (predictors + target)\n",
+    "monetary_cols = [\n",
+    "    \"employment_income\",\n",
+    "    \"interest_dividend_income\",\n",
+    "    \"pension_income\",\n",
+    "    \"networth\",\n",
+    "]\n",
+    "for col in monetary_cols:\n",
+    "    scf_data[col] = scf_data[col] * cpi_uprating_factor\n",
+    "\n",
+    "# Age forward by 2 years (SCF 2022 -> 2024)\n",
+    "scf_data[\"age\"] = scf_data[\"age\"] + 2"
    ]
   },
   {
@@ -296,27 +331,7 @@
    "execution_count": 3,
    "id": "64f2e87d",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "TEST_LITE == False\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/yg/xdp70k_n4qj9ph1_0lm435c00000gp/T/ipykernel_22131/1719285347.py:136: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  cps_data[\"household_weight\"] = cps[\"household_weight\"]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import ssl\n",
     "import requests\n",
@@ -337,34 +352,49 @@
     "    *args, **{**kwargs, \"verify\": False}\n",
     ")\n",
     "\n",
-    "from policyengine_us_data import CPS_2022\n",
+    "from policyengine_us_data import EnhancedCPS_2024\n",
     "\n",
-    "# cps_data = CPS_2022()\n",
-    "# cps = cps_data.load_dataset()\n",
+    "ENHANCED_CPS_PATH = str(EnhancedCPS_2024().file_path)\n",
     "\n",
     "def load_dataset(file_path):\n",
-    "    \"\"\"Load all datasets from H5 file into a flat dictionary, ignoring table structure\"\"\"\n",
+    "    \"\"\"Load all datasets from H5 file into a flat dictionary.\n",
+    "\n",
+    "    Handles both flat format (variable -> array) and nested\n",
+    "    time-period format (variable/year -> array) used by\n",
+    "    EnhancedCPS datasets.\n",
+    "    \"\"\"\n",
     "    with h5py.File(file_path, 'r') as f:\n",
     "        data = {}\n",
-    "        \n",
-    "        # Iterate through tables (groups)\n",
+    "\n",
     "        for table_name in f.keys():\n",
     "            table = f[table_name]\n",
-    "            \n",
+    "\n",
     "            if isinstance(table, h5py.Group):\n",
-    "                # Iterate through variables in this table\n",
     "                for var_name in table.keys():\n",
     "                    if isinstance(table[var_name], h5py.Dataset):\n",
-    "                        # Add to flat dictionary with just the variable name\n",
-    "                        data[var_name] = table[var_name][:]\n",
-    "                        \n",
+    "                        # Use the group name (variable name) as key,\n",
+    "                        # not the sub-key (year)\n",
+    "                        data[table_name] = table[var_name][:]\n",
+    "\n",
     "            elif isinstance(table, h5py.Dataset):\n",
-    "                # In case there are top-level datasets\n",
     "                data[table_name] = table[:]\n",
-    "        \n",
+    "\n",
     "        return data\n",
     "\n",
-    "cps = load_dataset(\"/Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/microimpute/CPS 2023.h5\")\n",
+    "cps = load_dataset(ENHANCED_CPS_PATH)\n",
+    "\n",
+    "# Drop existing net_worth — the EnhancedCPS already contains\n",
+    "# QRF-imputed values; we remove them so our own imputation\n",
+    "# comparison starts from a clean slate.\n",
+    "cps.pop(\"net_worth\", None)\n",
+    "\n",
+    "# In the EnhancedCPS, employment_income and self_employment_income\n",
+    "# are computed variables (empty groups). The actual survey data is\n",
+    "# stored in the _before_lsr (before labor supply response) variants.\n",
+    "# Without a reform, the behavioral response is 0, so these are\n",
+    "# equivalent to the standard employment_income values.\n",
+    "cps[\"employment_income\"] = cps[\"employment_income_before_lsr\"]\n",
+    "cps[\"self_employment_income\"] = cps[\"self_employment_income_before_lsr\"]\n",
     "\n",
     "cps_race_mapping = {\n",
     "    1: 1,  # White only -> WHITE\n",
@@ -466,9 +496,10 @@
    "outputs": [],
    "source": [
     "from policyengine_us import Microsimulation\n",
+    "from policyengine_us_data import EnhancedCPS_2024\n",
     "\n",
-    "sim = Microsimulation(dataset=\"/Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/microimpute/CPS 2023.h5\")\n",
-    "net_disposable_income = sim.calculate(\"household_net_income\")"
+    "sim = Microsimulation(dataset=EnhancedCPS_2024)\n",
+    "net_disposable_income = sim.calculate(\"household_net_income\", period=2024)"
    ]
   },
   {
@@ -497,46048 +528,46048 @@
         {
          "histnorm": "percent",
          "marker": {
-          "color": "#1f77b4"
+          "color": "#88CCEE"
          },
          "name": "SCF Unweighted",
          "nbinsx": 200,
          "opacity": 0.7,
          "type": "histogram",
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-        },
-        {
-         "line": {
-          "color": "#1f77b4",
-          "dash": "dash",
-          "width": 2
-         },
-         "mode": "lines",
-         "name": "Unweighted Median: $384,500",
-         "type": "scatter",
-         "x": [
-          5.58489634413745,
-          5.58489634413745
-         ],
-         "y": [
-          0,
-          8
-         ]
-        },
-        {
-         "line": {
-          "color": "#ff7f0e",
-          "dash": "dash",
-          "width": 2
-         },
-         "mode": "lines",
-         "name": "Weighted Median: $193,340",
-         "type": "scatter",
-         "x": [
-          5.28632171425687,
-          5.28632171425687
-         ],
-         "y": [
-          0,
-          8
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-        }
-       ],
-       "layout": {
-        "annotations": [
-         {
-          "bgcolor": "rgba(255,255,255,0.9)",
-          "bordercolor": "rgba(0,0,0,0.3)",
-          "borderwidth": 1,
-          "font": {
-           "size": 11
-          },
-          "showarrow": false,
-          "text": "<b>Unweighted:</b><br>Median: $384,500<br>Mean: $91,415<br><br><b>Weighted:</b><br>Median: $193,340<br>Mean: $32,304",
-          "x": 0.98,
-          "xanchor": "right",
-          "xref": "paper",
-          "y": 0.95,
-          "yanchor": "top",
-          "yref": "paper"
-         }
-        ],
-        "bargap": 0.1,
-        "barmode": "overlay",
-        "height": 600,
-        "legend": {
-         "bgcolor": "rgba(255,255,255,0.8)",
-         "bordercolor": "rgba(0,0,0,0.3)",
-         "borderwidth": 1,
-         "orientation": "v",
-         "x": 0.01,
-         "xanchor": "left",
-         "y": 0.99,
-         "yanchor": "top"
-        },
-        "paper_bgcolor": "#F0F0F0",
-        "plot_bgcolor": "#F0F0F0",
+        "paper_bgcolor": "#FAFAFA",
+        "plot_bgcolor": "#FAFAFA",
         "template": {
          "data": {
           "bar": [
@@ -47358,8 +47389,11 @@
         "title": {
          "text": "SCF Net Worth Distribution: Weighted vs Unweighted (Log Scale)"
         },
-        "width": 900,
+        "width": 750,
         "xaxis": {
+         "linecolor": "#CCCCCC",
+         "showgrid": false,
+         "showline": true,
          "ticktext": [
           "-$1,000,000",
           "-$10,000",
@@ -47387,6 +47421,11 @@
          }
         },
         "yaxis": {
+         "gridcolor": "#E5E5E5",
+         "gridwidth": 1,
+         "linecolor": "#CCCCCC",
+         "showgrid": true,
+         "showline": true,
          "title": {
           "text": "Percentage"
          }
@@ -47420,6 +47459,8 @@
     "scf_log = safe_log10(scf_data[\"networth\"])\n",
     "scf_weighted_log = safe_log10(scf_data_weighted[\"networth\"])\n",
     "\n",
+    "colors = PLOT_CONFIG[\"color_palette\"]\n",
+    "\n",
     "# Create the figure\n",
     "fig = go.Figure()\n",
     "\n",
@@ -47430,8 +47471,8 @@
     "        nbinsx=200,\n",
     "        opacity=0.7,\n",
     "        name=\"SCF Unweighted\",\n",
-    "        marker_color=\"#1f77b4\",\n",
-    "        histnorm=\"percent\",  # Normalize to percentages for better comparison\n",
+    "        marker_color=colors[0],\n",
+    "        histnorm=\"percent\",\n",
     "    )\n",
     ")\n",
     "\n",
@@ -47442,7 +47483,7 @@
     "        nbinsx=200,\n",
     "        opacity=0.7,\n",
     "        name=\"SCF Weighted (through sampling)\",\n",
-    "        marker_color=\"#ff7f0e\",\n",
+    "        marker_color=colors[1],\n",
     "        histnorm=\"percent\",\n",
     "    )\n",
     ")\n",
@@ -47459,7 +47500,7 @@
     "        x=[unweighted_median, unweighted_median],\n",
     "        y=[0, 8],\n",
     "        mode=\"lines\",\n",
-    "        line=dict(color=\"#1f77b4\", width=2, dash=\"dash\"),\n",
+    "        line=dict(color=colors[0], width=2, dash=\"dash\"),\n",
     "        name=f\"Unweighted Median: ${10**unweighted_median:,.0f}\",\n",
     "    )\n",
     ")\n",
@@ -47469,7 +47510,7 @@
     "        x=[weighted_median, weighted_median],\n",
     "        y=[0, 8],\n",
     "        mode=\"lines\",\n",
-    "        line=dict(color=\"#ff7f0e\", width=2, dash=\"dash\"),\n",
+    "        line=dict(color=colors[1], width=2, dash=\"dash\"),\n",
     "        name=f\"Weighted Median: ${10**weighted_median:,.0f}\",\n",
     "    )\n",
     ")\n",
@@ -47477,14 +47518,12 @@
     "# Update layout\n",
     "fig.update_layout(\n",
     "    title=\"SCF Net Worth Distribution: Weighted vs Unweighted (Log Scale)\",\n",
-    "    xaxis_title=\"Net Worth (log10 scale)\",\n",
-    "    yaxis_title=\"Percentage\",\n",
-    "    height=600,\n",
-    "    width=900,\n",
+    "    width=PLOT_CONFIG[\"width\"],\n",
+    "    height=PLOT_CONFIG[\"height\"],\n",
     "    barmode=\"overlay\",\n",
     "    bargap=0.1,\n",
-    "    paper_bgcolor=\"#F0F0F0\",\n",
-    "    plot_bgcolor=\"#F0F0F0\",\n",
+    "    paper_bgcolor=PLOT_CONFIG[\"paper_bgcolor\"],\n",
+    "    plot_bgcolor=PLOT_CONFIG[\"plot_bgcolor\"],\n",
     "    legend=dict(\n",
     "        x=0.01,\n",
     "        y=0.99,\n",
@@ -47506,7 +47545,22 @@
     "    else:\n",
     "        tick_labels.append(f\"-${10**abs(x):,.0f}\")\n",
     "\n",
-    "fig.update_xaxes(tickvals=tick_values, ticktext=tick_labels)\n",
+    "fig.update_xaxes(\n",
+    "    tickvals=tick_values,\n",
+    "    ticktext=tick_labels,\n",
+    "    title_text=\"Net Worth (log10 scale)\",\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_x\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    title_text=\"Percentage\",\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_y\"],\n",
+    "    gridcolor=PLOT_CONFIG[\"gridcolor\"],\n",
+    "    gridwidth=PLOT_CONFIG[\"gridwidth\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
     "\n",
     "# Add annotations with statistics\n",
     "fig.add_annotation(\n",
@@ -47558,10 +47612,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "c7a96f83",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "bde81ea58e714efe9b0a32323b247b94",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Evaluating models:   0%|          | 0/5 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
+      "[Parallel(n_jobs=-1)]: Done   2 out of   5 | elapsed:   21.1s remaining:   31.6s\n",
+      "[Parallel(n_jobs=-1)]: Done   3 out of   5 | elapsed:   21.1s remaining:   14.1s\n",
+      "[Parallel(n_jobs=-1)]: Done   5 out of   5 | elapsed:   21.2s finished\n",
+      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
+      "[Parallel(n_jobs=-1)]: Done   2 out of   5 | elapsed:    1.3s remaining:    2.0s\n",
+      "[Parallel(n_jobs=-1)]: Done   3 out of   5 | elapsed:    1.4s remaining:    0.9s\n",
+      "[Parallel(n_jobs=-1)]: Done   5 out of   5 | elapsed:    1.4s finished\n",
+      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
+      "[Parallel(n_jobs=-1)]: Done   2 out of   5 | elapsed:   10.6s remaining:   15.9s\n",
+      "[Parallel(n_jobs=-1)]: Done   3 out of   5 | elapsed:   11.0s remaining:    7.4s\n",
+      "[Parallel(n_jobs=-1)]: Done   5 out of   5 | elapsed:   12.6s finished\n",
+      "[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:   46.9s\n",
+      "[Parallel(n_jobs=1)]: Done   4 tasks      | elapsed:  3.4min\n",
+      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:  4.1min finished\n",
+      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('valid_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_pi_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_mu_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_0', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_1', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_2', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_3', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('mean_sigma_4', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_loss', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/pytorch_lightning/core/module.py:522: You called `self.log('train_mean_squared_error', ..., logger=True)` but have no logger configured. You can enable one by doing `Trainer(logger=ALogger(...))`\n",
+      "[Parallel(n_jobs=-1)]: Done   2 out of   5 | elapsed: 37.9min remaining: 56.9min\n",
+      "[Parallel(n_jobs=-1)]: Done   3 out of   5 | elapsed: 38.8min remaining: 25.9min\n",
+      "[Parallel(n_jobs=-1)]: Done   5 out of   5 | elapsed: 38.9min finished\n"
+     ]
+    }
+   ],
    "source": [
     "warnings.filterwarnings(\"ignore\")\n",
     "\n",
@@ -47597,7 +47791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "38693461",
    "metadata": {},
    "outputs": [
@@ -47610,10 +47804,33 @@
        "data": [
         {
          "alignmentgroup": "True",
-         "hovertemplate": "Method=QRF<br>Quantiles=%{x}<br>Test Quantile loss=%{y}<extra></extra>",
+         "error_y": {
+          "array": [
+           0.02794824158761375,
+           0.02334278235521618,
+           0.02038902631861425,
+           0.026625274123413766,
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+           0.02731707544871659,
+           0.025351474948628678,
+           0.006600503253203775,
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+           0.015843125906076245,
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+         },
+         "hovertemplate": "Method=QRF<br>Quantiles=%{x}<br>Quantile loss=%{y}<extra></extra>",
          "legendgroup": "QRF",
          "marker": {
-          "color": "#636EFA",
+          "color": "#88CCEE",
           "pattern": {
            "shape": ""
           }
@@ -47647,34 +47864,57 @@
          ],
          "xaxis": "x",
          "y": [
-          0.3552963218224514,
-          0.45718128475605563,
-          0.541663764024037,
-          0.616546079027523,
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-          0.704450882098803,
-          0.7422572783730479,
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-          0.7499605863296607,
-          0.7321725843572547,
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-          0.4085741574995046,
-          0.3285062556639348,
-          0.2437619676284865
+          0.3574765018176295,
+          0.4612207398467721,
+          0.5483249675975836,
+          0.6234046233052691,
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+          0.4096914809529153,
+          0.3287178599562371,
+          0.24541197837570655
          ],
          "yaxis": "y"
         },
         {
          "alignmentgroup": "True",
-         "hovertemplate": "Method=OLS<br>Quantiles=%{x}<br>Test Quantile loss=%{y}<extra></extra>",
+         "error_y": {
+          "array": [
+           0.3682870346000477,
+           0.3518555441099705,
+           0.33229120570169485,
+           0.3119085291985947,
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+           0.23042818144398644,
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+           0.14710301384815327,
+           0.1305978866131233,
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+           0.06638025853402031,
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+         },
+         "hovertemplate": "Method=OLS<br>Quantiles=%{x}<br>Quantile loss=%{y}<extra></extra>",
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-          "text": "Test Quantile loss"
+          "text": "Quantile loss"
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@@ -48857,7 +49174,7 @@
     "\n",
     "comparison_viz = method_comparison_results(\n",
     "    data=autoimpute_results.cv_results,\n",
-    "    metric_name=\"quantile loss\",\n",
+    "    metric=\"quantile_loss\",\n",
     "    data_format=\"wide\",\n",
     ")\n",
     "fig = comparison_viz.plot(\n",
@@ -48879,7 +49196,7 @@
   },
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-   "execution_count": 9,
+   "execution_count": 10,
    "id": "8ee36de3",
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@@ -48891,7 +49208,7 @@
   },
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-   "execution_count": 10,
+   "execution_count": 11,
    "id": "7a6a13b6",
    "metadata": {},
    "outputs": [
@@ -49001,7 +49318,7 @@
        "pension_income                            0.121772        1.000000  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
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@@ -49012,7 +49329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "e5de4cfe",
    "metadata": {},
    "outputs": [
@@ -49047,7 +49364,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>age</th>\n",
-       "      <td>0.119553</td>\n",
+       "      <td>0.119559</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>race</th>\n",
@@ -49072,14 +49389,14 @@
       "text/plain": [
        "                          networth\n",
        "is_female                 0.014095\n",
-       "age                       0.119553\n",
+       "age                       0.119559\n",
        "race                      0.027996\n",
        "employment_income         0.121915\n",
        "interest_dividend_income  0.085286\n",
        "pension_income            0.059902"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
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@@ -49090,14 +49407,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "cbbe4764",
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "model_id": "8ca0aa0873004ee9b4e5404e1e398b15",
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@@ -49111,7 +49428,7 @@
     {
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@@ -49144,7 +49461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "6fc4dbd3",
    "metadata": {},
    "outputs": [
@@ -49182,61 +49499,61 @@
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>interest_dividend_income</td>\n",
-       "      <td>3.413499e+06</td>\n",
+       "      <td>3.596108e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>1.865978e+06</td>\n",
-       "      <td>120.578572</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>1.934385e+06</td>\n",
+       "      <td>116.408420</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>employment_income</td>\n",
-       "      <td>2.073023e+06</td>\n",
+       "      <td>2.219377e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>5.255021e+05</td>\n",
-       "      <td>33.957678</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>5.576544e+05</td>\n",
+       "      <td>33.558812</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>age</td>\n",
-       "      <td>2.051171e+06</td>\n",
+       "      <td>2.189845e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>5.036499e+05</td>\n",
-       "      <td>32.545597</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>5.281224e+05</td>\n",
+       "      <td>31.781620</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>pension_income</td>\n",
-       "      <td>1.724660e+06</td>\n",
+       "      <td>1.875120e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>1.771395e+05</td>\n",
-       "      <td>11.446667</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>2.133975e+05</td>\n",
+       "      <td>12.841944</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>race</td>\n",
-       "      <td>1.586420e+06</td>\n",
+       "      <td>1.728080e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>3.889930e+04</td>\n",
-       "      <td>2.513653</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>6.635777e+04</td>\n",
+       "      <td>3.993312</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>is_female</td>\n",
-       "      <td>1.579172e+06</td>\n",
+       "      <td>1.698452e+06</td>\n",
        "      <td>0</td>\n",
-       "      <td>3.165105e+04</td>\n",
-       "      <td>2.045275</td>\n",
-       "      <td>1.547521e+06</td>\n",
+       "      <td>3.672947e+04</td>\n",
+       "      <td>2.210325</td>\n",
+       "      <td>1.661723e+06</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -49245,23 +49562,23 @@
       ],
       "text/plain": [
        "          predictor_removed  avg_quantile_loss  avg_log_loss  loss_increase  \\\n",
-       "4  interest_dividend_income       3.413499e+06             0   1.865978e+06   \n",
-       "3         employment_income       2.073023e+06             0   5.255021e+05   \n",
-       "1                       age       2.051171e+06             0   5.036499e+05   \n",
-       "5            pension_income       1.724660e+06             0   1.771395e+05   \n",
-       "2                      race       1.586420e+06             0   3.889930e+04   \n",
-       "0                 is_female       1.579172e+06             0   3.165105e+04   \n",
+       "4  interest_dividend_income       3.596108e+06             0   1.934385e+06   \n",
+       "3         employment_income       2.219377e+06             0   5.576544e+05   \n",
+       "1                       age       2.189845e+06             0   5.281224e+05   \n",
+       "5            pension_income       1.875120e+06             0   2.133975e+05   \n",
+       "2                      race       1.728080e+06             0   6.635777e+04   \n",
+       "0                 is_female       1.698452e+06             0   3.672947e+04   \n",
        "\n",
        "   relative_impact  baseline_quantile_loss  baseline_log_loss  \n",
-       "4       120.578572            1.547521e+06                  0  \n",
-       "3        33.957678            1.547521e+06                  0  \n",
-       "1        32.545597            1.547521e+06                  0  \n",
-       "5        11.446667            1.547521e+06                  0  \n",
-       "2         2.513653            1.547521e+06                  0  \n",
-       "0         2.045275            1.547521e+06                  0  "
+       "4       116.408420            1.661723e+06                  0  \n",
+       "3        33.558812            1.661723e+06                  0  \n",
+       "1        31.781620            1.661723e+06                  0  \n",
+       "5        12.841944            1.661723e+06                  0  \n",
+       "2         3.993312            1.661723e+06                  0  \n",
+       "0         2.210325            1.661723e+06                  0  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -49272,7 +49589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "3581c6a8",
    "metadata": {},
    "outputs": [
@@ -49281,7 +49598,7 @@
      "output_type": "stream",
      "text": [
       "Optimal subset: ['interest_dividend_income', 'age', 'employment_income', 'pension_income', 'race', 'is_female']\n",
-      "Optimal loss: 1548146.2467345514\n",
+      "Optimal loss: 1685442.3953846218\n",
       "   step           predictor_added  \\\n",
       "0     1  interest_dividend_income   \n",
       "1     2                       age   \n",
@@ -49291,20 +49608,20 @@
       "5     6                 is_female   \n",
       "\n",
       "                                 predictors_included  avg_quantile_loss  \\\n",
-      "0                         [interest_dividend_income]       4.655876e+06   \n",
-      "1                    [interest_dividend_income, age]       2.595470e+06   \n",
-      "2  [interest_dividend_income, age, employment_inc...       1.789964e+06   \n",
-      "3  [interest_dividend_income, age, employment_inc...       1.610251e+06   \n",
-      "4  [interest_dividend_income, age, employment_inc...       1.577596e+06   \n",
-      "5  [interest_dividend_income, age, employment_inc...       1.548146e+06   \n",
+      "0                         [interest_dividend_income]       5.037628e+06   \n",
+      "1                    [interest_dividend_income, age]       2.752098e+06   \n",
+      "2  [interest_dividend_income, age, employment_inc...       1.932222e+06   \n",
+      "3  [interest_dividend_income, age, employment_inc...       1.737197e+06   \n",
+      "4  [interest_dividend_income, age, employment_inc...       1.704094e+06   \n",
+      "5  [interest_dividend_income, age, employment_inc...       1.685442e+06   \n",
       "\n",
       "   avg_log_loss  cumulative_improvement  marginal_improvement  \n",
       "0             0            0.000000e+00          0.000000e+00  \n",
-      "1             0            2.060406e+06          2.060406e+06  \n",
-      "2             0            2.865913e+06          8.055065e+05  \n",
-      "3             0            3.045625e+06          1.797127e+05  \n",
-      "4             0            3.078281e+06          3.265553e+04  \n",
-      "5             0            3.107730e+06          2.944927e+04  \n"
+      "1             0            2.285529e+06          2.285529e+06  \n",
+      "2             0            3.105406e+06          8.198762e+05  \n",
+      "3             0            3.300430e+06          1.950246e+05  \n",
+      "4             0            3.333533e+06          3.310285e+04  \n",
+      "5             0            3.352185e+06          1.865204e+04  \n"
      ]
     }
    ],
@@ -49330,7 +49647,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "db073e13",
    "metadata": {},
    "outputs": [
@@ -49340,19 +49657,19 @@
      "text": [
       "Model: best_method, distribution similarity: \n",
       "   Variable                Metric       Distance\n",
-      "0  networth  wasserstein_distance  662908.715485\n",
+      "0  networth  wasserstein_distance  581540.344028\n",
       "Model: OLS, distribution similarity: \n",
-      "   Variable                Metric      Distance\n",
-      "0  networth  wasserstein_distance  1.598665e+06\n",
+      "   Variable                Metric       Distance\n",
+      "0  networth  wasserstein_distance  895501.985726\n",
       "Model: QuantReg, distribution similarity: \n",
       "   Variable                Metric      Distance\n",
-      "0  networth  wasserstein_distance  1.161526e+08\n",
+      "0  networth  wasserstein_distance  2.618205e+07\n",
       "Model: Matching, distribution similarity: \n",
       "   Variable                Metric      Distance\n",
-      "0  networth  wasserstein_distance  1.061307e+06\n",
+      "0  networth  wasserstein_distance  1.011874e+06\n",
       "Model: MDN, distribution similarity: \n",
-      "   Variable                Metric       Distance\n",
-      "0  networth  wasserstein_distance  340131.313148\n"
+      "   Variable                Metric     Distance\n",
+      "0  networth  wasserstein_distance  554053.4217\n"
      ]
     }
    ],
@@ -49379,7 +49696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 22,
    "id": "643cb47d",
    "metadata": {},
    "outputs": [],
@@ -49410,6 +49727,14 @@
     "    from plotly.subplots import make_subplots\n",
     "    import plotly.graph_objects as go\n",
     "\n",
+    "    colors = [\n",
+    "        \"#CC6677\",  # Rose\n",
+    "        \"#DDCC77\",  # Sand\n",
+    "        \"#117733\",  # Green\n",
+    "        \"#332288\",  # Indigo\n",
+    "        \"#88CCEE\",  # Cyan\n",
+    "    ]\n",
+    "\n",
     "    # Normalize weights\n",
     "    donor_weights_normalized = donor_weights / donor_weights.sum()\n",
     "    receiver_weights_normalized = receiver_weights / receiver_weights.sum()\n",
@@ -49447,8 +49772,7 @@
     "    )\n",
     "\n",
     "    # Define colors\n",
-    "    donor_color = \"grey\"\n",
-    "    model_colors = [\"#EF553B\", \"#00CC96\", \"#AB63FA\", \"#FFA15A\", \"#636EFA\"]\n",
+    "    donor_color = \"#999999\"\n",
     "\n",
     "    # Custom tick formatting\n",
     "    tick_values = [-6, -4, -2, 0, 2, 4, 6, 8]\n",
@@ -49510,7 +49834,7 @@
     "    for idx, (model_name, imputed_data) in enumerate(model_results.items()):\n",
     "        subplot_idx = idx + 1  # Skip first subplot\n",
     "        row, col = positions[subplot_idx]\n",
-    "        model_color = model_colors[idx % len(model_colors)]\n",
+    "        model_color = colors[idx % len(colors)]\n",
     "\n",
     "        # Sample receiver data with weights\n",
     "        receiver_sampled = imputed_data.sample(\n",
@@ -49532,7 +49856,7 @@
     "                nbinsx=200,\n",
     "                opacity=0.3,\n",
     "                name=\"SCF (weighted)\",\n",
-    "                marker_color=\"grey\",\n",
+    "                marker_color=donor_color,\n",
     "                histnorm=\"percent\",\n",
     "                showlegend=False,\n",
     "            ),\n",
@@ -49561,7 +49885,7 @@
     "                x=[donor_log_median, donor_log_median],\n",
     "                y=[0, 10],\n",
     "                mode=\"lines\",\n",
-    "                line=dict(color=\"grey\", width=2, dash=\"dash\"),\n",
+    "                line=dict(color=donor_color, width=2, dash=\"dash\"),\n",
     "                name=\"SCF Median\",\n",
     "                showlegend=False,\n",
     "            ),\n",
@@ -49621,8 +49945,8 @@
     "        height=900,\n",
     "        width=1000,\n",
     "        showlegend=True,\n",
-    "        paper_bgcolor=\"#F0F0F0\",\n",
-    "        plot_bgcolor=\"#F0F0F0\",\n",
+    "        paper_bgcolor=PLOT_CONFIG[\"paper_bgcolor\"],\n",
+    "        plot_bgcolor=PLOT_CONFIG[\"plot_bgcolor\"],\n",
     "        legend=dict(\n",
     "            x=0.5,\n",
     "            y=-0.15,\n",
@@ -49643,17 +49967,23 @@
     "        col_num = (i - 1) % 2 + 1\n",
     "\n",
     "        fig.update_xaxes(\n",
-    "            showgrid=False,\n",
     "            tickvals=tick_values,\n",
     "            ticktext=tick_labels,\n",
     "            title_text=\"Net Worth (log scale)\" if row_num == 3 else \"\",\n",
+    "            showgrid=PLOT_CONFIG[\"showgrid_x\"],\n",
+    "            showline=PLOT_CONFIG[\"showline\"],\n",
+    "            linecolor=PLOT_CONFIG[\"linecolor\"],\n",
     "            row=row_num,\n",
     "            col=col_num,\n",
     "        )\n",
     "        fig.update_yaxes(\n",
-    "            showgrid=False,\n",
     "            range=[0, 10],\n",
     "            title_text=\"Percentage\" if col_num == 1 else \"\",\n",
+    "            showgrid=PLOT_CONFIG[\"showgrid_y\"],\n",
+    "            gridcolor=PLOT_CONFIG[\"gridcolor\"],\n",
+    "            gridwidth=PLOT_CONFIG[\"gridwidth\"],\n",
+    "            showline=PLOT_CONFIG[\"showline\"],\n",
+    "            linecolor=PLOT_CONFIG[\"linecolor\"],\n",
     "            row=row_num,\n",
     "            col=col_num,\n",
     "        )\n",
@@ -49663,7 +49993,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 23,
    "id": "4f9709f4",
    "metadata": {},
    "outputs": [
@@ -49677,7 +50007,7 @@
         {
          "histnorm": "percent",
          "marker": {
-          "color": "grey"
+          "color": "#999999"
          },
          "name": "SCF (weighted)",
          "nbinsx": 200,
@@ -49685,23010 +50015,203550 @@
          "showlegend": true,
          "type": "histogram",
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+          10
+         ],
+         "showgrid": true,
+         "showline": true,
+         "title": {
+          "text": ""
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create dictionary of model results\n",
+    "model_results = autoimpute_results.imputations.copy()\n",
+    "model_results[\"QRF\"] = model_results[\"best_method\"]\n",
+    "del model_results[\"best_method\"]\n",
+    "\n",
+    "# Create and show the combined plot\n",
+    "combined_fig = plot_all_models_log_distributions(\n",
+    "    scf_data, model_results,\n",
+    "    donor_weights=scf_data[\"wgt\"], receiver_weights=cps_data[\"household_weight\"],\n",
+    ")\n",
+    "combined_fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d7999da",
+   "metadata": {},
+   "source": [
+    "Comparing the wealth distributions that result from imputing from the SCF on to the CPS with five different models, we can visually recognize the different strengths and limitations of each of them. The implications of using one model instead of another for imputation will be further explored by evaluating the impact wealth imputed data has on microsimulation results."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26c89270",
+   "metadata": {},
+   "source": [
+    "## Wealth distributions by disposable income deciles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "839cff5a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=OLS<br>Net-income decile (1 = lowest, 10 = highest)=%{x}<br>Median household net worth ($)=%{y}<extra></extra>",
+         "legendgroup": "OLS",
+         "marker": {
+          "color": "#CC6677",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "OLS",
+         "offsetgroup": "OLS",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
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-           "size": 10
-          },
-          "showarrow": false,
-          "text": "Median: $248,893<br>Mean: $122,128",
-          "x": 7,
-          "xanchor": "right",
-          "xref": "x5",
-          "y": 9,
-          "yanchor": "top",
-          "yref": "y5"
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-          "bordercolor": "rgba(0,0,0,0.3)",
-          "borderwidth": 1,
-          "font": {
-           "size": 10
-          },
-          "showarrow": false,
-          "text": "Median: $402,500<br>Mean: $82,450",
-          "x": 7,
-          "xanchor": "right",
-          "xref": "x6",
-          "y": 9,
-          "yanchor": "top",
-          "yref": "y6"
-         }
-        ],
-        "barmode": "overlay",
-        "height": 900,
+        "barmode": "group",
+        "height": 600,
+        "hovermode": "x unified",
         "legend": {
-         "bgcolor": "rgba(255,255,255,0.8)",
-         "bordercolor": "rgba(0,0,0,0.3)",
-         "borderwidth": 1,
-         "orientation": "h",
-         "x": 0.5,
-         "xanchor": "center",
-         "y": -0.15,
-         "yanchor": "top"
-        },
-        "margin": {
-         "b": 80,
-         "r": 80,
-         "t": 80
+         "title": {
+          "text": "Model"
+         },
+         "tracegroupgap": 0
         },
-        "paper_bgcolor": "#F0F0F0",
-        "plot_bgcolor": "#F0F0F0",
-        "showlegend": true,
+        "paper_bgcolor": "#FAFAFA",
+        "plot_bgcolor": "#FAFAFA",
         "template": {
          "data": {
           "bar": [
@@ -292206,292 +301116,42 @@
            },
            "zerolinecolor": "white",
            "zerolinewidth": 2
-          }
-         }
-        },
-        "title": {
-         "font": {
-          "size": 18
-         },
-         "text": "Log-transformed Net Worth Imputations by Model",
-         "x": 0.5,
-         "xanchor": "center"
-        },
-        "width": 1000,
-        "xaxis": {
-         "anchor": "y",
-         "domain": [
-          0,
-          0.46
-         ],
-         "showgrid": false,
-         "ticktext": [
-          "$-1,000,000",
-          "$-10,000",
-          "$-100",
-          "$1",
-          "$100",
-          "$10,000",
-          "$1,000,000",
-          "$100,000,000"
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-         "tickvals": [
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-        "xaxis2": {
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-         "showgrid": false,
-         "ticktext": [
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-        "xaxis3": {
-         "anchor": "y3",
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-         "showgrid": false,
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-          "$-1,000,000",
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-        "xaxis4": {
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-        "xaxis5": {
-         "anchor": "y5",
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-          2,
-          4,
-          6,
-          8
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-         "title": {
-          "text": "Net Worth (log scale)"
-         }
-        },
-        "xaxis6": {
-         "anchor": "y6",
-         "domain": [
-          0.54,
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-         "showgrid": false,
-         "ticktext": [
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-          "$-10,000",
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-          "$1",
-          "$100",
-          "$10,000",
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-          -4,
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-          2,
-          4,
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-          8
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-         "title": {
-          "text": "Net Worth (log scale)"
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-        },
-        "yaxis": {
-         "anchor": "x",
-         "domain": [
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-          1
-         ],
-         "range": [
-          0,
-          10
-         ],
-         "showgrid": false,
-         "title": {
-          "text": "Percentage"
-         }
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-        "yaxis2": {
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-         "showgrid": false,
-         "title": {
-          "text": "Percentage"
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-        "yaxis4": {
-         "anchor": "x4",
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-         "range": [
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-          10
-         ],
-         "showgrid": false,
-         "title": {
-          "text": ""
+          }
          }
         },
-        "yaxis5": {
-         "anchor": "x5",
+        "title": {
+         "text": "Median household net worth by net-income decile<br><sup>Comparison of imputation models</sup>"
+        },
+        "width": 750,
+        "xaxis": {
+         "anchor": "y",
          "domain": [
           0,
-          0.26666666666666666
-         ],
-         "range": [
-          0,
-          10
+          1
          ],
+         "dtick": 1,
+         "linecolor": "#CCCCCC",
          "showgrid": false,
+         "showline": true,
+         "tick0": 1,
          "title": {
-          "text": "Percentage"
+          "text": "Net-income decile (1 = lowest, 10 = highest)"
          }
         },
-        "yaxis6": {
-         "anchor": "x6",
+        "yaxis": {
+         "anchor": "x",
          "domain": [
           0,
-          0.26666666666666666
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-         "range": [
-          0,
-          10
+          1
          ],
-         "showgrid": false,
+         "gridcolor": "#E5E5E5",
+         "gridwidth": 1,
+         "linecolor": "#CCCCCC",
+         "showgrid": true,
+         "showline": true,
+         "tickformat": "$,.0f",
          "title": {
-          "text": ""
+          "text": "Median household net worth ($)"
          }
         }
        }
@@ -292502,275 +301162,426 @@
     }
    ],
    "source": [
-    "# Create dictionary of model results\n",
-    "model_results = autoimpute_results.imputations.copy()\n",
-    "model_results[\"QRF\"] = model_results[\"best_method\"]\n",
-    "del model_results[\"best_method\"]\n",
+    "income_col = \"household_net_income\"\n",
+    "wealth_col = \"networth\"\n",
     "\n",
-    "# Create and show the combined plot\n",
-    "combined_fig = plot_all_models_log_distributions(\n",
-    "    scf_data, model_results,\n",
-    "    donor_weights=scf_data[\"wgt\"], receiver_weights=cps_data[\"household_weight\"],\n",
+    "income_deciles = net_disposable_income.decile_rank()\n",
+    "decile_means = []\n",
+    "\n",
+    "for model, imputations in model_results.items():\n",
+    "    tmp = cps_data.copy()\n",
+    "    cps_data[wealth_col] = imputations\n",
+    "\n",
+    "    # Create a temporary dataframe with the imputed values\n",
+    "    tmp = pd.DataFrame({\n",
+    "        'networth': imputations.values.flatten(),\n",
+    "        'income_decile': income_deciles.values\n",
+    "    })\n",
+    "\n",
+    "    # Mean wealth in each decile\n",
+    "    out = (\n",
+    "        tmp.groupby('income_decile')['networth']\n",
+    "           .median()\n",
+    "           .reset_index(name='median_wealth')\n",
+    "    )\n",
+    "    out[\"Model\"] = model\n",
+    "    decile_means.append(out)\n",
+    "\n",
+    "avg_df = pd.concat(decile_means, ignore_index=True)\n",
+    "\n",
+    "fig = px.bar(\n",
+    "    avg_df,\n",
+    "    x=\"income_decile\",\n",
+    "    y=\"median_wealth\",\n",
+    "    color=\"Model\",\n",
+    "    color_discrete_sequence=[\n",
+    "        \"#CC6677\",  # Rose\n",
+    "        \"#DDCC77\",  # Sand\n",
+    "        \"#117733\",  # Green\n",
+    "        \"#332288\",  # Indigo\n",
+    "        \"#88CCEE\",  # Cyan\n",
+    "    ],\n",
+    "    barmode=\"group\",\n",
+    "    labels={\n",
+    "        \"income_decile\": \"Net-income decile (1 = lowest, 10 = highest)\",\n",
+    "        \"median_wealth\": \"Median household net worth ($)\",\n",
+    "    },\n",
+    "    title=(\n",
+    "        \"Median household net worth by net-income decile<br>\"\n",
+    "        \"<sup>Comparison of imputation models</sup>\"\n",
+    "    ),\n",
     ")\n",
-    "combined_fig.show()"
+    "\n",
+    "fig.update_layout(\n",
+    "    width=PLOT_CONFIG[\"width\"],\n",
+    "    height=PLOT_CONFIG[\"height\"],\n",
+    "    xaxis=dict(dtick=1, tick0=1),\n",
+    "    paper_bgcolor=PLOT_CONFIG[\"paper_bgcolor\"],\n",
+    "    plot_bgcolor=PLOT_CONFIG[\"plot_bgcolor\"],\n",
+    "    yaxis_tickformat=\"$,.0f\",\n",
+    "    hovermode=\"x unified\",\n",
+    ")\n",
+    "\n",
+    "fig.update_xaxes(\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_x\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_y\"],\n",
+    "    gridcolor=PLOT_CONFIG[\"gridcolor\"],\n",
+    "    gridwidth=PLOT_CONFIG[\"gridwidth\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
+    "\n",
+    "fig.show()"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0d7999da",
+   "id": "feda0d2f",
    "metadata": {},
    "source": [
-    "Comparing the wealth distributions that result from imputing from the SCF on to the CPS with five different models, we can visually recognize the different strengths and limitations of each of them. The implications of using one model instead of another for imputation will be further explored by evaluating the impact wealth imputed data has on microsimulation results."
+    "## Loading results onto the microimputation dashboard"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9bcee9aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from microimpute.utils import format_csv\n",
+    "\n",
+    "imputation_results_combined = format_csv(\n",
+    "    output_path=\"/Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/microimpute/paper/scf_to_cps_imputation_results.csv\",\n",
+    "    autoimpute_result=autoimpute_results.cv_results,\n",
+    "    comparison_metrics_df=None,\n",
+    "    distribution_comparison_df=distribution_comparison_results,\n",
+    "    predictor_correlations=correlations,\n",
+    "    predictor_importance_df=leave_one_out_results,\n",
+    "    progressive_inclusion_df=predictor_inclusion_results['results_df'],\n",
+    "    best_method_name=\"QRF\",\n",
+    "    donor_data=scf_data,\n",
+    "    receiver_data=autoimpute_results.receiver_data,\n",
+    "    imputed_variables=imputed_variables,\n",
+    "    n_histogram_bins=150,\n",
+    ")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "26c89270",
+   "id": "buy633vuoar",
    "metadata": {},
    "source": [
-    "## Wealth distributions by disposable income deciles"
+    "## SSI Policy Analysis: Baseline (No Wealth Data)\n",
+    "\n",
+    "Supplemental Security Income (SSI) is a means-tested program that\n",
+    "requires applicants to have countable resources below $2,000\n",
+    "(individual) or $3,000 (couple). Since the CPS does not collect\n",
+    "wealth data, PolicyEngine's `ssi_countable_resources` variable\n",
+    "defaults to $0 for everyone — meaning all categorically eligible\n",
+    "persons (aged, blind, or disabled) pass the resource test. Then \n",
+    "40% are randomly chosen as actually passing the test.\n",
+    "\n",
+    "This baseline uses the Enhanced CPS 2024 calibrated dataset\n",
+    "whose survey weights have been reweighted to match administrative\n",
+    "totals for SSI participation, tax revenue, SNAP, and other programs.\n",
+    "\n",
+    "Administrative totals come from the\n",
+    "[SSI Annual Statistical Report, 2024](https://www.ssa.gov/policy/docs/statcomps/ssi_asr/index.html)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "839cff5a",
+   "execution_count": 86,
+   "id": "m2mx0oepixj",
    "metadata": {},
    "outputs": [
     {
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-          409600
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-         "yaxis": "y"
-        },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=================================================================\n",
+      "SSI BASELINE: No wealth data (all eligible pass resource test)\n",
+      "=================================================================\n",
+      "Metric                                   Simulated    Admin Total\n",
+      "-----------------------------------------------------------------\n",
+      "Total recipients                         7,312,945      7,400,000\n",
+      "Total expenditure ($B)                       57.06           59.6\n",
+      "Avg monthly benefit ($)                        650            697\n",
+      "-----------------------------------------------------------------\n",
+      "Recipient ratio (sim/admin)                 98.82%\n",
+      "Expenditure ratio (sim/admin)               95.73%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# --- SSI Baseline: No wealth data (all eligible pass resource test) ---\n",
+    "\n",
+    "from policyengine_us import Microsimulation\n",
+    "from policyengine_us_data import EnhancedCPS_2024\n",
+    "\n",
+    "sim_baseline = Microsimulation(dataset=EnhancedCPS_2024)\n",
+    "\n",
+    "# PolicyEngine's .sum() already applies survey weights internally\n",
+    "ssi = sim_baseline.calculate(\"ssi\", period=2024)\n",
+    "\n",
+    "# Weighted totals via PolicyEngine's built-in weighted aggregation\n",
+    "total_expenditure = float(ssi.sum())\n",
+    "total_recipients = float((ssi > 0).astype(float).sum())\n",
+    "avg_monthly_benefit = (\n",
+    "    total_expenditure / total_recipients / 12\n",
+    "    if total_recipients > 0\n",
+    "    else 0\n",
+    ")\n",
+    "\n",
+    "# Administrative totals (SSI Annual Statistical Report, 2024)\n",
+    "admin_recipients = 7_400_000\n",
+    "admin_expenditure = 59.6e9  # federal SSI payments, CY 2024\n",
+    "admin_avg_monthly = 697  # average monthly payment, Dec 2024\n",
+    "\n",
+    "print(\"=\" * 65)\n",
+    "print(\"SSI BASELINE: No wealth data (all eligible pass resource test)\")\n",
+    "print(\"=\" * 65)\n",
+    "print(\n",
+    "    f\"{'Metric':<35} {'Simulated':>14} {'Admin Total':>14}\"\n",
+    ")\n",
+    "print(\"-\" * 65)\n",
+    "print(\n",
+    "    f\"{'Total recipients':<35} \"\n",
+    "    f\"{total_recipients:>14,.0f} \"\n",
+    "    f\"{admin_recipients:>14,}\"\n",
+    ")\n",
+    "print(\n",
+    "    f\"{'Total expenditure ($B)':<35} \"\n",
+    "    f\"{total_expenditure / 1e9:>14.2f} \"\n",
+    "    f\"{admin_expenditure / 1e9:>14.1f}\"\n",
+    ")\n",
+    "print(\n",
+    "    f\"{'Avg monthly benefit ($)':<35} \"\n",
+    "    f\"{avg_monthly_benefit:>14,.0f} \"\n",
+    "    f\"{admin_avg_monthly:>14,}\"\n",
+    ")\n",
+    "print(\"-\" * 65)\n",
+    "print(\n",
+    "    f\"{'Recipient ratio (sim/admin)':<35} \"\n",
+    "    f\"{total_recipients / admin_recipients:>14.2%}\"\n",
+    ")\n",
+    "print(\n",
+    "    f\"{'Expenditure ratio (sim/admin)':<35} \"\n",
+    "    f\"{total_expenditure / admin_expenditure:>14.2%}\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "qjt04nupck",
+   "metadata": {},
+   "source": [
+    "## SSI Policy Analysis: Impact of Imputed Wealth\n",
+    "\n",
+    "With imputed net worth from each model, we can now test how the SSI\n",
+    "resource test changes outcomes. By default, PolicyEngine's\n",
+    "microsimulation assigns the resource test probabilistically (using a\n",
+    "40% pass rate parameter), because the CPS lacks wealth data. Imputation \n",
+    "enables moving away from this, more accurately capturing which \n",
+    "eligible persons would actually pass teh resource test based on \n",
+    "their imputed net worth. We override the 40% random pass rate with a \n",
+    "Reform that applies the actual resource-limit logic using our 5 different \n",
+    "imputed net worth distributions.\n",
+    "\n",
+    "Each model's household-level net worth is mapped to the person-level\n",
+    "`ssi_countable_resources` variable (assigned to household heads; the\n",
+    "`marital_unit.sum` in `meets_ssi_resource_test` handles joint claims).\n",
+    "Households with imputed net worth above the $2,000 individual /\n",
+    "$3,000 couple threshold will fail the resource test and lose SSI\n",
+    "eligibility. The magnitude of this effect depends on the wealth\n",
+    "distribution each imputation model produces."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "2d9552bb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "SSI OUTCOMES BY IMPUTATION MODEL\n",
+      "(Imputed net worth used as ssi_countable_resources)\n",
+      "================================================================================\n",
+      "Model                       Recipients  Expend ($B)  Avg Mo ($)   Recip %\n",
+      "--------------------------------------------------------------------------------\n",
+      "OLS                         11,273,976       100.91         746   152.4%\n",
+      "QuantReg                     8,270,595        73.90         745   111.8%\n",
+      "Matching                    11,169,876        96.69         721   150.9%\n",
+      "MDN                          8,981,363        79.04         733   121.4%\n",
+      "QRF                         10,561,987        92.34         729   142.7%\n",
+      "Baseline (no wealth)         7,312,945        57.06         650    98.8%\n",
+      "--------------------------------------------------------------------------------\n",
+      "Admin total                  7,400,000         59.6         697    100.0%\n"
+     ]
+    },
+    {
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+          "Matching",
+          "MDN",
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-        "plot_bgcolor": "#F0F0F0",
+         {
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+          },
+          "showarrow": false,
+          "text": "SSI Expenditure by Model ($B)",
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+          "y": 1,
+          "yanchor": "bottom",
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+          "text": "Admin total",
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+          "xanchor": "right",
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+          "yanchor": "bottom",
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+         {
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+          "text": "Admin total",
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@@ -293588,20 +302399,28 @@
          }
         },
         "title": {
-         "text": "Median household net worth by net-income decile<br><sup>Comparison of imputation models</sup>"
+         "text": "SSI outcomes with imputed wealth as countable resources"
         },
+        "width": 950,
         "xaxis": {
          "anchor": "y",
          "domain": [
           0,
+          0.44
+         ],
+         "linecolor": "#CCCCCC",
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           1
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-         "dtick": 1,
+         "linecolor": "#CCCCCC",
          "showgrid": false,
-         "tick0": 1,
-         "title": {
-          "text": "Net-income decile (1 = lowest, 10 = highest)"
-         }
+         "showline": true
         },
         "yaxis": {
          "anchor": "x",
@@ -293609,11 +302428,26 @@
           0,
           1
          ],
-         "showgrid": false,
-         "tickformat": "$,.0f",
-         "title": {
-          "text": "Median household net worth ($)"
-         }
+         "gridcolor": "#E5E5E5",
+         "gridwidth": 1,
+         "linecolor": "#CCCCCC",
+         "showgrid": true,
+         "showline": true,
+         "tickformat": ",.0f"
+        },
+        "yaxis2": {
+         "anchor": "x2",
+         "domain": [
+          0,
+          1
+         ],
+         "gridcolor": "#E5E5E5",
+         "gridwidth": 1,
+         "linecolor": "#CCCCCC",
+         "showgrid": true,
+         "showline": true,
+         "tickformat": ".1f",
+         "tickprefix": "$"
         }
        }
       }
@@ -293623,97 +302457,217 @@
     }
    ],
    "source": [
-    "income_col = \"household_net_income\"\n",
-    "wealth_col = \"networth\"\n",
+    "# --- SSI with imputed wealth as countable resources ---\n",
     "\n",
-    "income_deciles = net_disposable_income.decile_rank()\n",
-    "decile_means = []\n",
+    "from policyengine_us import Microsimulation\n",
+    "from policyengine_us.model_api import Variable, YEAR, USD, where\n",
+    "from policyengine_us.entities import Person\n",
+    "from policyengine_core.reforms import Reform\n",
+    "from policyengine_us_data import EnhancedCPS_2024\n",
     "\n",
-    "for model, imputations in model_results.items():\n",
-    "    tmp = cps_data.copy()\n",
-    "    cps_data[wealth_col] = imputations\n",
+    "person_hh_ids = cps[\"person_household_id\"]\n",
+    "is_head = cps[\"is_household_head\"].astype(bool)\n",
+    "hh_ids = cps_data[\"household_id\"].values\n",
     "\n",
-    "    # Create a temporary dataframe with the imputed values\n",
-    "    tmp = pd.DataFrame({\n",
-    "        'networth': imputations.values.flatten(),\n",
-    "        'income_decile': income_deciles.values\n",
+    "\n",
+    "def make_ssi_resource_reform(resources_array):\n",
+    "    \"\"\"Reform that injects imputed resources and bypasses the\n",
+    "    microsimulation probabilistic shortcut in meets_ssi_resource_test\n",
+    "    so that actual resource-limit logic is used instead.\"\"\"\n",
+    "    arr = resources_array.copy()\n",
+    "\n",
+    "    class ssi_countable_resources(Variable):\n",
+    "        value_type = float\n",
+    "        entity = Person\n",
+    "        label = \"SSI countable resources\"\n",
+    "        unit = USD\n",
+    "        definition_period = YEAR\n",
+    "\n",
+    "        def formula(person, period, parameters):\n",
+    "            return arr\n",
+    "\n",
+    "    class meets_ssi_resource_test(Variable):\n",
+    "        value_type = bool\n",
+    "        entity = Person\n",
+    "        label = \"Meets SSI resource test\"\n",
+    "        unit = USD\n",
+    "        definition_period = YEAR\n",
+    "\n",
+    "        def formula(person, period, parameters):\n",
+    "            p = parameters(period).gov.ssa.ssi\n",
+    "            joint_claim = person(\"ssi_claim_is_joint\", period)\n",
+    "            personal_resources = person(\n",
+    "                \"ssi_countable_resources\", period\n",
+    "            )\n",
+    "            countable_resources = where(\n",
+    "                joint_claim,\n",
+    "                person.marital_unit.sum(personal_resources),\n",
+    "                personal_resources,\n",
+    "            )\n",
+    "            resource_limit = where(\n",
+    "                joint_claim,\n",
+    "                p.eligibility.resources.limit.couple,\n",
+    "                p.eligibility.resources.limit.individual,\n",
+    "            )\n",
+    "            return countable_resources <= resource_limit\n",
+    "\n",
+    "    class reform(Reform):\n",
+    "        def apply(self):\n",
+    "            self.update_variable(ssi_countable_resources)\n",
+    "            self.update_variable(meets_ssi_resource_test)\n",
+    "\n",
+    "    return reform\n",
+    "\n",
+    "\n",
+    "ssi_results = {}\n",
+    "\n",
+    "for model_name, imputations in model_results.items():\n",
+    "    # Map household-level imputed net worth to person-level\n",
+    "    person_df = pd.DataFrame({\"household_id\": person_hh_ids})\n",
+    "    hh_df = pd.DataFrame({\n",
+    "        \"household_id\": hh_ids,\n",
+    "        \"networth\": imputations[\"networth\"].values.flatten(),\n",
     "    })\n",
+    "    merged = person_df.merge(hh_df, on=\"household_id\", how=\"left\")\n",
+    "    person_networth = merged[\"networth\"].fillna(0).values\n",
     "\n",
-    "    # Mean wealth in each decile\n",
-    "    out = (\n",
-    "        tmp.groupby('income_decile')['networth']\n",
-    "           .median()\n",
-    "           .reset_index(name='median_wealth')\n",
+    "    # Assign to household heads only (non-heads get 0);\n",
+    "    # meets_ssi_resource_test uses marital_unit.sum for joint\n",
+    "    # claims, so the head's value propagates correctly.\n",
+    "    person_resources = np.where(\n",
+    "        is_head, np.maximum(person_networth, 0), 0.0\n",
+    "    ).astype(np.float32)\n",
+    "\n",
+    "    # Create simulation with reform that uses actual resource logic\n",
+    "    sim = Microsimulation(\n",
+    "        dataset=EnhancedCPS_2024,\n",
+    "        reform=make_ssi_resource_reform(person_resources),\n",
     "    )\n",
-    "    out[\"Model\"] = model\n",
-    "    decile_means.append(out)\n",
+    "    ssi = sim.calculate(\"ssi\", period=2024)\n",
     "\n",
-    "avg_df = pd.concat(decile_means, ignore_index=True)\n",
-    "model_colors = [\"#EF553B\", \"#00CC96\", \"#AB63FA\", \"#FFA15A\", \"#636EFA\"]\n",
+    "    total_exp = float(ssi.sum())\n",
+    "    total_recip = float((ssi > 0).astype(float).sum())\n",
+    "    avg_mo = total_exp / total_recip / 12 if total_recip > 0 else 0\n",
     "\n",
-    "fig = px.bar(\n",
-    "    avg_df,\n",
-    "    x=\"income_decile\",\n",
-    "    y=\"median_wealth\",\n",
-    "    color=\"Model\",\n",
-    "    color_discrete_sequence=model_colors,\n",
-    "    barmode=\"group\",\n",
-    "    labels={\n",
-    "        \"income_decile\": \"Net-income decile (1 = lowest, 10 = highest)\",\n",
-    "        \"median_wealth\": \"Median household net worth ($)\",\n",
-    "    },\n",
-    "    title=(\n",
-    "        \"Median household net worth by net-income decile<br>\"\n",
-    "        \"<sup>Comparison of imputation models</sup>\"\n",
+    "    ssi_results[model_name] = {\n",
+    "        \"recipients\": total_recip,\n",
+    "        \"expenditure\": total_exp,\n",
+    "        \"avg_monthly\": avg_mo,\n",
+    "    }\n",
+    "\n",
+    "# Add baseline (no wealth data) for comparison\n",
+    "ssi_results[\"Baseline (no wealth)\"] = {\n",
+    "    \"recipients\": total_recipients,\n",
+    "    \"expenditure\": total_expenditure,\n",
+    "    \"avg_monthly\": avg_monthly_benefit,\n",
+    "}\n",
+    "\n",
+    "# --- Comparison table ---\n",
+    "print(\"=\" * 80)\n",
+    "print(\"SSI OUTCOMES BY IMPUTATION MODEL\")\n",
+    "print(\"(Imputed net worth used as ssi_countable_resources)\")\n",
+    "print(\"=\" * 80)\n",
+    "print(\n",
+    "    f\"{'Model':<25} {'Recipients':>12} {'Expend ($B)':>12} \"\n",
+    "    f\"{'Avg Mo ($)':>11} {'Recip %':>9}\"\n",
+    ")\n",
+    "print(\"-\" * 80)\n",
+    "for model, r in ssi_results.items():\n",
+    "    print(\n",
+    "        f\"{model:<25} \"\n",
+    "        f\"{r['recipients']:>12,.0f} \"\n",
+    "        f\"{r['expenditure'] / 1e9:>12.2f} \"\n",
+    "        f\"{r['avg_monthly']:>11,.0f} \"\n",
+    "        f\"{r['recipients'] / admin_recipients:>8.1%}\"\n",
+    "    )\n",
+    "print(\"-\" * 80)\n",
+    "print(\n",
+    "    f\"{'Admin total':<25} \"\n",
+    "    f\"{admin_recipients:>12,} \"\n",
+    "    f\"{admin_expenditure / 1e9:>12.1f} \"\n",
+    "    f\"{admin_avg_monthly:>11,} \"\n",
+    "    f\"{'100.0%':>9}\"\n",
+    ")\n",
+    "\n",
+    "# --- Visualization ---\n",
+    "model_colors = [\n",
+    "    \"#CC6677\",  # OLS\n",
+    "    \"#DDCC77\",  # QuantReg\n",
+    "    \"#117733\",  # Matching\n",
+    "    \"#332288\",  # MDN\n",
+    "    \"#88CCEE\",  # QRF\n",
+    "    \"#999999\",  # Baseline\n",
+    "]\n",
+    "\n",
+    "models = list(ssi_results.keys())\n",
+    "recipients = [r[\"recipients\"] for r in ssi_results.values()]\n",
+    "expenditures = [r[\"expenditure\"] / 1e9 for r in ssi_results.values()]\n",
+    "\n",
+    "fig = make_subplots(\n",
+    "    rows=1, cols=2,\n",
+    "    subplot_titles=[\n",
+    "        \"SSI Recipients by Model\",\n",
+    "        \"SSI Expenditure by Model ($B)\",\n",
+    "    ],\n",
+    "    horizontal_spacing=0.12,\n",
+    ")\n",
+    "\n",
+    "fig.add_trace(\n",
+    "    go.Bar(\n",
+    "        x=models, y=recipients,\n",
+    "        marker_color=model_colors[:len(models)],\n",
+    "        showlegend=False,\n",
     "    ),\n",
+    "    row=1, col=1,\n",
+    ")\n",
+    "fig.add_hline(\n",
+    "    y=admin_recipients, line_dash=\"dash\",\n",
+    "    line_color=\"black\", line_width=1,\n",
+    "    annotation_text=\"Admin total\",\n",
+    "    annotation_position=\"top right\",\n",
+    "    row=1, col=1,\n",
     ")\n",
     "\n",
-    "fig.update_layout(\n",
-    "    xaxis=dict(dtick=1, tick0=1),\n",
-    "    paper_bgcolor=\"#F0F0F0\",\n",
-    "    plot_bgcolor=\"#F0F0F0\",\n",
-    "    yaxis_tickformat=\"$,.0f\",\n",
-    "    hovermode=\"x unified\",\n",
+    "fig.add_trace(\n",
+    "    go.Bar(\n",
+    "        x=models, y=expenditures,\n",
+    "        marker_color=model_colors[:len(models)],\n",
+    "        showlegend=False,\n",
+    "    ),\n",
+    "    row=1, col=2,\n",
+    ")\n",
+    "fig.add_hline(\n",
+    "    y=admin_expenditure / 1e9, line_dash=\"dash\",\n",
+    "    line_color=\"black\", line_width=1,\n",
+    "    annotation_text=\"Admin total\",\n",
+    "    annotation_position=\"top right\",\n",
+    "    row=1, col=2,\n",
     ")\n",
     "\n",
-    "fig.update_xaxes(showgrid=False)\n",
-    "fig.update_yaxes(showgrid=False)\n",
+    "fig.update_layout(\n",
+    "    title=\"SSI outcomes with imputed wealth as countable resources\",\n",
+    "    width=PLOT_CONFIG[\"width\"] + 200,\n",
+    "    height=PLOT_CONFIG[\"height\"] - 100,\n",
+    "    paper_bgcolor=PLOT_CONFIG[\"paper_bgcolor\"],\n",
+    "    plot_bgcolor=PLOT_CONFIG[\"plot_bgcolor\"],\n",
+    ")\n",
+    "fig.update_xaxes(\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_x\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    showgrid=PLOT_CONFIG[\"showgrid_y\"],\n",
+    "    gridcolor=PLOT_CONFIG[\"gridcolor\"],\n",
+    "    gridwidth=PLOT_CONFIG[\"gridwidth\"],\n",
+    "    showline=PLOT_CONFIG[\"showline\"],\n",
+    "    linecolor=PLOT_CONFIG[\"linecolor\"],\n",
+    ")\n",
+    "fig.update_yaxes(tickformat=\",.0f\", row=1, col=1)\n",
+    "fig.update_yaxes(tickprefix=\"$\", tickformat=\".1f\", row=1, col=2)\n",
     "\n",
     "fig.show()"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "feda0d2f",
-   "metadata": {},
-   "source": [
-    "## Loading results onto the microimputation dashboard"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "9bcee9aa",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from microimpute.utils import format_csv\n",
-    "\n",
-    "imputation_results_combined = format_csv(\n",
-    "    output_path=\"/Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/microimpute/paper/scf_to_cps_imputation_results.csv\",\n",
-    "    autoimpute_result=autoimpute_results.cv_results,\n",
-    "    comparison_metrics_df=None,\n",
-    "    distribution_comparison_df=distribution_comparison_results,\n",
-    "    predictor_correlations=correlations,\n",
-    "    predictor_importance_df=leave_one_out_results,\n",
-    "    progressive_inclusion_df=predictor_inclusion_results['results_df'],\n",
-    "    best_method_name=\"QRF\",\n",
-    "    donor_data=scf_data,\n",
-    "    receiver_data=autoimpute_results.receiver_data,\n",
-    "    imputed_variables=imputed_variables,\n",
-    "    n_histogram_bins=150,\n",
-    ")"
-   ]
   }
  ],
  "metadata": {