From 6638ff96081d44be1142a3f9385eaeca06b68f7f Mon Sep 17 00:00:00 2001 From: eccuraa Date: Wed, 2 Jul 2025 10:49:43 -0400 Subject: [PATCH 1/5] rough draft, working on pulling PUF national targets. --- .../storage/pull_soi_state_targets.py | 2 + policyengine_us_data/utils/loss.py | 92 +++++++++++++++---- 2 files changed, 78 insertions(+), 16 deletions(-) diff --git a/policyengine_us_data/storage/pull_soi_state_targets.py b/policyengine_us_data/storage/pull_soi_state_targets.py index a707ccbb..cda68f64 100644 --- a/policyengine_us_data/storage/pull_soi_state_targets.py +++ b/policyengine_us_data/storage/pull_soi_state_targets.py @@ -45,6 +45,8 @@ "adjusted_gross_income/amount": "A00100", # "real_estate_taxes/count": "N18500", # "real_estate_taxes/amount": "A18500", + "federal_income_tax/count": "N06500", + "federal_income_tax/amount": "A06500", } STATE_ABBR_TO_FIPS = { diff --git a/policyengine_us_data/utils/loss.py b/policyengine_us_data/utils/loss.py index 8218b9aa..268f47e2 100644 --- a/policyengine_us_data/utils/loss.py +++ b/policyengine_us_data/utils/loss.py @@ -600,7 +600,6 @@ def apply(self): loss_matrix[f"jct/{deduction}_expenditure"] = te_values targets_array.append(target) - def get_agi_band_label(lower: float, upper: float) -> str: """Get the label for the AGI band based on lower and upper bounds.""" if lower <= 0: @@ -609,15 +608,58 @@ def get_agi_band_label(lower: float, upper: float) -> str: return f"{int(lower)}_inf" else: return f"{int(lower)}_{int(upper)}" + + + +def get_national_income_tax_from_puf(puf, year = 2025): + """ + Calculate the national total for income tax after credits from PUF data. + """ + # Convert PUF to SOI format + df = puf_to_soi(puf, year) + + # Calculate weighted national total + national_total = (df["income_tax_after_credits"] * df["weight"]).sum() + + return national_total def _add_agi_state_targets(): """ Create an aggregate target matrix for the appropriate geographic area + with federal income tax calibrated to national total. """ - soi_targets = pd.read_csv(STORAGE_FOLDER / "agi_state.csv") - + + # Calibrate federal income tax amounts to national PUF total + fed_tax_mask = ( + (soi_targets["VARIABLE"] == "federal_income_tax/amount") & + (soi_targets["IS_COUNT"] == 0) + ) + + if fed_tax_mask.any(): + # Get national total from PUF + + # You'll need to have access to the puf data and year + national_total = get_national_income_tax_from_puf(puf) + + # Calculate current state sum for federal income tax + state_sum = soi_targets.loc[fed_tax_mask, "VALUE"].sum() + + # Calculate scaling factor + scaling_factor = national_total / state_sum + + # Scale federal income tax values + soi_targets.loc[fed_tax_mask, "VALUE"] *= scaling_factor + + # Verify the scaling worked + assert np.isclose( + soi_targets.loc[fed_tax_mask, "VALUE"].sum(), + national_total, + rtol=1e-6 + ), f"Federal income tax totals do not sum to national target: {soi_targets.loc[fed_tax_mask, 'VALUE'].sum()} vs {national_total}" + + # Create target names soi_targets["target_name"] = ( soi_targets["GEO_NAME"] + "/" @@ -630,44 +672,62 @@ def _add_agi_state_targets(): axis=1, ) ) - + target_names = soi_targets["target_name"].tolist() target_values = soi_targets["VALUE"].astype(float).tolist() return target_names, target_values -def _add_agi_metric_columns( - loss_matrix: pd.DataFrame, +def add_agi_metric_columns( + loss_matrix: pd.DataFrame, sim, ): """ - Add AGI metric columns to the loss_matrix. + Add AGI & National Income tax metric columns by state to the loss_matrix from the SOI. """ soi_targets = pd.read_csv(STORAGE_FOLDER / "agi_state.csv") - + + # AGI is at tax unit level agi = sim.calculate("adjusted_gross_income").values + + # Federal income tax is at household level - need to map to tax unit from household + federal_income_tax_household = sim.calculate("federal_income_tax").values + federal_income_tax = sim.map_result( + federal_income_tax_household, "household", "tax_unit", how="divide_by_num_of_tax_units" + ) + + # State is at person level - map to tax unit state = sim.calculate("state_code", map_to="person").values state = sim.map_result( state, "person", "tax_unit", how="value_from_first_person" ) - + for _, r in soi_targets.iterrows(): lower, upper = r.AGI_LOWER_BOUND, r.AGI_UPPER_BOUND band = get_agi_band_label(lower, upper) - + in_state = state == r.GEO_NAME in_band = (agi > lower) & (agi <= upper) - + + # Determine which variable to use based on the target + if "adjusted_gross_income" in r.VARIABLE: + base_value = agi + elif "federal_income_tax" in r.VARIABLE: + base_value = federal_income_tax + else: + continue + if r.IS_COUNT: - metric = (in_state & in_band & (agi > 0)).astype(float) + metric = (in_state & in_band & (base_value > 0)).astype(float) else: - metric = np.where(in_state & in_band, agi, 0.0) - + metric = np.where(in_state & in_band, base_value, 0.0) + + # Map back to household level for the loss matrix metric = sim.map_result(metric, "tax_unit", "household") - + col_name = f"{r.GEO_NAME}/{r.VARIABLE}/{band}" loss_matrix[col_name] = metric - + return loss_matrix From 902a8b06e7c84c2d7a994f539cac762698fd6589 Mon Sep 17 00:00:00 2001 From: eccuraa Date: Wed, 2 Jul 2025 13:57:13 -0400 Subject: [PATCH 2/5] resolving installation errors --- policyengine_us_data/storage/agi_state.csv | 2736 +++++++------------- policyengine_us_data/utils/loss.py | 2 +- 2 files changed, 937 insertions(+), 1801 deletions(-) diff --git a/policyengine_us_data/storage/agi_state.csv b/policyengine_us_data/storage/agi_state.csv index bcd475e4..167fac6a 100644 --- a/policyengine_us_data/storage/agi_state.csv +++ b/policyengine_us_data/storage/agi_state.csv @@ -63,6 +63,14 @@ GEO_ID,GEO_NAME,AGI_LOWER_BOUND,AGI_UPPER_BOUND,VALUE,IS_COUNT,VARIABLE 0400000US10,DE,75000.0,100000.0,51060,1,adjusted_gross_income/count 0400000US10,DE,100000.0,200000.0,89920,1,adjusted_gross_income/count 0400000US10,DE,200000.0,500000.0,30280,1,adjusted_gross_income/count +,DC,-inf,1.0,4700,1,adjusted_gross_income/count +,DC,1.0,10000.0,27330,1,adjusted_gross_income/count +,DC,10000.0,25000.0,44140,1,adjusted_gross_income/count +,DC,25000.0,50000.0,65340,1,adjusted_gross_income/count +,DC,50000.0,75000.0,55150,1,adjusted_gross_income/count +,DC,75000.0,100000.0,39010,1,adjusted_gross_income/count +,DC,100000.0,200000.0,66180,1,adjusted_gross_income/count +,DC,200000.0,500000.0,36310,1,adjusted_gross_income/count 0400000US12,FL,-inf,1.0,216880,1,adjusted_gross_income/count 0400000US12,FL,1.0,10000.0,1123740,1,adjusted_gross_income/count 0400000US12,FL,10000.0,25000.0,2180990,1,adjusted_gross_income/count @@ -406,6 +414,7 @@ GEO_ID,GEO_NAME,AGI_LOWER_BOUND,AGI_UPPER_BOUND,VALUE,IS_COUNT,VARIABLE 0400000US06,CA,500000.0,inf,426810,1,adjusted_gross_income/count 0400000US08,CO,500000.0,inf,51500,1,adjusted_gross_income/count 0400000US09,CT,500000.0,inf,45510,1,adjusted_gross_income/count +,DC,500000.0,inf,10530,1,adjusted_gross_income/count 0400000US10,DE,500000.0,inf,5350,1,adjusted_gross_income/count 0400000US12,FL,500000.0,inf,197090,1,adjusted_gross_income/count 0400000US13,GA,500000.0,inf,65350,1,adjusted_gross_income/count @@ -513,6 +522,14 @@ GEO_ID,GEO_NAME,AGI_LOWER_BOUND,AGI_UPPER_BOUND,VALUE,IS_COUNT,VARIABLE 0400000US10,DE,75000.0,100000.0,4427687000,0,adjusted_gross_income/amount 0400000US10,DE,100000.0,200000.0,12401957000,0,adjusted_gross_income/amount 0400000US10,DE,200000.0,500000.0,8502065000,0,adjusted_gross_income/amount +,DC,-inf,1.0,-394257000,0,adjusted_gross_income/amount +,DC,1.0,10000.0,136195000,0,adjusted_gross_income/amount +,DC,10000.0,25000.0,757904000,0,adjusted_gross_income/amount +,DC,25000.0,50000.0,2434747000,0,adjusted_gross_income/amount +,DC,50000.0,75000.0,3419215000,0,adjusted_gross_income/amount +,DC,75000.0,100000.0,3380668000,0,adjusted_gross_income/amount +,DC,100000.0,200000.0,9164382000,0,adjusted_gross_income/amount +,DC,200000.0,500000.0,10828885000,0,adjusted_gross_income/amount 0400000US12,FL,-inf,1.0,-19196408000,0,adjusted_gross_income/amount 0400000US12,FL,1.0,10000.0,5776254000,0,adjusted_gross_income/amount 0400000US12,FL,10000.0,25000.0,37314354000,0,adjusted_gross_income/amount @@ -856,6 +873,7 @@ GEO_ID,GEO_NAME,AGI_LOWER_BOUND,AGI_UPPER_BOUND,VALUE,IS_COUNT,VARIABLE 0400000US06,CA,500000.0,inf,613219427000,0,adjusted_gross_income/amount 0400000US08,CO,500000.0,inf,71426453000,0,adjusted_gross_income/amount 0400000US09,CT,500000.0,inf,77248832000,0,adjusted_gross_income/amount 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+0400000US49,UT,500000.0,inf,7941825000,0,federal_income_tax/amount +0400000US51,VA,500000.0,inf,21562485000,0,federal_income_tax/amount +0400000US50,VT,500000.0,inf,1089208000,0,federal_income_tax/amount +0400000US53,WA,500000.0,inf,24896081000,0,federal_income_tax/amount +0400000US55,WI,500000.0,inf,11025149000,0,federal_income_tax/amount +0400000US54,WV,500000.0,inf,1357393000,0,federal_income_tax/amount +0400000US56,WY,500000.0,inf,2456940000,0,federal_income_tax/amount diff --git a/policyengine_us_data/utils/loss.py b/policyengine_us_data/utils/loss.py index 268f47e2..bc7eab86 100644 --- a/policyengine_us_data/utils/loss.py +++ b/policyengine_us_data/utils/loss.py @@ -656,7 +656,7 @@ def _add_agi_state_targets(): assert np.isclose( soi_targets.loc[fed_tax_mask, "VALUE"].sum(), national_total, - rtol=1e-6 + rtol=1e-8 ), f"Federal income tax totals do not sum to national target: {soi_targets.loc[fed_tax_mask, 'VALUE'].sum()} vs {national_total}" # Create target names From bdd2be681def1bfe7ddbd0b6c96e8bb797f01fc2 Mon Sep 17 00:00:00 2001 From: eccuraa Date: Mon, 7 Jul 2025 14:37:53 -0400 Subject: [PATCH 3/5] checked income targets by state --- CHANGELOG.md | 7 + changelog.yaml | 5 + policyengine_us_data/storage/agi_state.csv | 918 +++++++++++++++++++++ policyengine_us_data/utils/loss.py | 68 +- 4 files changed, 966 insertions(+), 32 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e8b2a506..1ce2c607 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,6 +5,12 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## [1.37.0] - 2025-07-07 14:26:50 + +### Added + +- National income tax by state calibration targets from SOI. + ## [1.36.1] - 2025-07-03 09:21:06 ### Changed @@ -508,6 +514,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 +[1.37.0]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.36.1...1.37.0 [1.36.1]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.36.0...1.36.1 [1.36.0]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.35.2...1.36.0 [1.35.2]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.35.1...1.35.2 diff --git a/changelog.yaml b/changelog.yaml index 2f07e429..3bfcf324 100644 --- a/changelog.yaml +++ b/changelog.yaml @@ -423,3 +423,8 @@ changed: - PR tests to be more similar to production builds. date: 2025-07-03 09:21:06 +- bump: minor + changes: + added: + - National income tax by state calibration targets from SOI. + date: 2025-07-07 14:26:50 diff --git a/policyengine_us_data/storage/agi_state.csv b/policyengine_us_data/storage/agi_state.csv index ee57163a..167fac6a 100644 --- a/policyengine_us_data/storage/agi_state.csv +++ b/policyengine_us_data/storage/agi_state.csv @@ -917,3 +917,921 @@ GEO_ID,GEO_NAME,AGI_LOWER_BOUND,AGI_UPPER_BOUND,VALUE,IS_COUNT,VARIABLE 0400000US55,WI,500000.0,inf,44157565000,0,adjusted_gross_income/amount 0400000US54,WV,500000.0,inf,5401471000,0,adjusted_gross_income/amount 0400000US56,WY,500000.0,inf,11530670000,0,adjusted_gross_income/amount +0400000US01,AL,-inf,1.0,1200,1,federal_income_tax/count +0400000US01,AL,1.0,10000.0,5610,1,federal_income_tax/count +0400000US01,AL,10000.0,25000.0,158270,1,federal_income_tax/count +0400000US01,AL,25000.0,50000.0,379010,1,federal_income_tax/count +0400000US01,AL,50000.0,75000.0,274280,1,federal_income_tax/count 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+0400000US46,SD,500000.0,inf,2149838000,0,federal_income_tax/amount +0400000US47,TN,500000.0,inf,15108204000,0,federal_income_tax/amount +0400000US48,TX,500000.0,inf,89165247000,0,federal_income_tax/amount +0400000US49,UT,500000.0,inf,7941825000,0,federal_income_tax/amount +0400000US51,VA,500000.0,inf,21562485000,0,federal_income_tax/amount +0400000US50,VT,500000.0,inf,1089208000,0,federal_income_tax/amount +0400000US53,WA,500000.0,inf,24896081000,0,federal_income_tax/amount +0400000US55,WI,500000.0,inf,11025149000,0,federal_income_tax/amount +0400000US54,WV,500000.0,inf,1357393000,0,federal_income_tax/amount +0400000US56,WY,500000.0,inf,2456940000,0,federal_income_tax/amount diff --git a/policyengine_us_data/utils/loss.py b/policyengine_us_data/utils/loss.py index fdf730f0..a60b36ea 100644 --- a/policyengine_us_data/utils/loss.py +++ b/policyengine_us_data/utils/loss.py @@ -612,6 +612,7 @@ def apply(self): loss_matrix[f"nation/jct/{deduction}_expenditure"] = te_values targets_array.append(target) + def get_agi_band_label(lower: float, upper: float) -> str: """Get the label for the AGI band based on lower and upper bounds.""" if lower <= 0: @@ -620,19 +621,18 @@ def get_agi_band_label(lower: float, upper: float) -> str: return f"{int(lower)}_inf" else: return f"{int(lower)}_{int(upper)}" - -def get_national_income_tax_from_puf(puf, year = 2025): +def get_national_tax_from_puf(tax_column: str, puf, year=2025): """ Calculate the national total for income tax after credits from PUF data. """ # Convert PUF to SOI format df = puf_to_soi(puf, year) - + # Calculate weighted national total - national_total = (df["income_tax_after_credits"] * df["weight"]).sum() - + national_total = (df[tax_column] * df["weight"]).sum() + return national_total @@ -642,35 +642,36 @@ def _add_agi_state_targets(): with federal income tax calibrated to national total. """ soi_targets = pd.read_csv(STORAGE_FOLDER / "agi_state.csv") - + # Calibrate federal income tax amounts to national PUF total - fed_tax_mask = ( - (soi_targets["VARIABLE"] == "federal_income_tax/amount") & - (soi_targets["IS_COUNT"] == 0) + fed_tax_mask = (soi_targets["VARIABLE"] == "federal_income_tax/amount") & ( + soi_targets["IS_COUNT"] == 0 ) - + if fed_tax_mask.any(): # Get national total from PUF - + # You'll need to have access to the puf data and year - national_total = get_national_income_tax_from_puf(puf) - + national_total = get_national_tax_from_puf( + "income_tax_after_credits", puf + ) + # Calculate current state sum for federal income tax state_sum = soi_targets.loc[fed_tax_mask, "VALUE"].sum() - + # Calculate scaling factor scaling_factor = national_total / state_sum - + # Scale federal income tax values soi_targets.loc[fed_tax_mask, "VALUE"] *= scaling_factor - + # Verify the scaling worked assert np.isclose( - soi_targets.loc[fed_tax_mask, "VALUE"].sum(), - national_total, - rtol=1e-8 + soi_targets.loc[fed_tax_mask, "VALUE"].sum(), + national_total, + rtol=1e-8, ), f"Federal income tax totals do not sum to national target: {soi_targets.loc[fed_tax_mask, 'VALUE'].sum()} vs {national_total}" - + # Create target names soi_targets["target_name"] = ( "state/" @@ -685,43 +686,46 @@ def _add_agi_state_targets(): axis=1, ) ) - + target_names = soi_targets["target_name"].tolist() target_values = soi_targets["VALUE"].astype(float).tolist() return target_names, target_values def add_agi_metric_columns( - loss_matrix: pd.DataFrame, + loss_matrix: pd.DataFrame, sim, ): """ Add AGI & National Income tax metric columns by state to the loss_matrix from the SOI. """ soi_targets = pd.read_csv(STORAGE_FOLDER / "agi_state.csv") - + # AGI is at tax unit level agi = sim.calculate("adjusted_gross_income").values - + # Federal income tax is at household level - need to map to tax unit from household federal_income_tax_household = sim.calculate("income_tax").values income_tax = sim.map_result( - federal_income_tax_household, "household", "tax_unit", how="divide_by_num_of_tax_units" + federal_income_tax_household, + "household", + "tax_unit", + how="divide_by_num_of_tax_units", ) - + # State is at person level - map to tax unit state = sim.calculate("state_code", map_to="person").values state = sim.map_result( state, "person", "tax_unit", how="value_from_first_person" ) - + for _, r in soi_targets.iterrows(): lower, upper = r.AGI_LOWER_BOUND, r.AGI_UPPER_BOUND band = get_agi_band_label(lower, upper) - + in_state = state == r.GEO_NAME in_band = (agi > lower) & (agi <= upper) - + # Determine which variable to use based on the target if "adjusted_gross_income" in r.VARIABLE: base_value = agi @@ -729,18 +733,18 @@ def add_agi_metric_columns( base_value = income_tax else: continue - + if r.IS_COUNT: metric = (in_state & in_band & (base_value > 0)).astype(float) else: metric = np.where(in_state & in_band, base_value, 0.0) - + # Map back to household level for the loss matrix metric = sim.map_result(metric, "tax_unit", "household") col_name = f"state/{r.GEO_NAME}/{r.VARIABLE}/{band}" loss_matrix[col_name] = metric - + return loss_matrix From 15efc526d865755f147b1503db0b2815a5e7c2b7 Mon Sep 17 00:00:00 2001 From: eccuraa Date: Thu, 10 Jul 2025 12:07:13 -0400 Subject: [PATCH 4/5] increased policyengine-us version to >=1.338 --- CHANGELOG.md | 7 +++++++ changelog.yaml | 5 +++++ pyproject.toml | 4 ++-- 3 files changed, 14 insertions(+), 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1ce2c607..dd93c9f5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,6 +5,12 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## [1.38.0] - 2025-07-07 14:26:50 + +### Added + +- Increased policyengine-us version to >=1.338 + ## [1.37.0] - 2025-07-07 14:26:50 ### Added @@ -514,6 +520,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 +[1.38.0]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.37.0...1.38.0 [1.37.0]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.36.1...1.37.0 [1.36.1]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.36.0...1.36.1 [1.36.0]: https://github.com/PolicyEngine/policyengine-us-data/compare/1.35.2...1.36.0 diff --git a/changelog.yaml b/changelog.yaml index 3bfcf324..1e4bf1b3 100644 --- a/changelog.yaml +++ b/changelog.yaml @@ -428,3 +428,8 @@ added: - National income tax by state calibration targets from SOI. date: 2025-07-07 14:26:50 +- bump: minor + changes: + added: + - Increased policyengine-us version to >=1.338 + date: 2025-07-07 14:26:50 diff --git a/pyproject.toml b/pyproject.toml index 2f8ca522..085aa847 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ build-backend = "setuptools.build_meta" [project] name = "policyengine_us_data" -version = "1.36.1" +version = "1.38.0" description = "A package to create representative microdata for the US." readme = "README.md" authors = [ @@ -17,7 +17,7 @@ authors = [ license = {file = "LICENSE"} requires-python = ">=3.11, <3.13.0" dependencies = [ - "policyengine-us>=1.197.0", + "policyengine-us>=1.338", "policyengine-core>=3.14.1", "requests", "tqdm", From 47e9186d69a60d04130eef3aa3692d62aea1cec4 Mon Sep 17 00:00:00 2001 From: eccuraa Date: Thu, 10 Jul 2025 12:10:34 -0400 Subject: [PATCH 5/5] removed accidental change to us_data version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 085aa847..4e63cf83 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ build-backend = "setuptools.build_meta" [project] name = "policyengine_us_data" -version = "1.38.0" +version = "1.37.0" description = "A package to create representative microdata for the US." readme = "README.md" authors = [