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mwufi/computation-log.txt

Last active July 23, 2022 02:18
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OpenFisca Core Simulation
Raw
computation-log.txt
Code:
from IPython.display import Markdown
from time import time
from openfisca_core.tracers import FullTracer
from openfisca_us import Microsimulation
s = Microsimulation()
# allow tracing of the simulation
# Note that the Microsimulation actually WRAPS the other one!!
s.simulation.trace = True
s.simulation.tracer = FullTracer()
s.calc("spm_unit_benefits")
s.calc("spm_unit_taxes")
s.simulation.tracer.print_computation_log()
Output (1000+ lines!):
------
spm_unit_benefits<2022> >> [21096. 0. 20340. ... 25056. 0. 8000.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
social_security<2021> >> [ 0. 0. 13200. ... 0. 8000. 0.]
social_security<2020> >> [ 0. 0. 13200. ... 0. 8000. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
uncapped_ssi<2022> >> [ 0. 0. -2868. ... 0. 0. 0.]
ssi_amount_if_eligible<2022> >> [10092. 10092. 10092. ... 15132. 15132. 10092.]
ssi_claim_is_joint<2022> >> [False False False ... True True False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_ssi_aged<2022> >> [False False True ... True False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
age<2021> >> [56. 57. 78. ... 66. 55. 52.]
age<2020> >> [56. 57. 78. ... 66. 55. 52.]
is_blind<2022> >> [False False False ... False False False]
is_ssi_disabled<2022> >> [False False False ... False False False]
ssi_income_deemed_from_ineligible_spouse<2022> >> [ 0. 0. 0. ... 0. 29903. 0.]
ssi_earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employment_income<2021> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employment_income<2020> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2021> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2020> >> [0. 0. 0. ... 0. 0. 0.]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2021> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2020> >> [0. 0. 0. ... 0. 0. 0.]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
interest_income<2021> >> [ 0. 0. 0. ... 0. 10. 1.]
interest_income<2020> >> [ 0. 0. 0. ... 0. 10. 1.]
gi_cash_assistance<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2021> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2020> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2021> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2020> >> [0. 0. 0. ... 0. 0. 0.]
unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 0. 8792.]
unemployment_compensation<2021> >> [ 0. 3900. 0. ... 0. 0. 8792.]
unemployment_compensation<2020> >> [ 0. 3900. 0. ... 0. 0. 8792.]
ssi_earned_income_deemed_from_ineligible_spouse<2022> >> [ 0. 0. 0. ... 0. 43000. 0.]
is_ssi_ineligible_spouse<2022> >> [ True False False ... False False True]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_ssi_eligible_spouse<2022> >> [False False False ... True False False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
ssi_earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
ssi_ineligible_child_allocation<2022> >> [0. 0. 0. ... 0. 0. 0.]
ssi_earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
is_ssi_ineligible_child<2022> >> [False False False ... False False False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_child<2022> >> [False False False ... False False False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
ssi_unearned_income_deemed_from_ineligible_spouse<2022> >> [ 0. 0. 0. ... 0. 8793. 0.]
is_ssi_ineligible_spouse<2022> >> [ True False False ... False False True]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
ssi_ineligible_child_allocation<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ssi_ineligible_child<2022> >> [False False False ... False False False]
meets_ssi_resource_test<2022> >> [ True True True ... True True True]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
ssi_claim_is_joint<2022> >> [False False False ... True True False]
ssi_countable_resources<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ssi_eligible_individual<2022> >> [False False True ... False False False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_ssi_eligible_spouse<2022> >> [False False False ... True False False]
ssi_countable_income<2022> >> [ 0. 0. 12960. ... 0. 0. 0.]
ssi_earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
ssi_unearned_income_deemed_from_ineligible_parent<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_child<2022> >> [False False False ... False False False]
is_ssi_ineligible_parent<2022> >> [False False False ... False False False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
is_child<2022> >> [False False False ... False False False]
ssi_earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
ssi_unearned_income<2022> >> [ 0. 3900. 13200. ... 0. 8010. 8793.]
ssi_ineligible_child_allocation<2022> >> [0. 0. 0. ... 0. 0. 0.]
ssi_ineligible_parent_allocation<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ssi_ineligible_parent<2022> >> [False False False ... False False False]
ssi_income_deemed_from_ineligible_spouse<2022> >> [ 0. 0. 0. ... 0. 29903. 0.]
is_ssi_eligible_individual<2022> >> [False False True ... False False False]
ca_cvrp<2022> >> [0. 0. 0. ... 0. 0. 0.]
CA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_code<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_name<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
fips<2022> >> [23 23 23 ... 15 15 15]
fips<2021> >> [23 23 23 ... 15 15 15]
fips<2020> >> [23 23 23 ... 15 15 15]
is_ca_cvrp_normal_rebate_eligible<2022> >> [False False False ... False False False]
CA<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
irs_gross_income<2022> >> [ 0. 13900. 0. ... 50800. 15592. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_tax_unit_head<2022> >> [False True True ... False True False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2021> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2020> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
rental_income<2021> >> [ 0. 0. 0. ... 15800. 0. 0.]
rental_income<2020> >> [ 0. 0. 0. ... 15800. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
debt_relief<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 8792. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
tax_unit_taxable_unemployment_compensation<2022> >> [3900. 0. 0. ... 0. 0. 8792.]
tax_unit_unemployment_compensation<2022> >> [3900. 0. 0. ... 0. 0. 8792.]
unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 0. 8792.]
taxable_uc_agi<2022> >> [ 10000. 0. 76000. ... 2509.251 107267.61 49800. ]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
debt_relief<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 6800. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
tax_unit_taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 0. 6800.]
tax_unit_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 8000.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
taxable_ss_magi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 51792. ]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
debt_relief<2022> >> [0. 0. 0. ... 0. 0. 0.]
illicit_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 0. 8792.]
loss_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
maximum_capital_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_capital_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_social_security_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security_taxable_self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
sey<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
farm_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
farm_income<2021> >> [0. 0. 0. ... 0. 0. 0.]
farm_income<2020> >> [0. 0. 0. ... 0. 0. 0.]
k1bx14<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_earnings_for_social_security<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
payroll_tax_gross_wages<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
early_withdrawal_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_premiums<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_self_employed<2022> >> [False False False ... False False False]
health_insurance_premiums<2022> >> [0. 0. 0. ... 0. 0. 0.]
ira_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep_simple_qualified_plan_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
illicit_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
loss_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
early_withdrawal_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
ira_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep_simple_qualified_plan_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_adoption_assistance_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
us_bonds_for_higher_ed<2022> >> [0. 0. 0. ... 0. 0. 0.]
specified_possession_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
puerto_rico_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 6800. 0.]
illicit_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
above_the_line_deductions<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
loss_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
early_withdrawal_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
ira_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep_simple_qualified_plan_contributions<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_adoption_assistance_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
us_bonds_for_higher_ed<2022> >> [0. 0. 0. ... 0. 0. 0.]
specified_possession_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
puerto_rico_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ca_cvrp_vehicle_rebate_amount<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ca_cvrp_increased_rebate_eligible<2022> >> [False False False ... False False False]
CA<2022> >> [False False False ... False False False]
school_meal_fpg_ratio<2022> >> [1.0073817 4.608033 1.2759382 ... 1.4134997 4.0360875 2.4221747]
school_meal_countable_income<2022> >> [ 23200. 106123. 17340. ... 22093. 85000. 51011.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
gi_cash_assistance<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
spm_unit_size<2022> >> [3 3 1 ... 1 2 2]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
state_group<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
state_code<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
medicaid<2022> >> [12291.132 12291.132 0. ... 0. 0. 0. ]
is_medicaid_eligible<2022> >> [ True True False ... False False False]
medicaid_category<2022> >> ['ADULT' 'ADULT' 'NONE' ... 'NONE' 'NONE' 'NONE']
is_infant_for_medicaid<2022> >> [False False False ... False False False]
is_infant_for_medicaid_fc<2022> >> [ True True True ... False True True]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
tax_unit_medicaid_income_level<2022> >> [0.759148 0.97130245 4.1507373 ... 1.4012316 5.0934286 2.8391263 ]
medicaid_income<2022> >> [ 13900. 13200. 76000. ... 21901.25 107267.61 59792. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
foreign_earned_income_exclusion<2022> >> [0. 0. 0. ... 0. 0. 0.]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_exempt_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 1200.]
tax_unit_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 8000.]
tax_unit_taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 0. 6800.]
tax_unit_fpg<2022> >> [18310. 13590. 18310. ... 15630. 21060. 21060.]
tax_unit_size<2022> >> [2 1 2 ... 1 2 2]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_infant_for_medicaid_nfc<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_young_child_for_medicaid<2022> >> [False False False ... False False False]
is_young_child_for_medicaid_fc<2022> >> [ True True True ... False True True]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_young_child_for_medicaid_nfc<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_older_child_for_medicaid<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_young_adult_for_medicaid<2022> >> [False False False ... False False False]
is_young_adult_for_medicaid_fc<2022> >> [ True True True ... False False False]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_young_adult_for_medicaid_nfc<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_adult_for_medicaid<2022> >> [ True True False ... False False False]
is_adult_for_medicaid_fc<2022> >> [ True True True ... False False False]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_adult_for_medicaid_nfc<2022> >> [ True True False ... False True True]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_parent_for_medicaid<2022> >> [False False False ... False False False]
is_parent_for_medicaid_fc<2022> >> [ True True True ... False False False]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_parent_for_medicaid_nfc<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
tax_unit_count_dependents<2022> >> [0 0 0 ... 0 0 0]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_pregnant_for_medicaid<2022> >> [False False False ... False False False]
is_pregnant_for_medicaid_fc<2022> >> [ True True True ... False False False]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_pregnant_for_medicaid_nfc<2022> >> [False False False ... False False False]
is_pregnant<2022> >> [False False False ... False False False]
count_days_postpartum<2022> >> [inf inf inf ... inf inf inf]
under_60_days_postpartum<2022> >> [False False False ... False False False]
under_12_months_postpartum<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_ssi_recipient_for_medicaid<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
medicaid_benefit_value<2022> >> [12291.132 12291.132 12291.132 ... 7292.729 7292.729 7292.729]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
snap_normal_allotment<2022> >> [2173.1997 0. 240. ... 453.12 0. 0. ]
is_snap_eligible<2022> >> [ True False True ... True False False]
meets_snap_net_income_test<2022> >> [ True False False ... False False False]
snap_net_income_fpg_ratio<2022> >> [0.8283109 3.6386886 1.1196468 ... 1.1870122 3.0864198 1.8713676]
snap_net_income<2022> >> [19076. 83799. 15216. ... 18553. 65000. 39411.]
snap_gross_income<2022> >> [ 23200. 106123. 17340. ... 22093. 85000. 51011.]
snap_earned_income<2022> >> [ 10000. 101000. 0. ... 2700. 85000. 43000.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_unearned_income<2022> >> [13200. 5123. 17340. ... 19393. 0. 8011.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
gi_cash_assistance<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_deductions<2022> >> [ 4124. 22324. 2124. ... 3540. 20000. 11600.]
snap_standard_deduction<2022> >> [2124. 2124. 2124. ... 3000. 3000. 3000.]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
spm_unit_size<2022> >> [3 3 1 ... 1 2 2]
snap_earned_income_deduction<2022> >> [ 2000. 20200. 0. ... 540. 17000. 8600.]
snap_earned_income<2022> >> [ 10000. 101000. 0. ... 2700. 85000. 43000.]
snap_dependent_care_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2021> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2020> >> [0. 0. 0. ... 0. 0. 0.]
snap_child_support_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
child_support_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
snap_excess_medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_usda_elderly<2022> >> [False False True ... True False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_usda_disabled<2022> >> [False False False ... False False False]
is_ssi_disabled<2022> >> [False False False ... False False False]
social_security_disability<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_permanently_disabled_veteran<2022> >> [False False False ... False False False]
is_surviving_spouse_of_disabled_veteran<2022> >> [False False False ... False False False]
is_surviving_child_of_disabled_veteran<2022> >> [False False False ... False False False]
medical_out_of_pocket_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
snap_excess_shelter_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_net_income_pre_shelter<2022> >> [19076. 83799. 15216. ... 18553. 65000. 39411.]
snap_gross_income<2022> >> [ 23200. 106123. 17340. ... 22093. 85000. 51011.]
snap_standard_deduction<2022> >> [2124. 2124. 2124. ... 3000. 3000. 3000.]
snap_earned_income_deduction<2022> >> [ 2000. 20200. 0. ... 540. 17000. 8600.]
snap_dependent_care_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_child_support_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_excess_medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
housing_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_region_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
snap_region<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
state_group<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
has_usda_elderly_disabled<2022> >> [ True True True ... True True False]
is_usda_elderly<2022> >> [False False True ... True False False]
is_usda_disabled<2022> >> [False False False ... False False False]
snap_utility_allowance<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_utility_allowance_type<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
count_distinct_utility_expenses<2022> >> [0 0 0 ... 0 0 0]
heating_cooling_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
electricity_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
gas_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
phone_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
phone_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
trash_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
water_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
sewage_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_utility_region_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
snap_utility_region<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_code<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
has_heating_cooling_expense<2022> >> [False False False ... False False False]
heating_cooling_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap_utility_region_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_homeless<2022> >> [False False False ... False False False]
spm_unit_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
meets_snap_gross_income_test<2022> >> [ True True True ... True True False]
snap_gross_income_fpg_ratio<2022> >> [1.0073817 4.608033 1.2759382 ... 1.4134997 4.0360875 2.4221747]
snap_gross_income<2022> >> [ 23200. 106123. 17340. ... 22093. 85000. 51011.]
spm_unit_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
has_usda_elderly_disabled<2022> >> [ True True True ... True True False]
meets_snap_asset_test<2022> >> [ True True True ... True True True]
has_usda_elderly_disabled<2022> >> [ True True True ... True True False]
snap_assets<2022> >> [0. 0. 0. ... 0. 0. 0.]
meets_snap_categorical_eligibility<2022> >> [ True False True ... True False False]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tanf_non_cash_eligible<2022> >> [ True False True ... True False False]
meets_tanf_non_cash_gross_income_test<2022> >> [ True False True ... True False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
snap_gross_income_fpg_ratio<2022> >> [1.0073817 4.608033 1.2759382 ... 1.4134997 4.0360875 2.4221747]
meets_tanf_non_cash_net_income_test<2022> >> [ True True True ... True True True]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
is_tanf_non_cash_hheod<2022> >> [ True True True ... True True False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
has_all_usda_elderly_disabled<2022> >> [False False True ... True True False]
is_usda_elderly<2022> >> [False False True ... True False False]
is_usda_disabled<2022> >> [False False False ... False False False]
has_usda_elderly_disabled<2022> >> [ True True True ... True True False]
snap_net_income_fpg_ratio<2022> >> [0.8283109 3.6386886 1.1196468 ... 1.1870122 3.0864198 1.8713676]
meets_tanf_non_cash_asset_test<2022> >> [ True True True ... True True True]
snap_assets<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
snap_expected_contribution<2022> >> [ 5722.8003 25139.701 4564.8003 ... 5565.9004 19500. 11823.301 ]
snap_net_income<2022> >> [19076. 83799. 15216. ... 18553. 65000. 39411.]
snap_max_allotment<2022> >> [ 7896. 7896. 3000. ... 5664. 10380. 10380.]
snap_region_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
spm_unit_size<2022> >> [3 3 1 ... 1 2 2]
spm_unit_size<2022> >> [3 3 1 ... 1 2 2]
snap_min_allotment<2022> >> [ 0. 0. 240. ... 453.12 453.12 453.12]
snap_region_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
spm_unit_size<2022> >> [3 3 1 ... 1 2 2]
snap_emergency_allotment<2022> >> [5722.8003 0. 2760. ... 5210.88 0. 0. ]
is_snap_eligible<2022> >> [ True False True ... True False False]
snap_max_allotment<2022> >> [ 7896. 7896. 3000. ... 5664. 10380. 10380.]
snap_normal_allotment<2022> >> [2173.1997 0. 240. ... 453.12 0. 0. ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
wic<2022> >> [0. 0. 0. ... 0. 0. 0.]
meets_wic_income_test<2022> >> [ True False True ... True False False]
school_meal_countable_income<2022> >> [ 23200. 106123. 17340. ... 22093. 85000. 51011.]
wic_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
is_pregnant<2022> >> [False False False ... False False False]
spm_unit_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
meets_wic_categorical_eligibility<2022> >> [ True True True ... False False False]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
tanf_reported<2022> >> [0. 0. 0. ... 0. 0. 0.]
tanf_reported<2021> >> [0. 0. 0. ... 0. 0. 0.]
tanf_reported<2020> >> [0. 0. 0. ... 0. 0. 0.]
medicaid<2022> >> [12291.132 12291.132 0. ... 0. 0. 0. ]
is_pregnant<2022> >> [False False False ... False False False]
wic_category<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
is_pregnant<2022> >> [False False False ... False False False]
is_mother<2022> >> [False False True ... False False False]
is_female<2022> >> [ True False True ... True False False]
is_female<2021> >> [ True False True ... True False False]
is_female<2020> >> [ True False True ... True False False]
own_children_in_household<2022> >> [0 0 1 ... 0 0 0]
own_children_in_household<2021> >> [0 0 1 ... 0 0 0]
own_children_in_household<2020> >> [0 0 1 ... 0 0 0]
is_breastfeeding<2022> >> [False False False ... False False False]
is_breastfeeding<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
wic_category_str<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
wic_category<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
is_wic_at_nutritional_risk<2022> >> [False False False ... False False False]
receives_wic<2022> >> [False False False ... False False False]
receives_wic<2021> >> [False False False ... False False False]
receives_wic<2020> >> [False False False ... False False False]
meets_wic_income_test<2022> >> [ True False True ... True False False]
meets_wic_categorical_eligibility<2022> >> [ True True True ... False False False]
wic_category<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
would_claim_wic<2022> >> [False False False ... False False False]
wic_category<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
free_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
school_meal_tier<2022> >> ['FREE' 'PAID' 'FREE' ... 'FREE' 'PAID' 'PAID']
school_meal_fpg_ratio<2022> >> [1.0073817 4.608033 1.2759382 ... 1.4134997 4.0360875 2.4221747]
meets_school_meal_categorical_eligibility<2022> >> [ True False True ... True False False]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
fdpir<2022> >> [0. 0. 0. ... 0. 0. 0.]
school_meal_net_subsidy<2022> >> [0. 0. 0. ... 0. 0. 0.]
school_meal_daily_subsidy<2022> >> [5.63 0.68 5.63 ... 6.57 0.79 0.79]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
school_meal_tier<2022> >> ['FREE' 'PAID' 'FREE' ... 'FREE' 'PAID' 'PAID']
school_meal_paid_daily_subsidy<2022> >> [0.68 0.68 0.68 ... 0.79 0.79 0.79]
state_group_str<2022> >> ['CONTIGUOUS_US' 'CONTIGUOUS_US' 'CONTIGUOUS_US' ... 'HI' 'HI' 'HI']
is_in_k12_school<2022> >> [False False False ... False False False]
reduced_price_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
school_meal_tier<2022> >> ['FREE' 'PAID' 'FREE' ... 'FREE' 'PAID' 'PAID']
school_meal_net_subsidy<2022> >> [0. 0. 0. ... 0. 0. 0.]
lifeline<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_rural<2022> >> [False False False ... False False False]
is_on_tribal_land<2022> >> [False False False ... False False False]
phone_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
broadband_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_lifeline_eligible<2022> >> [ True False True ... True False False]
medicaid<2022> >> [12291.132 12291.132 0. ... 0. 0. 0. ]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
fcc_fpg_ratio<2022> >> [0.60356057 4.385584 0. ... 0.17274472 5.2611585 2.7821462 ]
irs_gross_income<2022> >> [ 0. 13900. 0. ... 50800. 15592. 43000.]
spm_unit_fpg<2022> >> [23030. 23030. 13590. ... 15630. 21060. 21060.]
acp<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_acp_eligible<2022> >> [ True False True ... True False False]
lifeline<2022> >> [0. 0. 0. ... 0. 0. 0.]
free_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
reduced_price_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
pell_grant<2022> >> [0. 0. 0. ... 0. 0. 0.]
wic<2022> >> [0. 0. 0. ... 0. 0. 0.]
medicaid<2022> >> [12291.132 12291.132 0. ... 0. 0. 0. ]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
fcc_fpg_ratio<2022> >> [0.60356057 4.385584 0. ... 0.17274472 5.2611585 2.7821462 ]
ebb<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ebb_eligible<2022> >> [False False False ... False False False]
is_lifeline_eligible<2022> >> [ True False True ... True False False]
free_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
reduced_price_school_meals<2022> >> [0. 0. 0. ... 0. 0. 0.]
pell_grant<2022> >> [0. 0. 0. ... 0. 0. 0.]
experienced_covid_income_loss<2022> >> [False False False ... False False False]
enrolled_in_ebb<2022> >> [False False False ... False False False]
broadband_cost_after_lifeline<2022> >> [0. 0. 0. ... 0. 0. 0.]
broadband_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
lifeline<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_on_tribal_land<2022> >> [False False False ... False False False]
broadband_cost_after_lifeline<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_on_tribal_land<2022> >> [False False False ... False False False]
ebb<2022> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_capped_housing_subsidy<2022> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_capped_housing_subsidy_reported<2022> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_capped_housing_subsidy_reported<2021> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_capped_housing_subsidy_reported<2020> >> [0. 0. 0. ... 0. 0. 0.]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
basic_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
bi_before_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
bi_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
bi_before_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
mars<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
spm_unit_weight<2022> >> [ 687.71 1516.95 1483.56 ... 514.11 516.25 386.37]
spm_unit_weight<2021> >> [ 687.71 1516.95 1483.56 ... 514.11 516.25 386.37]
spm_unit_weight<2020> >> [ 687.71 1516.95 1483.56 ... 514.11 516.25 386.37]
spm_unit_taxes<2022> >> [ 205. 14232. 0. ... 381.4978 18759.387 6801.54 ]
spm_unit_payroll_tax<2022> >> [ 765. 7726.5 0. ... 0. 2677.5 3289.5]
employee_payroll_tax<2022> >> [ 765. 0. 5814. ... 0. 2677.5 3289.5]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
taxable_earnings_for_social_security<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
payroll_tax_gross_wages<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
additional_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
taxable_self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
is_tax_unit_head<2022> >> [False True True ... False True False]
spm_unit_self_employment_tax<2022> >> [ 0. 0. 0. ... 381.4978 7064.7744 0. ]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
spm_unit_federal_tax<2022> >> [-560. 6505.5 0. ... 0. 9017.113 3512.04 ]
income_tax<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
iitax<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_before_refundable_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05800<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
regular_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
taxbc<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
taxable_income_deductions<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
tax_unit_itemizes<2022> >> [False False False ... False False False]
tax_liability_if_itemizing<2022> >> [ 830. 0. 8709. ... 250.9251 15292.874 6620.04 ]
federal_state_income_tax<2022> >> [ 830. 0. 8709. ... 250.9251 15292.874 6620.04 ]
income_tax<2022> >> [ 830. 0. 8709. ... 250.9251 15292.874 6620.04 ]
iitax<2022> >> [ 830. 0. 8709. ... 250.9251 15292.874 6620.04 ]
income_tax_before_refundable_credits<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
income_tax_before_credits<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
c05800<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
regular_tax_before_credits<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
taxbc<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_itemizes<2022> >> [ True True True ... True True True]
taxable_income_deductions_if_itemizing<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_and_local_sales_or_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
irs_gross_income<2022> >> [ 0. 13900. 0. ... 50800. 15592. 43000.]
foreign_earned_income_exclusion<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 6800. 0.]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_adoption_assistance_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
us_bonds_for_higher_ed<2022> >> [0. 0. 0. ... 0. 0. 0.]
specified_possession_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
puerto_rico_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
self_employment_social_security_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_itemizes<2022> >> [ True True True ... True True True]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_insurance_premiums<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_out_of_pocket_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_capital_gains_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ma_income_tax_exempt<2022> >> [ True True True ... True True True]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
ma_limited_income_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_permanently_and_totally_disabled<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_full_time_student<2022> >> [False False False ... False False False]
is_full_time_college_student<2022> >> [False False False ... False False False]
is_in_k12_school<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employment_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
ma_dependent_or_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_disabled<2022> >> [False False False ... False False False]
ma_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_child<2022> >> [False False False ... False False False]
is_child<2022> >> [False False False ... False False False]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
is_cdcc_eligible<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
incapable_of_self_care<2022> >> [False False False ... False False False]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
head_earned<2022> >> [10000. 0. 33000. ... 2509.251 46467.613 0. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_head<2022> >> [False True True ... False True False]
spouse_earned<2022> >> [ 0. 0. 43000. ... 0. 35000. 43000.]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ma_senior_circuit_breaker<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_scb_total_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
tax_exempt_unemployment_compensation<2022> >> [ 0. 0. 0. ... 0. -8792. 8792.]
unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 0. 8792.]
taxable_unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 8792. 0.]
tax_exempt_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_ira_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_supplement<2022> >> [0. 0. 0. ... 0. 0. 0.]
uncapped_ssi<2022> >> [ 0. 0. -2868. ... 0. 0. 0.]
maximum_state_supplement<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ssi_eligible_individual<2022> >> [False False True ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_living_arrangement<2022> >> ['FULL_COST' 'FULL_COST' 'FULL_COST' ... 'FULL_COST' 'FULL_COST' 'FULL_COST']
is_blind<2022> >> [False False False ... False False False]
is_ssi_aged<2022> >> [False False True ... True False False]
is_ssi_disabled<2022> >> [False False False ... False False False]
ssi_category<2022> >> ['NONE' 'NONE' 'NONE' ... 'NONE' 'NONE' 'NONE']
ssi_claim_is_joint<2022> >> [False False False ... True True False]
is_ssi_aged_blind_disabled<2022> >> [False False True ... True False False]
meets_ssi_resource_test<2022> >> [ True True True ... True True True]
ssi_claim_is_joint<2022> >> [False False False ... True True False]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
wic<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
assessed_property_value<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_covid_19_essential_employee_premium_pay_program<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_fpg<2022> >> [18310. 13590. 18310. ... 15630. 21060. 21060.]
unemployment_compensation<2022> >> [ 0. 3900. 0. ... 0. 0. 8792.]
claimed_ma_covid_19_essential_employee_premium_pay_program_2020<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
wa_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
wa_working_families_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
eitc_agi_limit<2022> >> [22420.262 16480.262 22420.262 ... 16480.262 22420.262 22420.262]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
wa_capital_gains_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_after_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_total_subtractions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_dependent_care_subtraction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
md_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
tax_unit_itemizes<2022> >> [ True True True ... True True True]
md_standard_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_total_personal_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_personal_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_size<2022> >> [2 1 2 ... 1 2 2]
md_aged_blind_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_aged_dependent_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
md_aged_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_blind_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
blind_head<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_head<2022> >> [False True True ... False True False]
blind_spouse<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_rate<2022> >> [0.35 0.35 0.2 ... 0.35 0.2 0.2 ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
MD<2022> >> [False False False ... False False False]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_poverty_line_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_eligible_md_poverty_line_credit<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_fpg<2022> >> [18310. 13590. 18310. ... 15630. 21060. 21060.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
md_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_refundable_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
md_single_childless_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_disabled<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
local_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
local_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
farm_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
farm_rent_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
business_is_qualified<2022> >> [False False False ... False False False]
qbid_limit<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
w2_wages_from_qualified_business<2022> >> [0. 0. 0. ... 0. 0. 0.]
unadjusted_basis_qualified_property<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_less_qbid<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
basic_standard_deduction<2022> >> [25900. 12950. 25900. ... 12950. 25900. 25900.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
separate_filer_itemizes<2022> >> [False False False ... False False False]
tax_unit_dependent_elsewhere<2022> >> [False False False ... False False False]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
additional_standard_deduction<2022> >> [ 0. 1750. 2800. ... 1750. 2800. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
aged_blind_count<2022> >> [0 1 2 ... 1 2 0]
blind_head<2022> >> [False False False ... False False False]
blind_spouse<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_deductions_if_not_itemizing<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
taxable_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gain_28_percent<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks6<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks19<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
dwks14<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
income_tax_main_rates<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
c05200<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
hasqdivltcg<2022> >> [ True True True ... True True True]
alternative_minimum_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c09600<2022> >> [0. 0. 0. ... 0. 0. 0.]
c62100<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
amt_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
taxable_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_itemizes<2022> >> [ True True True ... True True True]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
sep<2022> >> [1 1 1 ... 1 1 1]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
dwks19<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
amt_form_completed<2022> >> [False False False ... False False False]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxbc<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
c05700<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_capped_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
income_tax_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
section_22_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
qualifies_for_elderly_or_disabled_credit<2022> >> [False False True ... True False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
retired_on_total_disability<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
total_disability_payments<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 8000.]
tax_unit_taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 0. 6800.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
non_refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_child_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_ctc_qualifying_young_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
ctc_adult_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
ctc_reduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_refundable_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_child_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c03260<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
additional_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
excess_payroll_tax_withheld<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
ctc_limiting_tax_liability<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07240<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07260<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 1390. 0. 8709. ... 250.9251 15292.874 6620.04 ]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
net_investment_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
recapture_of_investment_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_retirement_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_refundable_credits<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
refundable_american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
recovery_rebate_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
rrc_cares<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_caa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_arpa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_count_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
refundable_payroll_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
premium_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
ptc_phase_out_rate<2022> >> [0. 0. 0.085 ... 0. 0.085 0.05356505]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
is_ptc_eligible<2022> >> [False False False ... False False False]
tax_unit_medicaid_income_level<2022> >> [0.759148 0.97130245 4.1507373 ... 1.4012316 5.0934286 2.8391263 ]
has_marketplace_health_coverage<2022> >> [False False False ... False False False]
has_marketplace_health_coverage<2021> >> [False False False ... False False False]
has_marketplace_health_coverage<2020> >> [False False False ... False False False]
second_lowest_silver_plan_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
second_lowest_silver_plan_cost<2021> >> [0. 0. 0. ... 0. 0. 0.]
second_lowest_silver_plan_cost<2020> >> [0. 0. 0. ... 0. 0. 0.]
medicaid_income<2022> >> [ 13900. 13200. 76000. ... 21901.25 107267.61 59792. ]
ecpa_filer_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
ecpa_adult_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_liability_if_not_itemizing<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
federal_state_income_tax<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
iitax<2022> >> [-560. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_before_refundable_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05800<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
regular_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
taxbc<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
taxable_income_deductions<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
tax_unit_itemizes<2022> >> [False False False ... False False False]
taxable_income_deductions_if_itemizing<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_and_local_sales_or_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
irs_gross_income<2022> >> [ 0. 13900. 0. ... 50800. 15592. 43000.]
foreign_earned_income_exclusion<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 6800. 0.]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_adoption_assistance_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
us_bonds_for_higher_ed<2022> >> [0. 0. 0. ... 0. 0. 0.]
specified_possession_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
puerto_rico_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
self_employment_social_security_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_itemizes<2022> >> [False False False ... False False False]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_capital_gains_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ma_income_tax_exempt<2022> >> [ True True True ... True True True]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
ma_limited_income_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
ma_dependent_or_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_disabled<2022> >> [False False False ... False False False]
ma_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_child<2022> >> [False False False ... False False False]
is_child<2022> >> [False False False ... False False False]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
is_cdcc_eligible<2022> >> [False False False ... False False False]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
head_earned<2022> >> [10000. 0. 33000. ... 2509.251 46467.613 0. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_head<2022> >> [False True True ... False True False]
spouse_earned<2022> >> [ 0. 0. 43000. ... 0. 35000. 43000.]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ma_senior_circuit_breaker<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_scb_total_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
tax_exempt_unemployment_compensation<2022> >> [ 0. 0. 0. ... 0. -8792. 8792.]
tax_exempt_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_supplement<2022> >> [0. 0. 0. ... 0. 0. 0.]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
wic<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
assessed_property_value<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_covid_19_essential_employee_premium_pay_program<2022> >> [0. 0. 0. ... 0. 0. 0.]
wa_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
wa_working_families_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
eitc_agi_limit<2022> >> [22420.262 16480.262 22420.262 ... 16480.262 22420.262 22420.262]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
wa_capital_gains_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_after_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_total_subtractions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_dependent_care_subtraction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
md_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
tax_unit_itemizes<2022> >> [False False False ... False False False]
md_standard_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_total_personal_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_personal_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_size<2022> >> [2 1 2 ... 1 2 2]
md_aged_blind_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_aged_dependent_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
md_aged_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_blind_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
blind_head<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_head<2022> >> [False True True ... False True False]
blind_spouse<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_rate<2022> >> [0.35 0.35 0.2 ... 0.35 0.2 0.2 ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
MD<2022> >> [False False False ... False False False]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_poverty_line_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_eligible_md_poverty_line_credit<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_fpg<2022> >> [18310. 13590. 18310. ... 15630. 21060. 21060.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
md_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_refundable_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
md_single_childless_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_disabled<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
local_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
local_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
qbid_limit<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
w2_wages_from_qualified_business<2022> >> [0. 0. 0. ... 0. 0. 0.]
unadjusted_basis_qualified_property<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_less_qbid<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
basic_standard_deduction<2022> >> [25900. 12950. 25900. ... 12950. 25900. 25900.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
separate_filer_itemizes<2022> >> [False False False ... False False False]
tax_unit_dependent_elsewhere<2022> >> [False False False ... False False False]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
additional_standard_deduction<2022> >> [ 0. 1750. 2800. ... 1750. 2800. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
aged_blind_count<2022> >> [0 1 2 ... 1 2 0]
blind_head<2022> >> [False False False ... False False False]
blind_spouse<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_deductions_if_not_itemizing<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gain_28_percent<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks6<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks19<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
income_tax_main_rates<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05200<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
hasqdivltcg<2022> >> [ True True True ... True True True]
alternative_minimum_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c09600<2022> >> [0. 0. 0. ... 0. 0. 0.]
c62100<2022> >> [ 25900. 14700. 76000. ... 14700. 107267.61 58592. ]
amt_income<2022> >> [ 25900. 14700. 76000. ... 14700. 107267.61 58592. ]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
tax_unit_itemizes<2022> >> [False False False ... False False False]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
sep<2022> >> [1 1 1 ... 1 1 1]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks19<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
amt_form_completed<2022> >> [False False False ... False False False]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxbc<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05700<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_capped_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
section_22_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
qualifies_for_elderly_or_disabled_credit<2022> >> [False False True ... True False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
total_disability_payments<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 8000.]
tax_unit_taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 0. 6800.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
non_refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_reduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_refundable_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c03260<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
additional_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
excess_payroll_tax_withheld<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
ctc_limiting_tax_liability<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07240<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07260<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
net_investment_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
recapture_of_investment_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_retirement_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_refundable_credits<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
refundable_american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
recovery_rebate_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
rrc_cares<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_caa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_arpa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_count_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
refundable_payroll_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
premium_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
ptc_phase_out_rate<2022> >> [0. 0. 0.085 ... 0. 0.085 0.05356505]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
is_ptc_eligible<2022> >> [False False False ... False False False]
tax_unit_medicaid_income_level<2022> >> [0.759148 0.97130245 4.1507373 ... 1.4012316 5.0934286 2.8391263 ]
has_marketplace_health_coverage<2022> >> [False False False ... False False False]
second_lowest_silver_plan_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
medicaid_income<2022> >> [ 13900. 13200. 76000. ... 21901.25 107267.61 59792. ]
ecpa_filer_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
ecpa_adult_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_deductions_if_itemizing<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_and_local_sales_or_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
irs_gross_income<2022> >> [ 0. 13900. 0. ... 50800. 15592. 43000.]
foreign_earned_income_exclusion<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 6800. 0.]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_tax_ald<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
student_loan_interest<2022> >> [0. 0. 0. ... 0. 0. 0.]
alimony_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
educator_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
health_savings_account_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employed_health_insurance_ald<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_adoption_assistance_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
us_bonds_for_higher_ed<2022> >> [0. 0. 0. ... 0. 0. 0.]
specified_possession_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
puerto_rico_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
self_employment_social_security_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_itemizes<2022> >> [False False False ... False False False]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
interest_income<2022> >> [ 0. 0. 0. ... 0. 10. 1.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_capital_gains_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_a_taxable_interest_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_taxable_income_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_ma_income_tax_exempt<2022> >> [ True True True ... True True True]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_part_a_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_b_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_part_c_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
ma_limited_income_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_exemption_threshold<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
short_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
ma_dependent_or_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_disabled<2022> >> [False False False ... False False False]
ma_dependent_care_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_child<2022> >> [False False False ... False False False]
is_child<2022> >> [False False False ... False False False]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
is_cdcc_eligible<2022> >> [False False False ... False False False]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
head_earned<2022> >> [10000. 0. 33000. ... 2509.251 46467.613 0. ]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_head<2022> >> [False True True ... False True False]
spouse_earned<2022> >> [ 0. 0. 43000. ... 0. 35000. 43000.]
earned<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ma_senior_circuit_breaker<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
rent<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_scb_total_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MA<2022> >> [False False False ... False False False]
ma_gross_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
social_security<2022> >> [ 0. 0. 13200. ... 0. 8000. 0.]
tax_exempt_unemployment_compensation<2022> >> [ 0. 0. 0. ... 0. -8792. 8792.]
tax_exempt_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
snap<2022> >> [7896. 0. 3000. ... 5664. 0. 0.]
ssi<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_supplement<2022> >> [0. 0. 0. ... 0. 0. 0.]
tanf<2022> >> [0. 0. 0. ... 0. 0. 0.]
wic<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_unit_dependents<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
assessed_property_value<2022> >> [0. 0. 0. ... 0. 0. 0.]
ma_covid_19_essential_employee_premium_pay_program<2022> >> [0. 0. 0. ... 0. 0. 0.]
wa_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
wa_working_families_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
eitc_agi_limit<2022> >> [22420.262 16480.262 22420.262 ... 16480.262 22420.262 22420.262]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
wa_capital_gains_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
WA<2022> >> [False False False ... False False False]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_non_cash_donations<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_after_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_taxable_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_total_subtractions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_dependent_care_subtraction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_childcare_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
count_cdcc_eligible<2022> >> [0 0 0 ... 0 0 0]
min_head_spouse_earned<2022> >> [ 0. 0. 33000. ... 2509.251 35000. 0. ]
md_deductions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
tax_unit_itemizes<2022> >> [False False False ... False False False]
md_standard_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
md_agi<2022> >> [0. 0. 0. ... 0. 0. 0.]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_total_personal_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_personal_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_size<2022> >> [2 1 2 ... 1 2 2]
md_aged_blind_exemptions<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_aged_dependent_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
md_aged_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_blind_exemption<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
blind_head<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_head<2022> >> [False True True ... False True False]
blind_spouse<2022> >> [False False False ... False False False]
is_blind<2022> >> [False False False ... False False False]
is_tax_unit_spouse<2022> >> [ True False False ... True False True]
md_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_relevant_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc_rate<2022> >> [0.35 0.35 0.2 ... 0.35 0.2 0.2 ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
MD<2022> >> [False False False ... False False False]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_poverty_line_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
is_eligible_md_poverty_line_credit<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_total_additions<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_fpg<2022> >> [18310. 13590. 18310. ... 15630. 21060. 21060.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
md_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_refundable_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
md_cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
md_income_tax_before_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
md_non_single_childless_non_refundable_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
md_single_childless_eitc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
md_qualifies_for_single_childless_eitc<2022> >> [False False False ... False False False]
state_code_str<2022> >> ['ME' 'ME' 'ME' ... 'HI' 'HI' 'HI']
federal_eitc_without_age_minimum<2022> >> [560. 0. 0. ... 0. 0. 0.]
md_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
MD<2022> >> [False False False ... False False False]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
is_disabled<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
local_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
state_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
local_sales_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
real_estate_taxes<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
qbid_limit<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_business_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
w2_wages_from_qualified_business<2022> >> [0. 0. 0. ... 0. 0. 0.]
unadjusted_basis_qualified_property<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_less_qbid<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
charitable_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
interest_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
medical_expense_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
casualty_loss_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
basic_standard_deduction<2022> >> [25900. 12950. 25900. ... 12950. 25900. 25900.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
separate_filer_itemizes<2022> >> [False False False ... False False False]
tax_unit_dependent_elsewhere<2022> >> [False False False ... False False False]
tax_unit_earned_income<2022> >> [10000. 0. 76000. ... 2700. 85000. 43000.]
additional_standard_deduction<2022> >> [ 0. 1750. 2800. ... 1750. 2800. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
aged_blind_count<2022> >> [0 1 2 ... 1 2 0]
blind_head<2022> >> [False False False ... False False False]
blind_spouse<2022> >> [False False False ... False False False]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
maximum_qbid<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income_deductions_if_not_itemizing<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
qualified_business_income_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
capital_gain_28_percent<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks6<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
investment_income_form_4952<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
c23650<2022> >> [0. 0. 0. ... 0. 0. 0.]
long_term_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_sch_d_capital_gains<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks19<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
hasqdivltcg<2022> >> [ True True True ... True True True]
dwks9<2022> >> [0. 0. 0. ... 0. 0. 0.]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
income_tax_main_rates<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05200<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
self_employment_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
hasqdivltcg<2022> >> [ True True True ... True True True]
alternative_minimum_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c09600<2022> >> [0. 0. 0. ... 0. 0. 0.]
c62100<2022> >> [ 25900. 14700. 76000. ... 14700. 107267.61 58592. ]
amt_income<2022> >> [ 25900. 14700. 76000. ... 14700. 107267.61 58592. ]
taxable_income<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
tax_unit_itemizes<2022> >> [False False False ... False False False]
standard_deduction<2022> >> [25900. 14700. 28700. ... 14700. 28700. 25900.]
salt_deduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
sep<2022> >> [1 1 1 ... 1 1 1]
dwks10<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks13<2022> >> [0. 0. 0. ... 0. 0. 0.]
dwks14<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
dwks19<2022> >> [ 0. 0. 47300. ... 0. 78567.61 32692. ]
unrecaptured_section_1250_gain<2022> >> [0. 0. 0. ... 0. 0. 0.]
sep<2022> >> [1 1 1 ... 1 1 1]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
amt_form_completed<2022> >> [False False False ... False False False]
foreign_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxbc<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
c05700<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_capped_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
income_tax_non_refundable_credits<2022> >> [0. 0. 0. ... 0. 0. 0.]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
section_22_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
qualifies_for_elderly_or_disabled_credit<2022> >> [False False True ... True False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
total_disability_payments<2022> >> [0. 0. 0. ... 0. 0. 0.]
pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_pension_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_social_security<2022> >> [ 0. 13200. 0. ... 19392. 0. 8000.]
tax_unit_taxable_social_security<2022> >> [ 0. 0. 0. ... 0. 0. 6800.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
non_refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_reduction<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
ctc_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
ctc_refundable_individual_maximum<2022> >> [0. 0. 0. ... 0. 0. 0.]
earned_income<2022> >> [ 0. 10000. 0. ... 35000. 0. 43000.]
employee_social_security_tax<2022> >> [ 0. 620. 0. ... 2170. 0. 2666.]
employee_medicare_tax<2022> >> [ 0. 145. 0. ... 507.5 0. 623.5]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
c03260<2022> >> [ 0. 0. 0. ... 190.7489 3532.3872 0. ]
self_employment_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
additional_medicare_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
excess_payroll_tax_withheld<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
earned_income_tax_credit<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc_eligible<2022> >> [ True False False ... False False True]
is_child<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
tax_exempt_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
tax_unit_rental_income<2022> >> [ 0. 0. 0. ... 0. 25800. 0.]
tax_unit_partnership_s_corp_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_child_count<2022> >> [0 0 0 ... 0 0 0]
is_eitc_qualifying_child<2022> >> [False False False ... False False False]
eitc_phased_in<2022> >> [560. 0. 560. ... 191.9577 560. 560. ]
eitc_maximum<2022> >> [560. 560. 560. ... 560. 560. 560.]
eitc_phase_in_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
eitc_reduction<2022> >> [ 0. 0. 4658.85 ... 0. 7050.822 3327.138]
filer_earned<2022> >> [10000. 0. 76000. ... 2509.251 81467.61 43000. ]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
eitc_phase_out_start<2022> >> [15100. 9160. 15100. ... 9160. 15100. 15100.]
eitc_phase_out_rate<2022> >> [0.0765 0.0765 0.0765 ... 0.0765 0.0765 0.0765]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
ctc_limiting_tax_liability<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
cdcc<2022> >> [0. 0. 0. ... 0. 0. 0.]
elderly_disabled_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_eligible_for_american_opportunity_credit<2022> >> [False False False ... False False False]
qualified_tuition_expenses<2022> >> [0. 0. 0. ... 0. 0. 0.]
education_credit_phase_out<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07240<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
e07260<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_before_credits<2022> >> [ 0. 0. 5265. ... 0. 9017.113 3512.04 ]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
lifetime_learning_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
retirement_savings_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
residential_energy_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
net_investment_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
taxable_interest_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
non_qualified_dividend_income<2022> >> [0. 0. 0. ... 0. 0. 0.]
c01000<2022> >> [0. 0. 0. ... 0. 0. 0.]
rental_income<2022> >> [ 0. 0. 0. ... 15800. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
recapture_of_investment_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
unreported_payroll_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
qualified_retirement_penalty<2022> >> [0. 0. 0. ... 0. 0. 0.]
income_tax_refundable_credits<2022> >> [560. 0. 0. ... 0. 0. 0.]
eitc<2022> >> [560. 0. 0. ... 0. 0. 0.]
refundable_american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
american_opportunity_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
refundable_ctc<2022> >> [0. 0. 0. ... 0. 0. 0.]
recovery_rebate_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
rrc_cares<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_caa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
is_ctc_qualifying_child<2022> >> [False False False ... False False False]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
rrc_arpa<2022> >> [0. 0. 0. ... 0. 0. 0.]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
tax_unit_count_dependents<2022> >> [0 0 0 ... 0 0 0]
tax_unit_is_joint<2022> >> [ True False True ... False True True]
refundable_payroll_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
premium_tax_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
ptc_phase_out_rate<2022> >> [0. 0. 0.085 ... 0. 0.085 0.05356505]
medicaid_income_level<2022> >> [0.759148 0.759148 0.97130245 ... 5.0934286 2.8391263 2.8391263 ]
is_ptc_eligible<2022> >> [False False False ... False False False]
tax_unit_medicaid_income_level<2022> >> [0.759148 0.97130245 4.1507373 ... 1.4012316 5.0934286 2.8391263 ]
has_marketplace_health_coverage<2022> >> [False False False ... False False False]
second_lowest_silver_plan_cost<2022> >> [0. 0. 0. ... 0. 0. 0.]
medicaid_income<2022> >> [ 13900. 13200. 76000. ... 21901.25 107267.61 59792. ]
ecpa_filer_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
age_head<2022> >> [57 78 66 ... 69 70 55]
age_spouse<2022> >> [56 0 65 ... 0 66 52]
filing_status<2022> >> ['JOINT' 'SINGLE' 'JOINT' ... 'SINGLE' 'JOINT' 'JOINT']
adjusted_gross_income<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
ecpa_adult_dependent_credit<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_dependent<2022> >> [False False False ... False False False]
age<2022> >> [56. 57. 78. ... 66. 55. 52.]
is_tax_unit_head<2022> >> [False True True ... False True False]
spm_unit_state_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
is_tax_unit_head<2022> >> [False True True ... False True False]
state_income_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
flat_tax<2022> >> [0. 0. 0. ... 0. 0. 0.]
positive_agi<2022> >> [ 13900. 0. 76000. ... 2509.251 107267.61 58592. ]
spm_unit_weight<2022> >> [ 687.71 1516.95 1483.56 ... 514.11 516.25 386.37]
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