diff --git a/policyengine_us_data/datasets/cps/cps.py b/policyengine_us_data/datasets/cps/cps.py
index 83305ae5..02e04e41 100644
--- a/policyengine_us_data/datasets/cps/cps.py
+++ b/policyengine_us_data/datasets/cps/cps.py
@@ -56,6 +56,23 @@ def generate(self):
 
         add_takeup(self)
 
+        # Downsample
+
+        self.downsample(fraction=0.5)
+
+    def downsample(self, fraction: float = 0.5):
+        from policyengine_us import Microsimulation
+
+        sim = Microsimulation(dataset=self)
+        sim.subsample(frac=fraction)
+        original_data: dict = self.load_dataset()
+        for key in original_data:
+            if key not in sim.tax_benefit_system.variables:
+                continue
+            original_data[key] = sim.calculate(key).values
+
+        self.save_dataset(original_data)
+
 
 def add_rent(self, cps: h5py.File, person: DataFrame, household: DataFrame):
     cps["tenure_type"] = household.H_TENURE.map(
diff --git a/policyengine_us_data/storage/uprating_factors.csv b/policyengine_us_data/storage/uprating_factors.csv
index 897e3b10..d16c4a91 100644
--- a/policyengine_us_data/storage/uprating_factors.csv
+++ b/policyengine_us_data/storage/uprating_factors.csv
@@ -1,116 +1,127 @@
 Variable,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034
-alimony_expense,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-alimony_income,1.0,1.255,1.322,1.357,1.446,1.504,1.535,1.567,1.576,1.595,1.622,1.655,1.689,1.723,1.779
-american_opportunity_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-amt_foreign_tax_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-capital_gains_before_response,1.0,1.824,1.11,1.195,1.244,1.195,1.14,1.122,1.126,1.145,1.173,1.206,1.243,1.283,1.326
-casualty_loss,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-cdcc_relevant_expenses,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-charitable_cash_donations,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-charitable_non_cash_donations,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-child_support_expense,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-child_support_received,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-disability_benefits,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-domestic_production_ald,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-early_withdrawal_penalty,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-educator_expense,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-employment_income,1.0,1.069,1.149,1.211,1.264,1.306,1.348,1.39,1.438,1.486,1.536,1.587,1.639,1.693,1.748
-employment_income_before_lsr,1.0,1.069,1.149,1.211,1.264,1.306,1.348,1.39,1.438,1.486,1.536,1.587,1.639,1.693,1.748
-employment_income_last_year,1.0,1.069,1.149,1.211,1.264,1.306,1.348,1.39,1.438,1.486,1.536,1.587,1.639,1.693,1.748
-energy_efficient_home_improvement_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-estate_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-excess_withheld_payroll_tax,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-family_weight,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-farm_income,1.0,1.867,1.838,1.945,2.049,2.111,2.161,2.224,2.287,2.349,2.423,2.499,2.579,2.662,2.751
-farm_rent_income,1.0,1.357,1.335,1.413,1.489,1.534,1.571,1.616,1.662,1.707,1.76,1.816,1.874,1.935,1.999
-foreign_tax_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-free_school_meals_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-general_business_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-health_insurance_premiums,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-health_insurance_premiums_without_medicare_part_b,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-health_savings_account_ald,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-household_weight,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-interest_deduction,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-investment_income_elected_form_4952,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-keogh_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-long_term_capital_gains,1.0,1.824,1.11,1.195,1.244,1.195,1.14,1.122,1.126,1.145,1.173,1.206,1.243,1.283,1.326
-long_term_capital_gains_on_collectibles,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-medical_out_of_pocket_expenses,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-medicare_part_b_premiums,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-misc_deduction,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-miscellaneous_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-non_qualified_dividend_income,1.0,1.2,1.269,1.283,1.325,1.376,1.414,1.445,1.483,1.533,1.624,1.714,1.801,1.885,1.966
-non_sch_d_capital_gains,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-other_credits,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-other_medical_expenses,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-over_the_counter_health_expenses,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-partnership_s_corp_income,1.0,0.997,1.542,1.581,1.685,1.753,1.789,1.827,1.837,1.859,1.891,1.929,1.969,2.009,2.074
-person_weight,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-population,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-pre_tax_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-prior_year_minimum_tax_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-qualified_dividend_income,1.0,1.2,1.269,1.283,1.325,1.376,1.414,1.445,1.483,1.533,1.624,1.714,1.801,1.885,1.966
-qualified_tuition_expenses,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-real_estate_taxes,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-recapture_of_investment_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-rent,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-rental_income,1.0,0.976,0.961,1.017,1.071,1.104,1.13,1.163,1.196,1.228,1.266,1.307,1.348,1.392,1.438
-roth_401k_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-roth_ira_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-salt_refund_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-savers_credit,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-self_employed_health_insurance_ald,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-self_employed_pension_contribution_ald,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-self_employed_pension_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-self_employment_income,1.0,1.255,1.322,1.357,1.446,1.504,1.535,1.567,1.576,1.595,1.622,1.655,1.689,1.723,1.779
-self_employment_income_before_lsr,1.0,1.255,1.322,1.357,1.446,1.504,1.535,1.567,1.576,1.595,1.622,1.655,1.689,1.723,1.779
-self_employment_income_last_year,1.0,1.255,1.322,1.357,1.446,1.504,1.535,1.567,1.576,1.595,1.622,1.655,1.689,1.723,1.779
-short_term_capital_gains,1.0,0.997,1.59,1.711,1.781,1.711,1.633,1.607,1.612,1.639,1.68,1.727,1.781,1.838,1.898
-snap_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-social_security,1.0,1.276,1.355,1.55,1.718,1.841,1.937,2.031,2.143,2.268,2.398,2.519,2.654,2.805,2.951
-social_security_dependents,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-social_security_disability,1.0,0.997,0.993,1.071,1.093,1.115,1.13,1.151,1.166,1.186,1.206,1.227,1.249,1.272,1.295
-social_security_retirement,1.0,0.997,0.993,1.071,1.093,1.115,1.13,1.151,1.166,1.186,1.206,1.227,1.249,1.272,1.295
-social_security_survivors,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_broadband_subsidy_reported,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_capped_housing_subsidy_reported,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_capped_work_childcare_expenses,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_energy_subsidy_reported,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_federal_tax_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_net_income_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_payroll_tax_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_pre_subsidy_childcare_expenses,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_spm_threshold,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_state_tax_reported,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-spm_unit_total_income_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-spm_unit_weight,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-spm_unit_wic_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-ssi_reported,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-state_and_local_sales_or_income_tax,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-strike_benefits,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-student_loan_interest,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tanf_reported,1.0,1.011,1.083,1.142,1.164,1.161,1.18,1.198,1.219,1.238,1.26,1.282,1.305,1.329,1.353
-tax_exempt_401k_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_exempt_403b_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_exempt_interest_income,1.0,0.805,0.892,0.97,1.128,1.292,1.369,1.4,1.458,1.514,1.541,1.573,1.616,1.647,1.683
-tax_exempt_ira_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_exempt_pension_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_exempt_private_pension_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_exempt_sep_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-tax_unit_weight,1.0,1.003,1.007,1.016,1.027,1.039,1.049,1.056,1.061,1.066,1.071,1.076,1.081,1.086,1.09
-taxable_401k_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-taxable_403b_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-taxable_interest_income,1.0,0.805,0.892,0.97,1.128,1.292,1.369,1.4,1.458,1.514,1.541,1.573,1.616,1.647,1.683
-taxable_ira_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-taxable_pension_income,1.0,1.122,1.101,1.206,1.308,1.345,1.371,1.401,1.433,1.463,1.495,1.531,1.572,1.623,1.674
-taxable_private_pension_income,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-taxable_sep_distributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-taxable_unemployment_compensation,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-traditional_401k_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-traditional_ira_contributions,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-unemployment_compensation,1.0,0.512,0.544,0.622,0.689,0.739,0.777,0.815,0.86,0.91,0.962,1.011,1.065,1.126,1.184
-unrecaptured_section_1250_gain,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-unreported_payroll_tax,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-veterans_benefits,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-w2_wages_from_qualified_business,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
-workers_compensation,1.0,1.166,1.148,1.215,1.28,1.318,1.35,1.389,1.428,1.467,1.513,1.561,1.611,1.663,1.718
+alimony_expense,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+alimony_income,1.0,1.254,1.32,1.393,1.48,1.537,1.576,1.611,1.613,1.629,1.655,1.69,1.731,1.774,1.839
+ambulance_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+american_opportunity_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+amt_foreign_tax_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+casualty_loss,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+cdcc_relevant_expenses,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+charitable_cash_donations,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+charitable_non_cash_donations,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+child_support_expense,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+child_support_received,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+disability_benefits,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+domestic_production_ald,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+early_withdrawal_penalty,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+educator_expense,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+employment_income,1.0,1.068,1.147,1.197,1.254,1.303,1.353,1.402,1.455,1.51,1.564,1.619,1.677,1.736,1.797
+employment_income_before_lsr,1.0,1.068,1.147,1.197,1.254,1.303,1.353,1.402,1.455,1.51,1.564,1.619,1.677,1.736,1.797
+employment_income_last_year,1.0,1.068,1.147,1.197,1.254,1.303,1.353,1.402,1.455,1.51,1.564,1.619,1.677,1.736,1.797
+energy_efficient_home_improvement_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+er_visit_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+estate_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+excess_withheld_payroll_tax,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+family_weight,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+farm_income,1.0,1.865,1.86,1.898,2.055,2.153,2.224,2.298,2.37,2.441,2.524,2.611,2.703,2.798,2.899
+farm_rent_income,1.0,1.355,1.352,1.379,1.493,1.564,1.616,1.67,1.722,1.773,1.834,1.897,1.964,2.033,2.107
+foreign_tax_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+free_school_meals_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+general_business_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+health_insurance_premiums,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+health_insurance_premiums_without_medicare_part_b,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+health_savings_account_ald,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+health_savings_account_payroll_contributions,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+household_weight,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+imaging_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+inpatient_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+interest_deduction,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+investment_income_elected_form_4952,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+keogh_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+lab_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+long_term_capital_gains,1.0,1.822,1.107,0.809,1.158,1.213,1.171,1.134,1.13,1.147,1.176,1.211,1.25,1.293,1.338
+long_term_capital_gains_before_response,1.0,1.822,1.107,0.809,1.158,1.213,1.171,1.134,1.13,1.147,1.176,1.211,1.25,1.293,1.338
+long_term_capital_gains_on_collectibles,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+long_term_health_insurance_premiums,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+medical_out_of_pocket_expenses,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+medicare_part_b_premiums,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+misc_deduction,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+miscellaneous_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+non_qualified_dividend_income,1.0,1.198,1.263,1.313,1.339,1.404,1.475,1.528,1.577,1.635,1.737,1.837,1.934,2.028,2.119
+non_sch_d_capital_gains,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+other_credits,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+other_medical_expenses,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+outpatient_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+over_the_counter_health_expenses,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+partnership_s_corp_income,1.0,0.996,1.539,1.624,1.726,1.792,1.838,1.879,1.881,1.899,1.93,1.971,2.018,2.069,2.144
+person_weight,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+physician_services_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+population,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+pre_tax_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+prescription_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+prior_year_minimum_tax_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+qualified_dividend_income,1.0,1.198,1.263,1.313,1.339,1.404,1.475,1.528,1.577,1.635,1.737,1.837,1.934,2.028,2.119
+qualified_tuition_expenses,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+real_estate_taxes,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+recapture_of_investment_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+rent,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+rental_income,1.0,0.975,0.973,0.992,1.074,1.125,1.163,1.201,1.239,1.276,1.32,1.365,1.413,1.463,1.516
+roth_401k_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+roth_ira_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+salt_refund_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+savers_credit,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+self_employed_health_insurance_ald,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+self_employed_pension_contribution_ald,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+self_employed_pension_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+self_employment_income,1.0,1.254,1.32,1.393,1.48,1.537,1.576,1.611,1.613,1.629,1.655,1.69,1.731,1.774,1.839
+self_employment_income_before_lsr,1.0,1.254,1.32,1.393,1.48,1.537,1.576,1.611,1.613,1.629,1.655,1.69,1.731,1.774,1.839
+self_employment_income_last_year,1.0,1.254,1.32,1.393,1.48,1.537,1.576,1.611,1.613,1.629,1.655,1.69,1.731,1.774,1.839
+short_term_capital_gains,1.0,0.996,1.587,1.16,1.66,1.738,1.679,1.625,1.619,1.645,1.685,1.735,1.792,1.853,1.917
+snap_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+social_security,1.0,1.274,1.409,1.571,1.78,1.941,2.068,2.186,2.315,2.463,2.613,2.751,2.906,3.073,3.246
+social_security_dependents,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+social_security_disability,1.0,0.996,0.992,1.068,1.091,1.115,1.133,1.155,1.171,1.192,1.214,1.236,1.26,1.284,1.31
+social_security_retirement,1.0,0.996,0.992,1.068,1.091,1.115,1.133,1.155,1.171,1.192,1.214,1.236,1.26,1.284,1.31
+social_security_survivors,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_broadband_subsidy_reported,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_capped_housing_subsidy_reported,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_capped_work_childcare_expenses,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_energy_subsidy_reported,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_federal_tax_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_net_income_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_payroll_tax_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_pre_subsidy_childcare_expenses,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_spm_threshold,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_state_tax_reported,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+spm_unit_total_income_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+spm_unit_weight,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+spm_unit_wic_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+ssi_reported,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+state_and_local_sales_or_income_tax,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+strike_benefits,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+student_loan_interest,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tanf_reported,1.0,1.01,1.081,1.139,1.162,1.178,1.179,1.201,1.223,1.246,1.269,1.293,1.318,1.344,1.37
+tax_exempt_401k_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_exempt_403b_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_exempt_interest_income,1.0,0.805,0.957,1.171,1.255,1.346,1.386,1.45,1.558,1.66,1.703,1.743,1.792,1.825,1.865
+tax_exempt_ira_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_exempt_pension_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_exempt_private_pension_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_exempt_sep_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+tax_unit_weight,1.0,1.004,1.008,1.018,1.029,1.039,1.046,1.052,1.057,1.061,1.065,1.068,1.072,1.075,1.078
+taxable_401k_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+taxable_403b_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+taxable_interest_income,1.0,0.805,0.957,1.171,1.255,1.346,1.386,1.45,1.558,1.66,1.703,1.743,1.792,1.825,1.865
+taxable_ira_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+taxable_pension_income,1.0,1.121,1.188,1.211,1.364,1.492,1.564,1.614,1.659,1.709,1.764,1.825,1.893,1.959,2.031
+taxable_private_pension_income,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+taxable_sep_distributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+taxable_unemployment_compensation,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+traditional_401k_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+traditional_ira_contributions,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+unemployment_compensation,1.0,0.511,0.566,0.63,0.714,0.779,0.83,0.877,0.929,0.988,1.048,1.104,1.166,1.233,1.303
+unrecaptured_section_1250_gain,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+unreported_payroll_tax,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+urgent_care_expense,1.0,1.104,1.168,1.241,1.3,1.328,1.359,1.403,1.448,1.493,1.541,1.591,1.643,1.697,1.753
+veterans_benefits,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+w2_wages_from_qualified_business,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
+workers_compensation,1.0,1.165,1.162,1.185,1.283,1.345,1.389,1.435,1.48,1.524,1.576,1.631,1.688,1.747,1.811
diff --git a/policyengine_us_data/storage/uprating_growth_factors.csv b/policyengine_us_data/storage/uprating_growth_factors.csv
index 380f22d2..28ca744f 100644
--- a/policyengine_us_data/storage/uprating_growth_factors.csv
+++ b/policyengine_us_data/storage/uprating_growth_factors.csv
@@ -1,116 +1,127 @@
 Variable,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034
-alimony_expense,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-alimony_income,0,0.255,0.053,0.026,0.066,0.04,0.021,0.021,0.006,0.012,0.017,0.02,0.021,0.02,0.033
-american_opportunity_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-amt_foreign_tax_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-capital_gains_before_response,0,0.824,-0.391,0.077,0.041,-0.039,-0.046,-0.016,0.004,0.017,0.024,0.028,0.031,0.032,0.034
-casualty_loss,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-cdcc_relevant_expenses,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-charitable_cash_donations,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-charitable_non_cash_donations,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-child_support_expense,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-child_support_received,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-disability_benefits,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-domestic_production_ald,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-early_withdrawal_penalty,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-educator_expense,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-employment_income,0,0.069,0.075,0.054,0.044,0.033,0.032,0.031,0.035,0.033,0.034,0.033,0.033,0.033,0.032
-employment_income_before_lsr,0,0.069,0.075,0.054,0.044,0.033,0.032,0.031,0.035,0.033,0.034,0.033,0.033,0.033,0.032
-employment_income_last_year,0,0.069,0.075,0.054,0.044,0.033,0.032,0.031,0.035,0.033,0.034,0.033,0.033,0.033,0.032
-energy_efficient_home_improvement_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-estate_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-excess_withheld_payroll_tax,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-family_weight,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-farm_income,0,0.867,-0.016,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.032,0.031,0.032,0.032,0.033
-farm_rent_income,0,0.357,-0.016,0.058,0.054,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.033,0.033
-foreign_tax_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-free_school_meals_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-general_business_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-health_insurance_premiums,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-health_insurance_premiums_without_medicare_part_b,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-health_savings_account_ald,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-household_weight,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-interest_deduction,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-investment_income_elected_form_4952,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-keogh_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-long_term_capital_gains,0,0.824,-0.391,0.077,0.041,-0.039,-0.046,-0.016,0.004,0.017,0.024,0.028,0.031,0.032,0.034
-long_term_capital_gains_on_collectibles,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-medical_out_of_pocket_expenses,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-medicare_part_b_premiums,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-misc_deduction,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-miscellaneous_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-non_qualified_dividend_income,0,0.2,0.057,0.011,0.033,0.038,0.028,0.022,0.026,0.034,0.059,0.055,0.051,0.047,0.043
-non_sch_d_capital_gains,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-other_credits,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-other_medical_expenses,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-over_the_counter_health_expenses,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-partnership_s_corp_income,0,-0.003,0.547,0.025,0.066,0.04,0.021,0.021,0.005,0.012,0.017,0.02,0.021,0.02,0.032
-person_weight,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-population,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-pre_tax_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-prior_year_minimum_tax_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-qualified_dividend_income,0,0.2,0.057,0.011,0.033,0.038,0.028,0.022,0.026,0.034,0.059,0.055,0.051,0.047,0.043
-qualified_tuition_expenses,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-real_estate_taxes,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-recapture_of_investment_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-rent,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-rental_income,0,-0.024,-0.015,0.058,0.053,0.031,0.024,0.029,0.028,0.027,0.031,0.032,0.031,0.033,0.033
-roth_401k_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-roth_ira_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-salt_refund_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-savers_credit,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-self_employed_health_insurance_ald,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-self_employed_pension_contribution_ald,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-self_employed_pension_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-self_employment_income,0,0.255,0.053,0.026,0.066,0.04,0.021,0.021,0.006,0.012,0.017,0.02,0.021,0.02,0.033
-self_employment_income_before_lsr,0,0.255,0.053,0.026,0.066,0.04,0.021,0.021,0.006,0.012,0.017,0.02,0.021,0.02,0.033
-self_employment_income_last_year,0,0.255,0.053,0.026,0.066,0.04,0.021,0.021,0.006,0.012,0.017,0.02,0.021,0.02,0.033
-short_term_capital_gains,0,-0.003,0.595,0.076,0.041,-0.039,-0.046,-0.016,0.003,0.017,0.025,0.028,0.031,0.032,0.033
-snap_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-social_security,0,0.276,0.062,0.144,0.108,0.072,0.052,0.049,0.055,0.058,0.057,0.05,0.054,0.057,0.052
-social_security_dependents,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-social_security_disability,0,-0.003,-0.004,0.079,0.021,0.02,0.013,0.019,0.013,0.017,0.017,0.017,0.018,0.018,0.018
-social_security_retirement,0,-0.003,-0.004,0.079,0.021,0.02,0.013,0.019,0.013,0.017,0.017,0.017,0.018,0.018,0.018
-social_security_survivors,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_broadband_subsidy_reported,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_capped_housing_subsidy_reported,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_capped_work_childcare_expenses,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_energy_subsidy_reported,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_federal_tax_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_net_income_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_payroll_tax_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_pre_subsidy_childcare_expenses,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_spm_threshold,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_state_tax_reported,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-spm_unit_total_income_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-spm_unit_weight,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-spm_unit_wic_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-ssi_reported,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-state_and_local_sales_or_income_tax,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-strike_benefits,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-student_loan_interest,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tanf_reported,0,0.011,0.071,0.054,0.019,-0.003,0.016,0.015,0.018,0.016,0.018,0.017,0.018,0.018,0.018
-tax_exempt_401k_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_exempt_403b_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_exempt_interest_income,0,-0.195,0.108,0.087,0.163,0.145,0.06,0.023,0.041,0.038,0.018,0.021,0.027,0.019,0.022
-tax_exempt_ira_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_exempt_pension_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_exempt_private_pension_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_exempt_sep_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-tax_unit_weight,0,0.003,0.004,0.009,0.011,0.012,0.01,0.007,0.005,0.005,0.005,0.005,0.005,0.005,0.004
-taxable_401k_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-taxable_403b_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-taxable_interest_income,0,-0.195,0.108,0.087,0.163,0.145,0.06,0.023,0.041,0.038,0.018,0.021,0.027,0.019,0.022
-taxable_ira_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-taxable_pension_income,0,0.122,-0.019,0.095,0.085,0.028,0.019,0.022,0.023,0.021,0.022,0.024,0.027,0.032,0.031
-taxable_private_pension_income,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-taxable_sep_distributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-taxable_unemployment_compensation,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-traditional_401k_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-traditional_ira_contributions,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-unemployment_compensation,0,-0.488,0.062,0.143,0.108,0.073,0.051,0.049,0.055,0.058,0.057,0.051,0.053,0.057,0.052
-unrecaptured_section_1250_gain,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-unreported_payroll_tax,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-veterans_benefits,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-w2_wages_from_qualified_business,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
-workers_compensation,0,0.166,-0.015,0.058,0.053,0.03,0.024,0.029,0.028,0.027,0.031,0.032,0.032,0.032,0.033
+alimony_expense,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+alimony_income,0,0.254,0.053,0.055,0.062,0.039,0.025,0.022,0.001,0.01,0.016,0.021,0.024,0.025,0.037
+ambulance_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+american_opportunity_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+amt_foreign_tax_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+casualty_loss,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+cdcc_relevant_expenses,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+charitable_cash_donations,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+charitable_non_cash_donations,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+child_support_expense,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+child_support_received,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+disability_benefits,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+domestic_production_ald,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+early_withdrawal_penalty,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+educator_expense,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+employment_income,0,0.068,0.074,0.044,0.048,0.039,0.038,0.036,0.038,0.038,0.036,0.035,0.036,0.035,0.035
+employment_income_before_lsr,0,0.068,0.074,0.044,0.048,0.039,0.038,0.036,0.038,0.038,0.036,0.035,0.036,0.035,0.035
+employment_income_last_year,0,0.068,0.074,0.044,0.048,0.039,0.038,0.036,0.038,0.038,0.036,0.035,0.036,0.035,0.035
+energy_efficient_home_improvement_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+er_visit_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+estate_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+excess_withheld_payroll_tax,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+family_weight,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+farm_income,0,0.865,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.034,0.035,0.035,0.036
+farm_rent_income,0,0.355,-0.002,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.034,0.035,0.035,0.036
+foreign_tax_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+free_school_meals_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+general_business_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+health_insurance_premiums,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+health_insurance_premiums_without_medicare_part_b,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+health_savings_account_ald,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+health_savings_account_payroll_contributions,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+household_weight,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+imaging_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+inpatient_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+interest_deduction,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+investment_income_elected_form_4952,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+keogh_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+lab_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+long_term_capital_gains,0,0.822,-0.392,-0.269,0.431,0.047,-0.035,-0.032,-0.004,0.015,0.025,0.03,0.032,0.034,0.035
+long_term_capital_gains_before_response,0,0.822,-0.392,-0.269,0.431,0.047,-0.035,-0.032,-0.004,0.015,0.025,0.03,0.032,0.034,0.035
+long_term_capital_gains_on_collectibles,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+long_term_health_insurance_premiums,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+medical_out_of_pocket_expenses,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+medicare_part_b_premiums,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+misc_deduction,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+miscellaneous_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+non_qualified_dividend_income,0,0.198,0.054,0.04,0.02,0.049,0.051,0.036,0.032,0.037,0.062,0.058,0.053,0.049,0.045
+non_sch_d_capital_gains,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+other_credits,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+other_medical_expenses,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+outpatient_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+over_the_counter_health_expenses,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+partnership_s_corp_income,0,-0.004,0.545,0.055,0.063,0.038,0.026,0.022,0.001,0.01,0.016,0.021,0.024,0.025,0.036
+person_weight,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+physician_services_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+population,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+pre_tax_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+prescription_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+prior_year_minimum_tax_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+qualified_dividend_income,0,0.198,0.054,0.04,0.02,0.049,0.051,0.036,0.032,0.037,0.062,0.058,0.053,0.049,0.045
+qualified_tuition_expenses,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+real_estate_taxes,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+recapture_of_investment_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+rent,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+rental_income,0,-0.025,-0.002,0.02,0.083,0.047,0.034,0.033,0.032,0.03,0.034,0.034,0.035,0.035,0.036
+roth_401k_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+roth_ira_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+salt_refund_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+savers_credit,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+self_employed_health_insurance_ald,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+self_employed_pension_contribution_ald,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+self_employed_pension_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+self_employment_income,0,0.254,0.053,0.055,0.062,0.039,0.025,0.022,0.001,0.01,0.016,0.021,0.024,0.025,0.037
+self_employment_income_before_lsr,0,0.254,0.053,0.055,0.062,0.039,0.025,0.022,0.001,0.01,0.016,0.021,0.024,0.025,0.037
+self_employment_income_last_year,0,0.254,0.053,0.055,0.062,0.039,0.025,0.022,0.001,0.01,0.016,0.021,0.024,0.025,0.037
+short_term_capital_gains,0,-0.004,0.593,-0.269,0.431,0.047,-0.034,-0.032,-0.004,0.016,0.024,0.03,0.033,0.034,0.035
+snap_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+social_security,0,0.274,0.106,0.115,0.133,0.09,0.065,0.057,0.059,0.064,0.061,0.053,0.056,0.057,0.056
+social_security_dependents,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+social_security_disability,0,-0.004,-0.004,0.077,0.022,0.022,0.016,0.019,0.014,0.018,0.018,0.018,0.019,0.019,0.02
+social_security_retirement,0,-0.004,-0.004,0.077,0.022,0.022,0.016,0.019,0.014,0.018,0.018,0.018,0.019,0.019,0.02
+social_security_survivors,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_broadband_subsidy_reported,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_capped_housing_subsidy_reported,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_capped_work_childcare_expenses,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_energy_subsidy_reported,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_federal_tax_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_net_income_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_payroll_tax_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_pre_subsidy_childcare_expenses,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_spm_threshold,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_state_tax_reported,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+spm_unit_total_income_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+spm_unit_weight,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+spm_unit_wic_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+ssi_reported,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+state_and_local_sales_or_income_tax,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+strike_benefits,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+student_loan_interest,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tanf_reported,0,0.01,0.07,0.054,0.02,0.014,0.001,0.019,0.018,0.019,0.018,0.019,0.019,0.02,0.019
+tax_exempt_401k_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_exempt_403b_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_exempt_interest_income,0,-0.195,0.189,0.224,0.072,0.073,0.03,0.046,0.074,0.065,0.026,0.023,0.028,0.018,0.022
+tax_exempt_ira_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_exempt_pension_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_exempt_private_pension_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_exempt_sep_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+tax_unit_weight,0,0.004,0.004,0.01,0.011,0.01,0.007,0.006,0.005,0.004,0.004,0.003,0.004,0.003,0.003
+taxable_401k_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+taxable_403b_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+taxable_interest_income,0,-0.195,0.189,0.224,0.072,0.073,0.03,0.046,0.074,0.065,0.026,0.023,0.028,0.018,0.022
+taxable_ira_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+taxable_pension_income,0,0.121,0.06,0.019,0.126,0.094,0.048,0.032,0.028,0.03,0.032,0.035,0.037,0.035,0.037
+taxable_private_pension_income,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+taxable_sep_distributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+taxable_unemployment_compensation,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+traditional_401k_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+traditional_ira_contributions,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+unemployment_compensation,0,-0.489,0.108,0.113,0.133,0.091,0.065,0.057,0.059,0.064,0.061,0.053,0.056,0.057,0.057
+unrecaptured_section_1250_gain,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+unreported_payroll_tax,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+urgent_care_expense,0,0.104,0.058,0.063,0.048,0.022,0.023,0.032,0.032,0.031,0.032,0.032,0.033,0.033,0.033
+veterans_benefits,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+w2_wages_from_qualified_business,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037
+workers_compensation,0,0.165,-0.003,0.02,0.083,0.048,0.033,0.033,0.031,0.03,0.034,0.035,0.035,0.035,0.037