diff --git a/.github/workflows/any_changes.yaml b/.github/workflows/any_changes.yaml index a5fd756a..6bec1fe8 100644 --- a/.github/workflows/any_changes.yaml +++ b/.github/workflows/any_changes.yaml @@ -13,16 +13,28 @@ jobs: steps: - name: Checkout repo uses: actions/checkout@v2 + - name: Install uv + uses: astral-sh/setup-uv@v5 - name: Set up Python uses: actions/setup-python@v2 with: python-version: '3.10' - + - name: Install package - run: make install + run: uv pip install .[dev] --system - name: Test documentation builds run: make documentation env: - HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} \ No newline at end of file + HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} + + - name: Check documentation build + run: | + for notebook in $(find docs/_build/jupyter_execute -name "*.ipynb"); do + if grep -q '"output_type": "error"' "$notebook"; then + echo "Error found in $notebook" + cat "$notebook" + exit 1 + fi + done \ No newline at end of file diff --git a/.github/workflows/publish_package.yaml b/.github/workflows/publish_package.yaml index dd23fad3..14e1f21f 100644 --- a/.github/workflows/publish_package.yaml +++ b/.github/workflows/publish_package.yaml @@ -10,15 +10,19 @@ jobs: runs-on: ubuntu-latest steps: - name: Checkout repo - uses: actions/checkout@v4 - - name: Setup Python - uses: actions/setup-python@v5 + uses: actions/checkout@v2 + - name: Install uv + uses: astral-sh/setup-uv@v5 + + - name: Set up Python + uses: actions/setup-python@v2 with: - python-version: 3.12 + python-version: '3.10' + + - name: Install package + run: uv pip install .[dev] --system - name: Publish a git tag run: ".github/publish-git-tag.sh || true" - - name: Install package - run: make install - name: Build package run: make - name: Publish a Python distribution to PyPI diff --git a/docs/basic/calculate_economy_comparison.ipynb b/docs/basic/calculate_economy_comparison.ipynb index 3cdb0cb0..c9d08f0b 100644 --- a/docs/basic/calculate_economy_comparison.ipynb +++ b/docs/basic/calculate_economy_comparison.ipynb @@ -11,13 +11,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Gini calculation failed. Setting to 0.4.\n", + "WARNING: Gini calculation failed. Setting to 0.4.\n" + ] + }, { "data": { "text/plain": [ - "EconomyComparison(headlines=Headlines(budgetary_impact=-20688882917.062927, poverty_impact=-0.009522052793635733, winner_share=0.8345739005338316), fiscal=FiscalComparison(baseline=FiscalSummary(tax_revenue=658911285719.5891, federal_tax=658911285719.5891, federal_balance=309089098855.4849, state_tax=0.0, government_spending=349822186864.1042, tax_benefit_programs={'income_tax': 333376287037.05945, 'national_insurance': 52985626776.773834, 'ni_employer': 126330649370.35953, 'vat': 211671832822.39133, 'council_tax': 49007055050.00724, 'fuel_duty': 26506672341.204205, 'tax_credits': -34929879.49872104, 'universal_credit': -73459549194.97665, 'child_benefit': -14311471487.935827, 'state_pension': -132795868621.44594, 'pension_credit': -6252358021.417119}, household_net_income=1566028514855.0789), reform=FiscalSummary(tax_revenue=637686731286.3723, federal_tax=637686731286.3723, federal_balance=288400215938.422, state_tax=0.0, 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PovertyRateMetricComparison(age_group='working_age', gender='all', racial_group='all', relative=True, poverty_rate='regular', baseline=0.08067396283149719, reform=0.07947173714637756, change=-0.001202225685119629, relative_change=-0.014902276309776728), PovertyRateMetricComparison(age_group='working_age', gender='all', racial_group='all', relative=True, poverty_rate='deep', baseline=0.02040824294090271, reform=0.020407630130648613, change=-6.128102540969849e-07, relative_change=-3.0027585219929702e-05), PovertyRateMetricComparison(age_group='working_age', gender='all', racial_group='all', relative=False, poverty_rate='regular', baseline=3613979.5, reform=3560123.0, change=-53856.5, relative_change=-0.014902270474970874), PovertyRateMetricComparison(age_group='working_age', gender='all', racial_group='all', relative=False, poverty_rate='deep', baseline=914235.1875, reform=914207.75, change=-27.4375, relative_change=-3.001142416649764e-05), PovertyRateMetricComparison(age_group='senior', gender='male', racial_group='all', relative=True, poverty_rate='regular', baseline=0.019906071946024895, reform=0.01964147388935089, change=-0.0002645980566740036, relative_change=-0.013292328963316242), PovertyRateMetricComparison(age_group='senior', gender='male', racial_group='all', relative=True, poverty_rate='deep', baseline=0.0001492029696237296, reform=0.00014823427773080766, change=-9.686918929219246e-07, relative_change=-0.0064924437855683375), PovertyRateMetricComparison(age_group='senior', gender='male', racial_group='all', relative=False, poverty_rate='regular', baseline=120630.84375, reform=119027.3828125, change=-1603.4609375, relative_change=-0.013292296461285425), PovertyRateMetricComparison(age_group='senior', gender='male', racial_group='all', relative=False, poverty_rate='deep', baseline=904.1703491210938, reform=898.3001098632812, change=-5.8702392578125, relative_change=-0.006492404073545117), PovertyRateMetricComparison(age_group='senior', gender='female', racial_group='all', relative=True, poverty_rate='regular', baseline=0.04476610943675041, reform=0.04424646124243736, change=-0.0005196481943130493, relative_change=-0.011608071392651511), PovertyRateMetricComparison(age_group='senior', gender='female', racial_group='all', relative=True, poverty_rate='deep', baseline=0.0012297447538003325, reform=0.0012286300770938396, change=-1.1146767064929008e-06, relative_change=-0.0009064293244985742), PovertyRateMetricComparison(age_group='senior', gender='female', racial_group='all', relative=False, poverty_rate='regular', baseline=315600.8125, reform=311937.28125, change=-3663.53125, relative_change=-0.011608117295325404), PovertyRateMetricComparison(age_group='senior', gender='female', racial_group='all', relative=False, poverty_rate='deep', baseline=8669.693359375, reform=8661.8349609375, change=-7.8583984375, relative_change=-0.000906421728169001), PovertyRateMetricComparison(age_group='senior', gender='all', racial_group='all', relative=True, poverty_rate='regular', baseline=0.03327473625540733, reform=0.03287297859787941, change=-0.0004017576575279236, relative_change=-0.012073954679735011), PovertyRateMetricComparison(age_group='senior', gender='all', racial_group='all', relative=True, poverty_rate='deep', baseline=0.0007302720914594829, reform=0.0007292248192243278, change=-1.0472722351551056e-06, relative_change=-0.0014340849765490601), PovertyRateMetricComparison(age_group='senior', gender='all', racial_group='all', relative=False, poverty_rate='regular', baseline=436231.65625, reform=430964.59375, change=-5267.0625, relative_change=-0.01207400339828043), PovertyRateMetricComparison(age_group='senior', gender='all', racial_group='all', relative=False, poverty_rate='deep', baseline=9573.8642578125, reform=9560.134765625, change=-13.7294921875, relative_change=-0.0014340596250146758), PovertyRateMetricComparison(age_group='all', gender='male', racial_group='all', relative=True, poverty_rate='regular', baseline=0.08017819374799728, reform=0.0794147327542305, change=-0.0007634609937667847, relative_change=-0.009522052793635733), PovertyRateMetricComparison(age_group='all', gender='male', racial_group='all', relative=True, poverty_rate='deep', baseline=0.021698515862226486, reform=0.021697862073779106, change=-6.537884473800659e-07, relative_change=-3.013056061212938e-05), PovertyRateMetricComparison(age_group='all', gender='male', racial_group='all', relative=False, poverty_rate='regular', baseline=3098396.25, reform=3068893.0, change=-29503.25, relative_change=-0.009522103572130259), PovertyRateMetricComparison(age_group='all', gender='male', racial_group='all', relative=False, poverty_rate='deep', baseline=838514.75, reform=838489.5, change=-25.25, relative_change=-3.0112767843380216e-05), PovertyRateMetricComparison(age_group='all', gender='female', racial_group='all', relative=True, poverty_rate='regular', baseline=0.06785593926906586, reform=0.06704439222812653, change=-0.0008115470409393311, relative_change=-0.011959852736270336), PovertyRateMetricComparison(age_group='all', gender='female', racial_group='all', relative=True, poverty_rate='deep', baseline=0.005150204990059137, reform=0.005149507895112038, change=-6.970949470996857e-07, relative_change=-0.0001353528545844699), PovertyRateMetricComparison(age_group='all', gender='female', racial_group='all', relative=False, poverty_rate='regular', baseline=2588403.75, reform=2557447.0, change=-30956.75, relative_change=-0.011959784094734062), PovertyRateMetricComparison(age_group='all', gender='female', racial_group='all', relative=False, poverty_rate='deep', baseline=196457.53125, reform=196430.9375, change=-26.59375, relative_change=-0.000135366406320959), PovertyRateMetricComparison(age_group='all', gender='all', racial_group='all', relative=True, poverty_rate='regular', baseline=0.07405701279640198, reform=0.07326967269182205, change=-0.0007873401045799255, relative_change=-0.01063154014521874), PovertyRateMetricComparison(age_group='all', gender='all', racial_group='all', relative=True, poverty_rate='deep', baseline=0.013478054665029049, reform=0.013477379456162453, change=-6.752088665962219e-07, relative_change=-5.0096908150117427e-05), PovertyRateMetricComparison(age_group='all', gender='all', racial_group='all', relative=False, poverty_rate='regular', baseline=5686797.5, reform=5626338.5, change=-60459.0, relative_change=-0.010631467007573243), PovertyRateMetricComparison(age_group='all', gender='all', racial_group='all', relative=False, poverty_rate='deep', baseline=1034972.5, reform=1034920.625, change=-51.875, relative_change=-5.012210469360297e-05)], labor_supply=[])" + "EconomyComparison(headlines=Headlines(budgetary_impact=12057201822.641846, winner_share=3.096710278402974e-05), fiscal=FiscalComparison(baseline=FiscalSummary(tax_revenue=3013608593152.1895, federal_tax=2583108898331.884, federal_balance=1160152745100.683, state_tax=430499694820.3057, government_spending=1422956153231.2007, tax_benefit_programs={}, household_net_income=12826524419636.805), reform=FiscalSummary(tax_revenue=3013602235736.6367, federal_tax=2583108898330.5815, federal_balance=1172209946923.325, state_tax=430493337406.05536, government_spending=1410898951407.2566, tax_benefit_programs={}, household_net_income=12814482607439.363), change=FiscalSummary(tax_revenue=-6357415.552734375, federal_tax=-1.30224609375, federal_balance=12057201822.641846, state_tax=-6357414.250366211, government_spending=-12057201823.944092, tax_benefit_programs={}, household_net_income=-12041812197.441406), relative_change=FiscalSummary(tax_revenue=-2.1095690950644036e-06, federal_tax=-5.041390607228997e-13, federal_balance=0.01039277101533339, state_tax=-1.476752324532971e-05, government_spending=-0.008473347401861264, tax_benefit_programs={}, household_net_income=-0.0009388211337286318)), inequality=InequalityComparison(baseline=InequalitySummary(gini=0.4, top_10_share=0.3056184716000026, top_1_share=0.07133480442157591), reform=InequalitySummary(gini=0.4, top_10_share=0.30585587458075175, top_1_share=0.0713913687702228), change=InequalitySummary(gini=0.0, top_10_share=0.00023740298074914623, top_1_share=5.65643486468842e-05), relative_change=InequalitySummary(gini=0.0, top_10_share=0.000776795262100068, top_1_share=0.0007929418059745287)), distributional=DecileImpacts(income=IncomeMeasureSpecificDecileImpacts(income_change=IncomeMeasureSpecificDecileIncomeChange(relative={1: -0.003725182447367451, 2: -0.004777925629293106, 3: -0.004427406664007123, 4: -0.003033546615233723, 5: -0.0012295913621786522, 6: -0.0003957445652524665, 7: -9.39759257002033e-05, 8: -3.0593991125471323e-05, 9: -1.4266187310034442e-05, 10: -1.1781514896665692e-05}, average={1: -63.89275812122564, 2: -174.0337390913802, 3: -224.9955222412714, 4: -193.3288209208671, 5: -96.35100483351104, 6: -37.64443533520402, 7: -10.856160889113756, 8: -4.3236716100441095, 9: -2.6063802446197073, 10: -3.9748627643461294}), winners_and_losers=IncomeMeasureSpecificDecileWinnersLosers(deciles={1: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0657153256192896, lose_less_than_5_percent_share=0.05318331952206108, lose_share=0.11889864514135068, no_change_share=0.8807898379100747, gain_share=0.00031151694857464756, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.00031151694857464756), 2: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.15194453295736532, lose_less_than_5_percent_share=0.07711620163220688, lose_share=0.22906073458957218, no_change_share=0.7709392654104278, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 3: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.17114447859504486, lose_less_than_5_percent_share=0.059347324242194015, lose_share=0.23049180283723886, no_change_share=0.7695081971627611, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 4: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.12989846703096578, lose_less_than_5_percent_share=0.04485983299864166, lose_share=0.17475830002960743, no_change_share=0.8252416999703925, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 5: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.051068199514449644, lose_less_than_5_percent_share=0.024111392231720524, lose_share=0.07517959174617017, no_change_share=0.9248204082538298, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 6: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.015369267341425434, lose_less_than_5_percent_share=0.018481961006501027, lose_share=0.03385122834792646, no_change_share=0.9661487716520736, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 7: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0029113126526266477, lose_less_than_5_percent_share=0.00904746763596632, lose_share=0.011958780288592966, no_change_share=0.988041219711407, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 8: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0005094937950111613, lose_less_than_5_percent_share=0.0031321041000860993, lose_share=0.0036415978950972605, no_change_share=0.9963584021049028, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 9: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.00029487893089546547, lose_less_than_5_percent_share=0.0035164203584642836, lose_share=0.003811299289359749, no_change_share=0.9961887007106403, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0), 10: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0002281227488112428, lose_less_than_5_percent_share=0.003779501887019752, lose_share=0.004007624635830995, no_change_share=0.9867296828146133, gain_share=0.0, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=0.0)}, all=IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.05886871339782029, lose_less_than_5_percent_share=0.02962594712536097, lose_share=0.08849466052318125, no_change_share=0.9105479297614693, gain_share=3.096710278402974e-05, gain_less_than_5_percent_share=0.0, gain_more_than_5_percent_share=3.096710278402974e-05))), wealth=None))" ] }, "execution_count": 1, @@ -261,7 +269,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/docs/basic/calculate_household_comparison.ipynb b/docs/basic/calculate_household_comparison.ipynb index 53041450..523cb17e 100644 --- a/docs/basic/calculate_household_comparison.ipynb +++ b/docs/basic/calculate_household_comparison.ipynb @@ -11,16 +11,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "HouseholdComparison(full_household_baseline={'people': {'person': {'age': {'2025': 30.0}, 'employment_income': {'2025': 30000.0}, 'employment_income_before_lsr': {'2025': 30000.0}, 'private_pension_income': {'2025': 0.0}, 'pension_income': {'2025': 0.0}, 'state_pension': {'2025': 0.0}, 'self_employment_income': {'2025': 0.0}, 'property_income': {'2025': 0.0}, 'savings_interest_income': {'2025': 0.0}, 'dividend_income': {'2025': 0.0}, 'sublet_income': {'2025': 0.0}, 'miscellaneous_income': {'2025': 0.0}, 'private_transfer_income': {'2025': 0.0}, 'lump_sum_income': {'2025': 0.0}, 'maintenance_income': {'2025': 0.0}, 'other_investment_income': {'2025': 0.0}, 'dla_sc_category': {'2025': 'NONE'}, 'dla_m_category': {'2025': 'NONE'}, 'pip_m_category': {'2025': 'NONE'}, 'pip_dl_category': {'2025': 'NONE'}, 'receives_carers_allowance': {'2025': False}, 'childcare_expenses': {'2025': 0.0}, 'employer_pension_contributions': {'2025': 0.0}, 'employee_pension_contributions': {'2025': 0.0}, 'personal_pension_contributions': {'2025': 0.0}, 'maintenance_expenses': {'2025': 0.0}, 'bi_individual_phaseout': {'2025': 0.0}, 'bi_household_phaseout': {'2025': 0.0}, 'bi_phaseout': {'2025': 0.0}, 'basic_income': {'2025': 0.0}, 'bi_maximum': {'2025': 0.0}, 'attends_private_school': {'2025': False}, 'employer_cost': {'2025': 32884.2}, 'baseline_employer_cost': {'2025': 32884.2}, 'adjusted_employer_cost': {'2025': 32884.2}, 'employer_ni_response_consumer_incidence': {'2025': 0.0}, 'employer_ni_response_capital_incidence': {'2025': 0.0}, 'employer_ni_fixed_employer_cost_change': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.27999997}, 'cliff_evaluated': {'2025': True}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': False}, 'person_id': {'2025': 0.0}, 'people': {'2025': 1.0}, 'raw_person_weight': {'2025': 1.0}, 'person_weight': {'2025': 1.0}, 'adult_index': {'2025': 1.0}, 'birth_year': {'2025': 1995.0}, 'over_16': {'2025': True}, 'is_adult': {'2025': True}, 'is_child': {'2025': False}, 'child_index': {'2025': -1.0}, 'is_eldest_child': {'2025': True}, 'is_benunit_eldest_child': {'2025': False}, 'marital_status': {'2025': 'SINGLE'}, 'current_education': {'2025': 'NOT_IN_EDUCATION'}, 'highest_education': {'2025': 'UPPER_SECONDARY'}, 'in_FE': {'2025': False}, 'in_HE': {'2025': False}, 'gender': {'2025': 'MALE'}, 'is_male': {'2025': True}, 'is_female': {'2025': False}, 'is_household_head': {'2025': True}, 'is_benunit_head': {'2025': True}, 'in_social_housing': {'2025': False}, 'is_WA_adult': {'2025': True}, 'is_young_child': {'2025': False}, 'age_under_18': {'2025': False}, 'age_18_64': {'2025': True}, 'age_over_64': {'2025': False}, 'is_older_child': {'2025': False}, 'is_higher_earner': {'2025': True}, 'person_benunit_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'role': {'2025': ''}, 'person_benunit_role': {'2025': ''}, 'person_household_role': {'2025': ''}, 'is_disabled_for_benefits': {'2025': False}, 'is_enhanced_disabled_for_benefits': {'2025': False}, 'is_severely_disabled_for_benefits': {'2025': False}, 'person_state_id': {'2025': 0.0}, 'person_state_role': {'2025': ''}, 'is_blind': {'2025': False}, 'is_carer_for_benefits': {'2025': False}, 'personal_rent': {'2025': 0.0}, 'weekly_childcare_expenses': {'2025': 0.0}, 'earned_income': {'2025': 30000.0}, 'market_income': {'2025': 30000.0}, 'hours_worked': {'2025': 0.0}, 'in_work': {'2025': True}, 'weekly_hours': {'2025': 0.0}, 'employment_status': {'2025': 'UNEMPLOYED'}, 'capital_income': {'2025': 0.0}, 'base_net_income': {'2025': 0.0}, 'is_apprentice': {'2025': False}, 'minimum_wage_category': {'2025': 'OVER_24'}, 'minimum_wage': {'2025': 9.5}, 'income_decile': {'2025': 10.0}, 'household_statutory_maternity_pay': {'2025': 0.0}, 'household_statutory_paternity_pay': {'2025': 0.0}, 'household_statutory_sick_pay': {'2025': 0.0}, 'capital_gains': {'2025': 0.0}, 'is_QYP': {'2025': False}, 'is_child_or_QYP': {'2025': False}, 'employment_benefits': {'2025': 0.0}, 'relative_income_change': {'2025': 0.0}, 'relative_wage_change': {'2025': 0.0}, 'income_elasticity_lsr': {'2025': 0.0}, 'substitution_elasticity_lsr': {'2025': 0.0}, 'employment_income_behavioral_response': {'2025': 0.0}, 'income_support_reported': {'2025': 0.0}, 'attendance_allowance': {'2025': 0.0}, 'attendance_allowance_reported': {'2025': 0.0}, 'aa_category': {'2025': 'NONE'}, 'esa_income_reported': {'2025': 0.0}, 'iidb': {'2025': 0.0}, 'iidb_reported': {'2025': 0.0}, 'jsa_contrib': {'2025': 0.0}, 'jsa_contrib_reported': {'2025': 0.0}, 'maternity_allowance_reported': {'2025': 0.0}, 'maternity_allowance': {'2025': 0.0}, 'ssmg_reported': {'2025': 0.0}, 'ssmg': {'2025': 0.0}, 'council_tax_benefit_reported': {'2025': 0.0}, 'working_tax_credit_reported': {'2025': 0.0}, 'child_tax_credit_reported': {'2025': 0.0}, 'is_CTC_child_limit_exempt': {'2025': True}, 'is_child_for_CTC': {'2025': False}, 'jsa_income_reported': {'2025': 0.0}, 'bsp': {'2025': 0.0}, 'bsp_reported': {'2025': 0.0}, 'incapacity_benefit': {'2025': 0.0}, 'incapacity_benefit_reported': {'2025': 0.0}, 'sda': {'2025': 0.0}, 'sda_reported': {'2025': 0.0}, 'carers_allowance': {'2025': 0.0}, 'care_hours': {'2025': 0.0}, 'carers_allowance_reported': {'2025': 0.0}, 'armed_forces_independence_payment': {'2025': 0.0}, 'esa_contrib': {'2025': 0.0}, 'esa_contrib_reported': {'2025': 0.0}, 'esa': {'2025': 0.0}, 'afcs': {'2025': 0.0}, 'afcs_reported': {'2025': 0.0}, 'student_loans': {'2025': 0.0}, 'adult_ema': {'2025': 0.0}, 'child_ema': {'2025': 0.0}, 'access_fund': {'2025': 0.0}, 'education_grants': {'2025': 0.0}, 'student_payments': {'2025': 0.0}, 'state_pension_age': {'2025': 66.0}, 'is_SP_age': {'2025': False}, 'state_pension_type': {'2025': 'NONE'}, 'basic_state_pension': {'2025': 0.0}, 'additional_state_pension': {'2025': 0.0}, 'new_state_pension': {'2025': 0.0}, 'state_pension_reported': {'2025': 0.0}, 'winter_fuel_allowance_reported': {'2025': 0.0}, 'dla_m_reported': {'2025': 0.0}, 'dla_m': {'2025': 0.0}, 'dla_sc_reported': {'2025': 0.0}, 'dla_sc': {'2025': 0.0}, 'dla_sc_middle_plus': {'2025': False}, 'receives_highest_dla_sc': {'2025': False}, 'dla': {'2025': 0.0}, 'housing_benefit_reported': {'2025': 0.0}, 'household_benefits_individual_non_dep_deduction': {'2025': 6476.6}, 'housing_benefit_individual_non_dep_deduction_eligible': {'2025': True}, 'universal_credit_reported': {'2025': 0.0}, 'uc_is_child_born_before_child_limit': {'2025': False}, 'uc_individual_child_element': {'2025': 0.0}, 'uc_individual_disabled_child_element': {'2025': 0.0}, 'uc_individual_severely_disabled_child_element': {'2025': 0.0}, 'uc_is_in_startup_period': {'2025': False}, 'uc_minimum_income_floor': {'2025': 17290.0}, 'uc_mif_applies': {'2025': False}, 'uc_mif_capped_earned_income': {'2025': 30000.0}, 'uc_limited_capability_for_WRA': {'2025': False}, 'uc_individual_non_dep_deduction_eligible': {'2025': True}, 'uc_individual_non_dep_deduction': {'2025': 1125.3458}, 'uc_non_dep_deduction_exempt': {'2025': False}, 'pip_m_reported': {'2025': 0.0}, 'pip_m': {'2025': 0.0}, 'pip_dl_reported': {'2025': 0.0}, 'pip_dl': {'2025': 0.0}, 'receives_enhanced_pip_dl': {'2025': False}, 'pip': {'2025': 0.0}, 'pension_credit_reported': {'2025': 0.0}, 'tax': {'2025': 4880.4033}, 'tax_reported': {'2025': 0.0}, 'tax_modelling': {'2025': 4880.4033}, 'child_benefit_reported': {'2025': 0.0}, 'child_benefit_respective_amount': {'2025': 0.0}, 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{'2025': 0.0}, 'miscellaneous_income': {'2025': 0.0}, 'private_transfer_income': {'2025': 0.0}, 'lump_sum_income': {'2025': 0.0}, 'maintenance_income': {'2025': 0.0}, 'other_investment_income': {'2025': 0.0}, 'dla_sc_category': {'2025': 0.0}, 'dla_m_category': {'2025': 0.0}, 'pip_m_category': {'2025': 0.0}, 'pip_dl_category': {'2025': 0.0}, 'receives_carers_allowance': {'2025': 0.0}, 'childcare_expenses': {'2025': 0.0}, 'employer_pension_contributions': {'2025': 0.0}, 'employee_pension_contributions': {'2025': 0.0}, 'personal_pension_contributions': {'2025': 0.0}, 'maintenance_expenses': {'2025': 0.0}, 'bi_individual_phaseout': {'2025': 0.0}, 'bi_household_phaseout': {'2025': 0.0}, 'bi_phaseout': {'2025': 0.0}, 'basic_income': {'2025': 0.0}, 'bi_maximum': {'2025': 0.0}, 'attends_private_school': {'2025': 0.0}, 'employer_cost': {'2025': 0.0}, 'baseline_employer_cost': {'2025': 0.0}, 'adjusted_employer_cost': {'2025': 0.0}, 'employer_ni_response_consumer_incidence': {'2025': 0.0}, 'employer_ni_response_capital_incidence': {'2025': 0.0}, 'employer_ni_fixed_employer_cost_change': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.0}, 'cliff_evaluated': {'2025': 0.0}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': 0.0}, 'person_id': {'2025': 0.0}, 'people': {'2025': 0.0}, 'raw_person_weight': {'2025': 0.0}, 'person_weight': {'2025': 0.0}, 'adult_index': {'2025': 0.0}, 'birth_year': {'2025': 0.0}, 'over_16': {'2025': 0.0}, 'is_adult': {'2025': 0.0}, 'is_child': {'2025': 0.0}, 'child_index': {'2025': 0.0}, 'is_eldest_child': {'2025': 0.0}, 'is_benunit_eldest_child': {'2025': 0.0}, 'marital_status': {'2025': 0.0}, 'current_education': {'2025': 0.0}, 'highest_education': {'2025': 0.0}, 'in_FE': {'2025': 0.0}, 'in_HE': {'2025': 0.0}, 'gender': {'2025': 0.0}, 'is_male': {'2025': 0.0}, 'is_female': {'2025': 0.0}, 'is_household_head': {'2025': 0.0}, 'is_benunit_head': {'2025': 0.0}, 'in_social_housing': {'2025': 0.0}, 'is_WA_adult': {'2025': 0.0}, 'is_young_child': {'2025': 0.0}, 'age_under_18': {'2025': 0.0}, 'age_18_64': {'2025': 0.0}, 'age_over_64': {'2025': 0.0}, 'is_older_child': {'2025': 0.0}, 'is_higher_earner': {'2025': 0.0}, 'person_benunit_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'role': {'2025': 0.0}, 'person_benunit_role': {'2025': 0.0}, 'person_household_role': {'2025': 0.0}, 'is_disabled_for_benefits': {'2025': 0.0}, 'is_enhanced_disabled_for_benefits': {'2025': 0.0}, 'is_severely_disabled_for_benefits': {'2025': 0.0}, 'person_state_id': {'2025': 0.0}, 'person_state_role': {'2025': 0.0}, 'is_blind': {'2025': 0.0}, 'is_carer_for_benefits': {'2025': 0.0}, 'personal_rent': {'2025': 0.0}, 'weekly_childcare_expenses': {'2025': 0.0}, 'earned_income': {'2025': 0.0}, 'market_income': {'2025': 0.0}, 'hours_worked': {'2025': 0.0}, 'in_work': {'2025': 0.0}, 'weekly_hours': {'2025': 0.0}, 'employment_status': {'2025': 0.0}, 'capital_income': {'2025': 0.0}, 'base_net_income': {'2025': 0.0}, 'is_apprentice': {'2025': 0.0}, 'minimum_wage_category': {'2025': 0.0}, 'minimum_wage': {'2025': 0.0}, 'income_decile': {'2025': 0.0}, 'household_statutory_maternity_pay': {'2025': 0.0}, 'household_statutory_paternity_pay': {'2025': 0.0}, 'household_statutory_sick_pay': {'2025': 0.0}, 'capital_gains': {'2025': 0.0}, 'is_QYP': {'2025': 0.0}, 'is_child_or_QYP': {'2025': 0.0}, 'employment_benefits': {'2025': 0.0}, 'relative_income_change': {'2025': 0.019470373}, 'relative_wage_change': {'2025': 0.0}, 'income_elasticity_lsr': {'2025': 0.0}, 'substitution_elasticity_lsr': {'2025': 0.0}, 'employment_income_behavioral_response': {'2025': 0.0}, 'income_support_reported': {'2025': 0.0}, 'attendance_allowance': {'2025': 0.0}, 'attendance_allowance_reported': {'2025': 0.0}, 'aa_category': {'2025': 0.0}, 'esa_income_reported': {'2025': 0.0}, 'iidb': {'2025': 0.0}, 'iidb_reported': {'2025': 0.0}, 'jsa_contrib': {'2025': 0.0}, 'jsa_contrib_reported': {'2025': 0.0}, 'maternity_allowance_reported': {'2025': 0.0}, 'maternity_allowance': {'2025': 0.0}, 'ssmg_reported': {'2025': 0.0}, 'ssmg': {'2025': 0.0}, 'council_tax_benefit_reported': {'2025': 0.0}, 'working_tax_credit_reported': {'2025': 0.0}, 'child_tax_credit_reported': {'2025': 0.0}, 'is_CTC_child_limit_exempt': {'2025': 0.0}, 'is_child_for_CTC': {'2025': 0.0}, 'jsa_income_reported': {'2025': 0.0}, 'bsp': {'2025': 0.0}, 'bsp_reported': {'2025': 0.0}, 'incapacity_benefit': {'2025': 0.0}, 'incapacity_benefit_reported': {'2025': 0.0}, 'sda': {'2025': 0.0}, 'sda_reported': {'2025': 0.0}, 'carers_allowance': {'2025': 0.0}, 'care_hours': {'2025': 0.0}, 'carers_allowance_reported': {'2025': 0.0}, 'armed_forces_independence_payment': {'2025': 0.0}, 'esa_contrib': {'2025': 0.0}, 'esa_contrib_reported': {'2025': 0.0}, 'esa': {'2025': 0.0}, 'afcs': {'2025': 0.0}, 'afcs_reported': {'2025': 0.0}, 'student_loans': {'2025': 0.0}, 'adult_ema': {'2025': 0.0}, 'child_ema': {'2025': 0.0}, 'access_fund': {'2025': 0.0}, 'education_grants': {'2025': 0.0}, 'student_payments': {'2025': 0.0}, 'state_pension_age': {'2025': 0.0}, 'is_SP_age': {'2025': 0.0}, 'state_pension_type': {'2025': 0.0}, 'basic_state_pension': {'2025': 0.0}, 'additional_state_pension': {'2025': 0.0}, 'new_state_pension': {'2025': 0.0}, 'state_pension_reported': {'2025': 0.0}, 'winter_fuel_allowance_reported': {'2025': 0.0}, 'dla_m_reported': {'2025': 0.0}, 'dla_m': {'2025': 0.0}, 'dla_sc_reported': {'2025': 0.0}, 'dla_sc': {'2025': 0.0}, 'dla_sc_middle_plus': {'2025': 0.0}, 'receives_highest_dla_sc': {'2025': 0.0}, 'dla': {'2025': 0.0}, 'housing_benefit_reported': {'2025': 0.0}, 'household_benefits_individual_non_dep_deduction': {'2025': 0.0}, 'housing_benefit_individual_non_dep_deduction_eligible': {'2025': 0.0}, 'universal_credit_reported': {'2025': 0.0}, 'uc_is_child_born_before_child_limit': {'2025': 0.0}, 'uc_individual_child_element': {'2025': 0.0}, 'uc_individual_disabled_child_element': {'2025': 0.0}, 'uc_individual_severely_disabled_child_element': {'2025': 0.0}, 'uc_is_in_startup_period': {'2025': 0.0}, 'uc_minimum_income_floor': {'2025': 0.0}, 'uc_mif_applies': {'2025': 0.0}, 'uc_mif_capped_earned_income': {'2025': 0.0}, 'uc_limited_capability_for_WRA': {'2025': 0.0}, 'uc_individual_non_dep_deduction_eligible': {'2025': 0.0}, 'uc_individual_non_dep_deduction': {'2025': 0.0}, 'uc_non_dep_deduction_exempt': {'2025': 0.0}, 'pip_m_reported': {'2025': 0.0}, 'pip_m': {'2025': 0.0}, 'pip_dl_reported': {'2025': 0.0}, 'pip_dl': {'2025': 0.0}, 'receives_enhanced_pip_dl': {'2025': 0.0}, 'pip': {'2025': 0.0}, 'pension_credit_reported': {'2025': 0.0}, 'tax': {'2025': -486.0}, 'tax_reported': {'2025': 0.0}, 'tax_modelling': {'2025': -486.0}, 'child_benefit_reported': {'2025': 0.0}, 'child_benefit_respective_amount': {'2025': 0.0}, 'relative_capital_gains_mtr_change': {'2025': 0.0}, 'capital_gains_elasticity': {'2025': 0.0}, 'capital_gains_behavioural_response': {'2025': 0.0}, 'capital_gains_before_response': {'2025': 0.0}, 'adult_index_cg': {'2025': 0.0}, 'marginal_tax_rate_on_capital_gains': {'2025': 0.0}, 'capital_gains_tax': {'2025': 0.0}, 'ni_employee': {'2025': 0.0}, 'national_insurance': {'2025': 0.0}, 'ni_employer': {'2025': 0.0}, 'ni_self_employed': {'2025': 0.0}, 'total_national_insurance': {'2025': 0.0}, 'ni_class_4_maximum': {'2025': 0.0}, 'ni_class_4': {'2025': 0.0}, 'ni_class_4_main': {'2025': 0.0}, 'ni_class_3': {'2025': 0.0}, 'ni_class_2': {'2025': 0.0}, 'ni_class_1_employee_primary': {'2025': 0.0}, 'ni_class_1_income': {'2025': 0.0}, 'ni_class_1_employee': {'2025': 0.0}, 'ni_class_1_employee_additional': {'2025': 0.0}, 'ni_liable': {'2025': 0.0}, 'ni_class_1_employer': {'2025': 0.0}, 'other_tax_credits': {'2025': 0.0}, 'earned_income_tax': {'2025': -486.0}, 'total_income': {'2025': 0.0}, 'income_tax': {'2025': -486.0}, 'taxed_income': {'2025': -2430.0}, 'adjusted_net_income': {'2025': 0.0}, 'total_pension_income': {'2025': 0.0}, 'social_security_income': {'2025': 0.0}, 'income_tax_pre_charges': {'2025': -486.0}, 'personal_allowance': {'2025': 2430.0}, 'blind_persons_allowance': {'2025': 0.0}, 'married_couples_allowance': {'2025': 0.0}, 'married_couples_allowance_deduction': {'2025': 0.0}, 'capped_mcad': {'2025': 0.0}, 'pension_annual_allowance': {'2025': 0.0}, 'trading_allowance': {'2025': 0.0}, 'trading_allowance_deduction': {'2025': 0.0}, 'property_allowance': {'2025': 0.0}, 'property_allowance_deduction': {'2025': 0.0}, 'savings_allowance': {'2025': 0.0}, 'dividend_allowance': {'2025': 0.0}, 'gift_aid': {'2025': 0.0}, 'covenanted_payments': {'2025': 0.0}, 'charitable_investment_gifts': {'2025': 0.0}, 'other_deductions': {'2025': 0.0}, 'allowances': {'2025': 2430.0}, 'unused_personal_allowance': {'2025': 0.0}, 'meets_marriage_allowance_income_conditions': {'2025': 0.0}, 'partners_unused_personal_allowance': {'2025': 0.0}, 'marriage_allowance': {'2025': 0.0}, 'received_allowances': {'2025': 2430.0}, 'received_allowances_savings_income': {'2025': 0.0}, 'received_allowances_dividend_income': {'2025': 0.0}, 'received_allowances_earned_income': {'2025': 2430.0}, 'savings_income_tax': {'2025': 0.0}, 'dividend_income_tax': {'2025': 0.0}, 'loss_relief': {'2025': 0.0}, 'capital_allowances': {'2025': 0.0}, 'deficiency_relief': {'2025': 0.0}, 'employment_deductions': {'2025': 0.0}, 'employment_expenses': {'2025': 0.0}, 'CB_HITC': {'2025': 0.0}, 'higher_rate_earned_income': {'2025': 0.0}, 'add_rate_earned_income': {'2025': 0.0}, 'earned_taxable_income': {'2025': -2430.0}, 'basic_rate_earned_income': {'2025': -2430.0}, 'taxable_pension_income': {'2025': 0.0}, 'taxable_miscellaneous_income': {'2025': 0.0}, 'taxed_dividend_income': {'2025': 0.0}, 'taxable_dividend_income': {'2025': 0.0}, 'taxable_social_security_income': {'2025': 0.0}, 'taxable_employment_income': {'2025': 0.0}, 'trading_loss': {'2025': 0.0}, 'taxable_self_employment_income': {'2025': 0.0}, 'taxable_property_income': {'2025': 0.0}, 'individual_savings_account_interest_income': {'2025': 0.0}, 'taxable_savings_interest_income': {'2025': 0.0}, 'tax_free_savings_income': {'2025': 0.0}, 'higher_rate_earned_income_tax': {'2025': 0.0}, 'add_rate_earned_income_tax': {'2025': 0.0}, 'tax_band': {'2025': 0.0}, 'basic_rate_earned_income_tax': {'2025': -486.0}, 'basic_rate_savings_income_pre_starter': {'2025': 0.0}, 'taxed_savings_income': {'2025': 0.0}, 'higher_rate_savings_income': {'2025': 0.0}, 'savings_starter_rate_income': {'2025': 0.0}, 'add_rate_savings_income': {'2025': 0.0}, 'basic_rate_savings_income': {'2025': 0.0}, 'personal_pension_contributions_tax': {'2025': 0.0}, 'pension_contributions_relief': {'2025': 0.0}, 'pension_contributions': {'2025': 0.0}, 'statutory_maternity_pay': {'2025': 0.0}, 'statutory_sick_pay': {'2025': 0.0}, 'pays_scottish_income_tax': {'2025': 0.0}}}})" + "HouseholdComparison(full_household_baseline={'people': {'person': {'age': {'2025': 30.0}, 'employment_income': {'2025': 30000.0}, 'employment_income_before_lsr': {'2025': 30000.0}, 'self_employment_income_before_lsr': {'2025': 0.0}, 'self_employment_income': {'2025': 0.0}, 'emp_self_emp_ratio': {'2025': 1.0}, 'farm_income': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.2261582}, 'adult_index': {'2025': 1.0}, 'adult_earnings_index': {'2025': 1.0}, 'cliff_evaluated': {'2025': True}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': False}, 'child_index': {'2025': 0.0}, 'deductible_interest_expense': {'2025': 0.0}, 'deductible_mortgage_interest': {'2025': 0.0}, 'alimony_expense': {'2025': 0.0}, 'investment_expenses': {'2025': 0.0}, 'investment_interest_expense': {'2025': 0.0}, 'home_mortgage_interest': {'2025': 0.0}, 'educator_expense': {'2025': 0.0}, 'student_loan_interest': {'2025': 0.0}, 'non_deductible_mortgage_interest': {'2025': 0.0}, 'qualified_tuition_expenses': {'2025': 0.0}, 'non_mortgage_interest': {'2025': 0.0}, 'mortgage_interest': {'2025': 0.0}, 'qualified_adoption_assistance_expense': {'2025': 0.0}, 'ambulance_expense': {'2025': 0.0}, 'health_savings_account_payroll_contributions': {'2025': 0.0}, 'has_marketplace_health_coverage': {'2025': True}, 'prescription_expense': {'2025': 0.0}, 'employer_contribution_to_health_insurance_premiums_category': {'2025': 'NONE'}, 'health_insurance_premiums': {'2025': 0.0}, 'lab_expense': {'2025': 0.0}, 'medicare_part_b_premiums': {'2025': 0.0}, 'inpatient_expense': {'2025': 0.0}, 'er_visit_expense': {'2025': 0.0}, 'outpatient_expense': {'2025': 0.0}, 'over_the_counter_health_expenses': {'2025': 0.0}, 'long_term_health_insurance_premiums': {'2025': 0.0}, 'imaging_expense': {'2025': 0.0}, 'urgent_care_expense': {'2025': 0.0}, 'physician_services_expense': {'2025': 0.0}, 'self_employed_health_insurance_premiums': {'2025': 0.0}, 'other_medical_expenses': {'2025': 0.0}, 'health_insurance_premiums_without_medicare_part_b': {'2025': 0.0}, 'medical_out_of_pocket_expenses': {'2025': 0.0}, 'investment_in_529_plan_indv': {'2025': 0.0}, 'non_public_school_tuition': {'2025': 0.0}, 'count_529_contribution_beneficiaries': {'2025': 0.0}, 'roth_403b_contributions': {'2025': 0.0}, 'traditional_403b_contributions': {'2025': 0.0}, 'self_employed_pension_contributions': {'2025': 0.0}, 'traditional_ira_contributions': {'2025': 0.0}, 'traditional_401k_contributions': {'2025': 0.0}, 'early_withdrawal_penalty': {'2025': 0.0}, 'roth_ira_contributions': {'2025': 0.0}, 'able_contributions_person': {'2025': 0.0}, 'roth_401k_contributions': {'2025': 0.0}, 'casualty_loss': {'2025': 0.0}, 'real_estate_taxes': {'2025': 0.0}, 'taxable_estate_value': {'2025': 0.0}, 'excess_withheld_payroll_tax': {'2025': 0.0}, 'state_income_tax_reported': {'2025': 0.0}, 'pre_subsidy_rent': {'2025': 0.0}, 'heating_expense_person': {'2025': 0.0}, 'rent': {'2025': 0.0}, 'charitable_non_cash_donations': {'2025': 0.0}, 'charitable_cash_donations': {'2025': 0.0}, 'care_expenses': {'2025': 0.0}, 'pre_subsidy_childcare_expenses': {'2025': 0.0}, 'after_school_expenses': {'2025': 0.0}, 'childcare_provider_type_group': {'2025': 'DCC_SACC'}, 'childcare_days_per_week': {'2025': 0.0}, 'pre_subsidy_care_expenses': {'2025': 0.0}, 'childcare_hours_per_week': {'2025': 0.0}, 'childcare_hours_per_day': {'2025': 0.0}, 'child_support_expense': {'2025': 0.0}, 'child_support_received': {'2025': 0.0}, 'is_tax_unit_dependent': {'2025': False}, 'is_tax_unit_head': {'2025': True}, 'is_tax_unit_spouse': {'2025': False}, 'is_child_of_tax_head': {'2025': False}, 'is_tax_unit_head_or_spouse': {'2025': True}, 'is_surviving_spouse': {'2025': False}, 'person_marital_unit_id': {'2025': 0.0}, 'is_separated': {'2025': False}, 'person_spm_unit_id': {'2025': 0.0}, 'is_father': {'2025': False}, 'care_and_support_costs': {'2025': 0.0}, 'is_breastfeeding': {'2025': False}, 'is_deceased': {'2025': False}, 'is_parent_of_filer_or_spouse': {'2025': False}, 'current_pregnancies': {'2025': 0.0}, 'is_male': {'2025': True}, 'receives_or_needs_protective_services': {'2025': False}, 'own_children_in_household': {'2025': 0.0}, 'years_in_military': {'2025': 0.0}, 'is_in_k12_school': {'2025': False}, 'is_deaf': {'2025': False}, 'is_in_foster_care_group_home': {'2025': False}, 'adopted_this_year': {'2025': False}, 'is_permanently_and_totally_disabled': {'2025': False}, 'is_mother': {'2025': False}, 'race': {'2025': 'OTHER'}, 'is_parent': {'2025': False}, 'is_permanently_disabled_veteran': {'2025': False}, 'four_year_college_student': {'2025': False}, 'is_in_foster_care': {'2025': False}, 'year_of_retirement': {'2025': 0.0}, 'is_female': {'2025': False}, 'share_of_care_and_support_costs_paid_by_tax_filer': {'2025': 0.0}, 'current_pregnancy_month': {'2025': 9.0}, 'is_incapable_of_self_care': {'2025': False}, 'is_runaway_child': {'2025': False}, 'claimed_as_dependent_on_another_return': {'2025': False}, 'immigration_status': {'2025': 'CITIZEN'}, 'is_migratory_child': {'2025': False}, 'care_and_support_payments_from_tax_filer': {'2025': 0.0}, 'in_out_of_home_care_facility': {'2025': False}, 'divorce_year': {'2025': 2010.0}, 'is_severely_disabled': {'2025': False}, 'people': {'2025': 1.0}, 'vehicles_owned': {'2025': 0.0}, 'overtime_income': {'2025': 0.0}, 'is_retired': {'2025': False}, 'is_in_secondary_school': {'2025': False}, 'year_deceased': {'2025': 0.0}, 'is_surviving_child_of_disabled_veteran': {'2025': False}, 'is_blind': {'2025': False}, 'is_english_proficient': {'2025': False}, 'is_full_time_student': {'2025': False}, 'is_household_head': {'2025': False}, 'has_itin': {'2025': True}, 'is_full_time_college_student': {'2025': False}, 'tip_income': {'2025': 0.0}, 'is_grandparent_of_filer_or_spouse': {'2025': False}, 'is_pregnant': {'2025': False}, 'is_veteran': {'2025': False}, 'technical_institution_student': {'2025': False}, 'immigration_status_str': {'2025': 'CITIZEN'}, 'cps_race': {'2025': 0.0}, 'is_in_k12_nonpublic_school': {'2025': False}, 'is_hispanic': {'2025': False}, 'is_child_dependent': {'2025': False}, 'was_in_foster_care': {'2025': False}, 'has_disabled_spouse': {'2025': False}, 'is_disabled': {'2025': False}, 'is_adult': {'2025': True}, 'is_incarcerated': {'2025': False}, 'is_fully_disabled_service_connected_veteran': {'2025': False}, 'retired_from_federal_government': {'2025': False}, 'is_surviving_spouse_of_disabled_veteran': {'2025': False}, 'under_60_days_postpartum': {'2025': False}, 'count_days_postpartum': {'2025': 'Infinity'}, 'under_12_months_postpartum': {'2025': False}, 'person_weight': {'2025': 0.0}, 'person_family_id': {'2025': 0.0}, 'person_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'person_tax_unit_id': {'2025': 0.0}, 'is_wa_adult': {'2025': True}, 'is_child': {'2025': False}, 'birth_year': {'2025': 1995.0}, 'age_group': {'2025': 'WORKING_AGE'}, 'monthly_age': {'2025': 360.0}, 'is_senior': {'2025': False}, 'illicit_income': {'2025': 0.0}, 'ssi_reported': {'2025': 0.0}, 'weekly_hours_worked': {'2025': 0.0}, 'weekly_hours_worked_before_lsr': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_income_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_substitution_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response': {'2025': 0.0}, 'gambling_winnings': {'2025': 0.0}, 'employment_income_last_year': {'2025': 0.0}, 'gambling_losses': {'2025': 0.0}, 'ssi_qualifying_quarters_earnings': {'2025': 0.0}, 'dependent_care_employer_benefits': {'2025': 0.0}, 'farm_rent_income': {'2025': 0.0}, 'us_bonds_for_higher_ed': {'2025': 0.0}, 'miscellaneous_income': {'2025': 0.0}, 'gi_cash_assistance': {'2025': 0.0}, 'military_basic_pay': {'2025': 0.0}, 'strike_benefits': {'2025': 0.0}, 'rental_income': {'2025': 0.0}, 'salt_refund_income': {'2025': 0.0}, 'debt_relief': {'2025': 0.0}, 'alimony_income': {'2025': 0.0}, 'investment_income_elected_form_4952': {'2025': 0.0}, 'estate_income': {'2025': 0.0}, 'interest_income': {'2025': 0.0}, 'tax_exempt_interest_income': {'2025': 0.0}, 'taxable_interest_income': {'2025': 0.0}, 's_corp_self_employment_income': {'2025': 0.0}, 'self_employment_income_last_year': {'2025': 0.0}, 'previous_year_income_available': {'2025': False}, 'business_is_qualified': {'2025': True}, 'business_is_sstb': {'2025': False}, 'w2_wages_from_qualified_business': {'2025': 0.0}, 'is_self_employed': {'2025': False}, 'unadjusted_basis_qualified_property': {'2025': 0.0}, 'partnership_s_corp_income': {'2025': 0.0}, 'veterans_benefits': {'2025': 0.0}, 'personal_property': {'2025': 0.0}, 'market_income': {'2025': 30000.0}, 'state_or_federal_salary': {'2025': 0.0}, 'disability_benefits': {'2025': 0.0}, 'military_service_income': {'2025': 0.0}, 'railroad_benefits': {'2025': 0.0}, 'tax_exempt_403b_distributions': {'2025': 0.0}, 'taxable_pension_income': {'2025': 0.0}, 'tax_exempt_sep_distributions': {'2025': 0.0}, 'pension_income': {'2025': 0.0}, 'military_retirement_pay': {'2025': 0.0}, 'taxable_401k_distributions': {'2025': 0.0}, 'taxable_sep_distributions': {'2025': 0.0}, 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{'2025': 0.0}, 'pell_grant_uses_sai': {'2025': True}, 'pell_grant_household_type': {'2025': 'INDEPENDENT_SINGLE'}, 'pell_grant_eligibility_type': {'2025': 'MAXIMUM'}, 'pell_grant_max_fpg_percent_limit': {'2025': 2.25}, 'pell_grant_min_fpg_percent_limit': {'2025': 2.75}, 'pell_grant_dependent_available_income': {'2025': 0.0}, 'pell_grant_dependent_allowances': {'2025': 7040.0}, 'pell_grant_dependent_other_allowances': {'2025': 0.0}, 'pell_grant_dependent_contribution': {'2025': -3520.0}, 'person_aca_slspc_ca': {'2025': 6685.0}, 'aca_slspc_trimmed_age': {'2025': 30.0}, 'is_aca_ptc_eligible': {'2025': True}, 'is_aca_ptc_eligible_ca': {'2025': True}, 'is_aca_eshi_eligible': {'2025': False}, 'aca_child_index': {'2025': 99.0}, 'relative_capital_gains_mtr_change': {'2025': 0.0}, 'capital_gains_elasticity': {'2025': 0.0}, 'capital_gains_behavioral_response': {'2025': 0.0}, 'capital_gains_before_response': {'2025': 0.0}, 'adult_index_cg': {'2025': 1.0}, 'marginal_tax_rate_on_capital_gains': {'2025': 0.13999999}, 'relative_income_change': {'2025': 0.0}, 'relative_wage_change': {'2025': 0.0}, 'income_elasticity_lsr': {'2025': 0.0}, 'income_elasticity': {'2025': 0.0}, 'substitution_elasticity': {'2025': 0.0}, 'substitution_elasticity_lsr': {'2025': 0.0}, 'labor_supply_behavioral_response': {'2025': 0.0}, 'employment_income_behavioral_response': {'2025': 0.0}, 'self_employment_income_behavioral_response': {'2025': 0.0}, 'is_co_denver_dhs_elderly': {'2025': False}, 'la_general_relief_gross_income': {'2025': 0.0}, 'la_general_relief_immigration_status_eligible_person': {'2025': False}, 'ca_la_expectant_parent_payment_eligible': {'2025': False}, 'ca_la_expectant_parent_payment': {'2025': 0.0}, 'ca_la_infant_supplement_eligible_infant': {'2025': False}, 'ca_la_infant_supplement_eligible_person': {'2025': False}, 'assessed_property_value': {'2025': 0.0}, 'is_usda_disabled': {'2025': False}, 'is_usda_elderly': {'2025': False}, 'is_snap_ineligible_student': {'2025': False}, 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'al_withheld_income_tax': {'2025': 0.0}, 'al_retirement_exemption_person': {'2025': 0.0}, 'al_retirement_exemption_eligible_person': {'2025': False}, 'mn_withheld_income_tax': {'2025': 0.0}, 'mi_withheld_income_tax': {'2025': 0.0}, 'mi_disabled_exemption_eligible_person': {'2025': 0.0}, 'ok_withheld_income_tax': {'2025': 0.0}, 'in_withheld_income_tax': {'2025': 0.0}, 'in_is_qualifying_dependent_child': {'2025': False}, 'co_withheld_income_tax': {'2025': 0.0}, 'co_social_security_subtraction_indv_eligible': {'2025': 0.0}, 'co_pension_subtraction_income': {'2025': 0.0}, 'co_social_security_subtraction_indv': {'2025': 0.0}, 'co_pension_subtraction_indv': {'2025': 0.0}, 'co_pension_subtraction_indv_eligible': {'2025': False}, 'co_family_affordability_credit': {'2025': 0.0}, 'co_ctc_eligible_child': {'2025': False}, 'co_federal_ctc_child_individual_maximum': {'2025': 0.0}, 'co_ccap_child_eligible': {'2025': False}, 'co_quality_rating_of_child_care_facility': {'2025': 0.0}, 'co_oap_eligible': {'2025': False}, 'co_oap': {'2025': 0.0}, 'co_state_supplement_eligible': {'2025': False}, 'co_state_supplement': {'2025': 0.0}, 'co_chp': {'2025': 0.0}, 'co_chp_eligible': {'2025': False}, 'co_chp_out_of_pocket_maximum': {'2025': 1500.0}, 'ca_foster_care_minor_dependent': {'2025': False}, 'ca_in_medical_care_facility': {'2025': False}, 'ca_ffyp_eligible': {'2025': False}, 'ca_withheld_income_tax': {'2025': 379.25394}, 'ca_is_qualifying_child_for_caleitc': {'2025': False}, 'ca_foster_youth_tax_credit_person': {'2025': 0.0}, 'ca_foster_youth_tax_credit_eligible_person': {'2025': False}, 'ca_state_disability_insurance': {'2025': 0.0}, 'is_ca_cvrp_increased_rebate_eligible': {'2025': True}, 'ca_cvrp_vehicle_rebate_amount': {'2025': 0.0}, 'is_ca_cvrp_normal_rebate_eligible': {'2025': True}, 'ca_cvrp': {'2025': 0.0}, 'ca_in_home_supportive_services': {'2025': 0.0}, 'ca_capi_eligible_person': {'2025': False}, 'ca_calworks_child_care_days_per_month': {'2025': 0.0}, 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'id_grocery_credit_base': {'2025': 0.0}, 'id_grocery_credit_aged': {'2025': 0.0}, 'id_grocery_credit_qualified_months': {'2025': 0.0}, 'id_grocery_credit_qualifying_month': {'2025': False}, 'oh_withheld_income_tax': {'2025': 0.0}, 'oh_bonus_depreciation_add_back': {'2025': 0.0}, 'oh_additions': {'2025': 0.0}, 'oh_other_add_backs': {'2025': 0.0}, 'oh_federal_conformity_deductions': {'2025': 0.0}, 'oh_uniformed_services_retirement_income_deduction': {'2025': 0.0}, 'oh_section_179_expense_add_back': {'2025': 0.0}, 'oh_deductions': {'2025': 0.0}, 'oh_uninsured_unreimbursed_medical_care_expenses': {'2025': 0.0}, 'oh_unreimbursed_medical_care_expense_deduction_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expenses_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expense_amount': {'2025': 0.0}, 'oh_529_plan_deduction_person': {'2025': 0.0}, 'oh_personal_exemptions_eligible_person': {'2025': False}, 'oh_has_taken_oh_lump_sum_credits': {'2025': False}, 'oh_adoption_credit_person': {'2025': 0.0}, 'oh_lump_sum_distribution_credit_eligible_person': {'2025': False}, 'oh_lump_sum_distribution_credit_person': {'2025': 0.0}, 'oh_joint_filing_credit_qualifying_income': {'2025': 0.0}, 'oh_joint_filing_credit_agi_subtractions': {'2025': 0.0}, 'oh_agi_person': {'2025': 0.0}, 'or_withheld_income_tax': {'2025': 0.0}, 'or_retirement_credit_eligible': {'2025': False}, 'il_withheld_income_tax': {'2025': 0.0}, 'la_withheld_income_tax': {'2025': 0.0}, 'la_disability_income_exemption_person': {'2025': 0.0}, 'la_retirement_exemption_person': {'2025': 0.0}, 'la_blind_exemption_person': {'2025': 0.0}, 'la_receives_blind_exemption': {'2025': True}, 'la_school_readiness_credit_eligible_child': {'2025': False}, 'la_quality_rating_of_child_care_facility': {'2025': 0.0}, 'wi_withheld_income_tax': {'2025': 0.0}, 'vita_eligible': {'2025': True}, 'adjusted_earnings': {'2025': 30000.0}, 'is_irs_aged': {'2025': False}, 'qualified_business_income': {'2025': 0.0}, 'qualified_business_income_deduction_person': {'2025': 0.0}, 'qbid_amount': {'2025': 0.0}, 'adjusted_gross_income_person': {'2025': 30000.0}, 'irs_employment_income': {'2025': 30000.0}, 'pre_tax_contributions': {'2025': 0.0}, 'irs_gross_income': {'2025': 30000.0}, 'taxable_unemployment_compensation': {'2025': 0.0}, 'tax_exempt_unemployment_compensation': {'2025': 0.0}, 'earned_income_last_year': {'2025': 0.0}, 'earned_income': {'2025': 30000.0}, 'taxable_social_security': {'2025': 0.0}, 'self_employed_pension_contribution_ald_person': {'2025': 0.0}, 'self_employment_tax_ald_person': {'2025': 0.0}, 'self_employed_health_insurance_ald_person': {'2025': 0.0}, 'student_loan_interest_ald_magi': {'2025': 0.0}, 'student_loan_interest_ald_eligible': {'2025': False}, 'student_loan_interest_ald': {'2025': 0.0}, 'estate_tax_before_credits': {'2025': 0.0}, 'estate_tax': {'2025': 0.0}, 'self_employment_medicare_tax': {'2025': 0.0}, 'social_security_taxable_self_employment_income': {'2025': 0.0}, 'self_employment_tax': {'2025': 0.0}, 'self_employment_social_security_tax': {'2025': 0.0}, 'taxable_self_employment_income': {'2025': 0.0}, 'payroll_tax_gross_wages': {'2025': 30000.0}, 'employee_medicare_tax': {'2025': 435.0}, 'taxable_earnings_for_social_security': {'2025': 30000.0}, 'employee_social_security_tax': {'2025': 1860.0}, 'is_tce_eligible': {'2025': False}, 'other_credits': {'2025': 0.0}, 'amt_foreign_tax_credit': {'2025': 0.0}, 'estate_tax_credit': {'2025': 0.0}, 'savers_credit_person': {'2025': 0.0}, 'savers_credit_qualified_contributions': {'2025': 0.0}, 'savers_credit_eligible_person': {'2025': True}, 'prior_year_minimum_tax_credit': {'2025': 0.0}, 'total_disability_payments': {'2025': 0.0}, 'retired_on_total_disability': {'2025': False}, 'qualifies_for_elderly_or_disabled_credit': {'2025': False}, 'is_eligible_for_american_opportunity_credit': {'2025': False}, 'ctc_qualifying_child': {'2025': False}, 'ctc_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum': {'2025': 0.0}, 'ctc_adult_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum_arpa': {'2025': 0.0}, 'general_business_credit': {'2025': 0.0}, 'is_cdcc_eligible': {'2025': False}, 'head_start': {'2025': 0.0}, 'is_head_start_income_eligible': {'2025': False}, 'is_head_start_eligible': {'2025': False}, 'early_head_start': {'2025': 0.0}, 'is_early_head_start_eligible': {'2025': False}, 'is_head_start_categorically_eligible': {'2025': False}, 'medicaid': {'2025': 0.0}, 'medicaid_benefit_value': {'2025': 8420.246}, 'medicaid_income_level': {'2025': 1.916933}, 'is_medicaid_eligible': {'2025': False}, 'medicaid_category': {'2025': 'NONE'}, 'is_optional_senior_or_disabled_for_medicaid': {'2025': False}, 'is_ssi_recipient_for_medicaid': {'2025': False}, 'is_in_medicaid_medically_needy_category': {'2025': False}, 'is_medically_needy_for_medicaid': {'2025': False}, 'is_young_child_for_medicaid_fc': {'2025': True}, 'is_young_child_for_medicaid_nfc': {'2025': False}, 'is_young_child_for_medicaid': {'2025': False}, 'is_young_adult_for_medicaid_fc': {'2025': False}, 'is_young_adult_for_medicaid_nfc': {'2025': False}, 'is_young_adult_for_medicaid': {'2025': False}, 'is_older_child_for_medicaid': {'2025': False}, 'is_older_child_for_medicaid_nfc': {'2025': False}, 'is_older_child_for_medicaid_fc': {'2025': True}, 'is_parent_for_medicaid_nfc': {'2025': False}, 'is_parent_for_medicaid': {'2025': False}, 'is_parent_for_medicaid_fc': {'2025': False}, 'is_pregnant_for_medicaid': {'2025': False}, 'is_pregnant_for_medicaid_fc': {'2025': True}, 'is_pregnant_for_medicaid_nfc': {'2025': False}, 'is_infant_for_medicaid_fc': {'2025': True}, 'is_infant_for_medicaid': {'2025': False}, 'is_infant_for_medicaid_nfc': {'2025': False}, 'is_adult_for_medicaid': {'2025': False}, 'is_adult_for_medicaid_fc': {'2025': False}, 'is_adult_for_medicaid_nfc': {'2025': True}, 'is_medicare_eligible': {'2025': False}, 'months_receiving_social_security_disability': {'2025': 0.0}, 'ccdf_market_rate': {'2025': 0.0}, 'is_ccdf_reason_for_care_eligible': {'2025': False}, 'is_enrolled_in_ccdf': {'2025': False}, 'ccdf_duration_of_care': {'2025': 'HOURLY'}, 'is_ccdf_eligible': {'2025': False}, 'is_ccdf_home_based': {'2025': False}, 'is_ccdf_age_eligible': {'2025': False}, 'ccdf_age_group': {'2025': 'INFANT'}, 'tanf_reported': {'2025': 0.0}, 'tanf_person': {'2025': 0.0}, 'is_person_demographic_tanf_eligible': {'2025': False}}}}, full_household_reform={'people': {'person': {'age': {'2025': 30.0}, 'employment_income': {'2025': 30000.0}, 'employment_income_before_lsr': {'2025': 30000.0}, 'self_employment_income_before_lsr': {'2025': 0.0}, 'self_employment_income': {'2025': 0.0}, 'emp_self_emp_ratio': {'2025': 1.0}, 'farm_income': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.2261582}, 'adult_index': {'2025': 1.0}, 'adult_earnings_index': {'2025': 1.0}, 'cliff_evaluated': {'2025': True}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': False}, 'child_index': {'2025': 0.0}, 'deductible_interest_expense': {'2025': 0.0}, 'deductible_mortgage_interest': {'2025': 0.0}, 'alimony_expense': {'2025': 0.0}, 'investment_expenses': {'2025': 0.0}, 'investment_interest_expense': {'2025': 0.0}, 'home_mortgage_interest': {'2025': 0.0}, 'educator_expense': {'2025': 0.0}, 'student_loan_interest': {'2025': 0.0}, 'non_deductible_mortgage_interest': {'2025': 0.0}, 'qualified_tuition_expenses': {'2025': 0.0}, 'non_mortgage_interest': {'2025': 0.0}, 'mortgage_interest': {'2025': 0.0}, 'qualified_adoption_assistance_expense': {'2025': 0.0}, 'ambulance_expense': {'2025': 0.0}, 'health_savings_account_payroll_contributions': {'2025': 0.0}, 'has_marketplace_health_coverage': {'2025': True}, 'prescription_expense': {'2025': 0.0}, 'employer_contribution_to_health_insurance_premiums_category': {'2025': 'NONE'}, 'health_insurance_premiums': {'2025': 0.0}, 'lab_expense': {'2025': 0.0}, 'medicare_part_b_premiums': {'2025': 0.0}, 'inpatient_expense': {'2025': 0.0}, 'er_visit_expense': {'2025': 0.0}, 'outpatient_expense': {'2025': 0.0}, 'over_the_counter_health_expenses': {'2025': 0.0}, 'long_term_health_insurance_premiums': {'2025': 0.0}, 'imaging_expense': {'2025': 0.0}, 'urgent_care_expense': {'2025': 0.0}, 'physician_services_expense': {'2025': 0.0}, 'self_employed_health_insurance_premiums': {'2025': 0.0}, 'other_medical_expenses': {'2025': 0.0}, 'health_insurance_premiums_without_medicare_part_b': {'2025': 0.0}, 'medical_out_of_pocket_expenses': {'2025': 0.0}, 'investment_in_529_plan_indv': {'2025': 0.0}, 'non_public_school_tuition': {'2025': 0.0}, 'count_529_contribution_beneficiaries': {'2025': 0.0}, 'roth_403b_contributions': {'2025': 0.0}, 'traditional_403b_contributions': {'2025': 0.0}, 'self_employed_pension_contributions': {'2025': 0.0}, 'traditional_ira_contributions': {'2025': 0.0}, 'traditional_401k_contributions': {'2025': 0.0}, 'early_withdrawal_penalty': {'2025': 0.0}, 'roth_ira_contributions': {'2025': 0.0}, 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'is_tax_unit_spouse': {'2025': False}, 'is_child_of_tax_head': {'2025': False}, 'is_tax_unit_head_or_spouse': {'2025': True}, 'is_surviving_spouse': {'2025': False}, 'person_marital_unit_id': {'2025': 0.0}, 'is_separated': {'2025': False}, 'person_spm_unit_id': {'2025': 0.0}, 'is_father': {'2025': False}, 'care_and_support_costs': {'2025': 0.0}, 'is_breastfeeding': {'2025': False}, 'is_deceased': {'2025': False}, 'is_parent_of_filer_or_spouse': {'2025': False}, 'current_pregnancies': {'2025': 0.0}, 'is_male': {'2025': True}, 'receives_or_needs_protective_services': {'2025': False}, 'own_children_in_household': {'2025': 0.0}, 'years_in_military': {'2025': 0.0}, 'is_in_k12_school': {'2025': False}, 'is_deaf': {'2025': False}, 'is_in_foster_care_group_home': {'2025': False}, 'adopted_this_year': {'2025': False}, 'is_permanently_and_totally_disabled': {'2025': False}, 'is_mother': {'2025': False}, 'race': {'2025': 'OTHER'}, 'is_parent': {'2025': False}, 'is_permanently_disabled_veteran': {'2025': False}, 'four_year_college_student': {'2025': False}, 'is_in_foster_care': {'2025': False}, 'year_of_retirement': {'2025': 0.0}, 'is_female': {'2025': False}, 'share_of_care_and_support_costs_paid_by_tax_filer': {'2025': 0.0}, 'current_pregnancy_month': {'2025': 9.0}, 'is_incapable_of_self_care': {'2025': False}, 'is_runaway_child': {'2025': False}, 'claimed_as_dependent_on_another_return': {'2025': False}, 'immigration_status': {'2025': 'CITIZEN'}, 'is_migratory_child': {'2025': False}, 'care_and_support_payments_from_tax_filer': {'2025': 0.0}, 'in_out_of_home_care_facility': {'2025': False}, 'divorce_year': {'2025': 2010.0}, 'is_severely_disabled': {'2025': False}, 'people': {'2025': 1.0}, 'vehicles_owned': {'2025': 0.0}, 'overtime_income': {'2025': 0.0}, 'is_retired': {'2025': False}, 'is_in_secondary_school': {'2025': False}, 'year_deceased': {'2025': 0.0}, 'is_surviving_child_of_disabled_veteran': {'2025': False}, 'is_blind': {'2025': False}, 'is_english_proficient': {'2025': False}, 'is_full_time_student': {'2025': False}, 'is_household_head': {'2025': False}, 'has_itin': {'2025': True}, 'is_full_time_college_student': {'2025': False}, 'tip_income': {'2025': 0.0}, 'is_grandparent_of_filer_or_spouse': {'2025': False}, 'is_pregnant': {'2025': False}, 'is_veteran': {'2025': False}, 'technical_institution_student': {'2025': False}, 'immigration_status_str': {'2025': 'CITIZEN'}, 'cps_race': {'2025': 0.0}, 'is_in_k12_nonpublic_school': {'2025': False}, 'is_hispanic': {'2025': False}, 'is_child_dependent': {'2025': False}, 'was_in_foster_care': {'2025': False}, 'has_disabled_spouse': {'2025': False}, 'is_disabled': {'2025': False}, 'is_adult': {'2025': True}, 'is_incarcerated': {'2025': False}, 'is_fully_disabled_service_connected_veteran': {'2025': False}, 'retired_from_federal_government': {'2025': False}, 'is_surviving_spouse_of_disabled_veteran': {'2025': False}, 'under_60_days_postpartum': {'2025': False}, 'count_days_postpartum': {'2025': 'Infinity'}, 'under_12_months_postpartum': {'2025': False}, 'person_weight': {'2025': 0.0}, 'person_family_id': {'2025': 0.0}, 'person_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'person_tax_unit_id': {'2025': 0.0}, 'is_wa_adult': {'2025': True}, 'is_child': {'2025': False}, 'birth_year': {'2025': 1995.0}, 'age_group': {'2025': 'WORKING_AGE'}, 'monthly_age': {'2025': 360.0}, 'is_senior': {'2025': False}, 'illicit_income': {'2025': 0.0}, 'ssi_reported': {'2025': 0.0}, 'weekly_hours_worked': {'2025': 0.0}, 'weekly_hours_worked_before_lsr': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_income_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_substitution_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response': {'2025': 0.0}, 'gambling_winnings': {'2025': 0.0}, 'employment_income_last_year': {'2025': 0.0}, 'gambling_losses': {'2025': 0.0}, 'ssi_qualifying_quarters_earnings': {'2025': 0.0}, 'dependent_care_employer_benefits': {'2025': 0.0}, 'farm_rent_income': {'2025': 0.0}, 'us_bonds_for_higher_ed': {'2025': 0.0}, 'miscellaneous_income': {'2025': 0.0}, 'gi_cash_assistance': {'2025': 0.0}, 'military_basic_pay': {'2025': 0.0}, 'strike_benefits': {'2025': 0.0}, 'rental_income': {'2025': 0.0}, 'salt_refund_income': {'2025': 0.0}, 'debt_relief': {'2025': 0.0}, 'alimony_income': {'2025': 0.0}, 'investment_income_elected_form_4952': {'2025': 0.0}, 'estate_income': {'2025': 0.0}, 'interest_income': {'2025': 0.0}, 'tax_exempt_interest_income': {'2025': 0.0}, 'taxable_interest_income': {'2025': 0.0}, 's_corp_self_employment_income': {'2025': 0.0}, 'self_employment_income_last_year': {'2025': 0.0}, 'previous_year_income_available': {'2025': False}, 'business_is_qualified': {'2025': True}, 'business_is_sstb': {'2025': False}, 'w2_wages_from_qualified_business': {'2025': 0.0}, 'is_self_employed': {'2025': False}, 'unadjusted_basis_qualified_property': {'2025': 0.0}, 'partnership_s_corp_income': {'2025': 0.0}, 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{'2025': 0.0}, 'income_decile': {'2025': 0.0}, 'person_in_poverty': {'2025': False}, 'e02000': {'2025': 0.0}, 'e26270': {'2025': 0.0}, 'e19200': {'2025': 0.0}, 'e18500': {'2025': 0.0}, 'e19800': {'2025': 0.0}, 'e20400': {'2025': 0.0}, 'e20100': {'2025': 0.0}, 'e00700': {'2025': 0.0}, 'e03270': {'2025': 0.0}, 'e24515': {'2025': 0.0}, 'e03300': {'2025': 0.0}, 'e07300': {'2025': 0.0}, 'e62900': {'2025': 0.0}, 'e32800': {'2025': 0.0}, 'e87530': {'2025': 0.0}, 'e03240': {'2025': 0.0}, 'e01100': {'2025': 0.0}, 'e01200': {'2025': 0.0}, 'e24518': {'2025': 0.0}, 'e09900': {'2025': 0.0}, 'e27200': {'2025': 0.0}, 'e03290': {'2025': 0.0}, 'e58990': {'2025': 0.0}, 'e03230': {'2025': 0.0}, 'e11200': {'2025': 0.0}, 'e07260': {'2025': 0.0}, 'e07240': {'2025': 0.0}, 'e03220': {'2025': 0.0}, 'p08000': {'2025': 0.0}, 'e03400': {'2025': 0.0}, 'e09800': {'2025': 0.0}, 'e09700': {'2025': 0.0}, 'e03500': {'2025': 0.0}, 'e87521': {'2025': 0.0}, 'pr_compensatory_low_income_credit': {'2025': 0.0}, 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'pell_grant_dependent_other_allowances': {'2025': 0.0}, 'pell_grant_dependent_contribution': {'2025': -3520.0}, 'person_aca_slspc_ca': {'2025': 6685.0}, 'aca_slspc_trimmed_age': {'2025': 30.0}, 'is_aca_ptc_eligible': {'2025': True}, 'is_aca_ptc_eligible_ca': {'2025': True}, 'is_aca_eshi_eligible': {'2025': False}, 'aca_child_index': {'2025': 99.0}, 'relative_capital_gains_mtr_change': {'2025': 0.0}, 'capital_gains_elasticity': {'2025': 0.0}, 'capital_gains_behavioral_response': {'2025': 0.0}, 'capital_gains_before_response': {'2025': 0.0}, 'adult_index_cg': {'2025': 1.0}, 'marginal_tax_rate_on_capital_gains': {'2025': 0.13999999}, 'relative_income_change': {'2025': 0.0}, 'relative_wage_change': {'2025': 0.0}, 'income_elasticity_lsr': {'2025': 0.0}, 'income_elasticity': {'2025': 0.0}, 'substitution_elasticity': {'2025': 0.0}, 'substitution_elasticity_lsr': {'2025': 0.0}, 'labor_supply_behavioral_response': {'2025': 0.0}, 'employment_income_behavioral_response': {'2025': 0.0}, 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'would_claim_wic': {'2025': True}, 'maximum_state_supplement': {'2025': 0.0}, 'state_supplement': {'2025': 0.0}, 'social_security_disability': {'2025': 0.0}, 'never_eligible_for_social_security_benefits': {'2025': False}, 'social_security_dependents': {'2025': 0.0}, 'social_security_survivors': {'2025': 0.0}, 'social_security_retirement': {'2025': 0.0}, 'social_security': {'2025': 0.0}, 'uncapped_ssi': {'2025': 0.0}, 'ssi_claim_is_joint': {'2025': False}, 'is_ssi_eligible': {'2025': 0.0}, 'ssi_amount_if_eligible': {'2025': 11604.0}, 'ssi': {'2025': 0.0}, 'meets_ssi_resource_test': {'2025': True}, 'ssi_countable_resources': {'2025': 0.0}, 'ssi_blind_or_disabled_working_student_exclusion': {'2025': 0.0}, 'ssi_earned_income': {'2025': 30000.0}, 'ssi_countable_income': {'2025': 0.0}, 'ssi_engaged_in_sga': {'2025': True}, 'ssi_unearned_income': {'2025': 0.0}, 'is_ssi_blind_or_disabled_working_student_exclusion_eligible': {'2025': 0.0}, 'ssi_ineligible_child_allocation': {'2025': 0.0}, 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'vt_withheld_income_tax': {'2025': 0.0}, 'va_withheld_income_tax': {'2025': 0.0}, 'va_agi_share': {'2025': 0.0}, 'va_agi_person': {'2025': 0.0}, 'va_aged_blind_exemption_person': {'2025': 0.0}, 'va_personal_exemption_person': {'2025': 0.0}, 'va_eitc_person': {'2025': 0.0}, 'va_agi_less_exemptions_person': {'2025': 0.0}, 'sc_withheld_income_tax': {'2025': 0.0}, 'sc_retirement_cap': {'2025': 0.0}, 'sc_retirement_deduction_indv': {'2025': 0.0}, 'sc_retirement_deduction_survivors': {'2025': 0.0}, 'sc_military_deduction_indv': {'2025': 0.0}, 'sc_military_deduction_survivors': {'2025': 0.0}, 'sc_senior_exemption_person': {'2025': 0.0}, 'sc_tuition_credit_eligible': {'2025': False}, 'sc_tuition_credit': {'2025': 0.0}, 'sc_gross_earned_income': {'2025': 0.0}, 'ut_withheld_income_tax': {'2025': 0.0}, 'ut_at_home_parent_credit_earned_income_eligible_person': {'2025': False}, 'ut_personal_exemption_additional_dependent_eligible': {'2025': False}, 'ga_withheld_income_tax': {'2025': 0.0}, 'ga_retirement_income_exclusion_retirement_income': {'2025': 0.0}, 'ga_retirement_exclusion_countable_earned_income': {'2025': 0.0}, 'ga_retirement_exclusion_person': {'2025': 0.0}, 'ga_retirement_exclusion_eligible_person': {'2025': False}, 'ga_military_retirement_exclusion_person': {'2025': 0.0}, 'ga_military_retirement_exclusion_eligible_person': {'2025': False}, 'ms_withheld_income_tax': {'2025': 0.0}, 'ms_agi_adjustments': {'2025': 0.0}, 'ms_prorate_fraction': {'2025': 0.0}, 'ms_income_tax_before_credits_indiv': {'2025': 0.0}, 'ms_income_tax_before_credits_joint': {'2025': 0.0}, 'ms_agi': {'2025': 0.0}, 'ms_taxable_income_indiv': {'2025': 0.0}, 'ms_taxable_income_joint': {'2025': 0.0}, 'ms_pre_deductions_taxable_income_indiv': {'2025': 0.0}, 'ms_deductions_joint': {'2025': 0.0}, 'ms_deductions_indiv': {'2025': 0.0}, 'ms_itemized_deductions_joint': {'2025': 0.0}, 'ms_itemized_deductions_indiv': {'2025': 0.0}, 'ms_standard_deduction_indiv': {'2025': 0.0}, 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{'2025': 0.0}, 'mt_disability_income_exclusion_person': {'2025': 0.0}, 'mt_tuition_subtraction_person': {'2025': 0.0}, 'mt_old_age_subtraction': {'2025': 0.0}, 'mt_additions': {'2025': 0.0}, 'mt_deductions_indiv': {'2025': 0.0}, 'mt_medical_expense_deduction_indiv': {'2025': 0.0}, 'mt_medical_expense_deduction_joint': {'2025': 0.0}, 'mt_salt_deduction': {'2025': 0.0}, 'mt_itemized_deductions_joint': {'2025': 0.0}, 'mt_federal_income_tax_deduction_indiv': {'2025': 0.0}, 'mt_itemized_deductions_indiv': {'2025': 0.0}, 'mt_misc_deductions': {'2025': 0.0}, 'mt_standard_deduction_joint': {'2025': 0.0}, 'mt_standard_deduction_indiv': {'2025': 0.0}, 'mt_child_dependent_care_expense_deduction_eligible_child': {'2025': False}, 'mt_child_dependent_care_expense_deduction': {'2025': 0.0}, 'mt_capital_gains_tax_joint': {'2025': 0.0}, 'mt_capital_gains_tax_indiv': {'2025': 0.0}, 'mt_capital_gains_tax_applicable_threshold_joint': {'2025': 0.0}, 'mt_capital_gains_tax_applicable_threshold_indiv': {'2025': 0.0}, 'mt_aged_exemption_eligible_person': {'2025': False}, 'mt_interest_exemption_eligible_person': {'2025': False}, 'mt_interest_exemption_person': {'2025': 0.0}, 'mt_dependent_exemptions_person': {'2025': 0.0}, 'mt_personal_exemptions_joint': {'2025': 0.0}, 'mt_personal_exemptions_indiv': {'2025': 0.0}, 'mt_eitc': {'2025': 0.0}, 'mt_capital_gain_credit': {'2025': 0.0}, 'mt_elderly_homeowner_or_renter_credit': {'2025': 0.0}, 'mt_elderly_homeowner_or_renter_credit_net_household_income': {'2025': 0.0}, 'mt_elderly_homeowner_or_renter_credit_eligible': {'2025': False}, 'mt_elderly_homeowner_or_renter_credit_gross_household_income': {'2025': 0.0}, 'mo_withheld_income_tax': {'2025': 0.0}, 'mo_qualified_health_insurance_premiums': {'2025': 0.0}, 'mo_income_tax_before_credits': {'2025': 0.0}, 'mo_income_tax_exempt': {'2025': 0.0}, 'mo_taxable_income': {'2025': 0.0}, 'mo_pension_and_ss_or_ssd_deduction_section_b': {'2025': 0.0}, 'mo_pension_and_ss_or_ssd_deduction_section_c': {'2025': 0.0}, 'mo_pension_and_ss_or_ssd_deduction_section_a': {'2025': 0.0}, 'mo_adjusted_gross_income': {'2025': 0.0}, 'ma_withheld_income_tax': {'2025': 0.0}, 'ma_covid_19_essential_employee_premium_pay_program': {'2025': 0.0}, 'claimed_ma_covid_19_essential_employee_premium_pay_program_2020': {'2025': False}, 'ak_permanent_fund_dividend': {'2025': 0.0}, 'ak_energy_relief': {'2025': 0.0}, 'ky_additions': {'2025': 0.0}, 'ky_agi': {'2025': 0.0}, 'ky_subtractions': {'2025': 0.0}, 'ky_withheld_income_tax': {'2025': 0.0}, 'ky_income_tax_before_non_refundable_credits_joint': {'2025': 0.0}, 'ky_taxable_income_indiv': {'2025': 0.0}, 'ky_taxable_income_joint': {'2025': 0.0}, 'ky_income_tax_before_non_refundable_credits_indiv': {'2025': 0.0}, 'ky_deductions_indiv': {'2025': 0.0}, 'ky_itemized_deductions_joint': {'2025': 0.0}, 'ky_standard_deduction_indiv': {'2025': 0.0}, 'ky_deductions_joint': {'2025': 0.0}, 'ky_standard_deduction_joint': {'2025': 0.0}, 'ky_itemized_deductions_indiv': 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{'2025': 0.0}, 'taxable_social_security': {'2025': 0.0}, 'self_employed_pension_contribution_ald_person': {'2025': 0.0}, 'self_employment_tax_ald_person': {'2025': 0.0}, 'self_employed_health_insurance_ald_person': {'2025': 0.0}, 'student_loan_interest_ald_magi': {'2025': 0.0}, 'student_loan_interest_ald_eligible': {'2025': 0.0}, 'student_loan_interest_ald': {'2025': 0.0}, 'estate_tax_before_credits': {'2025': 0.0}, 'estate_tax': {'2025': 0.0}, 'self_employment_medicare_tax': {'2025': 0.0}, 'social_security_taxable_self_employment_income': {'2025': 0.0}, 'self_employment_tax': {'2025': 0.0}, 'self_employment_social_security_tax': {'2025': 0.0}, 'taxable_self_employment_income': {'2025': 0.0}, 'payroll_tax_gross_wages': {'2025': 0.0}, 'employee_medicare_tax': {'2025': 0.0}, 'taxable_earnings_for_social_security': {'2025': 0.0}, 'employee_social_security_tax': {'2025': 0.0}, 'is_tce_eligible': {'2025': 0.0}, 'other_credits': {'2025': 0.0}, 'amt_foreign_tax_credit': {'2025': 0.0}, 'estate_tax_credit': {'2025': 0.0}, 'savers_credit_person': {'2025': 0.0}, 'savers_credit_qualified_contributions': {'2025': 0.0}, 'savers_credit_eligible_person': {'2025': 0.0}, 'prior_year_minimum_tax_credit': {'2025': 0.0}, 'total_disability_payments': {'2025': 0.0}, 'retired_on_total_disability': {'2025': 0.0}, 'qualifies_for_elderly_or_disabled_credit': {'2025': 0.0}, 'is_eligible_for_american_opportunity_credit': {'2025': 0.0}, 'ctc_qualifying_child': {'2025': 0.0}, 'ctc_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum': {'2025': 0.0}, 'ctc_adult_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum_arpa': {'2025': 0.0}, 'general_business_credit': {'2025': 0.0}, 'is_cdcc_eligible': {'2025': 0.0}, 'head_start': {'2025': 0.0}, 'is_head_start_income_eligible': {'2025': 0.0}, 'is_head_start_eligible': {'2025': 0.0}, 'early_head_start': {'2025': 0.0}, 'is_early_head_start_eligible': {'2025': 0.0}, 'is_head_start_categorically_eligible': {'2025': 0.0}, 'medicaid': {'2025': 0.0}, 'medicaid_benefit_value': {'2025': 0.0}, 'medicaid_income_level': {'2025': 0.0}, 'is_medicaid_eligible': {'2025': 0.0}, 'medicaid_category': {'2025': 0.0}, 'is_optional_senior_or_disabled_for_medicaid': {'2025': 0.0}, 'is_ssi_recipient_for_medicaid': {'2025': 0.0}, 'is_in_medicaid_medically_needy_category': {'2025': 0.0}, 'is_medically_needy_for_medicaid': {'2025': 0.0}, 'is_young_child_for_medicaid_fc': {'2025': 0.0}, 'is_young_child_for_medicaid_nfc': {'2025': 0.0}, 'is_young_child_for_medicaid': {'2025': 0.0}, 'is_young_adult_for_medicaid_fc': {'2025': 0.0}, 'is_young_adult_for_medicaid_nfc': {'2025': 0.0}, 'is_young_adult_for_medicaid': {'2025': 0.0}, 'is_older_child_for_medicaid': {'2025': 0.0}, 'is_older_child_for_medicaid_nfc': {'2025': 0.0}, 'is_older_child_for_medicaid_fc': {'2025': 0.0}, 'is_parent_for_medicaid_nfc': {'2025': 0.0}, 'is_parent_for_medicaid': {'2025': 0.0}, 'is_parent_for_medicaid_fc': {'2025': 0.0}, 'is_pregnant_for_medicaid': {'2025': 0.0}, 'is_pregnant_for_medicaid_fc': {'2025': 0.0}, 'is_pregnant_for_medicaid_nfc': {'2025': 0.0}, 'is_infant_for_medicaid_fc': {'2025': 0.0}, 'is_infant_for_medicaid': {'2025': 0.0}, 'is_infant_for_medicaid_nfc': {'2025': 0.0}, 'is_adult_for_medicaid': {'2025': 0.0}, 'is_adult_for_medicaid_fc': {'2025': 0.0}, 'is_adult_for_medicaid_nfc': {'2025': 0.0}, 'is_medicare_eligible': {'2025': 0.0}, 'months_receiving_social_security_disability': {'2025': 0.0}, 'ccdf_market_rate': {'2025': 0.0}, 'is_ccdf_reason_for_care_eligible': {'2025': 0.0}, 'is_enrolled_in_ccdf': {'2025': 0.0}, 'ccdf_duration_of_care': {'2025': 0.0}, 'is_ccdf_eligible': {'2025': 0.0}, 'is_ccdf_home_based': {'2025': 0.0}, 'is_ccdf_age_eligible': {'2025': 0.0}, 'ccdf_age_group': {'2025': 0.0}, 'tanf_reported': {'2025': 0.0}, 'tanf_person': {'2025': 0.0}, 'is_person_demographic_tanf_eligible': {'2025': 0.0}}}})" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -50,7 +50,7 @@ " }\n", ")\n", "\n", - "sim.calculate_single_household()" + "sim.calculate_household_comparison()" ] }, { @@ -148,7 +148,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/docs/basic/calculate_single_economy.ipynb b/docs/basic/calculate_single_economy.ipynb index f65a2841..6e330de3 100644 --- a/docs/basic/calculate_single_economy.ipynb +++ b/docs/basic/calculate_single_economy.ipynb @@ -149,7 +149,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/docs/basic/calculate_single_household.ipynb b/docs/basic/calculate_single_household.ipynb index 4a0bbbe6..85dda05f 100644 --- a/docs/basic/calculate_single_household.ipynb +++ b/docs/basic/calculate_single_household.ipynb @@ -114,7 +114,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/docs/basic/create_charts.ipynb b/docs/basic/create_charts.ipynb index 571a3a2f..c2a8d65a 100644 --- a/docs/basic/create_charts.ipynb +++ b/docs/basic/create_charts.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -34,14 +34,14 @@ "from policyengine import Simulation\n", "from policyengine.outputs.macro.comparison.charts import *\n", "\n", - "sim = Simulation({\n", - " \"country\": \"uk\",\n", - " \"scope\": \"macro\",\n", - " \"reform\": {\n", + "sim = Simulation(\n", + " country=\"uk\",\n", + " scope=\"macro\",\n", + " reform={\n", " \"gov.hmrc.income_tax.allowances.personal_allowance.amount\": 10_000,\n", " },\n", - " \"title\": \"Lowering the personal allowance to £10,000\" # Required for charts\n", - "})\n", + " title=\"Lowering the personal allowance to £10,000\" # Required for charts\n", + ")\n", "\n", "from policyengine.utils.charts import add_fonts\n", "\n", diff --git a/docs/concepts/simulation.ipynb b/docs/concepts/simulation.ipynb index 99d2e5ee..2aedd524 100644 --- a/docs/concepts/simulation.ipynb +++ b/docs/concepts/simulation.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -39,12 +39,12 @@ "source": [ "from policyengine import Simulation\n", "\n", - "sim = Simulation({\n", - " \"country\": \"uk\",\n", - " \"scope\": \"macro\",\n", - " \"reform\": {},\n", - " \"time_period\": 2025,\n", - "})\n", + "sim = Simulation(\n", + " country=\"uk\",\n", + " scope=\"macro\",\n", + " reform={},\n", + " time_period=2025,\n", + ")\n", "\n", "sim.calculate_economy_comparison()" ] diff --git a/docs/index.ipynb b/docs/index.ipynb index 670d3987..d6a60d75 100644 --- a/docs/index.ipynb +++ b/docs/index.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -44,14 +44,14 @@ "source": [ "from policyengine import Simulation\n", "\n", - "sim = Simulation({\n", - " \"scope\": \"macro\",\n", - " \"country\": \"uk\",\n", - " \"time_period\": 2025,\n", - " \"reform\": {\n", + "sim = Simulation(\n", + " scope=\"macro\",\n", + " country=\"uk\",\n", + " time_period=2025,\n", + " reform={\n", " \"gov.hmrc.income_tax.allowances.personal_allowance.amount\": 15000\n", " },\n", - "})\n", + ")\n", "\n", "sim.calculate_economy_comparison()" ] diff --git a/policyengine/outputs/household/single/calculate_single_household.py b/policyengine/outputs/household/single/calculate_single_household.py index f271ae68..19cab8e2 100644 --- a/policyengine/outputs/household/single/calculate_single_household.py +++ b/policyengine/outputs/household/single/calculate_single_household.py @@ -38,7 +38,7 @@ def calculate_single_household( """Calculate household statistics for a single household scenario.""" if simulation.is_comparison: raise ValueError( - "This function is for single economy simulations only." + "This function is for single household simulations only." ) return SingleHousehold(