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2015 PUF compatibility #437

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1 change: 1 addition & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -12,6 +12,7 @@ __pycache__/

# IRS-SOI PUF and related CPS matching data files
puf*.csv
demographics*.csv
*puf.csv
puf.csv*
cps-matched-puf.csv
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4 changes: 3 additions & 1 deletion docs/book/content/data/puf_file_doc.md
Original file line number Diff line number Diff line change
Expand Up @@ -17,4 +17,6 @@ Coming soon...

## Final Prep

Coming soon...
### Imputing Pension Contributions

Target data source: [IRS SOI W-2 statistics](https://www.irs.gov/statistics/soi-tax-stats-individual-information-return-form-w2-statistics)
3 changes: 3 additions & 0 deletions taxdata/cps/cpsmar.py
Original file line number Diff line number Diff line change
Expand Up @@ -162,6 +162,9 @@ def create_cps(
# person record
elif rec_type == "3":
person = parse(record, parsing_dict["person"])
# add housing subsidy to person record because it's needed in person_details
if year < 2016:
person['fhoussub'] = family['fhoussub']
person = person_details(
person,
benefits,
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2 changes: 1 addition & 1 deletion taxdata/cps/create.py
Original file line number Diff line number Diff line change
Expand Up @@ -106,7 +106,7 @@ def create(
_units = []
for year in cps_files:
print(f"Creating Tax Units for {year}")
_yr_units = pycps(cps_dfs[year], year, verbose)
_yr_units = pycps(cps_dfs[year], year, benefits, verbose)
if validate:
validate_cps_units(cps_dfs[year], _yr_units, year)
_units.append(_yr_units)
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12 changes: 7 additions & 5 deletions taxdata/cps/pycps.py
Original file line number Diff line number Diff line change
Expand Up @@ -321,19 +321,21 @@ def _create_units(data, year, verbose=False, ctam_benefits=False):
return [unit.output() for unit in units.values()]


def pycps(cps: list, year: int, verbose: bool) -> pd.DataFrame:
def pycps(cps: list, year: int, ctam_benefits: bool, verbose: bool) -> pd.DataFrame:
"""
Core code for iterating through the households
Parameters
----------
cps: List where each element is a household in the CPS
year: CPS year to use
ctam_benefits: If true, attach C-TAM benefits to the CPS
verbose
"""
tax_units = []
ctam_benefits = True
if year not in C_TAM_YEARS:
ctam_benefits = False
if year not in C_TAM_YEARS and ctam_benefits:
raise ValueError(f'C-TAM Benefits not available for year {year}')
for hh in tqdm(cps):
tax_units += create_units(hh, year - 1, ctam_benefits=ctam_benefits)
tax_units += create_units(hh, year - 1, ctam_benefits=ctam_benefits, verbose=verbose)
# create a DataFrame of tax units with the new
tax_units_df = pd.DataFrame(tax_units)

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2 changes: 2 additions & 0 deletions taxdata/puf/finalprep.py
Original file line number Diff line number Diff line change
Expand Up @@ -241,6 +241,8 @@ def split_earnings_variables(data, data_year):
mte = 106800
elif data_year == 2011:
mte = 106800
elif data_year == 2015:
mte = 118500
else:
raise ValueError("illegal SOI PUF data year {}".format(data_year))
# total self-employment earnings subject to SECA taxation
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23 changes: 9 additions & 14 deletions taxdata/puf/impute_pencon.py
Original file line number Diff line number Diff line change
Expand Up @@ -39,16 +39,10 @@
for details.
"""
from __future__ import print_function
import sys
import numpy as np
import pandas as pd
from pathlib import Path

if sys.version_info[0] < 3:
from StringIO import StringIO
else:
from io import StringIO


CURPATH = Path(__file__).resolve().parent
DUMP0 = False
Expand Down Expand Up @@ -96,7 +90,7 @@ def targets(year):
1e6,
2e6,
5e6,
30e6,
124e6,
]


Expand Down Expand Up @@ -124,7 +118,7 @@ def wage_group(row):
for grp, underwage in enumerate(UNDER_WAGE):
if row["wage"] < underwage:
return grp
raise ValueError("illegal value of wage")
raise ValueError(f"illegal value of wage: {row['wage']}")


# end of wage_group() function
Expand Down Expand Up @@ -156,11 +150,12 @@ def wage_group(row):
# several times each with a different value of HIWAGE_PROB_SF.


# specify maximum legal elective deferral amount for DC pensions in 2011
MAX_PENCON_AMT = 16500
# specify maximum legal elective deferral amount for DC pensions in each year
# the PUF is supported
MAX_PENCON_AMT = {2011: 16500, 2015: 1800}


def impute(idata, target_cnt, target_amt):
def impute(idata, target_cnt, target_amt, year):
"""
Impute idata[pencon] given other idata variables and targets.
"""
Expand Down Expand Up @@ -202,7 +197,7 @@ def impute(idata, target_cnt, target_amt):
num_iterations = 10
for itr in range(0, num_iterations):
uncapped_amt = np.where(pos_pc, np.round(wage * rate0).astype(int), 0)
capped_amt = np.minimum(uncapped_amt, MAX_PENCON_AMT)
capped_amt = np.minimum(uncapped_amt, MAX_PENCON_AMT[year])
over_amt = uncapped_amt - capped_amt
over_tot = (over_amt * wgt).sum() * 1e-9
rate1 = min(1.0, (cell_target_amt + over_tot) / wgt_pos_pc_wages)
Expand Down Expand Up @@ -298,12 +293,12 @@ def impute_pension_contributions(alldata, year):
# do two imputations to construct gross wages for PUF records
idata["wage"] = idata["e00200"]
idata["wagegrp"] = idata.apply(wage_group, axis=1)
impute(idata, target_cnt, target_amt)
impute(idata, target_cnt, target_amt, year)
idata["wage"] = np.where(
idata["filer"] == 1, idata["e00200"] + idata["pencon"], idata["e00200"]
)
idata["wagegrp"] = idata.apply(wage_group, axis=1) # gross wage group
impute(idata, target_cnt, target_amt)
impute(idata, target_cnt, target_amt, year)
if DUMP0:
cnt = (idata["weight"] * (idata["pencon"] > 0)).sum() * 1e-6
print("wgt_pencon_cnt(#M)= {:.3f}".format(cnt))
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1 change: 1 addition & 0 deletions taxdata/puf/preppuf.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
2009: [999999],
2010: [999998, 999999],
2011: [999996, 999997, 999998, 999999],
2015: [999996, 999997, 999998, 999999],
}


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