recs <- fst::read_fst("~/Documents/Projects/fusionData/survey-processed/RECS/2015/RECS_2015_H_processed.fst") |>
dplyr::select(
weight,
moneypy,
hhage,
householder_race,
education,
employhh,
nhsldmem,
recs_division,
ur12,
recs_iecc_zone,
kownrent,
typehuq,
yearmaderange,
fuelheat,
adqinsul,
cooltype,
agecenac,
tvcolor,
scalee,
totsqft_en,
kwh,
cufeetng,
gallonfo,
gallonlp,
btulp,
dollarlp,
sdescent,
totalbtu,
totalbtusph,
btuelahucol,
btuelcol,
rep_1:rep_96
) |>
dplyr::rename(
income = moneypy,
age = hhage,
race = householder_race,
employment = employhh,
hh_size = nhsldmem,
division = recs_division,
urban_rural = ur12,
climate = recs_iecc_zone,
renter = kownrent,
home_type = typehuq,
year_built = yearmaderange,
heat_type = fuelheat,
insulation = adqinsul,
aircon = cooltype,
centralac_age = agecenac,
televisions = tvcolor,
disconnect = scalee,
square_feet = totsqft_en,
electricity = kwh,
natural_gas = cufeetng,
fuel_oil = gallonfo,
propane = gallonlp,
propane_btu = btulp,
propane_expend = dollarlp
) |>
dplyr::mutate(
electricity = as.integer(round(electricity)), # Make integer for testing purposes
heating_share = round(totalbtusph / totalbtu, 3),
cooling_share = round((btuelahucol + btuelcol) / totalbtu, 3),
other_share = 1 - heating_share - cooling_share,
urban_rural = factor(ifelse(urban_rural == "U", "Urban", "Rural")),
renter = renter != "Owned or being bought by someone in your household",
use_ng = natural_gas > 0,
have_ac = aircon != "No air conditioning",
race = ifelse(sdescent == "Yes", "Latino Alone", as.character(race)),
race = factor(trimws(gsub("Alone", "", race)))
) |>
select(-sdescent, -totalbtu, -totalbtusph, -btuelahucol, -btuelcol) |>
select(-starts_with("rep_"), starts_with("rep_"))
usethis::use_data(recs, overwrite = TRUE)
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