diff --git a/us/reconciliation/custom_household/household_tax_income_changes.csv b/us/reconciliation/custom_household/household_tax_income_changes.csv
new file mode 100644
index 0000000..ac0d2f6
--- /dev/null
+++ b/us/reconciliation/custom_household/household_tax_income_changes.csv
@@ -0,0 +1,41311 @@
+State,Number of Dependents,Is Married,Employment Income,Baseline Tax,Baseline Net Income,Federal tax liability after Tax Rate Reform,Net income change after Tax Rate Reform,Federal tax liability after Standard Deduction Reform,Net income change after Standard Deduction Reform,Federal tax liability after Exemption Reform,Net income change after Exemption Reform,Federal tax liability after CTC Reform,Net income change after CTC Reform,Federal tax liability after QBID Reform,Net income change after QBID Reform,Federal tax liability after Estate Tax Reform,Net income change after Estate Tax Reform,Federal tax liability after AMT Reform,Net income change after AMT Reform,Federal tax liability after Miscellaneous Reform,Net income change after Miscellaneous Reform,Federal tax liability after Other Itemized Deductions Reform,Net income change after Other Itemized Deductions Reform,Federal tax liability after Pease Reform,Net income change after Pease Reform,Federal tax liability after Tip Income Exempt,Net income change after Tip Income Exempt,Federal tax liability after Overtime Income Exempt,Net income change after Overtime Income Exempt,Federal tax liability after Auto Loan Interest ALD,Net income change after Auto Loan Interest ALD,Federal tax liability after SALT Reform,Net income change after SALT Reform,total_tax_change,total_net_income_change
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diff --git a/us/reconciliation/custom_household/hr1_and_current_policy_comparison.ipynb b/us/reconciliation/custom_household/hr1_and_current_policy_comparison.ipynb
new file mode 100644
index 0000000..424a865
--- /dev/null
+++ b/us/reconciliation/custom_household/hr1_and_current_policy_comparison.ipynb
@@ -0,0 +1,1030 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/pavelmakarchuk/anaconda3/envs/pe/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "from policyengine_us import Microsimulation\n",
+    "from policyengine_core.reforms import Reform\n",
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tcja_reform = Reform.from_dict(\n",
+    "    {\n",
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+    "        \"gov.irs.income.bracket.rates.3\": {\"2026-01-01.2100-12-31\": 0.22},\n",
+    "        \"gov.irs.income.bracket.rates.4\": {\"2026-01-01.2100-12-31\": 0.24},\n",
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+    "        \"gov.irs.deductions.qbi.max.w2_wages.rate\": {\"2026-01-01.2100-12-31\": 0.5},\n",
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+    "        },\n",
+    "        \"gov.irs.credits.ctc.amount.base[0].amount\": {\"2026-01-01.2100-12-31\": 2000},\n",
+    "        \"gov.irs.deductions.standard.amount.SINGLE\": {\n",
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+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.amount.JOINT\": {\n",
+    "            \"2026-01-01.2026-12-31\": 139850,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.3.JOINT\": {\n",
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+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.4.JOINT\": {\n",
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+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.5.JOINT\": {\n",
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+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.6.JOINT\": {\n",
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+    "        },\n",
+    "        \"gov.irs.credits.ctc.amount.adult_dependent\": {\"2026-01-01.2100-12-31\": 500},\n",
+    "        \"gov.irs.income.amt.exemption.amount.SINGLE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 89925,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.3.SINGLE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 105475,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.4.SINGLE\": {\n",
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+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.5.SINGLE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 255700,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.6.SINGLE\": {\n",
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+    "        },\n",
+    "        \"gov.irs.deductions.itemized.casualty.active\": {\"2026-01-01.2100-12-31\": False},\n",
+    "        \"gov.irs.deductions.standard.amount.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 15300,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.max.w2_wages.alt_rate\": {\"2026-01-01.2100-12-31\": 0.25},\n",
+    "        \"gov.irs.deductions.qbi.phase_out.start.JOINT\": {\n",
+    "            \"2026-01-01.2026-12-31\": 409800,\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.amount.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 69925,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.3.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 105475,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.4.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 201350,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.5.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 255700,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.6.SEPARATE\": {\n",
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+    "        },\n",
+    "        \"gov.irs.credits.ctc.phase_out.threshold.JOINT\": {\n",
+    "            \"2026-01-01.2100-12-31\": 400000\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.refundable.individual_max\": {\n",
+    "            \"2026-01-01.2026-12-31\": 1800,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.length.JOINT\": {\n",
+    "            \"2026-01-01.2100-12-31\": 100000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.start.SINGLE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 204900,\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.phase_out.threshold.SINGLE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 200000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.length.SINGLE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 50000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.charity.ceiling.all\": {\n",
+    "            \"2026-01-01.2100-12-31\": 0.6\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.agi_rate\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.start.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 204900,\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.phase_out.threshold.SEPARATE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 200000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.length.SEPARATE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 50000\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.refundable.phase_in.threshold\": {\n",
+    "            \"2026-01-01.2100-12-31\": 2500\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.max.business_property.rate\": {\n",
+    "            \"2026-01-01.2100-12-31\": 0.025\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.phase_out.start.JOINT\": {\n",
+    "            \"2026-01-01.2026-12-31\": 1278575,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.standard.amount.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 30600,\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.phase_out.start.SINGLE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 639300,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.standard.amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 22950,\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.amount.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 139850,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.3.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 210950,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.4.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 402725,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.5.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 511400,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.6.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 767125,\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 89925,\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.phase_out.start.SEPARATE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 639300,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.3.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 105475,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.4.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 201350,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.5.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 255700,\n",
+    "        },\n",
+    "        \"gov.irs.income.bracket.thresholds.6.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 639300,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.start.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 409800,\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.phase_out.threshold.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 400000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.length.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 100000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.start.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 204900,\n",
+    "        },\n",
+    "        \"gov.irs.credits.ctc.phase_out.threshold.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2100-12-31\": 200000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.qbi.phase_out.length.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2100-12-31\": 50000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.salt_and_real_estate.cap.JOINT\": {\n",
+    "            \"2026-01-01.2100-12-31\": 10000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SINGLE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 10000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SEPARATE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 5000\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.phase_out.start.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2026-12-31\": 1278575,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.applicable_amount.JOINT\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.itemized_deduction_rate\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.income.amt.exemption.phase_out.start.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2026-12-31\": 639300,\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.applicable_amount.SINGLE\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.applicable_amount.SEPARATE\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2100-12-31\": 10_000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.salt_and_real_estate.cap.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2100-12-31\": 10_000\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.applicable_amount.SURVIVING_SPOUSE\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "        \"gov.irs.deductions.itemized.limitation.applicable_amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "            \"2026-01-01.2100-12-31\": np.inf\n",
+    "        },\n",
+    "    },\n",
+    "    country_id=\"us\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.salt_phase_out.rate\": {\n",
+    "    \"2025-01-01.2100-12-31\": 0.3\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.in_effect\": {\n",
+    "    \"2025-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.floor.applies\": {\n",
+    "    \"2025-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 252500,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.tip_income_exempt.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.auto_loan_interest_ald.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.overtime_income_exempt.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 20200,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_tax_rate_reform = Reform.from_dict({\n",
+    "  \"gov.irs.income.bracket.rates.2\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.12\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.rates.3\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.22\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.rates.4\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.24\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.rates.5\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.32\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.rates.7\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.37\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.3.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 105475,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.4.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 201350,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.5.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 255700,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.6.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 639300,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.3.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 210950,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.4.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 402725,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.5.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 511400,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.6.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 767125,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.3.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 105475,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.4.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 201350,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.5.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 255700,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.6.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 383550,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.3.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 105475,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.4.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 201350,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.5.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 255700,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.6.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 639300,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.3.SURVIVING_SPOUSE\": {\n",
+    "      \"2026-01-01.2026-12-31\": 210950,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.4.SURVIVING_SPOUSE\": {\n",
+    "      \"2026-01-01.2026-12-31\": 402725,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.5.SURVIVING_SPOUSE\": {\n",
+    "      \"2026-01-01.2026-12-31\": 511400,\n",
+    "  },\n",
+    "  \"gov.irs.income.bracket.thresholds.6.SURVIVING_SPOUSE\": {\n",
+    "      \"2026-01-01.2026-12-31\": 767125,\n",
+    "  },\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_sd_reform = Reform.from_dict({\n",
+    "  \"gov.irs.deductions.standard.amount.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 30600,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.standard.amount.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 15300,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.standard.amount.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 15300,\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.additional_senior_standard_deduction.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  },\n",
+    "  \"gov.irs.deductions.standard.amount.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 30600,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.standard.amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 22950,\n",
+    "  },\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_exemption_reform = Reform.from_dict({\n",
+    "  \"gov.irs.income.exemption.amount\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_ctc_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.reconciliation.ctc.in_effect\": {\n",
+    "    \"2025-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.amount.base[0].amount\": {\n",
+    "    \"2025-01-01.2028-12-31\": 2500,\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.amount.adult_dependent\": {\n",
+    "    \"2026-01-01.2100-12-31\": 500\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.phase_out.threshold.JOINT\": {\n",
+    "    \"2026-01-01.2100-12-31\": 400000\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.refundable.individual_max\": {\n",
+    "    \"2026-01-01.2026-12-31\": 1700,\n",
+    "    \"2027-01-01.2028-12-31\": 1800,\n",
+    "    \"2029-01-01.2031-12-31\": 1900,\n",
+    "    \"2032-01-01.2033-12-31\": 2000,\n",
+    "    \"2034-01-01.2100-12-31\": 2100\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.phase_out.threshold.SINGLE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 200000\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.phase_out.threshold.SEPARATE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 200000\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.refundable.phase_in.threshold\": {\n",
+    "    \"2026-01-01.2100-12-31\": 2500\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.phase_out.threshold.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 400000\n",
+    "  },\n",
+    "  \"gov.irs.credits.ctc.phase_out.threshold.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2100-12-31\": 200000\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_qbi_reform = Reform.from_dict({\n",
+    "  \"gov.irs.deductions.qbi.max.rate\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.23\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.max.w2_wages.rate\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.5\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.qbid.in_effect\": {\n",
+    "    \"2026-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.max.w2_wages.alt_rate\": {\n",
+    "    \"2026-01-01.2035-12-31\": 0.25\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.phase_out.start.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 400600,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.phase_out.start.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 200300,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.phase_out.start.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 200300,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.max.business_property.rate\": {\n",
+    "    \"2026-01-01.2100-12-31\": 0.025\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.phase_out.start.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 400600,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.qbi.phase_out.start.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 200300,\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_estate_tax_reform = Reform.from_dict({\n",
+    "  \"gov.irs.credits.estate.base\": {\n",
+    "    \"2026-01-01.2026-12-31\": 15000000,\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_amt_reform = Reform.from_dict({\n",
+    "  \"gov.irs.income.amt.exemption.amount.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 109400,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.amount.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 70300,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.separate_limit\": {\n",
+    "    \"2026-01-01.2026-12-31\": 718800,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.amount.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 54700,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.phase_out.start.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 1000000,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.phase_out.start.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 500000,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.amount.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 109400,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 70300,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.phase_out.start.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 500000,\n",
+    "  },\n",
+    "  \"gov.irs.income.amt.exemption.phase_out.start.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 1000000,\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_misc_reform = Reform.from_dict({\n",
+    "  \"gov.irs.deductions.itemized.misc.applies\": {\n",
+    "    \"2026-01-01.2100-12-31\": False\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_other_item_reform = Reform.from_dict({\n",
+    "  \"gov.irs.deductions.itemized.interest.mortgage.cap.JOINT\": {\n",
+    "    \"2026-01-01.2100-12-31\": 750000\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.interest.mortgage.cap.SINGLE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 750000\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.interest.mortgage.cap.SEPARATE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 375000\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.charity.non_itemizers_amount.JOINT\": {\n",
+    "    \"2025-01-01.2028-12-31\": 300\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.charity.non_itemizers_amount.SINGLE\": {\n",
+    "    \"2025-01-01.2028-12-31\": 150\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.charity.non_itemizers_amount.SEPARATE\": {\n",
+    "    \"2025-01-01.2028-12-31\": 150\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.interest.mortgage.cap.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2100-12-31\": 750000\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.interest.mortgage.cap.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2100-12-31\": 750000\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.charity.non_itemizers_amount.SURVIVING_SPOUSE\": {\n",
+    "    \"2025-01-01.2028-12-31\": 150\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.charity.non_itemizers_amount.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2025-01-01.2028-12-31\": 150\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_pease_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.reconciliation.pease.in_effect\": {\n",
+    "    \"2026-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.reconciliation.pease.amended_structure.in_effect\": {\n",
+    "    \"2026-01-01.2100-12-31\": True\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_tip_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.reconciliation.tip_income_exempt.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_overtime_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.reconciliation.overtime_income_exempt.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_auto_loan_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.reconciliation.auto_loan_interest_ald.in_effect\": {\n",
+    "    \"2025-01-01.2028-12-31\": True\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hr1_salt_reform = Reform.from_dict({\n",
+    "  \"gov.contrib.salt_phase_out.rate\": {\n",
+    "    \"2025-01-01.2100-12-31\": 0.3\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.in_effect\": {\n",
+    "    \"2025-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.floor.applies\": {\n",
+    "    \"2025-01-01.2100-12-31\": True\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 252500,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.contrib.salt_phase_out.threshold.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 505000,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.JOINT\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SINGLE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SEPARATE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 20200,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.SURVIVING_SPOUSE\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  },\n",
+    "  \"gov.irs.deductions.itemized.salt_and_real_estate.cap.HEAD_OF_HOUSEHOLD\": {\n",
+    "    \"2026-01-01.2026-12-31\": 40400,\n",
+    "  }\n",
+    "}, country_id=\"us\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calculate_stacked_household_impacts(reforms, year):\n",
+    "    \"\"\"\n",
+    "    Calculate tax and income changes for each household after each reform is stacked.\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    # Calculate baseline values\n",
+    "    baseline = Microsimulation(\n",
+    "        reform=tcja_reform, \n",
+    "        dataset=\"hf://policyengine/policyengine-us-data/enhanced_cps_2024.h5\"\n",
+    "    )\n",
+    "    \n",
+    "    # Get household-level baseline values\n",
+    "    baseline_income_tax = baseline.calculate(\"income_tax\", map_to=\"household\", period=year).values\n",
+    "    baseline_net_income = baseline.calculate(\"household_net_income\", map_to=\"household\", period=year).values\n",
+    "\n",
+    "    # Get household-level characteristics\n",
+    "    state = baseline.calculate(\"state_code\", map_to=\"household\", period=year).values\n",
+    "    num_dependents = baseline.calculate(\"tax_unit_dependents\", map_to=\"household\", period=year).values\n",
+    "    married = baseline.calculate(\"is_married\", map_to=\"household\", period=year).values\n",
+    "    employment_income = baseline.calculate(\"employment_income\", map_to=\"household\", period=year).values\n",
+    "\n",
+    "    married = married > 0\n",
+    "\n",
+    "    \n",
+    "    # Initialize results dictionary\n",
+    "    results = {\n",
+    "        'State': state,\n",
+    "        'Number of Dependents': num_dependents,\n",
+    "        'Is Married': married,\n",
+    "        'Employment Income': employment_income,\n",
+    "        'Baseline Tax': baseline_income_tax,\n",
+    "        'Baseline Net Income': baseline_net_income\n",
+    "    }\n",
+    "    \n",
+    "    # Track cumulative values\n",
+    "    cumulative_reform = None\n",
+    "    previous_income_tax = baseline_income_tax.copy()\n",
+    "    previous_net_income = baseline_net_income.copy()\n",
+    "    \n",
+    "    # Apply each reform sequentially\n",
+    "    for reform_name, reform in reforms.items():\n",
+    "        print(f\"Processing {reform_name}...\")\n",
+    "        \n",
+    "        # Stack the reform\n",
+    "        if cumulative_reform is None:\n",
+    "            cumulative_reform = reform\n",
+    "        else:\n",
+    "            cumulative_reform = (cumulative_reform, reform)\n",
+    "        \n",
+    "        # Calculate with cumulative reforms\n",
+    "        reformed = Microsimulation(\n",
+    "            reform=cumulative_reform,\n",
+    "            dataset=\"hf://policyengine/policyengine-us-data/enhanced_cps_2024.h5\"\n",
+    "        )\n",
+    "        \n",
+    "        # Get reformed values\n",
+    "        reformed_income_tax = reformed.calculate(\"income_tax\", map_to=\"household\", period=year).values\n",
+    "        reformed_net_income = reformed.calculate(\"household_net_income\", map_to=\"household\", period=year).values\n",
+    "        \n",
+    "        # Calculate incremental changes (from previous state)\n",
+    "        tax_change = reformed_income_tax - previous_income_tax\n",
+    "        net_income_change = reformed_net_income - previous_net_income\n",
+    "        \n",
+    "        # Store results\n",
+    "        results[f'Federal tax liability after {reform_name}'] = tax_change\n",
+    "        results[f'Net income change after {reform_name}'] = net_income_change\n",
+    "        \n",
+    "        # Update previous values for next iteration\n",
+    "        previous_income_tax = reformed_income_tax.copy()\n",
+    "        previous_net_income = reformed_net_income.copy()\n",
+    "    \n",
+    "    # Add final total changes (from baseline to fully reformed)\n",
+    "    results['total_tax_change'] = previous_income_tax - baseline_income_tax\n",
+    "    results['total_net_income_change'] = previous_net_income - baseline_net_income\n",
+    "    \n",
+    "    # Create DataFrame\n",
+    "    df = pd.DataFrame(results)\n",
+    "    \n",
+    "    return df\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example usage:\n",
+    "reforms = {\n",
+    "    \"Tax Rate Reform\": hr1_tax_rate_reform,\n",
+    "    \"Standard Deduction Reform\": hr1_sd_reform,\n",
+    "    \"Exemption Reform\": hr1_exemption_reform,\n",
+    "    \"CTC Reform\": hr1_ctc_reform,\n",
+    "    \"QBID Reform\": hr1_qbi_reform,\n",
+    "    \"Estate Tax Reform\": hr1_estate_tax_reform,\n",
+    "    \"AMT Reform\": hr1_amt_reform,\n",
+    "    \"Miscellaneous Reform\": hr1_misc_reform,\n",
+    "    \"Other Itemized Deductions Reform\": hr1_other_item_reform,\n",
+    "    \"Pease Reform\": hr1_pease_reform,\n",
+    "    \"Tip Income Exempt\": hr1_tip_reform,\n",
+    "    \"Overtime Income Exempt\": hr1_overtime_reform,\n",
+    "    \"Auto Loan Interest ALD\": hr1_auto_loan_reform,\n",
+    "    \"SALT Reform\": hr1_salt_reform,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing Tax Rate Reform...\n",
+      "Processing Standard Deduction Reform...\n",
+      "Processing Exemption Reform...\n",
+      "Processing CTC Reform...\n",
+      "Processing QBID Reform...\n",
+      "Processing Estate Tax Reform...\n",
+      "Processing AMT Reform...\n",
+      "Processing Miscellaneous Reform...\n",
+      "Processing Other Itemized Deductions Reform...\n",
+      "Processing Pease Reform...\n",
+      "Processing Tip Income Exempt...\n",
+      "Processing Overtime Income Exempt...\n",
+      "Processing Auto Loan Interest ALD...\n",
+      "Processing SALT Reform...\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate household-level impacts\n",
+    "year = 2026\n",
+    "df = calculate_stacked_household_impacts(reforms, year)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saved results to 'household_tax_income_changes.csv'\n",
+      "Total households: 41310\n",
+      "\n",
+      "First 5 rows:\n",
+      "  State  Number of Dependents  Is Married  Employment Income  Baseline Tax  \\\n",
+      "0    ME                   0.0        True        4412.632324  10072.544922   \n",
+      "1    ME                   0.0        True      101122.818359   5546.436829   \n",
+      "2    ME                   0.0       False           0.000000      0.000000   \n",
+      "3    ME                   0.0       False       91929.835938  10298.269531   \n",
+      "4    ME                   0.0       False       36588.075684   1537.735382   \n",
+      "\n",
+      "   Baseline Net Income  Federal tax liability after Tax Rate Reform  \\\n",
+      "0         32834.417969                                   408.000000   \n",
+      "1         86186.421875                                   578.000000   \n",
+      "2         28722.771484                                     0.000000   \n",
+      "3         87555.187500                                   247.146484   \n",
+      "4         37161.347656                                   374.000000   \n",
+      "\n",
+      "   Net income change after Tax Rate Reform  \\\n",
+      "0                             -1230.101562   \n",
+      "1                             -1796.000000   \n",
+      "2                                 0.000000   \n",
+      "3                              -747.640625   \n",
+      "4                              -959.972656   \n",
+      "\n",
+      "   Federal tax liability after Standard Deduction Reform  \\\n",
+      "0                                       -1680.000000       \n",
+      "1                                       -2380.000015       \n",
+      "2                                           0.000000       \n",
+      "3                                       -1413.146484       \n",
+      "4                                       -1118.466797       \n",
+      "\n",
+      "   Net income change after Standard Deduction Reform  ...  \\\n",
+      "0                                        2502.101562  ...   \n",
+      "1                                        3598.000000  ...   \n",
+      "2                                           0.000000  ...   \n",
+      "3                                        1913.640625  ...   \n",
+      "4                                        1704.437500  ...   \n",
+      "\n",
+      "   Federal tax liability after Tip Income Exempt  \\\n",
+      "0                                            0.0   \n",
+      "1                                            0.0   \n",
+      "2                                            0.0   \n",
+      "3                                            0.0   \n",
+      "4                                            0.0   \n",
+      "\n",
+      "   Net income change after Tip Income Exempt  \\\n",
+      "0                                        0.0   \n",
+      "1                                        0.0   \n",
+      "2                                        0.0   \n",
+      "3                                        0.0   \n",
+      "4                                        0.0   \n",
+      "\n",
+      "   Federal tax liability after Overtime Income Exempt  \\\n",
+      "0                                           0.000000    \n",
+      "1                                        -312.077637    \n",
+      "2                                           0.000000    \n",
+      "3                                           0.000000    \n",
+      "4                                           0.000000    \n",
+      "\n",
+      "   Net income change after Overtime Income Exempt  \\\n",
+      "0                                        0.000000   \n",
+      "1                                      312.078125   \n",
+      "2                                        0.000000   \n",
+      "3                                        0.000000   \n",
+      "4                                        0.000000   \n",
+      "\n",
+      "   Federal tax liability after Auto Loan Interest ALD  \\\n",
+      "0                                           0.000000    \n",
+      "1                                        -111.081726    \n",
+      "2                                           0.000000    \n",
+      "3                                           0.000000    \n",
+      "4                                        -108.220581    \n",
+      "\n",
+      "   Net income change after Auto Loan Interest ALD  \\\n",
+      "0                                        0.000000   \n",
+      "1                                      167.929688   \n",
+      "2                                        0.000000   \n",
+      "3                                        0.000000   \n",
+      "4                                      160.527344   \n",
+      "\n",
+      "   Federal tax liability after SALT Reform  \\\n",
+      "0                                      0.0   \n",
+      "1                                      0.0   \n",
+      "2                                      0.0   \n",
+      "3                                      0.0   \n",
+      "4                                      0.0   \n",
+      "\n",
+      "   Net income change after SALT Reform  total_tax_change  \\\n",
+      "0                                  0.0          0.000000   \n",
+      "1                                  0.0       -423.159363   \n",
+      "2                                  0.0          0.000000   \n",
+      "3                                  0.0          0.000000   \n",
+      "4                                  0.0       -233.520386   \n",
+      "\n",
+      "   total_net_income_change  \n",
+      "0                 0.000000  \n",
+      "1               480.007812  \n",
+      "2                 0.000000  \n",
+      "3                 0.000000  \n",
+      "4               285.828125  \n",
+      "\n",
+      "[5 rows x 36 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Save to CSV\n",
+    "df.to_csv(\"household_tax_income_changes.csv\", index=False)\n",
+    "print(f\"Saved results to 'household_tax_income_changes.csv'\")\n",
+    "print(f\"Total households: {len(df)}\")\n",
+    "print(f\"\\nFirst 5 rows:\")\n",
+    "print(df.head())\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "pe",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}