Commuting Correlations

Correlates with commuting time in the ATUS and PSID

Posted: Mar 14th, 2023 - Modified: Apr 21st, 2023

What determines the amount of time spent commuting? This post doesn’t attempt to answer that question.

What this post does is simply look at the things which are correlated with time spent on commuting.

American Time Use Survey

For the American Time Use Survey (ATUS), respondents are asked to describe a ‘diary’ of how they spent the previous day.

For the tables in this section, I look at the subset of ATUS Respondants who:

Were interviewed between 2004 and 2019, inclusive.
Spent at least one hour working during the diary day.

The latter condition is so we’re not just looking at the difference between people who did and did not work on a given day. Though I don’t do anything to exclude people who EG just do a few minutes of work at home.

There are a few different ways in which commuting can be measured in the ATUS data. I describe several possibilities below and list the variables which are most strongly correlated with each measure (within the subset of data described above).

One of the statistics published by the BLS is time spent on “Travel Related To Work”. That sounds like commute time, and is related, but that measurement doesn’t work quite how you might expect.

Here is how the ATUS assigns a purpose to travel time:

If the travel ends at home, the travel is counted as being related to the last activity the person was doing before they left.
Otherwise, if the travel ends somewhere else, the travel is counted as being related to whatever activity they do next.

Here are the time-use categories which are most strongly correlated with Travel Related to Work. I’ve also thrown weekly earnings and hourly wages into the table as well.

Click to expand.

Variable Name	Description (TODO)	Correlation
bls_work		0.38
bls_work_working		0.167
msasize_5,000,000+		0.103
sex_male		0.099
spsex_female		0.097
ind2_construction		0.094
fullpart_full time		0.087
occ2_construction and extraction occupations		0.087
fambus_no family business		0.075
clwkr_private, for profit		0.073
metro_metropolitan, balance of msa		0.069
fambus_resp_no		0.069
wt20		0.066
citizen_foreign born, not a u.s. citizen		0.065
bls_work_workrel		0.062
spempstat_not employed		0.057
spempnot_not employed		0.055
statefip_new york		0.051
bls_pcare_groom		0.05
empstat_employed - at work		0.047
region_northeast		0.047
paidhour_not paid hourly		0.047
msasize_2,500,000 - 4,999,999		0.047
fambus_spouse_no		0.046
day_tuesday		0.045
bpl_mexico		0.044
citizen_foreign born, u.s. citizen by naturalization		0.043
	…
hourwage		0.001
	…
uhrsworkt		-0.021
	…
earnweek		-0.068
	…
citizen_native, born in united states		-0.08
bls_leis_soccom		-0.083
fullpart_part time		-0.083
bls_leis_travel		-0.084
bls_leis_tv		-0.085
bls_hhact_food		-0.087
bls_purch_groc		-0.092
sex_female		-0.099
bls_hhact_hwork		-0.104
bls_pcare		-0.106
day_sunday		-0.108
bls_leis_relax		-0.114
scc_own		-0.116
bls_pcare_sleep		-0.12
scc_all		-0.123
bls_purch		-0.124
bls_purch_cons		-0.125
bls_hhact		-0.142
bls_leis_soc		-0.153
bls_leis		-0.174

Dwell 30 Travel Time

An alternate way to code travel time is described in this article.

Click for full list of coeficients.

Variable Name	Description (TODO)	Correlation
dwell30_work		1.0
bls_work		0.29
bls_work_working		0.135
bls_carehh_travel		0.11
bls_purch_travel		0.105
msasize_5,000,000+		0.096
fambus_no family business		0.085
fambus_resp_no		0.084
ind2_construction		0.08
occ2_construction and extraction occupations		0.079
fullpart_full time		0.075
clwkr_private, for profit		0.071
spsex_female		0.069
metro_metropolitan, balance of msa		0.068
kidund18_yes		0.062
kidund13_yes		0.056
statefip_new york		0.055
day_tuesday		0.053
empstat_employed - at work		0.051
sex_male		0.05
region_northeast		0.049
	…
hourwage		-0.01
	…
uhrsworkt		-0.026
	…
earnweek		-0.085
dwell30_social		-0.086
dwell30_purchcons		-0.087
bls_leis_soccom		-0.09
bls_leis_sport		-0.09
scc_all		-0.092
bls_leis_relax		-0.095
bls_hhact_hwork		-0.096
day_saturday		-0.099
bls_purch_cons		-0.101
bls_hhact		-0.104
day_sunday		-0.133
bls_pcare		-0.134
bls_leis_soc		-0.141
bls_pcare_sleep		-0.151
bls_leis		-0.162

A few things I notice change with this recoding:

Variables related to taking kids to school (kidund18_yes, bls_carehh_travel) are now correlated with this measure of commute time. This makes sense. If you go out of your way to drop your kids off mid-commute, then the standard rule cuts your commute time in half, while this rules extends it.
Likewise, the strength of the sex_male correlation is weakened.

Dwell 30 Anchor method.

Using the anchor method, only travel chains which take place between home and work (or vice versa) are counted as commuting.

Variable Name	Description (TODO)	Correlation
bls_work		0.232
bls_carehh_travel		0.137
bls_work_working		0.133
fambus_resp_no		0.104
fambus_no family business		0.103
kidund18_yes		0.088
kidund13_yes		0.083
occ2_construction and extraction occupations		0.077
bls_carehh		0.074
	…
hourwage		-0.035
	…
earnweek		-0.1
	…
bls_purch_cons		-0.103
fambus_family business		-0.104
fambus_resp_yes		-0.104
day_saturday		-0.114
bls_leis		-0.121
day_sunday		-0.131
bls_pcare		-0.132
bls_pcare_sleep		-0.135

Click for full list of correlations.

Variable Name	Description (TODO)	Correlation
dwell30_anchorCommute		1.0
dwell15_anchorCommute		0.871
dwell30_work		0.746
dwell15_work		0.649
bls_work_travel		0.5
bls_work		0.232
bls_carehh_travel		0.137
bls_work_working		0.133
fambus_resp_no		0.104
fambus_no family business		0.103
kidund18_yes		0.088
kidund13_yes		0.083
occ2_construction and extraction occupations		0.077
bls_carehh		0.074
clwkr_private, for profit		0.072
ind2_construction		0.071
hh_child_yes		0.069
bls_purch_travel		0.066
msasize_5,000,000+		0.065
otusual_no		0.065
fullpart_full time		0.063
spsex_female		0.061
spousepres_spouse present		0.06
day_tuesday		0.058
metro_metropolitan, balance of msa		0.058
marst_married - spouse present		0.057
kid6to12_yes		0.054
day_wednesday		0.052
day_monday		0.051
wt06		0.05
empstat_employed - at work		0.05
kid3to5_yes		0.05
multjobs_no		0.049
fambus_pay_niu (not in universe)		0.046
bls_carehh_kid		0.046
day_thursday		0.045
msasize_2,500,000 - 4,999,999		0.045
fambus_spouse_no		0.045
statefip_new york		0.045
region_northeast		0.044
citizen_foreign born, not a u.s. citizen		0.044
kid1to2_yes		0.044
schlcoll_not enrolled		0.044
bls_carehh_kidother		0.041
clwkr_government, federal		0.04
hh_numkids_2		0.039
bls_carehh_kideduc		0.039
sprace_white only		0.037
spempnot_employed		0.036
spempstat_employed - at work		0.036
hh_numadults_2		0.036
paidhour_paid hourly		0.035
sprace_asian only		0.033
spempstat_not employed		0.033
citizen_foreign born, u.s. citizen by naturalization		0.033
ind2_public administration		0.033
spempnot_not employed		0.033
paidhour_not paid hourly		0.033
kid13to17_yes		0.031
bpl_el salvador		0.031
race_asian only		0.03
hh_size_4		0.03
occ2_architecture and engineering occupations		0.03
statefip_maryland		0.029
occ2_office and administrative support occupations		0.029
ageychild_2		0.029
ageychild_1		0.029
sex_male		0.028
educ_5th or 6th grade		0.028
educyrs_fifth through sixth grade		0.028
hh_numkids_1		0.028
statefip_new jersey		0.027
wt20		0.026
ageychild_3		0.026
bls_hhact_travel		0.026
bpl_mexico		0.026
day_friday		0.025
hh_numkids_3		0.025
wrknumus_5 days		0.024
hh_size_3		0.024
holiday_no		0.024
dwell15_hhact		0.023
bls_hhact_food		0.023
ageychild_4		0.023
occ2_business and financial operations occupations		0.022
occ2_installation, maintenance, and repair occupations		0.022
hh_size_5		0.022
looking_niu (not in universe)		0.022
speduc_high school graduate - diploma		0.022
ind2_finance		0.021
sprace_black only		0.021
occ2_building and grounds cleaning and maintenance occupations		0.021
ind2_mining		0.019
retired_niu (not in universe)		0.019
kidund1_yes		0.019
bls_pcare_travel		0.019
ind2_transportation equipment manufacturing		0.019
occ2_computer and mathematical science occupations		0.018
wrkhomeoften_blank		0.018
ageychild_0		0.018
occ2_life, physical, and social science occupations		0.018
educyrs_first through fourth grade		0.018
educ_1st, 2nd, 3rd, or 4th grade		0.018
ind2_insurance		0.018
famincome_$75,000 to $99,999		0.018
speduc_associate degree - academic program		0.017
ageychild_5		0.017
ind2_computer and electronic product mfg		0.016
bpl_ecuador		0.015
statefip_california		0.015
bpl_china		0.015
speduc_5th or 6th grade		0.015
bpl_honduras		0.015
ind2_administrative and support services		0.015
wrkhomedays_blank		0.015
wrkhomepd_blank		0.015
bpl_trinidad and tobago		0.015
famincome_$100,000 to $149,999		0.014
ageychild_6		0.014
speduc_bachelor’s degree (ba, ab, bs, etc.)		0.014
vetstat_veteran		0.014
bpl_armenia		0.014
month_february		0.014
wrkflexhrs_no		0.014
wrkhomeev_blank		0.013
ageychild_10		0.013
wrkhomeable_no		0.013
speduc_some college but no degree		0.013
ind2_rental and leasing services		0.013
speduc_1st, 2nd, 3rd, or 4th grade		0.013
speduc_master’s degree (ma, ms, meng, med, msw, etc.)		0.012
educ_associate degree - academic program		0.012
statefip_massachusetts		0.012
educ_less than 1st grade		0.012
bpl_dominican republic		0.012
bpl_colombia		0.012
bpl_west indies		0.012
bpl_india		0.012
wrkhomedays_no		0.012
otusual_yes		0.012
bpl_europe, n.s		0.012
educyrs_less than first grade		0.012
ind2_telecommunications		0.011
bpl_guatemala		0.011
bpl_grenada		0.011
hh_numkids_4		0.011
ageychild_8		0.011
housetype_mobile home or trailer with 1 or more rooms added		0.011
bls_comm_travel		0.011
speduc_12th grade - no diploma		0.011
ageychild_9		0.011
speduc_less than 1st grade		0.011
ind2_chemical manufacturing		0.011
bpl_ukraine		0.01
bpl_haiti		0.01
bpl_north america, n.s		0.01
hh_size_6		0.01
bpl_korea		0.01
statefip_illinois		0.01
ind2_hospitals		0.01
wrkhomeoften_less than once a month		0.01
bpl_nepal		0.009
ind2_private households		0.009
bpl_ireland		0.009
speduc_doctoral degree (phd, edd, etc.)		0.009
occ2_production occupations		0.009
bpl_cambodia		0.009
educ_high school graduate - ged		0.009
bpl_barbados		0.009
bpl_hong kong		0.009
bpl_indonesia		0.009
bpl_central america, n.s		0.008
ageychild_13		0.008
bpl_nicaragua		0.008
bpl_cuba		0.008
bpl_cyprus		0.008
speduc_9th grade		0.008
bpl_burma (myanmar)		0.008
ageychild_7		0.008
bpl_malaysia		0.008
race_black only		0.008
wrkhomepd_both		0.008
bpl_belarus		0.008
bpl_taiwan		0.008
citizen_native, born in puerto rico or u.s. outlying area		0.008
ind2_waste management and remediation services		0.008
bpl_puerto rico		0.008
educ_high school graduate - diploma		0.008
educyrs_college–two years		0.007
spempstat_disabled		0.007
bpl_philippines		0.007
bpl_brazil		0.007
statefip_district of columbia		0.007
ind2_management of companies and enterprises		0.007
speduc_not available (see description)		0.007
bpl_ghana		0.007
statefip_georgia		0.007
ind2_nonmetallic mineral product manufacturing		0.007
outcome_complete interview		0.007
occ2_legal occupations		0.007
ind2_beverage and tobacco product mfg		0.007
famincome_$150,000 and over		0.007
sprace_white-asian-hawaiian		0.007
statefip_pennsylvania		0.006
wrkhomeoften_at least once a week		0.006
statefip_new hampshire		0.006
bpl_vietnam		0.006
diffany_no difficulty		0.006
bpl_nigeria		0.006
hh_numadults_7		0.006
wrkhomeev_no		0.006
fambus_refused		0.006
statefip_florida		0.006
educyrs_twelfth grade		0.006
statefip_hawaii		0.006
sprace_not available (see description)		0.006
speduc_10th grade		0.006
bpl_australia		0.006
bpl_bolivia		0.006
ind2_utilities		0.006
statefip_washington		0.006
sprace_american indian, alaskan native		0.006
fambus_don’t know		0.006
wrkhomeable_blank		0.006
bpl_asia, n.e.c. or n.s		0.006
speduc_11th grade		0.006
statefip_virginia		0.006
bpl_netherlands		0.005
bpl_jamaica		0.005
ind2_wholesale trade		0.005
ind2_electrical equipment, appliance mfg		0.005
ind2_paper manufacturing and printing		0.005
ind2_machinery manufacturing		0.005
bpl_panama		0.005
month_january		0.005
bpl_portugal		0.005
wrkhomeoften_once a month		0.005
month_march		0.005
educyrs_college–four years		0.005
educyrs_master’s degree		0.005
bpl_liberia		0.005
metro_metropolitan, central city		0.004
bpl_africa, n.s		0.004
sprace_black-american indian		0.004
famincome_$30,000 to $34,999		0.004
looking_refused		0.004
ind2_petroleum and coal products manufacturing		0.004
speduc_high school graduate - ged		0.004
famincome_don’t know		0.004
hh_size_12		0.004
bpl_libya		0.004
bpl_latvia		0.004
sprace_white-asian		0.004
housetype_housing unit in nontransient hotel, motel, etc		0.004
ageychild_11		0.004
clwkr_government, state		0.004
bpl_guyana/british guiana		0.004
educ_associate degree - occupational vocational		0.004
bpl_italy		0.004
speduc_professional school degree (md, dds, dvm, etc.)		0.004
bpl_norway		0.004
bpl_japan		0.004
race_4 or 5 races, unspecified		0.004
diffmob_no mobility limitation		0.004
ind2_miscellaneous and not specified mfg		0.004
spempstat_employed - not at work		0.004
sprace_black-asian		0.004
educ_master’s degree (ma, ms, meng, med, msw, etc.)		0.004
bpl_congo		0.004
dataqual_blank		0.004
wrkflexhrs_yes		0.003
bpl_south korea		0.003
bpl_zimbabwe		0.003
hh_numadults_6		0.003
housetype_mobile home or trailer with no permanent room added		0.003
hhtenure_owned or being bought by a household member		0.003
race_white-asian		0.003
bpl_bosnia and herzegovina		0.003
dwell15_carehh		0.003
bpl_south america, n.s		0.003
bpl_antigua and barbuda		0.003
bpl_dominica		0.003
age		0.003
ind2_traveler accommodation		0.003
sprace_white-black-american indian		0.003
bpl_romania		0.003
hh_numadults_8		0.003
sprace_white-black		0.003
year		0.003
educ_12th grade - no diploma		0.003
dataqual_other		0.003
caseid		0.003
citizen_native, born abroad of american parent or parents		0.003
hh_size_13		0.003
bpl_guam		0.003
ind2_wood product manufacturing		0.003
bpl_greece		0.002
bls_comm_msgmail		0.002
speduc_associate degree - occupational vocational		0.002
hh_numkids_7		0.002
month_september		0.002
bpl_france		0.002
race_black-american indian		0.002
ind2_broadcasting (except internet)		0.002
race_white-hawaiian		0.002
statefip_delaware		0.002
bpl_sierra leone		0.002
bpl_switzerland		0.002
bpl_iran		0.002
bpl_costa rica		0.002
index		0.002
Unnamed__0_y		0.002
Unnamed__0_x		0.002
race_american indian-asian		0.002
bpl_bermuda		0.002
bpl_ivory coast		0.002
bpl_pacific islands		0.002
bpl_albania		0.002
fambus_niu (not in universe)		0.002
bpl_croatia		0.002
bpl_u.s. virgin islands		0.002
bpl_slovakia		0.002
bpl_laos		0.002
hhtenure_rented for cash		0.002
bpl_somalia		0.002
bpl_south africa (union of)		0.002
ind2_primary metals and fabricated metal products		0.002
educyrs_ninth grade		0.002
bpl_england		0.002
bpl_northern ireland		0.002
bpl_kosovo		0.002
bpl_belize/british honduras		0.002
wrkhomeoften_once every 2 weeks		0.002
bls_pcare_groom		0.002
bpl_st. lucia		0.002
housetype_housing unit in rooming house		0.002
hh_size_7		0.002
bpl_bulgaria		0.002
bpl_st. kitts–nevis		0.002
marst_married - spouse absent		0.002
bpl_other ussr/russia		0.001
bpl_peru		0.001
spsex_male		0.001
bpl_zambia		0.001
bpl_kuwait		0.001
statefip_tennessee		0.001
dataqual_no data quality problems identified		0.001
bpl_uruguay		0.001
wrkhomeable_yes		0.001
ind2_repair and maintenance		0.001
month_december		0.001
ind2_plastics and rubber products manufacturing		0.001
bpl_sri lanka		0.001
race_white-black-asian		0.001
ind2_textile, apparel, and leather manufacturing		0.001
bpl_bangladesh		0.001
ageychild_12		0.001
ind2_food manufacturing		0.001
bpl_georgia		0.001
sprace_white-hawaiian		0.001
bpl_senegal		0.001
bpl_argentina		0.001
educyrs_master’s degree–three+ year program		0.001
speduc_7th or 8th grade		0.001
bpl_poland		0.001
sprace_american indian-asian		0.001
bpl_paraguay		0.001
race_2 or 3 races, unspecified		0.001
bpl_sweden		0.001
bpl_moldova		0.0
bpl_st. vincent and the grenadi		0.0
bpl_ussr, n.s		0.0
bpl_uganda		0.0
famincome_$12,500 to $14,999		0.0
ind2_professional, scientific, and technical services		0.0
statefip_west virginia		0.0
hh_numadults_4		0.0
bpl_tanzania		0.0
bpl_yugoslavia		0.0
bpl_ethiopia		0.0
bpl_serbia		0.0
bpl_u.s. outlying areas, n.s		0.0
bpl_algeria		0.0
famincome_$50,000 to $59,999		0.0
vetstat_refused		0.0
race_white-asian-hawaiian		0.0
bpl_other, n.e.c. and unknown		0.0
region_west		0.0
bls_carenhh_travel		-0.0
famincome_blank		-0.0
month_october		-0.0
bpl_new zealand		-0.0
race_black-asian		-0.0
spempstat_don’t know		-0.0
hh_numkids_10		-0.0
bpl_azerbaijan		-0.0
sprace_asian-hawaiian		-0.0
wrkhomepd_paid		-0.0
race_white-black-hawaiian		-0.0
sprace_white-american indian		-0.0
month_april		-0.0
bpl_chile		-0.0
bpl_saudi arabia		-0.0
month_may		-0.0
bpl_bhutan		-0.0
statefip_colorado		-0.0
bpl_lebanon		-0.0
famincome_$7,500 to $9,999		-0.0
spempstat_retired		-0.001
bpl_united kingdom, n.s		-0.001
hh_numadults_5		-0.001
educ_bachelor’s degree (ba, ab, bs, etc.)		-0.001
bpl_singapore		-0.001
ind2_other information services		-0.001
housetype_quarters not housing unit in rooming boarding house		-0.001
bpl_thailand		-0.001
housetype_other unit not specified above		-0.001
bpl_yemen		-0.001
spousepres_unmarried partner present		-0.001
housetype_housing unit not specified above		-0.001
hh_size_10		-0.001
bpl_fiji		-0.001
race_asian-hawaiian		-0.001
race_black-hawaiian		-0.001
spempstat_blank		-0.001
bpl_kenya		-0.001
bpl_egypt/united arab rep		-0.001
marst_separated		-0.001
hh_size_8		-0.001
bpl_cape verde		-0.001
bpl_hungary		-0.001
housetype_housing unit permanent in transient hotel, motel		-0.001
wrkhomeev_yes		-0.001
housetype_unoccupied tent site or trailer site		-0.001
educ_9th grade		-0.001
bpl_tonga		-0.001
hh_size_11		-0.001
vetstat_non-veteran		-0.001
bpl_guinea		-0.001
bpl_togo		-0.001
sprace_white-black-asian		-0.001
bpl_denmark		-0.001
bpl_spain		-0.001
month_august		-0.001
bls_comm_msg		-0.002
bpl_azores		-0.002
retired_blank		-0.002
educyrs_bachelor’s degree		-0.002
wrknumus_6 days		-0.002
bpl_scotland		-0.002
bpl_pakistan		-0.002
ind2_forestry, logging, fishing, hunting, and trapping		-0.002
race_white-black-american indian		-0.002
bpl_bahamas		-0.002
statefip_arizona		-0.002
bpl_american samoa		-0.002
vetstat_don’t know		-0.002
hh_numkids_11		-0.002
bpl_belgium		-0.002
hh_size_9		-0.002
race_white-american indian		-0.002
hh_numkids_8		-0.002
bpl_czechoslavakia		-0.002
bpl_americas, n.s		-0.002
occ2_healthcare practitioner and technical occupations		-0.002
bpl_canada		-0.002
spempstat_unable to work		-0.002
bpl_syria		-0.002
statefip_minnesota		-0.002
bpl_morocco		-0.002
hh_numkids_9		-0.002
ind2_internet svc providers and data processing svcs		-0.002
spempstat_refused		-0.002
hh_numadults_9		-0.002
bpl_palestine		-0.002
wrkhomeoften_1 to 2 days a week		-0.002
bpl_oceania, n.s		-0.002
bpl_turkey		-0.002
bpl_isreal/palestine		-0.002
bpl_cameroon		-0.002
statefip_maine		-0.003
famincome_less than $5,000		-0.003
statefip_connecticut		-0.003
hh_numadults_3		-0.003
race_hawaiian pacific islander only		-0.003
bpl_czech republic		-0.003
ind2_internet publishing and broadcasting		-0.003
bpl_uzbekistan		-0.003
bpl_germany		-0.003
statefip_wyoming		-0.003
hh_numadults_0		-0.003
looking_don’t know		-0.003
retired_no		-0.003
bpl_middle east, n.s		-0.003
looking_unable to work		-0.003
bpl_mongolia		-0.003
retired_was not retired last time		-0.003
race_white-black-american indian-asian		-0.003
bpl_zaire		-0.003
bpl_venezuala		-0.003
bpl_northern africa		-0.003
ind2_furniture and fixtures manufacturing		-0.003
bpl_iraq		-0.003
ageychild_15		-0.003
race_white-black		-0.003
statefip_alabama		-0.003
bpl_eritrea		-0.003
statefip_nevada		-0.003
bls_comm_msgemail		-0.003
bpl_estonia		-0.003
famincome_$35,000 to $39,999		-0.003
race_american indian, alaskan native		-0.004
race_white-american indian-asian		-0.004
diffmob_niu (not in universe)		-0.004
diffany_niu (not in universe)		-0.004
ind2_health care services, except hospitals		-0.004
bpl_afghanistan		-0.004
housetype_student quarters in college dorm		-0.004
schlcoll_refused		-0.004
bls_hhact_tool		-0.004
dwell15_hhserve		-0.004
bpl_finland		-0.004
ageychild_14		-0.004
empstat_unemployed - on layoff		-0.004
famincome_$60,000 to $74,999		-0.004
educyrs_seventh through eighth grade		-0.004
bpl_united arab emirates		-0.004
ind2_transportation and warehousing		-0.004
month_november		-0.004
hh_numkids_5		-0.004
statefip_michigan		-0.004
bpl_sudan		-0.004
educyrs_master’s degree–two year program		-0.004
ind2_motion picture and sound recording industries		-0.004
bpl_caribbean, n.s		-0.004
bpl_jordan		-0.005
educyrs_master’s degree–one year program		-0.005
educ_7th or 8th grade		-0.005
educyrs_college–one year		-0.005
hhtenure_niu (not in universe)		-0.005
statefip_vermont		-0.005
bls_social_civic		-0.005
sprace_hawaiian pacific islander only		-0.005
bpl_kazakhstan		-0.005
bpl_macedonia		-0.005
ageychild_17		-0.005
statefip_rhode island		-0.005
statefip_alaska		-0.005
diffmob_has mobility limitation		-0.005
bpl_lithuania		-0.006
ind2_publishing industries (except internet)		-0.006
statefip_missouri		-0.006
bls_pcare_health		-0.006
metro_not identified		-0.006
region_south		-0.006
famincome_refused		-0.006
educyrs_college–three years		-0.006
bpl_austria		-0.006
famincome_$10,000 to $12,499		-0.006
bls_purch_home		-0.006
dataqual_r providing wrong answer		-0.006
bls_hhact_hhmgmt		-0.007
msasize_1,000,000 - 2,499,999		-0.007
wrknumus_1 day		-0.007
outcome_sufficient partial		-0.007
month_july		-0.007
dataqual_r not able to remember activities		-0.007
hh_numkids_6		-0.007
housetype_house, apartment, flat		-0.007
statefip_utah		-0.007
dwell15_civic		-0.007
statefip_texas		-0.007
famincome_$40,000 to $49,999		-0.007
otpay		-0.007
wrknumus_4 days		-0.008
wrkhomepd_take home work		-0.008
educ_professional school degree (md, dds, dvm, etc.)		-0.008
educyrs_professional degree		-0.008
occ2_healthcare support occupations		-0.008
dwell30_telephone		-0.008
dataqual_r reporting long duration activities		-0.008
clwkr_without pay		-0.008
statefip_mississippi		-0.008
schlcoll_college/university part time		-0.008
dwell15_telephone		-0.008
statefip_oregon		-0.009
bls_carehh_adult		-0.009
statefip_louisiana		-0.009
famincome_$25,000 to $29,999		-0.009
famincome_$5,000 to $7,499		-0.009
statefip_arkansas		-0.009
statefip_montana		-0.009
educyrs_eleventh grade		-0.01
dwell30_civic		-0.01
wrknumus_3 days		-0.01
occ2_farming, fishing, and forestry occupations		-0.01
fambus_pay_yes		-0.01
ind2_personal and laundry services		-0.01
occ2_protective service occupations		-0.01
diffany_has difficulty		-0.01
statefip_south carolina		-0.011
occ2_management occupations		-0.011
bls_hhact_vehic		-0.011
statefip_indiana		-0.011
wrknumus_2 days		-0.011
statefip_kentucky		-0.011
schlcoll_high school part time		-0.011
bls_pcare_act		-0.011
wrkhomedays_yes		-0.011
occ2_transportation and material moving occupations		-0.011
statefip_oklahoma		-0.012
bls_carehh_kidhealth		-0.012
msasize_500,000 - 999,999		-0.012
famincome_$15,000 to $19,999		-0.012
bls_work_search		-0.012
wrknumus_7 days		-0.012
ageychild_16		-0.012
educ_some college but no degree		-0.012
statefip_new mexico		-0.012
statefip_north carolina		-0.013
educyrs_tenth grade		-0.013
statefip_nebraska		-0.013
bls_purch_gov		-0.013
educ_11th grade		-0.013
statefip_south dakota		-0.013
bls_hhact_pet		-0.014
bls_social_mainten		-0.014
famincome_$20,000 to $24,999		-0.014
bls_purch_bank		-0.014
empstat_unemployed - looking		-0.014
bls_hhact_exter		-0.014
bls_purch_hhserv		-0.014
clwkr_private, nonprofit		-0.015
month_june		-0.015
statefip_wisconsin		-0.015
occ2_community and social service occupations		-0.015
bls_purch_vehic		-0.015
statefip_north dakota		-0.015
marst_widowed		-0.015
statefip_idaho		-0.016
looking_no		-0.016
dwell15_other		-0.016
bls_social_admin		-0.016
ind2_social assistance		-0.016
dwell15_purchcons		-0.016
bls_work_other		-0.016
statefip_ohio		-0.016
statefip_kansas		-0.016
dwell30_hhserve		-0.017
bls_hhact_inter		-0.017
marst_divorced		-0.017
looking_yes		-0.017
educ_doctoral degree (phd, edd, etc.)		-0.017
educyrs_doctoral degree		-0.017
educ_10th grade		-0.017
wrkhomeoften_3 to 4 days a week		-0.018
clwkr_government, local		-0.018
statefip_iowa		-0.018
ind2_retail trade		-0.018
retired_yes		-0.018
bls_social_attend		-0.019
bls_work_workrel		-0.019
kidund1_no		-0.019
bls_social_culture		-0.019
hh_size_2		-0.019
occ		-0.02
bls_comm		-0.02
schlcoll_niu (not in universe)		-0.021
hhtenure_occupied without payment of cash rent		-0.021
race_white only		-0.021
bls_carenhh_adultcare		-0.021
msasize_250,000 - 499,999		-0.021
ind2_real estate		-0.022
ind2_arts, entertainment, and recreation		-0.023
msasize_100,000 - 249,999		-0.023
bls_educ_hwork		-0.023
occ2_arts, design, entertainment, sports, and media occupations		-0.023
holiday_yes		-0.024
bls_leis_tv		-0.025
dwell15_purchserv		-0.025
bls_social_travel		-0.025
wrkhomepd_niu (not in universe)		-0.025
wrknumus_niu (not in universe)		-0.025
wrkhomeable_niu (not in universe)		-0.025
wrkhomeev_niu (not in universe)		-0.025
wrkflexhrs_niu (not in universe)		-0.025
wrkhomeoften_niu (not in universe)		-0.025
wrkhomedays_niu (not in universe)		-0.025
bls_comm_tele		-0.026
empstat_not in labor force		-0.026
ind2_membership associations and organizations		-0.027
dwell15_carenhh		-0.027
sex_female		-0.028
dwell15_pcare		-0.029
bls_leis_attsport		-0.029
clwkr_niu (not in universe)		-0.029
fullpart_niu (not in universe)		-0.029
multjobs_niu (not in universe)		-0.029
occ2_niu (not in universe)		-0.029
ind2_niu (not in universe)		-0.029
occ2_sales and related occupations		-0.029
bls_social_socserv		-0.029
occ2_food preparation and serving related occupations		-0.03
metro_metropolitan, not identified		-0.03
dwell30_other		-0.031
bls_educ_travel		-0.031
schlcoll_college/university full time		-0.031
kid13to17_no		-0.031
bls_food_food		-0.032
uhrsworkt		-0.032
dwell15_spiritual		-0.032
dwell30_hhact		-0.032
bls_carenhh_kid		-0.032
region_midwest		-0.032
bls_hhact_lawn		-0.032
wrkhomeoften_5 or more days a week		-0.033
ind2_educational services		-0.034
occ2_personal care and service occupations		-0.034
dwell30_educ		-0.034
hourwage		-0.035
dwell15_educ		-0.035
bls_carenhh_adulthelp		-0.035
vetstat_niu (not in universe)		-0.036
bls_purch_pcare		-0.036
ind2_food services and drinking places		-0.036
bls_purch_health		-0.037
dwell30_spiritual		-0.037
hh_numadults_1		-0.038
bls_carenhh_adult		-0.04
dwell30_carenhh		-0.04
bls_carenhh		-0.041
empstat_employed - absent		-0.041
bls_food_travel		-0.042
bls_food		-0.042
bls_leis_relax		-0.042
ind		-0.043
occ2_education, training, and library occupations		-0.043
dwell30_carehh		-0.043
bls_other		-0.043
multjobs_yes		-0.044
kid1to2_no		-0.044
fambus_spouse_yes		-0.045
dwell15_religious		-0.045
bls_leis_attend		-0.045
fambus_pay_no		-0.045
schlcoll_high school full time		-0.046
marst_never married		-0.046
dwell30_purchserv		-0.047
bls_purch		-0.047
dwell30_religious		-0.047
bls_hhact		-0.048
bls_educ_class		-0.048
clwkr_self-employed, incorporated		-0.048
bls_educ		-0.048
bls_social_volact		-0.05
spearnweek		-0.05
bls_social_vol		-0.05
kid3to5_no		-0.05
scc_own		-0.052
ind2_agriculture		-0.052
bls_purch_prof		-0.053
bls_leis_arts		-0.053
metro_nonmetropolitan		-0.054
hh_size_1		-0.054
kid6to12_no		-0.054
dwell15_food		-0.057
msasize_not identified or non-metropolitan		-0.057
bpl_u.s., n.s		-0.058
citizen_native, born in united states		-0.058
scc_all		-0.058
bls_social_relig		-0.058
fullpart_part time		-0.059
speduc_niu (not in universe)		-0.06
spempnot_niu (not in universe)		-0.06
spousepres_no spouse or unmarried partner present		-0.06
spsex_niu (not in universe)		-0.06
spempstat_niu (not in universe)		-0.06
sprace_niu (not in universe)		-0.06
spage		-0.061
dwell15_sport		-0.061
bls_purch_groc		-0.062
bls_hhact_hwork		-0.066
bls_leis_travel		-0.069
hh_child_no		-0.069
hh_numkids_0		-0.069
ageychild_niu (not in universe)		-0.069
bls_social		-0.07
dwell30_sport		-0.072
bls_leis_soccomex		-0.075
dwell30_food		-0.081
clwkr_self-employed, unincorporated		-0.081
dwell15_social		-0.082
kidund13_no		-0.083
bls_leis_partsport		-0.084
wrkdaysavg		-0.084
avgdur		-0.087
bls_leis_soccom		-0.087
kidund18_no		-0.088
bls_leis_sport		-0.089
bls_leis_soc		-0.09
dwell30_purchcons		-0.093
dwell30_pcare		-0.093
dwell30_social		-0.099
earnweek		-0.1
otusual_niu (not in universe)		-0.101
paidhour_niu (not in universe)		-0.101
bls_purch_cons		-0.103
fambus_family business		-0.104
fambus_resp_yes		-0.104
day_saturday		-0.114
bls_leis		-0.121
day_sunday		-0.131
bls_pcare		-0.132
bls_pcare_sleep		-0.135
dwell15_None		nan
dwell30_None		nan
hh_size_14		nan
hh_size_15		nan
hh_size_16		nan
hh_numkids_12		nan
housetype_unit not permanent, in transient hotel or motel		nan
hh_numadults_12		nan
race_other 3 race combinations		nan
bpl_nothern marianas		nan
bpl_iceland		nan
bpl_wales		nan
bpl_montenegro		nan
bpl_marshall islands		nan
bpl_micronesia		nan
popstat_adult civilian		nan
looking_retired		nan
looking_disabled		nan
sprace_asian or pacific islander		nan
sprace_black-hawaiian		nan
sprace_white-american indian-asian		nan
sprace_other 3 race combinations		nan
sprace_2 or 3 races, unspecified		nan
sprace_4 or 5 races, unspecified		nan

And here are the correlations when sample is restricted to those who actually commuted:

Click for full list of correlations.

Variable Name	Description (TODO)	Correlation
‘dwell30_anchorCommute’		1.0
‘dwell15_anchorCommute’		0.897
‘dwell30_work’		0.8
‘dwell15_work’		0.731
‘bls_work_travel’		0.613
‘bls_work’		0.54
‘bls_work_working’		0.508
‘empstat_employed - at work’		0.3
‘fullpart_full time’		0.27
‘multjobs_no’		0.249
‘otusual_no’		0.219
‘clwkr_private, for profit’		0.217
‘retired_niu (not in universe)’		0.169
‘looking_niu (not in universe)’		0.159
‘paidhour_not paid hourly’		0.155
‘paidhour_paid hourly’		0.15
‘schlcoll_not enrolled’		0.125
‘wt06’		0.115
‘kidund18_yes’		0.114
‘spsex_female’		0.101
‘kidund13_yes’		0.1
‘wt20’		0.099
‘day_tuesday’		0.098
‘bls_carehh_travel’		0.094
‘day_wednesday’		0.093
‘otusual_yes’		0.091
‘day_thursday’		0.088
‘ind2_construction’		0.081
‘spempstat_employed - at work’		0.08
‘occ2_construction and extraction occupations’		0.08
‘day_monday’		0.08
‘spempnot_employed’		0.08
‘hh_child_yes’		0.077
‘kid6to12_yes’		0.075
‘sex_male’		0.073
‘occ2_management occupations’		0.069
‘day_friday’		0.069
‘occ2_office and administrative support occupations’		0.067
‘spousepres_spouse present’		0.067
‘multjobs_yes’		0.066
‘marst_married - spouse present’		0.064
‘kid13to17_yes’		0.06
‘wrknumus_5 days’		0.059
‘sprace_white only’		0.057
‘wrkhomeoften_blank’		0.057
‘ind2_public administration’		0.056
‘ind2_retail trade’		0.056
‘ind2_professional, scientific, and technical services’		0.053
‘occ2_business and financial operations occupations’		0.053
‘clwkr_government, federal’		0.052
‘occ2_sales and related occupations’		0.052
‘kid3to5_yes’		0.051
‘wrkhomepd_blank’		0.05
‘wrkhomedays_blank’		0.05
‘bls_pcare_groom’		0.05
‘wrkhomeev_blank’		0.048
‘hh_numkids_2’		0.048
‘wrkhomeable_no’		0.048
‘occ2_installation, maintenance, and repair occupations’		0.047
‘occ2_production occupations’		0.047
‘vetstat_non-veteran’		0.046
‘hh_size_4’		0.045
‘ind2_finance’		0.044
‘wrkflexhrs_yes’		0.043
‘occ2_architecture and engineering occupations’		0.043
‘ind2_health care services, except hospitals’		0.043
‘occ2_building and grounds cleaning and maintenance occupations’		0.042
‘occ2_computer and mathematical science occupations’		0.041
‘speduc_bachelor’s degree (ba, ab, bs, etc.)’		0.041
‘clwkr_government, state’		0.04
‘famincome_$100,000 to $149,999’		0.04
‘wrkflexhrs_no’		0.04
‘ind2_hospitals’		0.039
‘hh_numkids_1’		0.039
‘clwkr_private, nonprofit’		0.039
‘hh_numadults_2’		0.039
‘famincome_$75,000 to $99,999’		0.039
‘educ_bachelor’s degree (ba, ab, bs, etc.)’		0.038
‘occ2_healthcare practitioner and technical occupations’		0.038
‘ind2_administrative and support services’		0.038
‘diffany_no difficulty’		0.038
‘kid1to2_yes’		0.037
‘holiday_no’		0.037
‘hh_size_3’		0.036
‘metro_metropolitan, balance of msa’		0.036
‘ind2_transportation and warehousing’		0.035
‘ind2_wholesale trade’		0.035
‘citizen_foreign born, not a u.s. citizen’		0.034
‘msasize_5,000,000+’		0.034
‘famincome_$150,000 and over’		0.034
‘ind2_insurance’		0.033
‘clwkr_government, local’		0.033
‘wrkhomeable_yes’		0.033
‘occ2_transportation and material moving occupations’		0.033
‘ind2_transportation equipment manufacturing’		0.032
‘sprace_asian only’		0.032
‘educyrs_college–four years’		0.032
‘wrkhomeev_yes’		0.031
‘ind2_educational services’		0.031
‘occ2_life, physical, and social science occupations’		0.03
‘educ_master’s degree (ma, ms, meng, med, msw, etc.)’		0.03
‘msasize_2,500,000 - 4,999,999’		0.029
‘spempstat_not employed’		0.028
‘race_asian only’		0.028
‘occ2_legal occupations’		0.028
‘citizen_foreign born, u.s. citizen by naturalization’		0.027
‘wrkhomedays_no’		0.027
‘ind2_mining’		0.026
‘bls_carehh_kideduc’		0.026
‘ind2_traveler accommodation’		0.026
‘ind2_computer and electronic product mfg’		0.026
‘ageychild_3’		0.026
‘ind2_food services and drinking places’		0.025
‘wrknumus_6 days’		0.024
‘wrkhomepd_paid’		0.024
‘ageychild_2’		0.024
‘speduc_associate degree - academic program’		0.024
‘speduc_master’s degree (ma, ms, meng, med, msw, etc.)’		0.024
‘ageychild_4’		0.023
‘occ2_food preparation and serving related occupations’		0.023
‘ageychild_1’		0.023
‘ind2_telecommunications’		0.023
‘occ2_protective service occupations’		0.023
‘ind2_chemical manufacturing’		0.022
‘region_northeast’		0.022
‘ind2_food manufacturing’		0.022
‘bpl_el salvador’		0.021
‘occ2_healthcare support occupations’		0.021
‘ind2_machinery manufacturing’		0.021
‘ind2_paper manufacturing and printing’		0.021
‘fambus_resp_yes’		0.021
‘ind2_utilities’		0.02
‘hh_size_5’		0.02
‘educyrs_master’s degree–two year program’		0.02
‘speduc_some college but no degree’		0.02
‘fambus_pay_niu (not in universe)’		0.019
‘famincome_$60,000 to $74,999’		0.019
‘hh_numkids_3’		0.019
‘ageychild_5’		0.019
‘ind2_repair and maintenance’		0.019
‘statefip_new york’		0.019
‘statefip_maryland’		0.018
‘ind2_miscellaneous and not specified mfg’		0.018
‘ageychild_9’		0.018
‘wrkhomeoften_less than once a month’		0.018
‘clwkr_self-employed, incorporated’		0.018
‘occ2_education, training, and library occupations’		0.018
‘ageychild_8’		0.018
‘ageychild_6’		0.018
‘educyrs_professional degree’		0.018
‘educ_professional school degree (md, dds, dvm, etc.)’		0.018
‘occ2_community and social service occupations’		0.018
‘wrkhomedays_yes’		0.018
‘ageychild_10’		0.018
‘ind2_primary metals and fabricated metal products’		0.018
‘ind2_rental and leasing services’		0.017
‘kidund1_yes’		0.017
‘wrkhomepd_both’		0.017
‘occ2_arts, design, entertainment, sports, and media occupations’		0.016
‘ind2_personal and laundry services’		0.016
‘ageychild_7’		0.016
‘bpl_mexico’		0.016
‘statefip_new jersey’		0.016
‘ageychild_0’		0.016
‘spousepres_unmarried partner present’		0.015
‘educyrs_master’s degree’		0.015
‘educ_associate degree - academic program’		0.015
‘ind2_real estate’		0.015
‘educyrs_master’s degree–three+ year program’		0.015
‘educyrs_bachelor’s degree’		0.014
‘educyrs_college–two years’		0.014
‘educ_doctoral degree (phd, edd, etc.)’		0.014
‘educyrs_doctoral degree’		0.014
‘ind2_arts, entertainment, and recreation’		0.014
‘ind2_electrical equipment, appliance mfg’		0.014
‘bpl_china’		0.014
‘ind2_nonmetallic mineral product manufacturing’		0.013
‘educ_associate degree - occupational vocational’		0.013
‘speduc_high school graduate - diploma’		0.013
‘ageychild_11’		0.013
‘bpl_india’		0.013
‘ind2_broadcasting (except internet)’		0.013
‘bls_carehh’		0.013
‘ind2_waste management and remediation services’		0.012
‘speduc_associate degree - occupational vocational’		0.012
‘wrkhomepd_take home work’		0.012
‘fullpart_part time’		0.012
‘ind2_publishing industries (except internet)’		0.012
‘ind2_textile, apparel, and leather manufacturing’		0.012
‘wrkhomeev_no’		0.012
‘housetype_house, apartment, flat’		0.011
‘ind2_social assistance’		0.011
‘ind2_plastics and rubber products manufacturing’		0.011
‘famincome_$50,000 to $59,999’		0.011
‘occ2_farming, fishing, and forestry occupations’		0.011
‘wrkhomeoften_once a month’		0.011
‘ind2_beverage and tobacco product mfg’		0.011
‘bpl_nigeria’		0.011
‘ind2_management of companies and enterprises’		0.011
‘ageychild_12’		0.011
‘ind2_membership associations and organizations’		0.011
‘wrkhomeoften_at least once a week’		0.01
‘fambus_family business’		0.01
‘wrkhomeoften_once every 2 weeks’		0.01
‘speduc_doctoral degree (phd, edd, etc.)’		0.01
‘schlcoll_college/university part time’		0.01
‘speduc_not available (see description)’		0.01
‘bpl_cyprus’		0.01
‘ind2_motion picture and sound recording industries’		0.01
‘bpl_trinidad and tobago’		0.01
‘ind2_wood product manufacturing’		0.01
‘bpl_colombia’		0.01
‘diffmob_no mobility limitation’		0.01
‘bpl_north america, n.s’		0.009
‘ind2_petroleum and coal products manufacturing’		0.009
‘bpl_honduras’		0.009
‘sprace_not available (see description)’		0.009
‘bpl_haiti’		0.009
‘statefip_massachusetts’		0.009
‘ageychild_13’		0.009
‘bpl_vietnam’		0.009
‘wrkhomeoften_1 to 2 days a week’		0.009
‘bpl_burma (myanmar)’		0.009
‘bpl_uruguay’		0.009
‘bpl_philippines’		0.008
‘sprace_black only’		0.008
‘bpl_ecuador’		0.008
‘bpl_central america, n.s’		0.008
‘educyrs_master’s degree–one year program’		0.008
‘bpl_ghana’		0.008
‘ind2_private households’		0.008
‘bls_work_workrel’		0.008
‘bpl_korea’		0.008
‘occ2_personal care and service occupations’		0.008
‘wrknumus_7 days’		0.008
‘bpl_nepal’		0.007
‘wrknumus_4 days’		0.007
‘statefip_colorado’		0.007
‘bpl_cambodia’		0.007
‘month_february’		0.007
‘bpl_ethiopia’		0.007
‘statefip_virginia’		0.007
‘bpl_taiwan’		0.007
‘bpl_africa, n.s’		0.007
‘month_march’		0.007
‘ind2_furniture and fixtures manufacturing’		0.007
‘bpl_australia’		0.007
‘wrkhomeable_blank’		0.006
‘bpl_armenia’		0.006
‘hh_numadults_4’		0.006
‘bpl_bolivia’		0.006
‘bpl_hong kong’		0.006
‘statefip_illinois’		0.006
‘bpl_west indies’		0.006
‘bpl_brazil’		0.006
‘speduc_professional school degree (md, dds, dvm, etc.)’		0.006
‘dataqual_no data quality problems identified’		0.006
‘ind2_other information services’		0.006
‘bpl_grenada’		0.006
‘bpl_europe, n.s’		0.006
‘hh_size_6’		0.006
‘sprace_american indian, alaskan native’		0.006
‘sprace_white-asian’		0.006
‘ind2_forestry, logging, fishing, hunting, and trapping’		0.006
‘statefip_minnesota’		0.006
‘speduc_12th grade - no diploma’		0.006
‘bpl_jamaica’		0.006
‘bpl_guatemala’		0.006
‘bpl_barbados’		0.005
‘bpl_nicaragua’		0.005
‘citizen_native, born abroad of american parent or parents’		0.005
‘bpl_liberia’		0.005
‘bpl_dominican republic’		0.005
‘bpl_ukraine’		0.005
‘bpl_bosnia and herzegovina’		0.005
‘bpl_belarus’		0.005
‘bpl_asia, n.e.c. or n.s’		0.005
‘statefip_district of columbia’		0.005
‘bpl_romania’		0.005
‘hh_numkids_4’		0.005
‘bpl_indonesia’		0.005
‘marst_married - spouse absent’		0.005
‘statefip_washington’		0.005
‘statefip_new hampshire’		0.005
‘hh_numadults_7’		0.004
‘sprace_white-asian-hawaiian’		0.004
‘bpl_malaysia’		0.004
‘bpl_peru’		0.004
‘bpl_bangladesh’		0.004
‘ageychild_14’		0.004
‘dataqual_blank’		0.004
‘sprace_white-black-american indian’		0.004
‘speduc_5th or 6th grade’		0.004
‘bpl_poland’		0.004
‘bpl_south africa (union of)’		0.004
‘bpl_st. kitts–nevis’		0.004
‘bpl_iran’		0.004
‘sprace_black-american indian’		0.004
‘statefip_california’		0.004
‘hh_numadults_3’		0.004
‘bpl_south america, n.s’		0.004
‘month_may’		0.004
‘statefip_hawaii’		0.003
‘bpl_england’		0.003
‘bls_comm_travel’		0.003
‘famincome_$40,000 to $49,999’		0.003
‘bpl_tanzania’		0.003
‘bpl_ireland’		0.003
‘bpl_guam’		0.003
‘bpl_algeria’		0.003
‘bpl_guyana/british guiana’		0.003
‘month_january’		0.003
‘marst_separated’		0.003
‘bpl_uganda’		0.003
‘bpl_congo’		0.003
‘bpl_kosovo’		0.003
‘clwkr_self-employed, unincorporated’		0.003
‘bpl_argentina’		0.003
‘bpl_other ussr/russia’		0.003
‘educyrs_college–three years’		0.003
‘metro_metropolitan, central city’		0.003
‘bpl_japan’		0.003
‘month_october’		0.003
‘statefip_pennsylvania’		0.003
‘bpl_laos’		0.003
‘spempstat_employed - not at work’		0.003
‘bpl_zimbabwe’		0.003
‘race_4 or 5 races, unspecified’		0.003
‘bpl_france’		0.003
‘sprace_white-black’		0.003
‘bpl_portugal’		0.003
‘bpl_albania’		0.003
‘bpl_bulgaria’		0.003
‘wrknumus_3 days’		0.002
‘bpl_turkey’		0.002
‘race_white-asian’		0.002
‘race_white-black-asian’		0.002
‘diffmob_niu (not in universe)’		0.002
‘diffany_niu (not in universe)’		0.002
‘bpl_slovakia’		0.002
‘speduc_less than 1st grade’		0.002
‘bpl_zambia’		0.002
‘bpl_other, n.e.c. and unknown’		0.002
‘bpl_moldova’		0.002
‘hhtenure_owned or being bought by a household member’		0.002
‘statefip_georgia’		0.002
‘bpl_ussr, n.s’		0.002
‘ind2_internet publishing and broadcasting’		0.002
‘educ_5th or 6th grade’		0.002
‘bls_pcare_travel’		0.002
‘ind2_internet svc providers and data processing svcs’		0.002
‘statefip_wyoming’		0.002
‘bpl_united kingdom, n.s’		0.002
‘race_white-hawaiian’		0.002
‘bpl_guinea’		0.002
‘bpl_libya’		0.002
‘msasize_1,000,000 - 2,499,999’		0.002
‘month_april’		0.002
‘region_west’		0.002
‘educyrs_fifth through sixth grade’		0.002
‘hh_numadults_6’		0.002
‘fambus_refused’		0.002
‘sprace_black-asian’		0.002
‘housetype_housing unit in nontransient hotel, motel, etc’		0.002
‘bpl_cameroon’		0.002
‘bpl_somalia’		0.002
‘bpl_cuba’		0.002
‘statefip_utah’		0.002
‘bpl_dominica’		0.001
‘hh_size_12’		0.001
‘race_american indian-asian’		0.001
‘bpl_lebanon’		0.001
‘hhtenure_rented for cash’		0.001
‘bpl_senegal’		0.001
‘bpl_greece’		0.001
‘sprace_white-hawaiian’		0.001
‘race_2 or 3 races, unspecified’		0.001
‘bpl_sierra leone’		0.001
‘hh_numadults_8’		0.001
‘hh_size_13’		0.001
‘bpl_switzerland’		0.001
‘bpl_panama’		0.001
‘bpl_georgia’		0.001
‘bpl_fiji’		0.001
‘fambus_spouse_no’		0.001
‘bpl_antigua and barbuda’		0.001
‘bpl_isreal/palestine’		0.001
‘outcome_complete interview’		0.001
‘bpl_new zealand’		0.001
‘bpl_pakistan’		0.001
‘bpl_thailand’		0.001
‘bpl_morocco’		0.001
‘speduc_1st, 2nd, 3rd, or 4th grade’		0.001
‘bpl_belize/british honduras’		0.001
‘month_september’		0.001
‘race_white only’		0.001
‘bpl_yugoslavia’		0.001
‘statefip_delaware’		0.001
‘bpl_northern ireland’		0.001
‘speduc_9th grade’		0.001
‘bpl_norway’		0.001
‘bpl_venezuala’		0.001
‘hh_numkids_10’		0.001
‘race_hawaiian pacific islander only’		0.001
‘bpl_egypt/united arab rep’		0.001
‘sprace_american indian-asian’		0.001
‘bpl_netherlands’		0.001
‘bpl_ivory coast’		0.001
‘fambus_don’t know’		0.001
‘bpl_sri lanka’		0.001
‘race_black-american indian’		0.001
‘hh_numadults_5’		0.001
‘race_black-asian’		0.0
‘retired_blank’		0.0
‘month_august’		0.0
‘bpl_bermuda’		0.0
‘race_white-black-hawaiian’		0.0
‘hh_numkids_7’		0.0
‘bpl_bhutan’		0.0
‘hh_size_11’		0.0
‘bpl_chile’		0.0
‘race_white-asian-hawaiian’		0.0
‘sprace_white-black-asian’		0.0
‘bpl_iraq’		0.0
‘famincome_blank’		0.0
‘sprace_hawaiian pacific islander only’		0.0
‘housetype_unoccupied tent site or trailer site’		0.0
‘bpl_south korea’		0.0
‘fambus_niu (not in universe)’		0.0
‘bpl_denmark’		0.0
‘bpl_sweden’		-0.0
‘hh_size_8’		-0.0
‘bpl_st. vincent and the grenadi’		-0.0
‘bpl_azerbaijan’		-0.0
‘bpl_spain’		-0.0
‘bpl_u.s. outlying areas, n.s’		-0.0
‘sprace_asian-hawaiian’		-0.0
‘spempstat_don’t know’		-0.0
‘bpl_costa rica’		-0.0
‘bpl_st. lucia’		-0.0
‘race_black-hawaiian’		-0.0
‘bpl_kenya’		-0.0
‘sprace_white-american indian’		-0.0
‘bpl_cape verde’		-0.0
‘housetype_quarters not housing unit in rooming boarding house’		-0.0
‘bpl_serbia’		-0.0
‘bpl_singapore’		-0.0
‘bpl_syria’		-0.0
‘vetstat_don’t know’		-0.001
‘speduc_high school graduate - ged’		-0.001
‘bpl_czech republic’		-0.001
‘bpl_latvia’		-0.001
‘bpl_oceania, n.s’		-0.001
‘educyrs_college–one year’		-0.001
‘bpl_pacific islands’		-0.001
‘bpl_tonga’		-0.001
‘bpl_italy’		-0.001
‘statefip_florida’		-0.001
‘bpl_uzbekistan’		-0.001
‘race_asian-hawaiian’		-0.001
‘spempstat_blank’		-0.001
‘bpl_togo’		-0.001
‘bpl_scotland’		-0.001
‘bpl_afghanistan’		-0.001
‘vetstat_refused’		-0.001
‘bpl_jordan’		-0.001
‘hh_size_16’		-0.001
‘housetype_unit not permanent, in transient hotel or motel’		-0.001
‘race_other 3 race combinations’		-0.001
‘sprace_other 3 race combinations’		-0.001
‘sprace_black-hawaiian’		-0.001
‘sprace_4 or 5 races, unspecified’		-0.001
‘hh_numkids_12’		-0.001
‘dwell15_None’		-0.001
‘dwell30_None’		-0.001
‘bpl_yemen’		-0.001
‘hh_numkids_11’		-0.001
‘bpl_eritrea’		-0.001
‘bpl_northern africa’		-0.001
‘outcome_sufficient partial’		-0.001
‘bpl_kuwait’		-0.001
‘bpl_caribbean, n.s’		-0.001
‘fambus_spouse_yes’		-0.001
‘bpl_croatia’		-0.001
‘bpl_sudan’		-0.001
‘schlcoll_refused’		-0.001
‘hh_size_15’		-0.001
‘sprace_white-american indian-asian’		-0.001
‘bpl_mongolia’		-0.001
‘bpl_wales’		-0.001
‘bpl_united arab emirates’		-0.001
‘hh_numadults_12’		-0.001
‘hh_size_14’		-0.001
‘bpl_iceland’		-0.001
‘bpl_americas, n.s’		-0.001
‘bpl_estonia’		-0.001
‘bpl_paraguay’		-0.001
‘wrkhomeoften_3 to 4 days a week’		-0.001
‘bpl_czechoslavakia’		-0.001
‘race_white-american indian-asian’		-0.001
‘housetype_housing unit not specified above’		-0.001
‘bpl_palestine’		-0.001
‘bpl_u.s. virgin islands’		-0.001
‘bpl_marshall islands’		-0.001
‘statefip_vermont’		-0.001
‘spempstat_refused’		-0.001
‘bpl_kazakhstan’		-0.002
‘bpl_belgium’		-0.002
‘statefip_nevada’		-0.002
‘hh_numkids_8’		-0.002
‘bpl_finland’		-0.002
‘hh_numadults_9’		-0.002
‘bpl_micronesia’		-0.002
‘bpl_montenegro’		-0.002
‘statefip_connecticut’		-0.002
‘statefip_nebraska’		-0.002
‘statefip_wisconsin’		-0.002
‘metro_not identified’		-0.002
‘bpl_hungary’		-0.002
‘bpl_zaire’		-0.002
‘race_white-black-american indian-asian’		-0.002
‘sprace_2 or 3 races, unspecified’		-0.002
‘bpl_bahamas’		-0.002
‘bpl_azores’		-0.002
‘hh_size_7’		-0.002
‘ageychild_17’		-0.002
‘bpl_middle east, n.s’		-0.002
‘statefip_tennessee’		-0.002
‘hh_numkids_9’		-0.002
‘hh_size_9’		-0.002
‘statefip_missouri’		-0.002
‘bpl_saudi arabia’		-0.002
‘bpl_macedonia’		-0.002
‘hh_numadults_0’		-0.002
‘statefip_alaska’		-0.002
‘bpl_canada’		-0.002
‘race_white-black-american indian’		-0.002
‘statefip_maine’		-0.002
‘speduc_11th grade’		-0.002
‘hhtenure_niu (not in universe)’		-0.002
‘housetype_housing unit in rooming house’		-0.002
‘month_december’		-0.003
‘bpl_germany’		-0.003
‘bpl_american samoa’		-0.003
‘statefip_arizona’		-0.003
‘race_white-black’		-0.003
‘educ_less than 1st grade’		-0.003
‘educyrs_less than first grade’		-0.003
‘statefip_texas’		-0.003
‘housetype_other unit not specified above’		-0.003
‘dataqual_other’		-0.003
‘housetype_housing unit permanent in transient hotel, motel’		-0.003
‘bls_carehh_kid’		-0.003
‘clwkr_without pay’		-0.003
‘housetype_mobile home or trailer with 1 or more rooms added’		-0.003
‘educ_1st, 2nd, 3rd, or 4th grade’		-0.003
‘famincome_$35,000 to $39,999’		-0.003
‘educyrs_first through fourth grade’		-0.003
‘spempstat_unable to work’		-0.003
‘bpl_lithuania’		-0.004
‘statefip_oregon’		-0.004
‘statefip_kansas’		-0.004
‘looking_don’t know’		-0.004
‘citizen_native, born in puerto rico or u.s. outlying area’		-0.004
‘famincome_don’t know’		-0.004
‘race_american indian, alaskan native’		-0.004
‘statefip_north dakota’		-0.004
‘statefip_rhode island’		-0.004
‘hh_size_10’		-0.004
‘bpl_puerto rico’		-0.004
‘ind2_agriculture’		-0.004
‘bpl_austria’		-0.004
‘housetype_student quarters in college dorm’		-0.004
‘statefip_south dakota’		-0.004
‘wrknumus_2 days’		-0.004
‘race_white-american indian’		-0.004
‘statefip_montana’		-0.004
‘dataqual_r providing wrong answer’		-0.004
‘dwell30_telephone’		-0.004
‘month_november’		-0.004
‘statefip_west virginia’		-0.005
‘statefip_michigan’		-0.005
‘educ_some college but no degree’		-0.005
‘bls_social_civic’		-0.005
‘dwell15_telephone’		-0.005
‘hh_numkids_5’		-0.005
‘statefip_indiana’		-0.005
‘dwell15_pcare’		-0.005
‘wrknumus_1 day’		-0.005
‘famincome_$30,000 to $34,999’		-0.005
‘statefip_iowa’		-0.005
‘marst_divorced’		-0.005
‘dwell15_hhserve’		-0.006
‘speduc_10th grade’		-0.006
‘spempnot_not employed’		-0.006
‘bls_pcare_act’		-0.006
‘statefip_oklahoma’		-0.006
‘hh_numkids_6’		-0.006
‘msasize_500,000 - 999,999’		-0.007
‘fambus_pay_yes’		-0.007
‘statefip_idaho’		-0.007
‘dwell15_carehh’		-0.007
‘dwell15_civic’		-0.007
‘year’		-0.007
‘ageychild_15’		-0.007
‘caseid’		-0.007
‘spempstat_disabled’		-0.007
‘educ_high school graduate - ged’		-0.007
‘bls_carehh_kidother’		-0.008
‘statefip_new mexico’		-0.008
‘schlcoll_high school part time’		-0.008
‘statefip_louisiana’		-0.008
‘statefip_alabama’		-0.008
‘index’		-0.008
‘Unnamed__0_x’		-0.008
‘Unnamed__0_y’		-0.008
‘dwell15_hhact’		-0.008
‘statefip_kentucky’		-0.008
‘statefip_south carolina’		-0.008
‘educ_12th grade - no diploma’		-0.008
‘statefip_north carolina’		-0.008
‘statefip_mississippi’		-0.009
‘month_july’		-0.009
‘bls_purch_home’		-0.009
‘bls_hhact_travel’		-0.009
‘region_midwest’		-0.009
‘dwell30_civic’		-0.009
‘bls_carehh_kidhealth’		-0.009
‘bls_purch_bank’		-0.009
‘famincome_refused’		-0.009
‘statefip_arkansas’		-0.009
‘looking_unable to work’		-0.01
‘retired_was not retired last time’		-0.01
‘speduc_7th or 8th grade’		-0.01
‘fambus_no family business’		-0.01
‘housetype_mobile home or trailer with no permanent room added’		-0.01
‘bls_purch_gov’		-0.01
‘dataqual_r not able to remember activities’		-0.011
‘bls_social_attend’		-0.011
‘dwell30_hhserve’		-0.011
‘ageychild_16’		-0.011
‘looking_disabled’		-0.011
‘statefip_ohio’		-0.011
‘region_south’		-0.011
‘bls_purch_vehic’		-0.011
‘dataqual_r reporting long duration activities’		-0.012
‘month_june’		-0.012
‘wrkhomeoften_5 or more days a week’		-0.012
‘dwell15_other’		-0.012
‘msasize_100,000 - 249,999’		-0.013
‘msasize_250,000 - 499,999’		-0.013
‘retired_no’		-0.013
‘looking_retired’		-0.013
‘bls_social_mainten’		-0.013
‘race_black only’		-0.014
‘looking_refused’		-0.014
‘bls_hhact_tool’		-0.014
‘metro_metropolitan, not identified’		-0.014
‘hhtenure_occupied without payment of cash rent’		-0.014
‘bls_comm_msgemail’		-0.014
‘bls_purch_hhserv’		-0.015
‘educ_high school graduate - diploma’		-0.016
‘famincome_$25,000 to $29,999’		-0.016
‘marst_never married’		-0.016
‘bls_social_culture’		-0.016
‘bls_work_other’		-0.017
‘kidund1_no’		-0.017
‘bls_carenhh_adultcare’		-0.017
‘bls_carehh_adult’		-0.017
‘spsex_male’		-0.018
‘vetstat_veteran’		-0.018
‘bls_comm_msgmail’		-0.018
‘dwell30_other’		-0.018
‘bls_hhact_pet’		-0.018
‘fambus_pay_no’		-0.018
‘educyrs_twelfth grade’		-0.02
‘bls_hhact_vehic’		-0.02
‘schlcoll_college/university full time’		-0.021
‘fambus_resp_no’		-0.021
‘bls_social_admin’		-0.022
‘bls_work_search’		-0.022
‘bls_comm_msg’		-0.022
‘empstat_unemployed - on layoff’		-0.023
‘hh_size_2’		-0.024
‘bls_leis_attsport’		-0.024
‘famincome_$20,000 to $24,999’		-0.024
‘bls_carenhh_travel’		-0.024
‘bls_purch_pcare’		-0.025
‘dwell15_spiritual’		-0.025
‘famincome_$12,500 to $14,999’		-0.026
‘bls_social_socserv’		-0.026
‘dwell30_spiritual’		-0.026
‘dwell15_purchserv’		-0.026
‘famincome_$5,000 to $7,499’		-0.027
‘bls_purch_travel’		-0.027
‘famincome_less than $5,000’		-0.027
‘dwell30_hhact’		-0.028
‘bls_hhact_inter’		-0.029
‘bls_hhact_exter’		-0.029
‘educyrs_eleventh grade’		-0.03
‘dwell30_carehh’		-0.03
‘famincome_$15,000 to $19,999’		-0.03
‘dwell15_carenhh’		-0.031
‘bls_educ_travel’		-0.031
‘educ_11th grade’		-0.031
‘bls_purch_health’		-0.032
‘educyrs_ninth grade’		-0.033
‘dwell15_sport’		-0.033
‘dwell30_carenhh’		-0.033
‘educ_9th grade’		-0.033
‘bls_pcare_health’		-0.033
‘dwell30_educ’		-0.034
‘educ_7th or 8th grade’		-0.034
‘dwell15_educ’		-0.034
‘famincome_$10,000 to $12,499’		-0.034
‘educyrs_seventh through eighth grade’		-0.034
‘dwell30_purchserv’		-0.035
‘bls_carenhh_adulthelp’		-0.035
‘famincome_$7,500 to $9,999’		-0.036
‘bls_educ_hwork’		-0.037
‘metro_nonmetropolitan’		-0.037
‘msasize_not identified or non-metropolitan’		-0.037
‘holiday_yes’		-0.037
‘kid1to2_no’		-0.037
‘bls_carenhh_kid’		-0.037
‘educyrs_tenth grade’		-0.038
‘bls_carenhh_adult’		-0.039
‘dwell30_pcare’		-0.039
‘bls_food_travel’		-0.04
‘educ_10th grade’		-0.04
‘bls_hhact_hhmgmt’		-0.042
‘bls_purch_prof’		-0.042
‘bls_leis_attend’		-0.044
‘bpl_u.s., n.s’		-0.044
‘citizen_native, born in united states’		-0.044
‘dwell30_sport’		-0.044
‘bls_social_volact’		-0.045
‘bls_social_vol’		-0.045
‘bls_comm_tele’		-0.046
‘bls_educ_class’		-0.047
‘hh_numadults_1’		-0.047
‘dwell15_food’		-0.048
‘bls_comm’		-0.048
‘bls_leis_arts’		-0.049
‘bls_other’		-0.049
‘dwell30_food’		-0.05
‘bls_social_travel’		-0.051
‘kid3to5_no’		-0.051
‘empstat_employed - absent’		-0.052
‘diffmob_has mobility limitation’		-0.053
‘bls_carenhh’		-0.054
‘bls_educ’		-0.054
‘spempstat_retired’		-0.055
‘otpay’		-0.056
‘vetstat_niu (not in universe)’		-0.057
‘bls_food_food’		-0.058
‘bls_hhact_lawn’		-0.058
‘kid13to17_no’		-0.06
‘dwell30_religious’		-0.06
‘dwell15_religious’		-0.061
‘hh_size_1’		-0.062
‘schlcoll_high school full time’		-0.063
‘dwell15_purchcons’		-0.063
‘bls_food’		-0.064
‘wrkhomedays_niu (not in universe)’		-0.064
‘wrkhomeable_niu (not in universe)’		-0.064
‘wrkflexhrs_niu (not in universe)’		-0.064
‘wrkhomepd_niu (not in universe)’		-0.064
‘wrknumus_niu (not in universe)’		-0.064
‘wrkhomeev_niu (not in universe)’		-0.064
‘wrkhomeoften_niu (not in universe)’		-0.064
‘bls_leis_partsport’		-0.065
‘bls_leis_sport’		-0.07
‘avgdur’		-0.072
‘scc_own’		-0.072
‘sprace_niu (not in universe)’		-0.072
‘speduc_niu (not in universe)’		-0.072
‘spempstat_niu (not in universe)’		-0.072
‘spousepres_no spouse or unmarried partner present’		-0.072
‘spsex_niu (not in universe)’		-0.072
‘spempnot_niu (not in universe)’		-0.072
‘sex_female’		-0.073
‘bls_purch_groc’		-0.073
‘spage’		-0.074
‘empstat_unemployed - looking’		-0.075
‘kid6to12_no’		-0.075
‘bls_leis_travel’		-0.076
‘ageychild_niu (not in universe)’		-0.077
‘hh_numkids_0’		-0.077
‘hh_child_no’		-0.077
‘bls_hhact_food’		-0.078
‘spearnweek’		-0.08
‘dwell15_social’		-0.081
‘diffany_has difficulty’		-0.081
‘bls_social_relig’		-0.082
‘looking_yes’		-0.083
‘marst_widowed’		-0.084
‘scc_all’		-0.085
‘dwell30_social’		-0.085
‘bls_social’		-0.087
‘age’		-0.09
‘dwell30_purchcons’		-0.093
‘schlcoll_niu (not in universe)’		-0.096
‘bls_purch’		-0.097
‘bls_leis_soccomex’		-0.099
‘kidund13_no’		-0.1
‘bls_leis_soccom’		-0.109
‘bls_purch_cons’		-0.112
‘kidund18_no’		-0.114
‘bls_hhact_hwork’		-0.12
‘looking_no’		-0.125
‘day_saturday’		-0.131
‘hourwage’		-0.15
‘bls_hhact’		-0.156
‘bls_leis_tv’		-0.159
‘day_sunday’		-0.164
‘retired_yes’		-0.168
‘bls_leis_relax’		-0.198
‘bls_pcare’		-0.199
‘bls_pcare_sleep’		-0.212
‘bls_leis_soc’		-0.249
‘wrkdaysavg’		-0.257
‘empstat_not in labor force’		-0.26
‘bls_leis’		-0.269
‘earnweek’		-0.272
‘paidhour_niu (not in universe)’		-0.273
‘otusual_niu (not in universe)’		-0.273
‘uhrsworkt’		-0.274
‘occ’		-0.286
‘occ2_niu (not in universe)’		-0.286
‘ind2_niu (not in universe)’		-0.286
‘clwkr_niu (not in universe)’		-0.286
‘fullpart_niu (not in universe)’		-0.286
‘multjobs_niu (not in universe)’		-0.286
‘ind’		-0.287
‘bpl_nothern marianas’		nan
‘popstat_adult civilian’		nan
‘sprace_asian or pacific islander’		nan

PSID

Panel Study of Income Dynamics

Correlations of time spent commuting by primary respondant in 2019. Question was “On a typical day, how many minutes is your round trip commute to and from work?”

And this looks only at the subset of primary respondants who answered positively to “In a typical week, how many hours do you spend working for pay?”

Some things that are positively correlated with commute time

time spent commuting by this person in other years
time spent by spouse commuting
family expenditures on buses and trains
family expenditures on gas
own labor income
working in the construction industry
time spent working
total family expenditures

Some things that are negatively correlated:

“other” hourly status
living in the north central region (the midwest)
being female
self or spouse grew up in north central region
being a house spouse in a previous year
having a sales occupation

Click for full list of correlations.

Means and correlations are both weighted, and conditional on the individual being in the subsample (which here is people who typically work).

The weights are the 2019 individual cross-sectional weights from PSID (ER34864)

Units vary from variable to variable.

Variable Name	Mean	Correlation
time_commute_self_19	40.0	1.0
time_commute_self_17	39.9	0.504
time_commute_self_15	38.8	0.451
time_commute_self_13	37.9	0.404
time_commute_self_11	39.0	0.401
cost_transport_bustrain_17	105.2	0.174
time_commute_spouse_19	22.9	0.164
cost_transport_bustrain_13	106.0	0.162
cost_transport_bustrain_19	128.1	0.154
cost_transport_bustrain_11	109.8	0.127
cost_transport_gas_19	2381.0	0.124
cost_transport_bustrain_15	113.4	0.121
cost_transport_gas_17	2259.0	0.11
time_commute_spouse_17	23.5	0.107
time_commute_spouse_13	23.0	0.1
income_labor_self_15	51957.8	0.094
time_commute_spouse_11	25.0	0.093
income_labor_self_19	59138.6	0.09
income_labor_self_17	54391.4	0.086
income_labor_self_11	45872.3	0.085
time_commute_spouse_15	23.5	0.08
ind_self_19_construction	0.07	0.078
time_work_annual_self_19	2010.0	0.078
time_work_self_19	40.6	0.078
cost_total_19	60410.2	0.077
income_wagerate_self_15	26.2	0.076
cost_transport_gas_15	2512.6	0.073
income_wagerate_self_19	29.5	0.072
ind_self_17_construction	0.06	0.071
time_work_annual_self_17	1932.2	0.07
cost_childcare_17	714.0	0.069
cost_total_with_rent_value_19	64069.9	0.067
cost_housing_19	24174.1	0.067
time_work_annual_self_15	1908.2	0.066
income_wagerate_self_13	25.5	0.065
time_work_self_17	38.2	0.065
time_work_prevyear_self_19	42.7	0.065
ind_self_15_construction	0.049	0.065
income_wagerate_self_17	27.6	0.064
cost_transport_19	11677.3	0.064
hourlystatus_self_19_salaried	0.359	0.064
grewup_state_spouse_19_ny	0.041	0.064
grewup_region_spouse_19_foreign	0.122	0.063
cost_housing_tax_19	2380.4	0.063
cost_transport_17	10949.6	0.063
cost_housing_mortgage_19	6923.4	0.063
cost_housing_tax_17	2096.5	0.061
income_wagerate_self_11	23.9	0.06
grewup_region_spouse_17_foreign	0.107	0.058
cost_transport_gas_13	3164.8	0.058
ind_self_13_construction	0.042	0.057
cost_housing_17	22567.4	0.056
grewup_region_spouse_19_northeast	0.128	0.056
income_labor_self_13	50503.7	0.055
workweeks_self_15	44.5	0.055
cost_transport_insurance_17	2024.2	0.055
grewup_state_spouse_15_ny	0.033	0.055
grewup_size_spouse_19_bigcity	0.225	0.053
hourlystatus_self_17_salaried	0.304	0.053
grewup_state_spouse_17_ny	0.037	0.052
cost_transport_insurance_19	2091.8	0.052
cost_transport_parking_15	78.1	0.051
time_work_prevyear_self_17	42.0	0.051
cost_housing_13	21753.1	0.051
time_housework_spouse_17	9.5	0.051
cost_transport_11	11445.7	0.051
cost_transport_repair_19	928.2	0.05
grewup_size_self_bigcity	0.333	0.05
grewup_size_spouse_17_bigcity	0.2	0.05
cost_food_away_19	3365.7	0.05
ind_self_11_construction	0.04	0.049
cost_trips_19	2571.0	0.049
hourlystatus_self_19_hourlypluscomm	0.004	0.049
grewup_state_self_ny	0.058	0.048
cost_transport_insurance_15	1805.8	0.048
time_housework_spouse_19	9.2	0.048
cost_food_19	11064.9	0.048
sizeworkplace_self_13	764.9	0.048
cost_transport_gas_11	3257.9	0.048
time_work_annual_self_13	1878.0	0.048
cost_transport_parking_17	82.6	0.047
cost_housing_rent_11	2966.6	0.047
time_shopping_spouse_17	2.8	0.046
cost_transport_13	11390.5	0.046
cost_transport_15	11116.9	0.046
grewup_region_spouse_17_northeast	0.115	0.046
cost_transport_parking_19	108.2	0.045
time_housework_spouse_11	9.9	0.045
cost_transport_insurance_11	1669.6	0.045
grewup_state_spouse_11_ny	0.03	0.045
time_work_annual_self_11	1828.5	0.045
cost_transport_parking_13	69.4	0.044
grewup_state_spouse_13_ny	0.031	0.044
cost_housing_rent_13	3268.3	0.044
workweeks_self_17	45.3	0.043
grewup_region_spouse_15_northeast	0.106	0.043
income_familytotal_19	111723.9	0.043
cost_housing_telecom_17	2873.0	0.042
cost_housing_tax_13	2135.8	0.041
cost_transport_repair_17	957.9	0.041
cost_transport_parking_11	55.1	0.04
cost_housing_insurance_19	826.6	0.04
cost_housing_telecom_19	2972.8	0.039
cost_housing_utility_17	2938.7	0.039
cost_housing_tax_11	2111.1	0.039
time_childcare_spouse_19	8.5	0.039
workweeks_self_13	43.8	0.039
ind_self_13_utilities	0.007	0.039
home_rent_value_17	11992.4	0.037
home_rent_value_19	12963.4	0.037
cost_transport_additionalvehicle_11	1605.7	0.037
cost_housing_tax_15	2132.9	0.037
cost_food_deliver_19	209.5	0.037
daycare_19_yes	0.075	0.037
time_housework_spouse_15	8.9	0.037
ishd_19	0.688	0.036
empstat_17_other	0.001	0.036
id68	2257028.4	0.036
grewup_size_spouse_15_bigcity	0.164	0.036
time_work_prevyear_self_15	42.1	0.036
cost_housing_mortgage_17	6262.1	0.036
cost_childcare_19	775.0	0.036
cost_housing_insurance_11	674.0	0.036
cost_housing_rent_15	3548.7	0.035
cost_housing_rent_17	4228.5	0.035
cost_childcare_15	656.2	0.035
Unnamed: 0	13341.2	0.035
cost_transport_additionalvehicle_15	1286.8	0.034
daycare_17_yes	0.076	0.034
ind_spouse_13_education	0.049	0.034
time_housework_spouse_13	9.4	0.034
time_childcare_spouse_17	9.1	0.034
hh_size_17	2.9	0.033
vacationdays_self_13	1.7	0.033
cost_housing_15	21813.8	0.033
cost_transport_repair_13	1876.8	0.033
hourlystatus_self_13_salaried	0.247	0.033
cost_transport_loans_19	1852.8	0.033
cost_transport_other_19	53.9	0.033
ind_self_15_utilities	0.008	0.033
cost_housing_utility_15	3062.6	0.033
time_work_prevyear_sp_19	22.8	0.033
cost_food_deliver_15	129.4	0.032
grewup_state_spouse_15_ut	0.008	0.032
time_pcare_spouse_19	5.4	0.032
workweeks_self_11	42.6	0.032
grewup_state_spouse_17_ut	0.008	0.032
cost_housing_mortgage_11	7587.0	0.032
cost_transport_additionalvehicle_17	1461.2	0.032
hh_size_19	2.8	0.032
cost_housing_mortgage_13	6865.5	0.031
grewup_state_spouse_19_ut	0.009	0.031
grewup_state_spouse_11_vt	0.0	0.031
grewup_state_spouse_13_vt	0.0	0.031
grewup_state_spouse_13_dc	0.001	0.03
cost_food_17	10354.6	0.03
weight_indiv_cs_17	19965.2	0.03
grewup_state_self_ut	0.01	0.03
ind_self_19_financeinsurance	0.054	0.03
cost_housing_11	22415.7	0.029
cost_childcare_13	703.3	0.029
grewup_state_self_ma	0.028	0.029
income_familytotal_17	103431.3	0.029
ind_self_11_utilities	0.006	0.029
hourlystatus_self_15_salaried	0.27	0.029
cost_housing_rent_19	4547.4	0.029
grewup_state_spouse_17_dc	0.001	0.029
grewup_state_spouse_19_ga	0.009	0.028
cost_education_17	2456.1	0.028
kids_youngest_11	7.9	0.028
ind_self_19_transportwarehouse	0.05	0.028
grewup_state_spouse_13_ut	0.007	0.028
grewup_state_spouse_11_ut	0.008	0.028
cost_food_deliver_17	151.3	0.028
grewup_state_spouse_15_dc	0.001	0.028
cost_housing_telecom_15	2836.8	0.028
kids_youngest_19	7.7	0.027
cost_housing_utility_19	3088.3	0.027
ind_self_19_utilities	0.01	0.027
ind_self_17_utilities	0.009	0.027
grewup_state_spouse_19_dc	0.001	0.027
cost_food_athome_17	7120.8	0.027
cost_transport_insurance_13	1814.5	0.027
income_familytotal_15	100763.5	0.027
ishd_11	0.447	0.027
grewup_state_spouse_13_nh	0.001	0.027
grewup_state_spouse_11_ok	0.005	0.026
cost_housing_furnishing_17	1174.6	0.026
grewup_state_spouse_11_dc	0.001	0.026
cost_clothing_17	1550.2	0.026
hourlystatus_self_19_salpluscomm	0.012	0.026
cost_housing_utility_11	3064.7	0.026
ind_spouse_11_financeinsurance	0.025	0.026
ind_self_17_financeinsurance	0.048	0.026
ind_self_11_mining	0.003	0.025
cost_transport_taxi_19	133.1	0.025
hourlystatus_self_11_hourlypluscomm	0.004	0.025
cost_education_13	3067.0	0.025
cost_health_insurance_19	2922.0	0.025
cost_food_athome_19	7489.7	0.025
grewup_state_spouse_11_ga	0.007	0.025
grewup_state_spouse_15_vt	0.0	0.025
cost_food_away_13	2585.0	0.025
ind_self_13_manufacturing	0.082	0.024
cost_food_deliver_13	127.1	0.024
ind_self_11_financeinsurance	0.036	0.024
grewup_size_spouse_11_bigcity	0.154	0.023
grewup_size_spouse_13_bigcity	0.158	0.023
grewup_state_spouse_13_ma	0.015	0.023
ishd_17	0.611	0.023
ind_self_17_transportwarehouse	0.038	0.023
grewup_state_spouse_13_ok	0.004	0.023
workweeks_self_19	47.4	0.023
time_education_spouse_17	1.0	0.023
grewup_state_spouse_17_ma	0.018	0.023
educyrs_19	13.9	0.023
time_work_prevyear_sp_17	21.7	0.022
grewup_state_spouse_19_ma	0.021	0.022
income_familytotal_13	96452.6	0.022
cost_housing_utility_13	3073.3	0.022
weight_indiv_cs_19	23855.6	0.022
cost_education_19	2049.8	0.022
ind_spouse_11_arts	0.007	0.022
time_work_prevyear_sp_13	21.2	0.022
ind_self_19_mining	0.005	0.022
sizeworkplace_spouse_19	1036.5	0.021
income_familytotal_11	89106.7	0.021
cost_food_13	8907.4	0.021
kids_num_19	0.792	0.021
cost_clothing_19	1580.5	0.021
ind_self_17_mining	0.004	0.021
ind_self_15_mining	0.004	0.021
grewup_state_self_ga	0.011	0.021
cost_transport_additionalvehicle_19	1727.2	0.021
cost_education_15	3082.5	0.02
cost_transport_taxi_17	90.3	0.02
cost_recreation_17	1088.9	0.02
ind_self_19_information	0.02	0.02
ishd_13	0.479	0.02
grewup_state_spouse_11_ma	0.014	0.02
ind_self_19_management	0.042	0.02
grewup_state_self_dc	0.002	0.02
cost_education_11	2819.8	0.02
grewup_state_spouse_19_ok	0.006	0.02
hourlystatus_self_11_salpluscomm	0.008	0.019
hourlystatus_spouse_19_salaried	0.223	0.019
cost_housing_telecom_11	2542.6	0.019
time_shopping_spouse_19	2.8	0.019
ind_self_15_financeinsurance	0.043	0.019
cost_transport_repair_11	1840.1	0.019
ind_spouse_11_DKNARefused	0.001	0.019
grewup_state_spouse_15_ma	0.016	0.019
ind_self_13_financeinsurance	0.039	0.019
empstat_19_laid off	0.006	0.019
grewup_state_spouse_13_ga	0.007	0.019
grewup_state_spouse_17_vt	0.0	0.019
grewup_state_spouse_19_vt	0.0	0.019
sizeworkplace_self_15	707.6	0.019
grewup_state_spouse_13_al	0.006	0.019
grewup_state_spouse_17_ga	0.008	0.019
time_pcare_spouse_17	5.5	0.018
cost_health_19	4888.9	0.018
time_work_prevyear_sp_15	21.1	0.018
sizeworkplace_self_17	723.6	0.018
cost_transport_loans_15	1762.9	0.018
hourlystatus_self_11_salaried	0.232	0.018
kids_youngest_17	7.5	0.018
ind_self_13_mining	0.005	0.018
ind_self_11_manufacturing	0.078	0.018
cost_housing_telecom_13	2735.6	0.018
grewup_state_self_tx	0.042	0.018
grewup_state_spouse_11_nh	0.001	0.017
grewup_state_spouse_15_al	0.006	0.017
grewup_state_spouse_19_nj	0.022	0.017
ind_self_15_management	0.026	0.017
grewup_state_spouse_11_mn	0.007	0.017
ind_spouse_13_financeinsurance	0.026	0.017
workweeks_spouse_19	27.1	0.016
time_education_spouse_19	0.963	0.016
ind_self_15_manufacturing	0.09	0.016
grewup_state_self_ca	0.082	0.016
empstat_17_working	0.839	0.016
cost_food_away_17	3082.5	0.016
cost_transport_loans_11	1339.5	0.016
cost_childcare_11	671.0	0.016
empstat_17_laid off	0.005	0.016
grewup_state_spouse_11_al	0.005	0.016
ind_self_13_information	0.015	0.016
grewup_state_spouse_17_ok	0.006	0.016
cost_trips_13	2055.2	0.016
grewup_state_spouse_19_fl	0.015	0.016
cost_transport_other_13	98.2	0.015
sequence_number_15	2.3	0.015
cost_housing_insurance_15	688.5	0.015
empstat_15_searching	0.032	0.015
cost_transport_loans_13	1510.7	0.014
time_volunteering_spouse_17	0.898	0.014
grewup_state_spouse_17_nh	0.001	0.014
grewup_state_spouse_15_ga	0.007	0.014
empstat_19_working	0.98	0.014
ind_spouse_11_education	0.046	0.014
empstat_13_other	0.001	0.014
grewup_state_self_al	0.008	0.014
ind_self_11_transportwarehouse	0.027	0.014
cost_health_bills_19	987.9	0.014
ishd_15	0.521	0.014
grewup_state_self_il	0.029	0.013
ind_spouse_11_realestate	0.007	0.013
relation_to_head_17	14.0	0.013
time_work_prevyear_self_13	42.2	0.013
ind_self_15_adminmilitary	0.05	0.013
grewup_state_spouse_19_nh	0.001	0.013
ind_self_19_adminmilitary	0.058	0.013
cost_housing_mortgage_15	6402.9	0.013
empstat_11_other	0.002	0.013
kids_num_17	0.83	0.013
ind_self_15_transportwarehouse	0.033	0.012
cost_transport_leases_15	463.5	0.012
grewup_state_spouse_19_tx	0.029	0.012
grewup_size_self_other	0.028	0.012
cost_computing_17	570.0	0.012
hourlystatus_spouse_19_hourly	0.25	0.012
ind_self_19_manufacturing	0.109	0.012
grewup_state_self_vt	0.0	0.011
cost_recreation_19	1022.5	0.011
wealth_homeequity_17	97487.0	0.011
grewup_state_self_id	0.002	0.011
grewup_state_spouse_17_tx	0.025	0.011
hourlystatus_self_15_salpluscomm	0.01	0.011
hh_size_13	3.0	0.011
ind_spouse_11_otherservices	0.02	0.01
grewup_state_self_ky	0.012	0.01
grewup_state_spouse_13_mn	0.007	0.01
empstat_current_self_17_laid off	0.003	0.01
cost_food_away_15	2818.1	0.01
ind_spouse_13_otherservices	0.02	0.01
time_adultcare_spouse_17	0.451	0.01
grewup_state_spouse_17_fl	0.014	0.01
grewup_state_spouse_17_al	0.006	0.01
cost_transport_leases_17	490.6	0.01
cost_transport_other_17	54.2	0.01
vacationdays_self_19	1.9	0.01
hourlystatus_spouse_11_hourlypluscomm	0.002	0.01
grewup_state_self_hi	0.001	0.009
daycare_11_yes	0.075	0.009
sizeworkplace_self_11	9891.2	0.009
hourlystatus_spouse_17_other	0.05	0.009
cost_transport_repair_15	1374.2	0.009
empstat_17_searching	0.033	0.009
cost_transport_taxi_11	33.7	0.009
time_work_prevyear_self_11	41.8	0.009
ind_self_17_adminmilitary	0.052	0.009
cost_food_athome_11	6053.3	0.008
daycare_13_yes	0.07	0.008
cost_health_rx_19	395.7	0.008
cost_health_bills_17	868.3	0.008
grewup_state_spouse_15_nj	0.019	0.008
cost_trips_17	2278.4	0.008
grewup_state_spouse_15_mn	0.007	0.008
ind_self_13_management	0.024	0.008
grewup_state_spouse_17_nj	0.019	0.008
cost_food_15	9409.4	0.008
grewup_state_self_mn	0.012	0.008
cost_housing_repairs_17	2259.3	0.008
ind_self_17_management	0.033	0.008
workweeks_spouse_15	27.4	0.008
ind_self_17_information	0.018	0.008
grewup_state_spouse_13_wv	0.002	0.008
grewup_state_spouse_13_ca	0.039	0.008
grewup_state_spouse_19_de	0.0	0.007
grewup_state_spouse_17_wv	0.002	0.007
wealth_homeequity_15	90047.2	0.007
hourlystatus_spouse_17_hourly	0.232	0.007
cost_recreation_15	1039.7	0.007
hh_size_15	2.9	0.007
daycare_17_no	0.294	0.007
grewup_state_spouse_15_ok	0.005	0.007
income_wagerate_spouse_15	16.5	0.007
cost_housing_repairs_13	1917.5	0.007
ind_spouse_13_realestate	0.007	0.007
daycare_19_no	0.303	0.007
hourlystatus_spouse_19_hourlypluscomm	0.001	0.007
ind_self_11_adminmilitary	0.047	0.007
cost_housing_insurance_17	734.7	0.007
time_work_prevyear_spouse_15	40.1	0.007
grewup_state_self_tn	0.016	0.007
grewup_state_spouse_11_nj	0.017	0.007
cost_transport_additionalvehicle_13	1208.3	0.007
cost_food_athome_13	6195.3	0.006
grewup_state_spouse_15_wv	0.002	0.006
empstat_current_self_15_student	0.009	0.006
workweeks_spouse_17	27.0	0.006
cost_housing_furnishing_11	1219.5	0.006
grewup_state_spouse_11_wy	0.0	0.006
grewup_state_spouse_13_wy	0.0	0.006
vacationdays_self_15	2.0	0.006
cost_health_doctor_13	936.2	0.006
ind_self_13_transportwarehouse	0.03	0.006
grewup_state_self_wv	0.003	0.005
grewup_state_spouse_11_fl	0.009	0.005
grewup_state_spouse_15_wy	0.0	0.005
cost_transport_taxi_13	38.3	0.005
cost_food_11	8623.4	0.005
cost_health_doctor_15	968.5	0.005
ind_self_17_accomodationsfood	0.046	0.005
grewup_state_spouse_17_wy	0.0	0.005
ind_self_17_manufacturing	0.1	0.005
cost_transport_loans_17	1924.9	0.005
income_wagerate_spouse_19	17.7	0.005
time_work_spouse_19	21.9	0.005
ind_self_13_adminmilitary	0.049	0.005
grewup_state_spouse_19_al	0.006	0.004
interview_number_13	4001.9	0.004
empstat_13_student	0.03	0.004
cost_housing_repairs_19	2276.1	0.004
grewup_state_spouse_17_il	0.018	0.004
kids_youngest_13	7.8	0.004
grewup_state_spouse_19_wy	0.001	0.004
income_labor_spouse_19	34158.7	0.004
hourlystatus_spouse_13_other	0.042	0.004
time_work_annual_spouse_19	1129.4	0.004
ind_spouse_13_arts	0.008	0.004
cost_health_hospital_19	572.4	0.004
grewup_state_spouse_17_pa	0.032	0.004
grewup_state_spouse_15_tx	0.023	0.004
grewup_state_spouse_19_pa	0.035	0.004
hourlystatus_spouse_13_salaried	0.166	0.004
grewup_state_spouse_15_nm	0.001	0.004
daycare_15_yes	0.065	0.003
cost_housing_furnishing_15	1228.9	0.003
cost_housing_furnishing_19	1159.0	0.003
hourlystatus_self_17_salpluscomm	0.011	0.003
grewup_state_self_me	0.003	0.003
grewup_state_spouse_15_fl	0.011	0.003
educyrs_17	12.8	0.003
grewup_state_spouse_11_wv	0.001	0.003
grewup_state_spouse_15_pa	0.03	0.003
grewup_state_spouse_11_tx	0.02	0.002
grewup_state_spouse_19_tn	0.011	0.002
ind_self_15_information	0.016	0.002
grewup_region_spouse_19_south	0.167	0.002
cost_housing_furnishing_13	1074.5	0.002
vacationdays_spouse_11	0.922	0.002
cost_transport_taxi_15	49.7	0.002
cost_transport_leases_19	511.1	0.002
grewup_state_spouse_19_il	0.019	0.002
ind_spouse_13_health	0.061	0.002
grewup_state_spouse_11_me	0.003	0.002
vacationdays_self_17	1.7	0.001
cost_clothing_15	1723.9	0.001
grewup_state_self_nj	0.033	0.001
hourlystatus_spouse_13_hourlyplustips	0.001	0.001
grewup_state_spouse_19_mt	0.0	0.001
grewup_state_self_mt	0.001	0.001
cost_health_doctor_19	998.7	0.001
grewup_state_spouse_15_me	0.003	0.001
grewup_state_spouse_11_hi	0.001	0.001
grewup_state_spouse_15_hi	0.001	0.001
grewup_state_spouse_13_hi	0.001	0.001
grewup_state_spouse_17_ca	0.046	0.001
cost_transport_leases_11	255.9	0.001
interview_number_11	3874.8	0.001
grewup_state_spouse_15_ca	0.042	0.001
vacationdays_self_11	1.5	0.0
grewup_state_spouse_19_mn	0.009	0.0
grewup_state_spouse_13_ms	0.006	0.0
cost_trips_15	2266.5	0.0
grewup_state_spouse_17_de	0.0	-0.0
grewup_state_spouse_11_de	0.0	-0.0
grewup_state_spouse_13_de	0.0	-0.0
grewup_state_spouse_15_de	0.0	-0.0
empstat_11_student	0.031	-0.0
ind_self_19_arts	0.021	-0.0
sequence_number_13	2.4	-0.0
ind_spouse_11_information	0.011	-0.0
cost_food_athome_15	6461.9	-0.0
ind_spouse_11_mining	0.002	-0.0
hourlystatus_spouse_15_hourlypluscomm	0.001	-0.001
grewup_state_spouse_19_nv	0.001	-0.001
ind_self_11_information	0.018	-0.001
grewup_size_spouse_19_suburban	0.39	-0.001
sizeworkplace_spouse_17	798.6	-0.001
grewup_state_spouse_19_ms	0.007	-0.001
time_leisure_spouse_19	10.4	-0.001
cost_transport_downpayment_11	1142.4	-0.001
grewup_state_spouse_17_me	0.003	-0.001
grewup_state_spouse_13_tx	0.022	-0.001
kids_youngest_15	7.8	-0.001
cost_food_away_11	2443.9	-0.001
grewup_state_spouse_11_ca	0.037	-0.001
grewup_state_spouse_19_ca	0.054	-0.001
grewup_state_self_la	0.008	-0.001
vacationdays_spouse_13	1.0	-0.001
grewup_state_spouse_13_fl	0.01	-0.001
hourlystatus_spouse_17_salaried	0.194	-0.002
interview_number_19	4514.9	-0.002
cost_health_insurance_17	2755.0	-0.002
hourlystatus_spouse_11_hourlyplustips	0.002	-0.002
time_work_annual_spouse_17	1123.4	-0.002
empstat_11_searching	0.051	-0.002
grewup_state_spouse_17_ms	0.007	-0.002
sizeworkplace_self_19	855.9	-0.002
cost_housing_insurance_13	682.6	-0.002
hourlystatus_spouse_15_salaried	0.179	-0.002
ind_spouse_13_information	0.01	-0.002
hourlystatus_self_13_hourlypluscomm	0.003	-0.002
hourlystatus_self_13_salpluscomm	0.011	-0.002
ind_spouse_13_mining	0.002	-0.002
empstat_current_self_15_laid off	0.002	-0.002
empstat_13_laid off	0.003	-0.002
empstat_current_self_11_student	0.01	-0.002
grewup_state_spouse_17_tn	0.009	-0.003
grewup_state_spouse_15_ms	0.006	-0.003
cost_transport_downpayment_15	1474.0	-0.003
time_work_spouse_17	21.9	-0.003
empstat_current_self_15_searching	0.025	-0.003
grewup_state_spouse_13_nm	0.001	-0.003
time_work_prevyear_sp_11	21.5	-0.003
grewup_state_spouse_19_mi	0.025	-0.003
grewup_state_spouse_19_wv	0.002	-0.003
ind_self_17_arts	0.015	-0.003
cost_clothing_13	1628.9	-0.003
ind_self_11_management	0.024	-0.003
time_work_annual_spouse_15	1136.5	-0.003
ind_spouse_13_utilities	0.005	-0.003
grewup_state_self_az	0.011	-0.003
grewup_state_spouse_17_mi	0.022	-0.003
grewup_state_spouse_13_tn	0.007	-0.003
grewup_state_spouse_17_mn	0.008	-0.004
cost_clothing_11	1613.6	-0.004
cost_health_hospital_17	451.9	-0.004
grewup_state_spouse_19_hi	0.001	-0.004
income_labor_spouse_15	31454.3	-0.004
hourlystatus_spouse_19_hourlyplustips	0.002	-0.004
weight_indiv_cs_15	18488.0	-0.004
grewup_state_self_ms	0.011	-0.004
grewup_state_spouse_15_mi	0.019	-0.004
grewup_state_spouse_15_tn	0.009	-0.004
grewup_state_self_md	0.013	-0.004
weight_indiv_long_19	39.0	-0.004
empstat_current_self_15_working	0.679	-0.004
hourlystatus_self_17_hourlyplustips	0.006	-0.004
grewup_state_spouse_11_nm	0.001	-0.004
ind_self_19_profsciencetech	0.071	-0.004
grewup_state_spouse_19_me	0.003	-0.004
wealth_homeequity_19	113197.8	-0.004
grewup_state_self_wy	0.001	-0.004
ind_spouse_11_accomodationsfood	0.019	-0.004
ind_self_17_health	0.125	-0.004
sequence_number_17	2.1	-0.004
grewup_region_spouse_17_south	0.149	-0.005
cost_computing_19	606.2	-0.005
empstat_11_working	0.63	-0.005
empstat_current_self_11_searching	0.036	-0.005
grewup_state_spouse_13_ky	0.008	-0.005
grewup_state_spouse_15_nh	0.001	-0.005
hh_size_11	3.1	-0.005
empstat_current_self_13_laid off	0.003	-0.005
grewup_state_spouse_13_me	0.003	-0.005
ind_self_19_health	0.145	-0.005
grewup_state_spouse_15_la	0.004	-0.005
daycare_11_no	0.331	-0.005
grewup_state_spouse_11_ms	0.005	-0.005
time_work_prevyear_spouse_17	39.7	-0.005
ind_self_13_otherservices	0.031	-0.005
ind_self_19_wholesale	0.031	-0.005
hourlystatus_spouse_19_other	0.059	-0.005
weight_indiv_cs_11	15877.2	-0.005
cost_food_deliver_11	126.2	-0.005
cost_health_rx_13	437.7	-0.005
empstat_current_self_11_working	0.579	-0.006
ind_self_11_otherservices	0.03	-0.006
grewup_state_spouse_19_nm	0.001	-0.006
ind_self_17_DKNARefused	0.003	-0.006
grewup_state_spouse_15_ky	0.008	-0.006
grewup_state_spouse_19_ky	0.009	-0.006
time_education_self_17	1.4	-0.006
kids_num_15	0.828	-0.006
grewup_state_spouse_17_mt	0.0	-0.006
ind_spouse_11_health	0.059	-0.006
grewup_state_spouse_13_nj	0.018	-0.006
grewup_state_spouse_19_sc	0.009	-0.006
income_wagerate_spouse_13	16.0	-0.006
grewup_state_self_ct	0.01	-0.006
time_work_prevyear_spouse_11	40.3	-0.007
hourlystatus_spouse_15_hourlyplustips	0.001	-0.007
grewup_state_spouse_13_il	0.015	-0.007
empstat_19_retired	0.005	-0.007
grewup_state_spouse_11_ky	0.008	-0.007
cost_housing_repairs_11	2250.2	-0.007
grewup_state_spouse_17_hi	0.001	-0.007
cost_transport_downpayment_17	1499.3	-0.007
grewup_state_spouse_17_nm	0.001	-0.007
ind_spouse_13_DKNARefused	0.003	-0.007
cost_transport_other_11	136.0	-0.007
hourlystatus_self_17_hourly	0.416	-0.007
grewup_state_spouse_11_il	0.015	-0.007
vacationdays_spouse_19	1.1	-0.007
grewup_state_self_de	0.0	-0.007
ind_spouse_11_utilities	0.005	-0.007
cost_recreation_11	915.4	-0.007
grewup_state_spouse_15_ct	0.004	-0.007
grewup_state_spouse_13_sd	0.003	-0.007
empstat_15_laid off	0.003	-0.008
time_work_prevyear_spouse_19	39.4	-0.008
hourlystatus_self_11_hourly	0.283	-0.008
workweeks_spouse_13	27.5	-0.008
empstat_19_disabled	0.001	-0.008
hourlystatus_self_15_hourly	0.341	-0.008
hourlystatus_spouse_17_hourlypluscomm	0.002	-0.008
grewup_state_spouse_17_la	0.004	-0.008
hourlystatus_spouse_11_salaried	0.16	-0.008
grewup_state_self_ri	0.001	-0.008
grewup_state_spouse_11_mt	0.0	-0.008
grewup_state_spouse_13_mt	0.0	-0.008
grewup_state_spouse_15_mt	0.0	-0.008
ind_spouse_11_retail	0.036	-0.008
grewup_state_self_ne	0.01	-0.008
time_childcare_self_19	8.9	-0.008
grewup_state_spouse_19_la	0.004	-0.008
weight_indiv_cs_13	16678.1	-0.009
cost_health_17	4553.9	-0.009
grewup_state_spouse_17_ky	0.008	-0.009
daycare_15_no	0.283	-0.009
grewup_state_spouse_17_ct	0.005	-0.009
empstat_13_working	0.671	-0.009
grewup_state_spouse_17_md	0.007	-0.009
grewup_state_spouse_11_sd	0.003	-0.009
ind_spouse_13_profsciencetech	0.031	-0.009
grewup_state_spouse_19_md	0.008	-0.009
grewup_state_self_nm	0.001	-0.009
grewup_state_spouse_13_ct	0.004	-0.009
grewup_state_spouse_15_sd	0.003	-0.009
cost_health_rx_17	400.9	-0.009
cost_health_bills_15	1806.8	-0.009
empstat_17_student	0.007	-0.009
ind_self_15_profsciencetech	0.055	-0.01
vacationdays_spouse_15	1.2	-0.01
ind_self_17_profsciencetech	0.065	-0.01
grewup_state_spouse_17_nv	0.001	-0.01
grewup_state_spouse_19_ar	0.016	-0.01
ind_self_19_DKNARefused	0.002	-0.01
empstat_15_student	0.018	-0.01
grewup_state_spouse_11_pa	0.029	-0.01
income_labor_spouse_17	32010.8	-0.01
wealth_homeequity_13	76027.1	-0.01
ind_self_11_accomodationsfood	0.033	-0.01
grewup_state_spouse_13_pa	0.031	-0.01
income_wagerate_spouse_11	15.5	-0.01
empstat_current_self_13_working	0.624	-0.01
hourlystatus_spouse_17_hourlyplustips	0.002	-0.01
grewup_size_spouse_11_other	0.012	-0.011
ind_spouse_13_transportwarehouse	0.017	-0.011
grewup_state_spouse_11_tn	0.007	-0.011
ind_self_11_wholesale	0.021	-0.011
grewup_state_spouse_19_ct	0.005	-0.011
empstat_current_self_13_student	0.012	-0.011
empstat_15_working	0.724	-0.011
grewup_state_spouse_11_mi	0.018	-0.011
grewup_state_spouse_19_wi	0.009	-0.011
grewup_state_spouse_13_mi	0.017	-0.011
cost_transport_downpayment_19	1762.0	-0.011
empstat_13_searching	0.043	-0.012
cost_health_rx_11	407.4	-0.012
kids_num_13	0.921	-0.012
grewup_state_spouse_15_nv	0.001	-0.012
grewup_state_spouse_11_la	0.003	-0.012
ind_spouse_13_accomodationsfood	0.018	-0.012
grewup_state_self_ak	0.001	-0.012
ind_self_17_wholesale	0.027	-0.012
ind_spouse_11_management	0.014	-0.012
ind_self_17_otherservices	0.043	-0.012
ind_spouse_11_adminmilitary	0.03	-0.012
grewup_region_spouse_19_akhi	0.001	-0.012
grewup_state_spouse_17_ne	0.006	-0.012
grewup_state_spouse_15_ak	0.001	-0.012
grewup_state_spouse_13_ar	0.013	-0.012
grewup_state_spouse_17_wi	0.009	-0.012
kids_num_11	0.99	-0.012
grewup_state_spouse_13_ak	0.001	-0.012
grewup_state_spouse_11_ri	0.0	-0.013
cost_health_bills_11	776.7	-0.013
grewup_state_spouse_11_ct	0.003	-0.013
ind_self_11_profsciencetech	0.046	-0.013
ind_self_15_DKNARefused	0.002	-0.013
ind_spouse_13_adminmilitary	0.031	-0.013
ind_spouse_13_management	0.013	-0.013
cost_transport_leases_13	279.0	-0.013
hourlystatus_spouse_15_hourly	0.196	-0.013
empstat_11_disabled	0.004	-0.013
hourlystatus_self_19_hourly	0.502	-0.013
hourlystatus_self_13_hourly	0.308	-0.013
grewup_state_spouse_17_sc	0.007	-0.013
grewup_state_self_ok	0.008	-0.013
grewup_state_spouse_17_nc	0.013	-0.013
grewup_state_spouse_17_ar	0.014	-0.013
cost_health_bills_13	840.5	-0.013
grewup_state_self_mi	0.038	-0.013
time_leisure_spouse_17	10.4	-0.013
cost_health_15	4521.2	-0.013
cost_health_doctor_11	715.0	-0.013
grewup_state_spouse_15_ar	0.014	-0.013
grewup_state_spouse_19_nc	0.015	-0.013
grewup_state_spouse_15_sc	0.007	-0.014
grewup_state_spouse_17_ak	0.001	-0.014
empstat_current_self_11_other	0.001	-0.014
grewup_state_spouse_15_il	0.015	-0.014
cost_health_doctor_17	946.1	-0.014
grewup_state_self_pa	0.047	-0.014
grewup_state_spouse_13_wi	0.007	-0.014
grewup_state_self_nc	0.023	-0.014
grewup_region_spouse_17_akhi	0.001	-0.014
sizeworkplace_spouse_11	15028.9	-0.014
empstat_11_laid off	0.003	-0.014
grewup_state_spouse_13_ri	0.0	-0.014
grewup_state_spouse_15_ri	0.0	-0.014
ind_self_15_otherservices	0.035	-0.014
grewup_state_spouse_13_id	0.002	-0.014
time_volunteering_spouse_19	0.827	-0.014
grewup_state_spouse_19_ak	0.001	-0.014
grewup_state_spouse_17_ri	0.0	-0.014
grewup_state_spouse_19_ri	0.0	-0.014
grewup_state_spouse_15_az	0.005	-0.014
hourlystatus_self_15_hourlypluscomm	0.003	-0.014
grewup_state_spouse_13_la	0.003	-0.014
cost_health_insurance_15	2681.4	-0.014
grewup_state_self_nd	0.002	-0.014
grewup_state_spouse_13_md	0.005	-0.014
grewup_state_self_sc	0.017	-0.015
ind_self_15_accomodationsfood	0.038	-0.015
cost_health_hospital_15	455.0	-0.015
income_wagerate_spouse_17	16.8	-0.015
hourlystatus_spouse_13_hourlypluscomm	0.002	-0.015
empstat_current_self_13_searching	0.03	-0.015
ind_spouse_13_retail	0.037	-0.015
grewup_state_spouse_17_sd	0.003	-0.015
grewup_state_spouse_11_ar	0.013	-0.015
grewup_state_self_nv	0.001	-0.015
grewup_state_spouse_11_sc	0.006	-0.015
grewup_state_spouse_19_sd	0.003	-0.015
grewup_state_spouse_17_az	0.006	-0.015
sequence_number_11	2.4	-0.015
hourlystatus_self_13_hourlyplustips	0.003	-0.015
grewup_state_spouse_11_id	0.002	-0.015
time_childcare_self_17	9.8	-0.015
grewup_state_spouse_19_az	0.008	-0.015
grewup_state_spouse_19_or	0.012	-0.015
sizeworkplace_spouse_15	732.7	-0.016
sizeworkplace_spouse_13	731.3	-0.016
grewup_state_spouse_15_wi	0.008	-0.016
grewup_state_spouse_13_sc	0.007	-0.016
ind_spouse_11_profsciencetech	0.025	-0.016
grewup_size_spouse_17_other	0.014	-0.016
income_labor_spouse_13	29476.7	-0.016
grewup_state_spouse_19_mo	0.018	-0.016
grewup_size_spouse_19_other	0.016	-0.016
grewup_state_spouse_13_nv	0.001	-0.016
grewup_state_spouse_11_ak	0.001	-0.016
ind_self_11_DKNARefused	0.002	-0.016
cost_housing_repairs_15	1912.5	-0.016
ind_self_13_DKNARefused	0.003	-0.016
grewup_region_spouse_15_south	0.137	-0.017
time_volunteering_self_17	1.1	-0.017
time_pcare_self_17	7.5	-0.017
grewup_state_spouse_11_wi	0.007	-0.017
grewup_state_self_wi	0.011	-0.017
wealth_15	322932.2	-0.017
ind_self_13_accomodationsfood	0.036	-0.017
grewup_state_spouse_11_ne	0.006	-0.017
grewup_size_spouse_13_other	0.013	-0.017
hourlystatus_self_17_hourlypluscomm	0.003	-0.017
cost_recreation_13	999.7	-0.017
grewup_state_spouse_11_md	0.005	-0.017
cost_transport_downpayment_13	1224.7	-0.017
time_pcare_self_19	7.5	-0.017
ind_spouse_13_construction	0.025	-0.018
grewup_state_self_sd	0.005	-0.018
hourlystatus_spouse_11_salpluscomm	0.005	-0.018
ind_spouse_11_transportwarehouse	0.018	-0.018
grewup_state_spouse_11_va	0.014	-0.018
cost_trips_11	1954.0	-0.018
grewup_state_spouse_11_az	0.005	-0.018
empstat_15_disabled	0.006	-0.018
grewup_state_spouse_15_ne	0.006	-0.018
grewup_state_self_nh	0.001	-0.018
grewup_state_self_wa	0.021	-0.018
ind_self_13_realestate	0.014	-0.018
grewup_state_spouse_15_md	0.006	-0.018
hourlystatus_spouse_11_hourly	0.175	-0.018
grewup_state_self_fl	0.027	-0.018
time_work_prevyear_spouse_13	40.6	-0.018
ind_self_19_accomodationsfood	0.055	-0.019
grewup_size_spouse_15_other	0.014	-0.019
hourlystatus_self_15_hourlyplustips	0.004	-0.019
cost_transport_other_15	195.9	-0.019
cost_health_hospital_11	364.8	-0.019
grewup_state_spouse_17_va	0.017	-0.019
empstat_15_other	0.001	-0.019
cost_health_insurance_13	2595.9	-0.019
wealth_other_15	232885.0	-0.019
grewup_state_spouse_17_oh	0.028	-0.02
empstat_current_self_11_laid off	0.002	-0.02
ind_self_11_realestate	0.012	-0.02
grewup_size_spouse_17_suburban	0.348	-0.02
grewup_state_spouse_15_nc	0.013	-0.02
ind_self_13_wholesale	0.021	-0.02
grewup_state_spouse_19_in	0.017	-0.02
vacationdays_spouse_17	1.0	-0.02
grewup_state_spouse_19_oh	0.03	-0.02
grewup_state_spouse_17_or	0.012	-0.02
grewup_state_spouse_13_az	0.005	-0.02
hourlystatus_spouse_17_salpluscomm	0.006	-0.02
grewup_state_spouse_17_in	0.017	-0.02
grewup_state_spouse_13_nd	0.001	-0.02
grewup_state_spouse_11_nd	0.001	-0.02
grewup_state_spouse_15_nd	0.001	-0.02
grewup_state_spouse_17_nd	0.001	-0.02
ind_self_11_health	0.088	-0.02
grewup_state_spouse_13_nc	0.012	-0.021
grewup_state_spouse_13_va	0.015	-0.021
grewup_state_spouse_17_id	0.002	-0.021
grewup_state_spouse_19_ne	0.007	-0.021
ind_self_15_arts	0.012	-0.021
grewup_state_spouse_15_va	0.017	-0.021
grewup_state_spouse_11_in	0.012	-0.021
interview_number_17	4427.9	-0.021
ind_spouse_11_wholesale	0.013	-0.021
time_work_annual_spouse_13	1145.6	-0.021
daycare_13_no	0.3	-0.021
grewup_state_spouse_11_nv	0.001	-0.021
ind_self_13_profsciencetech	0.048	-0.021
grewup_state_spouse_11_oh	0.023	-0.021
time_adultcare_spouse_19	0.468	-0.021
cost_health_rx_15	416.3	-0.021
cost_health_13	4342.9	-0.021
grewup_state_spouse_15_oh	0.026	-0.022
grewup_state_spouse_13_or	0.011	-0.022
grewup_state_spouse_19_nd	0.001	-0.022
grewup_state_spouse_15_or	0.011	-0.022
time_adultcare_self_17	0.76	-0.022
hourlystatus_self_11_hourlyplustips	0.004	-0.022
ind_self_11_arts	0.011	-0.022
ind_self_15_realestate	0.015	-0.022
grewup_state_spouse_15_in	0.014	-0.022
grewup_state_spouse_11_or	0.01	-0.023
ind_self_15_wholesale	0.021	-0.023
grewup_state_spouse_11_nc	0.011	-0.023
grewup_size_self_suburban	0.534	-0.023
income_labor_spouse_11	28803.1	-0.023
grewup_state_spouse_17_ks	0.003	-0.023
empstat_17_disabled	0.004	-0.023
age_self_17	44.4	-0.023
grewup_state_spouse_19_va	0.02	-0.023
hourlystatus_spouse_15_other	0.04	-0.023
workweeks_spouse_11	27.7	-0.023
time_education_self_19	1.3	-0.024
ind_self_13_health	0.095	-0.024
empstat_19_housespouse	0.003	-0.024
grewup_state_spouse_13_in	0.012	-0.024
ind_spouse_13_manufacturing	0.049	-0.024
grewup_state_spouse_15_ks	0.003	-0.024
hourlystatus_spouse_19_salpluscomm	0.007	-0.024
grewup_state_self_co	0.015	-0.024
empstat_13_disabled	0.005	-0.024
grewup_state_self_oh	0.045	-0.024
grewup_state_spouse_13_oh	0.025	-0.024
weight_indiv_long_17	27.7	-0.025
grewup_state_spouse_15_co	0.009	-0.025
grewup_state_spouse_13_co	0.009	-0.025
ind_self_17_realestate	0.019	-0.025
hourlystatus_spouse_11_other	0.038	-0.025
grewup_state_self_or	0.019	-0.026
relation_to_head_15	13.3	-0.026
grewup_region_spouse_19_west	0.114	-0.026
hourlystatus_spouse_13_salpluscomm	0.007	-0.026
wealth_homeequity_11	71754.9	-0.026
grewup_state_spouse_19_ks	0.003	-0.026
relation_to_head_13	13.3	-0.026
weight_indiv_long_11	25.1	-0.026
age_self_19	45.2	-0.027
hourlystatus_spouse_15_salpluscomm	0.007	-0.027
grewup_state_spouse_13_ne	0.005	-0.027
flag_allyears	0.831	-0.027
grewup_state_self_mo	0.025	-0.027
age_self_13	43.0	-0.027
weight_indiv_long_13	24.9	-0.027
grewup_state_spouse_11_co	0.008	-0.027
educyrs_11	10.3	-0.027
age_spouse_17	45.7	-0.027
grewup_state_spouse_19_wa	0.014	-0.028
hourlystatus_spouse_13_hourly	0.184	-0.028
grewup_state_spouse_15_id	0.001	-0.028
grewup_state_spouse_19_id	0.002	-0.028
ind_spouse_11_construction	0.026	-0.028
ind_self_13_arts	0.012	-0.028
grewup_state_self_va	0.025	-0.028
grewup_state_self_ar	0.02	-0.028
grewup_region_spouse_17_west	0.099	-0.028
grewup_region_spouse_15_west	0.092	-0.029
cost_health_hospital_13	373.1	-0.029
ind_spouse_11_manufacturing	0.051	-0.029
interview_number_15	4031.3	-0.029
ind_self_15_retail	0.059	-0.029
grewup_state_spouse_17_co	0.009	-0.029
grewup_state_spouse_13_mo	0.015	-0.029
weight_indiv_long_15	28.1	-0.03
ind_self_11_retail	0.051	-0.03
grewup_state_spouse_13_ks	0.002	-0.03
ind_self_15_health	0.105	-0.031
grewup_state_spouse_11_ks	0.002	-0.031
age_self_15	44.1	-0.031
grewup_state_self_ks	0.004	-0.031
grewup_state_spouse_19_co	0.011	-0.031
ind_self_15_education	0.06	-0.031
empstat_13_retired	0.008	-0.031
empstat_17_housespouse	0.019	-0.032
grewup_size_spouse_17_country	0.058	-0.032
age_self_11	42.1	-0.032
time_shopping_self_17	3.5	-0.032
wealth_other_11	179290.9	-0.033
ind_self_13_education	0.058	-0.034
ind_self_11_education	0.052	-0.034
grewup_size_spouse_15_suburban	0.303	-0.034
ind_self_17_education	0.073	-0.034
grewup_size_spouse_11_country	0.054	-0.034
ind_self_13_retail	0.054	-0.034
time_leisure_self_17	14.3	-0.034
grewup_size_spouse_19_country	0.063	-0.034
ind_self_19_farmfishforest	0.019	-0.035
ind_self_19_education	0.082	-0.035
wealth_11	251045.9	-0.035
grewup_state_spouse_17_wa	0.013	-0.035
grewup_state_spouse_17_mo	0.015	-0.036
time_work_annual_spouse_11	1156.4	-0.036
wealth_17	323752.8	-0.036
relation_to_head_19	13.2	-0.036
grewup_state_spouse_11_mo	0.015	-0.036
age_spouse_19	46.5	-0.036
grewup_state_spouse_15_mo	0.016	-0.036
age_spouse_15	45.4	-0.036
ind_self_19_otherservices	0.054	-0.036
grewup_state_spouse_11_wa	0.011	-0.036
hourlystatus_self_19_hourlyplustips	0.007	-0.036
iswf_19	0.312	-0.036
sequence_number_19	1.3	-0.036
ind_self_19_realestate	0.021	-0.037
grewup_state_self_in	0.029	-0.037
time_volunteering_self_19	0.957	-0.037
grewup_size_spouse_13_suburban	0.281	-0.037
grewup_state_spouse_13_wa	0.012	-0.037
cost_health_11	3321.4	-0.037
educyrs_13	10.7	-0.037
educyrs_15	11.4	-0.037
relation_to_head_11	13.4	-0.038
grewup_state_spouse_15_wa	0.013	-0.038
grewup_size_spouse_13_country	0.053	-0.038
ind_spouse_13_farmfishforest	0.009	-0.038
empstat_11_housespouse	0.027	-0.039
grewup_size_spouse_11_suburban	0.268	-0.039
ind_spouse_11_farmfishforest	0.008	-0.04
wealth_19	358002.2	-0.04
ind_self_13_farmfishforest	0.015	-0.04
ind_self_17_farmfishforest	0.018	-0.04
empstat_11_retired	0.007	-0.04
wealth_13	255084.8	-0.04
wealth_other_17	226265.8	-0.041
grewup_state_spouse_19_ia	0.018	-0.041
grewup_state_spouse_15_ia	0.016	-0.041
time_housework_self_19	9.7	-0.041
grewup_size_spouse_15_country	0.054	-0.042
empstat_15_retired	0.013	-0.042
cost_health_insurance_11	1834.2	-0.042
ind_self_11_farmfishforest	0.013	-0.042
wealth_other_13	179057.6	-0.042
time_leisure_self_19	13.9	-0.042
grewup_state_spouse_17_ia	0.017	-0.042
wealth_other_19	244804.4	-0.043
time_adultcare_self_19	0.756	-0.043
iswf_17	0.279	-0.044
grewup_state_spouse_13_ia	0.016	-0.044
grewup_state_self_ia	0.026	-0.045
grewup_state_spouse_11_ia	0.015	-0.047
ind_self_17_retail	0.068	-0.047
empstat_13_housespouse	0.024	-0.048
ind_self_15_farmfishforest	0.016	-0.048
time_housework_self_17	10.2	-0.048
age_spouse_11	43.4	-0.049
age_spouse_13	44.3	-0.049
time_housework_self_13	10.4	-0.049
empstat_15_housespouse	0.024	-0.049
grewup_size_self_country	0.092	-0.05
time_shopping_self_19	3.5	-0.052
ind_self_19_retail	0.079	-0.053
time_housework_self_11	10.6	-0.054
grewup_region_spouse_19_northcentral	0.161	-0.054
grewup_region_spouse_17_northcentral	0.147	-0.059
hourlystatus_self_13_other	0.07	-0.059
iswf_15	0.245	-0.063
hourlystatus_self_15_other	0.071	-0.064
hourlystatus_self_17_other	0.086	-0.067
hourlystatus_self_11_other	0.063	-0.069
iswf_13	0.233	-0.078
empstat_19_other	0.0	nan
logcost_transport_bustrain_19	0.656	0.177
logcost_transport_bustrain_17	0.627	0.157
logcost_transport_bustrain_13	0.637	0.135
logcost_transport_bustrain_11	0.61	0.132
logincome_wagerate_self_19	3.0	0.132
logincome_labor_self_19	10.2	0.124
logincome_wagerate_self_17	2.9	0.118
logcost_transport_bustrain_15	0.612	0.115
logincome_wagerate_self_13	2.8	0.111
logincome_wagerate_self_15	2.9	0.109
logincome_labor_self_17	9.8	0.108
logincome_wagerate_self_11	2.8	0.099
logcost_housing_19	9.9	0.094
logincome_labor_self_15	9.7	0.091
logcost_total_19	10.8	0.09
logincome_labor_self_11	9.4	0.084
occ_self_19_constructionextraction	0.055	0.082
logcost_transport_19	8.9	0.081
logincome_labor_self_13	9.6	0.08
logcost_total_with_rent_value_19	10.9	0.08
region_19_northeast	0.177	0.078
region_17_northeast	0.172	0.075
state_19_ny	0.053	0.074
logcost_transport_parking_17	0.732	0.072
grewup_region_self_foreign	0.156	0.072
logcost_housing_17	9.8	0.07
logcost_transport_parking_15	0.657	0.07
state_17_ny	0.052	0.068
logcost_childcare_17	1.1	0.065
logcost_transport_17	8.8	0.065
state_17_nj	0.031	0.065
logincome_familytotal_19	11.3	0.064
sex_spouse_19_female	0.396	0.064
state_19_nj	0.033	0.063
occ_self_17_constructionextraction	0.048	0.062
state_11_nj	0.035	0.061
state_15_nj	0.033	0.056
logcost_transport_parking_19	0.78	0.056
occ_self_13_constructionextraction	0.034	0.055
occ_self_15_constructionextraction	0.038	0.055
logcost_transport_parking_13	0.562	0.055
region_11_northeast	0.167	0.054
empstat_current_self_19_working	0.951	0.054
religion_spouse_17_catholic	0.172	0.051
region_15_northeast	0.163	0.051
state_13_nj	0.034	0.05
sex_male	0.524	0.05
sex_self_19_male	0.524	0.05
state_19_ma	0.029	0.05
logcost_transport_parking_11	0.488	0.049
logcost_transport_other_19	0.251	0.049
region_13_northeast	0.165	0.048
union_self_19_no	0.736	0.048
sex_spouse_17_female	0.355	0.048
logcost_transport_gas_19	7.0	0.046
logcost_housing_telecom_19	7.7	0.046
logcost_housing_13	9.7	0.046
occ_self_11_constructionextraction	0.03	0.045
state_13_ny	0.05	0.045
race_spouse_17_other	0.037	0.044
religion_spouse_15_catholic	0.148	0.044
grewup_region_spouse_15_foreign	0.063	0.044
state_17_ma	0.028	0.043
race_spouse_19_other	0.043	0.042
logcost_transport_additionalvehicle_11	2.5	0.042
state_11_ny	0.049	0.042
religion_self_17_jewish	0.019	0.042
occ_self_17_architectengineering	0.017	0.042
logcost_transport_15	8.8	0.042
logcost_housing_11	9.7	0.041
state_11_fl	0.044	0.041
state_15_ny	0.049	0.041
union_self_17_no	0.613	0.041
state_19_ca	0.116	0.041
occ_spouse_19_healthcaresupport	0.015	0.041
religion_spouse_13_catholic	0.14	0.04
religion_spouse_11_catholic	0.138	0.04
logcost_food_19	9.1	0.039
empstat_current_spouse_19_housespouse	0.092	0.039
logcost_health_19	7.1	0.039
state_17_ca	0.11	0.039
logcost_childcare_19	1.1	0.039
religion_self_19_none	0.0	0.038
logcost_health_insurance_19	5.6	0.038
logcost_transport_13	8.8	0.038
logincome_familytotal_17	11.2	0.037
kids_und18_19	0.41	0.037
logcost_education_13	2.7	0.037
union_self_19_yes	0.124	0.037
grewup_region_spouse_13_foreign	0.061	0.036
logcost_housing_mortgage_19	4.6	0.036
logcost_housing_rent_13	2.9	0.036
grewup_region_spouse_11_foreign	0.059	0.036
logcost_transport_11	8.8	0.036
state_11_ma	0.026	0.035
religion_self_17_catholic	0.226	0.035
state_17_md	0.017	0.035
logcost_transport_gas_17	7.0	0.035
state_15_ma	0.025	0.035
logcost_education_11	2.9	0.035
occ_self_19_architectengineering	0.019	0.034
occ_spouse_19_janitors	0.023	0.034
logcost_transport_taxi_17	0.718	0.034
sex_self_17_male	0.467	0.034
ind_spouse_19_financeinsurance	0.034	0.034
religion_self_15_jewish	0.018	0.034
logcost_transport_repair_19	5.2	0.034
union_self_17_yes	0.1	0.033
sex_self_15_male	0.394	0.033
occ_self_13_architectengineering	0.015	0.033
occ_self_15_architectengineering	0.014	0.033
grewup_region_self_northeast	0.18	0.032
state_13_ma	0.025	0.032
union_spouse_19_yes	0.069	0.032
logcost_housing_telecom_17	7.7	0.032
logcost_food_athome_17	8.6	0.032
logcost_transport_additionalvehicle_19	2.5	0.032
ind_spouse_17_health	0.082	0.032
moved_17_yes	0.307	0.031
race_self_17_other	0.049	0.031
logcost_health_hospital_17	1.6	0.031
sex_spouse_15_female	0.301	0.031
grewup_region_spouse_11_northeast	0.097	0.031
empstat_current_spouse_17_housespouse	0.081	0.031
logcost_transport_additionalvehicle_15	2.1	0.031
logcost_clothing_19	6.5	0.03
state_17_ga	0.027	0.03
moved_why_17_consmore	0.052	0.03
logcost_transport_downpayment_15	1.8	0.03
state_13_fl	0.047	0.03
state_11_md	0.017	0.03
ind_spouse_19_education	0.065	0.03
logcost_housing_15	9.7	0.029
logcost_transport_taxi_19	0.829	0.029
logcost_housing_telecom_13	7.6	0.029
occ_spouse_15_education	0.038	0.029
race_spouse_11_other	0.021	0.029
iscouple_19	0.706	0.029
state_13_ca	0.094	0.028
logcost_food_17	9.0	0.028
state_19_ga	0.028	0.028
state_13_ga	0.02	0.028
logcost_housing_rent_11	2.8	0.028
religion_spouse_17_jewish	0.015	0.027
race_self_19_other	0.059	0.027
occ_self_19_businessfinance	0.053	0.027
empstat_current_spouse_11_housespouse	0.064	0.027
ind_spouse_17_education	0.058	0.027
logincome_familytotal_15	11.2	0.027
state_15_fl	0.048	0.027
state_11_ga	0.02	0.026
logcost_childcare_15	1.0	0.026
grewup_region_spouse_13_northeast	0.102	0.026
state_15_md	0.016	0.026
logcost_childcare_11	1.1	0.026
religion_self_11_jewish	0.017	0.026
union_self_13_yes	0.08	0.026
state_19_md	0.019	0.026
occ_spouse_13_education	0.036	0.026
logcost_food_deliver_15	0.681	0.026
religion_spouse_15_jewish	0.014	0.026
logincome_wagerate_spouse_19	1.8	0.026
occ_self_19_janitors	0.042	0.026
logcost_food_deliver_19	0.774	0.026
occ_spouse_17_healthcaresupport	0.016	0.026
state_15_ca	0.098	0.026
kids_und18_17	0.411	0.025
race_spouse_13_other	0.022	0.025
religion_self_13_jewish	0.017	0.025
logincome_labor_spouse_19	5.9	0.025
state_13_md	0.016	0.025
occ_spouse_11_DKNARefused	0.002	0.025
empstat_current_spouse_13_student	0.007	0.024
union_spouse_11_yes	0.051	0.024
occ_spouse_17_education	0.041	0.024
logcost_education_17	2.3	0.023
union_self_11_yes	0.08	0.023
logcost_transport_loans_19	2.7	0.023
logcost_transport_loans_15	2.8	0.023
occ_self_19_protective	0.023	0.023
logcost_transport_leases_15	0.684	0.023
occ_self_17_protective	0.02	0.023
religion_spouse_11_jewish	0.013	0.023
logcost_food_athome_19	8.6	0.023
logcost_transport_repair_13	3.5	0.023
union_spouse_13_yes	0.049	0.023
logcost_education_15	2.5	0.023
race_spouse_15_other	0.024	0.022
logcost_transport_taxi_15	0.39	0.022
logcost_transport_leases_17	0.717	0.022
logcost_housing_mortgage_17	4.6	0.022
ind_spouse_15_education	0.052	0.022
state_11_ca	0.097	0.022
union_self_15_yes	0.089	0.022
occ_spouse_19_education	0.045	0.022
occ_self_19_repair	0.034	0.022
occ_self_13_production	0.041	0.022
state_15_ga	0.022	0.021
logcost_transport_additionalvehicle_17	2.2	0.021
logincome_familytotal_13	11.1	0.021
race_self_13_pacis	0.002	0.021
religion_self_11_catholic	0.178	0.021
empstat_current_spouse_19_working	0.522	0.021
occ_self_11_businessfinance	0.031	0.021
own_or_rent_13_rent	0.286	0.021
moved_why_19_productive	0.019	0.021
occ_spouse_19_pcareservice	0.019	0.021
race_self_11_pacis	0.002	0.02
occ_spouse_19_arts	0.018	0.02
empstat_current_self_19_laid off	0.005	0.02
race_self_15_other	0.031	0.02
union_spouse_17_yes	0.06	0.02
ind_spouse_17_realestate	0.011	0.02
moved_why_17_consother	0.092	0.02
ind_spouse_19_health	0.092	0.02
race_self_19_black	0.111	0.02
race_spouse_11_pacis	0.001	0.02
religion_self_15_catholic	0.195	0.02
logcost_food_deliver_17	0.681	0.02
empstat_current_spouse_15_housespouse	0.068	0.02
occ_spouse_19_softscience	0.015	0.02
race_spouse_13_pacis	0.001	0.02
ind_spouse_17_financeinsurance	0.029	0.02
occ_spouse_17_arts	0.016	0.02
religion_self_19_catholic	0.173	0.019
kids_und13_17	0.322	0.019
mightmove_19_yes	0.316	0.019
religion_self_13_catholic	0.182	0.019
ind_spouse_15_financeinsurance	0.028	0.019
occ_self_13_compscimath	0.02	0.019
state_11_ut	0.01	0.019
occ_spouse_19_sales	0.05	0.019
religion_spouse_13_jewish	0.013	0.019
logcost_health_insurance_17	5.6	0.019
ind_spouse_15_otherservices	0.023	0.019
logincome_labor_spouse_15	6.1	0.019
own_or_rent_17_rent	0.333	0.019
race_spouse_19_asian	0.051	0.019
union_spouse_15_yes	0.054	0.019
state_17_il	0.022	0.018
ind_spouse_19_management	0.02	0.018
occ_self_11_architectengineering	0.011	0.018
race_self_13_other	0.028	0.018
logcost_trips_19	5.7	0.018
occ_self_15_production	0.043	0.018
race_self_13_black	0.078	0.018
occ_spouse_17_softscience	0.012	0.018
race_self_15_black	0.085	0.018
logcost_clothing_17	6.5	0.018
race_self_17_black	0.099	0.017
race_self_11_black	0.071	0.017
occ_spouse_11_janitors	0.013	0.017
empstat_current_self_17_working	0.8	0.017
occ_self_15_legal	0.01	0.017
occ_self_15_compscimath	0.021	0.017
race_spouse_19_black	0.054	0.016
occ_self_11_legal	0.009	0.016
occ_self_17_hardscience	0.013	0.016
state_15_ut	0.009	0.016
race_self_11_other	0.026	0.016
logcost_housing_telecom_15	7.6	0.016
ind_spouse_19_information	0.011	0.016
ind_spouse_17_arts	0.01	0.016
occ_self_11_production	0.038	0.016
logcost_childcare_13	1.1	0.016
kids_und13_19	0.314	0.016
occ_spouse_13_janitors	0.012	0.016
logincome_wagerate_spouse_15	1.8	0.016
empstat_current_spouse_11_student	0.008	0.016
religion_spouse_19_other	0.001	0.015
occ_spouse_17_pcareservice	0.017	0.015
logcost_housing_mortgage_15	4.8	0.015
occ_self_15_janitors	0.026	0.015
logcost_transport_other_11	0.257	0.015
own_or_rent_11_rent	0.277	0.015
logcost_education_19	2.0	0.015
region_11_south	0.307	0.015
logcost_housing_tax_19	4.9	0.015
logcost_housing_telecom_11	7.5	0.015
occ_spouse_15_compscimath	0.013	0.015
logcost_health_rx_19	3.9	0.015
occ_spouse_17_healthcareprac	0.028	0.015
occ_spouse_17_hardscience	0.008	0.015
race_self_17_asian	0.058	0.015
logcost_housing_mortgage_11	5.1	0.015
occ_spouse_17_sales	0.048	0.015
state_17_fl	0.06	0.014
ind_spouse_15_health	0.067	0.014
occ_self_11_protective	0.016	0.014
union_self_15_no	0.518	0.014
state_13_ut	0.009	0.014
logcost_transport_other_17	0.297	0.014
occ_self_17_softscience	0.016	0.014
logcost_transport_taxi_13	0.311	0.014
logcost_health_insurance_15	5.6	0.014
logcost_transport_other_13	0.279	0.014
occ_spouse_19_hardscience	0.008	0.014
logcost_transport_taxi_11	0.261	0.014
moved_why_11_closertowork	0.016	0.014
logcost_housing_rent_15	3.0	0.014
state_19_il	0.023	0.014
race_spouse_13_black	0.036	0.014
moved_why_15_consother	0.082	0.014
moved_why_17_involuntary	0.04	0.014
logcost_housing_repairs_19	4.1	0.014
logcost_transport_loans_13	2.5	0.014
occ_spouse_13_arts	0.012	0.014
logcost_transport_loans_17	3.0	0.013
logcost_computing_17	3.9	0.013
region_17_south	0.352	0.013
region_13_south	0.311	0.013
state_15_mn	0.011	0.013
occ_self_17_businessfinance	0.045	0.013
occ_self_19_legal	0.011	0.013
occ_self_19_hardscience	0.014	0.013
logcost_health_rx_17	3.9	0.013
occ_spouse_15_arts	0.011	0.013
occ_spouse_13_compscimath	0.012	0.013
occ_spouse_19_architectengineering	0.011	0.013
religion_spouse_17_orthodox	0.004	0.013
logcost_housing_utility_11	7.4	0.012
region_19_south	0.37	0.012
moved_why_11_involuntary	0.044	0.012
ind_spouse_19_realestate	0.011	0.012
ind_spouse_19_arts	0.012	0.012
occ_spouse_19_healthcareprac	0.034	0.012
occ_spouse_13_food	0.011	0.012
empstat_current_spouse_19_searching	0.015	0.012
state_15_il	0.021	0.012
logcost_housing_rent_17	3.5	0.012
occ_self_13_legal	0.01	0.012
race_spouse_15_black	0.038	0.012
ind_spouse_19_adminmilitary	0.034	0.012
religion_self_19_protestant	0.006	0.012
occ_self_15_protective	0.017	0.012
occ_self_11_compscimath	0.019	0.011
state_13_mn	0.011	0.011
race_self_19_asian	0.067	0.011
religion_spouse_15_orthodox	0.002	0.011
union_spouse_19_no	0.403	0.011
kids_und2_19	0.068	0.011
race_self_11_asian	0.025	0.011
moved_why_17_homeless	0.003	0.011
logcost_transport_insurance_19	7.0	0.011
occ_self_19_softscience	0.02	0.011
state_15_ms	0.011	0.011
moved_why_15_productive	0.023	0.011
occ_spouse_15_healthcaresupport	0.011	0.011
logcost_housing_insurance_19	4.2	0.011
race_spouse_17_asian	0.046	0.011
state_19_fl	0.065	0.011
empstat_current_spouse_13_housespouse	0.063	0.01
occ_self_19_healthcareprac	0.053	0.01
logcost_trips_17	5.6	0.01
empstat_current_spouse_17_laid off	0.002	0.01
union_self_11_no	0.43	0.01
ind_spouse_15_realestate	0.007	0.01
occ_spouse_17_architectengineering	0.01	0.01
mightmove_15_yes	0.296	0.01
state_13_il	0.023	0.01
logcost_transport_gas_13	7.3	0.01
empstat_current_spouse_15_laid off	0.001	0.01
logcost_food_deliver_11	0.747	0.01
region_15_south	0.315	0.01
occ_self_13_janitors	0.022	0.01
occ_spouse_19_compscimath	0.018	0.01
moved_why_19_consmore	0.046	0.01
logincome_wagerate_spouse_17	1.8	0.01
state_19_ut	0.01	0.009
logcost_transport_repair_11	3.6	0.009
occ_self_13_hardscience	0.01	0.009
moved_why_13_closertowork	0.015	0.009
race_self_19_amind	0.005	0.009
state_13_tn	0.02	0.009
logcost_transport_repair_17	5.4	0.009
state_19_mn	0.014	0.009
occ_self_11_hardscience	0.009	0.009
logincome_labor_spouse_17	5.9	0.009
logcost_housing_utility_15	7.5	0.009
state_13_ms	0.011	0.009
state_11_ms	0.011	0.009
occ_spouse_13_healthcaresupport	0.01	0.009
race_spouse_11_asian	0.02	0.009
logcost_transport_gas_15	7.0	0.009
ind_spouse_15_arts	0.008	0.009
logincome_familytotal_11	11.0	0.009
occ_self_11_healthcareprac	0.033	0.009
state_17_mn	0.013	0.009
logincome_labor_spouse_13	6.1	0.009
occ_self_15_hardscience	0.013	0.009
occ_self_17_compscimath	0.028	0.008
race_spouse_17_black	0.047	0.008
occ_self_13_protective	0.017	0.008
occ_self_15_repair	0.028	0.008
state_15_tn	0.022	0.008
race_spouse_11_black	0.033	0.008
race_spouse_15_pacis	0.001	0.008
religion_self_15_orthodox	0.002	0.008
occ_self_17_janitors	0.034	0.008
state_15_vt	0.001	0.008
race_self_13_asian	0.027	0.008
ind_spouse_17_information	0.01	0.008
state_19_al	0.009	0.008
race_self_13_amind	0.004	0.008
occ_spouse_15_officeadmin	0.067	0.008
occ_self_13_healthcareprac	0.033	0.008
logcost_transport_downpayment_11	1.7	0.008
mightmove_17_yes	0.312	0.008
occ_self_11_repair	0.027	0.008
moved_why_17_productive	0.029	0.008
logcost_housing_mortgage_13	4.9	0.008
occ_spouse_19_officeadmin	0.077	0.008
state_19_tn	0.023	0.007
logcost_food_away_19	7.4	0.007
logcost_transport_downpayment_17	1.8	0.007
logcost_health_17	7.1	0.007
logcost_transport_leases_11	0.348	0.007
occ_self_15_healthcareprac	0.037	0.007
logcost_trips_13	5.3	0.007
logcost_transport_leases_19	0.73	0.007
occ_spouse_11_sales	0.055	0.007
logcost_health_insurance_13	5.2	0.007
moved_why_19_closertowork	0.023	0.007
occ_spouse_13_sales	0.056	0.007
empstat_current_self_17_student	0.01	0.007
occ_self_19_healthcaresupport	0.027	0.007
occ_spouse_11_healthcareprac	0.024	0.007
state_17_tn	0.021	0.007
kids_und2_13	0.069	0.007
race_self_15_asian	0.033	0.007
state_17_ut	0.009	0.007
logcost_housing_repairs_13	4.1	0.007
occ_self_15_businessfinance	0.037	0.007
state_11_il	0.024	0.007
occ_spouse_17_janitors	0.02	0.007
state_11_de	0.001	0.007
logcost_transport_other_15	0.373	0.006
own_or_rent_19_own	0.629	0.006
logcost_health_doctor_11	4.6	0.006
ind_spouse_19_mining	0.002	0.006
logcost_transport_downpayment_19	1.8	0.006
logcost_computing_19	3.7	0.006
state_15_wv	0.002	0.006
state_15_wy	0.002	0.006
union_self_13_no	0.478	0.006
occ_self_17_production	0.051	0.006
logcost_transport_additionalvehicle_13	2.0	0.006
logcost_health_rx_11	4.2	0.006
state_13_ok	0.009	0.006
occ_self_17_legal	0.011	0.006
state_13_de	0.001	0.006
state_15_de	0.001	0.006
state_17_de	0.001	0.006
religion_spouse_13_orthodox	0.001	0.006
moved_why_11_consneighbor	0.021	0.006
logcost_housing_tax_17	4.8	0.006
state_11_vt	0.001	0.006
state_13_vt	0.001	0.006
moved_why_15_consmore	0.04	0.006
state_11_ok	0.009	0.006
logincome_wagerate_spouse_13	1.8	0.006
state_19_de	0.001	0.006
occ_spouse_11_businessfinance	0.022	0.006
race_self_17_amind	0.004	0.006
race_self_11_amind	0.004	0.006
state_17_vt	0.001	0.006
moved_why_13_consneighbor	0.024	0.006
occ_self_17_healthcareprac	0.044	0.006
state_19_ok	0.01	0.006
religion_spouse_19_catholic	0.11	0.005
race_spouse_15_asian	0.026	0.005
ind_spouse_19_transportwarehouse	0.023	0.005
kids_und18_11	0.454	0.005
moved_why_17_mixed	0.018	0.005
state_11_mn	0.011	0.005
state_17_al	0.008	0.005
occ_spouse_11_education	0.033	0.005
state_17_wv	0.001	0.005
state_11_tn	0.02	0.005
religion_self_17_none	0.152	0.005
logwealth_homeequity_19	7.2	0.005
state_19_wv	0.001	0.005
occ_self_17_repair	0.034	0.005
logcost_housing_furnishing_15	4.6	0.005
own_or_rent_19_rent	0.341	0.005
occ_spouse_15_janitors	0.016	0.005
state_17_la	0.007	0.005
logcost_transport_insurance_15	6.8	0.004
logcost_health_bills_19	0.628	0.004
occ_self_11_management	0.062	0.004
occ_spouse_11_arts	0.011	0.004
state_17_dc	0.002	0.004
state_19_nh	0.003	0.004
empstat_current_spouse_19_student	0.007	0.004
state_17_ok	0.009	0.004
empstat_current_spouse_17_working	0.467	0.004
religion_spouse_19_orthodox	0.016	0.004
occ_spouse_15_sales	0.057	0.004
ind_spouse_15_information	0.01	0.004
logcost_health_bills_15	0.763	0.004
moved_15_yes	0.274	0.004
occ_spouse_17_officeadmin	0.073	0.004
ind_spouse_17_transportwarehouse	0.019	0.003
state_19_ms	0.01	0.003
state_17_wy	0.002	0.003
union_spouse_17_no	0.36	0.003
logcost_food_away_17	7.2	0.003
state_11_tx	0.059	0.003
state_17_ms	0.01	0.003
region_19_west	0.229	0.003
state_19_tx	0.069	0.003
logcost_health_15	7.1	0.003
occ_spouse_15_healthcareprac	0.026	0.003
state_15_ct	0.004	0.003
region_17_west	0.217	0.003
occ_self_15_softscience	0.014	0.003
occ_spouse_15_architectengineering	0.009	0.003
iscouple_17	0.632	0.002
state_17_nh	0.004	0.002
occ_self_11_transport	0.039	0.002
empstat_current_self_17_searching	0.028	0.002
occ_self_19_officeadmin	0.128	0.002
occ_self_13_military	0.007	0.002
moved_why_19_consother	0.089	0.002
state_13_nm	0.002	0.002
occ_spouse_11_food	0.013	0.002
state_13_wv	0.002	0.002
state_19_dc	0.003	0.002
state_19_ct	0.008	0.002
moved_why_13_consother	0.075	0.002
state_15_me	0.003	0.002
race_self_19_pacis	0.001	0.002
religion_self_13_orthodox	0.001	0.002
logcost_health_doctor_17	4.4	0.002
moved_19_yes	0.289	0.001
state_17_nc	0.035	0.001
empstat_current_spouse_17_searching	0.016	0.001
logcost_health_11	6.7	0.001
race_spouse_17_pacis	0.0	0.001
kids_und2_15	0.06	0.001
region_19_foreign	0.007	0.001
state_11_wy	0.001	0.001
logcost_health_doctor_13	4.7	0.001
occ_self_13_softscience	0.013	0.001
own_or_rent_15_rent	0.295	0.001
race_spouse_19_pacis	0.001	0.001
ind_spouse_19_otherservices	0.03	0.0
state_17_me	0.003	0.0
logcost_housing_utility_13	7.4	0.0
occ_self_13_healthcaresupport	0.016	0.0
moved_why_15_involuntary	0.036	0.0
ind_spouse_15_adminmilitary	0.03	0.0
occ_spouse_11_officeadmin	0.062	0.0
occ_self_19_compscimath	0.033	0.0
logcost_transport_insurance_11	6.7	0.0
state_13_dc	0.002	0.0
state_15_dc	0.002	0.0
moved_why_13_mixed	0.02	0.0
occ_spouse_13_healthcareprac	0.025	0.0
state_15_hi	0.0	-0.0
state_11_hi	0.0	-0.0
state_19_vt	0.001	-0.0
moved_why_11_mixed	0.028	-0.0
logcost_transport_leases_13	0.445	-0.0
kids_und2_17	0.075	-0.0
moved_why_17_consless	0.019	-0.0
religion_self_19_orthodox	0.023	-0.0
logcost_housing_furnishing_19	4.5	-0.0
empstat_current_spouse_11_laid off	0.002	-0.0
state_13_tx	0.058	-0.0
state_19_va	0.034	-0.0
ind_spouse_15_management	0.015	-0.0
ind_spouse_15_mining	0.002	-0.0
logcost_housing_tax_11	5.0	-0.0
empstat_current_spouse_15_student	0.007	-0.0
occ_self_15_transport	0.045	-0.0
empstat_current_spouse_17_student	0.007	-0.0
race_spouse_13_asian	0.023	-0.0
occ_spouse_19_legal	0.007	-0.001
state_19_la	0.006	-0.001
state_17_ct	0.006	-0.001
logcost_housing_insurance_17	4.2	-0.001
occ_self_13_transport	0.04	-0.001
ind_spouse_15_utilities	0.005	-0.001
state_17_tx	0.065	-0.001
logcost_housing_rent_19	3.4	-0.001
empstat_current_spouse_15_searching	0.013	-0.001
logcost_food_athome_11	8.3	-0.001
state_13_wy	0.002	-0.001
religion_self_17_orthodox	0.004	-0.001
moved_19_no	0.711	-0.001
race_self_17_pacis	0.001	-0.001
occ_spouse_11_softscience	0.009	-0.001
state_13_al	0.007	-0.002
logcost_food_athome_15	8.5	-0.002
religion_spouse_19_protestant	0.004	-0.002
moved_why_15_closertowork	0.017	-0.002
logcost_health_hospital_19	1.7	-0.002
moved_why_19_homeless	0.001	-0.002
logcost_housing_tax_15	4.8	-0.002
state_19_me	0.003	-0.002
religion_self_11_orthodox	0.001	-0.002
ind_spouse_17_DKNARefused	0.002	-0.002
logcost_recreation_19	5.3	-0.002
ind_spouse_19_profsciencetech	0.043	-0.002
occ_spouse_15_protective	0.011	-0.002
state_15_tx	0.061	-0.002
state_15_ky	0.013	-0.002
logwealth_homeequity_15	7.0	-0.002
logcost_transport_insurance_17	6.9	-0.002
ind_spouse_17_mining	0.002	-0.002
kids_und13_15	0.297	-0.003
ind_spouse_15_DKNARefused	0.002	-0.003
grewup_region_self_akhi	0.002	-0.003
state_11_wv	0.001	-0.003
ind_spouse_19_construction	0.037	-0.003
occ_spouse_19_businessfinance	0.032	-0.003
occ_spouse_13_DKNARefused	0.002	-0.003
kids_und18_15	0.388	-0.003
moved_why_13_consless	0.021	-0.003
moved_why_13_homeless	0.001	-0.003
ind_spouse_19_DKNARefused	0.002	-0.003
state_13_ky	0.013	-0.003
occ_spouse_13_architectengineering	0.008	-0.003
state_15_nm	0.002	-0.003
state_15_ok	0.009	-0.003
ind_spouse_17_adminmilitary	0.031	-0.003
religion_self_19_jewish	0.024	-0.003
religion_self_15_none	0.123	-0.003
logcost_food_13	8.8	-0.003
ind_spouse_17_retail	0.043	-0.003
state_19_wy	0.001	-0.004
region_11_akhi	0.002	-0.004
state_11_nc	0.031	-0.004
ind_spouse_17_otherservices	0.026	-0.004
region_15_foreign	0.005	-0.004
state_11_ak	0.001	-0.004
state_13_nc	0.031	-0.004
state_19_nc	0.036	-0.004
logcost_health_doctor_19	4.5	-0.004
occ_self_17_officeadmin	0.112	-0.004
logcost_transport_insurance_13	6.7	-0.004
logcost_transport_gas_11	7.3	-0.004
occ_self_11_softscience	0.011	-0.004
logcost_health_insurance_11	5.0	-0.004
occ_spouse_15_hardscience	0.008	-0.004
state_15_wi	0.014	-0.004
occ_self_15_farmfishforest	0.008	-0.004
occ_self_11_military	0.007	-0.004
moved_why_19_consneighbor	0.028	-0.004
occ_spouse_17_production	0.028	-0.004
logcost_food_deliver_13	0.718	-0.005
empstat_current_spouse_13_laid off	0.001	-0.005
occ_self_13_businessfinance	0.034	-0.005
occ_self_15_military	0.007	-0.005
state_15_al	0.007	-0.005
state_15_la	0.004	-0.005
state_13_hi	0.0	-0.005
religion_self_11_none	0.094	-0.005
occ_spouse_15_legal	0.006	-0.005
logcost_housing_utility_17	7.4	-0.005
moved_why_13_involuntary	0.04	-0.005
occ_self_13_farmfishforest	0.008	-0.005
logcost_transport_loans_11	2.3	-0.005
logcost_food_athome_13	8.4	-0.005
state_15_nc	0.031	-0.005
ind_spouse_17_utilities	0.005	-0.005
empstat_current_spouse_11_other	0.001	-0.005
state_17_ak	0.002	-0.005
empstat_current_spouse_19_laid off	0.002	-0.005
ind_spouse_19_retail	0.043	-0.005
occ_spouse_11_architectengineering	0.007	-0.005
moved_why_11_homeless	0.002	-0.005
occ_self_19_production	0.059	-0.005
state_11_la	0.005	-0.005
religion_self_13_none	0.106	-0.005
logcost_food_15	8.9	-0.005
state_11_ct	0.004	-0.005
logcost_health_bills_17	0.715	-0.005
state_11_dc	0.002	-0.005
moved_why_15_consless	0.02	-0.005
logcost_food_away_15	7.2	-0.005
state_13_ct	0.004	-0.005
ind_spouse_17_management	0.018	-0.005
occ_spouse_19_food	0.022	-0.005
occ_spouse_11_protective	0.01	-0.006
occ_spouse_15_food	0.013	-0.006
state_11_az	0.012	-0.006
occ_spouse_11_healthcaresupport	0.007	-0.006
ind_spouse_17_wholesale	0.018	-0.006
occ_self_19_DKNARefused	0.002	-0.006
region_13_foreign	0.004	-0.006
occ_spouse_11_farmfishforest	0.004	-0.006
occ_spouse_13_officeadmin	0.063	-0.006
occ_spouse_13_protective	0.011	-0.006
occ_self_17_transport	0.053	-0.006
race_self_15_amind	0.004	-0.006
occ_spouse_15_softscience	0.01	-0.006
kids_und13_13	0.319	-0.006
occ_spouse_13_softscience	0.009	-0.006
race_spouse_19_white	0.546	-0.006
moved_11_no	0.607	-0.006
moved_why_11_productive	0.017	-0.006
logwealth_homeequity_17	7.0	-0.007
religion_self_15_nonchristian	0.015	-0.007
grewup_region_self_west	0.164	-0.007
state_11_ky	0.014	-0.007
occ_self_17_farmfishforest	0.009	-0.007
state_13_me	0.003	-0.007
religion_self_17_other	0.004	-0.007
religion_self_15_other	0.004	-0.007
occ_self_17_healthcaresupport	0.025	-0.007
race_self_15_pacis	0.001	-0.007
ind_spouse_19_wholesale	0.019	-0.007
logcost_housing_utility_19	7.5	-0.007
state_13_nv	0.009	-0.007
grewup_region_spouse_13_akhi	0.002	-0.007
mightmove_13_yes	0.274	-0.007
grewup_region_spouse_15_akhi	0.002	-0.007
region_13_west	0.194	-0.007
region_15_akhi	0.002	-0.007
state_13_ak	0.002	-0.007
state_15_ak	0.002	-0.007
mightmove_11_yes	0.287	-0.007
state_11_al	0.007	-0.007
ind_spouse_15_transportwarehouse	0.018	-0.008
occ_self_13_repair	0.027	-0.008
moved_why_19_consless	0.015	-0.008
occ_self_13_food	0.025	-0.008
logcost_housing_furnishing_11	4.6	-0.008
religion_spouse_11_orthodox	0.001	-0.008
logcost_health_13	7.0	-0.008
occ_self_19_military	0.007	-0.008
occ_self_17_food	0.034	-0.008
occ_self_15_healthcaresupport	0.019	-0.008
occ_self_11_janitors	0.022	-0.008
state_11_me	0.003	-0.008
occ_spouse_11_military	0.004	-0.008
moved_why_19_mixed	0.026	-0.008
region_13_akhi	0.002	-0.008
occ_self_11_healthcaresupport	0.015	-0.008
moved_why_11_consother	0.068	-0.008
logcost_housing_insurance_15	4.2	-0.008
occ_spouse_17_compscimath	0.016	-0.008
occ_spouse_15_military	0.004	-0.008
own_or_rent_17_own	0.598	-0.008
state_15_va	0.032	-0.009
logcost_health_doctor_15	4.5	-0.009
occ_self_13_management	0.071	-0.009
religion_spouse_19_nonchristian	0.023	-0.009
region_17_akhi	0.002	-0.009
occ_spouse_17_protective	0.01	-0.009
kids_und13_11	0.337	-0.009
empstat_current_self_19_housespouse	0.007	-0.009
logincome_wagerate_spouse_11	1.8	-0.009
occ_spouse_17_food	0.017	-0.009
occ_self_17_military	0.006	-0.009
occ_self_15_management	0.074	-0.009
occ_self_17_DKNARefused	0.002	-0.009
occ_spouse_11_hardscience	0.005	-0.009
religion_self_11_nonchristian	0.014	-0.009
state_13_nh	0.002	-0.009
state_17_ky	0.017	-0.009
occ_spouse_11_legal	0.005	-0.009
moved_why_13_productive	0.022	-0.009
occ_spouse_15_DKNARefused	0.002	-0.01
logwealth_15	11.1	-0.01
occ_spouse_13_constructionextraction	0.02	-0.01
empstat_current_spouse_17_disabled	0.015	-0.01
ind_spouse_15_retail	0.038	-0.01
grewup_region_spouse_11_akhi	0.002	-0.01
state_17_nv	0.01	-0.01
occ_spouse_13_production	0.023	-0.01
region_11_west	0.197	-0.01
occ_spouse_17_transport	0.024	-0.01
logcost_health_hospital_15	1.5	-0.01
state_17_hi	0.0	-0.01
occ_spouse_13_hardscience	0.007	-0.01
moved_why_15_homeless	0.002	-0.01
state_11_wa	0.022	-0.01
moved_why_15_consneighbor	0.025	-0.01
state_17_va	0.033	-0.01
ind_spouse_19_accomodationsfood	0.028	-0.01
occ_spouse_19_DKNARefused	0.001	-0.01
state_17_wa	0.024	-0.01
ind_spouse_17_farmfishforest	0.011	-0.01
ind_spouse_19_utilities	0.007	-0.01
logincome_labor_spouse_11	6.2	-0.011
moved_why_17_closertowork	0.016	-0.011
region_15_west	0.2	-0.011
logcost_trips_15	5.5	-0.011
occ_self_13_DKNARefused	0.002	-0.011
logcost_transport_repair_15	6.6	-0.011
occ_self_19_transport	0.067	-0.011
occ_spouse_13_businessfinance	0.021	-0.011
logcost_health_rx_15	4.1	-0.011
state_19_nm	0.002	-0.011
region_11_foreign	0.006	-0.011
religion_spouse_19_jewish	0.014	-0.011
state_19_nv	0.01	-0.011
moved_13_yes	0.27	-0.011
occ_self_15_DKNARefused	0.002	-0.012
occ_self_11_DKNARefused	0.001	-0.012
occ_spouse_19_protective	0.011	-0.012
region_17_foreign	0.006	-0.012
occ_spouse_13_military	0.004	-0.012
occ_self_11_farmfishforest	0.007	-0.012
occ_spouse_11_production	0.024	-0.012
moved_why_17_consneighbor	0.024	-0.012
occ_spouse_19_constructionextraction	0.029	-0.012
state_13_va	0.032	-0.012
occ_spouse_17_legal	0.007	-0.012
state_11_nm	0.002	-0.012
occ_spouse_19_transport	0.028	-0.012
state_11_nv	0.009	-0.012
state_11_nh	0.003	-0.012
empstat_current_spouse_11_searching	0.022	-0.012
logcost_housing_insurance_11	4.3	-0.013
moved_why_15_mixed	0.018	-0.013
occ_self_19_farmfishforest	0.01	-0.013
occ_spouse_15_businessfinance	0.023	-0.013
state_19_ky	0.017	-0.013
logwealth_other_11	10.2	-0.013
religion_spouse_15_nonchristian	0.011	-0.013
state_19_wa	0.025	-0.013
state_13_sc	0.017	-0.013
occ_spouse_13_farmfishforest	0.004	-0.013
occ_spouse_17_constructionextraction	0.026	-0.014
state_15_sd	0.003	-0.014
grewup_region_spouse_11_south	0.12	-0.014
ind_spouse_15_construction	0.027	-0.014
occ_spouse_11_compscimath	0.011	-0.014
state_11_sc	0.018	-0.014
logcost_transport_downpayment_13	1.6	-0.014
moved_why_19_involuntary	0.033	-0.014
occ_spouse_15_constructionextraction	0.023	-0.014
occ_self_17_pcareservice	0.028	-0.014
state_17_mt	0.001	-0.014
occ_spouse_19_farmfishforest	0.005	-0.014
state_13_sd	0.003	-0.014
logcost_housing_repairs_15	4.2	-0.014
state_15_nv	0.009	-0.014
religion_self_13_nonchristian	0.013	-0.014
kids_und18_13	0.425	-0.014
state_13_la	0.005	-0.014
occ_self_11_food	0.025	-0.014
ind_spouse_17_accomodationsfood	0.023	-0.014
empstat_current_self_11_disabled	0.004	-0.014
empstat_current_spouse_15_disabled	0.011	-0.014
state_19_sc	0.02	-0.014
grewup_region_spouse_13_south	0.127	-0.014
state_19_ri	0.001	-0.014
logcost_housing_furnishing_13	4.5	-0.015
logcost_housing_tax_13	4.8	-0.015
empstat_19_searching	0.005	-0.015
religion_spouse_11_nonchristian	0.011	-0.015
state_13_wi	0.014	-0.015
state_17_or	0.02	-0.015
state_17_ri	0.001	-0.015
logcost_recreation_17	5.4	-0.015
logcost_housing_repairs_17	4.1	-0.015
state_19_mt	0.001	-0.015
empstat_current_self_19_searching	0.005	-0.015
ind_spouse_15_accomodationsfood	0.018	-0.015
state_11_va	0.031	-0.015
ind_spouse_17_construction	0.033	-0.015
state_17_wi	0.014	-0.015
state_11_wi	0.014	-0.015
religion_self_19_other	0.002	-0.015
religion_spouse_17_nonchristian	0.025	-0.015
empstat_current_self_17_disabled	0.005	-0.015
occ_spouse_17_military	0.002	-0.015
occ_self_15_arts	0.017	-0.016
race_spouse_15_amind	0.003	-0.016
logcost_recreation_11	5.4	-0.016
own_or_rent_15_neither	0.029	-0.016
occ_spouse_15_repair	0.015	-0.016
logcost_health_rx_13	4.3	-0.016
state_19_ak	0.002	-0.016
occ_spouse_15_production	0.023	-0.016
state_13_mt	0.001	-0.016
union_spouse_13_no	0.294	-0.016
religion_spouse_15_other	0.003	-0.016
logcost_recreation_15	5.5	-0.016
empstat_current_spouse_11_disabled	0.01	-0.016
state_13_or	0.019	-0.016
logcost_food_away_13	7.0	-0.016
religion_spouse_13_nonchristian	0.01	-0.016
state_15_or	0.02	-0.016
state_17_az	0.017	-0.016
state_19_co	0.025	-0.016
state_17_nm	0.001	-0.016
state_19_id	0.001	-0.016
moved_why_13_consmore	0.04	-0.016
logcost_housing_furnishing_17	4.5	-0.016
occ_spouse_17_businessfinance	0.026	-0.017
state_13_id	0.002	-0.017
state_15_id	0.002	-0.017
state_17_id	0.002	-0.017
empstat_current_spouse_13_searching	0.016	-0.017
occ_spouse_17_DKNARefused	0.002	-0.017
mightmove_17_no	0.622	-0.017
state_17_sd	0.003	-0.017
state_19_sd	0.003	-0.017
moved_13_no	0.61	-0.017
moved_11_yes	0.278	-0.017
state_17_sc	0.019	-0.017
state_13_ri	0.001	-0.017
state_15_ri	0.001	-0.017
occ_spouse_17_repair	0.019	-0.017
state_13_wa	0.023	-0.017
grewup_region_self_south	0.246	-0.018
religion_self_11_other	0.009	-0.018
state_19_wi	0.015	-0.018
mightmove_11_no	0.581	-0.018
state_11_pa	0.045	-0.018
occ_spouse_13_legal	0.006	-0.018
race_spouse_17_white	0.489	-0.018
state_15_az	0.013	-0.018
race_spouse_13_amind	0.003	-0.018
race_spouse_19_amind	0.004	-0.018
race_spouse_17_amind	0.004	-0.018
occ_spouse_15_farmfishforest	0.005	-0.019
state_13_mo	0.024	-0.019
state_15_mt	0.001	-0.019
religion_spouse_17_other	0.003	-0.019
state_15_mi	0.032	-0.019
occ_spouse_19_production	0.032	-0.019
occ_self_19_management	0.101	-0.019
ind_spouse_17_profsciencetech	0.038	-0.019
state_15_sc	0.017	-0.019
state_19_or	0.021	-0.019
logcost_trips_11	5.3	-0.019
empstat_current_spouse_15_working	0.41	-0.019
state_11_ri	0.001	-0.019
state_19_az	0.017	-0.019
state_15_wa	0.023	-0.02
occ_spouse_19_military	0.003	-0.02
religion_self_13_other	0.009	-0.02
state_11_id	0.002	-0.02
logcost_food_11	8.8	-0.02
state_15_mo	0.022	-0.02
state_13_az	0.013	-0.02
state_11_mt	0.002	-0.02
own_or_rent_15_own	0.561	-0.02
state_17_nd	0.002	-0.02
state_19_nd	0.002	-0.02
state_17_mo	0.023	-0.02
logcost_health_hospital_13	1.6	-0.02
occ_spouse_13_repair	0.015	-0.02
logwealth_11	10.9	-0.021
moved_why_11_consmore	0.048	-0.021
occ_spouse_15_transport	0.023	-0.021
state_11_nd	0.002	-0.021
state_13_nd	0.002	-0.021
logwealth_other_15	10.3	-0.021
ind_spouse_15_profsciencetech	0.033	-0.021
empstat_19_student	0.001	-0.021
state_13_pa	0.044	-0.021
empstat_current_self_13_disabled	0.004	-0.021
own_or_rent_11_neither	0.027	-0.021
own_or_rent_13_neither	0.032	-0.021
logwealth_17	11.1	-0.021
state_19_mo	0.025	-0.021
state_11_ks	0.006	-0.021
state_19_hi	0.001	-0.021
occ_spouse_11_transport	0.023	-0.021
occ_spouse_17_management	0.056	-0.021
race_spouse_11_amind	0.003	-0.021
state_17_co	0.022	-0.022
occ_self_17_management	0.088	-0.022
occ_self_13_arts	0.015	-0.022
ind_spouse_15_wholesale	0.014	-0.022
occ_self_15_food	0.029	-0.022
occ_spouse_17_farmfishforest	0.005	-0.022
kids_und2_11	0.076	-0.022
logwealth_19	11.2	-0.022
logcost_clothing_11	6.6	-0.022
logcost_clothing_15	6.6	-0.022
state_15_pa	0.044	-0.022
state_15_nh	0.002	-0.022
empstat_current_spouse_13_working	0.389	-0.022
ind_spouse_13_wholesale	0.013	-0.022
occ_spouse_11_constructionextraction	0.019	-0.023
empstat_current_spouse_19_disabled	0.01	-0.023
occ_self_11_officeadmin	0.093	-0.023
religion_spouse_11_none	0.235	-0.023
mightmove_19_no	0.653	-0.023
occ_spouse_19_repair	0.017	-0.023
state_11_mi	0.033	-0.023
union_spouse_15_no	0.316	-0.023
empstat_current_self_19_disabled	0.003	-0.023
state_11_co	0.022	-0.023
state_11_mo	0.024	-0.023
state_13_co	0.022	-0.024
logcost_clothing_13	6.5	-0.024
state_17_pa	0.045	-0.024
state_15_nd	0.002	-0.024
state_13_mi	0.032	-0.025
state_15_co	0.021	-0.025
logcost_health_bills_13	0.788	-0.025
occ_self_17_arts	0.024	-0.025
occ_self_15_officeadmin	0.104	-0.025
religion_spouse_13_other	0.007	-0.025
region_19_akhi	0.003	-0.025
iscouple_15	0.546	-0.026
logcost_health_hospital_11	1.8	-0.026
union_spouse_11_no	0.274	-0.026
grewup_region_spouse_13_west	0.086	-0.026
logcost_housing_insurance_13	4.2	-0.026
religion_spouse_17_none	0.349	-0.026
occ_self_19_food	0.043	-0.026
state_11_or	0.019	-0.027
religion_spouse_11_other	0.007	-0.027
logcost_health_bills_11	0.716	-0.027
logwealth_other_17	10.4	-0.027
occ_spouse_13_transport	0.02	-0.027
religion_self_17_nonchristian	0.031	-0.027
ind_spouse_19_farmfishforest	0.01	-0.027
moved_why_11_consless	0.019	-0.027
state_11_sd	0.003	-0.027
state_15_ar	0.018	-0.028
state_15_ne	0.008	-0.028
mightmove_13_no	0.588	-0.028
moved_15_no	0.611	-0.029
state_11_ne	0.008	-0.029
empstat_current_spouse_11_working	0.37	-0.029
religion_spouse_13_none	0.262	-0.029
own_or_rent_11_own	0.581	-0.029
religion_spouse_19_none	0.294	-0.029
state_19_pa	0.045	-0.029
occ_self_11_arts	0.014	-0.03
state_19_ks	0.005	-0.03
state_17_ar	0.019	-0.03
state_19_ar	0.019	-0.03
empstat_current_self_19_student	0.006	-0.03
ind_spouse_17_manufacturing	0.058	-0.031
logcost_recreation_13	5.4	-0.031
empstat_current_self_15_disabled	0.008	-0.031
state_13_ar	0.019	-0.031
state_15_oh	0.034	-0.031
religion_self_19_nonchristian	0.033	-0.031
occ_self_19_arts	0.027	-0.031
state_17_oh	0.034	-0.031
occ_self_13_officeadmin	0.095	-0.031
own_or_rent_19_neither	0.03	-0.032
state_17_mi	0.036	-0.032
religion_spouse_15_none	0.292	-0.032
grewup_region_spouse_11_west	0.084	-0.032
empstat_current_spouse_13_disabled	0.01	-0.032
occ_spouse_19_management	0.063	-0.032
mightmove_15_no	0.572	-0.032
occ_self_17_sales	0.073	-0.032
iscouple_13	0.516	-0.032
moved_17_no	0.654	-0.032
state_13_ne	0.008	-0.032
state_13_ks	0.006	-0.033
empstat_current_spouse_13_retired	0.028	-0.033
own_or_rent_17_neither	0.03	-0.033
occ_spouse_11_repair	0.017	-0.033
iscouple_11	0.499	-0.033
state_19_mi	0.036	-0.033
logcost_housing_repairs_11	4.2	-0.033
state_13_oh	0.035	-0.033
state_11_oh	0.036	-0.034
occ_spouse_15_management	0.044	-0.034
state_19_oh	0.032	-0.034
religion_spouse_17_protestant	0.295	-0.034
occ_self_13_education	0.041	-0.034
empstat_current_spouse_19_retired	0.058	-0.034
logwealth_homeequity_11	6.9	-0.034
occ_self_19_education	0.056	-0.035
logwealth_other_19	10.4	-0.035
state_17_ks	0.006	-0.035
state_11_in	0.026	-0.035
logwealth_homeequity_13	6.8	-0.035
ind_spouse_15_farmfishforest	0.01	-0.036
state_19_in	0.027	-0.036
state_11_ar	0.018	-0.036
race_spouse_15_white	0.446	-0.036
race_self_19_white	0.747	-0.036
state_15_ks	0.007	-0.037
empstat_current_spouse_15_retired	0.036	-0.037
state_17_ne	0.012	-0.037
occ_spouse_11_management	0.044	-0.038
ind_spouse_15_manufacturing	0.052	-0.038
occ_self_11_education	0.036	-0.038
state_19_ne	0.012	-0.038
occ_self_17_education	0.05	-0.038
own_or_rent_13_own	0.562	-0.038
occ_self_19_sales	0.083	-0.038
sex_spouse_19_male	0.31	-0.039
occ_self_15_education	0.043	-0.039
ind_spouse_19_manufacturing	0.061	-0.039
empstat_current_spouse_17_retired	0.043	-0.039
empstat_current_self_17_housespouse	0.021	-0.04
state_15_in	0.027	-0.04
occ_spouse_13_management	0.046	-0.041
empstat_current_self_11_retired	0.012	-0.042
logwealth_other_13	10.3	-0.042
logcost_food_away_11	7.0	-0.043
state_17_in	0.027	-0.043
state_13_in	0.027	-0.045
logwealth_13	10.9	-0.046
race_spouse_13_white	0.423	-0.047
empstat_current_self_13_housespouse	0.026	-0.047
sex_spouse_17_male	0.278	-0.047
race_spouse_11_white	0.414	-0.048
empstat_current_spouse_11_retired	0.022	-0.048
empstat_current_self_13_retired	0.012	-0.05
occ_self_11_sales	0.082	-0.05
state_17_ia	0.019	-0.05
sex_female	0.476	-0.05
sex_self_19_female	0.476	-0.05
race_self_17_white	0.668	-0.05
state_11_ia	0.018	-0.05
religion_self_17_protestant	0.418	-0.05
empstat_current_self_15_retired	0.019	-0.051
religion_spouse_15_protestant	0.27	-0.051
religion_spouse_11_protestant	0.246	-0.051
sex_self_17_female	0.424	-0.051
religion_spouse_13_protestant	0.253	-0.052
empstat_current_self_19_retired	0.024	-0.052
state_19_ia	0.019	-0.052
empstat_17_retired	0.014	-0.052
state_13_ia	0.019	-0.054
occ_self_19_pcareservice	0.033	-0.055
state_15_ia	0.019	-0.055
empstat_current_self_11_housespouse	0.03	-0.056
religion_self_11_protestant	0.334	-0.057
occ_self_13_sales	0.084	-0.057
empstat_current_self_15_housespouse	0.025	-0.057
occ_self_15_sales	0.09	-0.058
race_self_15_white	0.604	-0.059
race_self_11_white	0.54	-0.06
religion_self_13_protestant	0.353	-0.06
religion_self_15_protestant	0.378	-0.062
sex_spouse_15_male	0.245	-0.063
grewup_region_spouse_11_northcentral	0.124	-0.066
grewup_region_spouse_15_northcentral	0.133	-0.066
empstat_current_self_17_retired	0.024	-0.066
race_self_13_white	0.565	-0.067
grewup_region_self_northcentral	0.236	-0.067
grewup_region_spouse_13_northcentral	0.125	-0.068
time_housework_self_15	9.9	-0.07
sex_self_15_female	0.371	-0.076
region_15_northcentral	0.2	-0.077
iswf_11	0.227	-0.08
region_11_northcentral	0.206	-0.082
region_13_northcentral	0.203	-0.085
region_17_northcentral	0.213	-0.086
hourlystatus_self_19_other	0.114	-0.087
region_19_northcentral	0.214	-0.087

And here’s something similar when the selection criteria is a positive response to the question about typical round trip commute time:

Results look qualitatively similar for the most positively correlated variables. On the negative correlation side of things, the effect of living in the midwest is more obvious, and the retail industry and food service occupations are now more negatively correlated. (Speculation: teenagers?)

Click for full list of correlations.

Variable Name	Mean	Correlation
time_commute_self_19	42.8	1.0
time_commute_self_17	41.0	0.524
time_commute_self_15	39.7	0.459
time_commute_self_11	39.2	0.426
time_commute_self_13	38.5	0.412
time_commute_spouse_19	22.7	0.166
cost_transport_bustrain_17	109.3	0.165
cost_transport_bustrain_19	129.5	0.158
cost_transport_bustrain_13	111.4	0.155
cost_transport_bustrain_11	108.5	0.139
cost_transport_bustrain_15	110.9	0.128
cost_transport_gas_19	2324.9	0.123
income_labor_self_15	49639.1	0.12
cost_total_19	58089.7	0.119
income_labor_self_19	55912.3	0.117
income_labor_self_17	51791.9	0.116
cost_transport_gas_17	2215.3	0.11
cost_total_with_rent_value_19	61736.9	0.11
income_labor_self_11	44150.3	0.11
time_commute_spouse_17	23.6	0.107
cost_housing_19	23210.2	0.107
income_wagerate_self_15	25.1	0.106
income_wagerate_self_17	26.4	0.105
time_commute_spouse_13	23.1	0.101
cost_housing_tax_19	2244.3	0.1
income_wagerate_self_19	28.5	0.1
income_wagerate_self_13	24.4	0.096
time_commute_spouse_11	25.1	0.095
cost_housing_mortgage_19	6426.8	0.09
cost_housing_tax_17	1980.5	0.09
income_labor_self_13	47343.6	0.088
time_work_annual_self_15	1868.7	0.087
income_wagerate_self_11	23.0	0.086
cost_transport_gas_15	2469.9	0.084
cost_housing_17	21769.6	0.082
time_commute_spouse_15	23.5	0.082
cost_housing_13	21092.6	0.082
income_familytotal_19	106220.6	0.08
cost_transport_19	11358.2	0.079
cost_transport_17	10753.6	0.077
cost_transport_gas_13	3114.7	0.076
home_rent_value_17	11480.7	0.076
hourlystatus_self_17_salaried	0.291	0.076
cost_transport_repair_19	881.0	0.076
cost_transport_11	11115.7	0.075
cost_food_19	10747.8	0.075
time_work_annual_self_19	1952.0	0.074
cost_trips_19	2439.8	0.074
home_rent_value_19	12318.3	0.073
time_work_annual_self_17	1887.2	0.073
time_work_prevyear_self_15	41.5	0.072
hourlystatus_self_19_salaried	0.332	0.071
ind_self_19_construction	0.063	0.07
cost_housing_insurance_19	786.4	0.069
cost_childcare_17	699.5	0.068
cost_transport_repair_17	910.9	0.068
cost_food_away_19	3229.3	0.068
workweeks_self_15	43.9	0.068
income_familytotal_17	98868.4	0.067
time_work_self_17	37.3	0.067
time_work_prevyear_self_19	42.2	0.067
time_work_annual_self_11	1792.7	0.066
grewup_state_spouse_19_ny	0.04	0.063
hourlystatus_self_15_salaried	0.26	0.061
ind_self_15_construction	0.045	0.059
time_work_prevyear_self_17	41.3	0.059
grewup_region_spouse_19_northeast	0.123	0.058
ind_self_17_construction	0.054	0.057
time_housework_spouse_17	9.2	0.056
grewup_size_spouse_19_bigcity	0.222	0.056
time_shopping_spouse_17	2.7	0.056
grewup_size_spouse_17_bigcity	0.197	0.054
time_work_annual_self_13	1842.6	0.054
time_work_self_19	37.2	0.052
grewup_state_spouse_15_ny	0.033	0.052
grewup_state_spouse_17_ny	0.036	0.052
time_housework_spouse_19	9.0	0.051
ind_self_13_construction	0.037	0.051
hourlystatus_self_13_salaried	0.239	0.051
workweeks_self_11	42.2	0.05
workweeks_self_17	44.5	0.048
ind_self_19_profsciencetech	0.062	0.048
hourlystatus_self_11_salaried	0.225	0.048
ind_self_19_financeinsurance	0.05	0.048
grewup_region_spouse_19_foreign	0.127	0.048
time_housework_spouse_11	9.6	0.048
hourlystatus_self_19_hourlypluscomm	0.003	0.048
workweeks_self_13	43.3	0.047
time_work_prevyear_self_11	41.0	0.046
grewup_region_spouse_17_northeast	0.111	0.046
ind_self_17_financeinsurance	0.044	0.045
time_pcare_spouse_19	5.4	0.045
grewup_region_spouse_17_foreign	0.111	0.044
grewup_state_spouse_13_ny	0.031	0.044
ind_self_15_financeinsurance	0.04	0.044
ind_self_11_construction	0.035	0.044
grewup_size_self_bigcity	0.336	0.044
grewup_state_spouse_11_ny	0.03	0.042
grewup_region_spouse_15_northeast	0.104	0.042
time_childcare_spouse_19	8.2	0.041
workweeks_self_19	45.9	0.041
grewup_size_spouse_15_bigcity	0.163	0.04
ind_self_13_financeinsurance	0.036	0.038
time_childcare_spouse_17	8.5	0.038
grewup_state_self_ny	0.059	0.038
hourlystatus_spouse_19_salaried	0.214	0.035
time_housework_spouse_15	8.7	0.035
grewup_state_self_ma	0.028	0.034
ind_spouse_11_financeinsurance	0.022	0.034
income_wagerate_spouse_15	15.7	0.033
time_work_prevyear_self_13	41.5	0.033
ind_self_19_transportwarehouse	0.045	0.033
ind_self_11_financeinsurance	0.035	0.033
vacationdays_self_13	1.7	0.033
empstat_17_other	0.001	0.033
ind_spouse_13_education	0.048	0.032
time_pcare_spouse_17	5.4	0.032
ind_self_19_management	0.036	0.032
time_shopping_spouse_19	2.7	0.03
daycare_17_yes	0.075	0.03
grewup_size_spouse_11_bigcity	0.151	0.03
ind_self_15_profsciencetech	0.049	0.029
hourlystatus_self_19_salpluscomm	0.009	0.029
grewup_state_spouse_19_ga	0.008	0.029
grewup_state_spouse_15_ut	0.008	0.029
grewup_size_spouse_13_bigcity	0.156	0.029
sizeworkplace_self_13	984.1	0.029
ind_self_17_profsciencetech	0.058	0.028
grewup_state_spouse_11_vt	0.0	0.028
grewup_state_spouse_13_vt	0.0	0.028
ind_self_11_manufacturing	0.076	0.028
grewup_state_spouse_19_ma	0.02	0.027
empstat_17_working	0.823	0.027
ind_self_13_management	0.021	0.027
grewup_state_spouse_17_ut	0.009	0.027
grewup_state_spouse_11_dc	0.001	0.027
ind_self_13_manufacturing	0.081	0.027
grewup_state_spouse_17_ma	0.017	0.027
time_housework_spouse_13	9.2	0.026
grewup_state_self_ut	0.01	0.026
grewup_state_spouse_13_dc	0.001	0.026
grewup_state_spouse_19_ut	0.01	0.026
daycare_19_yes	0.075	0.026
hourlystatus_spouse_17_other	0.045	0.026
ind_spouse_13_financeinsurance	0.023	0.025
hourlystatus_spouse_13_other	0.038	0.025
hourlystatus_self_11_salpluscomm	0.007	0.025
time_volunteering_spouse_17	0.835	0.025
ind_self_15_utilities	0.008	0.025
grewup_state_spouse_17_dc	0.001	0.024
grewup_state_spouse_13_ut	0.008	0.024
ind_self_17_transportwarehouse	0.035	0.024
grewup_state_spouse_13_ma	0.016	0.024
grewup_state_spouse_13_nh	0.001	0.024
grewup_state_spouse_11_ut	0.009	0.024
grewup_state_spouse_15_dc	0.001	0.023
ind_self_19_information	0.019	0.023
workweeks_spouse_19	26.5	0.023
grewup_state_spouse_19_nj	0.02	0.023
grewup_state_spouse_19_dc	0.001	0.023
grewup_state_spouse_15_vt	0.0	0.023
hourlystatus_spouse_19_other	0.052	0.023
grewup_state_spouse_11_ga	0.006	0.023
ind_self_13_utilities	0.007	0.023
income_wagerate_spouse_17	15.9	0.022
income_labor_spouse_19	32778.4	0.021
ind_spouse_11_realestate	0.006	0.021
grewup_state_spouse_11_ma	0.015	0.021
grewup_state_spouse_19_fl	0.015	0.021
ind_self_11_mining	0.003	0.021
grewup_state_spouse_15_ma	0.016	0.02
sizeworkplace_spouse_19	1070.0	0.02
time_work_prevyear_spouse_15	39.7	0.02
ind_self_15_manufacturing	0.089	0.02
ind_self_19_utilities	0.011	0.02
grewup_state_self_ga	0.011	0.02
hourlystatus_self_15_salpluscomm	0.009	0.02
grewup_state_self_ca	0.083	0.02
ind_self_17_mining	0.004	0.019
vacationdays_self_19	1.8	0.019
income_labor_spouse_15	30169.4	0.019
income_wagerate_spouse_19	17.0	0.019
ind_self_17_utilities	0.009	0.018
income_labor_spouse_17	30616.5	0.018
time_education_spouse_17	1.0	0.018
grewup_state_spouse_17_il	0.018	0.018
grewup_state_spouse_13_ga	0.006	0.018
ind_self_19_arts	0.018	0.018
empstat_19_working	0.896	0.018
grewup_state_self_dc	0.002	0.017
grewup_state_self_il	0.029	0.017
hourlystatus_spouse_17_salaried	0.185	0.017
ind_self_11_utilities	0.007	0.017
grewup_state_spouse_17_fl	0.013	0.017
empstat_current_self_11_laid off	0.002	0.017
ind_self_11_adminmilitary	0.047	0.017
ind_self_15_mining	0.004	0.017
hourlystatus_spouse_15_salaried	0.171	0.017
grewup_state_spouse_17_ak	0.001	0.017
ind_self_19_mining	0.005	0.017
grewup_state_spouse_19_il	0.019	0.017
grewup_state_spouse_17_vt	0.0	0.017
grewup_state_spouse_19_vt	0.0	0.017
ind_self_11_profsciencetech	0.041	0.017
grewup_state_spouse_13_ak	0.001	0.016
ind_spouse_13_profsciencetech	0.027	0.016
hourlystatus_self_11_hourlypluscomm	0.004	0.016
ind_self_13_mining	0.004	0.016
grewup_state_spouse_15_al	0.006	0.016
grewup_state_spouse_17_ga	0.007	0.016
sizeworkplace_self_19	775.8	0.015
workweeks_spouse_15	26.9	0.015
ind_self_13_profsciencetech	0.042	0.015
grewup_state_spouse_11_ok	0.005	0.015
grewup_state_spouse_19_ak	0.001	0.015
grewup_state_spouse_15_ak	0.001	0.015
grewup_state_spouse_11_nh	0.001	0.014
grewup_state_spouse_13_al	0.006	0.014
hourlystatus_spouse_13_salaried	0.158	0.014
ind_self_15_transportwarehouse	0.032	0.014
ind_spouse_13_realestate	0.006	0.014
ind_self_11_transportwarehouse	0.026	0.014
time_work_spouse_19	21.3	0.014
empstat_11_laid off	0.004	0.014
ind_self_17_information	0.017	0.014
workweeks_spouse_17	26.6	0.014
sizeworkplace_self_17	791.6	0.014
ind_self_15_information	0.015	0.013
ind_self_13_information	0.015	0.013
grewup_state_spouse_19_ok	0.006	0.013
ind_spouse_11_information	0.01	0.013
ind_self_15_adminmilitary	0.051	0.013
ind_spouse_11_otherservices	0.021	0.013
empstat_11_working	0.617	0.013
ind_self_15_management	0.025	0.013
grewup_state_spouse_17_tx	0.024	0.012
ind_spouse_11_arts	0.007	0.012
ind_spouse_11_education	0.044	0.012
grewup_state_spouse_17_nh	0.001	0.012
grewup_state_spouse_11_nj	0.016	0.012
grewup_state_spouse_15_ga	0.006	0.012
grewup_state_spouse_19_tx	0.027	0.012
empstat_19_laid off	0.006	0.012
grewup_state_spouse_15_fl	0.01	0.012
grewup_state_self_id	0.002	0.012
grewup_state_self_al	0.008	0.012
grewup_state_spouse_11_fl	0.008	0.012
grewup_state_spouse_11_al	0.005	0.012
empstat_15_searching	0.036	0.012
empstat_current_self_15_working	0.667	0.012
grewup_state_spouse_17_nj	0.018	0.012
ind_self_17_management	0.03	0.012
empstat_current_self_11_working	0.566	0.012
grewup_state_spouse_15_nj	0.018	0.012
hourlystatus_self_13_salpluscomm	0.008	0.012
grewup_state_spouse_13_ok	0.004	0.012
hourlystatus_self_17_salpluscomm	0.009	0.011
time_education_spouse_19	0.979	0.011
daycare_13_yes	0.067	0.011
time_leisure_spouse_19	10.2	0.011
grewup_state_spouse_19_nh	0.001	0.011
time_work_annual_spouse_19	1111.0	0.011
grewup_state_spouse_13_id	0.001	0.011
empstat_13_working	0.656	0.01
grewup_state_spouse_17_wv	0.002	0.01
empstat_current_self_11_disabled	0.004	0.01
empstat_11_disabled	0.004	0.01
grewup_state_spouse_11_id	0.001	0.01
empstat_11_other	0.002	0.01
grewup_state_spouse_17_al	0.006	0.01
empstat_19_disabled	0.006	0.01
ind_self_13_adminmilitary	0.05	0.01
grewup_state_spouse_11_ak	0.001	0.01
grewup_state_self_vt	0.0	0.01
grewup_size_self_other	0.028	0.01
empstat_17_laid off	0.004	0.009
ind_spouse_13_health	0.059	0.009
grewup_state_spouse_17_wy	0.0	0.009
grewup_state_self_md	0.013	0.009
grewup_state_self_mt	0.001	0.009
ind_self_13_transportwarehouse	0.028	0.009
grewup_state_spouse_13_wv	0.002	0.008
hourlystatus_spouse_11_hourlypluscomm	0.002	0.008
empstat_current_self_13_working	0.609	0.008
ind_spouse_11_DKNARefused	0.002	0.008
hourlystatus_spouse_11_salaried	0.153	0.008
sizeworkplace_self_11	10661.1	0.008
sizeworkplace_self_15	911.3	0.008
grewup_state_spouse_15_wv	0.001	0.008
grewup_state_spouse_19_wy	0.0	0.008
grewup_state_spouse_19_wv	0.002	0.008
grewup_state_spouse_11_mn	0.007	0.007
ind_self_17_arts	0.014	0.007
grewup_state_spouse_13_tx	0.021	0.007
income_wagerate_spouse_13	15.5	0.007
grewup_state_spouse_17_ok	0.006	0.007
grewup_state_self_tx	0.04	0.007
grewup_state_spouse_13_fl	0.009	0.007
grewup_state_self_hi	0.001	0.007
daycare_11_yes	0.072	0.007
grewup_state_spouse_13_ca	0.038	0.007
grewup_state_spouse_11_tx	0.019	0.007
grewup_state_self_nj	0.03	0.006
grewup_state_spouse_19_de	0.0	0.006
empstat_15_laid off	0.003	0.006
empstat_13_other	0.001	0.006
grewup_state_self_az	0.011	0.006
empstat_current_self_17_laid off	0.003	0.006
ind_self_17_manufacturing	0.102	0.005
ind_spouse_11_health	0.057	0.005
grewup_state_spouse_15_ca	0.041	0.005
vacationdays_self_15	2.0	0.005
grewup_region_spouse_19_akhi	0.001	0.005
grewup_state_spouse_15_tx	0.022	0.005
grewup_state_spouse_17_ca	0.046	0.005
empstat_current_self_15_student	0.01	0.005
ind_spouse_13_otherservices	0.019	0.005
grewup_state_spouse_11_ca	0.035	0.005
ind_self_11_information	0.017	0.005
ind_spouse_13_arts	0.007	0.005
grewup_state_spouse_19_al	0.006	0.005
grewup_state_spouse_11_wy	0.0	0.004
grewup_state_spouse_13_wy	0.0	0.004
grewup_state_spouse_15_wy	0.0	0.004
grewup_state_self_mn	0.011	0.004
grewup_state_spouse_19_ca	0.054	0.004
vacationdays_spouse_13	0.954	0.004
ind_self_11_management	0.022	0.004
ind_self_11_realestate	0.011	0.004
time_work_annual_spouse_15	1118.7	0.004
empstat_19_student	0.006	0.003
grewup_state_self_wv	0.002	0.003
grewup_region_spouse_17_akhi	0.001	0.003
empstat_current_self_11_student	0.01	0.003
hourlystatus_spouse_13_hourlypluscomm	0.001	0.003
age_self_19	45.1	0.003
time_adultcare_spouse_17	0.444	0.003
ind_self_17_realestate	0.017	0.003
age_self_17	44.5	0.003
grewup_region_spouse_19_south	0.161	0.003
ind_self_19_manufacturing	0.115	0.003
vacationdays_self_17	1.6	0.002
empstat_15_working	0.714	0.002
ind_spouse_13_information	0.01	0.002
grewup_state_spouse_15_ok	0.005	0.002
grewup_state_self_ky	0.014	0.002
grewup_state_spouse_13_ms	0.005	0.002
grewup_state_spouse_19_md	0.008	0.002
ind_spouse_13_transportwarehouse	0.016	0.002
ind_spouse_11_profsciencetech	0.023	0.002
hourlystatus_spouse_19_hourlypluscomm	0.001	0.002
grewup_state_spouse_17_md	0.007	0.002
grewup_state_spouse_19_mt	0.001	0.001
daycare_19_no	0.297	0.001
workweeks_spouse_13	27.0	0.001
grewup_state_spouse_19_pa	0.033	0.001
grewup_state_spouse_15_nm	0.001	0.001
grewup_state_spouse_11_wv	0.001	0.001
grewup_state_spouse_13_mn	0.007	0.001
grewup_state_spouse_19_tn	0.01	0.001
vacationdays_spouse_11	0.909	0.001
time_work_annual_spouse_17	1110.8	0.001
grewup_state_spouse_15_mn	0.006	0.0
grewup_state_spouse_19_nv	0.001	0.0
daycare_17_no	0.287	0.0
grewup_state_spouse_15_pa	0.029	0.0
empstat_17_searching	0.038	0.0
grewup_state_spouse_17_pa	0.03	0.0
ind_self_19_adminmilitary	0.063	-0.0
ind_self_13_realestate	0.013	-0.0
income_labor_spouse_13	28749.2	-0.0
daycare_15_yes	0.064	-0.001
grewup_state_spouse_11_de	0.0	-0.001
grewup_state_spouse_13_de	0.0	-0.001
grewup_state_spouse_15_de	0.0	-0.001
grewup_state_spouse_17_de	0.0	-0.001
grewup_state_spouse_13_nj	0.017	-0.001
ind_spouse_11_accomodationsfood	0.019	-0.001
vacationdays_spouse_19	1.1	-0.001
grewup_state_self_tn	0.017	-0.001
age_spouse_17	45.7	-0.001
hourlystatus_spouse_15_hourlypluscomm	0.001	-0.001
time_education_self_17	1.5	-0.001
grewup_state_spouse_19_ms	0.007	-0.001
sizeworkplace_spouse_17	814.1	-0.001
grewup_state_spouse_17_ms	0.006	-0.001
grewup_state_spouse_11_hi	0.001	-0.002
grewup_state_spouse_15_hi	0.001	-0.002
empstat_13_student	0.032	-0.002
grewup_state_self_ct	0.009	-0.002
grewup_state_spouse_13_hi	0.001	-0.002
vacationdays_spouse_15	1.2	-0.002
time_work_spouse_17	21.8	-0.002
hourlystatus_spouse_11_other	0.033	-0.002
hourlystatus_spouse_11_hourlyplustips	0.001	-0.002
grewup_state_spouse_15_ms	0.006	-0.002
grewup_state_spouse_19_id	0.001	-0.002
grewup_state_spouse_15_ct	0.004	-0.002
grewup_state_spouse_15_il	0.015	-0.002
ind_self_17_adminmilitary	0.054	-0.002
time_leisure_spouse_17	10.4	-0.002
grewup_size_spouse_19_suburban	0.38	-0.003
vacationdays_self_11	1.5	-0.003
hourlystatus_spouse_13_hourlyplustips	0.001	-0.003
grewup_state_spouse_13_tn	0.007	-0.003
empstat_11_student	0.033	-0.003
grewup_size_spouse_11_other	0.011	-0.003
grewup_state_spouse_11_ms	0.005	-0.003
empstat_current_self_15_laid off	0.002	-0.003
grewup_state_spouse_19_mi	0.024	-0.003
grewup_state_self_ne	0.009	-0.004
time_volunteering_spouse_19	0.752	-0.004
grewup_state_self_wy	0.001	-0.004
grewup_state_spouse_15_tn	0.008	-0.004
grewup_state_self_ms	0.011	-0.004
empstat_current_self_15_searching	0.026	-0.004
grewup_state_spouse_17_id	0.001	-0.004
ind_self_11_otherservices	0.03	-0.004
grewup_region_spouse_17_south	0.144	-0.004
grewup_state_spouse_11_md	0.004	-0.004
grewup_state_spouse_19_sc	0.009	-0.004
empstat_15_disabled	0.006	-0.004
grewup_state_spouse_17_mi	0.021	-0.004
grewup_state_spouse_17_tn	0.009	-0.005
grewup_state_spouse_17_ct	0.004	-0.005
grewup_state_spouse_13_nm	0.001	-0.005
grewup_state_spouse_13_ct	0.003	-0.005
grewup_state_self_me	0.003	-0.005
hourlystatus_self_13_hourlypluscomm	0.003	-0.005
grewup_state_spouse_11_nm	0.001	-0.005
grewup_state_self_wa	0.02	-0.005
grewup_state_spouse_13_il	0.014	-0.005
empstat_19_searching	0.037	-0.006
time_childcare_self_19	9.0	-0.006
grewup_state_spouse_19_hi	0.001	-0.006
grewup_state_spouse_15_md	0.006	-0.006
grewup_state_spouse_15_nh	0.001	-0.006
ind_self_19_wholesale	0.029	-0.006
grewup_state_spouse_15_mi	0.019	-0.006
income_wagerate_spouse_11	15.3	-0.006
time_work_prevyear_spouse_19	39.1	-0.006
hourlystatus_spouse_15_hourlyplustips	0.001	-0.007
grewup_state_spouse_13_md	0.005	-0.007
grewup_state_spouse_17_ne	0.005	-0.007
grewup_state_spouse_11_il	0.014	-0.007
ind_self_19_realestate	0.018	-0.007
grewup_state_spouse_17_mt	0.0	-0.007
hourlystatus_spouse_17_hourlypluscomm	0.002	-0.007
grewup_state_spouse_19_ct	0.005	-0.008
ind_self_15_realestate	0.013	-0.008
grewup_state_spouse_17_nv	0.001	-0.008
grewup_state_spouse_11_tn	0.007	-0.008
grewup_state_spouse_19_nm	0.001	-0.008
ind_self_11_wholesale	0.019	-0.008
hourlystatus_spouse_11_salpluscomm	0.004	-0.008
grewup_state_spouse_11_ct	0.003	-0.008
grewup_state_spouse_11_pa	0.027	-0.008
grewup_state_spouse_11_ne	0.005	-0.008
time_childcare_self_17	9.7	-0.008
grewup_state_self_de	0.0	-0.008
age_spouse_19	46.3	-0.008
ind_spouse_11_transportwarehouse	0.017	-0.008
grewup_state_spouse_15_me	0.003	-0.008
grewup_state_spouse_13_pa	0.029	-0.008
ind_self_13_wholesale	0.019	-0.008
grewup_size_spouse_13_other	0.012	-0.008
grewup_state_spouse_11_va	0.012	-0.008
empstat_current_self_17_disabled	0.006	-0.009
ind_self_17_wholesale	0.025	-0.009
grewup_state_spouse_11_me	0.003	-0.009
grewup_state_spouse_19_ky	0.009	-0.009
grewup_state_spouse_17_hi	0.001	-0.009
grewup_state_self_fl	0.025	-0.009
ind_spouse_11_adminmilitary	0.031	-0.009
grewup_state_spouse_11_mt	0.0	-0.009
grewup_state_spouse_13_mt	0.0	-0.009
grewup_state_spouse_15_mt	0.0	-0.009
grewup_state_spouse_17_nm	0.001	-0.009
grewup_state_spouse_19_mn	0.009	-0.009
grewup_state_spouse_13_sd	0.003	-0.009
grewup_state_spouse_15_id	0.001	-0.009
grewup_state_self_nc	0.023	-0.009
hourlystatus_spouse_15_other	0.036	-0.009
empstat_current_self_13_student	0.012	-0.01
grewup_state_spouse_15_ky	0.008	-0.01
ind_spouse_13_mining	0.003	-0.01
grewup_state_self_nm	0.001	-0.01
ind_self_17_DKNARefused	0.003	-0.01
grewup_state_spouse_19_me	0.003	-0.01
grewup_state_self_ri	0.001	-0.01
grewup_state_spouse_17_me	0.003	-0.01
ind_spouse_13_management	0.013	-0.01
ind_spouse_11_retail	0.034	-0.01
grewup_state_spouse_15_sc	0.008	-0.01
hourlystatus_spouse_19_hourly	0.254	-0.01
grewup_state_spouse_17_sc	0.008	-0.01
ind_spouse_11_mining	0.002	-0.01
grewup_state_spouse_13_ky	0.008	-0.01
hourlystatus_self_17_hourlypluscomm	0.002	-0.01
grewup_size_spouse_19_other	0.015	-0.01
hourlystatus_spouse_19_salpluscomm	0.005	-0.01
grewup_state_spouse_11_sd	0.003	-0.01
hourlystatus_spouse_17_hourly	0.238	-0.011
hourlystatus_self_17_hourlyplustips	0.007	-0.011
ind_self_17_otherservices	0.043	-0.011
income_labor_spouse_11	27998.9	-0.011
ind_spouse_13_utilities	0.005	-0.011
grewup_state_spouse_15_nv	0.001	-0.011
hourlystatus_spouse_19_hourlyplustips	0.003	-0.011
grewup_state_spouse_15_sd	0.003	-0.011
grewup_state_spouse_17_az	0.006	-0.011
grewup_state_spouse_11_mi	0.017	-0.011
ind_spouse_13_adminmilitary	0.032	-0.011
grewup_state_spouse_17_ky	0.009	-0.011
grewup_state_spouse_15_az	0.005	-0.011
grewup_size_spouse_17_other	0.014	-0.011
workweeks_spouse_11	27.1	-0.011
grewup_state_spouse_11_ky	0.008	-0.012
ind_spouse_13_DKNARefused	0.003	-0.012
grewup_size_spouse_15_other	0.012	-0.012
grewup_state_spouse_13_sc	0.007	-0.012
grewup_state_self_la	0.008	-0.012
grewup_state_spouse_13_mi	0.017	-0.012
grewup_state_spouse_11_ar	0.012	-0.012
hourlystatus_self_19_other	0.07	-0.012
time_volunteering_self_17	1.0	-0.012
grewup_state_spouse_17_mn	0.008	-0.012
empstat_current_self_15_disabled	0.007	-0.013
grewup_state_spouse_13_va	0.013	-0.013
age_spouse_15	45.4	-0.013
grewup_region_spouse_19_west	0.109	-0.013
ind_spouse_13_accomodationsfood	0.018	-0.013
time_work_annual_spouse_13	1125.6	-0.013
grewup_state_spouse_11_sc	0.007	-0.013
grewup_state_spouse_19_az	0.007	-0.013
grewup_state_self_pa	0.046	-0.013
grewup_state_self_sc	0.018	-0.013
time_work_prevyear_spouse_13	40.0	-0.013
grewup_state_spouse_17_va	0.015	-0.013
daycare_15_no	0.278	-0.013
grewup_state_spouse_19_ne	0.006	-0.013
grewup_state_spouse_13_ar	0.012	-0.013
grewup_state_spouse_11_ri	0.0	-0.013
grewup_state_spouse_15_ne	0.005	-0.013
grewup_state_spouse_19_ar	0.015	-0.013
grewup_state_spouse_15_va	0.015	-0.014
grewup_state_spouse_19_mo	0.018	-0.014
grewup_state_spouse_13_me	0.003	-0.014
grewup_region_spouse_15_south	0.131	-0.014
ind_self_13_DKNARefused	0.003	-0.014
ind_self_11_DKNARefused	0.001	-0.014
grewup_state_spouse_15_la	0.004	-0.014
ind_spouse_11_management	0.013	-0.014
ind_spouse_13_construction	0.024	-0.014
ind_self_13_otherservices	0.033	-0.015
grewup_state_spouse_13_ri	0.0	-0.015
grewup_state_spouse_15_ri	0.0	-0.015
ind_spouse_11_utilities	0.005	-0.015
ind_self_15_wholesale	0.019	-0.015
grewup_state_self_ak	0.001	-0.015
ind_self_19_DKNARefused	0.002	-0.015
grewup_state_spouse_13_nv	0.001	-0.015
grewup_state_spouse_17_ri	0.0	-0.015
grewup_state_spouse_19_ri	0.0	-0.015
time_work_prevyear_spouse_17	39.5	-0.015
daycare_11_no	0.33	-0.015
grewup_state_spouse_19_wi	0.01	-0.015
grewup_state_spouse_11_az	0.005	-0.015
grewup_state_self_nv	0.001	-0.016
time_education_self_19	1.4	-0.016
grewup_state_spouse_17_wi	0.009	-0.016
age_spouse_11	43.5	-0.016
grewup_state_spouse_17_la	0.004	-0.016
hourlystatus_spouse_17_hourlyplustips	0.002	-0.016
time_leisure_self_19	14.4	-0.016
grewup_state_spouse_13_co	0.007	-0.016
time_pcare_self_19	7.7	-0.016
empstat_current_self_13_searching	0.032	-0.016
grewup_state_spouse_19_sd	0.004	-0.016
grewup_state_spouse_13_wi	0.008	-0.016
grewup_state_self_ar	0.02	-0.016
ind_self_17_health	0.129	-0.017
grewup_state_spouse_19_la	0.004	-0.017
grewup_state_spouse_17_sd	0.004	-0.017
hourlystatus_spouse_17_salpluscomm	0.006	-0.017
grewup_state_spouse_13_az	0.005	-0.017
grewup_state_spouse_15_co	0.007	-0.017
grewup_state_spouse_15_ar	0.013	-0.017
grewup_state_spouse_19_nc	0.015	-0.017
grewup_state_spouse_17_nc	0.014	-0.017
grewup_state_spouse_17_ar	0.014	-0.017
time_adultcare_spouse_19	0.456	-0.017
hourlystatus_self_15_hourlypluscomm	0.003	-0.017
grewup_state_self_mi	0.038	-0.018
grewup_region_spouse_17_west	0.094	-0.018
grewup_state_spouse_11_oh	0.022	-0.018
grewup_state_spouse_15_oh	0.025	-0.018
grewup_state_spouse_11_co	0.007	-0.018
grewup_state_self_wi	0.012	-0.018
grewup_region_spouse_15_west	0.087	-0.018
hourlystatus_spouse_15_salpluscomm	0.006	-0.018
grewup_state_spouse_15_wi	0.008	-0.018
grewup_state_spouse_19_or	0.012	-0.019
sizeworkplace_spouse_11	702.9	-0.019
ind_spouse_13_retail	0.035	-0.019
grewup_state_self_nh	0.001	-0.019
grewup_state_spouse_13_ne	0.004	-0.019
grewup_state_spouse_19_va	0.018	-0.019
grewup_state_spouse_19_wa	0.013	-0.019
hourlystatus_self_13_hourlyplustips	0.004	-0.019
grewup_state_spouse_17_oh	0.028	-0.019
grewup_state_spouse_17_in	0.017	-0.02
ind_self_19_health	0.151	-0.02
grewup_state_self_nd	0.003	-0.02
grewup_state_spouse_11_nv	0.001	-0.02
sizeworkplace_spouse_15	796.2	-0.02
time_adultcare_self_17	0.764	-0.02
grewup_state_spouse_19_in	0.017	-0.02
ind_self_19_farmfishforest	0.018	-0.021
grewup_state_spouse_15_in	0.014	-0.021
grewup_state_spouse_11_wi	0.007	-0.021
ind_self_11_arts	0.011	-0.021
grewup_state_spouse_17_or	0.011	-0.021
grewup_state_spouse_11_in	0.012	-0.021
ind_self_17_accomodationsfood	0.052	-0.021
sizeworkplace_spouse_13	822.6	-0.021
hourlystatus_spouse_15_hourly	0.2	-0.021
time_pcare_self_17	7.7	-0.021
grewup_state_spouse_13_in	0.012	-0.021
grewup_state_spouse_13_oh	0.024	-0.021
grewup_size_self_suburban	0.529	-0.021
grewup_state_spouse_17_ks	0.003	-0.022
ind_self_17_farmfishforest	0.017	-0.022
grewup_state_spouse_13_la	0.004	-0.022
grewup_state_spouse_19_oh	0.031	-0.022
grewup_state_spouse_19_co	0.009	-0.022
time_work_prevyear_spouse_11	39.7	-0.022
age_spouse_13	44.4	-0.022
grewup_state_spouse_11_la	0.004	-0.022
hourlystatus_spouse_13_salpluscomm	0.005	-0.022
grewup_state_spouse_17_co	0.008	-0.022
ind_self_15_otherservices	0.036	-0.022
ind_spouse_11_construction	0.024	-0.022
hourlystatus_self_13_other	0.054	-0.023
ind_self_11_farmfishforest	0.012	-0.023
ind_self_15_DKNARefused	0.002	-0.023
grewup_size_spouse_17_suburban	0.34	-0.023
vacationdays_spouse_17	0.971	-0.023
hourlystatus_self_11_hourlyplustips	0.003	-0.023
time_shopping_self_17	3.5	-0.023
grewup_state_self_sd	0.006	-0.023
grewup_state_spouse_15_nc	0.013	-0.024
grewup_state_spouse_11_or	0.01	-0.024
grewup_state_spouse_13_or	0.01	-0.024
grewup_state_spouse_19_ks	0.003	-0.024
ind_spouse_13_farmfishforest	0.008	-0.024
ind_self_15_arts	0.012	-0.024
ind_self_13_arts	0.012	-0.024
hourlystatus_self_15_hourlyplustips	0.004	-0.024
grewup_state_self_co	0.015	-0.024
grewup_state_spouse_13_nc	0.013	-0.024
grewup_state_spouse_15_or	0.01	-0.024
ind_self_11_accomodationsfood	0.036	-0.025
grewup_state_self_or	0.018	-0.025
grewup_state_spouse_13_nd	0.001	-0.025
ind_spouse_11_farmfishforest	0.008	-0.025
grewup_state_spouse_11_nd	0.001	-0.025
grewup_state_spouse_15_nd	0.001	-0.025
grewup_state_spouse_17_nd	0.001	-0.025
grewup_state_spouse_13_mo	0.014	-0.025
hourlystatus_self_11_other	0.048	-0.025
ind_self_13_farmfishforest	0.013	-0.025
grewup_state_self_ok	0.009	-0.025
time_work_annual_spouse_11	1130.6	-0.025
grewup_state_self_ks	0.003	-0.026
hourlystatus_spouse_11_hourly	0.178	-0.026
grewup_state_spouse_13_ks	0.002	-0.026
ind_spouse_11_wholesale	0.012	-0.026
grewup_state_spouse_11_nc	0.012	-0.026
grewup_state_spouse_19_nd	0.002	-0.026
ind_self_11_retail	0.052	-0.026
grewup_state_self_mo	0.025	-0.027
grewup_state_self_va	0.025	-0.027
hourlystatus_self_17_other	0.063	-0.028
grewup_state_self_oh	0.046	-0.028
time_leisure_self_17	14.5	-0.028
grewup_size_spouse_11_country	0.052	-0.028
ind_self_11_health	0.092	-0.028
grewup_size_spouse_17_country	0.058	-0.028
grewup_state_spouse_15_ks	0.003	-0.029
ind_self_19_otherservices	0.055	-0.029
grewup_state_spouse_11_ks	0.002	-0.029
grewup_size_spouse_19_country	0.063	-0.03
grewup_state_spouse_11_mo	0.014	-0.03
ind_self_15_accomodationsfood	0.041	-0.03
grewup_state_spouse_17_wa	0.012	-0.03
grewup_state_spouse_17_mo	0.015	-0.03
ind_self_13_accomodationsfood	0.039	-0.03
grewup_size_spouse_15_suburban	0.296	-0.031
daycare_13_no	0.298	-0.031
ind_self_15_retail	0.063	-0.031
ind_spouse_13_manufacturing	0.051	-0.031
grewup_state_spouse_13_wa	0.01	-0.032
hourlystatus_self_13_hourly	0.318	-0.032
grewup_state_spouse_15_mo	0.015	-0.032
grewup_state_spouse_15_wa	0.012	-0.033
hourlystatus_spouse_13_hourly	0.186	-0.033
grewup_size_spouse_11_suburban	0.26	-0.033
grewup_size_spouse_13_country	0.051	-0.033
grewup_state_spouse_11_wa	0.009	-0.033
grewup_size_spouse_13_suburban	0.273	-0.033
time_volunteering_self_19	0.932	-0.033
ind_self_13_health	0.098	-0.033
hourlystatus_self_15_other	0.056	-0.034
hourlystatus_self_11_hourly	0.293	-0.034
ind_self_13_education	0.061	-0.035
grewup_size_spouse_15_country	0.053	-0.036
ind_spouse_11_manufacturing	0.052	-0.036
time_adultcare_self_19	0.831	-0.037
ind_self_15_education	0.064	-0.037
ind_self_15_health	0.106	-0.037
time_housework_self_19	10.2	-0.037
empstat_19_housespouse	0.021	-0.037
ind_self_17_education	0.076	-0.038
hourlystatus_self_15_hourly	0.355	-0.038
ind_self_11_education	0.055	-0.038
hourlystatus_self_19_hourlyplustips	0.008	-0.039
ind_self_15_farmfishforest	0.015	-0.04
grewup_state_self_in	0.03	-0.04
grewup_state_spouse_15_ia	0.015	-0.041
grewup_state_spouse_19_ia	0.017	-0.042
ind_self_19_accomodationsfood	0.066	-0.042
hourlystatus_self_17_hourly	0.436	-0.043
grewup_state_spouse_13_ia	0.015	-0.044
grewup_state_spouse_17_ia	0.016	-0.044
grewup_state_self_ia	0.024	-0.044
ind_self_13_retail	0.056	-0.044
time_housework_self_13	10.7	-0.046
grewup_size_self_country	0.093	-0.046
time_shopping_self_19	3.6	-0.046
ind_self_19_education	0.087	-0.046
time_housework_self_17	10.5	-0.047
grewup_state_spouse_11_ia	0.014	-0.047
grewup_region_spouse_19_northcentral	0.159	-0.051
time_housework_self_11	10.9	-0.052
empstat_19_other	0.0	nan
logcost_transport_bustrain_19	0.671	0.189
logincome_wagerate_self_19	3.0	0.156
logcost_transport_bustrain_17	0.64	0.154
logcost_transport_bustrain_13	0.657	0.137
logincome_wagerate_self_17	2.9	0.135
logincome_wagerate_self_15	2.8	0.132
logcost_transport_bustrain_11	0.627	0.131
logincome_wagerate_self_13	2.8	0.13
logincome_wagerate_self_11	2.7	0.125
logcost_total_19	10.8	0.125
logcost_housing_19	9.9	0.124
logcost_total_with_rent_value_19	10.9	0.119
logcost_transport_bustrain_15	0.616	0.118
logincome_labor_self_19	10.2	0.113
logcost_housing_17	9.8	0.105
logincome_familytotal_19	11.2	0.099
logincome_labor_self_15	9.7	0.094
logincome_labor_self_17	9.8	0.093
logcost_transport_19	8.8	0.088
logcost_transport_parking_17	0.707	0.085
logincome_labor_self_11	9.4	0.083
logcost_transport_parking_15	0.649	0.08
logincome_labor_self_13	9.6	0.076
occ_self_19_constructionextraction	0.049	0.075
region_19_northeast	0.178	0.075
logcost_transport_parking_13	0.545	0.074
logincome_familytotal_17	11.2	0.074
region_17_northeast	0.171	0.073
sex_spouse_19_female	0.377	0.072
logcost_transport_17	8.8	0.07
logcost_health_19	7.0	0.07
state_19_ny	0.055	0.069
logcost_transport_parking_19	0.722	0.069
grewup_region_self_foreign	0.161	0.067
logincome_familytotal_15	11.1	0.067
logcost_housing_13	9.7	0.066
cost_housing_tax_13	2055.9	0.066
logcost_food_19	9.1	0.066
logcost_transport_parking_11	0.458	0.065
cost_housing_mortgage_17	5800.9	0.065
cost_housing_tax_15	2044.8	0.065
logcost_childcare_17	1.1	0.065
occ_self_19_businessfinance	0.051	0.065
cost_housing_15	21155.9	0.064
state_11_nj	0.034	0.064
cost_housing_telecom_19	2883.0	0.063
state_17_ny	0.053	0.062
state_17_nj	0.03	0.062
logcost_housing_11	9.7	0.061
cost_transport_13	11152.1	0.061
cost_transport_gas_11	3185.1	0.06
cost_transport_insurance_11	1646.9	0.06
state_19_nj	0.032	0.06
cost_food_17	10066.7	0.06
income_familytotal_15	96364.1	0.06
cost_transport_insurance_19	2035.1	0.06
cost_transport_parking_15	76.7	0.059
cost_housing_tax_11	2047.2	0.059
logcost_housing_telecom_19	7.7	0.058
occ_self_17_constructionextraction	0.042	0.058
state_15_nj	0.032	0.057
sex_spouse_17_female	0.339	0.056
cost_housing_insurance_11	659.7	0.056
logincome_familytotal_13	11.1	0.056
occ_self_15_constructionextraction	0.035	0.056
cost_housing_telecom_17	2824.6	0.056
logcost_transport_taxi_17	0.688	0.056
cost_transport_parking_11	48.4	0.055
cost_transport_parking_13	66.9	0.055
state_11_fl	0.042	0.054
logcost_transport_11	8.8	0.054
cost_transport_insurance_17	1987.2	0.053
income_familytotal_13	92452.5	0.053
cost_transport_insurance_15	1780.6	0.053
region_11_northeast	0.165	0.053
educyrs_19	13.9	0.052
occ_self_11_businessfinance	0.029	0.052
state_13_nj	0.033	0.052
cost_transport_15	10836.7	0.052
logcost_transport_repair_19	5.1	0.052
religion_self_17_jewish	0.017	0.051
cost_housing_mortgage_13	6558.7	0.051
state_19_ca	0.119	0.051
state_17_ca	0.112	0.051
state_19_ma	0.029	0.051
logcost_health_insurance_19	5.4	0.051
logcost_education_13	2.7	0.051
cost_trips_17	2173.4	0.05
logcost_housing_mortgage_19	4.4	0.05
income_familytotal_11	86075.0	0.05
cost_food_athome_17	6940.8	0.05
occ_self_13_constructionextraction	0.031	0.05
cost_food_athome_19	7318.7	0.05
logcost_transport_taxi_19	0.805	0.05
logcost_transport_other_19	0.246	0.049
cost_housing_mortgage_11	7280.8	0.049
region_15_northeast	0.161	0.049
region_13_northeast	0.163	0.049
logcost_housing_15	9.7	0.049
cost_housing_utility_17	2899.7	0.049
state_17_ma	0.027	0.048
cost_transport_parking_17	81.6	0.047
logcost_transport_13	8.7	0.047
cost_transport_parking_19	99.9	0.047
cost_housing_telecom_15	2789.5	0.047
sex_male	0.507	0.047
sex_self_19_male	0.507	0.047
cost_housing_rent_11	2963.8	0.047
cost_housing_insurance_15	666.7	0.046
cost_health_insurance_19	2786.1	0.046
logcost_transport_15	8.8	0.046
occ_self_13_architectengineering	0.014	0.046
logcost_clothing_19	6.4	0.046
occ_self_17_architectengineering	0.017	0.046
cost_childcare_19	738.5	0.045
occ_self_15_businessfinance	0.033	0.045
state_17_md	0.015	0.045
state_19_md	0.017	0.044
cost_food_deliver_15	124.9	0.044
religion_self_15_jewish	0.017	0.043
logcost_food_athome_17	8.5	0.043
cost_housing_rent_13	3230.0	0.043
cost_food_deliver_19	199.8	0.043
logcost_food_athome_19	8.6	0.043
cost_housing_11	21858.0	0.042
cost_trips_13	1961.5	0.042
cost_food_15	9179.2	0.042
occ_self_15_compscimath	0.019	0.042
logcost_food_17	9.0	0.042
ind_spouse_19_financeinsurance	0.03	0.042
wealth_homeequity_17	93875.5	0.042
state_15_hi	0.0	0.041
logcost_housing_tax_19	4.7	0.041
logcost_education_11	2.8	0.041
cost_food_away_15	2717.0	0.041
sex_spouse_15_female	0.289	0.041
cost_computing_17	542.0	0.041
cost_education_17	2341.3	0.041
occ_spouse_19_healthcaresupport	0.014	0.041
ishd_11	0.438	0.04
cost_food_away_17	2982.0	0.04
cost_food_deliver_17	144.0	0.04
ishd_19	0.683	0.04
religion_spouse_17_catholic	0.171	0.04
occ_self_17_businessfinance	0.042	0.04
cost_housing_utility_19	3026.0	0.04
cost_clothing_19	1496.5	0.04
state_15_ma	0.025	0.04
logcost_transport_gas_19	6.9	0.04
cost_recreation_17	1027.8	0.039
logcost_clothing_17	6.4	0.039
logincome_familytotal_11	11.0	0.039
cost_housing_furnishing_17	1140.8	0.039
cost_transport_taxi_19	129.7	0.039
occ_self_13_compscimath	0.018	0.039
state_13_fl	0.046	0.039
cost_transport_repair_13	1843.8	0.039
cost_clothing_17	1496.7	0.039
state_19_ga	0.025	0.039
sex_self_15_male	0.38	0.039
logcost_housing_mortgage_17	4.4	0.039
cost_childcare_13	648.1	0.039
state_11_ma	0.026	0.038
cost_education_19	1895.3	0.038
occ_self_11_constructionextraction	0.026	0.038
occ_self_15_architectengineering	0.015	0.038
logcost_housing_telecom_17	7.7	0.038
logcost_housing_repairs_19	4.0	0.038
cost_transport_loans_19	1803.5	0.038
state_15_md	0.015	0.038
state_15_ca	0.101	0.037
logcost_trips_17	5.5	0.037
state_11_md	0.016	0.037
state_13_ny	0.05	0.037
logincome_wagerate_spouse_19	1.8	0.037
cost_health_19	4660.4	0.037
race_spouse_11_pacis	0.002	0.037
state_17_ga	0.025	0.037
cost_housing_rent_17	4227.3	0.037
empstat_current_self_19_working	0.872	0.037
logcost_transport_taxi_15	0.36	0.037
race_spouse_13_pacis	0.002	0.037
religion_spouse_17_jewish	0.013	0.036
cost_housing_telecom_13	2693.7	0.036
cost_housing_mortgage_15	6049.0	0.036
logcost_housing_telecom_13	7.6	0.036
cost_housing_telecom_11	2506.8	0.036
cost_housing_utility_15	3016.4	0.036
religion_self_11_jewish	0.015	0.036
cost_education_13	2970.8	0.036
race_self_13_pacis	0.002	0.036
occ_self_19_architectengineering	0.02	0.036
logcost_education_17	2.2	0.036
occ_self_11_compscimath	0.017	0.036
time_work_prevyear_sp_19	22.5	0.036
logcost_transport_gas_17	6.9	0.036
race_self_11_pacis	0.002	0.036
state_13_ca	0.097	0.036
cost_childcare_15	617.1	0.036
wealth_homeequity_15	85890.2	0.035
logcost_health_hospital_17	1.6	0.035
sex_self_17_male	0.451	0.035
logcost_health_rx_19	3.8	0.035
state_13_ma	0.025	0.035
state_13_ga	0.019	0.035
grewup_region_spouse_15_foreign	0.069	0.035
occ_self_13_businessfinance	0.031	0.035
grewup_region_spouse_11_foreign	0.065	0.034
occ_self_19_compscimath	0.027	0.034
state_15_fl	0.047	0.034
ind_spouse_19_education	0.062	0.034
logcost_health_rx_17	3.8	0.034
logcost_education_15	2.4	0.034
wealth_homeequity_19	106430.2	0.034
logcost_food_deliver_17	0.644	0.034
religion_self_13_jewish	0.016	0.033
cost_housing_rent_15	3514.2	0.033
logcost_trips_19	5.5	0.033
weight_indiv_cs_17	19997.4	0.033
logcost_trips_13	5.2	0.033
grewup_region_spouse_11_northeast	0.096	0.033
state_13_md	0.015	0.033
state_11_ca	0.1	0.033
iscouple_19	0.692	0.033
state_15_ny	0.05	0.033
race_self_17_asian	0.059	0.033
occ_self_11_management	0.056	0.033
cost_food_13	8721.9	0.032
logcost_health_doctor_19	4.4	0.032
logincome_labor_spouse_19	5.8	0.032
cost_transport_insurance_13	1784.6	0.032
logcost_childcare_19	1.0	0.032
logcost_food_deliver_15	0.658	0.032
religion_spouse_15_catholic	0.15	0.032
cost_transport_taxi_17	87.6	0.032
cost_housing_insurance_17	706.6	0.032
logcost_health_insurance_17	5.5	0.032
ind_spouse_17_health	0.08	0.031
logcost_food_deliver_19	0.735	0.031
grewup_region_spouse_13_foreign	0.066	0.031
logcost_transport_loans_19	2.6	0.031
occ_self_11_architectengineering	0.011	0.031
ishd_17	0.604	0.031
logcost_housing_insurance_19	4.1	0.031
state_11_ny	0.05	0.031
cost_childcare_11	608.3	0.031
logwealth_15	11.0	0.031
ishd_13	0.471	0.031
occ_spouse_19_sales	0.048	0.031
cost_food_away_13	2510.0	0.031
grewup_region_self_northeast	0.177	0.031
logwealth_homeequity_19	7.0	0.03
logcost_transport_additionalvehicle_19	2.5	0.03
logcost_transport_repair_17	5.3	0.03
empstat_current_spouse_17_housespouse	0.076	0.03
state_15_ga	0.02	0.03
kids_youngest_19	7.6	0.03
logcost_health_doctor_11	4.5	0.03
logcost_transport_additionalvehicle_11	2.5	0.03
logcost_transport_repair_11	3.6	0.03
cost_housing_utility_11	3049.7	0.029
cost_food_11	8452.0	0.029
logcost_computing_17	3.9	0.029
grewup_region_spouse_13_northeast	0.099	0.029
religion_spouse_15_jewish	0.013	0.029
logincome_wagerate_spouse_15	1.8	0.029
race_self_15_asian	0.033	0.029
logcost_childcare_11	1.0	0.029
cost_education_11	2720.6	0.029
cost_transport_additionalvehicle_11	1601.7	0.029
hh_size_17	2.9	0.029
empstat_current_spouse_19_working	0.508	0.028
occ_spouse_15_education	0.037	0.028
religion_spouse_13_catholic	0.142	0.028
race_self_19_asian	0.067	0.028
logcost_health_insurance_11	4.9	0.028
ind_spouse_15_financeinsurance	0.025	0.028
ind_spouse_15_education	0.05	0.028
logcost_transport_repair_13	3.5	0.028
religion_spouse_11_catholic	0.14	0.028
occ_self_17_compscimath	0.024	0.028
cost_transport_additionalvehicle_17	1454.3	0.028
occ_spouse_19_arts	0.015	0.027
logcost_health_17	7.0	0.027
logcost_food_15	8.9	0.027
state_11_ga	0.02	0.027
logcost_housing_mortgage_15	4.6	0.027
cost_food_athome_11	5953.9	0.027
logcost_housing_tax_17	4.6	0.027
race_spouse_19_asian	0.051	0.027
occ_self_17_hardscience	0.012	0.027
logcost_housing_rent_13	3.0	0.027
logcost_childcare_15	0.975	0.027
ishd_15	0.513	0.027
cost_health_bills_17	890.2	0.027
hh_size_19	2.8	0.027
ind_spouse_17_education	0.056	0.027
religion_self_17_catholic	0.231	0.027
ind_spouse_17_financeinsurance	0.027	0.026
moved_why_11_consneighbor	0.02	0.026
logcost_transport_leases_17	0.721	0.026
logwealth_other_15	10.2	0.026
logcost_health_11	6.7	0.026
occ_spouse_17_arts	0.014	0.026
union_spouse_19_yes	0.069	0.026
logcost_housing_furnishing_15	4.5	0.026
cost_housing_rent_19	4625.1	0.026
cost_education_15	3016.8	0.026
cost_trips_15	2155.1	0.026
logcost_food_deliver_11	0.711	0.026
cost_food_deliver_13	126.3	0.026
weight_indiv_cs_19	24037.8	0.026
cost_housing_repairs_13	1845.9	0.026
occ_spouse_13_arts	0.01	0.025
ind_spouse_17_realestate	0.01	0.025
logcost_health_rx_11	4.1	0.025
cost_transport_other_19	56.0	0.025
religion_self_19_none	0.0	0.025
logcost_health_15	7.0	0.025
empstat_current_spouse_19_housespouse	0.087	0.025
race_spouse_17_other	0.039	0.025
logincome_labor_spouse_15	5.9	0.025
time_work_prevyear_sp_17	21.3	0.025
logwealth_other_11	10.1	0.025
cost_food_athome_15	6337.3	0.025
cost_transport_repair_11	1823.3	0.025
own_or_rent_19_own	0.615	0.025
logcost_education_19	1.9	0.025
empstat_current_self_17_working	0.785	0.025
logcost_health_insurance_15	5.5	0.024
cost_transport_additionalvehicle_15	1284.2	0.024
occ_spouse_17_sales	0.047	0.024
occ_spouse_13_education	0.034	0.024
educyrs_17	12.8	0.024
logcost_computing_19	3.6	0.024
ind_spouse_19_realestate	0.01	0.024
logcost_housing_telecom_11	7.5	0.024
occ_spouse_17_healthcareprac	0.026	0.024
id68	2281088.1	0.024
occ_spouse_15_compscimath	0.011	0.024
race_spouse_17_asian	0.046	0.024
logwealth_19	11.1	0.024
logcost_health_doctor_13	4.6	0.024
kids_youngest_17	7.4	0.024
race_spouse_19_other	0.045	0.024
moved_17_yes	0.312	0.023
Unnamed: 0	13479.8	0.023
state_17_il	0.024	0.023
logincome_wagerate_spouse_17	1.8	0.023
religion_spouse_13_jewish	0.012	0.023
religion_spouse_11_jewish	0.013	0.023
logcost_food_athome_15	8.4	0.023
cost_recreation_19	979.1	0.023
logcost_transport_other_15	0.352	0.023
cost_transport_additionalvehicle_19	1696.2	0.023
logcost_recreation_19	5.2	0.023
cost_housing_utility_13	3023.6	0.023
occ_spouse_17_healthcaresupport	0.016	0.023
logcost_housing_mortgage_11	5.0	0.023
logcost_housing_rent_11	2.8	0.023
race_spouse_15_asian	0.027	0.023
logcost_transport_taxi_11	0.251	0.023
logcost_childcare_13	1.1	0.023
occ_spouse_19_pcareservice	0.018	0.023
kids_und18_19	0.403	0.023
cost_transport_downpayment_11	1034.3	0.023
cost_transport_other_11	88.9	0.023
logcost_transport_gas_13	7.2	0.022
state_17_fl	0.058	0.022
cost_housing_insurance_13	654.1	0.022
state_15_ut	0.009	0.022
occ_spouse_17_hardscience	0.007	0.022
occ_spouse_13_compscimath	0.01	0.022
empstat_current_spouse_11_housespouse	0.06	0.022
cost_recreation_15	1000.5	0.022
state_19_il	0.024	0.022
state_13_ut	0.008	0.022
cost_transport_loans_11	1310.7	0.021
logcost_transport_downpayment_15	1.8	0.021
logcost_transport_leases_15	0.656	0.021
logcost_food_away_19	7.3	0.021
logcost_transport_other_11	0.256	0.021
logcost_health_insurance_13	5.1	0.021
empstat_current_spouse_13_student	0.007	0.021
religion_spouse_15_orthodox	0.001	0.021
logcost_transport_insurance_11	6.6	0.021
cost_health_17	4345.1	0.021
time_work_prevyear_sp_13	20.9	0.021
interview_number_11	3831.9	0.021
union_self_17_no	0.616	0.021
religion_spouse_13_orthodox	0.001	0.02
occ_self_15_hardscience	0.012	0.02
occ_spouse_19_janitors	0.025	0.02
occ_spouse_11_businessfinance	0.02	0.02
cost_health_doctor_13	919.2	0.02
religion_self_11_catholic	0.183	0.02
logcost_housing_utility_11	7.4	0.02
logcost_food_away_15	7.1	0.02
occ_spouse_19_compscimath	0.017	0.02
state_11_ut	0.01	0.02
logcost_transport_additionalvehicle_15	2.1	0.02
state_15_il	0.023	0.02
ind_spouse_15_otherservices	0.023	0.02
occ_spouse_19_education	0.043	0.02
race_self_11_asian	0.026	0.019
state_19_fl	0.062	0.019
occ_spouse_13_healthcaresupport	0.01	0.019
moved_why_17_involuntary	0.042	0.019
logcost_health_doctor_15	4.4	0.019
cost_housing_repairs_19	2107.5	0.019
moved_why_17_consmore	0.052	0.019
logcost_transport_other_13	0.29	0.019
kids_youngest_11	8.0	0.019
race_self_17_other	0.051	0.019
occ_spouse_17_pcareservice	0.017	0.019
cost_transport_taxi_15	44.6	0.019
union_self_13_yes	0.084	0.019
empstat_current_spouse_11_student	0.008	0.019
logcost_transport_gas_15	7.0	0.019
occ_self_19_janitors	0.047	0.019
occ_self_19_repair	0.033	0.019
race_spouse_11_other	0.023	0.019
logcost_housing_telecom_15	7.6	0.018
logwealth_11	10.8	0.018
kids_und18_17	0.401	0.018
state_13_il	0.023	0.018
occ_spouse_17_education	0.04	0.018
state_11_il	0.025	0.018
cost_health_doctor_19	952.4	0.018
cost_computing_19	563.8	0.018
ind_spouse_15_health	0.065	0.018
logcost_health_doctor_17	4.3	0.018
race_self_13_asian	0.027	0.017
cost_housing_furnishing_15	1198.1	0.017
ind_spouse_17_arts	0.009	0.017
time_work_prevyear_sp_15	20.8	0.017
union_self_17_yes	0.106	0.017
region_17_west	0.217	0.017
cost_food_athome_13	6085.5	0.017
logcost_transport_other_17	0.297	0.017
logcost_housing_mortgage_13	4.8	0.017
moved_19_no	0.698	0.017
cost_health_rx_19	385.9	0.017
race_spouse_11_asian	0.021	0.017
logcost_housing_tax_15	4.8	0.017
logcost_transport_loans_15	2.7	0.017
religion_spouse_19_orthodox	0.015	0.017
religion_self_13_catholic	0.187	0.017
cost_food_away_11	2379.2	0.017
logcost_housing_repairs_13	4.1	0.017
logincome_labor_spouse_17	5.9	0.017
cost_transport_loans_13	1499.9	0.017
logcost_transport_downpayment_11	1.7	0.016
occ_self_11_legal	0.009	0.016
occ_spouse_11_healthcareprac	0.022	0.016
religion_self_15_catholic	0.201	0.016
cost_health_insurance_17	2659.7	0.016
cost_transport_other_13	100.7	0.016
logcost_housing_repairs_17	4.0	0.016
logcost_trips_15	5.4	0.016
logcost_housing_insurance_17	4.1	0.016
religion_spouse_17_orthodox	0.003	0.016
logwealth_other_17	10.3	0.016
logcost_recreation_15	5.4	0.016
moved_why_17_consother	0.091	0.015
logwealth_17	11.0	0.015
union_self_19_yes	0.125	0.015
occ_spouse_19_softscience	0.015	0.015
occ_spouse_19_hardscience	0.008	0.015
logcost_housing_furnishing_19	4.4	0.015
region_19_west	0.229	0.015
logcost_housing_utility_15	7.4	0.015
logcost_transport_additionalvehicle_17	2.2	0.015
cost_transport_leases_17	478.8	0.015
occ_spouse_19_healthcareprac	0.032	0.015
mightmove_19_yes	0.324	0.015
cost_health_hospital_17	422.3	0.015
moved_why_15_productive	0.022	0.015
logcost_transport_insurance_15	6.7	0.015
occ_self_19_legal	0.011	0.015
logcost_transport_leases_11	0.319	0.015
race_spouse_13_other	0.024	0.015
cost_transport_loans_15	1729.7	0.014
religion_self_19_catholic	0.176	0.014
race_spouse_19_black	0.055	0.014
occ_spouse_13_janitors	0.013	0.014
empstat_current_self_19_laid off	0.005	0.014
state_17_hi	0.0	0.014
union_self_15_yes	0.092	0.014
logwealth_homeequity_15	6.9	0.014
race_self_13_black	0.08	0.014
logincome_wagerate_spouse_13	1.8	0.014
race_self_11_black	0.072	0.014
occ_self_15_legal	0.011	0.014
cost_transport_other_17	53.9	0.014
ind_spouse_19_health	0.091	0.014
ind_spouse_19_profsciencetech	0.039	0.014
occ_self_19_hardscience	0.014	0.014
logcost_transport_insurance_19	6.9	0.014
logcost_transport_taxi_13	0.312	0.014
logwealth_other_19	10.3	0.014
logcost_recreation_17	5.3	0.014
cost_food_deliver_11	118.9	0.013
occ_spouse_15_arts	0.011	0.013
own_or_rent_11_rent	0.278	0.013
logwealth_homeequity_17	6.9	0.013
ind_spouse_19_information	0.011	0.013
occ_spouse_15_healthcareprac	0.023	0.013
occ_spouse_11_janitors	0.014	0.013
cost_housing_repairs_17	2189.2	0.013
logcost_food_away_17	7.2	0.013
occ_spouse_11_DKNARefused	0.002	0.013
race_self_15_black	0.086	0.013
union_spouse_13_yes	0.051	0.013
ind_spouse_15_realestate	0.007	0.013
own_or_rent_13_rent	0.29	0.013
ind_spouse_19_adminmilitary	0.034	0.013
mightmove_15_yes	0.3	0.013
cost_health_rx_17	376.8	0.013
occ_self_17_softscience	0.015	0.013
race_self_19_other	0.061	0.013
region_11_south	0.307	0.013
logcost_housing_tax_11	4.9	0.013
logcost_food_athome_13	8.3	0.013
cost_transport_taxi_13	37.7	0.012
occ_self_19_arts	0.021	0.012
union_spouse_17_yes	0.06	0.012
kids_und13_17	0.316	0.012
state_19_ut	0.009	0.012
moved_why_17_mixed	0.02	0.012
logcost_transport_loans_17	3.0	0.012
logcost_health_rx_15	4.0	0.012
moved_why_13_closertowork	0.015	0.012
occ_self_13_legal	0.01	0.012
cost_recreation_11	870.1	0.012
union_spouse_11_yes	0.052	0.012
logcost_food_athome_11	8.3	0.012
occ_spouse_17_softscience	0.012	0.012
region_19_south	0.366	0.012
occ_spouse_15_sales	0.055	0.012
union_spouse_19_no	0.397	0.012
religion_spouse_19_other	0.001	0.012
cost_health_doctor_15	922.0	0.012
moved_why_19_productive	0.02	0.011
cost_transport_leases_19	490.6	0.011
logcost_health_13	7.0	0.011
logcost_housing_utility_19	7.4	0.011
state_15_mn	0.01	0.011
wealth_homeequity_13	72989.6	0.011
logincome_labor_spouse_13	6.0	0.011
union_spouse_15_yes	0.055	0.011
cost_housing_furnishing_19	1111.2	0.011
kids_num_19	0.78	0.011
occ_self_19_protective	0.023	0.011
moved_why_19_consmore	0.047	0.011
occ_self_13_hardscience	0.01	0.011
occ_self_17_protective	0.021	0.011
cost_transport_taxi_11	32.7	0.011
union_self_11_yes	0.084	0.011
occ_spouse_15_healthcaresupport	0.011	0.01
union_self_19_no	0.695	0.01
logcost_housing_utility_13	7.4	0.01
cost_housing_furnishing_13	1030.8	0.01
occ_self_13_production	0.044	0.01
occ_spouse_13_food	0.012	0.01
logcost_transport_loans_13	2.5	0.01
logcost_food_13	8.8	0.01
race_spouse_15_pacis	0.001	0.01
occ_self_13_management	0.064	0.01
religion_spouse_11_orthodox	0.001	0.01
cost_health_doctor_17	886.3	0.01
logcost_transport_leases_19	0.716	0.01
race_spouse_15_black	0.038	0.01
ind_spouse_19_arts	0.011	0.01
region_13_west	0.194	0.01
empstat_current_spouse_15_housespouse	0.066	0.01
region_11_west	0.196	0.01
race_self_19_black	0.115	0.01
occ_self_11_hardscience	0.009	0.01
region_13_south	0.311	0.01
race_self_13_other	0.031	0.01
cost_transport_downpayment_17	1487.6	0.01
cost_transport_loans_17	1887.1	0.01
region_17_south	0.35	0.009
cost_transport_leases_15	440.9	0.009
occ_spouse_19_businessfinance	0.029	0.009
race_spouse_13_asian	0.022	0.009
occ_self_15_management	0.066	0.009
iscouple_17	0.62	0.009
moved_why_13_consneighbor	0.024	0.009
occ_spouse_13_healthcareprac	0.022	0.009
state_17_ut	0.009	0.009
religion_spouse_19_catholic	0.109	0.009
cost_transport_repair_15	1366.5	0.009
race_self_11_other	0.028	0.009
occ_spouse_11_arts	0.01	0.009
race_spouse_15_other	0.027	0.009
state_15_ms	0.01	0.009
moved_why_11_closertowork	0.016	0.009
region_15_south	0.314	0.009
grewup_region_spouse_13_akhi	0.002	0.009
empstat_current_spouse_17_working	0.461	0.009
occ_self_11_healthcareprac	0.033	0.009
race_self_15_other	0.033	0.009
religion_self_13_orthodox	0.001	0.009
state_15_wy	0.002	0.009
occ_spouse_11_healthcaresupport	0.008	0.008
state_13_mn	0.01	0.008
logcost_transport_downpayment_19	1.7	0.008
union_self_11_no	0.431	0.008
cost_health_bills_19	1049.0	0.008
relation_to_head_17	14.1	0.008
logcost_transport_gas_11	7.3	0.008
kids_num_17	0.813	0.008
race_self_17_black	0.102	0.008
grewup_region_spouse_15_akhi	0.002	0.008
religion_self_15_nonchristian	0.015	0.008
occ_self_17_arts	0.018	0.008
mightmove_17_yes	0.321	0.008
state_19_hi	0.001	0.008
logcost_transport_insurance_13	6.7	0.008
ind_spouse_17_information	0.01	0.008
occ_spouse_15_hardscience	0.008	0.008
union_self_15_no	0.523	0.008
ind_spouse_15_information	0.01	0.008
empstat_current_spouse_15_laid off	0.002	0.007
occ_self_15_healthcareprac	0.036	0.007
ind_spouse_19_management	0.022	0.007
logcost_health_hospital_19	1.6	0.007
religion_self_15_orthodox	0.002	0.007
occ_spouse_19_legal	0.006	0.007
race_spouse_13_black	0.038	0.007
empstat_current_spouse_13_housespouse	0.059	0.007
logwealth_other_13	10.1	0.007
state_11_ms	0.01	0.007
moved_why_13_mixed	0.019	0.007
logcost_recreation_11	5.3	0.007
ind_spouse_17_profsciencetech	0.034	0.007
religion_self_19_jewish	0.023	0.007
moved_why_19_closertowork	0.024	0.007
state_11_tn	0.02	0.007
ind_spouse_15_arts	0.008	0.007
state_11_de	0.0	0.007
state_15_vt	0.001	0.007
state_13_ms	0.011	0.007
state_11_wa	0.02	0.007
kids_und13_19	0.309	0.007
union_spouse_17_no	0.358	0.007
occ_spouse_11_sales	0.054	0.007
ind_spouse_19_wholesale	0.018	0.007
state_13_tn	0.02	0.006
occ_self_15_repair	0.027	0.006
cost_health_doctor_11	686.1	0.006
occ_spouse_13_businessfinance	0.019	0.006
occ_self_19_softscience	0.019	0.006
occ_self_15_production	0.046	0.006
region_15_west	0.201	0.006
logcost_housing_insurance_15	4.1	0.006
race_spouse_17_black	0.048	0.006
moved_why_19_homeless	0.002	0.006
logcost_housing_repairs_15	4.2	0.006
own_or_rent_17_rent	0.342	0.006
state_15_wv	0.002	0.006
interview_number_13	4013.7	0.006
state_17_wv	0.001	0.006
empstat_current_spouse_17_laid off	0.002	0.006
state_15_tn	0.022	0.006
occ_self_11_production	0.04	0.006
occ_spouse_11_education	0.031	0.005
weight_indiv_cs_11	16001.1	0.005
cost_clothing_15	1692.8	0.005
state_13_de	0.001	0.005
state_15_de	0.001	0.005
state_17_de	0.001	0.005
occ_self_17_legal	0.011	0.005
state_17_wy	0.002	0.005
grewup_region_spouse_11_akhi	0.002	0.005
state_19_al	0.009	0.005
logcost_transport_insurance_17	6.9	0.005
state_19_wv	0.002	0.005
cost_health_rx_11	383.4	0.005
occ_spouse_17_businessfinance	0.023	0.005
wealth_homeequity_11	68568.3	0.005
occ_self_13_healthcareprac	0.033	0.005
ind_spouse_19_otherservices	0.029	0.005
own_or_rent_17_own	0.588	0.005
moved_11_no	0.609	0.005
kids_und2_13	0.067	0.004
race_spouse_17_pacis	0.0	0.004
cost_transport_leases_11	235.2	0.004
occ_self_19_healthcareprac	0.053	0.004
religion_self_11_orthodox	0.001	0.004
time_work_prevyear_sp_11	21.2	0.004
occ_spouse_19_architectengineering	0.012	0.004
race_spouse_19_white	0.528	0.004
religion_self_11_nonchristian	0.013	0.004
grewup_region_self_west	0.164	0.004
cost_housing_furnishing_11	1180.4	0.004
occ_spouse_15_businessfinance	0.021	0.004
occ_spouse_17_architectengineering	0.01	0.004
occ_self_11_transport	0.039	0.004
occ_self_13_arts	0.013	0.004
state_11_vt	0.001	0.004
state_13_vt	0.001	0.004
wealth_15	293484.4	0.004
state_19_tn	0.024	0.004
occ_spouse_15_janitors	0.016	0.004
empstat_current_spouse_17_student	0.006	0.004
race_self_13_amind	0.004	0.003
occ_self_15_arts	0.014	0.003
occ_self_11_repair	0.026	0.003
cost_transport_additionalvehicle_13	1191.8	0.003
religion_self_19_protestant	0.006	0.003
logcost_health_bills_19	0.663	0.003
logcost_transport_downpayment_17	1.8	0.003
moved_why_15_mixed	0.017	0.003
logcost_housing_furnishing_17	4.4	0.003
logcost_housing_utility_17	7.4	0.003
state_19_va	0.033	0.003
region_15_akhi	0.001	0.003
weight_indiv_cs_15	18566.8	0.003
occ_spouse_15_officeadmin	0.066	0.003
empstat_current_spouse_15_student	0.006	0.003
occ_self_15_softscience	0.013	0.003
state_17_tn	0.022	0.003
cost_health_hospital_19	535.9	0.003
race_spouse_19_pacis	0.001	0.003
occ_spouse_17_compscimath	0.015	0.003
occ_self_19_management	0.09	0.002
interview_number_19	4532.6	0.002
state_11_mn	0.01	0.002
state_17_nc	0.034	0.002
union_self_13_no	0.478	0.002
state_19_mn	0.013	0.002
moved_why_15_consother	0.086	0.002
logcost_housing_rent_15	3.1	0.002
occ_self_13_softscience	0.011	0.002
state_13_wy	0.002	0.002
occ_spouse_13_sales	0.052	0.002
state_17_mn	0.013	0.002
weight_indiv_cs_13	16793.2	0.002
empstat_current_self_19_searching	0.034	0.002
occ_spouse_11_food	0.013	0.002
occ_self_17_management	0.078	0.002
religion_self_17_none	0.154	0.002
race_spouse_11_black	0.034	0.002
logcost_food_deliver_13	0.698	0.002
state_17_ms	0.01	0.002
occ_self_15_protective	0.018	0.002
state_17_mt	0.001	0.001
occ_self_11_protective	0.017	0.001
ind_spouse_15_profsciencetech	0.03	0.001
kids_youngest_15	7.8	0.001
ind_spouse_19_construction	0.037	0.001
state_19_ms	0.01	0.001
occ_spouse_19_officeadmin	0.077	0.001
state_11_wy	0.001	0.001
occ_spouse_11_legal	0.004	0.001
moved_why_17_consneighbor	0.023	0.001
sequence_number_15	2.5	0.001
occ_spouse_11_officeadmin	0.059	0.001
race_self_11_amind	0.004	0.001
logcost_transport_additionalvehicle_13	1.9	0.001
ind_spouse_17_otherservices	0.025	0.001
region_19_foreign	0.006	0.001
occ_spouse_15_legal	0.006	0.001
state_19_nh	0.004	0.001
empstat_current_self_17_student	0.011	0.001
moved_why_17_productive	0.029	0.001
state_19_wa	0.023	0.001
logcost_housing_rent_17	3.5	0.0
state_15_ct	0.004	0.0
religion_self_17_orthodox	0.005	0.0
logcost_clothing_15	6.5	0.0
moved_why_11_involuntary	0.045	0.0
ind_spouse_17_transportwarehouse	0.019	0.0
state_17_dc	0.002	0.0
empstat_current_spouse_11_laid off	0.001	0.0
religion_spouse_19_jewish	0.013	0.0
state_19_wy	0.001	0.0
state_17_al	0.008	0.0
occ_self_17_repair	0.033	-0.0
occ_spouse_11_compscimath	0.009	-0.0
religion_spouse_11_nonchristian	0.01	-0.0
occ_self_13_military	0.007	-0.0
state_17_ct	0.006	-0.0
state_13_wv	0.002	-0.0
region_17_akhi	0.002	-0.0
state_13_al	0.007	-0.0
state_17_wa	0.022	-0.0
religion_spouse_15_nonchristian	0.011	-0.0
moved_why_13_consother	0.074	-0.0
cost_trips_11	1904.7	-0.0
cost_health_rx_13	435.8	-0.001
occ_self_11_softscience	0.01	-0.001
cost_health_15	4357.5	-0.001
state_11_hi	0.0	-0.001
state_11_nc	0.03	-0.001
logcost_housing_tax_13	4.8	-0.001
sequence_number_13	2.5	-0.001
cost_clothing_13	1556.5	-0.001
cost_clothing_11	1566.7	-0.001
educyrs_11	10.2	-0.001
state_19_de	0.001	-0.001
moved_why_13_homeless	0.001	-0.001
occ_spouse_11_farmfishforest	0.004	-0.001
race_self_19_amind	0.005	-0.001
logcost_health_bills_15	0.795	-0.001
state_19_nc	0.036	-0.001
race_self_19_pacis	0.001	-0.001
occ_spouse_11_softscience	0.009	-0.001
state_19_mt	0.001	-0.001
occ_self_17_janitors	0.036	-0.001
state_19_ct	0.008	-0.001
occ_spouse_13_architectengineering	0.008	-0.001
kids_youngest_13	7.9	-0.001
empstat_current_spouse_19_searching	0.017	-0.002
logincome_wagerate_spouse_11	1.8	-0.002
occ_self_13_farmfishforest	0.007	-0.002
occ_spouse_11_hardscience	0.004	-0.002
wealth_other_15	207594.1	-0.002
state_15_nc	0.03	-0.002
ind_spouse_15_adminmilitary	0.031	-0.002
logcost_food_11	8.8	-0.002
occ_spouse_17_management	0.052	-0.002
state_17_vt	0.002	-0.002
occ_spouse_15_architectengineering	0.009	-0.002
occ_spouse_13_officeadmin	0.061	-0.002
religion_self_15_other	0.003	-0.002
religion_self_17_other	0.003	-0.002
cost_transport_downpayment_15	1368.4	-0.002
occ_self_13_janitors	0.026	-0.002
occ_spouse_13_hardscience	0.006	-0.002
moved_why_15_consmore	0.042	-0.002
logcost_housing_insurance_11	4.2	-0.002
occ_self_13_protective	0.018	-0.002
hh_size_15	2.9	-0.002
kids_und2_19	0.071	-0.002
cost_health_insurance_11	1735.7	-0.002
moved_why_11_mixed	0.027	-0.002
state_13_wa	0.021	-0.002
moved_why_13_involuntary	0.043	-0.003
age_self_13	43.2	-0.003
empstat_current_spouse_17_searching	0.016	-0.003
state_15_mt	0.001	-0.003
empstat_current_spouse_19_student	0.008	-0.003
state_19_dc	0.003	-0.003
moved_why_15_closertowork	0.017	-0.003
logcost_health_hospital_15	1.5	-0.003
empstat_current_spouse_15_searching	0.013	-0.003
occ_spouse_17_officeadmin	0.072	-0.003
occ_self_11_military	0.007	-0.003
occ_self_17_healthcareprac	0.044	-0.003
state_13_dc	0.002	-0.003
occ_spouse_15_softscience	0.01	-0.003
logcost_health_rx_13	4.2	-0.003
ind_spouse_19_mining	0.002	-0.003
state_13_nc	0.031	-0.003
cost_transport_downpayment_19	1711.9	-0.003
ind_spouse_19_transportwarehouse	0.023	-0.003
age_self_11	42.3	-0.003
moved_why_15_involuntary	0.038	-0.003
occ_spouse_17_legal	0.006	-0.003
cost_housing_repairs_11	2169.7	-0.003
region_15_foreign	0.005	-0.003
empstat_current_self_17_searching	0.031	-0.004
cost_transport_downpayment_13	1133.1	-0.004
moved_why_13_consless	0.02	-0.004
state_11_az	0.013	-0.004
race_self_17_pacis	0.001	-0.004
race_self_17_amind	0.005	-0.004
region_13_foreign	0.005	-0.004
kids_und2_15	0.061	-0.004
moved_why_19_consneighbor	0.028	-0.004
logcost_transport_leases_13	0.425	-0.004
cost_health_insurance_15	2599.5	-0.004
mightmove_11_yes	0.283	-0.004
ind_spouse_15_transportwarehouse	0.019	-0.004
state_13_mt	0.002	-0.004
cost_transport_other_15	164.3	-0.004
logcost_transport_loans_11	2.3	-0.004
occ_self_15_janitors	0.03	-0.004
state_11_wv	0.001	-0.005
state_11_mt	0.002	-0.005
occ_spouse_17_janitors	0.021	-0.005
age_self_15	44.2	-0.005
ind_spouse_15_management	0.015	-0.005
ind_spouse_17_retail	0.043	-0.005
religion_self_13_nonchristian	0.013	-0.005
ind_spouse_17_wholesale	0.017	-0.005
religion_spouse_19_nonchristian	0.021	-0.005
logcost_housing_furnishing_11	4.5	-0.005
ind_spouse_17_farmfishforest	0.011	-0.005
state_13_nm	0.002	-0.005
occ_self_17_officeadmin	0.121	-0.005
state_15_va	0.03	-0.005
ind_spouse_15_mining	0.002	-0.005
hh_size_13	3.0	-0.005
logcost_trips_11	5.2	-0.005
moved_why_11_productive	0.016	-0.005
state_15_wa	0.021	-0.005
state_13_hi	0.0	-0.005
logwealth_13	10.8	-0.005
occ_self_13_transport	0.041	-0.006
religion_spouse_19_protestant	0.004	-0.006
state_15_dc	0.002	-0.006
occ_self_11_farmfishforest	0.007	-0.006
occ_spouse_15_DKNARefused	0.002	-0.006
state_17_va	0.031	-0.006
religion_self_15_none	0.124	-0.006
ind_spouse_17_DKNARefused	0.002	-0.006
ind_spouse_17_adminmilitary	0.032	-0.006
occ_self_17_farmfishforest	0.01	-0.006
ind_spouse_19_DKNARefused	0.002	-0.006
state_13_ok	0.009	-0.006
religion_spouse_17_nonchristian	0.024	-0.006
state_13_ct	0.004	-0.006
state_11_al	0.007	-0.006
grewup_region_self_akhi	0.002	-0.006
moved_15_yes	0.281	-0.006
ind_spouse_15_DKNARefused	0.002	-0.006
state_19_vt	0.002	-0.006
empstat_current_spouse_11_other	0.001	-0.006
moved_why_17_homeless	0.004	-0.006
own_or_rent_15_own	0.558	-0.006
religion_self_13_none	0.105	-0.007
region_11_akhi	0.001	-0.007
cost_health_11	3166.8	-0.007
state_11_ak	0.001	-0.007
logcost_housing_furnishing_13	4.5	-0.007
empstat_19_retired	0.029	-0.007
religion_spouse_15_other	0.002	-0.007
moved_why_11_homeless	0.002	-0.007
empstat_current_spouse_11_disabled	0.01	-0.007
occ_self_11_DKNARefused	0.002	-0.007
moved_why_17_consless	0.021	-0.007
ind_spouse_19_retail	0.043	-0.007
occ_spouse_13_DKNARefused	0.003	-0.007
logcost_transport_repair_15	6.6	-0.007
state_15_me	0.004	-0.007
kids_und18_11	0.451	-0.007
occ_self_15_transport	0.046	-0.007
occ_self_19_healthcaresupport	0.029	-0.007
state_17_la	0.007	-0.008
occ_self_17_pcareservice	0.029	-0.008
weight_indiv_long_19	39.3	-0.008
moved_why_13_productive	0.022	-0.008
empstat_current_spouse_15_working	0.402	-0.008
state_11_ct	0.004	-0.008
occ_self_13_repair	0.025	-0.008
kids_und18_15	0.383	-0.008
occ_self_17_production	0.055	-0.008
state_19_tx	0.07	-0.008
state_15_ky	0.014	-0.008
logincome_labor_spouse_11	6.1	-0.008
empstat_current_spouse_13_working	0.377	-0.008
cost_housing_repairs_15	1877.1	-0.008
kids_und13_15	0.292	-0.008
state_17_ak	0.001	-0.008
moved_why_15_consneighbor	0.025	-0.009
race_self_15_pacis	0.001	-0.009
state_13_ky	0.015	-0.009
religion_self_11_none	0.095	-0.009
logcost_health_bills_17	0.718	-0.009
state_17_me	0.004	-0.009
religion_self_19_orthodox	0.023	-0.009
cost_health_hospital_15	432.9	-0.009
state_15_al	0.007	-0.009
occ_spouse_19_farmfishforest	0.006	-0.009
state_11_dc	0.002	-0.009
union_spouse_13_no	0.289	-0.009
occ_spouse_15_protective	0.011	-0.009
state_17_tx	0.065	-0.009
state_15_nm	0.002	-0.009
moved_13_yes	0.269	-0.009
state_11_tx	0.059	-0.009
occ_spouse_13_softscience	0.009	-0.009
logcost_recreation_13	5.3	-0.009
ind_spouse_15_utilities	0.005	-0.009
moved_why_15_homeless	0.002	-0.009
state_13_nh	0.002	-0.009
logcost_clothing_11	6.5	-0.009
occ_spouse_19_food	0.022	-0.009
empstat_current_spouse_19_laid off	0.002	-0.009
cost_health_bills_13	878.4	-0.009
own_or_rent_15_rent	0.299	-0.009
empstat_current_spouse_13_laid off	0.002	-0.009
logcost_clothing_13	6.5	-0.01
state_17_ok	0.01	-0.01
logcost_transport_downpayment_13	1.6	-0.01
occ_self_15_farmfishforest	0.008	-0.01
occ_spouse_15_management	0.041	-0.01
kids_und2_17	0.078	-0.01
occ_spouse_17_production	0.028	-0.01
religion_spouse_13_nonchristian	0.009	-0.01
grewup_region_spouse_11_south	0.116	-0.01
occ_self_19_DKNARefused	0.002	-0.01
ind_spouse_17_mining	0.002	-0.01
occ_self_13_healthcaresupport	0.018	-0.01
state_17_nh	0.005	-0.01
occ_spouse_13_legal	0.005	-0.01
empstat_13_laid off	0.003	-0.01
state_11_pa	0.044	-0.01
race_spouse_17_white	0.473	-0.01
occ_self_11_janitors	0.024	-0.01
mightmove_13_yes	0.276	-0.01
ind_spouse_15_retail	0.037	-0.01
religion_spouse_17_other	0.002	-0.011
state_11_ok	0.01	-0.011
occ_spouse_13_constructionextraction	0.021	-0.011
cost_health_13	4224.0	-0.011
state_15_wi	0.015	-0.011
occ_spouse_13_farmfishforest	0.005	-0.011
grewup_region_spouse_13_south	0.123	-0.011
ind_spouse_17_utilities	0.006	-0.011
cost_recreation_13	960.8	-0.011
state_13_tx	0.059	-0.011
state_13_va	0.031	-0.011
state_15_tx	0.061	-0.011
occ_self_17_transport	0.053	-0.011
state_19_me	0.004	-0.011
race_self_15_amind	0.004	-0.011
empstat_current_self_13_laid off	0.003	-0.011
occ_self_11_arts	0.012	-0.011
union_spouse_15_no	0.311	-0.011
occ_spouse_17_transport	0.026	-0.011
state_13_ak	0.001	-0.011
state_15_ak	0.001	-0.011
region_11_foreign	0.006	-0.011
occ_spouse_15_food	0.014	-0.011
occ_self_15_military	0.008	-0.011
moved_why_11_consother	0.068	-0.011
kids_num_15	0.817	-0.011
ind_spouse_19_accomodationsfood	0.029	-0.012
religion_spouse_11_none	0.239	-0.012
occ_spouse_15_farmfishforest	0.005	-0.012
state_19_la	0.006	-0.012
region_19_akhi	0.003	-0.012
state_19_ok	0.011	-0.012
state_13_az	0.014	-0.012
educyrs_15	11.3	-0.012
ind_spouse_15_construction	0.028	-0.012
occ_spouse_11_protective	0.01	-0.012
occ_spouse_11_military	0.004	-0.012
empstat_current_spouse_19_retired	0.058	-0.012
cost_health_insurance_13	2501.9	-0.012
state_11_ky	0.016	-0.012
state_13_me	0.003	-0.012
own_or_rent_15_neither	0.028	-0.012
region_13_akhi	0.001	-0.012
region_17_foreign	0.005	-0.012
cost_health_rx_15	403.1	-0.012
occ_spouse_19_constructionextraction	0.029	-0.012
state_11_nh	0.002	-0.012
logcost_housing_insurance_13	4.1	-0.012
occ_spouse_11_architectengineering	0.007	-0.012
state_11_va	0.03	-0.013
kids_und13_11	0.33	-0.013
kids_und13_13	0.312	-0.013
empstat_current_self_11_searching	0.039	-0.013
mightmove_11_no	0.585	-0.013
empstat_current_spouse_11_working	0.361	-0.013
state_13_nv	0.008	-0.013
occ_self_17_DKNARefused	0.002	-0.013
state_13_pa	0.043	-0.013
wealth_17	298408.5	-0.013
occ_spouse_19_DKNARefused	0.001	-0.013
state_11_nm	0.002	-0.013
ind_spouse_17_management	0.019	-0.013
empstat_current_self_11_other	0.001	-0.013
occ_spouse_11_management	0.039	-0.013
wealth_11	229454.8	-0.013
moved_why_17_closertowork	0.016	-0.013
sequence_number_11	2.5	-0.013
occ_spouse_19_transport	0.029	-0.014
cost_health_bills_15	1860.4	-0.014
empstat_17_student	0.009	-0.014
moved_15_no	0.605	-0.014
logcost_health_hospital_13	1.6	-0.014
state_17_pa	0.043	-0.014
occ_spouse_15_military	0.004	-0.014
occ_self_19_farmfishforest	0.01	-0.014
state_11_co	0.02	-0.014
occ_spouse_13_protective	0.012	-0.014
sequence_number_17	2.1	-0.014
moved_why_19_consother	0.093	-0.014
mightmove_17_no	0.612	-0.014
occ_self_13_DKNARefused	0.003	-0.014
occ_self_19_officeadmin	0.14	-0.014
educyrs_13	10.6	-0.014
ind_spouse_19_utilities	0.007	-0.014
occ_self_17_healthcaresupport	0.026	-0.014
iscouple_15	0.536	-0.014
empstat_17_disabled	0.005	-0.015
religion_self_17_nonchristian	0.03	-0.015
empstat_current_self_19_disabled	0.008	-0.015
empstat_current_self_19_student	0.01	-0.015
moved_why_19_mixed	0.028	-0.015
cost_health_bills_11	762.9	-0.015
occ_spouse_19_management	0.059	-0.015
state_19_sc	0.021	-0.015
moved_13_no	0.611	-0.015
state_15_la	0.005	-0.015
state_17_nv	0.009	-0.015
state_13_co	0.019	-0.015
state_11_me	0.003	-0.015
own_or_rent_11_own	0.576	-0.015
logcost_housing_repairs_11	4.2	-0.015
wealth_other_11	160886.5	-0.015
occ_self_17_military	0.007	-0.015
state_15_pa	0.042	-0.016
empstat_15_student	0.018	-0.016
empstat_current_spouse_13_disabled	0.012	-0.016
occ_self_19_transport	0.066	-0.016
state_13_sc	0.019	-0.016
state_17_az	0.018	-0.016
occ_spouse_17_protective	0.011	-0.016
logwealth_homeequity_11	6.8	-0.016
state_19_co	0.024	-0.016
state_17_ky	0.019	-0.016
state_11_ks	0.005	-0.016
occ_self_19_military	0.008	-0.016
occ_self_11_officeadmin	0.097	-0.016
occ_spouse_13_military	0.004	-0.016
state_15_az	0.014	-0.016
union_spouse_11_no	0.269	-0.016
religion_self_11_other	0.009	-0.017
own_or_rent_19_rent	0.353	-0.017
state_17_co	0.02	-0.017
wealth_19	327531.4	-0.017
moved_19_yes	0.302	-0.017
moved_why_15_consless	0.023	-0.017
state_11_id	0.002	-0.017
state_19_ri	0.001	-0.017
state_11_la	0.005	-0.017
state_13_id	0.002	-0.017
state_15_id	0.002	-0.017
state_17_id	0.002	-0.017
logcost_food_away_13	7.0	-0.017
state_19_nv	0.01	-0.017
empstat_current_spouse_11_searching	0.022	-0.017
occ_spouse_17_military	0.003	-0.017
occ_spouse_17_food	0.017	-0.017
iscouple_11	0.487	-0.017
mightmove_13_no	0.584	-0.017
state_17_ri	0.001	-0.017
logcost_housing_rent_19	3.5	-0.017
state_11_sc	0.02	-0.018
state_19_az	0.017	-0.018
wealth_13	230335.6	-0.018
ind_spouse_17_accomodationsfood	0.022	-0.018
state_19_id	0.001	-0.018
state_17_nm	0.001	-0.018
occ_spouse_17_DKNARefused	0.001	-0.018
mightmove_19_no	0.644	-0.018
occ_spouse_15_constructionextraction	0.024	-0.018
flag_allyears	0.831	-0.018
ind_spouse_17_construction	0.033	-0.018
occ_spouse_19_protective	0.012	-0.018
state_11_nv	0.008	-0.018
moved_why_19_consless	0.017	-0.018
empstat_11_searching	0.056	-0.018
state_15_ok	0.01	-0.018
moved_why_19_involuntary	0.034	-0.018
occ_spouse_17_farmfishforest	0.007	-0.019
state_15_co	0.02	-0.019
religion_self_13_other	0.009	-0.019
occ_spouse_13_transport	0.02	-0.019
empstat_current_self_13_disabled	0.004	-0.019
grewup_region_spouse_13_west	0.081	-0.019
state_15_sc	0.019	-0.019
iscouple_13	0.504	-0.019
cost_transport_leases_13	267.5	-0.019
occ_self_15_healthcaresupport	0.02	-0.019
occ_self_13_food	0.027	-0.019
state_19_nm	0.002	-0.019
ind_spouse_15_accomodationsfood	0.019	-0.019
state_17_wi	0.015	-0.019
empstat_current_spouse_15_retired	0.034	-0.019
state_13_or	0.019	-0.019
religion_spouse_13_none	0.266	-0.02
interview_number_15	4037.6	-0.02
moved_why_11_consless	0.019	-0.02
religion_self_19_other	0.002	-0.02
state_19_ak	0.002	-0.02
grewup_region_self_south	0.246	-0.02
occ_self_19_production	0.065	-0.02
state_17_or	0.021	-0.02
state_19_ky	0.018	-0.02
state_15_or	0.02	-0.02
interview_number_17	4424.8	-0.02
moved_11_yes	0.275	-0.02
occ_spouse_15_repair	0.018	-0.02
occ_spouse_13_management	0.042	-0.021
grewup_region_spouse_11_west	0.077	-0.021
moved_why_13_consmore	0.039	-0.021
empstat_current_spouse_15_disabled	0.012	-0.021
kids_num_13	0.914	-0.021
state_17_sc	0.021	-0.021
occ_spouse_17_constructionextraction	0.027	-0.021
state_15_nv	0.009	-0.021
occ_spouse_11_constructionextraction	0.019	-0.021
logcost_health_bills_13	0.789	-0.021
empstat_current_spouse_17_disabled	0.017	-0.021
occ_self_15_DKNARefused	0.002	-0.021
empstat_13_searching	0.048	-0.021
occ_self_15_officeadmin	0.11	-0.021
state_11_ri	0.001	-0.022
own_or_rent_13_neither	0.032	-0.022
moved_why_11_consmore	0.046	-0.022
wealth_other_17	204533.1	-0.022
occ_spouse_15_transport	0.025	-0.022
state_15_mi	0.031	-0.022
logwealth_homeequity_13	6.7	-0.022
occ_self_17_sales	0.07	-0.022
state_11_wi	0.016	-0.022
wealth_other_13	157346.0	-0.022
occ_self_11_healthcaresupport	0.017	-0.022
religion_spouse_15_none	0.297	-0.022
state_15_ar	0.018	-0.022
hh_size_11	3.1	-0.022
occ_spouse_11_production	0.025	-0.022
state_13_sd	0.004	-0.022
own_or_rent_19_neither	0.032	-0.023
state_19_pa	0.043	-0.023
logcost_health_hospital_11	1.8	-0.023
occ_self_13_officeadmin	0.098	-0.023
state_13_ri	0.001	-0.023
state_15_ri	0.001	-0.023
kids_und18_13	0.419	-0.023
empstat_13_disabled	0.005	-0.023
state_15_sd	0.004	-0.023
empstat_current_spouse_19_disabled	0.011	-0.024
occ_spouse_11_transport	0.023	-0.024
cost_health_hospital_11	361.6	-0.024
wealth_other_19	221101.2	-0.024
empstat_current_spouse_17_retired	0.042	-0.024
state_11_mo	0.023	-0.024
moved_17_no	0.649	-0.024
ind_spouse_15_wholesale	0.013	-0.024
state_19_wi	0.016	-0.024
ind_spouse_19_farmfishforest	0.011	-0.024
empstat_current_spouse_13_searching	0.016	-0.024
religion_self_19_nonchristian	0.031	-0.024
occ_spouse_19_military	0.003	-0.024
state_19_ar	0.019	-0.024
state_19_or	0.021	-0.025
ind_spouse_13_wholesale	0.012	-0.025
religion_spouse_17_none	0.358	-0.025
state_17_ar	0.019	-0.025
kids_und2_11	0.076	-0.025
state_13_la	0.006	-0.025
state_17_nd	0.002	-0.025
state_19_nd	0.002	-0.025
state_11_nd	0.002	-0.025
state_13_nd	0.002	-0.025
weight_indiv_long_11	25.3	-0.025
state_13_wi	0.015	-0.026
ind_spouse_15_farmfishforest	0.01	-0.026
state_13_mo	0.024	-0.026
state_13_ar	0.019	-0.026
religion_spouse_13_other	0.007	-0.026
weight_indiv_long_17	28.1	-0.026
cost_health_hospital_13	367.1	-0.026
state_17_sd	0.004	-0.026
state_19_sd	0.004	-0.026
state_11_ne	0.008	-0.026
state_15_nh	0.002	-0.026
state_11_or	0.019	-0.026
empstat_15_other	0.002	-0.027
mightmove_15_no	0.569	-0.027
race_spouse_15_white	0.432	-0.027
occ_spouse_17_repair	0.02	-0.027
race_spouse_15_amind	0.004	-0.027
relation_to_head_13	13.4	-0.027
state_11_mi	0.033	-0.027
race_spouse_13_amind	0.004	-0.027
own_or_rent_13_own	0.558	-0.027
state_15_ne	0.007	-0.027
weight_indiv_long_13	25.1	-0.027
state_13_mi	0.032	-0.027
occ_spouse_13_production	0.025	-0.027
occ_spouse_19_repair	0.019	-0.027
religion_spouse_17_protestant	0.288	-0.027
state_13_ks	0.005	-0.027
state_11_ar	0.017	-0.028
empstat_current_spouse_13_retired	0.029	-0.028
occ_spouse_19_production	0.033	-0.028
relation_to_head_15	13.5	-0.028
state_17_mo	0.023	-0.028
occ_self_19_sales	0.079	-0.028
race_spouse_19_amind	0.005	-0.028
occ_spouse_15_production	0.023	-0.028
religion_spouse_11_other	0.007	-0.029
kids_num_11	0.99	-0.029
state_15_mo	0.023	-0.029
state_15_nd	0.002	-0.029
race_spouse_11_amind	0.004	-0.029
weight_indiv_long_15	28.3	-0.029
empstat_current_self_19_retired	0.044	-0.029
state_19_mo	0.025	-0.03
occ_spouse_13_repair	0.018	-0.03
ind_spouse_17_manufacturing	0.058	-0.03
empstat_current_self_19_housespouse	0.026	-0.03
own_or_rent_11_neither	0.031	-0.031
race_spouse_11_white	0.397	-0.031
logcost_food_away_11	6.9	-0.032
race_spouse_17_amind	0.005	-0.032
state_17_mi	0.035	-0.032
state_13_ne	0.007	-0.032
state_19_ks	0.005	-0.032
occ_self_11_food	0.026	-0.033
own_or_rent_17_neither	0.031	-0.033
race_self_19_white	0.739	-0.033
state_19_mi	0.036	-0.033
logcost_health_bills_11	0.724	-0.033
religion_spouse_19_none	0.308	-0.033
race_spouse_13_white	0.408	-0.033
relation_to_head_11	13.6	-0.034
religion_spouse_11_protestant	0.233	-0.034
occ_self_17_food	0.039	-0.035
state_15_oh	0.036	-0.035
empstat_17_housespouse	0.022	-0.036
state_17_oh	0.036	-0.036
state_15_ks	0.006	-0.036
state_17_ks	0.007	-0.037
empstat_13_retired	0.011	-0.037
empstat_current_self_17_housespouse	0.023	-0.037
religion_spouse_13_protestant	0.242	-0.037
occ_self_15_food	0.03	-0.037
ind_spouse_15_manufacturing	0.052	-0.037
state_11_sd	0.004	-0.037
state_13_oh	0.037	-0.038
state_17_ne	0.011	-0.038
state_11_in	0.027	-0.038
occ_spouse_11_repair	0.019	-0.038
state_19_in	0.028	-0.039
state_19_ne	0.011	-0.039
state_11_oh	0.038	-0.039
empstat_11_housespouse	0.029	-0.04
religion_self_11_protestant	0.324	-0.04
race_self_11_white	0.527	-0.04
empstat_current_spouse_11_retired	0.023	-0.04
relation_to_head_19	13.3	-0.04
state_19_oh	0.035	-0.04
religion_spouse_15_protestant	0.259	-0.04
iswf_19	0.317	-0.04
sequence_number_19	1.3	-0.04
occ_self_11_sales	0.079	-0.04
empstat_13_housespouse	0.025	-0.04
race_self_17_white	0.659	-0.041
empstat_11_retired	0.008	-0.041
empstat_current_self_13_housespouse	0.028	-0.041
religion_self_17_protestant	0.412	-0.042
state_15_in	0.027	-0.042
sex_spouse_19_male	0.315	-0.042
empstat_current_self_11_retired	0.014	-0.042
ind_spouse_19_manufacturing	0.062	-0.043
race_self_15_white	0.595	-0.043
empstat_17_retired	0.019	-0.044
occ_self_13_education	0.043	-0.044
religion_self_13_protestant	0.345	-0.044
occ_self_15_sales	0.086	-0.045
state_17_in	0.027	-0.045
iswf_17	0.283	-0.046
occ_self_19_pcareservice	0.034	-0.046
occ_self_11_education	0.038	-0.046
sex_self_17_female	0.437	-0.046
empstat_15_retired	0.015	-0.046
state_13_in	0.028	-0.046
religion_self_15_protestant	0.369	-0.047
sex_female	0.493	-0.047
sex_self_19_female	0.493	-0.047
empstat_15_housespouse	0.025	-0.047
state_11_ia	0.018	-0.048
state_17_ia	0.019	-0.048
sex_spouse_17_male	0.282	-0.049
occ_self_15_education	0.045	-0.049
race_self_13_white	0.553	-0.049
empstat_current_self_13_retired	0.016	-0.049
occ_self_19_education	0.058	-0.049
occ_self_17_education	0.052	-0.05
state_13_ia	0.019	-0.05
state_19_ia	0.019	-0.051
empstat_current_self_15_housespouse	0.027	-0.052
state_15_ia	0.019	-0.053
ind_self_17_retail	0.073	-0.053
occ_self_19_food	0.051	-0.053
occ_self_13_sales	0.079	-0.054
empstat_current_self_11_housespouse	0.031	-0.055
grewup_region_spouse_17_northcentral	0.145	-0.055
empstat_current_self_17_retired	0.028	-0.056
empstat_current_self_15_retired	0.022	-0.056
hourlystatus_self_19_hourly	0.488	-0.057
iswf_15	0.247	-0.06
sex_spouse_15_male	0.247	-0.06
grewup_region_spouse_15_northcentral	0.131	-0.062
grewup_region_spouse_11_northcentral	0.119	-0.064
sex_self_15_female	0.38	-0.064
time_housework_self_15	10.0	-0.065
grewup_region_spouse_13_northcentral	0.121	-0.065
ind_self_19_retail	0.088	-0.067
iswf_13	0.234	-0.07
iswf_11	0.227	-0.071
grewup_region_self_northcentral	0.236	-0.071
region_15_northcentral	0.203	-0.084
region_11_northcentral	0.209	-0.086
region_13_northcentral	0.206	-0.092
region_17_northcentral	0.217	-0.095
region_19_northcentral	0.218	-0.097

Working from home in PSID

In PSID, there’s a code in the commute variable indicating that the respondant doesn’t commute.

997 IF VOL.: No commute (e.g., self-employed, works from home)

If we look at the intersection bewtween the people who are employed at work, and who don’t have a commute (code 997), we get a noisy way of defining people who work from home.

(In the 2019 sample this is 580 individuals out of the 14416 that are reference person or spouse)

Here are the correlations with this variable (among those who are employed at work):

Click for full list of correlations.

Variable Name	Mean	Correlation
isnoncommuter_self_19	0.067	1.005
isnoncommuter_self_17	0.062	0.534
isnoncommuter_self_15	0.063	0.491
isnoncommuter_self_13	0.058	0.424
isnoncommuter_self_11	0.047	0.355
hourlystatus_self_19_other	0.111	0.231
hourlystatus_self_11_other	0.063	0.143
hourlystatus_self_13_other	0.071	0.138
hourlystatus_self_15_other	0.07	0.136
hourlystatus_self_17_other	0.087	0.135
ind_self_19_profsciencetech	0.071	0.13
isnoncommuter_spouse_19	0.043	0.118
income_wagerate_spouse_17	16.8	0.108
ind_self_15_profsciencetech	0.055	0.107
ind_self_17_profsciencetech	0.064	0.107
cost_health_insurance_11	1837.2	0.105
ind_self_13_profsciencetech	0.048	0.099
cost_trips_17	2279.4	0.095
age_spouse_11	43.4	0.093
cost_food_15	9422.3	0.091
age_spouse_19	46.5	0.088
income_familytotal_17	103604.5	0.088
age_spouse_17	45.6	0.087
cost_health_11	3323.4	0.087
age_self_19	45.3	0.087
cost_health_17	4543.6	0.087
income_labor_spouse_17	31910.6	0.086
age_spouse_13	44.3	0.086
wealth_homeequity_19	114117.8	0.086
cost_total_with_rent_value_19	64159.1	0.083
grewup_state_spouse_19_id	0.002	0.083
cost_food_away_15	2813.1	0.082
home_rent_value_17	12042.2	0.082
age_spouse_15	45.3	0.081
educyrs_15	11.3	0.081
educyrs_19	13.9	0.081
educyrs_11	10.3	0.08
cost_health_doctor_17	943.3	0.08
income_familytotal_19	111669.4	0.079
age_self_17	44.4	0.077
cost_total_19	60467.4	0.077
age_self_11	42.0	0.077
educyrs_13	10.7	0.076
age_self_15	44.0	0.076
cost_computing_17	569.1	0.076
home_rent_value_19	12993.6	0.076
grewup_state_spouse_15_id	0.001	0.075
age_self_13	43.0	0.075
ind_self_11_profsciencetech	0.046	0.074
cost_housing_19	24160.2	0.073
grewup_state_spouse_11_id	0.002	0.073
income_familytotal_11	89087.5	0.069
cost_health_rx_17	402.3	0.069
grewup_state_spouse_13_id	0.002	0.069
wealth_17	323864.5	0.069
cost_food_athome_15	6479.9	0.068
wealth_homeequity_11	71713.1	0.068
cost_food_17	10372.6	0.068
isnoncommuter_spouse_15	0.043	0.068
hourlystatus_spouse_11_other	0.037	0.068
cost_food_11	8617.9	0.067
cost_housing_insurance_19	828.7	0.067
isnoncommuter_spouse_17	0.045	0.067
cost_transport_other_11	134.8	0.066
income_familytotal_15	100816.0	0.066
cost_housing_15	21845.4	0.066
cost_housing_tax_19	2382.7	0.066
income_wagerate_spouse_15	16.4	0.065
ind_self_11_farmfishforest	0.013	0.064
cost_food_away_17	3071.3	0.064
wealth_19	358018.6	0.063
wealth_homeequity_17	98087.5	0.063
cost_housing_mortgage_17	6278.6	0.063
cost_health_hospital_17	446.8	0.063
hourlystatus_spouse_19_other	0.058	0.063
wealth_13	255058.1	0.063
wealth_other_17	225777.0	0.062
grewup_state_spouse_17_id	0.002	0.062
educyrs_17	12.8	0.062
wealth_homeequity_15	90283.3	0.061
cost_trips_15	2262.0	0.061
cost_housing_insurance_13	681.2	0.06
income_labor_spouse_15	31354.2	0.06
ind_spouse_11_profsciencetech	0.024	0.059
empstat_17_retired	0.013	0.059
cost_food_away_11	2437.7	0.059
cost_health_doctor_19	1004.8	0.059
empstat_current_self_13_retired	0.013	0.059
wealth_other_13	178744.9	0.059
wealth_15	323205.0	0.059
isnoncommuter_spouse_13	0.044	0.059
cost_housing_17	22596.0	0.059
cost_housing_13	21781.5	0.059
time_leisure_self_19	13.9	0.058
ind_self_15_farmfishforest	0.015	0.058
cost_food_19	11088.9	0.058
ind_self_13_farmfishforest	0.015	0.057
cost_trips_19	2559.9	0.057
wealth_11	250423.4	0.057
cost_housing_tax_17	2107.6	0.057
empstat_15_housespouse	0.023	0.057
income_wagerate_self_19	29.5	0.057
cost_recreation_11	912.3	0.057
cost_health_doctor_11	713.5	0.056
cost_trips_13	2064.5	0.056
income_labor_spouse_19	34099.4	0.055
cost_transport_taxi_15	49.7	0.055
cost_health_rx_19	396.0	0.055
ind_self_19_farmfishforest	0.018	0.055
wealth_other_19	243900.8	0.055
cost_housing_mortgage_19	6919.2	0.054
hourlystatus_spouse_13_hourlypluscomm	0.002	0.054
cost_computing_19	604.0	0.054
wealth_other_15	232921.7	0.054
time_leisure_spouse_19	10.4	0.054
ind_spouse_11_farmfishforest	0.008	0.054
ind_self_17_farmfishforest	0.017	0.052
cost_health_19	4910.9	0.052
wealth_homeequity_13	76313.1	0.052
ind_spouse_13_farmfishforest	0.008	0.051
hourlystatus_spouse_17_salaried	0.192	0.051
ind_self_17_realestate	0.019	0.051
cost_housing_insurance_17	738.0	0.051
cost_housing_telecom_19	2980.4	0.05
wealth_other_11	178710.4	0.05
income_labor_spouse_11	28692.0	0.05
cost_housing_tax_13	2134.2	0.05
cost_transport_downpayment_11	1130.6	0.05
hourlystatus_spouse_13_other	0.042	0.05
ind_self_19_realestate	0.021	0.05
cost_food_athome_11	6054.0	0.048
cost_food_athome_19	7504.2	0.048
cost_housing_mortgage_15	6425.6	0.048
cost_trips_11	1951.9	0.048
hourlystatus_spouse_15_salaried	0.177	0.047
hourlystatus_spouse_19_salpluscomm	0.007	0.047
hourlystatus_spouse_19_salaried	0.221	0.047
iswf_13	0.231	0.047
cost_housing_tax_15	2137.5	0.047
empstat_13_retired	0.007	0.047
weight_indiv_cs_11	15857.6	0.047
cost_health_15	4516.0	0.046
income_wagerate_spouse_19	17.8	0.046
hourlystatus_self_15_salaried	0.27	0.046
cost_housing_insurance_15	689.2	0.046
cost_food_athome_17	7150.0	0.045
income_wagerate_self_17	27.7	0.045
income_wagerate_spouse_11	15.5	0.045
cost_transport_repair_17	954.3	0.045
sizeworkplace_spouse_11	15037.0	0.044
empstat_13_housespouse	0.023	0.044
income_labor_spouse_13	29435.3	0.044
hourlystatus_self_11_salaried	0.23	0.043
hourlystatus_spouse_15_other	0.04	0.043
ind_self_15_financeinsurance	0.043	0.043
cost_food_away_19	3373.9	0.043
isnoncommuter_spouse_11	0.034	0.043
weight_indiv_cs_13	16632.1	0.042
weight_indiv_cs_15	18433.8	0.042
ind_self_19_otherservices	0.053	0.042
ind_self_19_financeinsurance	0.054	0.042
cost_health_insurance_19	2915.8	0.042
empstat_15_retired	0.012	0.042
grewup_state_spouse_11_va	0.014	0.042
grewup_region_spouse_11_west	0.083	0.042
iswf_11	0.226	0.042
cost_recreation_19	1023.4	0.041
cost_health_insurance_17	2751.3	0.041
empstat_current_self_13_housespouse	0.025	0.041
grewup_region_spouse_19_west	0.113	0.041
hourlystatus_spouse_17_other	0.049	0.04
hourlystatus_spouse_11_salaried	0.159	0.04
grewup_size_spouse_11_suburban	0.266	0.04
income_wagerate_self_11	24.0	0.04
time_housework_self_15	9.8	0.04
cost_housing_telecom_13	2731.5	0.04
iswf_15	0.243	0.04
income_familytotal_13	96458.6	0.039
ind_self_13_realestate	0.014	0.039
income_wagerate_spouse_13	15.9	0.039
cost_childcare_11	672.9	0.039
cost_health_rx_11	407.7	0.038
cost_housing_repairs_15	1919.3	0.038
ind_self_13_financeinsurance	0.039	0.038
time_volunteering_self_17	1.1	0.038
ind_self_11_realestate	0.012	0.038
empstat_11_working	0.63	0.038
cost_transport_repair_19	925.2	0.038
grewup_region_spouse_15_west	0.092	0.037
cost_housing_repairs_19	2267.7	0.037
empstat_current_self_11_working	0.58	0.037
ind_self_17_financeinsurance	0.048	0.037
time_housework_self_19	9.7	0.037
cost_housing_mortgage_13	6859.5	0.036
cost_transport_other_15	194.1	0.036
hourlystatus_self_13_salpluscomm	0.011	0.036
cost_recreation_17	1087.3	0.036
grewup_state_spouse_19_wa	0.014	0.036
grewup_region_spouse_17_west	0.099	0.036
cost_housing_insurance_11	674.9	0.036
hourlystatus_spouse_11_salpluscomm	0.004	0.035
cost_education_19	2051.9	0.035
cost_housing_repairs_13	1947.0	0.035
time_leisure_self_17	14.3	0.035
cost_health_doctor_13	940.1	0.035
cost_food_13	8915.4	0.035
cost_housing_utility_19	3088.5	0.034
flag_allyears	0.828	0.034
cost_food_deliver_17	151.3	0.034
empstat_17_housespouse	0.018	0.034
grewup_size_spouse_13_suburban	0.28	0.034
grewup_region_spouse_13_northcentral	0.124	0.034
cost_health_rx_15	418.8	0.034
time_housework_self_13	10.4	0.034
cost_health_insurance_15	2678.0	0.034
grewup_state_spouse_15_va	0.017	0.034
grewup_state_spouse_15_il	0.015	0.034
cost_recreation_13	999.8	0.033
cost_transport_11	11437.0	0.033
cost_transport_taxi_17	89.5	0.033
grewup_state_spouse_19_wv	0.002	0.033
time_volunteering_spouse_17	0.896	0.033
cost_clothing_19	1577.8	0.033
ind_spouse_11_information	0.011	0.033
income_wagerate_self_15	26.3	0.033
grewup_state_spouse_13_va	0.015	0.033
hourlystatus_self_17_salaried	0.303	0.032
time_work_prevyear_self_11	41.9	0.032
empstat_current_self_11_retired	0.011	0.032
weight_indiv_cs_17	19932.1	0.032
ishd_11	0.446	0.032
grewup_region_spouse_15_northcentral	0.132	0.032
cost_health_hospital_15	455.9	0.032
empstat_11_retired	0.007	0.032
cost_housing_furnishing_15	1228.4	0.032
time_housework_self_17	10.2	0.032
empstat_current_self_13_disabled	0.004	0.032
weight_indiv_long_15	28.0	0.031
grewup_size_spouse_11_country	0.054	0.031
grewup_region_spouse_13_west	0.086	0.031
grewup_state_spouse_15_md	0.006	0.031
hourlystatus_spouse_13_salaried	0.166	0.031
grewup_state_spouse_17_va	0.016	0.031
time_leisure_spouse_17	10.5	0.031
time_childcare_self_17	9.8	0.03
ind_self_13_arts	0.013	0.03
ind_spouse_11_financeinsurance	0.025	0.03
grewup_size_spouse_15_suburban	0.301	0.03
cost_transport_parking_11	55.3	0.03
grewup_state_spouse_11_md	0.005	0.03
empstat_current_self_11_laidoff	0.002	0.03
grewup_state_self_ne	0.01	0.029
hourlystatus_spouse_15_salpluscomm	0.007	0.029
time_work_spouse_19	21.9	0.029
weight_indiv_long_11	25.0	0.029
cost_recreation_15	1043.5	0.029
cost_food_deliver_11	126.2	0.029
ind_self_13_management	0.023	0.029
cost_housing_tax_11	2109.7	0.029
time_work_annual_spouse_11	1156.1	0.029
grewup_state_spouse_13_wa	0.012	0.029
empstat_13_disabled	0.004	0.029
grewup_state_self_md	0.013	0.029
grewup_state_spouse_15_wa	0.013	0.028
ind_self_19_arts	0.02	0.028
cost_health_13	4356.4	0.028
cost_housing_furnishing_13	1078.7	0.028
cost_housing_telecom_11	2546.2	0.028
cost_food_athome_13	6207.4	0.028
grewup_state_self_ct	0.01	0.028
grewup_size_spouse_13_other	0.013	0.028
ishd_15	0.519	0.027
ind_self_15_realestate	0.015	0.027
iswf_17	0.278	0.027
time_work_prevyear_spouse_13	40.5	0.027
cost_food_away_13	2580.6	0.027
empstat_current_self_13_working	0.626	0.027
grewup_size_spouse_13_country	0.053	0.027
grewup_size_spouse_15_country	0.055	0.027
ind_self_15_information	0.016	0.027
ind_self_17_management	0.033	0.027
ind_spouse_13_financeinsurance	0.026	0.027
weight_indiv_long_17	27.5	0.027
empstat_current_self_11_housespouse	0.028	0.027
weight_indiv_long_13	24.8	0.026
cost_housing_mortgage_11	7578.6	0.026
time_work_prevyear_self_15	42.3	0.026
time_adultcare_self_17	0.742	0.026
iswf_19	0.308	0.026
grewup_state_spouse_19_md	0.008	0.025
cost_education_11	2809.0	0.025
grewup_state_spouse_11_wa	0.011	0.025
grewup_region_spouse_19_northcentral	0.159	0.025
income_labor_self_19	59522.7	0.025
grewup_size_spouse_11_other	0.012	0.025
grewup_state_spouse_17_il	0.018	0.025
grewup_state_spouse_17_wa	0.013	0.025
ind_self_11_otherservices	0.03	0.025
grewup_state_spouse_19_co	0.01	0.025
grewup_state_spouse_17_md	0.007	0.025
grewup_state_self_az	0.011	0.025
grewup_state_spouse_13_md	0.005	0.025
cost_food_deliver_15	129.3	0.025
empstat_13_working	0.674	0.024
cost_clothing_17	1551.2	0.024
grewup_state_self_mo	0.026	0.024
interview_number_11	3873.3	0.024
grewup_state_spouse_11_il	0.015	0.024
cost_clothing_15	1727.6	0.024
grewup_state_spouse_19_il	0.019	0.024
grewup_state_spouse_19_va	0.019	0.024
kids_youngest_15	7.8	0.024
grewup_state_spouse_13_il	0.015	0.024
hourlystatus_self_17_hourlypluscomm	0.003	0.023
hourlystatus_spouse_13_salpluscomm	0.006	0.023
sizeworkplace_self_19	862.5	0.023
ind_self_19_management	0.04	0.023
time_work_annual_spouse_19	1132.0	0.022
time_childcare_self_19	8.9	0.022
ind_self_11_manufacturing	0.077	0.022
grewup_state_self_ks	0.004	0.022
cost_housing_telecom_15	2839.6	0.022
grewup_state_spouse_11_co	0.008	0.022
cost_housing_11	22424.0	0.022
grewup_state_spouse_13_co	0.008	0.022
cost_health_rx_13	439.6	0.022
grewup_region_spouse_17_northcentral	0.146	0.022
grewup_size_spouse_15_other	0.013	0.022
time_volunteering_spouse_19	0.826	0.022
empstat_current_self_13_searching	0.028	0.021
cost_childcare_13	699.6	0.021
kids_youngest_17	7.4	0.021
workweeks_spouse_11	27.7	0.021
grewup_state_spouse_15_fl	0.011	0.021
cost_housing_furnishing_17	1184.6	0.021
grewup_state_spouse_13_fl	0.01	0.021
ishd_13	0.479	0.021
empstat_current_self_11_student	0.01	0.021
grewup_region_spouse_15_south	0.136	0.02
time_volunteering_self_19	0.944	0.02
empstat_15_disabled	0.006	0.02
ind_self_17_otherservices	0.042	0.02
grewup_state_spouse_13_ny	0.031	0.02
grewup_size_spouse_17_country	0.058	0.02
time_work_annual_spouse_13	1148.4	0.02
empstat_17_searching	0.031	0.02
ind_self_11_arts	0.012	0.02
cost_health_doctor_15	963.3	0.02
ind_self_11_financeinsurance	0.036	0.02
grewup_size_spouse_17_other	0.014	0.02
time_work_prevyear_spouse_15	40.0	0.02
empstat_15_working	0.724	0.02
cost_childcare_19	775.4	0.02
grewup_state_spouse_11_ar	0.013	0.02
grewup_state_spouse_17_az	0.006	0.019
cost_housing_telecom_17	2878.9	0.019
grewup_state_spouse_11_ca	0.037	0.019
vacationdays_spouse_19	1.1	0.019
cost_health_insurance_13	2603.7	0.019
grewup_region_spouse_13_south	0.127	0.019
ind_self_19_transportwarehouse	0.05	0.018
grewup_state_spouse_15_co	0.009	0.018
empstat_current_self_11_disabled	0.003	0.018
time_adultcare_self_19	0.764	0.018
grewup_size_spouse_19_other	0.016	0.018
empstat_11_disabled	0.003	0.018
ind_self_13_wholesale	0.02	0.018
grewup_state_spouse_17_mo	0.015	0.018
empstat_11_housespouse	0.026	0.018
ind_self_11_DKNARefused	0.002	0.017
grewup_state_spouse_13_ks	0.002	0.017
hourlystatus_self_15_salpluscomm	0.01	0.017
workweeks_spouse_19	27.2	0.017
grewup_size_spouse_19_suburban	0.386	0.017
cost_transport_downpayment_13	1212.8	0.017
grewup_state_spouse_11_ct	0.003	0.017
grewup_state_self_nc	0.024	0.016
grewup_state_spouse_13_az	0.005	0.016
ind_self_11_management	0.024	0.016
grewup_region_spouse_13_northeast	0.102	0.016
time_work_annual_spouse_15	1133.7	0.016
grewup_state_spouse_11_mi	0.018	0.016
grewup_state_spouse_15_oh	0.026	0.016
ind_spouse_11_construction	0.025	0.016
grewup_state_spouse_17_co	0.009	0.016
grewup_state_self_nh	0.001	0.016
time_housework_self_11	10.6	0.016
cost_transport_loans_17	1932.9	0.016
grewup_state_spouse_15_az	0.005	0.015
kids_youngest_19	7.7	0.015
cost_housing_repairs_17	2251.0	0.015
grewup_region_spouse_17_south	0.148	0.015
grewup_state_spouse_13_oh	0.025	0.015
grewup_state_spouse_11_fl	0.009	0.015
grewup_state_spouse_11_ne	0.006	0.015
grewup_size_spouse_19_country	0.064	0.015
grewup_size_spouse_17_suburban	0.346	0.015
ind_self_11_information	0.018	0.015
ind_self_15_otherservices	0.036	0.015
ind_spouse_11_health	0.059	0.015
grewup_state_spouse_19_mo	0.018	0.015
grewup_state_spouse_19_az	0.008	0.015
grewup_state_spouse_17_wv	0.001	0.015
cost_transport_other_19	54.8	0.015
empstat_current_self_11_searching	0.036	0.014
income_labor_self_15	52141.5	0.014
grewup_state_spouse_11_ny	0.029	0.014
grewup_state_spouse_13_mo	0.014	0.014
income_labor_self_11	45941.2	0.014
grewup_state_spouse_15_ca	0.042	0.014
ind_spouse_13_construction	0.025	0.014
hourlystatus_self_11_salpluscomm	0.008	0.014
cost_transport_leases_19	520.1	0.014
grewup_state_spouse_13_ct	0.004	0.014
grewup_state_spouse_11_pa	0.029	0.014
workweeks_spouse_13	27.6	0.013
hourlystatus_self_13_salaried	0.246	0.013
grewup_state_spouse_11_az	0.005	0.013
grewup_state_spouse_19_oh	0.031	0.013
grewup_state_spouse_15_ct	0.004	0.013
income_wagerate_self_13	25.5	0.013
cost_clothing_11	1608.6	0.013
grewup_state_spouse_17_ak	0.001	0.013
grewup_state_spouse_11_oh	0.023	0.013
cost_health_bills_17	909.8	0.013
ind_spouse_11_management	0.014	0.013
time_education_self_17	1.4	0.012
grewup_size_self_suburban	0.535	0.012
grewup_state_spouse_13_mi	0.018	0.012
relation_to_head_19	13.4	0.012
ind_self_17_information	0.018	0.012
ind_self_17_arts	0.016	0.012
grewup_region_spouse_19_south	0.165	0.012
hourlystatus_self_17_salpluscomm	0.011	0.012
ind_self_13_otherservices	0.031	0.012
grewup_state_spouse_15_mo	0.016	0.012
income_labor_self_17	54591.5	0.012
grewup_state_self_ar	0.021	0.012
grewup_state_spouse_15_mi	0.019	0.012
cost_transport_leases_11	256.8	0.012
interview_number_15	4041.9	0.012
grewup_state_spouse_15_ny	0.033	0.011
grewup_state_spouse_13_ak	0.001	0.011
time_pcare_spouse_17	5.6	0.011
grewup_state_self_fl	0.027	0.011
grewup_state_spouse_19_ne	0.007	0.011
time_pcare_spouse_19	5.5	0.011
cost_food_deliver_19	210.9	0.011
grewup_state_spouse_19_ct	0.005	0.011
grewup_state_spouse_13_ne	0.005	0.011
grewup_state_spouse_19_ak	0.001	0.011
cost_transport_parking_13	69.5	0.011
grewup_state_spouse_17_ca	0.046	0.011
grewup_state_spouse_17_fl	0.014	0.011
time_shopping_self_19	3.5	0.011
cost_education_17	2456.4	0.011
vacationdays_spouse_13	1.0	0.011
grewup_state_self_wa	0.021	0.011
grewup_state_spouse_19_sd	0.003	0.011
ind_spouse_13_health	0.062	0.011
time_shopping_self_17	3.4	0.01
cost_housing_utility_17	2940.7	0.01
grewup_state_spouse_13_pa	0.031	0.01
grewup_state_spouse_17_or	0.012	0.01
grewup_state_spouse_17_ct	0.004	0.01
cost_transport_leases_17	493.4	0.01
grewup_state_spouse_11_sc	0.007	0.01
time_work_prevyear_sp_19	22.7	0.01
grewup_state_spouse_11_mo	0.015	0.01
ind_self_15_retail	0.059	0.01
grewup_state_spouse_15_ak	0.001	0.01
cost_transport_parking_17	82.5	0.01
grewup_state_spouse_17_oh	0.028	0.01
cost_transport_downpayment_19	1782.5	0.01
grewup_state_spouse_13_sc	0.007	0.01
grewup_state_spouse_19_ks	0.003	0.01
relation_to_head_11	13.4	0.01
grewup_state_self_id	0.002	0.01
hourlystatus_spouse_17_hourlypluscomm	0.002	0.01
cost_transport_bustrain_15	113.9	0.009
empstat_11_other	0.002	0.009
grewup_state_spouse_11_ak	0.001	0.009
grewup_state_spouse_11_ia	0.015	0.009
cost_education_13	3028.6	0.009
hourlystatus_self_19_salaried	0.356	0.009
workweeks_spouse_17	27.1	0.009
ind_self_15_management	0.025	0.009
empstat_11_laidoff	0.003	0.009
cost_health_bills_11	818.3	0.009
cost_transport_repair_13	1893.9	0.009
cost_transport_bustrain_11	109.2	0.009
grewup_state_self_or	0.019	0.009
grewup_state_self_wi	0.011	0.009
grewup_state_spouse_19_nc	0.015	0.008
cost_transport_loans_11	1345.4	0.008
workweeks_spouse_15	27.3	0.008
grewup_state_spouse_19_or	0.012	0.008
grewup_state_spouse_11_nc	0.011	0.008
grewup_state_spouse_15_ia	0.015	0.008
grewup_state_self_il	0.029	0.008
vacationdays_spouse_15	1.2	0.008
ind_self_15_wholesale	0.021	0.008
grewup_state_spouse_15_sc	0.007	0.008
cost_housing_repairs_11	2252.4	0.008
grewup_state_spouse_19_fl	0.015	0.008
grewup_state_spouse_13_ia	0.015	0.008
cost_transport_taxi_19	134.1	0.008
cost_clothing_13	1626.1	0.008
grewup_state_spouse_11_nj	0.017	0.008
grewup_state_spouse_15_wv	0.001	0.007
cost_transport_insurance_11	1668.2	0.007
hourlystatus_spouse_17_salpluscomm	0.006	0.007
ind_self_17_transportwarehouse	0.037	0.007
grewup_state_spouse_17_ks	0.003	0.007
grewup_state_spouse_17_sc	0.008	0.007
cost_transport_gas_11	3255.1	0.007
grewup_state_spouse_17_nv	0.001	0.007
cost_housing_utility_13	3072.2	0.007
cost_housing_rent_17	4216.5	0.007
grewup_state_spouse_13_ar	0.014	0.007
grewup_state_spouse_13_nj	0.018	0.007
grewup_state_spouse_13_in	0.012	0.007
grewup_state_self_nj	0.032	0.007
cost_transport_insurance_19	2096.4	0.007
grewup_state_spouse_19_mi	0.025	0.006
grewup_state_spouse_11_wi	0.006	0.006
grewup_state_spouse_19_ca	0.054	0.006
time_adultcare_spouse_19	0.465	0.006
grewup_state_spouse_11_ks	0.002	0.006
ind_spouse_13_arts	0.007	0.006
ind_self_19_wholesale	0.03	0.006
daycare_13_yes	0.07	0.006
cost_housing_rent_15	3541.0	0.006
grewup_state_spouse_13_nc	0.012	0.006
grewup_state_self_va	0.024	0.006
ind_spouse_11_realestate	0.007	0.006
grewup_state_spouse_17_mi	0.021	0.006
grewup_size_spouse_13_bigcity	0.159	0.005
ind_self_15_manufacturing	0.091	0.005
grewup_state_spouse_11_or	0.01	0.005
ind_self_15_arts	0.012	0.005
hourlystatus_spouse_15_hourlypluscomm	0.001	0.005
grewup_state_spouse_15_nc	0.013	0.005
grewup_size_spouse_15_bigcity	0.163	0.005
grewup_state_spouse_13_wi	0.007	0.005
grewup_state_spouse_13_wv	0.001	0.005
vacationdays_spouse_11	0.92	0.005
cost_health_hospital_19	594.3	0.005
grewup_state_self_pa	0.046	0.005
cost_transport_parking_15	78.5	0.005
grewup_state_spouse_13_nv	0.001	0.005
cost_health_hospital_13	373.0	0.005
grewup_state_spouse_19_nv	0.001	0.005
grewup_state_spouse_17_ia	0.017	0.005
grewup_state_spouse_15_wi	0.007	0.005
grewup_state_spouse_17_ny	0.037	0.005
grewup_state_spouse_19_sc	0.009	0.005
grewup_state_spouse_11_in	0.012	0.005
weight_indiv_long_19	38.8	0.005
grewup_region_spouse_15_northeast	0.106	0.005
grewup_state_self_ak	0.001	0.005
ind_spouse_11_transportwarehouse	0.018	0.005
grewup_state_spouse_11_nv	0.001	0.005
time_work_prevyear_self_13	42.3	0.005
grewup_state_self_ma	0.028	0.005
daycare_15_no	0.285	0.005
grewup_state_spouse_11_sd	0.003	0.005
time_work_prevyear_spouse_11	40.1	0.004
grewup_state_spouse_19_ma	0.021	0.004
grewup_state_spouse_13_or	0.01	0.004
grewup_state_spouse_17_nj	0.019	0.004
grewup_region_spouse_19_northeast	0.127	0.004
grewup_state_spouse_15_nj	0.019	0.004
grewup_state_spouse_11_ms	0.005	0.004
grewup_state_spouse_13_sd	0.003	0.004
grewup_state_spouse_15_sd	0.003	0.004
weight_indiv_cs_19	23915.4	0.004
grewup_state_spouse_19_pa	0.034	0.004
cost_housing_furnishing_19	1157.6	0.004
empstat_13_searching	0.041	0.004
time_work_annual_spouse_17	1124.0	0.004
ind_self_13_transportwarehouse	0.029	0.004
time_education_self_19	1.3	0.004
ind_spouse_13_adminmilitary	0.03	0.004
grewup_state_spouse_15_or	0.011	0.003
grewup_state_spouse_17_nc	0.014	0.003
cost_transport_repair_11	1841.2	0.003
cost_transport_taxi_13	38.4	0.003
cost_transport_parking_19	106.5	0.003
grewup_state_spouse_13_nd	0.001	0.003
grewup_state_self_oh	0.046	0.003
grewup_state_spouse_15_in	0.014	0.003
grewup_state_spouse_15_nv	0.001	0.003
sequence_number_11	2.5	0.003
grewup_state_spouse_13_tx	0.022	0.003
grewup_state_spouse_19_ia	0.017	0.003
cost_transport_leases_13	280.2	0.003
grewup_state_spouse_17_tx	0.025	0.003
grewup_state_spouse_19_ga	0.009	0.003
cost_housing_utility_15	3064.9	0.003
grewup_state_self_nv	0.001	0.002
grewup_state_spouse_11_nd	0.002	0.002
grewup_state_spouse_15_nd	0.002	0.002
grewup_state_spouse_17_nd	0.002	0.002
cost_transport_loans_19	1857.5	0.002
time_work_spouse_17	21.9	0.002
daycare_11_yes	0.076	0.002
hourlystatus_spouse_11_hourlypluscomm	0.002	0.002
daycare_19_no	0.304	0.002
cost_transport_17	10959.6	0.002
ind_spouse_11_adminmilitary	0.03	0.002
ind_self_15_transportwarehouse	0.032	0.002
cost_health_bills_13	843.4	0.002
empstat_current_self_11_other	0.001	0.002
grewup_state_spouse_13_ms	0.006	0.002
grewup_state_spouse_17_wi	0.008	0.002
grewup_region_spouse_19_akhi	0.001	0.002
grewup_state_spouse_15_tx	0.023	0.002
ind_self_11_wholesale	0.021	0.002
grewup_state_spouse_15_ar	0.014	0.001
grewup_region_spouse_17_akhi	0.001	0.001
grewup_state_spouse_17_sd	0.004	0.001
grewup_state_spouse_17_ar	0.014	0.001
grewup_state_spouse_15_ks	0.003	0.001
cost_transport_19	11715.0	0.001
cost_housing_rent_11	2970.7	0.001
grewup_state_spouse_19_nd	0.002	0.001
ind_self_19_information	0.02	0.001
grewup_state_self_ny	0.058	0.001
grewup_size_spouse_11_bigcity	0.154	0.001
grewup_state_spouse_19_me	0.003	0.001
daycare_17_no	0.294	0.001
cost_childcare_15	652.0	0.001
grewup_state_self_me	0.003	0.001
hourlystatus_spouse_15_hourlyplustips	0.001	0.001
grewup_size_spouse_19_bigcity	0.224	0.001
hh_size_19	2.8	0.001
ishd_17	0.609	0.0
grewup_state_self_co	0.015	0.0
grewup_region_spouse_13_akhi	0.002	0.0
grewup_region_spouse_17_northeast	0.115	0.0
grewup_state_spouse_19_wi	0.009	0.0
time_shopping_spouse_19	2.8	0.0
grewup_state_spouse_13_ca	0.039	0.0
cost_transport_downpayment_17	1482.7	0.0
cost_transport_taxi_11	34.1	-0.0
grewup_region_spouse_15_akhi	0.002	-0.0
grewup_state_spouse_19_nj	0.021	-0.0
cost_transport_insurance_17	2032.3	-0.0
grewup_state_spouse_15_ms	0.007	-0.0
vacationdays_spouse_17	1.0	-0.001
empstat_11_searching	0.051	-0.001
ind_self_17_manufacturing	0.101	-0.001
income_labor_self_13	50589.5	-0.001
grewup_state_spouse_17_ms	0.007	-0.001
grewup_state_spouse_17_ne	0.006	-0.001
cost_transport_13	11407.2	-0.001
hourlystatus_spouse_11_hourlyplustips	0.002	-0.001
ind_self_11_retail	0.051	-0.001
empstat_15_searching	0.031	-0.001
daycare_13_no	0.301	-0.001
grewup_state_spouse_15_pa	0.03	-0.001
cost_transport_other_17	53.7	-0.001
cost_housing_furnishing_11	1227.0	-0.001
ind_spouse_11_manufacturing	0.051	-0.001
grewup_state_spouse_19_ms	0.007	-0.001
empstat_15_laidoff	0.003	-0.001
ind_spouse_11_accomodationsfood	0.019	-0.002
grewup_state_spouse_17_in	0.016	-0.002
ind_spouse_11_wholesale	0.013	-0.002
grewup_state_spouse_19_al	0.006	-0.002
grewup_state_spouse_19_ny	0.041	-0.002
cost_health_hospital_11	365.0	-0.002
ind_spouse_13_accomodationsfood	0.019	-0.002
hourlystatus_self_11_hourlyplustips	0.004	-0.002
grewup_state_self_ia	0.025	-0.002
cost_housing_rent_19	4535.4	-0.002
relation_to_head_13	13.2	-0.002
grewup_size_spouse_17_bigcity	0.201	-0.002
grewup_state_spouse_15_ne	0.005	-0.002
ind_self_13_retail	0.055	-0.002
cost_transport_leases_15	466.2	-0.002
grewup_state_spouse_19_ar	0.016	-0.002
grewup_state_spouse_11_wv	0.001	-0.002
grewup_state_spouse_11_de	0.0	-0.002
grewup_state_spouse_13_de	0.0	-0.002
grewup_state_spouse_15_de	0.0	-0.002
grewup_state_spouse_17_al	0.006	-0.002
grewup_state_spouse_17_ma	0.018	-0.002
grewup_state_spouse_17_de	0.0	-0.002
time_adultcare_spouse_17	0.453	-0.003
grewup_state_spouse_19_tx	0.028	-0.003
grewup_state_spouse_19_in	0.017	-0.003
grewup_state_spouse_11_tn	0.007	-0.003
empstat_17_disabled	0.005	-0.003
relation_to_head_15	13.3	-0.003
time_work_prevyear_sp_11	21.5	-0.003
grewup_state_self_nd	0.002	-0.003
ind_self_13_manufacturing	0.082	-0.003
sizeworkplace_self_11	9848.7	-0.003
sizeworkplace_spouse_17	804.4	-0.003
grewup_state_spouse_17_ga	0.007	-0.003
grewup_state_spouse_15_nh	0.001	-0.003
grewup_state_spouse_19_de	0.0	-0.003
grewup_state_self_de	0.0	-0.003
grewup_state_spouse_11_vt	0.0	-0.004
grewup_state_spouse_13_vt	0.0	-0.004
relation_to_head_17	14.0	-0.004
grewup_state_spouse_11_mt	0.0	-0.004
grewup_state_spouse_13_mt	0.0	-0.004
grewup_state_spouse_15_mt	0.0	-0.004
grewup_state_spouse_11_ri	0.0	-0.004
grewup_size_self_country	0.091	-0.004
empstat_13_other	0.001	-0.004
empstat_17_student	0.007	-0.004
grewup_state_spouse_17_la	0.004	-0.004
hourlystatus_self_19_salpluscomm	0.012	-0.004
sizeworkplace_spouse_19	1038.2	-0.004
grewup_state_spouse_15_vt	0.0	-0.004
grewup_state_spouse_11_nm	0.001	-0.004
grewup_state_spouse_19_la	0.004	-0.004
grewup_state_self_la	0.007	-0.004
ind_self_11_adminmilitary	0.048	-0.004
cost_transport_gas_13	3159.5	-0.004
grewup_state_spouse_15_tn	0.009	-0.004
grewup_state_spouse_13_ri	0.0	-0.004
grewup_state_spouse_15_ri	0.0	-0.004
grewup_state_spouse_15_ga	0.007	-0.004
grewup_state_spouse_11_tx	0.02	-0.004
time_commute_spouse_11	24.8	-0.005
grewup_state_self_wv	0.002	-0.005
ind_spouse_11_utilities	0.004	-0.005
grewup_state_spouse_17_ri	0.0	-0.005
grewup_state_spouse_19_ri	0.0	-0.005
cost_housing_rent_13	3277.2	-0.005
grewup_state_spouse_13_tn	0.007	-0.005
ind_self_17_wholesale	0.027	-0.005
grewup_state_self_mi	0.037	-0.005
ind_spouse_11_education	0.046	-0.005
grewup_state_spouse_11_wy	0.0	-0.005
grewup_state_spouse_13_wy	0.0	-0.005
ind_self_11_transportwarehouse	0.027	-0.005
grewup_state_self_vt	0.0	-0.005
grewup_state_spouse_17_mt	0.0	-0.005
grewup_state_spouse_17_vt	0.0	-0.005
grewup_state_spouse_19_vt	0.0	-0.005
grewup_state_self_ms	0.011	-0.005
grewup_state_self_sc	0.017	-0.005
grewup_state_spouse_17_nh	0.001	-0.005
grewup_state_spouse_15_al	0.006	-0.005
cost_transport_downpayment_15	1460.0	-0.005
grewup_state_spouse_17_pa	0.032	-0.005
cost_transport_insurance_13	1815.4	-0.005
grewup_state_spouse_15_dc	0.001	-0.006
grewup_state_spouse_15_wy	0.0	-0.006
grewup_state_spouse_17_dc	0.001	-0.006
sizeworkplace_spouse_15	742.9	-0.006
grewup_state_spouse_13_la	0.003	-0.006
grewup_state_spouse_19_nh	0.001	-0.006
grewup_state_spouse_19_mt	0.0	-0.006
daycare_15_yes	0.065	-0.006
grewup_state_spouse_17_wy	0.001	-0.006
grewup_state_self_ri	0.001	-0.006
grewup_state_spouse_19_dc	0.001	-0.006
grewup_state_spouse_19_wy	0.001	-0.006
time_childcare_spouse_19	8.5	-0.006
grewup_state_spouse_13_nm	0.001	-0.006
time_childcare_spouse_17	9.2	-0.007
kids_num_15	0.831	-0.007
grewup_state_spouse_17_tn	0.01	-0.007
grewup_state_spouse_13_dc	0.001	-0.007
cost_food_deliver_13	127.5	-0.007
cost_transport_bustrain_19	124.0	-0.007
grewup_state_spouse_13_nh	0.001	-0.007
ind_spouse_11_retail	0.036	-0.007
cost_transport_insurance_15	1805.4	-0.007
grewup_state_self_hi	0.001	-0.007
sizeworkplace_spouse_13	743.5	-0.007
grewup_state_self_ga	0.011	-0.007
grewup_state_self_mt	0.001	-0.007
grewup_state_spouse_15_nm	0.001	-0.007
grewup_state_spouse_19_hi	0.001	-0.007
empstat_15_other	0.001	-0.007
grewup_state_spouse_11_dc	0.001	-0.008
grewup_state_spouse_15_la	0.004	-0.008
grewup_state_spouse_11_nh	0.001	-0.008
grewup_state_spouse_15_ma	0.016	-0.008
vacationdays_self_15	2.0	-0.008
grewup_state_spouse_19_nm	0.001	-0.008
grewup_state_spouse_17_hi	0.001	-0.008
kids_num_17	0.834	-0.008
grewup_state_spouse_17_nm	0.001	-0.008
hh_size_17	2.9	-0.008
grewup_state_self_sd	0.006	-0.008
grewup_state_spouse_11_hi	0.001	-0.008
grewup_state_spouse_15_hi	0.001	-0.008
grewup_state_spouse_13_ga	0.006	-0.008
grewup_state_spouse_13_hi	0.001	-0.008
sizeworkplace_self_13	760.4	-0.008
grewup_state_self_ut	0.011	-0.008
empstat_17_laidoff	0.004	-0.008
hourlystatus_self_13_hourlyplustips	0.003	-0.008
grewup_state_self_ca	0.079	-0.009
time_commute_spouse_13	23.0	-0.009
time_work_prevyear_sp_17	21.7	-0.009
grewup_state_spouse_11_ga	0.007	-0.009
grewup_state_spouse_13_ut	0.008	-0.009
interview_number_13	4020.7	-0.009
grewup_state_self_dc	0.002	-0.009
ind_spouse_11_DKNARefused	0.001	-0.009
daycare_11_no	0.332	-0.009
grewup_state_self_wy	0.001	-0.009
hourlystatus_self_19_hourlypluscomm	0.004	-0.009
grewup_state_spouse_11_ma	0.015	-0.009
grewup_state_spouse_17_me	0.003	-0.009
grewup_state_self_mn	0.012	-0.009
hourlystatus_spouse_19_hourlypluscomm	0.001	-0.009
grewup_state_spouse_19_tn	0.011	-0.009
empstat_17_other	0.001	-0.01
grewup_state_spouse_13_me	0.003	-0.01
grewup_state_self_nm	0.001	-0.01
hourlystatus_spouse_13_hourlyplustips	0.001	-0.01
ind_self_13_mining	0.005	-0.01
grewup_state_spouse_15_me	0.003	-0.01
grewup_state_spouse_17_ut	0.008	-0.01
grewup_state_spouse_13_ma	0.015	-0.01
grewup_state_spouse_15_ky	0.007	-0.01
ind_self_17_retail	0.068	-0.01
time_work_annual_self_15	1917.6	-0.01
grewup_state_spouse_11_ut	0.008	-0.011
vacationdays_self_19	1.9	-0.011
ind_self_13_information	0.015	-0.011
time_housework_spouse_11	9.9	-0.011
grewup_state_spouse_15_ut	0.008	-0.011
time_work_prevyear_sp_13	21.2	-0.011
grewup_size_self_other	0.028	-0.011
grewup_state_spouse_13_ky	0.008	-0.011
ind_self_19_DKNARefused	0.002	-0.011
hourlystatus_spouse_13_hourly	0.183	-0.011
cost_health_bills_15	1871.7	-0.011
grewup_state_spouse_15_mn	0.007	-0.011
ind_spouse_11_mining	0.002	-0.011
ind_self_15_utilities	0.008	-0.011
grewup_state_spouse_11_ky	0.008	-0.012
cost_transport_other_13	98.1	-0.012
ind_self_15_DKNARefused	0.002	-0.012
ind_self_17_mining	0.004	-0.012
grewup_state_spouse_11_al	0.005	-0.012
grewup_state_spouse_17_ky	0.008	-0.012
grewup_state_self_ky	0.012	-0.012
grewup_state_self_al	0.009	-0.012
grewup_size_self_bigcity	0.333	-0.012
vacationdays_self_11	1.5	-0.012
empstat_13_laidoff	0.003	-0.012
hourlystatus_spouse_17_hourlyplustips	0.002	-0.012
hourlystatus_self_11_hourlypluscomm	0.004	-0.012
grewup_state_spouse_19_ut	0.009	-0.013
sizeworkplace_self_17	723.3	-0.013
grewup_state_spouse_13_al	0.006	-0.013
workweeks_self_19	47.4	-0.013
time_shopping_spouse_17	2.8	-0.013
time_pcare_self_19	7.5	-0.013
hourlystatus_spouse_19_hourlyplustips	0.002	-0.013
ind_self_13_accomodationsfood	0.036	-0.013
ind_spouse_13_education	0.049	-0.013
time_work_prevyear_sp_15	21.1	-0.013
cost_transport_bustrain_17	105.0	-0.013
hourlystatus_self_15_hourlypluscomm	0.002	-0.013
grewup_state_spouse_11_me	0.003	-0.013
cost_transport_loans_13	1517.2	-0.013
grewup_state_spouse_19_ky	0.009	-0.013
ind_self_17_DKNARefused	0.003	-0.014
interview_number_17	4427.5	-0.014
ind_spouse_11_otherservices	0.02	-0.014
cost_education_15	3062.5	-0.014
ind_self_17_utilities	0.009	-0.014
grewup_state_self_in	0.029	-0.014
time_housework_spouse_17	9.5	-0.014
grewup_state_spouse_11_la	0.003	-0.014
ind_self_13_DKNARefused	0.003	-0.014
cost_childcare_17	713.0	-0.014
ind_spouse_13_DKNARefused	0.003	-0.014
hourlystatus_self_13_hourlypluscomm	0.003	-0.014
grewup_state_spouse_17_mn	0.008	-0.014
cost_housing_utility_11	3064.4	-0.014
ind_self_11_mining	0.003	-0.015
cost_transport_15	11095.8	-0.015
hourlystatus_self_19_hourlyplustips	0.007	-0.015
sizeworkplace_self_15	708.6	-0.015
grewup_state_spouse_13_mn	0.007	-0.015
cost_transport_loans_15	1764.4	-0.015
ind_self_11_education	0.052	-0.015
grewup_state_spouse_11_mn	0.007	-0.015
ind_self_15_mining	0.004	-0.015
time_pcare_self_17	7.5	-0.015
cost_transport_gas_15	2504.2	-0.015
grewup_state_spouse_19_mn	0.009	-0.016
ind_self_13_adminmilitary	0.05	-0.016
empstat_17_working	0.841	-0.016
kids_num_19	0.794	-0.016
ind_spouse_11_arts	0.007	-0.016
time_housework_spouse_13	9.4	-0.016
daycare_17_yes	0.076	-0.017
hourlystatus_spouse_11_hourly	0.175	-0.017
hourlystatus_self_15_hourlyplustips	0.004	-0.017
cost_health_bills_19	1039.1	-0.017
grewup_state_spouse_13_ok	0.004	-0.017
time_housework_spouse_15	8.9	-0.017
vacationdays_self_17	1.7	-0.017
sequence_number_13	2.4	-0.017
time_commute_spouse_19	22.9	-0.017
grewup_state_self_ok	0.008	-0.017
ind_self_19_mining	0.005	-0.017
time_work_annual_self_11	1834.4	-0.018
ind_self_11_accomodationsfood	0.033	-0.018
ind_self_13_education	0.057	-0.018
grewup_state_spouse_15_ok	0.005	-0.018
grewup_state_spouse_11_ok	0.005	-0.018
grewup_state_self_tn	0.016	-0.018
interview_number_19	4519.2	-0.018
time_housework_spouse_19	9.3	-0.018
kids_num_13	0.923	-0.018
cost_transport_additionalvehicle_13	1214.9	-0.018
time_commute_spouse_17	23.5	-0.019
ishd_19	0.68	-0.019
time_education_spouse_17	1.0	-0.019
empstat_11_student	0.031	-0.019
grewup_state_spouse_17_ok	0.005	-0.02
sequence_number_19	1.8	-0.02
cost_transport_additionalvehicle_17	1465.8	-0.02
empstat_15_student	0.017	-0.02
grewup_state_spouse_19_ok	0.006	-0.02
ind_self_11_health	0.089	-0.02
time_work_prevyear_spouse_19	39.2	-0.02
ind_self_19_utilities	0.01	-0.02
ind_self_11_utilities	0.006	-0.02
hh_size_15	2.9	-0.021
ind_self_13_utilities	0.007	-0.021
cost_transport_repair_15	1375.4	-0.021
hourlystatus_self_17_hourlyplustips	0.006	-0.021
time_commute_spouse_15	23.3	-0.022
time_work_prevyear_self_17	42.2	-0.023
grewup_region_spouse_13_foreign	0.062	-0.023
workweeks_self_17	45.4	-0.023
ind_self_15_health	0.104	-0.023
workweeks_self_15	44.6	-0.023
workweeks_self_11	42.8	-0.024
ind_self_19_retail	0.078	-0.024
grewup_state_self_tx	0.042	-0.024
sequence_number_17	2.1	-0.024
empstat_13_student	0.03	-0.025
time_education_spouse_19	0.96	-0.025
kids_youngest_13	7.8	-0.025
ind_self_13_health	0.095	-0.026
time_work_annual_self_13	1887.8	-0.026
ind_self_15_adminmilitary	0.051	-0.027
ind_self_15_accomodationsfood	0.038	-0.027
ind_self_19_manufacturing	0.11	-0.027
grewup_region_spouse_15_foreign	0.064	-0.028
cost_transport_bustrain_13	107.2	-0.028
cost_transport_additionalvehicle_19	1729.0	-0.028
ind_self_11_construction	0.04	-0.029
kids_num_11	0.992	-0.029
vacationdays_self_13	1.7	-0.029
hh_size_13	3.0	-0.029
hh_size_11	3.1	-0.03
ind_self_15_education	0.06	-0.03
ind_self_17_education	0.072	-0.03
workweeks_self_13	44.0	-0.03
cost_transport_gas_19	2384.9	-0.03
hourlystatus_spouse_15_hourly	0.195	-0.031
sequence_number_15	2.4	-0.031
cost_transport_gas_17	2267.6	-0.031
ind_self_15_construction	0.049	-0.035
cost_transport_additionalvehicle_15	1283.9	-0.037
ind_self_19_health	0.144	-0.037
time_work_prevyear_spouse_17	39.5	-0.037
grewup_region_spouse_17_foreign	0.108	-0.038
time_work_annual_self_17	1940.6	-0.04
ind_self_17_accomodationsfood	0.046	-0.04
ind_self_13_construction	0.042	-0.04
time_work_prevyear_self_19	42.9	-0.04
ind_self_17_adminmilitary	0.053	-0.041
ind_self_19_construction	0.07	-0.043
ind_self_19_education	0.082	-0.043
cost_transport_additionalvehicle_11	1606.2	-0.043
ind_self_17_health	0.124	-0.044
grewup_region_spouse_19_foreign	0.124	-0.045
ind_self_17_construction	0.061	-0.047
ind_self_19_adminmilitary	0.058	-0.049
ind_self_19_accomodationsfood	0.055	-0.05
hourlystatus_spouse_19_hourly	0.249	-0.053
hourlystatus_spouse_17_hourly	0.232	-0.054
Unnamed: 0	13358.2	-0.055
kids_youngest_11	7.9	-0.055
time_work_self_17	38.4	-0.059
time_work_annual_self_19	2023.6	-0.066
time_work_self_19	40.8	-0.083
time_commute_self_11	38.9	-0.096
time_commute_self_13	37.8	-0.122
time_commute_self_15	38.8	-0.13
time_commute_self_17	40.0	-0.165
time_commute_self_19	40.0	-0.319
empstat_19_disabled	0.0	nan
empstat_19_housespouse	0.0	nan
empstat_19_laidoff	0.0	nan
empstat_19_other	0.0	nan
empstat_19_retired	0.0	nan
empstat_19_searching	0.0	nan
empstat_19_student	0.0	nan
empstat_19_working	1.0	nan
empstat_current_spouse_17_retired	0.043	0.08
empstat_current_self_15_housespouse	0.025	0.078
empstat_current_spouse_15_retired	0.036	0.074
empstat_current_self_19_retired	0.02	0.071
empstat_current_self_17_retired	0.022	0.071
empstat_current_spouse_19_retired	0.058	0.068
empstat_current_self_17_housespouse	0.02	0.053
empstat_current_spouse_11_working	0.369	0.049
empstat_current_self_15_retired	0.019	0.043
empstat_current_self_19_searching	0.0	0.041
empstat_current_spouse_13_working	0.388	0.041
empstat_current_spouse_13_retired	0.028	0.039
empstat_current_self_15_disabled	0.007	0.038
empstat_current_self_19_housespouse	0.004	0.034
grewup_region_spouse_11_northcentral	0.122	0.033
empstat_current_spouse_11_retired	0.023	0.032
empstat_current_self_17_searching	0.026	0.03
empstat_current_spouse_15_working	0.407	0.028
empstat_current_spouse_19_working	0.518	0.027
grewup_region_spouse_11_south	0.12	0.021
empstat_current_self_15_working	0.678	0.018
grewup_region_self_northeast	0.18	0.017
grewup_region_spouse_11_northeast	0.097	0.015
empstat_current_spouse_13_housespouse	0.063	0.014
grewup_region_self_northcentral	0.237	0.014
empstat_current_spouse_15_searching	0.013	0.012
empstat_current_spouse_15_student	0.007	0.012
empstat_current_self_15_searching	0.023	0.009
empstat_current_spouse_17_student	0.008	0.008
empstat_current_spouse_17_working	0.466	0.008
empstat_current_spouse_17_searching	0.016	0.005
grewup_region_self_west	0.163	0.005
empstat_current_spouse_11_housespouse	0.064	0.005
empstat_current_self_19_student	0.005	0.005
empstat_current_self_15_laidoff	0.002	0.004
empstat_current_self_19_disabled	0.003	0.003
empstat_current_spouse_11_student	0.008	0.002
empstat_current_self_17_student	0.009	0.001
grewup_region_spouse_11_akhi	0.002	-0.0
grewup_region_self_akhi	0.002	-0.001
empstat_current_spouse_11_laidoff	0.002	-0.001
empstat_current_spouse_11_disabled	0.009	-0.001
empstat_current_self_17_disabled	0.005	-0.004
empstat_current_self_15_student	0.009	-0.004
empstat_current_spouse_11_other	0.001	-0.004
empstat_current_spouse_13_laidoff	0.001	-0.005
empstat_current_self_17_laidoff	0.003	-0.006
empstat_current_spouse_13_searching	0.016	-0.006
empstat_current_self_13_student	0.011	-0.007
grewup_region_self_south	0.246	-0.009
empstat_current_spouse_11_searching	0.022	-0.009
empstat_current_spouse_15_laidoff	0.001	-0.01
empstat_current_spouse_13_student	0.007	-0.01
empstat_current_spouse_19_laidoff	0.002	-0.011
empstat_current_spouse_13_disabled	0.01	-0.011
empstat_current_self_13_laidoff	0.002	-0.011
empstat_current_spouse_17_laidoff	0.002	-0.011
empstat_current_spouse_15_housespouse	0.068	-0.012
empstat_current_spouse_15_disabled	0.012	-0.013
empstat_current_spouse_19_disabled	0.01	-0.014
empstat_current_spouse_17_housespouse	0.083	-0.017
empstat_current_spouse_17_disabled	0.014	-0.018
empstat_current_spouse_19_student	0.007	-0.018
empstat_current_spouse_19_searching	0.015	-0.02
empstat_current_self_17_working	0.8	-0.024
empstat_current_self_19_laidoff	0.0	nan
isworkfromhome_19	0.066	1.0
isworkfromhome_17	0.051	0.49
isworkfromhome_15	0.043	0.431
isworkfromhome_13	0.038	0.361
isworkfromhome_11	0.028	0.311
logwealth_other_13	10.3	0.128
logwealth_other_15	10.4	0.121
logwealth_other_19	10.4	0.113
logwealth_other_17	10.4	0.112
logwealth_13	10.9	0.106
logwealth_other_11	10.2	0.104
logwealth_19	11.2	0.103
occ_self_19_arts	0.027	0.1
logwealth_15	11.1	0.098
occ_self_19_compscimath	0.033	0.097
logwealth_11	10.9	0.097
occ_self_15_businessfinance	0.037	0.096
occ_self_17_arts	0.024	0.092
logwealth_17	11.1	0.091
occ_self_13_arts	0.015	0.089
occ_self_13_businessfinance	0.035	0.085
logcost_health_doctor_19	4.5	0.082
ind_spouse_13_profsciencetech	0.03	0.077
occ_self_17_businessfinance	0.046	0.076
race_self_11_white	0.539	0.076
ind_spouse_15_profsciencetech	0.033	0.075
occ_self_11_arts	0.015	0.074
logcost_health_doctor_15	4.5	0.073
ind_spouse_17_profsciencetech	0.038	0.073
logcost_total_with_rent_value_19	10.9	0.072
occ_self_11_management	0.062	0.072
occ_self_19_businessfinance	0.053	0.072
logcost_housing_17	9.8	0.071
occ_self_11_compscimath	0.019	0.071
logcost_trips_15	5.5	0.071
logcost_recreation_15	5.5	0.071
occ_self_19_pcareservice	0.032	0.071
logincome_familytotal_17	11.2	0.069
logcost_health_insurance_11	5.0	0.069
logincome_familytotal_15	11.2	0.067
occ_self_15_arts	0.017	0.067
logcost_recreation_11	5.4	0.067
race_self_13_white	0.564	0.067
race_spouse_11_white	0.413	0.066
logincome_familytotal_19	11.3	0.066
occ_self_15_compscimath	0.021	0.066
race_self_15_white	0.602	0.065
occ_self_17_management	0.087	0.064
occ_self_11_businessfinance	0.032	0.064
occ_self_13_management	0.071	0.064
ind_spouse_19_profsciencetech	0.042	0.063
logcost_housing_19	9.9	0.063
logcost_recreation_13	5.4	0.062
logcost_total_19	10.8	0.062
logcost_housing_repairs_19	4.2	0.06
occ_spouse_11_management	0.044	0.059
logcost_housing_repairs_17	4.1	0.058
race_spouse_13_white	0.422	0.058
logcost_trips_17	5.6	0.058
logcost_food_15	8.9	0.058
occ_self_15_management	0.073	0.058
occ_spouse_15_management	0.044	0.058
logincome_familytotal_13	11.1	0.058
logincome_familytotal_11	11.0	0.057
logcost_health_rx_19	3.9	0.057
occ_spouse_17_businessfinance	0.026	0.057
iscouple_11	0.498	0.056
logcost_health_rx_15	4.1	0.055
occ_self_19_management	0.1	0.055
occ_self_13_compscimath	0.02	0.054
iscouple_13	0.515	0.054
race_spouse_15_white	0.443	0.053
logcost_recreation_17	5.4	0.053
religion_spouse_11_protestant	0.246	0.053
religion_self_11_jewish	0.017	0.053
logcost_health_19	7.2	0.053
religion_self_11_protestant	0.332	0.053
logcost_health_doctor_17	4.4	0.053
occ_self_15_sales	0.089	0.052
logcost_transport_taxi_15	0.388	0.052
logcost_housing_furnishing_15	4.6	0.051
occ_spouse_13_businessfinance	0.021	0.051
occ_spouse_13_management	0.046	0.051
logwealth_homeequity_19	7.2	0.05
occ_self_17_compscimath	0.027	0.05
iscouple_15	0.543	0.05
religion_spouse_11_orthodox	0.001	0.05
occ_spouse_19_management	0.062	0.05
religion_self_15_jewish	0.019	0.05
logcost_recreation_19	5.3	0.049
occ_spouse_11_compscimath	0.011	0.049
logcost_trips_13	5.3	0.049
occ_spouse_17_management	0.056	0.049
religion_self_13_jewish	0.018	0.049
religion_self_15_protestant	0.376	0.048
logcost_clothing_15	6.6	0.048
logcost_health_11	6.7	0.048
religion_self_13_protestant	0.351	0.048
religion_spouse_13_protestant	0.252	0.048
religion_self_17_jewish	0.019	0.048
logcost_food_11	8.8	0.046
logcost_housing_tax_19	4.9	0.046
logcost_health_doctor_11	4.6	0.046
occ_spouse_11_businessfinance	0.022	0.046
logcost_computing_19	3.7	0.046
occ_self_15_hardscience	0.013	0.045
logcost_health_rx_17	3.9	0.045
logcost_housing_insurance_19	4.3	0.045
race_self_17_white	0.664	0.045
logcost_housing_repairs_15	4.2	0.045
race_spouse_19_white	0.542	0.045
logcost_clothing_11	6.6	0.044
logcost_transport_taxi_17	0.712	0.044
occ_self_19_sales	0.082	0.044
logcost_health_15	7.1	0.044
logcost_health_doctor_13	4.7	0.043
logcost_health_17	7.1	0.043
logcost_health_13	7.0	0.042
occ_spouse_19_businessfinance	0.032	0.042
logcost_computing_17	3.9	0.042
occ_spouse_15_businessfinance	0.023	0.042
logcost_food_athome_15	8.5	0.041
logcost_trips_11	5.3	0.041
moved_why_15_mixed	0.019	0.041
logcost_food_away_15	7.2	0.041
logcost_trips_19	5.7	0.041
state_19_hi	0.001	0.041
logcost_food_deliver_17	0.684	0.041
logcost_housing_15	9.8	0.041
logcost_food_19	9.1	0.04
sex_spouse_15_male	0.243	0.04
religion_spouse_15_protestant	0.269	0.04
state_19_md	0.019	0.039
logincome_wagerate_spouse_17	1.8	0.039
race_spouse_17_white	0.487	0.039
sex_self_15_female	0.368	0.039
logcost_transport_other_15	0.371	0.039
occ_self_17_hardscience	0.013	0.038
moved_19_no	0.71	0.038
ind_spouse_15_farmfishforest	0.009	0.038
ind_spouse_19_realestate	0.012	0.038
logcost_housing_repairs_11	4.2	0.037
logcost_housing_tax_17	4.8	0.037
religion_spouse_13_orthodox	0.001	0.037
religion_spouse_19_jewish	0.014	0.037
occ_self_17_sales	0.073	0.036
logwealth_homeequity_17	7.0	0.036
state_15_ga	0.021	0.036
logcost_housing_11	9.7	0.035
logcost_transport_other_11	0.258	0.035
religion_spouse_15_other	0.002	0.035
occ_self_11_sales	0.083	0.035
logcost_housing_13	9.7	0.035
logcost_food_away_11	7.0	0.035
logwealth_homeequity_13	6.8	0.034
occ_spouse_11_legal	0.004	0.034
occ_spouse_19_compscimath	0.018	0.034
occ_spouse_13_arts	0.012	0.034
logcost_housing_insurance_13	4.2	0.034
religion_spouse_17_jewish	0.015	0.034
logcost_housing_furnishing_17	4.5	0.034
logcost_transport_repair_17	5.4	0.034
state_19_ga	0.027	0.033
occ_self_13_sales	0.084	0.033
logcost_clothing_13	6.5	0.033
religion_spouse_17_other	0.003	0.033
logcost_transport_taxi_19	0.829	0.033
logwealth_homeequity_11	6.9	0.033
own_or_rent_19_own	0.631	0.033
religion_spouse_15_orthodox	0.002	0.033
religion_self_17_protestant	0.415	0.032
logcost_housing_insurance_17	4.2	0.032
state_13_az	0.013	0.032
logcost_food_away_19	7.4	0.032
race_self_19_white	0.739	0.032
occ_spouse_13_legal	0.006	0.032
logcost_transport_repair_11	3.6	0.032
own_or_rent_19_neither	0.029	0.032
own_or_rent_13_own	0.56	0.031
logcost_transport_parking_11	0.488	0.031
logcost_health_rx_11	4.2	0.031
logcost_transport_parking_19	0.778	0.031
logincome_wagerate_spouse_19	1.8	0.031
moved_why_15_consneighbor	0.025	0.031
logcost_health_rx_13	4.3	0.031
religion_spouse_15_none	0.291	0.03
state_13_ga	0.02	0.03
occ_spouse_17_compscimath	0.016	0.03
iscouple_17	0.631	0.03
logcost_transport_parking_17	0.735	0.03
religion_self_13_orthodox	0.001	0.03
region_11_west	0.196	0.03
occ_spouse_15_farmfishforest	0.005	0.03
logcost_food_athome_13	8.4	0.029
logcost_food_17	9.0	0.029
ind_spouse_19_wholesale	0.018	0.029
own_or_rent_11_own	0.58	0.029
moved_why_11_consless	0.019	0.029
region_15_west	0.199	0.029
own_or_rent_15_own	0.56	0.029
moved_why_17_consneighbor	0.023	0.029
iscouple_19	0.701	0.029
religion_self_11_orthodox	0.001	0.029
sex_spouse_19_male	0.306	0.029
moved_15_no	0.609	0.029
logcost_food_athome_11	8.3	0.029
sex_spouse_17_male	0.276	0.029
religion_spouse_13_jewish	0.013	0.029
region_13_west	0.193	0.028
religion_spouse_19_catholic	0.109	0.028
ind_spouse_17_farmfishforest	0.011	0.028
occ_spouse_11_hardscience	0.005	0.028
logcost_housing_furnishing_11	4.6	0.028
logcost_housing_tax_13	4.8	0.028
logcost_education_17	2.3	0.028
ind_spouse_13_management	0.013	0.028
moved_11_no	0.604	0.028
logcost_transport_repair_19	5.2	0.028
occ_spouse_17_legal	0.006	0.028
ind_spouse_17_realestate	0.011	0.027
mightmove_15_no	0.572	0.027
occ_spouse_13_compscimath	0.012	0.027
religion_spouse_11_jewish	0.013	0.027
logwealth_homeequity_15	7.0	0.027
occ_spouse_15_hardscience	0.008	0.027
logcost_food_13	8.8	0.026
own_or_rent_17_own	0.599	0.026
religion_spouse_11_none	0.235	0.026
religion_self_19_jewish	0.024	0.026
logcost_health_hospital_15	1.5	0.026
state_15_pa	0.044	0.026
religion_self_15_orthodox	0.002	0.026
mightmove_11_yes	0.287	0.026
state_15_ca	0.096	0.026
occ_spouse_13_hardscience	0.007	0.025
race_self_15_asian	0.034	0.025
religion_spouse_15_jewish	0.014	0.025
logincome_wagerate_spouse_15	1.8	0.025
religion_self_19_nonchristian	0.032	0.025
logcost_clothing_19	6.5	0.025
ind_spouse_15_financeinsurance	0.027	0.025
occ_spouse_19_legal	0.007	0.025
state_11_nh	0.003	0.025
logcost_housing_utility_19	7.5	0.025
logcost_housing_tax_15	4.8	0.024
state_17_ga	0.026	0.024
sex_self_15_male	0.394	0.024
religion_spouse_13_none	0.261	0.024
state_11_pa	0.046	0.024
state_13_pa	0.045	0.024
occ_spouse_13_architectengineering	0.008	0.024
religion_spouse_17_protestant	0.295	0.024
logcost_food_athome_19	8.6	0.024
state_15_wa	0.023	0.024
state_19_pa	0.045	0.024
occ_spouse_15_legal	0.006	0.024
race_spouse_13_asian	0.023	0.024
occ_spouse_17_arts	0.016	0.024
state_13_wa	0.023	0.024
state_11_ne	0.008	0.023
logcost_health_hospital_19	1.7	0.023
state_11_wa	0.022	0.023
logincome_wagerate_spouse_11	1.8	0.023
state_17_md	0.017	0.023
ind_spouse_19_financeinsurance	0.033	0.023
ind_spouse_19_farmfishforest	0.01	0.023
occ_spouse_15_compscimath	0.013	0.023
state_11_co	0.022	0.022
logcost_housing_furnishing_13	4.5	0.022
ind_spouse_13_realestate	0.007	0.022
moved_17_no	0.653	0.022
region_17_west	0.216	0.022
mightmove_19_no	0.652	0.022
state_15_md	0.017	0.022
moved_why_13_mixed	0.02	0.022
occ_self_17_pcareservice	0.029	0.021
logcost_housing_furnishing_19	4.5	0.021
logcost_housing_mortgage_17	4.6	0.021
state_13_co	0.021	0.021
union_spouse_11_no	0.274	0.021
state_11_fl	0.045	0.021
logcost_housing_insurance_15	4.2	0.021
occ_spouse_11_farmfishforest	0.004	0.021
religion_spouse_19_orthodox	0.016	0.021
logcost_transport_leases_11	0.35	0.021
state_19_wa	0.025	0.021
moved_why_15_productive	0.023	0.02
ind_spouse_17_financeinsurance	0.029	0.02
moved_why_19_consneighbor	0.028	0.02
state_13_ut	0.009	0.02
own_or_rent_15_neither	0.03	0.02
religion_self_17_orthodox	0.004	0.02
occ_spouse_19_arts	0.017	0.02
logcost_food_athome_17	8.6	0.02
state_17_fl	0.062	0.02
logcost_education_19	2.0	0.02
occ_spouse_19_farmfishforest	0.005	0.02
logcost_clothing_17	6.5	0.019
logcost_transport_parking_13	0.564	0.019
occ_self_13_hardscience	0.01	0.019
state_17_ca	0.108	0.019
state_19_nh	0.004	0.019
logcost_housing_repairs_13	4.1	0.019
sex_self_17_female	0.42	0.019
state_17_nm	0.001	0.019
race_self_13_asian	0.027	0.019
state_17_va	0.032	0.019
logcost_transport_11	8.8	0.019
logcost_housing_insurance_11	4.3	0.019
state_17_pa	0.044	0.019
moved_why_11_productive	0.017	0.019
occ_spouse_17_farmfishforest	0.005	0.018
logincome_wagerate_spouse_13	1.8	0.018
union_spouse_15_no	0.314	0.018
logcost_transport_insurance_17	7.0	0.018
religion_spouse_17_nonchristian	0.025	0.018
moved_why_11_consneighbor	0.02	0.018
occ_spouse_17_hardscience	0.008	0.018
state_13_md	0.017	0.018
state_11_ca	0.096	0.017
occ_spouse_15_softscience	0.011	0.017
sex_spouse_15_female	0.3	0.017
state_13_ks	0.006	0.017
occ_spouse_13_farmfishforest	0.004	0.017
religion_self_17_nonchristian	0.031	0.017
state_11_md	0.017	0.017
moved_why_17_mixed	0.018	0.017
occ_spouse_13_healthcareprac	0.024	0.017
logcost_housing_utility_13	7.4	0.017
state_15_ne	0.008	0.017
moved_why_11_mixed	0.028	0.017
logincome_labor_spouse_19	6.0	0.017
state_19_fl	0.066	0.017
logincome_labor_spouse_17	5.9	0.016
ind_spouse_15_manufacturing	0.051	0.016
logcost_housing_telecom_11	7.6	0.016
mightmove_13_no	0.586	0.016
state_17_ut	0.009	0.016
ind_spouse_15_realestate	0.007	0.016
logcost_food_away_17	7.2	0.016
logcost_transport_insurance_13	6.7	0.016
religion_self_15_other	0.004	0.016
religion_self_17_other	0.004	0.016
state_17_wa	0.024	0.016
occ_spouse_11_arts	0.011	0.015
occ_spouse_19_sales	0.049	0.015
state_13_ne	0.008	0.015
state_11_ar	0.018	0.015
region_19_akhi	0.003	0.015
state_11_wv	0.001	0.015
logcost_food_deliver_11	0.751	0.015
logcost_transport_insurance_11	6.7	0.015
region_19_west	0.228	0.015
state_11_ks	0.006	0.015
logcost_housing_mortgage_19	4.6	0.015
moved_13_no	0.608	0.015
state_11_mo	0.024	0.015
logcost_food_deliver_15	0.682	0.015
state_11_nc	0.031	0.015
state_15_ut	0.01	0.014
ind_spouse_19_construction	0.036	0.014
logcost_housing_tax_11	5.0	0.014
occ_spouse_11_healthcareprac	0.024	0.014
logcost_childcare_13	1.1	0.014
logcost_transport_taxi_11	0.263	0.014
occ_self_19_hardscience	0.014	0.014
religion_spouse_17_orthodox	0.004	0.014
logcost_housing_mortgage_13	4.9	0.014
occ_spouse_15_DKNARefused	0.002	0.014
state_15_az	0.013	0.014
occ_spouse_11_softscience	0.009	0.014
region_13_foreign	0.005	0.013
race_spouse_15_asian	0.027	0.013
state_19_nc	0.036	0.013
state_19_az	0.016	0.013
state_11_va	0.031	0.013
state_19_va	0.034	0.013
state_13_wv	0.001	0.013
logcost_transport_downpayment_11	1.7	0.013
race_self_19_asian	0.067	0.013
state_19_ca	0.116	0.013
state_15_nc	0.031	0.013
occ_spouse_17_healthcareprac	0.028	0.013
mightmove_17_no	0.623	0.013
logcost_health_hospital_13	1.6	0.013
state_17_ne	0.012	0.012
state_19_ut	0.01	0.012
occ_spouse_13_softscience	0.009	0.012
race_self_17_asian	0.059	0.012
occ_spouse_17_sales	0.048	0.012
religion_self_13_other	0.009	0.012
kids_und13_11	0.338	0.012
logcost_health_insurance_13	5.2	0.012
logcost_food_deliver_19	0.783	0.012
occ_self_13_architectengineering	0.014	0.012
religion_spouse_19_nonchristian	0.023	0.012
ind_spouse_13_information	0.01	0.012
religion_self_11_other	0.009	0.011
region_19_south	0.372	0.011
state_15_wv	0.001	0.011
occ_spouse_15_healthcareprac	0.026	0.011
union_spouse_13_no	0.294	0.011
sex_self_19_female	0.47	0.011
region_15_foreign	0.005	0.011
state_15_nh	0.003	0.011
occ_self_11_softscience	0.011	0.011
logcost_health_hospital_17	1.6	0.011
race_spouse_17_asian	0.046	0.011
moved_why_13_closertowork	0.015	0.011
logcost_transport_parking_15	0.658	0.011
region_17_foreign	0.006	0.011
region_19_foreign	0.007	0.011
state_15_ia	0.019	0.011
religion_spouse_13_nonchristian	0.01	0.01
state_13_fl	0.048	0.01
state_11_ia	0.018	0.01
state_13_nh	0.003	0.01
state_15_va	0.031	0.01
state_15_ks	0.007	0.01
logcost_transport_bustrain_15	0.61	0.01
state_13_ca	0.092	0.01
logcost_housing_utility_15	7.5	0.01
logcost_childcare_11	1.1	0.01
state_17_nc	0.035	0.01
state_13_il	0.022	0.01
state_19_id	0.001	0.01
state_15_fl	0.048	0.01
religion_spouse_11_nonchristian	0.01	0.01
occ_self_13_repair	0.027	0.01
religion_self_13_nonchristian	0.013	0.01
state_17_az	0.017	0.01
religion_self_11_nonchristian	0.013	0.01
race_spouse_17_pacis	0.0	0.01
occ_spouse_13_constructionextraction	0.02	0.009
occ_self_11_repair	0.027	0.009
logcost_transport_leases_17	0.721	0.009
occ_self_11_farmfishforest	0.006	0.009
state_11_az	0.012	0.009
state_15_co	0.021	0.009
state_19_ne	0.012	0.009
state_13_ia	0.019	0.009
logcost_housing_mortgage_15	4.8	0.009
ind_spouse_17_manufacturing	0.058	0.009
occ_self_11_architectengineering	0.011	0.009
occ_spouse_17_military	0.003	0.009
kids_und2_11	0.075	0.009
sex_female	0.474	0.009
religion_spouse_15_nonchristian	0.011	0.009
state_13_va	0.031	0.008
mightmove_13_yes	0.275	0.008
state_11_ga	0.02	0.008
ind_spouse_17_construction	0.033	0.008
logcost_health_insurance_17	5.6	0.008
occ_spouse_19_constructionextraction	0.028	0.008
logcost_housing_telecom_19	7.7	0.008
state_11_ut	0.011	0.008
occ_spouse_15_architectengineering	0.009	0.008
logcost_transport_leases_13	0.447	0.008
occ_spouse_11_constructionextraction	0.019	0.007
state_13_id	0.002	0.007
state_15_id	0.002	0.007
state_17_id	0.002	0.007
occ_self_11_hardscience	0.009	0.007
state_11_il	0.024	0.007
occ_spouse_17_architectengineering	0.01	0.007
state_17_co	0.022	0.007
occ_spouse_13_military	0.004	0.007
logcost_transport_gas_11	7.3	0.007
occ_spouse_15_sales	0.056	0.007
religion_spouse_13_other	0.007	0.007
logcost_food_deliver_13	0.722	0.007
state_11_id	0.002	0.007
occ_spouse_15_military	0.004	0.007
logincome_labor_spouse_15	6.0	0.007
kids_und18_15	0.389	0.007
ind_spouse_15_education	0.052	0.007
region_11_northcentral	0.206	0.007
religion_spouse_17_none	0.345	0.007
logcost_food_away_13	7.0	0.006
religion_self_19_catholic	0.172	0.006
logcost_health_insurance_19	5.6	0.006
ind_spouse_15_information	0.011	0.006
religion_spouse_11_other	0.007	0.006
sex_self_17_male	0.466	0.006
religion_self_15_nonchristian	0.015	0.006
logcost_transport_gas_13	7.3	0.006
state_17_wv	0.001	0.006
moved_why_15_homeless	0.002	0.006
state_17_nh	0.004	0.006
region_15_south	0.316	0.006
state_17_mi	0.034	0.006
region_17_south	0.353	0.006
race_spouse_19_pacis	0.001	0.006
occ_spouse_11_architectengineering	0.007	0.006
race_self_17_amind	0.004	0.006
logcost_education_15	2.5	0.005
occ_self_13_farmfishforest	0.007	0.005
state_17_ct	0.006	0.005
race_spouse_11_asian	0.021	0.005
logincome_labor_spouse_11	6.2	0.005
state_15_ar	0.018	0.005
moved_why_13_productive	0.023	0.005
mightmove_11_no	0.579	0.005
state_19_mi	0.036	0.005
race_spouse_15_pacis	0.001	0.005
moved_13_yes	0.271	0.005
occ_spouse_15_janitors	0.015	0.005
logcost_education_11	2.9	0.005
state_19_ar	0.02	0.005
state_17_ks	0.006	0.005
region_15_northeast	0.162	0.005
moved_why_17_involuntary	0.04	0.005
occ_spouse_15_arts	0.011	0.004
state_19_ia	0.019	0.004
race_spouse_19_asian	0.051	0.004
logcost_transport_loans_17	3.0	0.004
state_19_wv	0.001	0.004
logcost_transport_other_19	0.253	0.004
own_or_rent_11_rent	0.278	0.004
own_or_rent_17_neither	0.029	0.004
logcost_health_bills_13	0.8	0.004
occ_self_19_farmfishforest	0.009	0.004
moved_why_13_consneighbor	0.024	0.004
region_11_foreign	0.006	0.004
state_11_mi	0.033	0.004
logcost_housing_mortgage_11	5.1	0.004
ind_spouse_15_adminmilitary	0.029	0.003
occ_self_15_repair	0.028	0.003
state_17_ia	0.019	0.003
state_13_ar	0.019	0.003
ind_spouse_15_construction	0.027	0.003
state_13_nc	0.031	0.003
occ_self_15_softscience	0.014	0.003
ind_spouse_15_management	0.015	0.003
sex_spouse_17_female	0.356	0.003
race_self_19_amind	0.005	0.003
moved_why_13_consother	0.075	0.003
state_13_mi	0.032	0.003
occ_self_17_repair	0.035	0.003
occ_spouse_13_janitors	0.012	0.003
state_17_ar	0.019	0.003
ind_spouse_19_information	0.011	0.003
occ_spouse_13_officeadmin	0.063	0.003
race_self_15_amind	0.004	0.003
logcost_housing_telecom_13	7.6	0.002
logcost_transport_17	8.8	0.002
ind_spouse_17_information	0.01	0.002
state_13_mo	0.024	0.002
logcost_health_insurance_15	5.6	0.002
state_19_wy	0.001	0.002
race_self_13_amind	0.004	0.002
moved_why_11_homeless	0.002	0.002
region_11_south	0.308	0.002
mightmove_15_yes	0.295	0.002
logcost_transport_loans_19	2.7	0.002
ind_spouse_17_accomodationsfood	0.023	0.002
religion_spouse_19_protestant	0.004	0.002
ind_spouse_15_utilities	0.005	0.002
occ_spouse_11_military	0.004	0.002
logcost_transport_insurance_15	6.8	0.002
ind_spouse_13_transportwarehouse	0.016	0.002
state_11_mt	0.002	0.002
state_11_wi	0.014	0.002
occ_spouse_19_hardscience	0.008	0.001
occ_self_17_softscience	0.016	0.001
race_self_11_amind	0.004	0.001
state_11_me	0.003	0.001
moved_why_17_productive	0.029	0.001
state_13_me	0.003	0.001
moved_11_yes	0.28	0.001
occ_spouse_15_constructionextraction	0.023	0.001
region_13_northcentral	0.203	0.001
race_self_11_asian	0.025	0.001
logcost_transport_loans_11	2.3	0.001
occ_spouse_11_healthcaresupport	0.008	0.001
state_13_wy	0.002	0.001
logcost_childcare_15	1.0	0.001
logincome_labor_spouse_13	6.1	0.001
state_11_or	0.019	0.001
occ_self_15_farmfishforest	0.007	0.0
occ_self_17_farmfishforest	0.009	0.0
state_15_mi	0.031	0.0
logcost_transport_bustrain_19	0.644	0.0
kids_und2_13	0.068	0.0
logcost_transport_taxi_13	0.312	0.0
own_or_rent_13_neither	0.032	0.0
logcost_housing_utility_17	7.4	0.0
region_13_northeast	0.164	0.0
state_11_nd	0.002	-0.0
state_13_nd	0.002	-0.0
ind_spouse_19_education	0.065	-0.0
sex_spouse_19_female	0.395	-0.0
logcost_transport_insurance_19	7.0	-0.0
ind_spouse_13_wholesale	0.012	-0.0
occ_spouse_19_repair	0.016	-0.0
logcost_transport_leases_15	0.687	-0.0
occ_self_11_military	0.007	-0.0
moved_why_15_closertowork	0.017	-0.0
state_17_wi	0.014	-0.0
logcost_housing_utility_11	7.4	-0.0
state_11_tn	0.021	-0.0
union_spouse_19_no	0.399	-0.001
logcost_housing_telecom_17	7.7	-0.001
religion_self_13_none	0.106	-0.001
logcost_transport_gas_17	7.0	-0.001
state_15_wy	0.002	-0.001
ind_spouse_19_utilities	0.007	-0.001
religion_self_15_none	0.122	-0.001
occ_spouse_11_officeadmin	0.061	-0.001
moved_15_yes	0.274	-0.001
occ_self_19_softscience	0.02	-0.001
occ_spouse_17_constructionextraction	0.025	-0.001
state_19_ct	0.008	-0.001
state_15_hi	0.0	-0.001
occ_self_13_softscience	0.013	-0.001
occ_spouse_19_military	0.003	-0.001
state_11_mn	0.011	-0.001
ind_spouse_17_arts	0.01	-0.001
occ_spouse_19_architectengineering	0.011	-0.002
state_17_wy	0.002	-0.002
moved_why_17_closertowork	0.016	-0.002
religion_spouse_19_other	0.001	-0.002
logcost_transport_leases_19	0.738	-0.002
logcost_transport_other_17	0.297	-0.002
state_19_mo	0.025	-0.002
religion_self_19_none	0.0	-0.002
occ_self_19_repair	0.034	-0.002
state_11_hi	0.0	-0.002
state_15_nd	0.002	-0.002
state_15_nj	0.033	-0.002
union_spouse_17_no	0.357	-0.002
ind_spouse_19_manufacturing	0.06	-0.002
state_15_mn	0.011	-0.002
occ_self_13_legal	0.01	-0.002
occ_spouse_19_healthcareprac	0.034	-0.003
occ_spouse_15_education	0.039	-0.003
state_13_mn	0.011	-0.003
moved_why_11_consmore	0.047	-0.003
state_11_nm	0.002	-0.003
occ_spouse_17_DKNARefused	0.002	-0.003
region_11_northeast	0.166	-0.003
logcost_transport_bustrain_17	0.619	-0.003
kids_und13_13	0.32	-0.003
occ_self_11_legal	0.009	-0.003
kids_und13_15	0.297	-0.003
state_13_ct	0.004	-0.003
state_17_nd	0.002	-0.003
state_19_nd	0.002	-0.003
mightmove_17_yes	0.31	-0.003
state_13_hi	0.0	-0.003
occ_spouse_11_education	0.033	-0.003
moved_why_13_consless	0.02	-0.003
logcost_transport_bustrain_11	0.604	-0.003
state_15_sc	0.018	-0.003
religion_self_19_orthodox	0.022	-0.003
occ_spouse_11_food	0.013	-0.004
moved_why_13_consmore	0.04	-0.004
state_15_nm	0.002	-0.004
state_15_mo	0.023	-0.004
state_15_il	0.021	-0.004
moved_why_15_involuntary	0.036	-0.004
logcost_transport_downpayment_13	1.6	-0.004
state_15_ma	0.025	-0.004
ind_spouse_19_management	0.02	-0.004
occ_spouse_19_pcareservice	0.019	-0.005
occ_spouse_13_healthcaresupport	0.01	-0.005
ind_spouse_17_wholesale	0.017	-0.005
state_19_il	0.023	-0.005
kids_und18_17	0.412	-0.005
state_19_nm	0.002	-0.005
state_17_hi	0.0	-0.005
ind_spouse_17_management	0.018	-0.005
occ_self_19_legal	0.011	-0.005
sex_self_19_male	0.519	-0.005
ind_spouse_13_utilities	0.005	-0.005
state_15_in	0.026	-0.005
occ_spouse_11_janitors	0.013	-0.005
logcost_health_hospital_11	1.8	-0.005
logcost_housing_rent_11	2.8	-0.005
occ_spouse_13_food	0.012	-0.005
ind_spouse_15_mining	0.002	-0.005
state_17_mo	0.024	-0.006
state_15_wi	0.014	-0.006
state_17_in	0.026	-0.006
state_19_co	0.024	-0.006
moved_why_19_consless	0.015	-0.006
region_13_south	0.312	-0.006
state_13_in	0.027	-0.006
occ_self_13_military	0.007	-0.006
ind_spouse_15_health	0.067	-0.006
ind_spouse_17_mining	0.002	-0.006
ind_spouse_17_education	0.058	-0.006
race_spouse_15_black	0.038	-0.006
race_self_15_pacis	0.001	-0.006
state_11_in	0.026	-0.006
state_17_ma	0.028	-0.006
state_15_ny	0.049	-0.006
occ_self_13_officeadmin	0.095	-0.006
occ_spouse_17_healthcaresupport	0.016	-0.006
ind_spouse_19_arts	0.012	-0.007
occ_self_11_DKNARefused	0.001	-0.007
region_15_northcentral	0.199	-0.007
ind_spouse_17_transportwarehouse	0.019	-0.007
state_11_nj	0.034	-0.007
occ_spouse_11_sales	0.055	-0.007
ind_spouse_15_accomodationsfood	0.018	-0.007
state_19_in	0.027	-0.007
moved_why_19_mixed	0.026	-0.007
region_17_northeast	0.171	-0.007
ind_spouse_15_retail	0.037	-0.007
occ_spouse_13_transport	0.02	-0.007
occ_spouse_13_education	0.036	-0.007
occ_self_15_legal	0.01	-0.007
moved_why_19_involuntary	0.033	-0.007
ind_spouse_17_utilities	0.005	-0.007
state_11_de	0.001	-0.008
religion_self_11_catholic	0.179	-0.008
race_self_17_pacis	0.001	-0.008
moved_why_13_involuntary	0.04	-0.008
state_13_wi	0.013	-0.008
state_11_vt	0.001	-0.008
state_13_vt	0.001	-0.008
moved_why_13_homeless	0.001	-0.008
state_13_nj	0.034	-0.008
state_13_de	0.001	-0.008
state_15_de	0.001	-0.008
state_17_de	0.001	-0.008
state_19_de	0.001	-0.008
state_19_wi	0.015	-0.008
occ_spouse_17_pcareservice	0.017	-0.008
occ_self_15_architectengineering	0.014	-0.008
state_13_ny	0.049	-0.008
state_17_tx	0.066	-0.008
state_17_vt	0.001	-0.009
state_13_ri	0.001	-0.009
state_15_ri	0.001	-0.009
state_11_ct	0.004	-0.009
moved_why_19_homeless	0.001	-0.009
ind_spouse_15_arts	0.008	-0.009
state_19_ms	0.01	-0.009
religion_self_11_none	0.094	-0.009
logcost_education_13	2.7	-0.009
state_19_or	0.021	-0.009
state_11_ma	0.026	-0.009
sex_male	0.526	-0.009
occ_self_17_legal	0.011	-0.009
state_15_vt	0.001	-0.009
state_15_tn	0.022	-0.009
state_15_mt	0.001	-0.009
race_self_19_pacis	0.001	-0.009
ind_spouse_19_adminmilitary	0.034	-0.009
occ_spouse_19_softscience	0.015	-0.009
state_17_mt	0.001	-0.009
logcost_transport_13	8.8	-0.009
state_11_wy	0.001	-0.009
state_15_ct	0.004	-0.009
logcost_transport_gas_15	7.0	-0.009
own_or_rent_15_rent	0.293	-0.009
state_11_ri	0.001	-0.009
kids_und18_13	0.426	-0.009
logcost_transport_bustrain_13	0.639	-0.009
state_19_vt	0.001	-0.009
state_17_ms	0.01	-0.01
state_13_tn	0.021	-0.01
kids_und13_17	0.323	-0.01
state_19_ri	0.001	-0.01
ind_spouse_13_manufacturing	0.049	-0.01
religion_self_19_other	0.002	-0.01
ind_spouse_19_accomodationsfood	0.029	-0.01
race_spouse_13_other	0.023	-0.01
occ_spouse_11_transport	0.022	-0.01
race_spouse_13_amind	0.003	-0.01
union_spouse_13_yes	0.049	-0.01
state_17_ri	0.001	-0.01
occ_spouse_11_DKNARefused	0.002	-0.01
ind_spouse_17_adminmilitary	0.03	-0.01
state_19_mt	0.001	-0.01
race_self_11_black	0.071	-0.01
occ_spouse_19_DKNARefused	0.001	-0.01
ind_spouse_15_wholesale	0.013	-0.01
occ_self_17_architectengineering	0.016	-0.01
state_17_ny	0.052	-0.01
race_spouse_11_amind	0.003	-0.01
ind_spouse_19_transportwarehouse	0.023	-0.01
logcost_childcare_17	1.1	-0.01
state_15_ms	0.01	-0.01
state_13_mt	0.001	-0.01
state_11_ms	0.01	-0.01
kids_und2_15	0.06	-0.01
religion_self_15_catholic	0.196	-0.01
ind_spouse_17_health	0.082	-0.01
occ_self_13_food	0.025	-0.01
race_spouse_15_amind	0.003	-0.01
state_19_al	0.009	-0.011
state_13_ma	0.025	-0.011
religion_self_13_catholic	0.183	-0.011
state_13_ms	0.011	-0.011
race_spouse_11_other	0.022	-0.011
occ_spouse_15_repair	0.015	-0.011
occ_self_15_officeadmin	0.104	-0.011
state_13_nm	0.002	-0.011
ind_spouse_19_DKNARefused	0.002	-0.011
logcost_transport_repair_13	3.5	-0.011
state_15_ky	0.013	-0.011
race_spouse_11_pacis	0.002	-0.011
race_spouse_13_pacis	0.002	-0.011
race_self_13_black	0.077	-0.011
state_11_ak	0.002	-0.011
kids_und2_17	0.076	-0.011
state_15_dc	0.002	-0.011
occ_spouse_19_healthcaresupport	0.015	-0.011
state_13_sc	0.018	-0.011
state_13_ak	0.002	-0.011
state_15_ak	0.002	-0.011
region_11_akhi	0.002	-0.011
state_15_me	0.003	-0.011
region_15_akhi	0.002	-0.011
occ_spouse_17_food	0.017	-0.011
religion_self_19_protestant	0.006	-0.011
occ_self_17_janitors	0.034	-0.011
logincome_wagerate_self_11	2.8	-0.011
state_13_or	0.019	-0.011
state_19_me	0.003	-0.011
state_11_dc	0.002	-0.011
state_17_mn	0.013	-0.011
state_19_tx	0.07	-0.011
state_13_dc	0.002	-0.011
state_17_me	0.003	-0.011
logcost_transport_downpayment_19	1.8	-0.011
occ_self_19_DKNARefused	0.002	-0.011
occ_spouse_15_food	0.013	-0.011
logcost_housing_telecom_15	7.6	-0.012
region_13_akhi	0.002	-0.012
state_19_mn	0.013	-0.012
race_spouse_17_amind	0.004	-0.012
state_13_ky	0.013	-0.012
occ_self_15_transport	0.045	-0.012
state_15_or	0.021	-0.012
race_self_11_pacis	0.002	-0.012
ind_spouse_15_otherservices	0.022	-0.012
state_17_ak	0.002	-0.012
ind_spouse_19_mining	0.002	-0.012
race_spouse_19_amind	0.004	-0.012
state_19_ak	0.002	-0.012
state_17_sc	0.02	-0.012
race_self_13_pacis	0.002	-0.012
state_17_dc	0.002	-0.012
state_19_sc	0.021	-0.012
race_self_11_other	0.027	-0.012
own_or_rent_11_neither	0.026	-0.012
occ_spouse_15_healthcaresupport	0.011	-0.012
occ_self_15_DKNARefused	0.002	-0.012
logcost_health_bills_11	0.739	-0.012
state_11_sc	0.019	-0.012
occ_self_13_DKNARefused	0.002	-0.012
moved_why_17_homeless	0.002	-0.012
race_self_15_black	0.084	-0.013
state_11_ky	0.014	-0.013
occ_self_17_DKNARefused	0.002	-0.013
state_17_il	0.022	-0.013
occ_spouse_11_production	0.024	-0.013
occ_spouse_17_protective	0.011	-0.013
ind_spouse_15_DKNARefused	0.002	-0.013
region_17_akhi	0.002	-0.013
state_19_ky	0.017	-0.013
occ_spouse_17_softscience	0.012	-0.013
state_15_al	0.007	-0.013
occ_spouse_13_DKNARefused	0.002	-0.013
occ_spouse_15_production	0.023	-0.013
ind_spouse_17_DKNARefused	0.002	-0.013
state_19_dc	0.003	-0.013
occ_spouse_19_food	0.022	-0.013
occ_spouse_17_repair	0.018	-0.013
occ_spouse_17_transport	0.025	-0.013
logcost_transport_15	8.8	-0.013
religion_self_17_none	0.151	-0.013
ind_spouse_13_mining	0.003	-0.013
race_spouse_19_black	0.053	-0.014
state_17_or	0.021	-0.014
state_17_ky	0.017	-0.014
occ_spouse_19_education	0.045	-0.014
occ_self_19_transport	0.066	-0.014
kids_und2_19	0.067	-0.014
region_17_northcentral	0.212	-0.014
occ_spouse_19_officeadmin	0.078	-0.014
occ_self_11_transport	0.04	-0.014
own_or_rent_13_rent	0.286	-0.014
occ_spouse_13_sales	0.056	-0.014
state_15_tx	0.062	-0.014
logcost_health_bills_17	0.717	-0.014
state_19_ks	0.005	-0.014
state_19_la	0.006	-0.014
moved_17_yes	0.307	-0.014
state_15_oh	0.035	-0.014
race_spouse_15_other	0.024	-0.014
race_self_15_other	0.031	-0.015
race_spouse_17_black	0.048	-0.015
state_17_al	0.008	-0.015
moved_why_11_involuntary	0.044	-0.015
state_13_tx	0.059	-0.015
state_11_al	0.007	-0.015
state_11_sd	0.003	-0.015
state_15_la	0.004	-0.015
state_13_al	0.007	-0.015
moved_why_17_consother	0.092	-0.015
occ_spouse_19_transport	0.028	-0.015
kids_und13_19	0.313	-0.015
logincome_wagerate_self_19	3.0	-0.015
logcost_childcare_19	1.1	-0.015
state_15_sd	0.003	-0.015
state_17_tn	0.022	-0.015
ind_spouse_15_transportwarehouse	0.018	-0.015
race_self_13_other	0.029	-0.015
ind_spouse_13_retail	0.037	-0.015
state_17_oh	0.035	-0.015
moved_why_19_productive	0.019	-0.015
moved_why_11_consother	0.069	-0.015
occ_spouse_15_protective	0.011	-0.015
union_spouse_15_yes	0.054	-0.015
state_13_sd	0.003	-0.015
moved_why_19_consmore	0.047	-0.015
ind_spouse_19_retail	0.042	-0.015
state_13_oh	0.036	-0.015
state_17_sd	0.003	-0.016
state_19_sd	0.003	-0.016
state_17_nj	0.031	-0.016
occ_spouse_15_officeadmin	0.067	-0.016
occ_spouse_17_janitors	0.02	-0.016
occ_self_11_officeadmin	0.093	-0.016
state_19_tn	0.024	-0.016
logincome_wagerate_self_15	2.9	-0.016
moved_why_17_consless	0.019	-0.016
logcost_transport_repair_15	6.6	-0.016
occ_self_11_food	0.024	-0.016
occ_spouse_11_protective	0.01	-0.016
union_self_11_no	0.431	-0.016
union_spouse_11_yes	0.05	-0.016
state_13_la	0.005	-0.016
region_19_northeast	0.176	-0.017
state_17_la	0.007	-0.017
state_11_la	0.005	-0.017
race_spouse_13_black	0.036	-0.017
ind_spouse_19_otherservices	0.03	-0.017
occ_self_11_healthcareprac	0.034	-0.017
state_19_oh	0.033	-0.017
state_19_nj	0.032	-0.017
occ_self_11_education	0.036	-0.017
region_19_northcentral	0.214	-0.017
ind_spouse_13_otherservices	0.02	-0.017
state_11_ny	0.049	-0.018
race_spouse_11_black	0.033	-0.018
logcost_transport_additionalvehicle_13	2.0	-0.018
logincome_wagerate_self_17	2.9	-0.018
occ_spouse_19_protective	0.011	-0.018
occ_self_19_architectengineering	0.019	-0.018
kids_und18_19	0.411	-0.018
moved_why_11_closertowork	0.016	-0.018
logcost_housing_rent_15	3.0	-0.018
occ_spouse_17_education	0.041	-0.018
occ_self_11_protective	0.017	-0.018
logcost_transport_19	8.9	-0.018
mightmove_19_yes	0.317	-0.018
moved_why_19_closertowork	0.023	-0.018
ind_spouse_17_otherservices	0.026	-0.018
state_19_ma	0.028	-0.018
ind_spouse_17_retail	0.043	-0.019
state_17_nv	0.009	-0.019
state_19_nv	0.009	-0.019
logcost_transport_downpayment_17	1.8	-0.019
state_11_tx	0.059	-0.019
logcost_housing_rent_17	3.4	-0.019
state_13_nv	0.008	-0.019
occ_self_17_transport	0.052	-0.02
occ_self_13_transport	0.041	-0.02
state_11_nv	0.008	-0.02
logcost_housing_rent_13	2.9	-0.02
logcost_transport_gas_19	7.0	-0.02
occ_self_15_healthcareprac	0.037	-0.02
state_15_nv	0.009	-0.02
logcost_transport_loans_15	2.8	-0.02
own_or_rent_17_rent	0.332	-0.021
occ_self_17_military	0.006	-0.021
kids_und18_11	0.455	-0.021
occ_self_11_janitors	0.021	-0.021
logincome_wagerate_self_13	2.8	-0.021
state_11_ok	0.009	-0.022
occ_spouse_13_protective	0.011	-0.022
state_19_ny	0.053	-0.022
state_11_oh	0.036	-0.022
occ_self_15_military	0.007	-0.022
occ_self_19_military	0.007	-0.022
occ_self_17_healthcaresupport	0.024	-0.022
union_spouse_19_yes	0.069	-0.022
moved_why_15_consother	0.082	-0.022
religion_spouse_15_catholic	0.148	-0.022
religion_spouse_19_none	0.287	-0.023
logcost_health_bills_15	0.779	-0.023
occ_self_13_janitors	0.022	-0.023
race_self_19_black	0.108	-0.023
race_self_17_other	0.049	-0.024
religion_spouse_13_catholic	0.14	-0.024
race_self_17_black	0.098	-0.024
union_self_15_no	0.517	-0.024
logcost_transport_loans_13	2.5	-0.024
occ_spouse_17_production	0.028	-0.024
occ_spouse_15_transport	0.023	-0.024
religion_spouse_11_catholic	0.138	-0.024
occ_self_13_education	0.04	-0.024
state_15_ok	0.008	-0.024
occ_spouse_13_production	0.023	-0.025
logcost_transport_downpayment_15	1.8	-0.025
state_13_ok	0.009	-0.025
state_17_ok	0.009	-0.025
occ_self_15_food	0.028	-0.026
state_19_ok	0.01	-0.026
logcost_transport_additionalvehicle_17	2.2	-0.026
occ_spouse_13_repair	0.015	-0.026
moved_why_15_consmore	0.04	-0.026
union_spouse_17_yes	0.061	-0.026
ind_spouse_19_health	0.092	-0.026
occ_spouse_19_janitors	0.023	-0.026
occ_self_11_healthcaresupport	0.015	-0.026
grewup_region_spouse_11_foreign	0.06	-0.026
occ_self_11_production	0.038	-0.027
moved_why_15_consless	0.02	-0.027
occ_self_13_healthcareprac	0.033	-0.027
union_self_13_no	0.479	-0.027
occ_spouse_17_officeadmin	0.074	-0.028
occ_self_15_education	0.043	-0.028
occ_self_13_production	0.041	-0.028
religion_self_17_catholic	0.226	-0.029
occ_spouse_11_repair	0.017	-0.029
race_self_19_other	0.058	-0.029
logcost_transport_other_13	0.284	-0.029
moved_why_17_consmore	0.052	-0.029
race_spouse_17_other	0.037	-0.03
logcost_housing_rent_19	3.4	-0.03
occ_self_13_healthcaresupport	0.017	-0.03
race_spouse_19_other	0.043	-0.031
occ_spouse_19_production	0.031	-0.031
occ_self_13_protective	0.017	-0.031
occ_self_15_protective	0.017	-0.031
moved_why_19_consother	0.09	-0.032
religion_spouse_17_catholic	0.172	-0.032
occ_self_15_janitors	0.025	-0.032
occ_self_17_officeadmin	0.112	-0.032
logcost_transport_additionalvehicle_19	2.5	-0.032
occ_self_15_healthcaresupport	0.019	-0.032
occ_self_17_education	0.05	-0.032
occ_self_19_healthcareprac	0.052	-0.033
occ_self_11_constructionextraction	0.03	-0.033
occ_self_15_constructionextraction	0.038	-0.033
occ_self_19_protective	0.022	-0.034
logcost_health_bills_19	0.645	-0.034
occ_self_17_protective	0.02	-0.035
logcost_transport_additionalvehicle_11	2.5	-0.036
occ_self_19_janitors	0.04	-0.036
daycare_19_yes	0.075	-0.036
occ_self_15_production	0.044	-0.036
empstat_current_spouse_19_housespouse	0.091	-0.036
grewup_region_self_foreign	0.158	-0.036
occ_self_17_healthcareprac	0.044	-0.037
occ_self_19_education	0.055	-0.038
moved_19_yes	0.289	-0.038
logcost_transport_additionalvehicle_15	2.1	-0.039
occ_self_19_healthcaresupport	0.026	-0.04
occ_self_17_constructionextraction	0.048	-0.04
occ_self_13_constructionextraction	0.034	-0.041
occ_self_19_production	0.059	-0.042
occ_self_17_production	0.051	-0.044
own_or_rent_19_rent	0.341	-0.045
occ_self_17_food	0.034	-0.045
occ_self_19_officeadmin	0.128	-0.046
occ_self_19_constructionextraction	0.055	-0.047
union_self_13_yes	0.08	-0.048
empstat_current_self_19_working	0.957	-0.05
occ_self_19_food	0.042	-0.05
union_self_15_yes	0.089	-0.051
union_self_11_yes	0.08	-0.054
id68	2259376.7	-0.056
hourlystatus_self_13_hourly	0.311	-0.056
hourlystatus_self_11_hourly	0.286	-0.061
union_self_17_yes	0.101	-0.066
union_self_17_no	0.611	-0.076
logincome_labor_self_15	9.7	-0.077
hourlystatus_self_15_hourly	0.341	-0.08
union_self_19_yes	0.123	-0.081
logincome_labor_self_13	9.7	-0.088
logincome_labor_self_11	9.5	-0.101
hourlystatus_self_17_hourly	0.416	-0.108
logincome_labor_self_17	9.8	-0.121
union_self_19_no	0.728	-0.124
logincome_labor_self_19	10.2	-0.131
hourlystatus_self_19_hourly	0.495	-0.142

Sidenote: Commuting time by region

I was curious about that negative correlation between midwest residence and commute time in the PSID data. To expand on that, I looked at the weighted average commute time by region. Commute time is round trip, and conditional on having a positive commute time.

region	chance commutes	commute time
south	57%	43 min
midwest	59%	36 min
west	58%	44 min
northeast	60%	49 min
all	58%	43 min

(remember midwest is called northcentral in psid)

To check whether this is a fluke, I look at the same question in the ATUS data (2004-2019).

region	chance commutes	commute time
south	27%	41 min
midwest	29%	38 min
west	28%	43 min
northeast	28%	47 min
all	28%	42 min

The “chance commutes” columns aren’t directly comparable. The condition checked in the PSID is whether they were able to answer the question about their typical round trip commute time, while the condition in the ATUS is whether they commuted today (as defined using the dwell 30 anchor rule).

The conditional commute time columns do look qualitatively similar though. So yeah, I guess midwesterners have shorter commute times.

(Midwesterners also seem to have a bit lower variance in commute time as well. (Not shown))

ATUS and PSID Time Use Comparison

The American Time Use Survey (ATUS) asks respondents about how they spent the previous day. The activity categorizations are fine grained and detailed.

The Panel Study of Income Dynamics asks respondents about the ‘typical’ amount of time they spend each week on several different activities. The PSID has long asked individuals about (market) work time and housework. In 2017, the PSID also added questions about typical time spent on childcare, adult care, education, leisure, personal care, shopping, and volunteering.

The following two links discuss comparisons between the time use data in the ATUS and in the PSID:

To summarize, the categories seem reasonably well-aligned for the most part, but

childcare time is notably higher in PSID (possibly because it lacks the primary/secondary child care distinction that ATUS makes)
leisure time is notably lower in PSID than in ATUS

And for good measure here’s a comparison of different work-hours variables in the PSID and ATUSu

On the left is a histogram of questions about ‘typical’ weekly work hours. ATUS respondents seem a bit more likely to answer “40” exactly and a bit less likely to answer higher numbers. But all the ‘typical’ work hours variables look very similar, with that big spike at 40.

On the right are some kernel density estimates for imputed actual hours. The PSID variable takes the imputed number of hours worked last year and divides it by 50. The ATUS variables either take the time spent in the diary day on (market) working, or all market-work related time use including travel, and multiplies it by the ‘average’ number of days worked per week. (The ATUS variables on the left are from a subsample restricted to those who worked on the diary day, and whose diary day was a non-holiday weekday.)

LASSO Regressions on ATUS Work From Home Module

LASSO is a kind of regularized linear regression. It adds a penalty for large coefficients, and sets a lot of coefficients to zero when fit.

In 2017 and 2018, ATUS included a leave module, which asked some respondants about their work schedules, including their situation regarding working from home.

In this section, I fit a few of these leave module variables to a LASSO regression. The y variable is the dummy for the affirmative reponse to the question in the header. LASSO parameters was chosen via 5-fold cross validation. Variables were scaled before being plugged into the regression, and so the coefficients in the full tables aren’t directly interpretable.

As part of your (main) job, can you work at home?

Biggest positive predictors of ability to work from home:

working in a compsci/math occupation
working in business or finance
working in arts / entertainment / media
having flexible work hours
working in the insurance industry

Biggest negative predictors

being paid hourly
being a healthcare practitioner
being a local government work
working in production occupations
working in transportation

Click for full list of coeficients.

Variable Name	coef
paidhour_paid hourly	-0.178
occ2_healthcare practitioner and technical occupations	-0.138
clwkr_government, local	-0.089
occ2_production occupations	-0.086
occ2_transportation and material moving occupations	-0.085
occ2_installation, maintenance, and repair occupations	-0.078
occ2_construction and extraction occupations	-0.077
ind2_retail trade	-0.066
ind2_transportation and warehousing	-0.062
occ2_building and grounds cleaning and maintenance occupations	-0.062
wrkflexfreq_rarely	-0.057
ind2_food services and drinking places	-0.055
wrkschedsat_yes	-0.054
wrkflexinput_employer decides	-0.051
wrknumus_5 days	-0.046
wrkschedvary_yes	-0.039
wrknumus_4 days	-0.039
educyrs_twelfth grade	-0.033
metro_nonmetropolitan	-0.033
ind2_hospitals	-0.03
kidund1_yes	-0.026
ind2_arts, entertainment, and recreation	-0.025
statefip_california	-0.024
statefip_illinois	-0.024
educyrs_eleventh grade	-0.023
educyrs_college–two years	-0.023
clwkr_government, federal	-0.021
rcvpdlv_no	-0.019
region_northeast	-0.018
ind2_construction	-0.015
occ2_healthcare support occupations	-0.014
ind2_agriculture	-0.013
marst_widowed	-0.012
rcvunpdlv_no	-0.012
famincome_30,000 to 34,999	-0.012
statefip_pennsylvania	-0.011
race_black only	-0.011
hh_size	-0.01
famincome_75,000 to 99,999	-0.01
diffany_no difficulty	-0.01
wrkschedus_rotating shift- hours change periodically	-0.009
famincome_15,000 to 19,999	-0.009
statefip_alabama	-0.009
spusualhrs_40	-0.008
multjobs_yes	-0.007
msasize_100,000 - 249,999	-0.007
citizen_foreign born, u.s. citizen by naturalization	-0.007
msasize_5,000,000+	-0.007
statefip_florida	-0.006
wrkshiftrsn_nature of the job	-0.006
month_may	-0.006
day_thursday	-0.005
otpay	-0.005
kidund13_yes	-0.004
hhtenure_owned or being bought by a household member	-0.004
occ2_personal care and service occupations	-0.004
statefip_new york	-0.004
occ2_food preparation and serving related occupations	-0.003
month_december	-0.003
famincome_20,000 to 24,999	-0.003
ind2_public administration	-0.002
tklvwk_no	-0.002
wrkschedtue_yes	-0.001
hh_numadults	-0.001
wrkschedsun_yes	-0.001
educyrs_tenth grade	-0.001
wrkflexpol_blank	-0.0
speduc_high school graduate - diploma	-0.0
region_midwest	-0.0
wrkflexfreq_blank	-0.0
ageychild	0.0
citizen_foreign born, not a u.s. citizen	-0.0
citizen_native, born abroad of american parent or parents	0.0
citizen_native, born in puerto rico or u.s. outlying area	-0.0
clwkr_government, state	0.0
day_friday	-0.0
day_monday	-0.0
day_saturday	-0.0
day_tuesday	0.0
diffmob_no mobility limitation	-0.0
educyrs_college–one year	0.0
educyrs_college–three years	0.0
educyrs_fifth through sixth grade	-0.0
educyrs_first through fourth grade	-0.0
educyrs_ninth grade	-0.0
educyrs_seventh through eighth grade	-0.0
empstat_employed - at work	0.0
fambus_no family business	-0.0
fambus_pay_niu (not in universe)	0.0
fambus_pay_no	-0.0
famincome_10,000 to 12,499	0.0
famincome_12,500 to 14,999	0.0
famincome_25,000 to 29,999	-0.0
famincome_35,000 to 39,999	0.0
famincome_40,000 to 49,999	-0.0
famincome_5,000 to 7,499	-0.0
famincome_7,500 to 9,999	0.0
famincome_less than 5,000	-0.0
fullpart_part time	0.0
hh_numkids	-0.0
hhtenure_rented for cash	0.0
holiday_yes	-0.0
housetype_mobile home or trailer with 1 or more rooms added	0.0
housetype_mobile home or trailer with no permanent room added	-0.0
hrslvwk	-0.0
ind2_beverage and tobacco product mfg	0.0
ind2_broadcasting (except internet)	0.0
ind2_chemical manufacturing	0.0
ind2_computer and electronic product mfg	0.0
ind2_educational services	-0.0
ind2_electrical equipment, appliance mfg	0.0
ind2_food manufacturing	-0.0
ind2_forestry, logging, fishing, hunting, and trapping	0.0
ind2_furniture and fixtures manufacturing	0.0
ind2_health care services, except hospitals	-0.0
ind2_machinery manufacturing	-0.0
ind2_management of companies and enterprises	-0.0
ind2_mining	-0.0
ind2_miscellaneous and not specified mfg	0.0
ind2_motion picture and sound recording industries	-0.0
ind2_nonmetallic mineral product manufacturing	-0.0
ind2_other information services	-0.0
ind2_paper manufacturing and printing	0.0
ind2_personal and laundry services	0.0
ind2_petroleum and coal products manufacturing	-0.0
ind2_plastics and rubber products manufacturing	0.0
ind2_primary metals and fabricated metal products	-0.0
ind2_private households	-0.0
ind2_publishing industries (except internet)	0.0
ind2_rental and leasing services	0.0
ind2_repair and maintenance	-0.0
ind2_social assistance	0.0
ind2_telecommunications	0.0
ind2_textile, apparel, and leather manufacturing	0.0
ind2_transportation equipment manufacturing	0.0
ind2_traveler accommodation	-0.0
ind2_utilities	-0.0
ind2_waste management and remediation services	-0.0
ind2_wholesale trade	0.0
ind2_wood product manufacturing	-0.0
kid1to2_yes	0.0
kid3to5_yes	0.0
marst_divorced	0.0
marst_married - spouse absent	0.0
marst_married - spouse present	0.0
marst_never married	-0.0
marst_separated	0.0
metro_metropolitan, central city	-0.0
metro_not identified	-0.0
month_august	0.0
month_january	-0.0
month_july	-0.0
month_june	-0.0
month_march	-0.0
month_november	0.0
month_september	-0.0
msasize_1,000,000 - 2,499,999	0.0
msasize_250,000 - 499,999	-0.0
msasize_500,000 - 999,999	0.0
msasize_not identified or non-metropolitan	-0.0
occ2_farming, fishing, and forestry occupations	-0.0
occ2_legal occupations	0.0
occ2_life, physical, and social science occupations	0.0
occ2_protective service occupations	-0.0
race_american indian, alaskan native	0.0
race_asian only	-0.0
race_hawaiian pacific islander only	0.0
race_white-american indian	-0.0
race_white-asian	0.0
race_white-black	-0.0
rcvpdlv_don’t know	0.0
rcvpdlv_yes	0.0
rcvunpdlv_don’t know	-0.0
schlcoll_college/university full time	0.0
schlcoll_college/university part time	0.0
schlcoll_high school full time	-0.0
schlcoll_niu (not in universe)	-0.0
schlcoll_not enrolled	-0.0
sex_male	-0.0
speduc_10th grade	-0.0
speduc_11th grade	-0.0
speduc_12th grade - no diploma	-0.0
speduc_1st, 2nd, 3rd, or 4th grade	-0.0
speduc_5th or 6th grade	0.0
speduc_7th or 8th grade	-0.0
speduc_9th grade	-0.0
speduc_associate degree - academic program	0.0
speduc_associate degree - occupational vocational	0.0
speduc_bachelor’s degree (ba, ab, bs, etc.)	0.0
speduc_doctoral degree (phd, edd, etc.)	0.0
speduc_high school graduate - ged	0.0
speduc_master’s degree (ma, ms, meng, med, msw, etc.)	0.0
speduc_niu (not in universe)	-0.0
speduc_not available (see description)	0.0
speduc_professional school degree (md, dds, dvm, etc.)	-0.0
speduc_some college but no degree	0.0
spempnot_employed	-0.0
spempnot_niu (not in universe)	-0.0
spempstat_disabled	0.0
spempstat_employed - at work	0.0
spempstat_employed - not at work	-0.0
spempstat_niu (not in universe)	-0.0
spempstat_not employed	0.0
spempstat_retired	0.0
spousepres_no spouse or unmarried partner present	-0.0
spousepres_unmarried partner present	-0.0
sprace_american indian, alaskan native	-0.0
sprace_asian only	-0.0
sprace_black only	0.0
sprace_hawaiian pacific islander only	0.0
sprace_niu (not in universe)	-0.0
sprace_not available (see description)	0.0
sprace_white-american indian	-0.0
sprace_white-asian	-0.0
sprace_white-black	0.0
spsex_female	-0.0
spsex_niu (not in universe)	-0.0
spusualhrs_10	0.0
spusualhrs_12	-0.0
spusualhrs_15	0.0
spusualhrs_16	-0.0
spusualhrs_20	-0.0
spusualhrs_24	0.0
spusualhrs_25	-0.0
spusualhrs_32	0.0
spusualhrs_35	-0.0
spusualhrs_36	-0.0
spusualhrs_37	0.0
spusualhrs_38	-0.0
spusualhrs_4	-0.0
spusualhrs_42	0.0
spusualhrs_44	-0.0
spusualhrs_45	-0.0
spusualhrs_46	0.0
spusualhrs_48	-0.0
spusualhrs_55	0.0
spusualhrs_65	0.0
spusualhrs_70	-0.0
spusualhrs_8	-0.0
spusualhrs_99	-0.0
spusualhrs_hours vary	-0.0
spusualhrs_niu (not in universe)	0.0
statefip_alaska	0.0
statefip_arizona	-0.0
statefip_arkansas	-0.0
statefip_colorado	0.0
statefip_connecticut	-0.0
statefip_delaware	0.0
statefip_district of columbia	0.0
statefip_georgia	-0.0
statefip_hawaii	0.0
statefip_idaho	0.0
statefip_indiana	-0.0
statefip_iowa	0.0
statefip_kansas	-0.0
statefip_kentucky	0.0
statefip_louisiana	0.0
statefip_maine	-0.0
statefip_maryland	-0.0
statefip_michigan	0.0
statefip_minnesota	-0.0
statefip_mississippi	0.0
statefip_missouri	-0.0
statefip_montana	0.0
statefip_nebraska	-0.0
statefip_nevada	-0.0
statefip_new hampshire	-0.0
statefip_new mexico	0.0
statefip_north carolina	0.0
statefip_north dakota	-0.0
statefip_ohio	-0.0
statefip_oklahoma	-0.0
statefip_rhode island	-0.0
statefip_south carolina	0.0
statefip_south dakota	-0.0
statefip_texas	0.0
statefip_utah	-0.0
statefip_vermont	0.0
statefip_virginia	0.0
statefip_washington	-0.0
statefip_west virginia	0.0
statefip_wyoming	0.0
tklvwk_yes	0.0
tklvwktype_blank	-0.0
tklvwktype_paid for all	0.0
tklvwktype_paid for some	-0.0
tklvwktype_unpaid for all	-0.0
vetstat_niu (not in universe)	-0.0
vetstat_veteran	-0.0
wrkflexinput_other	0.0
wrkflexinput_worker has some input	-0.0
wrkflexpol_formal program or policy	0.0
wrkflexpol_informal arrangement	0.0
wrknumus_1 day	0.0
wrknumus_2 days	-0.0
wrknumus_3 days	-0.0
wrknumus_6 days	0.0
wrkschedfri_yes	-0.0
wrkschedthu_yes	0.0
wrkschedus_evening shift- most work done b/w 2p & 12a	-0.0
wrkschedus_night shift- most work done b/w 9p & 8a	-0.0
wrkschedus_some other shift	-0.0
wrkschedus_split shift- two distinct periods each day	0.0
wrkshiftrsn_allows time for school	-0.0
wrkshiftrsn_better arrangements for family or childcare	0.0
wrkshiftrsn_better pay	-0.0
wrkshiftrsn_could not get any other shift	0.0
wrkshiftrsn_other	0.0
wrkshiftrsn_personal preference	-0.0
wrkflexinput_blank	0.0
wrkflexfreq_occasionally	0.0
kid13to17_yes	0.0
metro_metropolitan, balance of msa	0.0
ind2_finance	0.0
rcvunpdlv_yes	0.002
region_south	0.002
month_april	0.002
wrkschedmon_yes	0.002
region_west	0.003
age	0.003
uhrsworkt	0.004
logearnweek	0.005
statefip_new jersey	0.005
spusualhrs_60	0.005
spempnot_not employed	0.006
wrkshiftrsn_blank	0.006
famincome_100,000 to 149,999	0.006
metro_metropolitan, not identified	0.007
race_white only	0.007
spousepres_spouse present	0.008
statefip_tennessee	0.008
spusualhrs_50	0.008
famincome_50,000 to 59,999	0.008
day_sunday	0.009
ind2_administrative and support services	0.009
famincome_60,000 to 74,999	0.009
hh_numownkids	0.01
wrknumus_7 days	0.01
spearnweek	0.01
wrkdaysavg	0.01
month_february	0.011
occ2_community and social service occupations	0.011
famincome_150,000 and over	0.011
month_october	0.011
day_wednesday	0.013
msasize_2,500,000 - 4,999,999	0.013
wrkschedus_daytime- most work done b/w 6a & 6p	0.013
statefip_massachusetts	0.013
clwkr_private, for profit	0.014
wrkschedwed_yes	0.015
sprace_white only	0.015
statefip_wisconsin	0.015
spusualhrs_28	0.017
kid6to12_yes	0.018
housetype_house, apartment, flat	0.02
spsex_male	0.021
occ2_architecture and engineering occupations	0.021
hourwage	0.022
statefip_oregon	0.023
vetstat_non-veteran	0.024
tklvwk_blank	0.025
occ2_office and administrative support occupations	0.025
spusualhrs_30	0.025
citizen_native, born in united states	0.028
fambus_family business	0.029
clwkr_private, nonprofit	0.031
wrkschedus_irregular schedule	0.033
educyrs_college–four years	0.038
wrkschedwk_yes	0.039
occ2_education, training, and library occupations	0.042
educyrs_bachelor’s degree	0.043
occ2_sales and related occupations	0.048
earnweek	0.05
hhtenure_occupied without payment of cash rent	0.051
ind2_professional, scientific, and technical services	0.077
ind2_membership associations and organizations	0.082
educyrs_professional degree	0.084
ind2_real estate	0.085
educyrs_master’s degree	0.088
educyrs_doctoral degree	0.101
occ2_management occupations	0.111
wrkflexfreq_frequent basis	0.121
ind2_insurance	0.126
wrkflexhrs_yes	0.14
occ2_arts, design, entertainment, sports, and media occupations	0.142
occ2_business and financial operations occupations	0.185
occ2_computer and mathematical science occupations	0.236

Are there days when you work only at home?

Biggest positive predictors of having days where you work from home:

working in a compsci/math occupation
working in the insurance industry
working in business or finance
having flexible work start/stop times
working in professional, scientific, and technical services

Biggest negative predictors

being paid hourly
being a local government work
being a healthcare practitioner
having inflexible work start/stop times
working in retail

Click for full list of coeficients.

Variable Name	coef
paidhour_paid hourly	-0.078
clwkr_government, local	-0.078
occ2_healthcare practitioner and technical occupations	-0.066
wrkflexfreq_rarely	-0.05
ind2_retail trade	-0.04
wrknumus_5 days	-0.039
ind2_food services and drinking places	-0.033
citizen_foreign born, u.s. citizen by naturalization	-0.026
sex_male	-0.024
ind2_transportation and warehousing	-0.021
occ2_installation, maintenance, and repair occupations	-0.021
clwkr_government, federal	-0.021
logearnweek	-0.017
statefip_pennsylvania	-0.017
wrkflexinput_employer decides	-0.015
wrknumus_4 days	-0.015
educyrs_twelfth grade	-0.015
occ2_transportation and material moving occupations	-0.013
educyrs_college–two years	-0.012
wrkschedsat_yes	-0.011
statefip_california	-0.011
famincome_$20,000 to $24,999	-0.01
month_july	-0.009
hh_size	-0.009
diffany_no difficulty	-0.009
tklvwk_no	-0.008
spusualhrs_40	-0.008
hhtenure_owned or being bought by a household member	-0.008
marst_never married	-0.007
ind2_construction	-0.007
educyrs_eleventh grade	-0.007
ind2_hospitals	-0.006
ind2_educational services	-0.006
month_september	-0.005
occ2_production occupations	-0.005
metro_nonmetropolitan	-0.004
rcvunpdlv_no	-0.004
otpay	-0.004
uhrsworkt	-0.004
statefip_florida	-0.003
hh_numadults	-0.003
kidund13_yes	-0.002
wrkschedfri_yes	-0.002
msasize_100,000 - 249,999	-0.002
ind2_arts, entertainment, and recreation	-0.002
statefip_alabama	-0.002
hh_numkids	-0.001
statefip_idaho	-0.001
day_saturday	-0.001
spusualhrs_niu (not in universe)	-0.0
famincome_$75,000 to $99,999	-0.0
wrkflexpol_blank	-0.0
age	-0.0
ageychild	0.0
citizen_foreign born, not a u.s. citizen	0.0
citizen_native, born abroad of american parent or parents	0.0
citizen_native, born in puerto rico or u.s. outlying area	-0.0
clwkr_government, state	0.0
day_monday	-0.0
day_sunday	-0.0
day_thursday	-0.0
day_tuesday	0.0
diffmob_no mobility limitation	0.0
educyrs_college–one year	-0.0
educyrs_college–three years	0.0
educyrs_fifth through sixth grade	-0.0
educyrs_first through fourth grade	0.0
educyrs_ninth grade	-0.0
educyrs_seventh through eighth grade	-0.0
educyrs_tenth grade	-0.0
empstat_employed - at work	0.0
fambus_no family business	-0.0
fambus_pay_niu (not in universe)	-0.0
fambus_pay_no	0.0
famincome_$10,000 to $12,499	0.0
famincome_$12,500 to $14,999	-0.0
famincome_$15,000 to $19,999	-0.0
famincome_$25,000 to $29,999	-0.0
famincome_$30,000 to $34,999	-0.0
famincome_$40,000 to $49,999	-0.0
famincome_$5,000 to $7,499	0.0
famincome_$60,000 to $74,999	-0.0
famincome_$7,500 to $9,999	0.0
famincome_less than $5,000	-0.0
fullpart_part time	-0.0
hhtenure_occupied without payment of cash rent	0.0
hhtenure_rented for cash	0.0
holiday_yes	-0.0
housetype_house, apartment, flat	0.0
housetype_mobile home or trailer with 1 or more rooms added	0.0
housetype_mobile home or trailer with no permanent room added	-0.0
ind2_administrative and support services	0.0
ind2_agriculture	-0.0
ind2_beverage and tobacco product mfg	0.0
ind2_broadcasting (except internet)	0.0
ind2_computer and electronic product mfg	-0.0
ind2_electrical equipment, appliance mfg	0.0
ind2_finance	0.0
ind2_food manufacturing	-0.0
ind2_forestry, logging, fishing, hunting, and trapping	-0.0
ind2_furniture and fixtures manufacturing	0.0
ind2_health care services, except hospitals	0.0
ind2_machinery manufacturing	-0.0
ind2_management of companies and enterprises	-0.0
ind2_mining	-0.0
ind2_motion picture and sound recording industries	-0.0
ind2_nonmetallic mineral product manufacturing	-0.0
ind2_other information services	-0.0
ind2_paper manufacturing and printing	-0.0
ind2_personal and laundry services	-0.0
ind2_petroleum and coal products manufacturing	0.0
ind2_plastics and rubber products manufacturing	-0.0
ind2_primary metals and fabricated metal products	-0.0
ind2_private households	-0.0
ind2_public administration	-0.0
ind2_rental and leasing services	-0.0
ind2_repair and maintenance	-0.0
ind2_social assistance	-0.0
ind2_textile, apparel, and leather manufacturing	-0.0
ind2_transportation equipment manufacturing	-0.0
ind2_traveler accommodation	-0.0
ind2_utilities	-0.0
ind2_waste management and remediation services	0.0
ind2_wholesale trade	0.0
ind2_wood product manufacturing	0.0
kid3to5_yes	-0.0
kid6to12_yes	0.0
kidund1_yes	0.0
marst_divorced	0.0
marst_married - spouse absent	-0.0
marst_married - spouse present	-0.0
marst_separated	-0.0
marst_widowed	0.0
metro_metropolitan, balance of msa	-0.0
metro_metropolitan, not identified	0.0
metro_not identified	-0.0
month_august	0.0
month_december	-0.0
month_january	0.0
month_june	-0.0
month_march	0.0
month_may	-0.0
month_november	0.0
month_october	-0.0
msasize_1,000,000 - 2,499,999	-0.0
msasize_250,000 - 499,999	-0.0
msasize_500,000 - 999,999	0.0
msasize_not identified or non-metropolitan	-0.0
multjobs_yes	-0.0
occ2_architecture and engineering occupations	-0.0
occ2_building and grounds cleaning and maintenance occupations	-0.0
occ2_community and social service occupations	0.0
occ2_construction and extraction occupations	-0.0
occ2_farming, fishing, and forestry occupations	-0.0
occ2_food preparation and serving related occupations	-0.0
occ2_healthcare support occupations	-0.0
occ2_legal occupations	0.0
occ2_life, physical, and social science occupations	-0.0
occ2_personal care and service occupations	-0.0
occ2_protective service occupations	0.0
race_american indian, alaskan native	-0.0
race_asian only	-0.0
race_black only	-0.0
race_hawaiian pacific islander only	0.0
race_white-american indian	-0.0
race_white-asian	0.0
race_white-black	-0.0
rcvpdlv_don’t know	-0.0
rcvpdlv_no	-0.0
rcvunpdlv_don’t know	0.0
region_midwest	-0.0
region_northeast	0.0
region_west	-0.0
schlcoll_college/university full time	-0.0
schlcoll_college/university part time	0.0
schlcoll_high school full time	-0.0
schlcoll_niu (not in universe)	-0.0
speduc_10th grade	0.0
speduc_11th grade	0.0
speduc_12th grade - no diploma	-0.0
speduc_1st, 2nd, 3rd, or 4th grade	-0.0
speduc_5th or 6th grade	-0.0
speduc_7th or 8th grade	-0.0
speduc_9th grade	-0.0
speduc_associate degree - academic program	0.0
speduc_associate degree - occupational vocational	-0.0
speduc_doctoral degree (phd, edd, etc.)	0.0
speduc_high school graduate - diploma	-0.0
speduc_high school graduate - ged	-0.0
speduc_niu (not in universe)	-0.0
speduc_not available (see description)	-0.0
speduc_professional school degree (md, dds, dvm, etc.)	0.0
speduc_some college but no degree	-0.0
spempnot_niu (not in universe)	-0.0
spempnot_not employed	-0.0
spempstat_disabled	-0.0
spempstat_employed - not at work	0.0
spempstat_niu (not in universe)	-0.0
spempstat_not employed	-0.0
spempstat_retired	0.0
spousepres_no spouse or unmarried partner present	-0.0
spousepres_spouse present	0.0
spousepres_unmarried partner present	-0.0
sprace_american indian, alaskan native	-0.0
sprace_asian only	-0.0
sprace_black only	0.0
sprace_hawaiian pacific islander only	0.0
sprace_niu (not in universe)	-0.0
sprace_not available (see description)	-0.0
sprace_white-american indian	-0.0
sprace_white-asian	0.0
sprace_white-black	-0.0
spsex_female	-0.0
spsex_male	0.0
spsex_niu (not in universe)	-0.0
spusualhrs_10	-0.0
spusualhrs_12	0.0
spusualhrs_15	0.0
spusualhrs_16	0.0
spusualhrs_20	0.0
spusualhrs_24	0.0
spusualhrs_25	-0.0
spusualhrs_28	0.0
spusualhrs_32	-0.0
spusualhrs_35	0.0
spusualhrs_36	0.0
spusualhrs_37	-0.0
spusualhrs_38	-0.0
spusualhrs_4	0.0
spusualhrs_42	0.0
spusualhrs_44	-0.0
spusualhrs_45	0.0
spusualhrs_46	-0.0
spusualhrs_48	-0.0
spusualhrs_50	0.0
spusualhrs_55	0.0
spusualhrs_65	0.0
spusualhrs_70	-0.0
spusualhrs_8	-0.0
spusualhrs_99	-0.0
spusualhrs_hours vary	-0.0
statefip_alaska	-0.0
statefip_arizona	0.0
statefip_arkansas	-0.0
statefip_colorado	0.0
statefip_connecticut	-0.0
statefip_delaware	-0.0
statefip_district of columbia	0.0
statefip_georgia	0.0
statefip_hawaii	-0.0
statefip_illinois	0.0
statefip_indiana	-0.0
statefip_iowa	-0.0
statefip_kansas	-0.0
statefip_kentucky	-0.0
statefip_louisiana	0.0
statefip_maine	0.0
statefip_michigan	0.0
statefip_minnesota	-0.0
statefip_mississippi	-0.0
statefip_missouri	0.0
statefip_montana	-0.0
statefip_nebraska	-0.0
statefip_nevada	0.0
statefip_new hampshire	-0.0
statefip_new jersey	0.0
statefip_new mexico	-0.0
statefip_north dakota	-0.0
statefip_ohio	-0.0
statefip_oklahoma	0.0
statefip_oregon	0.0
statefip_rhode island	-0.0
statefip_south carolina	-0.0
statefip_south dakota	-0.0
statefip_tennessee	0.0
statefip_texas	-0.0
statefip_utah	-0.0
statefip_vermont	0.0
statefip_virginia	-0.0
statefip_west virginia	0.0
statefip_wisconsin	0.0
statefip_wyoming	-0.0
tklvwk_blank	0.0
tklvwk_yes	0.0
tklvwktype_blank	-0.0
tklvwktype_paid for all	0.0
tklvwktype_paid for some	-0.0
tklvwktype_unpaid for all	-0.0
vetstat_niu (not in universe)	-0.0
vetstat_veteran	-0.0
wrkflexfreq_blank	-0.0
wrkflexinput_other	-0.0
wrkflexinput_worker has some input	0.0
wrkflexpol_informal arrangement	0.0
wrknumus_1 day	0.0
wrknumus_2 days	0.0
wrknumus_3 days	0.0
wrknumus_6 days	0.0
wrkschedmon_yes	-0.0
wrkschedtue_yes	0.0
wrkschedus_daytime- most work done b/w 6a & 6p	-0.0
wrkschedus_evening shift- most work done b/w 2p & 12a	0.0
wrkschedus_night shift- most work done b/w 9p & 8a	-0.0
wrkschedus_rotating shift- hours change periodically	-0.0
wrkschedus_some other shift	-0.0
wrkschedus_split shift- two distinct periods each day	0.0
wrkschedvary_yes	-0.0
wrkshiftrsn_allows time for school	0.0
wrkshiftrsn_better arrangements for family or childcare	0.0
wrkshiftrsn_better pay	-0.0
wrkshiftrsn_blank	-0.0
wrkshiftrsn_could not get any other shift	0.0
wrkshiftrsn_nature of the job	-0.0
wrkshiftrsn_other	0.0
wrkshiftrsn_personal preference	0.0
wrkflexinput_blank	0.0
clwkr_private, nonprofit	0.0
wrkflexfreq_occasionally	0.0
famincome_$50,000 to $59,999	0.0
rcvunpdlv_yes	0.0
metro_metropolitan, central city	0.0
month_february	0.0
spempstat_employed - at work	0.001
kid1to2_yes	0.002
ind2_publishing industries (except internet)	0.002
hrslvwk	0.002
spempnot_employed	0.002
day_wednesday	0.003
month_april	0.003
wrkschedthu_yes	0.003
kid13to17_yes	0.004
statefip_washington	0.004
speduc_bachelor’s degree (ba, ab, bs, etc.)	0.004
day_friday	0.004
famincome_$35,000 to $39,999	0.005
occ2_office and administrative support occupations	0.005
statefip_north carolina	0.007
hh_numownkids	0.007
wrkschedsun_yes	0.007
race_white only	0.007
spearnweek	0.008
clwkr_private, for profit	0.008
wrkdaysavg	0.009
region_south	0.009
hourwage	0.01
famincome_$100,000 to $149,999	0.012
rcvpdlv_yes	0.014
vetstat_non-veteran	0.014
educyrs_college–four years	0.015
schlcoll_not enrolled	0.015
wrkschedwed_yes	0.015
statefip_new york	0.015
sprace_white only	0.017
spusualhrs_30	0.017
msasize_5,000,000+	0.019
citizen_native, born in united states	0.019
ind2_membership associations and organizations	0.019
wrkschedwk_yes	0.019
educyrs_bachelor’s degree	0.021
speduc_master’s degree (ma, ms, meng, med, msw, etc.)	0.024
ind2_miscellaneous and not specified mfg	0.024
wrkflexpol_formal program or policy	0.025
wrkschedus_irregular schedule	0.027
educyrs_master’s degree	0.028
ind2_telecommunications	0.031
spusualhrs_60	0.035
statefip_massachusetts	0.035
ind2_chemical manufacturing	0.036
educyrs_professional degree	0.037
msasize_2,500,000 - 4,999,999	0.039
ind2_real estate	0.04
statefip_maryland	0.043
fambus_family business	0.044
occ2_sales and related occupations	0.046
educyrs_doctoral degree	0.047
earnweek	0.049
occ2_management occupations	0.05
famincome_$150,000 and over	0.05
wrknumus_7 days	0.056
occ2_education, training, and library occupations	0.061
occ2_arts, design, entertainment, sports, and media occupations	0.063
wrkflexhrs_yes	0.087
ind2_professional, scientific, and technical services	0.092
wrkflexfreq_frequent basis	0.117
occ2_business and financial operations occupations	0.12
ind2_insurance	0.151
occ2_computer and mathematical science occupations	0.205

LASSO on time spent commuting.

Commuting here is defined using the anchor method with a dwell time of 30.

Biggest positive predictors of having days where you work from home:

Being employed and working.
working in construction/extraction
having high weekly earnings
Having at least one child under the age of 13
not working for a family business?
having a cleaning/maintainance occupation

Biggest negative predictors

diary day on the weekend
diary day on a holiday
having a job but being absent from that job
working in the “membership associations and organizations” industry
working in the agriculture industry

Click for full list of coeficients.

Variable Name	coef
day_sunday	-0.519
day_saturday	-0.49
holiday_yes	-0.266
empstat_employed - absent	-0.15
ind2_membership associations and organizations	-0.082
ind2_agriculture	-0.069
clwkr_government, local	-0.06
occ2_protective service occupations	-0.059
fullpart_part time	-0.057
occ2_education, training, and library occupations	-0.052
fambus_family business	-0.048
occ2_personal care and service occupations	-0.035
ind2_educational services	-0.032
day_friday	-0.032
citizen_native, born in united states	-0.032
occ2_healthcare practitioner and technical occupations	-0.03
educyrs_bachelor’s degree	-0.027
occ2_transportation and material moving occupations	-0.024
housetype_house, apartment, flat	-0.023
kid6to12_yes	-0.022
ind2_transportation and warehousing	-0.021
occ2_computer and mathematical science occupations	-0.021
month_november	-0.02
month_june	-0.019
statefip_texas	-0.019
paidhour_paid hourly	-0.017
clwkr_private, nonprofit	-0.017
hhtenure_occupied without payment of cash rent	-0.016
occ2_community and social service occupations	-0.015
ind2_primary metals and fabricated metal products	-0.014
race_white only	-0.012
ind2_real estate	-0.012
metro_nonmetropolitan	-0.012
ind2_social assistance	-0.012
region_midwest	-0.011
kidund1_yes	-0.011
statefip_new mexico	-0.011
famincome_$150,000 and over	-0.01
month_december	-0.009
educyrs_college–four years	-0.009
famincome_refused	-0.009
msasize_not identified or non-metropolitan	-0.008
speduc_bachelor’s degree (ba, ab, bs, etc.)	-0.007
month_july	-0.006
schlcoll_college/university part time	-0.006
schlcoll_college/university full time	-0.005
msasize_250,000 - 499,999	-0.005
spusualhrs	-0.005
marst_divorced	-0.005
metro_metropolitan, not identified	-0.005
educyrs_twelfth grade	-0.004
speduc_7th or 8th grade	-0.004
statefip_utah	-0.003
statefip_rhode island	-0.003
ind2_paper manufacturing and printing	-0.003
vetstat_non-veteran	-0.003
occ2_management occupations	-0.003
month_may	-0.002
educyrs_doctoral degree	-0.002
otpay	-0.002
ind2_professional, scientific, and technical services	-0.001
statefip_oregon	-0.001
sprace_white only	-0.001
statefip_arkansas	-0.0
multjobs_no	-0.0
statefip_ohio	-0.0
speduc_master’s degree (ma, ms, meng, med, msw, etc.)	-0.0
citizen_native, born abroad of american parent or parents	-0.0
citizen_native, born in puerto rico or u.s. outlying area	-0.0
clwkr_government, state	0.0
clwkr_niu (not in universe)	0.0
clwkr_private, for profit	-0.0
clwkr_self-employed, unincorporated	0.0
day_monday	0.0
earnweek	0.0
educyrs_college–one year	-0.0
educyrs_college–three years	-0.0
educyrs_college–two years	-0.0
educyrs_first through fourth grade	0.0
educyrs_less than first grade	0.0
educyrs_master’s degree	0.0
educyrs_master’s degree–one year program	0.0
educyrs_master’s degree–two year program	-0.0
educyrs_professional degree	-0.0
educyrs_seventh through eighth grade	-0.0
empstat_not in labor force	-0.0
empstat_unemployed - looking	-0.0
empstat_unemployed - on layoff	0.0
fambus_no family business	0.0
fambus_pay_no	-0.0
famincome_$10,000 to $12,499	0.0
famincome_$100,000 to $149,999	0.0
famincome_$15,000 to $19,999	-0.0
famincome_$20,000 to $24,999	-0.0
famincome_$25,000 to $29,999	0.0
famincome_$35,000 to $39,999	-0.0
famincome_$40,000 to $49,999	-0.0
famincome_$5,000 to $7,499	0.0
famincome_$50,000 to $59,999	-0.0
famincome_$60,000 to $74,999	-0.0
famincome_don’t know	0.0
fullpart_niu (not in universe)	-0.0
hh_numkids	0.0
hh_numownkids	0.0
hhtenure_owned or being bought by a household member	0.0
housetype_mobile home or trailer with 1 or more rooms added	0.0
housetype_mobile home or trailer with no permanent room added	-0.0
ind2_arts, entertainment, and recreation	0.0
ind2_beverage and tobacco product mfg	0.0
ind2_broadcasting (except internet)	-0.0
ind2_chemical manufacturing	-0.0
ind2_computer and electronic product mfg	-0.0
ind2_electrical equipment, appliance mfg	0.0
ind2_finance	0.0
ind2_food manufacturing	0.0
ind2_furniture and fixtures manufacturing	-0.0
ind2_health care services, except hospitals	0.0
ind2_hospitals	0.0
ind2_machinery manufacturing	-0.0
ind2_mining	0.0
ind2_miscellaneous and not specified mfg	-0.0
ind2_motion picture and sound recording industries	0.0
ind2_niu (not in universe)	0.0
ind2_nonmetallic mineral product manufacturing	0.0
ind2_other information services	0.0
ind2_plastics and rubber products manufacturing	-0.0
ind2_private households	0.0
ind2_publishing industries (except internet)	-0.0
ind2_repair and maintenance	0.0
ind2_telecommunications	0.0
ind2_textile, apparel, and leather manufacturing	-0.0
ind2_utilities	-0.0
ind2_waste management and remediation services	0.0
ind2_wholesale trade	-0.0
ind2_wood product manufacturing	-0.0
looking_niu (not in universe)	0.0
looking_no	-0.0
looking_refused	0.0
looking_retired	-0.0
looking_yes	0.0
marst_married - spouse absent	0.0
marst_married - spouse present	0.0
marst_never married	-0.0
marst_separated	-0.0
metro_metropolitan, central city	0.0
metro_not identified	0.0
month_august	0.0
month_october	-0.0
month_september	0.0
msasize_100,000 - 249,999	-0.0
msasize_500,000 - 999,999	-0.0
multjobs_niu (not in universe)	0.0
occ2_arts, design, entertainment, sports, and media occupations	0.0
occ2_farming, fishing, and forestry occupations	0.0
occ2_food preparation and serving related occupations	0.0
occ2_healthcare support occupations	-0.0
occ2_legal occupations	0.0
occ2_niu (not in universe)	0.0
occ2_production occupations	-0.0
occ2_sales and related occupations	-0.0
paidhour_not paid hourly	0.0
race_american indian, alaskan native	0.0
race_asian only	0.0
race_black only	-0.0
race_hawaiian pacific islander only	-0.0
race_white-american indian	0.0
race_white-asian	0.0
race_white-black	-0.0
region_south	0.0
region_west	-0.0
retired_no	-0.0
retired_yes	-0.0
schlcoll_high school full time	0.0
schlcoll_high school part time	-0.0
spearnweek	0.0
speduc_10th grade	-0.0
speduc_11th grade	-0.0
speduc_12th grade - no diploma	0.0
speduc_1st, 2nd, 3rd, or 4th grade	-0.0
speduc_5th or 6th grade	-0.0
speduc_9th grade	-0.0
speduc_associate degree - occupational vocational	-0.0
speduc_high school graduate - diploma	0.0
speduc_high school graduate - ged	-0.0
speduc_niu (not in universe)	-0.0
speduc_not available (see description)	0.0
speduc_professional school degree (md, dds, dvm, etc.)	-0.0
spempnot_employed	-0.0
spempnot_niu (not in universe)	-0.0
spempnot_not employed	0.0
spempstat_disabled	0.0
spempstat_employed - at work	0.0
spempstat_employed - not at work	-0.0
spempstat_niu (not in universe)	-0.0
spempstat_retired	-0.0
spousepres_no spouse or unmarried partner present	-0.0
spousepres_spouse present	-0.0
spousepres_unmarried partner present	0.0
sprace_american indian, alaskan native	0.0
sprace_black only	-0.0
sprace_hawaiian pacific islander only	-0.0
sprace_niu (not in universe)	-0.0
sprace_not available (see description)	0.0
sprace_white-american indian	-0.0
spsex_male	-0.0
spsex_niu (not in universe)	-0.0
statefip_alabama	0.0
statefip_alaska	-0.0
statefip_arizona	-0.0
statefip_connecticut	-0.0
statefip_delaware	-0.0
statefip_district of columbia	0.0
statefip_georgia	-0.0
statefip_hawaii	0.0
statefip_idaho	-0.0
statefip_indiana	0.0
statefip_iowa	-0.0
statefip_kansas	-0.0
statefip_kentucky	-0.0
statefip_louisiana	0.0
statefip_maine	0.0
statefip_massachusetts	0.0
statefip_minnesota	-0.0
statefip_mississippi	-0.0
statefip_missouri	0.0
statefip_montana	-0.0
statefip_nebraska	-0.0
statefip_nevada	0.0
statefip_new hampshire	0.0
statefip_new jersey	0.0
statefip_north carolina	-0.0
statefip_north dakota	-0.0
statefip_oklahoma	-0.0
statefip_pennsylvania	-0.0
statefip_south carolina	0.0
statefip_south dakota	-0.0
statefip_vermont	-0.0
statefip_west virginia	0.0
statefip_wisconsin	-0.0
statefip_wyoming	0.0
vetstat_veteran	0.0
statefip_michigan	0.0
hhtenure_rented for cash	0.001
statefip_virginia	0.001
educyrs_eleventh grade	0.001
ind2_food services and drinking places	0.001
statefip_california	0.002
hh_size	0.002
wrkdaysavg	0.002
speduc_some college but no degree	0.002
educyrs_master’s degree–three+ year program	0.002
famincome_$7,500 to $9,999	0.002
educyrs_tenth grade	0.002
ind2_transportation equipment manufacturing	0.003
msasize_1,000,000 - 2,499,999	0.005
spempstat_not employed	0.005
kid3to5_yes	0.005
marst_widowed	0.006
month_april	0.006
educyrs_ninth grade	0.007
occ2_office and administrative support occupations	0.007
statefip_colorado	0.007
vetstat_niu (not in universe)	0.008
month_january	0.008
hh_numadults	0.009
sex_male	0.009
statefip_florida	0.009
statefip_illinois	0.01
statefip_washington	0.011
retired_niu (not in universe)	0.011
famincome_$75,000 to $99,999	0.012
famincome_$12,500 to $14,999	0.012
educyrs_fifth through sixth grade	0.012
occ2_business and financial operations occupations	0.013
ind2_insurance	0.014
hourwage	0.014
sprace_asian only	0.014
day_thursday	0.014
ind2_rental and leasing services	0.015
famincome_less than $5,000	0.015
month_march	0.016
age	0.017
speduc_doctoral degree (phd, edd, etc.)	0.017
famincome_$30,000 to $34,999	0.017
statefip_tennessee	0.017
kid1to2_yes	0.018
citizen_foreign born, u.s. citizen by naturalization	0.019
month_february	0.019
metro_metropolitan, balance of msa	0.019
schlcoll_not enrolled	0.02
speduc_associate degree - academic program	0.02
day_wednesday	0.02
ind2_administrative and support services	0.022
occ2_architecture and engineering occupations	0.025
ind2_public administration	0.026
citizen_foreign born, not a u.s. citizen	0.029
kid13to17_yes	0.03
spsex_female	0.032
ind2_retail trade	0.033
region_northeast	0.033
uhrsworkt	0.034
day_tuesday	0.036
schlcoll_niu (not in universe)	0.039
occ2_life, physical, and social science occupations	0.04
paidhour_niu (not in universe)	0.04
statefip_new york	0.042
occ2_installation, maintenance, and repair occupations	0.043
fullpart_full time	0.046
clwkr_self-employed, incorporated	0.049
msasize_2,500,000 - 4,999,999	0.05
multjobs_yes	0.053
msasize_5,000,000+	0.063
ind2_personal and laundry services	0.066
statefip_maryland	0.067
clwkr_government, federal	0.074
ind2_traveler accommodation	0.077
ind2_construction	0.083
occ2_building and grounds cleaning and maintenance occupations	0.084
fambus_pay_niu (not in universe)	0.098
kidund13_yes	0.105
logearnweek	0.123
occ2_construction and extraction occupations	0.166
empstat_employed - at work	0.331

But this is largely just modelling the question of whether someone had a commute on that diary day. If we instead restrict the sample to only those who had at least some commute time, then:

Biggest positive predictors of time spent commuting today (conditional on commuting a non-zero amount):

working in the private households industry (maids, cooks, etc.)
Living in a very big metro area, with 5+ million people.
working in a construction/extraction occupation
working in a mining occupation
living in New York
Having at least one child under the age of 13

Biggest negative predictors

diary day on the weekend
being a local government worker
living in New Mexico
Working in the food services industry
being a full-time highschool student

Click for full list of coeficients.

Variable Name	coef
day_sunday	-0.259
day_saturday	-0.254
clwkr_government, local	-0.214
statefip_new mexico	-0.163
ind2_food services and drinking places	-0.159
schlcoll_high school full time	-0.159
ind2_membership associations and organizations	-0.141
housetype_house, apartment, flat	-0.136
statefip_utah	-0.135
paidhour_paid hourly	-0.125
occ2_healthcare practitioner and technical occupations	-0.12
occ2_education, training, and library occupations	-0.112
occ2_protective service occupations	-0.109
statefip_texas	-0.1
hhtenure_occupied without payment of cash rent	-0.098
ind2_retail trade	-0.098
educyrs_professional degree	-0.085
ind2_real estate	-0.085
region_midwest	-0.074
occ2_personal care and service occupations	-0.071
fambus_family business	-0.071
clwkr_private, nonprofit	-0.069
ind2_educational services	-0.068
citizen_native, born in united states	-0.063
educyrs_seventh through eighth grade	-0.06
metro_nonmetropolitan	-0.059
spempnot_employed	-0.058
metro_metropolitan, not identified	-0.057
uhrsworkt	-0.052
msasize_not identified or non-metropolitan	-0.049
educyrs_twelfth grade	-0.047
statefip_idaho	-0.047
month_june	-0.045
educyrs_doctoral degree	-0.043
statefip_oregon	-0.042
educyrs_college–one year	-0.042
kid6to12_yes	-0.04
famincome_refused	-0.04
speduc_9th grade	-0.039
ind2_health care services, except hospitals	-0.039
msasize_250,000 - 499,999	-0.034
race_white only	-0.033
statefip_arkansas	-0.03
race_asian only	-0.026
occ2_food preparation and serving related occupations	-0.023
occ2_production occupations	-0.022
famincome_$20,000 to $24,999	-0.022
famincome_$40,000 to $49,999	-0.021
month_july	-0.02
speduc_bachelor’s degree (ba, ab, bs, etc.)	-0.018
speduc_7th or 8th grade	-0.018
sex_male	-0.016
occ2_community and social service occupations	-0.016
citizen_native, born abroad of american parent or parents	-0.015
ind2_primary metals and fabricated metal products	-0.014
occ2_sales and related occupations	-0.013
famincome_$15,000 to $19,999	-0.013
msasize_100,000 - 249,999	-0.012
occ2_transportation and material moving occupations	-0.01
statefip_iowa	-0.009
wrkdaysavg	-0.007
otpay	-0.007
famincome_$35,000 to $39,999	-0.006
spsex_male	-0.006
famincome_$25,000 to $29,999	-0.005
famincome_$50,000 to $59,999	-0.005
marst_divorced	-0.004
statefip_pennsylvania	-0.004
region_west	-0.004
sprace_white only	-0.004
spempstat_not employed	-0.004
spousepres_spouse present	-0.003
statefip_minnesota	-0.002
educyrs_college–three years	-0.001
month_may	-0.001
citizen_foreign born, u.s. citizen by naturalization	0.0
citizen_native, born in puerto rico or u.s. outlying area	0.0
clwkr_government, state	-0.0
clwkr_niu (not in universe)	-0.0
clwkr_self-employed, incorporated	0.0
day_friday	-0.0
day_thursday	-0.0
educyrs_bachelor’s degree	-0.0
educyrs_college–two years	0.0
educyrs_eleventh grade	0.0
educyrs_first through fourth grade	0.0
educyrs_less than first grade	0.0
educyrs_master’s degree–one year program	-0.0
educyrs_ninth grade	-0.0
educyrs_tenth grade	0.0
empstat_employed - absent	-0.0
empstat_not in labor force	-0.0
empstat_unemployed - looking	0.0
empstat_unemployed - on layoff	0.0
fambus_no family business	0.0
fambus_pay_niu (not in universe)	-0.0
famincome_$10,000 to $12,499	-0.0
famincome_$150,000 and over	0.0
famincome_$5,000 to $7,499	-0.0
famincome_$60,000 to $74,999	0.0
famincome_don’t know	0.0
fullpart_niu (not in universe)	-0.0
fullpart_part time	-0.0
hh_numkids	-0.0
hh_size	0.0
hhtenure_rented for cash	0.0
holiday_yes	-0.0
housetype_mobile home or trailer with 1 or more rooms added	0.0
housetype_mobile home or trailer with no permanent room added	0.0
ind2_agriculture	-0.0
ind2_arts, entertainment, and recreation	-0.0
ind2_beverage and tobacco product mfg	0.0
ind2_broadcasting (except internet)	-0.0
ind2_chemical manufacturing	0.0
ind2_computer and electronic product mfg	-0.0
ind2_electrical equipment, appliance mfg	0.0
ind2_food manufacturing	-0.0
ind2_furniture and fixtures manufacturing	-0.0
ind2_machinery manufacturing	-0.0
ind2_miscellaneous and not specified mfg	-0.0
ind2_motion picture and sound recording industries	0.0
ind2_niu (not in universe)	-0.0
ind2_nonmetallic mineral product manufacturing	-0.0
ind2_other information services	0.0
ind2_paper manufacturing and printing	-0.0
ind2_personal and laundry services	-0.0
ind2_plastics and rubber products manufacturing	-0.0
ind2_publishing industries (except internet)	-0.0
ind2_repair and maintenance	-0.0
ind2_social assistance	0.0
ind2_telecommunications	0.0
ind2_textile, apparel, and leather manufacturing	-0.0
ind2_transportation and warehousing	-0.0
ind2_transportation equipment manufacturing	0.0
ind2_utilities	-0.0
ind2_waste management and remediation services	0.0
ind2_wholesale trade	0.0
ind2_wood product manufacturing	-0.0
kidund1_yes	-0.0
looking_niu (not in universe)	0.0
looking_no	-0.0
looking_refused	0.0
looking_retired	-0.0
looking_yes	0.0
marst_married - spouse absent	0.0
marst_married - spouse present	-0.0
marst_never married	0.0
marst_separated	-0.0
metro_metropolitan, central city	0.0
metro_not identified	0.0
month_april	-0.0
month_january	0.0
month_november	-0.0
month_october	-0.0
msasize_500,000 - 999,999	0.0
multjobs_niu (not in universe)	-0.0
multjobs_no	-0.0
occ2_architecture and engineering occupations	0.0
occ2_farming, fishing, and forestry occupations	-0.0
occ2_healthcare support occupations	0.0
occ2_legal occupations	0.0
occ2_life, physical, and social science occupations	0.0
occ2_management occupations	0.0
occ2_niu (not in universe)	-0.0
paidhour_niu (not in universe)	0.0
paidhour_not paid hourly	0.0
race_american indian, alaskan native	-0.0
race_hawaiian pacific islander only	0.0
race_white-american indian	0.0
race_white-asian	0.0
race_white-black	-0.0
retired_niu (not in universe)	0.0
retired_no	0.0
retired_yes	-0.0
schlcoll_college/university full time	-0.0
schlcoll_college/university part time	0.0
schlcoll_high school part time	-0.0
speduc_10th grade	-0.0
speduc_11th grade	-0.0
speduc_12th grade - no diploma	0.0
speduc_1st, 2nd, 3rd, or 4th grade	-0.0
speduc_5th or 6th grade	-0.0
speduc_high school graduate - diploma	-0.0
speduc_high school graduate - ged	0.0
speduc_master’s degree (ma, ms, meng, med, msw, etc.)	-0.0
speduc_niu (not in universe)	0.0
speduc_not available (see description)	0.0
speduc_professional school degree (md, dds, dvm, etc.)	-0.0
spempnot_niu (not in universe)	0.0
spempnot_not employed	0.0
spempstat_disabled	0.0
spempstat_employed - at work	-0.0
spempstat_employed - not at work	-0.0
spempstat_niu (not in universe)	0.0
spempstat_retired	0.0
spousepres_no spouse or unmarried partner present	0.0
spousepres_unmarried partner present	0.0
sprace_american indian, alaskan native	0.0
sprace_asian only	-0.0
sprace_black only	0.0
sprace_hawaiian pacific islander only	-0.0
sprace_niu (not in universe)	0.0
sprace_not available (see description)	0.0
sprace_white-american indian	-0.0
spsex_female	0.0
spsex_niu (not in universe)	0.0
statefip_alabama	0.0
statefip_alaska	-0.0
statefip_arizona	-0.0
statefip_connecticut	-0.0
statefip_delaware	-0.0
statefip_district of columbia	0.0
statefip_georgia	0.0
statefip_hawaii	0.0
statefip_indiana	0.0
statefip_kansas	-0.0
statefip_kentucky	-0.0
statefip_louisiana	0.0
statefip_maine	0.0
statefip_massachusetts	0.0
statefip_mississippi	-0.0
statefip_missouri	0.0
statefip_montana	-0.0
statefip_nebraska	-0.0
statefip_nevada	0.0
statefip_new hampshire	0.0
statefip_new jersey	0.0
statefip_north carolina	0.0
statefip_north dakota	-0.0
statefip_ohio	-0.0
statefip_oklahoma	-0.0
statefip_rhode island	-0.0
statefip_south carolina	0.0
statefip_south dakota	-0.0
statefip_vermont	-0.0
statefip_virginia	-0.0
statefip_wisconsin	0.0
statefip_wyoming	0.0
vetstat_niu (not in universe)	-0.0
vetstat_non-veteran	-0.0
month_december	0.001
hhtenure_owned or being bought by a household member	0.001
occ2_computer and mathematical science occupations	0.001
day_monday	0.003
speduc_associate degree - occupational vocational	0.006
marst_widowed	0.006
clwkr_private, for profit	0.006
region_south	0.009
hh_numownkids	0.01
educyrs_college–four years	0.011
citizen_foreign born, not a u.s. citizen	0.013
spusualhrs	0.013
day_wednesday	0.014
ind2_finance	0.015
spearnweek	0.016
statefip_michigan	0.017
famincome_$100,000 to $149,999	0.018
statefip_tennessee	0.018
famincome_$75,000 to $99,999	0.019
fullpart_full time	0.019
ind2_hospitals	0.022
msasize_1,000,000 - 2,499,999	0.022
occ2_office and administrative support occupations	0.022
multjobs_yes	0.023
month_september	0.024
famincome_$12,500 to $14,999	0.025
occ2_business and financial operations occupations	0.025
speduc_associate degree - academic program	0.026
educyrs_master’s degree–three+ year program	0.027
logearnweek	0.027
statefip_california	0.028
statefip_florida	0.03
educyrs_master’s degree	0.031
statefip_west virginia	0.031
occ2_arts, design, entertainment, sports, and media occupations	0.032
day_tuesday	0.033
hh_numadults	0.036
month_august	0.036
statefip_colorado	0.038
occ2_installation, maintenance, and repair occupations	0.039
kid3to5_yes	0.04
speduc_some college but no degree	0.042
month_march	0.044
schlcoll_niu (not in universe)	0.044
famincome_$7,500 to $9,999	0.046
hourwage	0.052
schlcoll_not enrolled	0.053
ind2_rental and leasing services	0.054
clwkr_self-employed, unincorporated	0.054
ind2_traveler accommodation	0.056
statefip_illinois	0.057
race_black only	0.059
fambus_pay_no	0.06
occ2_building and grounds cleaning and maintenance occupations	0.061
empstat_employed - at work	0.062
educyrs_fifth through sixth grade	0.062
educyrs_master’s degree–two year program	0.063
kid13to17_yes	0.063
famincome_$30,000 to $34,999	0.065
metro_metropolitan, balance of msa	0.071
ind2_insurance	0.072
region_northeast	0.075
age	0.076
statefip_washington	0.079
vetstat_veteran	0.08
month_february	0.082
kid1to2_yes	0.086
speduc_doctoral degree (phd, edd, etc.)	0.089
famincome_less than $5,000	0.115
ind2_professional, scientific, and technical services	0.117
earnweek	0.125
clwkr_government, federal	0.134
statefip_maryland	0.154
ind2_administrative and support services	0.157
ind2_public administration	0.165
ind2_construction	0.22
msasize_2,500,000 - 4,999,999	0.243
kidund13_yes	0.252
statefip_new york	0.268
ind2_mining	0.279
occ2_construction and extraction occupations	0.353
msasize_5,000,000+	0.356
ind2_private households	0.383

PSID LASSO Regression

Sample is anyone who is a reference person or ‘spouse’ of a reference person in the 2019 PSID.

Biggest positive coeficients of ‘typical round trip commute time’:

commute time in previous years
own wagerate
own labor income
expenditures on gas
expenditures on buses and trains

Biggest negative coeficients:

own labor income in previous years (?)
own wagerate in previous years
expenditures on food away from home
time spent working
typical spouse commute time

Click for full list of coeficients.

Variable Name	coef
logincome_labor_self_17	-0.037
logincome_labor_self_15	-0.031
logincome_wagerate_self_15	-0.021
logcost_food_away_11	-0.021
time_work_annual_self_13	-0.02
logincome_labor_self_13	-0.019
time_commute_spouse_15	-0.016
logincome_wagerate_self_11	-0.014
logincome_wagerate_self_17	-0.014
cost_transport_parking_19	-0.012
time_work_spouse_19	-0.011
cost_transport_other_15	-0.011
logcost_clothing_11	-0.011
income_labor_spouse_19	-0.008
cost_transport_taxi_13	-0.008
cost_transport_taxi_17	-0.007
time_childcare_self_19	-0.007
time_work_prevyear_sp_11	-0.006
logcost_clothing_15	-0.006
logcost_trips_19	-0.006
time_adultcare_spouse_19	-0.006
cost_health_17	-0.005
time_volunteering_spouse_19	-0.005
cost_transport_taxi_15	-0.005
income_wagerate_spouse_19	-0.005
time_shopping_self_19	-0.005
logcost_housing_repairs_11	-0.004
logincome_wagerate_spouse_19	-0.004
wealth_other_19	-0.004
time_commute_spouse_17	-0.004
cost_food_athome_19	-0.004
educyrs_13	-0.004
logcost_housing_furnishing_13	-0.004
cost_computing_17	-0.004
time_work_annual_spouse_11	-0.003
logincome_labor_spouse_11	-0.003
cost_transport_downpayment_13	-0.003
logcost_computing_19	-0.003
cost_housing_mortgage_15	-0.002
cost_food_away_13	-0.002
cost_food_15	-0.002
time_volunteering_self_19	-0.002
logincome_labor_self_11	-0.002
time_work_self_17	-0.002
wealth_other_17	-0.001
educyrs_15	-0.001
workweeks_spouse_11	-0.001
time_work_prevyear_sp_15	-0.001
logcost_housing_furnishing_17	-0.001
cost_trips_17	-0.001
logcost_housing_repairs_17	-0.001
cost_health_doctor_17	-0.001
logcost_transport_additionalvehicle_13	-0.001
vacationdays_spouse_17	-0.001
cost_recreation_13	-0.001
cost_transport_additionalvehicle_19	-0.0
cost_health_insurance_11	-0.0
cost_housing_repairs_15	-0.0
age_self_11	0
age_self_13	0
age_self_15	0
age_self_17	0
age_self_19	0
age_spouse_11	0
age_spouse_13	0
age_spouse_15	0
age_spouse_17	0
age_spouse_19	0
cost_childcare_11	0
cost_childcare_13	0
cost_childcare_15	0
cost_childcare_19	0
cost_clothing_11	0
cost_clothing_13	0
cost_clothing_15	0
cost_clothing_17	0
cost_clothing_19	0
cost_computing_19	0
cost_education_11	0
cost_education_13	0
cost_education_17	0
cost_education_19	0
cost_food_11	0
cost_food_13	0
cost_food_17	0
cost_food_19	0
cost_food_athome_11	0
cost_food_athome_13	0
cost_food_athome_15	0
cost_food_athome_17	0
cost_food_away_11	0
cost_food_away_15	0
cost_food_away_17	0
cost_food_away_19	0
cost_food_deliver_11	0
cost_food_deliver_15	0
cost_food_deliver_17	0
cost_food_deliver_19	0
cost_health_11	0
cost_health_13	0
cost_health_15	0
cost_health_19	0
cost_health_bills_11	0
cost_health_bills_13	0
cost_health_bills_15	0
cost_health_bills_17	0
cost_health_bills_19	0
cost_health_doctor_11	0
cost_health_doctor_13	0
cost_health_doctor_15	0
cost_health_doctor_19	0
cost_health_hospital_11	0
cost_health_hospital_13	0
cost_health_hospital_15	0
cost_health_hospital_17	0
cost_health_hospital_19	0
cost_health_insurance_13	0
cost_health_insurance_15	0
cost_health_insurance_17	0
cost_health_insurance_19	0
cost_health_rx_11	0
cost_health_rx_13	0
cost_health_rx_15	0
cost_health_rx_17	0
cost_health_rx_19	0
cost_housing_11	0
cost_housing_15	0
cost_housing_17	0
cost_housing_19	0
cost_housing_furnishing_11	0
cost_housing_furnishing_13	0
cost_housing_furnishing_15	0
cost_housing_furnishing_19	0
cost_housing_insurance_13	0
cost_housing_insurance_15	0
cost_housing_insurance_17	0
cost_housing_insurance_19	0
cost_housing_mortgage_11	0
cost_housing_mortgage_13	0
cost_housing_mortgage_17	0
cost_housing_mortgage_19	0
cost_housing_rent_11	0
cost_housing_rent_13	0
cost_housing_rent_15	0
cost_housing_rent_17	0
cost_housing_repairs_11	0
cost_housing_repairs_13	0
cost_housing_repairs_17	0
cost_housing_repairs_19	0
cost_housing_tax_11	0
cost_housing_tax_13	0
cost_housing_tax_15	0
cost_housing_tax_17	0
cost_housing_telecom_11	0
cost_housing_telecom_13	0
cost_housing_telecom_15	0
cost_housing_telecom_17	0
cost_housing_telecom_19	0
cost_housing_utility_11	0
cost_housing_utility_13	0
cost_housing_utility_15	0
cost_housing_utility_17	0
cost_housing_utility_19	0
cost_recreation_11	0
cost_recreation_15	0
cost_recreation_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_11	0
cost_transport_13	0
cost_transport_15	0
cost_transport_17	0
cost_transport_19	0
cost_transport_additionalvehicle_11	0
cost_transport_additionalvehicle_13	0
cost_transport_additionalvehicle_15	0
cost_transport_additionalvehicle_17	0
cost_transport_bustrain_13	0
cost_transport_bustrain_15	0
cost_transport_downpayment_11	0
cost_transport_downpayment_15	0
cost_transport_downpayment_17	0
cost_transport_downpayment_19	0
cost_transport_gas_11	0
cost_transport_gas_13	0
cost_transport_gas_15	0
cost_transport_insurance_11	0
cost_transport_insurance_13	0
cost_transport_insurance_15	0
cost_transport_insurance_17	0
cost_transport_insurance_19	0
cost_transport_leases_11	0
cost_transport_leases_13	0
cost_transport_leases_15	0
cost_transport_leases_17	0
cost_transport_leases_19	0
cost_transport_loans_11	0
cost_transport_loans_13	0
cost_transport_loans_15	0
cost_transport_loans_17	0
cost_transport_other_11	0
cost_transport_other_17	0
cost_transport_other_19	0
cost_transport_parking_11	0
cost_transport_parking_13	0
cost_transport_parking_15	0
cost_transport_parking_17	0
cost_transport_repair_11	0
cost_transport_repair_13	0
cost_transport_repair_15	0
cost_transport_repair_17	0
cost_transport_repair_19	0
cost_transport_taxi_11	0
cost_transport_taxi_19	0
cost_trips_11	0
cost_trips_13	0
cost_trips_15	0
daycare_11_no	0
daycare_11_yes	0
daycare_13_no	0
daycare_13_yes	0
daycare_15_no	0
daycare_15_yes	0
daycare_17_no	0
daycare_17_yes	0
daycare_19_no	0
daycare_19_yes	0
educyrs_11	0
educyrs_17	0
educyrs_19	0
empstat_11_disabled	0
empstat_11_housespouse	0
empstat_11_retired	0
empstat_11_searching	0
empstat_11_student	0
empstat_11_working	0
empstat_13_disabled	0
empstat_13_housespouse	0
empstat_13_retired	0
empstat_13_searching	0
empstat_13_student	0
empstat_13_working	0
empstat_15_disabled	0
empstat_15_housespouse	0
empstat_15_retired	0
empstat_15_searching	0
empstat_15_student	0
empstat_15_working	0
empstat_17_disabled	0
empstat_17_housespouse	0
empstat_17_retired	0
empstat_17_searching	0
empstat_17_student	0
empstat_17_working	0
empstat_19_disabled	0
empstat_19_housespouse	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_student	0
empstat_19_working	0
empstat_current_spouse_11_disabled	0
empstat_current_spouse_11_housespouse	0
empstat_current_spouse_11_retired	0
empstat_current_spouse_11_searching	0
empstat_current_spouse_11_student	0
empstat_current_spouse_11_working	0
empstat_current_spouse_13_disabled	0
empstat_current_spouse_13_housespouse	0
empstat_current_spouse_13_retired	0
empstat_current_spouse_13_searching	0
empstat_current_spouse_13_student	0
empstat_current_spouse_13_working	0
empstat_current_spouse_15_disabled	0
empstat_current_spouse_15_housespouse	0
empstat_current_spouse_15_retired	0
empstat_current_spouse_15_searching	0
empstat_current_spouse_15_student	0
empstat_current_spouse_15_working	0
empstat_current_spouse_17_disabled	0
empstat_current_spouse_17_housespouse	0
empstat_current_spouse_17_retired	0
empstat_current_spouse_17_searching	0
empstat_current_spouse_17_student	0
empstat_current_spouse_17_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_11_foreign	0
grewup_region_spouse_11_northcentral	0
grewup_region_spouse_11_northeast	0
grewup_region_spouse_11_south	0
grewup_region_spouse_11_west	0
grewup_region_spouse_13_foreign	0
grewup_region_spouse_13_northcentral	0
grewup_region_spouse_13_northeast	0
grewup_region_spouse_13_south	0
grewup_region_spouse_13_west	0
grewup_region_spouse_15_foreign	0
grewup_region_spouse_15_northcentral	0
grewup_region_spouse_15_northeast	0
grewup_region_spouse_15_south	0
grewup_region_spouse_15_west	0
grewup_region_spouse_17_foreign	0
grewup_region_spouse_17_northcentral	0
grewup_region_spouse_17_northeast	0
grewup_region_spouse_17_south	0
grewup_region_spouse_17_west	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_region_spouse_19_west	0
grewup_size_self_bigcity	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_11_bigcity	0
grewup_size_spouse_11_country	0
grewup_size_spouse_11_other	0
grewup_size_spouse_11_suburban	0
grewup_size_spouse_13_bigcity	0
grewup_size_spouse_13_country	0
grewup_size_spouse_13_other	0
grewup_size_spouse_13_suburban	0
grewup_size_spouse_15_bigcity	0
grewup_size_spouse_15_country	0
grewup_size_spouse_15_other	0
grewup_size_spouse_15_suburban	0
grewup_size_spouse_17_bigcity	0
grewup_size_spouse_17_country	0
grewup_size_spouse_17_other	0
grewup_size_spouse_17_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_11_al	0
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grewup_state_spouse_11_co	0
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grewup_state_spouse_11_ga	0
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grewup_state_spouse_11_ky	0
grewup_state_spouse_11_la	0
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grewup_state_spouse_11_mi	0
grewup_state_spouse_11_mn	0
grewup_state_spouse_11_mo	0
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grewup_state_spouse_11_nj	0
grewup_state_spouse_11_ny	0
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grewup_state_spouse_11_or	0
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grewup_state_spouse_11_sc	0
grewup_state_spouse_11_tn	0
grewup_state_spouse_11_tx	0
grewup_state_spouse_11_ut	0
grewup_state_spouse_11_va	0
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grewup_state_spouse_11_wi	0
grewup_state_spouse_13_al	0
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grewup_state_spouse_13_co	0
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grewup_state_spouse_13_ga	0
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grewup_state_spouse_13_ky	0
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grewup_state_spouse_13_mn	0
grewup_state_spouse_13_mo	0
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grewup_state_spouse_13_ne	0
grewup_state_spouse_13_nj	0
grewup_state_spouse_13_ny	0
grewup_state_spouse_13_oh	0
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grewup_state_spouse_13_sc	0
grewup_state_spouse_13_tn	0
grewup_state_spouse_13_tx	0
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grewup_state_spouse_13_va	0
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grewup_state_spouse_13_wi	0
grewup_state_spouse_15_al	0
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grewup_state_spouse_15_co	0
grewup_state_spouse_15_fl	0
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grewup_state_spouse_15_ky	0
grewup_state_spouse_15_la	0
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grewup_state_spouse_15_mi	0
grewup_state_spouse_15_mn	0
grewup_state_spouse_15_mo	0
grewup_state_spouse_15_ms	0
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grewup_state_spouse_15_ne	0
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grewup_state_spouse_15_ny	0
grewup_state_spouse_15_oh	0
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grewup_state_spouse_15_sc	0
grewup_state_spouse_15_tn	0
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grewup_state_spouse_15_ut	0
grewup_state_spouse_15_va	0
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grewup_state_spouse_17_al	0
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grewup_state_spouse_17_co	0
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grewup_state_spouse_17_in	0
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grewup_state_spouse_17_mn	0
grewup_state_spouse_17_mo	0
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grewup_state_spouse_17_nc	0
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grewup_state_spouse_17_ny	0
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grewup_state_spouse_17_or	0
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grewup_state_spouse_17_sc	0
grewup_state_spouse_17_tn	0
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grewup_state_spouse_17_ut	0
grewup_state_spouse_17_va	0
grewup_state_spouse_17_wa	0
grewup_state_spouse_17_wi	0
grewup_state_spouse_19_al	0
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grewup_state_spouse_19_az	0
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grewup_state_spouse_19_co	0
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grewup_state_spouse_19_mn	0
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grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
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hh_size_11	0
hh_size_13	0
hh_size_15	0
hh_size_17	0
hh_size_19	0
home_rent_value_17	0
home_rent_value_19	0
hourlystatus_self_11_hourly	0
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hourlystatus_self_11_salaried	0
hourlystatus_self_13_hourly	0
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hourlystatus_self_13_salaried	0
hourlystatus_self_13_salpluscomm	0
hourlystatus_self_15_hourly	0
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hourlystatus_self_15_salaried	0
hourlystatus_self_15_salpluscomm	0
hourlystatus_self_17_hourly	0
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hourlystatus_self_17_salaried	0
hourlystatus_self_17_salpluscomm	0
hourlystatus_self_19_hourlyplustips	0
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hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_11_hourly	0
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hourlystatus_spouse_11_salaried	0
hourlystatus_spouse_13_hourly	0
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hourlystatus_spouse_13_salaried	0
hourlystatus_spouse_15_hourly	0
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hourlystatus_spouse_15_salaried	0
hourlystatus_spouse_17_hourly	0
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hourlystatus_spouse_17_salaried	0
hourlystatus_spouse_19_hourly	0
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hourlystatus_spouse_19_salaried	0
income_familytotal_11	0
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income_wagerate_self_11	0
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ind_self_11_accomodationsfood	0
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ind_self_11_profsciencetech	0
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ind_self_11_transportwarehouse	0
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ind_self_13_accomodationsfood	0
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ind_self_13_farmfishforest	0
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ind_self_13_transportwarehouse	0
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ind_self_13_wholesale	0
ind_self_15_accomodationsfood	0
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ind_self_15_profsciencetech	0
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ind_self_15_wholesale	0
ind_self_17_accomodationsfood	0
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ind_self_17_profsciencetech	0
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ind_self_17_wholesale	0
ind_self_19_accomodationsfood	0
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ind_self_19_profsciencetech	0
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ind_self_19_wholesale	0
ind_spouse_11_accomodationsfood	0
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ind_spouse_11_manufacturing	0
ind_spouse_11_otherservices	0
ind_spouse_11_profsciencetech	0
ind_spouse_11_realestate	0
ind_spouse_11_retail	0
ind_spouse_11_transportwarehouse	0
ind_spouse_11_wholesale	0
ind_spouse_13_accomodationsfood	0
ind_spouse_13_adminmilitary	0
ind_spouse_13_arts	0
ind_spouse_13_construction	0
ind_spouse_13_education	0
ind_spouse_13_farmfishforest	0
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ind_spouse_13_management	0
ind_spouse_13_manufacturing	0
ind_spouse_13_otherservices	0
ind_spouse_13_profsciencetech	0
ind_spouse_13_realestate	0
ind_spouse_13_retail	0
ind_spouse_13_transportwarehouse	0
ind_spouse_13_wholesale	0
ind_spouse_15_accomodationsfood	0
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ind_spouse_15_farmfishforest	0
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ind_spouse_15_management	0
ind_spouse_15_manufacturing	0
ind_spouse_15_otherservices	0
ind_spouse_15_profsciencetech	0
ind_spouse_15_realestate	0
ind_spouse_15_retail	0
ind_spouse_15_transportwarehouse	0
ind_spouse_15_wholesale	0
ind_spouse_17_accomodationsfood	0
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ind_spouse_17_arts	0
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ind_spouse_17_manufacturing	0
ind_spouse_17_otherservices	0
ind_spouse_17_profsciencetech	0
ind_spouse_17_realestate	0
ind_spouse_17_retail	0
ind_spouse_17_transportwarehouse	0
ind_spouse_17_utilities	0
ind_spouse_17_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
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ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_11	0
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kids_num_17	0
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logcost_childcare_15	0
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logcost_food_athome_11	0
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logcost_food_athome_17	0
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logcost_food_away_13	0
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logcost_food_deliver_11	0
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logcost_health_insurance_11	0
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logcost_housing_11	0
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logcost_housing_mortgage_17	0
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logcost_housing_rent_17	0
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logcost_housing_repairs_13	0
logcost_housing_repairs_15	0
logcost_housing_repairs_19	0
logcost_housing_tax_11	0
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logcost_housing_tax_15	0
logcost_housing_tax_17	0
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logcost_housing_telecom_11	0
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logcost_housing_utility_11	0
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logcost_housing_utility_17	0
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logcost_total_with_rent_value_19	0
logcost_transport_11	0
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logcost_transport_additionalvehicle_11	0
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logcost_transport_additionalvehicle_17	0
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logcost_transport_bustrain_11	0
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logcost_transport_downpayment_11	0
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logcost_transport_gas_11	0
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logcost_transport_leases_11	0
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logwealth_other_15	0
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logwealth_other_19	0
mightmove_11_no	0
mightmove_11_yes	0
mightmove_13_no	0
mightmove_13_yes	0
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cost_housing_insurance_11	0.002
cost_transport_loans_19	0.003
logcost_transport_parking_13	0.003
cost_housing_tax_19	0.004
cost_food_deliver_13	0.004
logcost_health_19	0.005
cost_transport_bustrain_11	0.005
time_work_self_19	0.005
cost_transport_other_13	0.005
cost_housing_furnishing_17	0.006
logcost_childcare_17	0.006
cost_housing_13	0.006
cost_education_15	0.006
cost_transport_gas_17	0.009
time_work_prevyear_self_19	0.01
logcost_transport_other_19	0.012
sizeworkplace_self_13	0.013
cost_childcare_17	0.014
cost_transport_bustrain_17	0.016
hourlystatus_self_19_hourly	0.026
workweeks_self_19	0.029
time_work_annual_self_19	0.042
cost_transport_bustrain_19	0.045
time_commute_self_11	0.052
logcost_transport_bustrain_19	0.053
cost_transport_gas_19	0.056
time_commute_spouse_19	0.065
time_commute_self_13	0.087
logincome_labor_self_19	0.122
time_commute_self_15	0.147
logincome_wagerate_self_19	0.174
time_commute_self_17	0.276

Now restricting to only those who answered positively to the commute time question:

positive coefficients

time commuting in previous years
expenditures on buses and trains
spouse commute time
expenditures on gas
self wage rate

Negative coeficients:

expenditures on food away from home (in previous years?)
own income in previous years
spouses wage rate

(Note, I think that many variables are persistant across years. And LASSO kicks out vars which are strongly correlated to other vars. I think it might make sense to rerun the LASSO with just 2019 variables.)

Click for full list of coeficients.

Variable Name	coef
logcost_food_away_11	-0.035
logincome_labor_self_17	-0.017
time_work_prevyear_sp_15	-0.015
income_wagerate_spouse_19	-0.01
logcost_food_away_13	-0.01
time_work_spouse_17	-0.009
logcost_clothing_15	-0.007
logcost_clothing_11	-0.007
time_work_prevyear_sp_11	-0.007
logwealth_homeequity_13	-0.006
wealth_other_17	-0.005
hh_size_11	-0.005
logincome_labor_spouse_19	-0.004
time_commute_spouse_17	-0.004
logcost_housing_furnishing_13	-0.003
logcost_health_17	-0.003
vacationdays_spouse_17	-0.003
logincome_labor_spouse_11	-0.003
cost_transport_additionalvehicle_13	-0.002
time_adultcare_spouse_19	-0.002
time_work_prevyear_sp_17	-0.002
time_work_annual_spouse_11	-0.001
workweeks_spouse_19	-0.001
time_commute_spouse_15	-0.001
time_volunteering_self_19	-0.001
cost_transport_other_15	-0.001
logincome_labor_self_15	-0.0
age_self_11	0
age_self_13	0
age_self_15	0
age_self_17	0
age_self_19	0
age_spouse_11	0
age_spouse_13	0
age_spouse_15	0
age_spouse_17	0
age_spouse_19	0
cost_childcare_11	0
cost_childcare_13	0
cost_childcare_15	0
cost_childcare_17	0
cost_childcare_19	0
cost_clothing_11	0
cost_clothing_13	0
cost_clothing_15	0
cost_clothing_17	0
cost_clothing_19	0
cost_computing_17	0
cost_computing_19	0
cost_education_11	0
cost_education_13	0
cost_education_15	0
cost_education_17	0
cost_education_19	0
cost_food_11	0
cost_food_13	0
cost_food_15	0
cost_food_17	0
cost_food_19	0
cost_food_athome_11	0
cost_food_athome_13	0
cost_food_athome_15	0
cost_food_athome_17	0
cost_food_athome_19	0
cost_food_away_11	0
cost_food_away_13	0
cost_food_away_15	0
cost_food_away_17	0
cost_food_away_19	0
cost_food_deliver_11	0
cost_food_deliver_13	0
cost_food_deliver_15	0
cost_food_deliver_17	0
cost_food_deliver_19	0
cost_health_11	0
cost_health_13	0
cost_health_15	0
cost_health_17	0
cost_health_19	0
cost_health_bills_11	0
cost_health_bills_13	0
cost_health_bills_15	0
cost_health_bills_19	0
cost_health_doctor_11	0
cost_health_doctor_13	0
cost_health_doctor_15	0
cost_health_doctor_17	0
cost_health_doctor_19	0
cost_health_hospital_11	0
cost_health_hospital_13	0
cost_health_hospital_15	0
cost_health_hospital_17	0
cost_health_hospital_19	0
cost_health_insurance_11	0
cost_health_insurance_13	0
cost_health_insurance_15	0
cost_health_insurance_17	0
cost_health_insurance_19	0
cost_health_rx_11	0
cost_health_rx_13	0
cost_health_rx_15	0
cost_health_rx_17	0
cost_health_rx_19	0
cost_housing_11	0
cost_housing_13	0
cost_housing_15	0
cost_housing_17	0
cost_housing_furnishing_11	0
cost_housing_furnishing_13	0
cost_housing_furnishing_15	0
cost_housing_furnishing_19	0
cost_housing_insurance_11	0
cost_housing_insurance_13	0
cost_housing_insurance_15	0
cost_housing_insurance_17	0
cost_housing_insurance_19	0
cost_housing_mortgage_11	0
cost_housing_mortgage_13	0
cost_housing_mortgage_15	0
cost_housing_mortgage_17	0
cost_housing_rent_11	0
cost_housing_rent_13	0
cost_housing_rent_15	0
cost_housing_rent_17	0
cost_housing_rent_19	0
cost_housing_repairs_11	0
cost_housing_repairs_13	0
cost_housing_repairs_15	0
cost_housing_repairs_17	0
cost_housing_repairs_19	0
cost_housing_tax_11	0
cost_housing_tax_13	0
cost_housing_tax_15	0
cost_housing_tax_17	0
cost_housing_telecom_11	0
cost_housing_telecom_13	0
cost_housing_telecom_15	0
cost_housing_telecom_17	0
cost_housing_telecom_19	0
cost_housing_utility_11	0
cost_housing_utility_13	0
cost_housing_utility_15	0
cost_housing_utility_17	0
cost_housing_utility_19	0
cost_recreation_11	0
cost_recreation_13	0
cost_recreation_15	0
cost_recreation_17	0
cost_recreation_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_11	0
cost_transport_13	0
cost_transport_15	0
cost_transport_17	0
cost_transport_19	0
cost_transport_additionalvehicle_11	0
cost_transport_additionalvehicle_15	0
cost_transport_additionalvehicle_17	0
cost_transport_additionalvehicle_19	0
cost_transport_bustrain_13	0
cost_transport_bustrain_15	0
cost_transport_downpayment_11	0
cost_transport_downpayment_13	0
cost_transport_downpayment_15	0
cost_transport_downpayment_17	0
cost_transport_downpayment_19	0
cost_transport_gas_11	0
cost_transport_gas_13	0
cost_transport_gas_15	0
cost_transport_gas_17	0
cost_transport_insurance_11	0
cost_transport_insurance_13	0
cost_transport_insurance_15	0
cost_transport_insurance_17	0
cost_transport_leases_11	0
cost_transport_leases_13	0
cost_transport_leases_15	0
cost_transport_leases_17	0
cost_transport_leases_19	0
cost_transport_loans_11	0
cost_transport_loans_13	0
cost_transport_loans_15	0
cost_transport_loans_17	0
cost_transport_other_11	0
cost_transport_other_13	0
cost_transport_other_17	0
cost_transport_other_19	0
cost_transport_parking_11	0
cost_transport_parking_13	0
cost_transport_parking_17	0
cost_transport_parking_19	0
cost_transport_repair_11	0
cost_transport_repair_13	0
cost_transport_repair_15	0
cost_transport_repair_19	0
cost_transport_taxi_11	0
cost_transport_taxi_13	0
cost_transport_taxi_15	0
cost_transport_taxi_17	0
cost_transport_taxi_19	0
cost_trips_11	0
cost_trips_13	0
cost_trips_15	0
cost_trips_17	0
daycare_11_no	0
daycare_11_yes	0
daycare_13_no	0
daycare_13_yes	0
daycare_15_no	0
daycare_15_yes	0
daycare_17_no	0
daycare_17_yes	0
daycare_19_no	0
daycare_19_yes	0
educyrs_11	0
educyrs_13	0
educyrs_15	0
educyrs_17	0
educyrs_19	0
empstat_11_housespouse	0
empstat_11_retired	0
empstat_11_searching	0
empstat_11_student	0
empstat_11_working	0
empstat_13_disabled	0
empstat_13_housespouse	0
empstat_13_retired	0
empstat_13_searching	0
empstat_13_student	0
empstat_13_working	0
empstat_15_disabled	0
empstat_15_housespouse	0
empstat_15_retired	0
empstat_15_searching	0
empstat_15_student	0
empstat_15_working	0
empstat_17_housespouse	0
empstat_17_retired	0
empstat_17_searching	0
empstat_17_student	0
empstat_17_working	0
empstat_19_housespouse	0
empstat_19_laid off	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_working	0
empstat_current_spouse_11_disabled	0
empstat_current_spouse_11_housespouse	0
empstat_current_spouse_11_retired	0
empstat_current_spouse_11_searching	0
empstat_current_spouse_11_student	0
empstat_current_spouse_11_working	0
empstat_current_spouse_13_disabled	0
empstat_current_spouse_13_housespouse	0
empstat_current_spouse_13_retired	0
empstat_current_spouse_13_searching	0
empstat_current_spouse_13_student	0
empstat_current_spouse_13_working	0
empstat_current_spouse_15_disabled	0
empstat_current_spouse_15_housespouse	0
empstat_current_spouse_15_retired	0
empstat_current_spouse_15_searching	0
empstat_current_spouse_15_student	0
empstat_current_spouse_15_working	0
empstat_current_spouse_17_disabled	0
empstat_current_spouse_17_housespouse	0
empstat_current_spouse_17_retired	0
empstat_current_spouse_17_searching	0
empstat_current_spouse_17_student	0
empstat_current_spouse_17_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_11_foreign	0
grewup_region_spouse_11_northcentral	0
grewup_region_spouse_11_northeast	0
grewup_region_spouse_11_south	0
grewup_region_spouse_11_west	0
grewup_region_spouse_13_foreign	0
grewup_region_spouse_13_northcentral	0
grewup_region_spouse_13_northeast	0
grewup_region_spouse_13_south	0
grewup_region_spouse_13_west	0
grewup_region_spouse_15_foreign	0
grewup_region_spouse_15_northcentral	0
grewup_region_spouse_15_northeast	0
grewup_region_spouse_15_south	0
grewup_region_spouse_15_west	0
grewup_region_spouse_17_foreign	0
grewup_region_spouse_17_northcentral	0
grewup_region_spouse_17_northeast	0
grewup_region_spouse_17_south	0
grewup_region_spouse_17_west	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_region_spouse_19_west	0
grewup_size_self_bigcity	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_11_bigcity	0
grewup_size_spouse_11_country	0
grewup_size_spouse_11_other	0
grewup_size_spouse_11_suburban	0
grewup_size_spouse_13_bigcity	0
grewup_size_spouse_13_country	0
grewup_size_spouse_13_other	0
grewup_size_spouse_13_suburban	0
grewup_size_spouse_15_bigcity	0
grewup_size_spouse_15_country	0
grewup_size_spouse_15_other	0
grewup_size_spouse_15_suburban	0
grewup_size_spouse_17_bigcity	0
grewup_size_spouse_17_country	0
grewup_size_spouse_17_other	0
grewup_size_spouse_17_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_11_al	0
grewup_state_spouse_11_ar	0
grewup_state_spouse_11_ca	0
grewup_state_spouse_11_co	0
grewup_state_spouse_11_fl	0
grewup_state_spouse_11_ga	0
grewup_state_spouse_11_ia	0
grewup_state_spouse_11_il	0
grewup_state_spouse_11_in	0
grewup_state_spouse_11_ky	0
grewup_state_spouse_11_la	0
grewup_state_spouse_11_ma	0
grewup_state_spouse_11_md	0
grewup_state_spouse_11_mi	0
grewup_state_spouse_11_mn	0
grewup_state_spouse_11_mo	0
grewup_state_spouse_11_ms	0
grewup_state_spouse_11_nc	0
grewup_state_spouse_11_nj	0
grewup_state_spouse_11_ny	0
grewup_state_spouse_11_oh	0
grewup_state_spouse_11_or	0
grewup_state_spouse_11_pa	0
grewup_state_spouse_11_sc	0
grewup_state_spouse_11_tn	0
grewup_state_spouse_11_tx	0
grewup_state_spouse_11_ut	0
grewup_state_spouse_11_va	0
grewup_state_spouse_11_wa	0
grewup_state_spouse_11_wi	0
grewup_state_spouse_13_al	0
grewup_state_spouse_13_ar	0
grewup_state_spouse_13_ca	0
grewup_state_spouse_13_co	0
grewup_state_spouse_13_fl	0
grewup_state_spouse_13_ga	0
grewup_state_spouse_13_ia	0
grewup_state_spouse_13_il	0
grewup_state_spouse_13_in	0
grewup_state_spouse_13_ky	0
grewup_state_spouse_13_la	0
grewup_state_spouse_13_ma	0
grewup_state_spouse_13_md	0
grewup_state_spouse_13_mi	0
grewup_state_spouse_13_mn	0
grewup_state_spouse_13_mo	0
grewup_state_spouse_13_ms	0
grewup_state_spouse_13_nc	0
grewup_state_spouse_13_nj	0
grewup_state_spouse_13_ny	0
grewup_state_spouse_13_oh	0
grewup_state_spouse_13_or	0
grewup_state_spouse_13_pa	0
grewup_state_spouse_13_sc	0
grewup_state_spouse_13_tn	0
grewup_state_spouse_13_tx	0
grewup_state_spouse_13_ut	0
grewup_state_spouse_13_va	0
grewup_state_spouse_13_wa	0
grewup_state_spouse_13_wi	0
grewup_state_spouse_15_al	0
grewup_state_spouse_15_ar	0
grewup_state_spouse_15_ca	0
grewup_state_spouse_15_co	0
grewup_state_spouse_15_fl	0
grewup_state_spouse_15_ga	0
grewup_state_spouse_15_ia	0
grewup_state_spouse_15_il	0
grewup_state_spouse_15_in	0
grewup_state_spouse_15_ky	0
grewup_state_spouse_15_la	0
grewup_state_spouse_15_ma	0
grewup_state_spouse_15_md	0
grewup_state_spouse_15_mi	0
grewup_state_spouse_15_mn	0
grewup_state_spouse_15_mo	0
grewup_state_spouse_15_ms	0
grewup_state_spouse_15_nc	0
grewup_state_spouse_15_ne	0
grewup_state_spouse_15_nj	0
grewup_state_spouse_15_ny	0
grewup_state_spouse_15_oh	0
grewup_state_spouse_15_or	0
grewup_state_spouse_15_pa	0
grewup_state_spouse_15_sc	0
grewup_state_spouse_15_tn	0
grewup_state_spouse_15_tx	0
grewup_state_spouse_15_ut	0
grewup_state_spouse_15_va	0
grewup_state_spouse_15_wa	0
grewup_state_spouse_15_wi	0
grewup_state_spouse_17_al	0
grewup_state_spouse_17_ar	0
grewup_state_spouse_17_ca	0
grewup_state_spouse_17_co	0
grewup_state_spouse_17_fl	0
grewup_state_spouse_17_ga	0
grewup_state_spouse_17_ia	0
grewup_state_spouse_17_il	0
grewup_state_spouse_17_in	0
grewup_state_spouse_17_ky	0
grewup_state_spouse_17_la	0
grewup_state_spouse_17_ma	0
grewup_state_spouse_17_md	0
grewup_state_spouse_17_mi	0
grewup_state_spouse_17_mn	0
grewup_state_spouse_17_mo	0
grewup_state_spouse_17_ms	0
grewup_state_spouse_17_nc	0
grewup_state_spouse_17_ne	0
grewup_state_spouse_17_nj	0
grewup_state_spouse_17_ny	0
grewup_state_spouse_17_oh	0
grewup_state_spouse_17_or	0
grewup_state_spouse_17_pa	0
grewup_state_spouse_17_sc	0
grewup_state_spouse_17_tn	0
grewup_state_spouse_17_tx	0
grewup_state_spouse_17_ut	0
grewup_state_spouse_17_va	0
grewup_state_spouse_17_wa	0
grewup_state_spouse_17_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hh_size_13	0
hh_size_15	0
hh_size_17	0
hh_size_19	0
home_rent_value_17	0
home_rent_value_19	0
hourlystatus_self_11_hourly	0
hourlystatus_self_11_other	0
hourlystatus_self_11_salaried	0
hourlystatus_self_13_hourly	0
hourlystatus_self_13_other	0
hourlystatus_self_13_salaried	0
hourlystatus_self_13_salpluscomm	0
hourlystatus_self_15_hourly	0
hourlystatus_self_15_other	0
hourlystatus_self_15_salaried	0
hourlystatus_self_15_salpluscomm	0
hourlystatus_self_17_hourly	0
hourlystatus_self_17_hourlyplustips	0
hourlystatus_self_17_other	0
hourlystatus_self_17_salaried	0
hourlystatus_self_17_salpluscomm	0
hourlystatus_self_19_hourly	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_other	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_11_hourly	0
hourlystatus_spouse_11_other	0
hourlystatus_spouse_11_salaried	0
hourlystatus_spouse_13_hourly	0
hourlystatus_spouse_13_other	0
hourlystatus_spouse_13_salaried	0
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occ_spouse_15_officeadmin	0
occ_spouse_15_production	0
occ_spouse_15_protective	0
occ_spouse_15_repair	0
occ_spouse_15_sales	0
occ_spouse_15_softscience	0
occ_spouse_15_transport	0
occ_spouse_17_architectengineering	0
occ_spouse_17_arts	0
occ_spouse_17_businessfinance	0
occ_spouse_17_compscimath	0
occ_spouse_17_constructionextraction	0
occ_spouse_17_education	0
occ_spouse_17_farmfishforest	0
occ_spouse_17_food	0
occ_spouse_17_hardscience	0
occ_spouse_17_healthcareprac	0
occ_spouse_17_healthcaresupport	0
occ_spouse_17_janitors	0
occ_spouse_17_legal	0
occ_spouse_17_management	0
occ_spouse_17_officeadmin	0
occ_spouse_17_pcareservice	0
occ_spouse_17_production	0
occ_spouse_17_protective	0
occ_spouse_17_repair	0
occ_spouse_17_sales	0
occ_spouse_17_softscience	0
occ_spouse_17_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_11_neither	0
own_or_rent_11_own	0
own_or_rent_11_rent	0
own_or_rent_13_neither	0
own_or_rent_13_own	0
own_or_rent_13_rent	0
own_or_rent_15_neither	0
own_or_rent_15_own	0
own_or_rent_15_rent	0
own_or_rent_17_neither	0
own_or_rent_17_own	0
own_or_rent_17_rent	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_11_asian	0
race_self_11_black	0
race_self_11_other	0
race_self_11_white	0
race_self_13_asian	0
race_self_13_black	0
race_self_13_other	0
race_self_13_white	0
race_self_15_asian	0
race_self_15_black	0
race_self_15_other	0
race_self_15_white	0
race_self_17_asian	0
race_self_17_black	0
race_self_17_other	0
race_self_17_white	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_11_asian	0
race_spouse_11_black	0
race_spouse_11_other	0
race_spouse_11_white	0
race_spouse_13_asian	0
race_spouse_13_black	0
race_spouse_13_other	0
race_spouse_13_white	0
race_spouse_15_asian	0
race_spouse_15_black	0
race_spouse_15_other	0
race_spouse_15_white	0
race_spouse_17_asian	0
race_spouse_17_black	0
race_spouse_17_other	0
race_spouse_17_white	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_11_northcentral	0
region_11_northeast	0
region_11_south	0
region_11_west	0
region_13_northcentral	0
region_13_northeast	0
region_13_south	0
region_13_west	0
region_15_northcentral	0
region_15_northeast	0
region_15_south	0
region_15_west	0
region_17_northcentral	0
region_17_northeast	0
region_17_south	0
region_17_west	0
region_19_northcentral	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_11_catholic	0
religion_self_11_jewish	0
religion_self_11_nonchristian	0
religion_self_11_none	0
religion_self_11_other	0
religion_self_11_protestant	0
religion_self_13_catholic	0
religion_self_13_jewish	0
religion_self_13_nonchristian	0
religion_self_13_none	0
religion_self_13_other	0
religion_self_13_protestant	0
religion_self_15_catholic	0
religion_self_15_jewish	0
religion_self_15_nonchristian	0
religion_self_15_none	0
religion_self_15_other	0
religion_self_15_protestant	0
religion_self_17_catholic	0
religion_self_17_jewish	0
religion_self_17_nonchristian	0
religion_self_17_none	0
religion_self_17_other	0
religion_self_17_protestant	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_11_catholic	0
religion_spouse_11_jewish	0
religion_spouse_11_nonchristian	0
religion_spouse_11_none	0
religion_spouse_11_other	0
religion_spouse_11_protestant	0
religion_spouse_13_catholic	0
religion_spouse_13_jewish	0
religion_spouse_13_nonchristian	0
religion_spouse_13_none	0
religion_spouse_13_other	0
religion_spouse_13_protestant	0
religion_spouse_15_catholic	0
religion_spouse_15_jewish	0
religion_spouse_15_nonchristian	0
religion_spouse_15_none	0
religion_spouse_15_protestant	0
religion_spouse_17_catholic	0
religion_spouse_17_jewish	0
religion_spouse_17_nonchristian	0
religion_spouse_17_none	0
religion_spouse_17_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_none	0
religion_spouse_19_orthodox	0
sex_male	0
sizeworkplace_self_11	0
sizeworkplace_self_15	0
sizeworkplace_self_17	0
sizeworkplace_self_19	0
sizeworkplace_spouse_11	0
sizeworkplace_spouse_13	0
sizeworkplace_spouse_15	0
sizeworkplace_spouse_17	0
sizeworkplace_spouse_19	0
state_11_al	0
state_11_ar	0
state_11_az	0
state_11_ca	0
state_11_co	0
state_11_dc	0
state_11_fl	0
state_11_ga	0
state_11_ia	0
state_11_il	0
state_11_in	0
state_11_ks	0
state_11_ky	0
state_11_la	0
state_11_ma	0
state_11_md	0
state_11_mi	0
state_11_mn	0
state_11_mo	0
state_11_ms	0
state_11_nc	0
state_11_ne	0
state_11_nj	0
state_11_nv	0
state_11_ny	0
state_11_oh	0
state_11_ok	0
state_11_or	0
state_11_pa	0
state_11_sc	0
state_11_tn	0
state_11_tx	0
state_11_ut	0
state_11_va	0
state_11_wa	0
state_11_wi	0
state_13_al	0
state_13_ar	0
state_13_az	0
state_13_ca	0
state_13_co	0
state_13_dc	0
state_13_fl	0
state_13_ga	0
state_13_ia	0
state_13_il	0
state_13_in	0
state_13_ks	0
state_13_ky	0
state_13_la	0
state_13_ma	0
state_13_md	0
state_13_mi	0
state_13_mn	0
state_13_mo	0
state_13_ms	0
state_13_nc	0
state_13_ne	0
state_13_nj	0
state_13_nv	0
state_13_ny	0
state_13_oh	0
state_13_ok	0
state_13_or	0
state_13_pa	0
state_13_sc	0
state_13_tn	0
state_13_tx	0
state_13_ut	0
state_13_va	0
state_13_wa	0
state_13_wi	0
state_15_al	0
state_15_ar	0
state_15_az	0
state_15_ca	0
state_15_co	0
state_15_dc	0
state_15_fl	0
state_15_ga	0
state_15_ia	0
state_15_il	0
state_15_in	0
state_15_ky	0
state_15_la	0
state_15_ma	0
state_15_md	0
state_15_mi	0
state_15_mn	0
state_15_mo	0
state_15_ms	0
state_15_nc	0
state_15_ne	0
state_15_nj	0
state_15_nv	0
state_15_ny	0
state_15_oh	0
state_15_ok	0
state_15_or	0
state_15_pa	0
state_15_sc	0
state_15_tn	0
state_15_tx	0
state_15_ut	0
state_15_va	0
state_15_wa	0
state_15_wi	0
state_17_al	0
state_17_ar	0
state_17_az	0
state_17_ca	0
state_17_co	0
state_17_dc	0
state_17_fl	0
state_17_ga	0
state_17_ia	0
state_17_il	0
state_17_in	0
state_17_ks	0
state_17_ky	0
state_17_la	0
state_17_ma	0
state_17_md	0
state_17_mi	0
state_17_mn	0
state_17_mo	0
state_17_ms	0
state_17_nc	0
state_17_ne	0
state_17_nj	0
state_17_nv	0
state_17_ny	0
state_17_oh	0
state_17_ok	0
state_17_or	0
state_17_pa	0
state_17_sc	0
state_17_tn	0
state_17_tx	0
state_17_ut	0
state_17_va	0
state_17_wa	0
state_17_wi	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_dc	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_adultcare_self_17	0
time_adultcare_self_19	0
time_adultcare_spouse_17	0
time_childcare_self_17	0
time_childcare_self_19	0
time_childcare_spouse_17	0
time_childcare_spouse_19	0
time_commute_spouse_11	0
time_commute_spouse_13	0
time_education_self_17	0
time_education_self_19	0
time_education_spouse_17	0
time_education_spouse_19	0
time_housework_self_11	0
time_housework_self_13	0
time_housework_self_15	0
time_housework_self_17	0
time_housework_self_19	0
time_housework_spouse_11	0
time_housework_spouse_13	0
time_housework_spouse_15	0
time_housework_spouse_17	0
time_housework_spouse_19	0
time_leisure_self_17	0
time_leisure_self_19	0
time_leisure_spouse_17	0
time_leisure_spouse_19	0
time_pcare_self_17	0
time_pcare_self_19	0
time_pcare_spouse_17	0
time_pcare_spouse_19	0
time_shopping_self_17	0
time_shopping_self_19	0
time_shopping_spouse_17	0
time_shopping_spouse_19	0
time_volunteering_self_17	0
time_volunteering_spouse_17	0
time_volunteering_spouse_19	0
time_work_annual_self_11	0
time_work_annual_self_13	0
time_work_annual_self_15	0
time_work_annual_self_17	0
time_work_annual_spouse_13	0
time_work_annual_spouse_15	0
time_work_annual_spouse_17	0
time_work_annual_spouse_19	0
time_work_prevyear_self_11	0
time_work_prevyear_self_13	0
time_work_prevyear_self_15	0
time_work_prevyear_self_17	0
time_work_prevyear_self_19	0
time_work_prevyear_sp_13	0
time_work_prevyear_sp_19	0
time_work_prevyear_spouse_11	0
time_work_prevyear_spouse_13	0
time_work_prevyear_spouse_15	0
time_work_prevyear_spouse_17	0
time_work_prevyear_spouse_19	0
time_work_self_17	0
time_work_self_19	0
time_work_spouse_19	0
union_self_11_no	0
union_self_11_yes	0
union_self_13_no	0
union_self_13_yes	0
union_self_15_no	0
union_self_15_yes	0
union_self_17_no	0
union_self_17_yes	0
union_self_19_no	0
union_self_19_yes	0
union_spouse_11_no	0
union_spouse_11_yes	0
union_spouse_13_no	0
union_spouse_13_yes	0
union_spouse_15_no	0
union_spouse_15_yes	0
union_spouse_17_no	0
union_spouse_17_yes	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_11	0
vacationdays_self_13	0
vacationdays_self_15	0
vacationdays_self_17	0
vacationdays_self_19	0
vacationdays_spouse_11	0
vacationdays_spouse_13	0
vacationdays_spouse_15	0
vacationdays_spouse_19	0
wealth_11	0
wealth_13	0
wealth_15	0
wealth_17	0
wealth_19	0
wealth_homeequity_11	0
wealth_homeequity_13	0
wealth_homeequity_15	0
wealth_homeequity_17	0
wealth_homeequity_19	0
wealth_other_11	0
wealth_other_13	0
wealth_other_15	0
wealth_other_19	0
workweeks_self_11	0
workweeks_self_13	0
workweeks_self_15	0
workweeks_self_17	0
workweeks_self_19	0
workweeks_spouse_11	0
workweeks_spouse_13	0
workweeks_spouse_15	0
workweeks_spouse_17	0
cost_transport_insurance_19	0.0
cost_transport_parking_15	0.0
cost_housing_mortgage_19	0.001
logcost_housing_telecom_19	0.001
cost_housing_furnishing_17	0.002
cost_transport_bustrain_11	0.003
time_work_annual_self_19	0.003
cost_housing_19	0.004
cost_transport_repair_17	0.004
cost_transport_loans_19	0.005
cost_health_bills_17	0.005
cost_transport_bustrain_17	0.006
cost_housing_tax_19	0.008
logcost_housing_19	0.008
logcost_transport_other_19	0.009
sizeworkplace_self_13	0.009
logcost_childcare_17	0.01
cost_trips_19	0.01
income_labor_self_19	0.014
cost_transport_bustrain_19	0.022
logincome_wagerate_self_19	0.037
cost_transport_gas_19	0.059
time_commute_self_11	0.078
time_commute_spouse_19	0.082
logcost_transport_bustrain_19	0.084
time_commute_self_13	0.095
time_commute_self_15	0.147
time_commute_self_17	0.344

Restricted to only 2019 variables:

All heads and spouse in 2019 PSID:

Click for full list of coeficients.

Variable Name	coef
hourlystatus_self_19_other	-0.061
region_19_northcentral	-0.057
time_work_spouse_19	-0.035
logcost_trips_19	-0.031
logcost_transport_taxi_19	-0.018
wealth_19	-0.016
cost_transport_parking_19	-0.016
occ_self_19_management	-0.016
logcost_housing_mortgage_19	-0.015
grewup_size_spouse_19_suburban	-0.015
age_self_19	-0.014
logwealth_other_19	-0.014
income_labor_spouse_19	-0.014
time_shopping_self_19	-0.014
cost_computing_19	-0.013
workweeks_spouse_19	-0.012
race_spouse_19_white	-0.011
logincome_wagerate_spouse_19	-0.01
income_labor_self_19	-0.01
logcost_food_away_19	-0.01
income_familytotal_19	-0.01
time_adultcare_spouse_19	-0.01
grewup_region_spouse_19_west	-0.009
time_volunteering_spouse_19	-0.009
income_wagerate_spouse_19	-0.008
cost_food_19	-0.008
cost_food_athome_19	-0.008
logcost_housing_furnishing_19	-0.007
wealth_homeequity_19	-0.007
vacationdays_spouse_19	-0.006
cost_education_19	-0.005
cost_health_doctor_19	-0.004
hh_size_19	-0.004
logcost_housing_utility_19	-0.004
mightmove_19_no	-0.004
time_housework_self_19	-0.004
logcost_health_hospital_19	-0.003
logcost_transport_leases_19	-0.003
logcost_recreation_19	-0.002
time_volunteering_self_19	-0.002
cost_health_rx_19	-0.002
time_adultcare_self_19	-0.001
time_childcare_self_19	-0.001
age_spouse_19	0
cost_clothing_19	0
cost_food_away_19	0
cost_health_19	0
cost_health_bills_19	0
cost_health_hospital_19	0
cost_health_insurance_19	0
cost_housing_furnishing_19	0
cost_housing_insurance_19	0
cost_housing_repairs_19	0
cost_housing_telecom_19	0
cost_housing_utility_19	0
cost_recreation_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_additionalvehicle_19	0
cost_transport_downpayment_19	0
cost_transport_leases_19	0
cost_transport_other_19	0
cost_transport_taxi_19	0
daycare_19_no	0
daycare_19_yes	0
educyrs_19	0
empstat_19_disabled	0
empstat_19_housespouse	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_student	0
empstat_19_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
home_rent_value_19	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_hourly	0
hourlystatus_spouse_19_other	0
hourlystatus_spouse_19_salaried	0
income_wagerate_self_19	0
ind_self_19_accomodationsfood	0
ind_self_19_adminmilitary	0
ind_self_19_arts	0
ind_self_19_education	0
ind_self_19_farmfishforest	0
ind_self_19_financeinsurance	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_manufacturing	0
ind_self_19_otherservices	0
ind_self_19_profsciencetech	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_health	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_19	0
kids_youngest_19	0
logcost_childcare_19	0
logcost_clothing_19	0
logcost_computing_19	0
logcost_education_19	0
logcost_food_19	0
logcost_food_athome_19	0
logcost_food_deliver_19	0
logcost_health_doctor_19	0
logcost_health_insurance_19	0
logcost_health_rx_19	0
logcost_housing_19	0
logcost_housing_insurance_19	0
logcost_housing_rent_19	0
logcost_housing_repairs_19	0
logcost_housing_tax_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_19	0
logcost_transport_additionalvehicle_19	0
logcost_transport_downpayment_19	0
logcost_transport_gas_19	0
logcost_transport_insurance_19	0
logcost_transport_loans_19	0
logincome_familytotal_19	0
logincome_labor_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consneighbor	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_arts	0
occ_self_19_businessfinance	0
occ_self_19_compscimath	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_legal	0
occ_self_19_military	0
occ_self_19_pcareservice	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_sales	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
region_19_foreign	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_none	0
religion_spouse_19_orthodox	0
religion_spouse_19_protestant	0
sex_male	0
sizeworkplace_self_19	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_ct	0
state_19_dc	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_childcare_spouse_19	0
time_education_self_19	0
time_education_spouse_19	0
time_leisure_self_19	0
time_leisure_spouse_19	0
time_shopping_spouse_19	0
time_work_annual_spouse_19	0
time_work_prevyear_sp_19	0
time_work_prevyear_spouse_19	0
time_work_self_19	0
union_spouse_19_no	0
union_spouse_19_yes	0
wealth_other_19	0
grewup_region_self_west	0.0
time_pcare_self_19	0.0
logcost_transport_parking_19	0.001
religion_self_19_catholic	0.001
cost_transport_repair_19	0.001
cost_housing_19	0.001
logcost_housing_telecom_19	0.002
time_pcare_spouse_19	0.002
ind_self_19_management	0.003
vacationdays_self_19	0.003
mightmove_19_yes	0.004
workweeks_self_19	0.004
grewup_size_self_bigcity	0.006
cost_transport_insurance_19	0.006
cost_childcare_19	0.006
cost_food_deliver_19	0.007
cost_transport_loans_19	0.008
cost_housing_rent_19	0.009
cost_housing_mortgage_19	0.009
sizeworkplace_spouse_19	0.01
logcost_transport_repair_19	0.01
cost_trips_19	0.01
time_work_prevyear_self_19	0.014
logcost_health_19	0.016
occ_self_19_officeadmin	0.016
time_housework_spouse_19	0.018
logcost_transport_other_19	0.019
logcost_health_bills_19	0.021
hourlystatus_self_19_hourly	0.023
union_self_19_yes	0.024
grewup_region_self_foreign	0.025
union_self_19_no	0.029
cost_housing_tax_19	0.036
ind_self_19_construction	0.042
occ_self_19_constructionextraction	0.048
cost_transport_bustrain_19	0.055
time_work_annual_self_19	0.069
occ_self_19_janitors	0.093
logcost_transport_bustrain_19	0.094
cost_transport_gas_19	0.097
time_commute_spouse_19	0.108
logincome_labor_self_19	0.115
logincome_wagerate_self_19	0.252

Restricted to only those that commute:

Click for full list of coeficients.

Variable Name	coef
region_19_northcentral	-0.08
logcost_trips_19	-0.037
income_wagerate_spouse_19	-0.033
time_work_spouse_19	-0.028
wealth_19	-0.026
workweeks_spouse_19	-0.024
time_volunteering_self_19	-0.017
time_work_annual_spouse_19	-0.015
logcost_transport_taxi_19	-0.013
logcost_food_away_19	-0.01
time_shopping_self_19	-0.01
income_labor_spouse_19	-0.004
logcost_housing_insurance_19	-0.003
logcost_housing_utility_19	-0.002
vacationdays_spouse_19	-0.002
logcost_transport_leases_19	-0.002
time_adultcare_spouse_19	-0.002
wealth_homeequity_19	-0.001
time_volunteering_spouse_19	-0.0
age_self_19	0
age_spouse_19	0
cost_clothing_19	0
cost_computing_19	0
cost_education_19	0
cost_food_19	0
cost_food_athome_19	0
cost_food_away_19	0
cost_food_deliver_19	0
cost_health_19	0
cost_health_doctor_19	0
cost_health_insurance_19	0
cost_health_rx_19	0
cost_housing_19	0
cost_housing_furnishing_19	0
cost_housing_insurance_19	0
cost_housing_mortgage_19	0
cost_housing_repairs_19	0
cost_housing_telecom_19	0
cost_housing_utility_19	0
cost_recreation_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_additionalvehicle_19	0
cost_transport_downpayment_19	0
cost_transport_leases_19	0
cost_transport_other_19	0
cost_transport_parking_19	0
cost_transport_taxi_19	0
daycare_19_no	0
daycare_19_yes	0
educyrs_19	0
empstat_19_housespouse	0
empstat_19_laid off	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_region_spouse_19_west	0
grewup_size_self_bigcity	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hh_size_19	0
home_rent_value_19	0
hourlystatus_self_19_hourly	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_other	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_hourly	0
hourlystatus_spouse_19_other	0
hourlystatus_spouse_19_salaried	0
income_familytotal_19	0
ind_self_19_accomodationsfood	0
ind_self_19_adminmilitary	0
ind_self_19_arts	0
ind_self_19_construction	0
ind_self_19_education	0
ind_self_19_farmfishforest	0
ind_self_19_financeinsurance	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_management	0
ind_self_19_manufacturing	0
ind_self_19_otherservices	0
ind_self_19_profsciencetech	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_health	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_19	0
kids_youngest_19	0
logcost_childcare_19	0
logcost_clothing_19	0
logcost_computing_19	0
logcost_education_19	0
logcost_food_19	0
logcost_food_athome_19	0
logcost_food_deliver_19	0
logcost_health_doctor_19	0
logcost_health_hospital_19	0
logcost_health_insurance_19	0
logcost_health_rx_19	0
logcost_housing_furnishing_19	0
logcost_housing_mortgage_19	0
logcost_housing_rent_19	0
logcost_housing_repairs_19	0
logcost_housing_tax_19	0
logcost_housing_telecom_19	0
logcost_recreation_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_19	0
logcost_transport_additionalvehicle_19	0
logcost_transport_downpayment_19	0
logcost_transport_gas_19	0
logcost_transport_insurance_19	0
logcost_transport_loans_19	0
logcost_transport_parking_19	0
logincome_familytotal_19	0
logincome_labor_self_19	0
logincome_labor_spouse_19	0
logincome_wagerate_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
logwealth_other_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consneighbor	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_arts	0
occ_self_19_businessfinance	0
occ_self_19_compscimath	0
occ_self_19_constructionextraction	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_janitors	0
occ_self_19_legal	0
occ_self_19_management	0
occ_self_19_military	0
occ_self_19_officeadmin	0
occ_self_19_pcareservice	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_sales	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_none	0
religion_spouse_19_orthodox	0
sex_male	0
sizeworkplace_spouse_19	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_dc	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_adultcare_self_19	0
time_childcare_self_19	0
time_childcare_spouse_19	0
time_education_self_19	0
time_education_spouse_19	0
time_housework_self_19	0
time_leisure_self_19	0
time_leisure_spouse_19	0
time_pcare_self_19	0
time_pcare_spouse_19	0
time_shopping_spouse_19	0
time_work_prevyear_self_19	0
time_work_prevyear_sp_19	0
time_work_prevyear_spouse_19	0
time_work_self_19	0
union_self_19_no	0
union_self_19_yes	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_19	0
wealth_other_19	0
workweeks_self_19	0
cost_health_bills_19	0.0
cost_housing_rent_19	0.001
cost_transport_insurance_19	0.001
cost_childcare_19	0.003
cost_transport_loans_19	0.003
logcost_health_19	0.003
time_housework_spouse_19	0.005
cost_health_hospital_19	0.006
logcost_transport_repair_19	0.006
cost_trips_19	0.007
cost_transport_repair_19	0.011
sizeworkplace_self_19	0.011
logcost_housing_19	0.012
logcost_health_bills_19	0.019
logcost_transport_other_19	0.02
income_labor_self_19	0.021
income_wagerate_self_19	0.022
time_work_annual_self_19	0.03
cost_transport_bustrain_19	0.032
cost_housing_tax_19	0.036
logincome_wagerate_self_19	0.093
cost_transport_gas_19	0.104
time_commute_spouse_19	0.141
logcost_transport_bustrain_19	0.147

Restricted to only married individuals:

Click for full list of coeficients.

Variable Name	coef
region_19_northcentral	-0.055
occ_self_19_management	-0.047
grewup_region_spouse_19_west	-0.044
hourlystatus_self_19_other	-0.043
grewup_state_self_va	-0.037
logcost_trips_19	-0.037
cost_transport_parking_19	-0.035
grewup_size_self_country	-0.033
grewup_region_self_south	-0.032
time_work_spouse_19	-0.031
logwealth_other_19	-0.031
daycare_19_no	-0.026
income_labor_spouse_19	-0.025
age_self_19	-0.022
logcost_housing_mortgage_19	-0.022
grewup_region_spouse_19_northcentral	-0.021
logcost_health_doctor_19	-0.019
time_shopping_self_19	-0.017
cost_transport_taxi_19	-0.015
grewup_size_spouse_19_suburban	-0.015
wealth_19	-0.012
time_adultcare_spouse_19	-0.012
cost_transport_additionalvehicle_19	-0.011
time_volunteering_spouse_19	-0.011
logincome_wagerate_spouse_19	-0.01
logcost_health_hospital_19	-0.01
wealth_homeequity_19	-0.01
income_wagerate_spouse_19	-0.01
cost_food_athome_19	-0.009
hourlystatus_spouse_19_hourly	-0.009
cost_education_19	-0.009
workweeks_spouse_19	-0.008
vacationdays_spouse_19	-0.008
sizeworkplace_self_19	-0.007
logcost_recreation_19	-0.007
cost_computing_19	-0.006
cost_recreation_19	-0.006
logcost_housing_utility_19	-0.005
logcost_health_insurance_19	-0.005
time_education_self_19	-0.005
income_labor_self_19	-0.005
time_housework_self_19	-0.003
logcost_transport_leases_19	-0.003
time_volunteering_self_19	-0.003
logcost_clothing_19	-0.003
cost_transport_downpayment_19	-0.003
income_familytotal_19	-0.002
cost_health_doctor_19	-0.002
cost_health_rx_19	-0.002
logcost_food_deliver_19	-0.002
time_adultcare_self_19	-0.0
logcost_food_away_19	-0.0
logcost_education_19	-0.0
age_spouse_19	0
cost_childcare_19	0
cost_food_19	0
cost_food_away_19	0
cost_food_deliver_19	0
cost_health_19	0
cost_health_bills_19	0
cost_health_insurance_19	0
cost_housing_19	0
cost_housing_furnishing_19	0
cost_housing_rent_19	0
cost_housing_repairs_19	0
cost_housing_telecom_19	0
cost_housing_utility_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_leases_19	0
cost_transport_other_19	0
daycare_19_yes	0
empstat_19_disabled	0
empstat_19_housespouse	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_student	0
empstat_19_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_west	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_ct	0
grewup_state_spouse_19_dc	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_ok	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_sd	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hh_size_19	0
home_rent_value_19	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_other	0
hourlystatus_spouse_19_salpluscomm	0
income_wagerate_self_19	0
ind_self_19_accomodationsfood	0
ind_self_19_adminmilitary	0
ind_self_19_arts	0
ind_self_19_education	0
ind_self_19_farmfishforest	0
ind_self_19_financeinsurance	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_manufacturing	0
ind_self_19_otherservices	0
ind_self_19_profsciencetech	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_health	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_19	0
kids_und13_19	0
kids_und18_19	0
kids_und2_19	0
kids_youngest_19	0
logcost_computing_19	0
logcost_food_19	0
logcost_food_athome_19	0
logcost_health_rx_19	0
logcost_housing_insurance_19	0
logcost_housing_rent_19	0
logcost_housing_repairs_19	0
logcost_housing_tax_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_19	0
logcost_transport_additionalvehicle_19	0
logcost_transport_downpayment_19	0
logcost_transport_loans_19	0
logcost_transport_taxi_19	0
logincome_familytotal_19	0
logincome_labor_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consneighbor	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_arts	0
occ_self_19_businessfinance	0
occ_self_19_compscimath	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_legal	0
occ_self_19_military	0
occ_self_19_pcareservice	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_sales	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_farmfishforest	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_military	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_amind	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_white	0
region_19_foreign	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_orthodox	0
religion_spouse_19_protestant	0
sex_male	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_ct	0
state_19_dc	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_childcare_self_19	0
time_education_spouse_19	0
time_leisure_self_19	0
time_leisure_spouse_19	0
time_pcare_self_19	0
time_shopping_spouse_19	0
time_work_annual_spouse_19	0
time_work_prevyear_spouse_19	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_19	0
wealth_other_19	0
workweeks_self_19	0
occ_self_19_production	0.001
logcost_transport_insurance_19	0.001
time_work_self_19	0.001
time_work_prevyear_self_19	0.002
ind_spouse_19_education	0.002
time_work_prevyear_sp_19	0.003
cost_transport_repair_19	0.003
race_spouse_19_other	0.003
time_childcare_spouse_19	0.004
educyrs_19	0.004
occ_self_19_officeadmin	0.004
grewup_region_spouse_19_foreign	0.004
cost_health_hospital_19	0.004
logcost_transport_other_19	0.006
logcost_housing_furnishing_19	0.006
logcost_transport_repair_19	0.007
logcost_housing_19	0.007
cost_clothing_19	0.008
logcost_childcare_19	0.008
cost_housing_mortgage_19	0.008
occ_spouse_19_healthcaresupport	0.008
cost_transport_loans_19	0.009
cost_transport_insurance_19	0.009
grewup_size_spouse_19_bigcity	0.009
cost_housing_insurance_19	0.009
logcost_housing_telecom_19	0.01
time_pcare_spouse_19	0.01
grewup_size_self_bigcity	0.011
hourlystatus_spouse_19_salaried	0.012
logcost_transport_parking_19	0.016
sizeworkplace_spouse_19	0.016
logcost_health_bills_19	0.016
kids_youngest_19	0.016
grewup_region_self_foreign	0.017
cost_trips_19	0.018
logcost_transport_gas_19	0.019
occ_self_19_janitors	0.022
time_housework_spouse_19	0.023
logcost_health_19	0.025
cost_housing_tax_19	0.03
ind_self_19_management	0.036
logincome_labor_self_19	0.036
hourlystatus_self_19_hourly	0.04
logcost_transport_bustrain_19	0.069
ind_self_19_construction	0.073
cost_transport_bustrain_19	0.076
time_work_annual_self_19	0.076
cost_transport_gas_19	0.084
occ_self_19_constructionextraction	0.097
union_self_19_yes	0.104
union_self_19_no	0.116
time_commute_spouse_19	0.12
logincome_wagerate_self_19	0.281

Restricted to only married individuals who have typical commute time:

Click for full list of coeficients.

Variable Name	coef
region_19_northcentral	-0.028
income_wagerate_spouse_19	-0.027
logcost_trips_19	-0.02
time_work_spouse_19	-0.02
wealth_other_19	-0.019
workweeks_spouse_19	-0.014
income_labor_spouse_19	-0.009
logwealth_other_19	-0.007
time_volunteering_self_19	-0.006
time_work_annual_spouse_19	-0.002
cost_recreation_19	-0.001
time_shopping_self_19	-0.0
vacationdays_spouse_19	-0.0
age_self_19	0
age_spouse_19	0
cost_childcare_19	0
cost_clothing_19	0
cost_computing_19	0
cost_education_19	0
cost_food_19	0
cost_food_athome_19	0
cost_food_away_19	0
cost_food_deliver_19	0
cost_health_19	0
cost_health_doctor_19	0
cost_health_insurance_19	0
cost_health_rx_19	0
cost_housing_19	0
cost_housing_furnishing_19	0
cost_housing_insurance_19	0
cost_housing_mortgage_19	0
cost_housing_rent_19	0
cost_housing_repairs_19	0
cost_housing_telecom_19	0
cost_housing_utility_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_additionalvehicle_19	0
cost_transport_downpayment_19	0
cost_transport_leases_19	0
cost_transport_loans_19	0
cost_transport_other_19	0
cost_transport_parking_19	0
cost_transport_taxi_19	0
daycare_19_no	0
daycare_19_yes	0
educyrs_19	0
empstat_19_housespouse	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_region_spouse_19_west	0
grewup_size_self_bigcity	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_ct	0
grewup_state_spouse_19_dc	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ks	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_ok	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_sd	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hh_size_19	0
home_rent_value_19	0
hourlystatus_self_19_hourly	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_other	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_hourly	0
hourlystatus_spouse_19_other	0
hourlystatus_spouse_19_salaried	0
hourlystatus_spouse_19_salpluscomm	0
income_familytotal_19	0
ind_self_19_accomodationsfood	0
ind_self_19_adminmilitary	0
ind_self_19_arts	0
ind_self_19_construction	0
ind_self_19_education	0
ind_self_19_farmfishforest	0
ind_self_19_financeinsurance	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_management	0
ind_self_19_manufacturing	0
ind_self_19_otherservices	0
ind_self_19_profsciencetech	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_health	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_19	0
kids_und13_19	0
kids_und18_19	0
kids_und2_19	0
kids_youngest_19	0
logcost_childcare_19	0
logcost_clothing_19	0
logcost_computing_19	0
logcost_education_19	0
logcost_food_19	0
logcost_food_athome_19	0
logcost_food_away_19	0
logcost_food_deliver_19	0
logcost_health_19	0
logcost_health_bills_19	0
logcost_health_doctor_19	0
logcost_health_hospital_19	0
logcost_health_insurance_19	0
logcost_health_rx_19	0
logcost_housing_furnishing_19	0
logcost_housing_insurance_19	0
logcost_housing_mortgage_19	0
logcost_housing_rent_19	0
logcost_housing_repairs_19	0
logcost_housing_tax_19	0
logcost_housing_telecom_19	0
logcost_housing_utility_19	0
logcost_recreation_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_additionalvehicle_19	0
logcost_transport_downpayment_19	0
logcost_transport_insurance_19	0
logcost_transport_leases_19	0
logcost_transport_loans_19	0
logcost_transport_other_19	0
logcost_transport_parking_19	0
logcost_transport_repair_19	0
logcost_transport_taxi_19	0
logincome_familytotal_19	0
logincome_labor_self_19	0
logincome_labor_spouse_19	0
logincome_wagerate_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consneighbor	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_arts	0
occ_self_19_businessfinance	0
occ_self_19_compscimath	0
occ_self_19_constructionextraction	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_janitors	0
occ_self_19_legal	0
occ_self_19_management	0
occ_self_19_military	0
occ_self_19_officeadmin	0
occ_self_19_pcareservice	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_sales	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_farmfishforest	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_military	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_amind	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_orthodox	0
religion_spouse_19_protestant	0
sex_male	0
sizeworkplace_self_19	0
sizeworkplace_spouse_19	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_ct	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_adultcare_self_19	0
time_adultcare_spouse_19	0
time_childcare_self_19	0
time_childcare_spouse_19	0
time_education_self_19	0
time_education_spouse_19	0
time_housework_self_19	0
time_leisure_self_19	0
time_leisure_spouse_19	0
time_pcare_self_19	0
time_shopping_spouse_19	0
time_volunteering_spouse_19	0
time_work_prevyear_self_19	0
time_work_prevyear_sp_19	0
time_work_prevyear_spouse_19	0
union_self_19_no	0
union_self_19_yes	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_19	0
wealth_19	0
wealth_homeequity_19	0
workweeks_self_19	0
cost_health_bills_19	0.001
logcost_transport_19	0.001
logcost_transport_gas_19	0.001
cost_transport_insurance_19	0.003
time_pcare_spouse_19	0.004
time_work_self_19	0.006
cost_trips_19	0.006
income_wagerate_self_19	0.006
cost_transport_repair_19	0.009
cost_health_hospital_19	0.011
income_labor_self_19	0.016
time_work_annual_self_19	0.02
logcost_housing_19	0.021
time_housework_spouse_19	0.026
cost_housing_tax_19	0.029
cost_transport_bustrain_19	0.044
cost_transport_gas_19	0.087
logcost_transport_bustrain_19	0.104
logincome_wagerate_self_19	0.112
time_commute_spouse_19	0.158

Restricted to only married individuals who have typical commute time, and excluding typical travel variables from regression:

Click for full list of coeficients.

Variable Name	coef
income_wagerate_spouse_19	-0.042
region_19_northcentral	-0.04
logcost_trips_19	-0.025
workweeks_spouse_19	-0.021
wealth_other_19	-0.02
time_work_spouse_19	-0.017
logwealth_other_19	-0.01
time_shopping_self_19	-0.006
time_volunteering_self_19	-0.004
logcost_recreation_19	-0.001
vacationdays_spouse_19	-0.0
age_self_19	0
age_spouse_19	0
cost_childcare_19	0
cost_clothing_19	0
cost_computing_19	0
cost_education_19	0
cost_food_19	0
cost_food_athome_19	0
cost_food_deliver_19	0
cost_health_19	0
cost_health_bills_19	0
cost_health_doctor_19	0
cost_health_insurance_19	0
cost_health_rx_19	0
cost_housing_19	0
cost_housing_furnishing_19	0
cost_housing_insurance_19	0
cost_housing_mortgage_19	0
cost_housing_repairs_19	0
cost_housing_utility_19	0
cost_recreation_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
daycare_19_no	0
daycare_19_yes	0
educyrs_19	0
empstat_19_housespouse	0
empstat_19_retired	0
empstat_19_searching	0
empstat_19_working	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_19_foreign	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_region_spouse_19_west	0
grewup_size_self_bigcity	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_bigcity	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_mo	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_ct	0
grewup_state_spouse_19_dc	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ks	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_ok	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_sd	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hh_size_19	0
home_rent_value_19	0
hourlystatus_self_19_hourly	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_other	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_hourly	0
hourlystatus_spouse_19_other	0
hourlystatus_spouse_19_salaried	0
hourlystatus_spouse_19_salpluscomm	0
income_familytotal_19	0
income_labor_spouse_19	0
ind_self_19_accomodationsfood	0
ind_self_19_adminmilitary	0
ind_self_19_arts	0
ind_self_19_construction	0
ind_self_19_education	0
ind_self_19_farmfishforest	0
ind_self_19_financeinsurance	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_management	0
ind_self_19_manufacturing	0
ind_self_19_otherservices	0
ind_self_19_profsciencetech	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_health	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_profsciencetech	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
ind_spouse_19_wholesale	0
kids_num_19	0
kids_und13_19	0
kids_und18_19	0
kids_und2_19	0
kids_youngest_19	0
logcost_childcare_19	0
logcost_clothing_19	0
logcost_computing_19	0
logcost_education_19	0
logcost_food_19	0
logcost_food_athome_19	0
logcost_food_away_19	0
logcost_food_deliver_19	0
logcost_health_19	0
logcost_health_bills_19	0
logcost_health_doctor_19	0
logcost_health_hospital_19	0
logcost_health_insurance_19	0
logcost_health_rx_19	0
logcost_housing_furnishing_19	0
logcost_housing_insurance_19	0
logcost_housing_mortgage_19	0
logcost_housing_repairs_19	0
logcost_housing_tax_19	0
logcost_housing_utility_19	0
logcost_total_with_rent_value_19	0
logincome_familytotal_19	0
logincome_labor_self_19	0
logincome_labor_spouse_19	0
logincome_wagerate_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consneighbor	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_arts	0
occ_self_19_businessfinance	0
occ_self_19_compscimath	0
occ_self_19_constructionextraction	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_janitors	0
occ_self_19_legal	0
occ_self_19_management	0
occ_self_19_military	0
occ_self_19_officeadmin	0
occ_self_19_pcareservice	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_sales	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_farmfishforest	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_military	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_neither	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_black	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_amind	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_catholic	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_orthodox	0
religion_spouse_19_protestant	0
sex_male	0
sizeworkplace_self_19	0
sizeworkplace_spouse_19	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_ca	0
state_19_co	0
state_19_ct	0
state_19_fl	0
state_19_ga	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_adultcare_self_19	0
time_adultcare_spouse_19	0
time_childcare_self_19	0
time_childcare_spouse_19	0
time_education_self_19	0
time_education_spouse_19	0
time_housework_self_19	0
time_leisure_self_19	0
time_leisure_spouse_19	0
time_pcare_self_19	0
time_shopping_spouse_19	0
time_volunteering_spouse_19	0
time_work_annual_spouse_19	0
time_work_prevyear_self_19	0
time_work_prevyear_sp_19	0
time_work_prevyear_spouse_19	0
union_self_19_no	0
union_self_19_yes	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_19	0
wealth_19	0
wealth_homeequity_19	0
workweeks_self_19	0
cost_food_away_19	0.001
logcost_housing_rent_19	0.001
cost_housing_telecom_19	0.002
income_wagerate_self_19	0.004
cost_trips_19	0.004
logcost_housing_telecom_19	0.005
time_pcare_spouse_19	0.006
cost_health_hospital_19	0.008
time_work_self_19	0.009
logcost_housing_19	0.009
cost_housing_rent_19	0.014
time_work_annual_self_19	0.021
income_labor_self_19	0.022
time_housework_spouse_19	0.024
cost_housing_tax_19	0.038
logcost_total_19	0.041
logincome_wagerate_self_19	0.109
time_commute_spouse_19	0.204

LASSO to predict work-from-home proxy

As described above, the thing to a predict is the intersection of being employed at work and not having a commute.

Here are the coefficients for the entire sample of reference persons and spouses in 2019

Click for full list of coeficients.

Variable Name	coef
time_commute_self_19	-0.063
union_self_19_yes	-0.062
union_self_19_no	-0.059
time_work_self_19	-0.018
ind_self_19_education	-0.018
empstat_19_retired	-0.012
grewup_region_spouse_19_foreign	-0.01
ind_self_19_adminmilitary	-0.008
cost_housing_furnishing_19	-0.007
daycare_19_yes	-0.006
logcost_childcare_19	-0.006
ind_self_19_construction	-0.006
hourlystatus_spouse_19_hourly	-0.006
empstat_19_housespouse	-0.005
region_19_northcentral	-0.005
cost_transport_gas_19	-0.005
time_education_spouse_19	-0.004
logcost_housing_insurance_19	-0.004
grewup_size_spouse_19_bigcity	-0.004
logcost_housing_telecom_19	-0.004
logcost_trips_19	-0.003
grewup_size_self_bigcity	-0.003
logcost_transport_leases_19	-0.003
logincome_wagerate_spouse_19	-0.003
wealth_19	-0.003
ind_spouse_19_health	-0.003
time_shopping_spouse_19	-0.003
ind_self_19_accomodationsfood	-0.003
logcost_health_bills_19	-0.002
cost_transport_downpayment_19	-0.002
logcost_clothing_19	-0.002
time_housework_spouse_19	-0.002
logcost_transport_19	-0.002
time_pcare_self_19	-0.002
cost_transport_parking_19	-0.002
time_adultcare_spouse_19	-0.002
logcost_transport_additionalvehicle_19	-0.002
cost_transport_additionalvehicle_19	-0.001
sex_male	-0.001
logcost_health_insurance_19	-0.001
logcost_transport_downpayment_19	-0.001
cost_transport_taxi_19	-0.001
sizeworkplace_spouse_19	-0.0
wealth_other_19	-0.0
vacationdays_spouse_19	-0.0
cost_recreation_19	-0.0
cost_housing_utility_19	-0.0
cost_housing_repairs_19	-0.0
time_volunteering_self_19	-0.0
logcost_food_athome_19	-0.0
cost_clothing_19	0
cost_food_19	0
cost_food_away_19	0
cost_food_deliver_19	0
cost_health_19	0
cost_health_bills_19	0
cost_health_doctor_19	0
cost_health_hospital_19	0
cost_health_insurance_19	0
cost_health_rx_19	0
cost_housing_19	0
cost_housing_rent_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_bustrain_19	0
cost_transport_insurance_19	0
cost_transport_loans_19	0
empstat_19_disabled	0
empstat_19_searching	0
empstat_19_student	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hourlystatus_self_19_hourly	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_salaried	0
income_wagerate_spouse_19	0
ind_self_19_arts	0
ind_self_19_health	0
ind_self_19_information	0
ind_self_19_otherservices	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
iscouple_19	0
kids_num_19	0
kids_und13_19	0
kids_und18_19	0
kids_und2_19	0
logcost_computing_19	0
logcost_food_19	0
logcost_food_away_19	0
logcost_health_19	0
logcost_health_hospital_19	0
logcost_housing_mortgage_19	0
logcost_housing_tax_19	0
logcost_housing_utility_19	0
logcost_recreation_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_gas_19	0
logcost_transport_insurance_19	0
logincome_familytotal_19	0
logincome_labor_self_19	0
logincome_labor_spouse_19	0
logincome_wagerate_self_19	0
logwealth_19	0
logwealth_homeequity_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_constructionextraction	0
occ_self_19_education	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_janitors	0
occ_self_19_legal	0
occ_self_19_military	0
occ_self_19_officeadmin	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_19_foreign	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_none	0
religion_spouse_19_orthodox	0
religion_spouse_19_protestant	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_co	0
state_19_ct	0
state_19_dc	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_childcare_spouse_19	0
time_shopping_self_19	0
time_volunteering_spouse_19	0
time_work_annual_self_19	0
time_work_annual_spouse_19	0
time_work_prevyear_spouse_19	0
time_work_spouse_19	0
union_spouse_19_no	0
union_spouse_19_yes	0
vacationdays_self_19	0
wealth_homeequity_19	0
workweeks_spouse_19	0
time_education_self_19	0.0
logcost_education_19	0.0
logcost_transport_other_19	0.0
logcost_transport_repair_19	0.0
logcost_transport_taxi_19	0.0
cost_housing_tax_19	0.0
cost_trips_19	0.0
kids_youngest_19	0.0
cost_food_athome_19	0.001
time_pcare_spouse_19	0.001
daycare_19_no	0.001
logcost_food_deliver_19	0.001
cost_housing_mortgage_19	0.001
logcost_housing_19	0.001
logcost_transport_parking_19	0.001
home_rent_value_19	0.001
cost_education_19	0.001
logcost_housing_furnishing_19	0.001
time_adultcare_self_19	0.001
cost_transport_leases_19	0.001
logcost_transport_loans_19	0.001
hh_size_19	0.001
logcost_health_rx_19	0.001
cost_transport_repair_19	0.001
time_housework_self_19	0.002
age_spouse_19	0.002
income_labor_spouse_19	0.002
logcost_housing_rent_19	0.002
time_commute_spouse_19	0.002
ind_self_19_transportwarehouse	0.002
hourlystatus_spouse_19_other	0.002
time_leisure_spouse_19	0.002
grewup_region_spouse_19_west	0.003
income_wagerate_self_19	0.003
moved_19_no	0.003
income_familytotal_19	0.003
time_leisure_self_19	0.003
cost_transport_other_19	0.003
logcost_housing_repairs_19	0.004
educyrs_19	0.004
time_childcare_self_19	0.004
age_self_19	0.004
cost_housing_insurance_19	0.004
logwealth_other_19	0.005
logcost_health_doctor_19	0.005
time_work_prevyear_self_19	0.005
sizeworkplace_self_19	0.006
ind_self_19_manufacturing	0.006
cost_housing_telecom_19	0.006
logcost_transport_bustrain_19	0.006
state_19_ca	0.006
race_self_19_black	0.006
time_work_prevyear_sp_19	0.006
income_labor_self_19	0.007
religion_spouse_19_catholic	0.007
cost_childcare_19	0.008
cost_computing_19	0.008
grewup_state_self_mo	0.009
state_19_fl	0.009
ind_spouse_19_wholesale	0.01
occ_self_19_management	0.011
moved_why_19_consneighbor	0.012
hourlystatus_self_19_salaried	0.014
own_or_rent_19_neither	0.015
ind_self_19_farmfishforest	0.016
workweeks_self_19	0.016
ind_self_19_financeinsurance	0.017
state_19_ga	0.02
occ_self_19_sales	0.02
occ_self_19_pcareservice	0.021
ind_spouse_19_profsciencetech	0.03
occ_self_19_arts	0.036
ind_self_19_management	0.037
occ_self_19_businessfinance	0.048
ind_self_19_profsciencetech	0.059
occ_self_19_compscimath	0.086
hourlystatus_self_19_other	0.106
empstat_19_working	0.123

Here are the coefficients when fit to subset consisting of those who are employed at work in 2019

Click for full list of coeficients.

Variable Name	coef
time_commute_self_19	-0.075
union_self_19_yes	-0.063
union_self_19_no	-0.063
ind_self_19_education	-0.033
hourlystatus_self_19_hourly	-0.017
ind_self_19_adminmilitary	-0.014
time_work_self_19	-0.014
ind_self_19_accomodationsfood	-0.013
cost_housing_furnishing_19	-0.011
logincome_labor_self_19	-0.01
grewup_region_spouse_19_foreign	-0.008
logcost_housing_telecom_19	-0.008
region_19_northcentral	-0.007
logincome_wagerate_self_19	-0.006
time_pcare_self_19	-0.006
time_shopping_spouse_19	-0.005
time_adultcare_spouse_19	-0.005
cost_transport_gas_19	-0.005
time_education_spouse_19	-0.005
hourlystatus_spouse_19_hourly	-0.005
logcost_childcare_19	-0.005
time_work_prevyear_spouse_19	-0.004
ind_self_19_construction	-0.004
logcost_health_bills_19	-0.004
logcost_transport_leases_19	-0.004
wealth_other_19	-0.003
cost_transport_downpayment_19	-0.003
logincome_wagerate_spouse_19	-0.003
logcost_trips_19	-0.003
logcost_clothing_19	-0.003
grewup_size_self_bigcity	-0.003
time_housework_spouse_19	-0.002
ind_self_19_health	-0.002
cost_transport_taxi_19	-0.002
logcost_transport_additionalvehicle_19	-0.002
cost_transport_additionalvehicle_19	-0.002
daycare_19_yes	-0.002
logcost_transport_19	-0.002
cost_recreation_19	-0.002
logcost_transport_downpayment_19	-0.002
cost_housing_utility_19	-0.001
grewup_size_spouse_19_bigcity	-0.001
cost_transport_parking_19	-0.001
ind_spouse_19_health	-0.001
occ_self_19_education	-0.001
logcost_housing_insurance_19	-0.001
logcost_housing_utility_19	-0.001
logcost_health_insurance_19	-0.001
cost_clothing_19	-0.001
vacationdays_spouse_19	-0.0
vacationdays_self_19	-0.0
logcost_food_athome_19	-0.0
cost_housing_repairs_19	-0.0
logcost_food_away_19	-0.0
logcost_transport_gas_19	-0.0
cost_health_bills_19	-0.0
cost_education_19	0
cost_food_19	0
cost_food_away_19	0
cost_food_deliver_19	0
cost_health_doctor_19	0
cost_health_hospital_19	0
cost_health_insurance_19	0
cost_housing_19	0
cost_housing_rent_19	0
cost_total_19	0
cost_total_with_rent_value_19	0
cost_transport_19	0
cost_transport_bustrain_19	0
cost_transport_insurance_19	0
cost_trips_19	0
empstat_current_spouse_19_disabled	0
empstat_current_spouse_19_housespouse	0
empstat_current_spouse_19_retired	0
empstat_current_spouse_19_searching	0
empstat_current_spouse_19_student	0
empstat_current_spouse_19_working	0
grewup_region_self_foreign	0
grewup_region_self_northcentral	0
grewup_region_self_northeast	0
grewup_region_self_south	0
grewup_region_self_west	0
grewup_region_spouse_19_northcentral	0
grewup_region_spouse_19_northeast	0
grewup_region_spouse_19_south	0
grewup_size_self_country	0
grewup_size_self_other	0
grewup_size_self_suburban	0
grewup_size_spouse_19_country	0
grewup_size_spouse_19_other	0
grewup_size_spouse_19_suburban	0
grewup_state_self_al	0
grewup_state_self_ar	0
grewup_state_self_az	0
grewup_state_self_ca	0
grewup_state_self_co	0
grewup_state_self_ct	0
grewup_state_self_dc	0
grewup_state_self_fl	0
grewup_state_self_ga	0
grewup_state_self_ia	0
grewup_state_self_il	0
grewup_state_self_in	0
grewup_state_self_ky	0
grewup_state_self_la	0
grewup_state_self_ma	0
grewup_state_self_md	0
grewup_state_self_mi	0
grewup_state_self_mn	0
grewup_state_self_ms	0
grewup_state_self_nc	0
grewup_state_self_ne	0
grewup_state_self_nj	0
grewup_state_self_ny	0
grewup_state_self_oh	0
grewup_state_self_ok	0
grewup_state_self_or	0
grewup_state_self_pa	0
grewup_state_self_sc	0
grewup_state_self_sd	0
grewup_state_self_tn	0
grewup_state_self_tx	0
grewup_state_self_ut	0
grewup_state_self_va	0
grewup_state_self_wa	0
grewup_state_self_wi	0
grewup_state_spouse_19_al	0
grewup_state_spouse_19_ar	0
grewup_state_spouse_19_az	0
grewup_state_spouse_19_ca	0
grewup_state_spouse_19_co	0
grewup_state_spouse_19_fl	0
grewup_state_spouse_19_ga	0
grewup_state_spouse_19_ia	0
grewup_state_spouse_19_il	0
grewup_state_spouse_19_in	0
grewup_state_spouse_19_ky	0
grewup_state_spouse_19_la	0
grewup_state_spouse_19_ma	0
grewup_state_spouse_19_md	0
grewup_state_spouse_19_mi	0
grewup_state_spouse_19_mn	0
grewup_state_spouse_19_mo	0
grewup_state_spouse_19_ms	0
grewup_state_spouse_19_nc	0
grewup_state_spouse_19_ne	0
grewup_state_spouse_19_nj	0
grewup_state_spouse_19_ny	0
grewup_state_spouse_19_oh	0
grewup_state_spouse_19_or	0
grewup_state_spouse_19_pa	0
grewup_state_spouse_19_sc	0
grewup_state_spouse_19_tn	0
grewup_state_spouse_19_tx	0
grewup_state_spouse_19_ut	0
grewup_state_spouse_19_va	0
grewup_state_spouse_19_wa	0
grewup_state_spouse_19_wi	0
hourlystatus_self_19_hourlyplustips	0
hourlystatus_self_19_salaried	0
hourlystatus_self_19_salpluscomm	0
hourlystatus_spouse_19_salaried	0
hourlystatus_spouse_19_salpluscomm	0
income_familytotal_19	0
income_wagerate_self_19	0
income_wagerate_spouse_19	0
ind_self_19_arts	0
ind_self_19_farmfishforest	0
ind_self_19_information	0
ind_self_19_otherservices	0
ind_self_19_realestate	0
ind_self_19_retail	0
ind_self_19_transportwarehouse	0
ind_self_19_utilities	0
ind_self_19_wholesale	0
ind_spouse_19_accomodationsfood	0
ind_spouse_19_adminmilitary	0
ind_spouse_19_arts	0
ind_spouse_19_construction	0
ind_spouse_19_education	0
ind_spouse_19_farmfishforest	0
ind_spouse_19_financeinsurance	0
ind_spouse_19_information	0
ind_spouse_19_management	0
ind_spouse_19_manufacturing	0
ind_spouse_19_otherservices	0
ind_spouse_19_realestate	0
ind_spouse_19_retail	0
ind_spouse_19_transportwarehouse	0
ind_spouse_19_utilities	0
iscouple_19	0
kids_num_19	0
kids_und13_19	0
kids_und18_19	0
kids_und2_19	0
logcost_computing_19	0
logcost_education_19	0
logcost_food_19	0
logcost_health_19	0
logcost_health_hospital_19	0
logcost_housing_mortgage_19	0
logcost_housing_tax_19	0
logcost_recreation_19	0
logcost_total_19	0
logcost_total_with_rent_value_19	0
logcost_transport_insurance_19	0
logcost_transport_other_19	0
logcost_transport_parking_19	0
logcost_transport_taxi_19	0
logincome_labor_spouse_19	0
logwealth_19	0
logwealth_homeequity_19	0
mightmove_19_no	0
mightmove_19_yes	0
moved_19_no	0
moved_19_yes	0
moved_why_19_closertowork	0
moved_why_19_consless	0
moved_why_19_consmore	0
moved_why_19_consother	0
moved_why_19_involuntary	0
moved_why_19_mixed	0
moved_why_19_productive	0
occ_self_19_architectengineering	0
occ_self_19_constructionextraction	0
occ_self_19_farmfishforest	0
occ_self_19_food	0
occ_self_19_hardscience	0
occ_self_19_healthcareprac	0
occ_self_19_healthcaresupport	0
occ_self_19_janitors	0
occ_self_19_legal	0
occ_self_19_military	0
occ_self_19_officeadmin	0
occ_self_19_pcareservice	0
occ_self_19_production	0
occ_self_19_protective	0
occ_self_19_repair	0
occ_self_19_softscience	0
occ_self_19_transport	0
occ_spouse_19_architectengineering	0
occ_spouse_19_arts	0
occ_spouse_19_businessfinance	0
occ_spouse_19_compscimath	0
occ_spouse_19_constructionextraction	0
occ_spouse_19_education	0
occ_spouse_19_food	0
occ_spouse_19_hardscience	0
occ_spouse_19_healthcareprac	0
occ_spouse_19_healthcaresupport	0
occ_spouse_19_janitors	0
occ_spouse_19_legal	0
occ_spouse_19_management	0
occ_spouse_19_officeadmin	0
occ_spouse_19_pcareservice	0
occ_spouse_19_production	0
occ_spouse_19_protective	0
occ_spouse_19_repair	0
occ_spouse_19_sales	0
occ_spouse_19_softscience	0
occ_spouse_19_transport	0
own_or_rent_19_own	0
own_or_rent_19_rent	0
race_self_19_amind	0
race_self_19_asian	0
race_self_19_other	0
race_self_19_white	0
race_spouse_19_asian	0
race_spouse_19_black	0
race_spouse_19_other	0
race_spouse_19_white	0
region_19_northeast	0
region_19_south	0
region_19_west	0
religion_self_19_catholic	0
religion_self_19_jewish	0
religion_self_19_nonchristian	0
religion_self_19_orthodox	0
religion_self_19_protestant	0
religion_spouse_19_jewish	0
religion_spouse_19_nonchristian	0
religion_spouse_19_none	0
religion_spouse_19_orthodox	0
sex_male	0
sizeworkplace_spouse_19	0
state_19_al	0
state_19_ar	0
state_19_az	0
state_19_co	0
state_19_dc	0
state_19_ia	0
state_19_il	0
state_19_in	0
state_19_ks	0
state_19_ky	0
state_19_la	0
state_19_ma	0
state_19_md	0
state_19_mi	0
state_19_mn	0
state_19_mo	0
state_19_ms	0
state_19_nc	0
state_19_ne	0
state_19_nj	0
state_19_nv	0
state_19_ny	0
state_19_oh	0
state_19_ok	0
state_19_or	0
state_19_pa	0
state_19_sc	0
state_19_tn	0
state_19_tx	0
state_19_ut	0
state_19_va	0
state_19_wa	0
state_19_wi	0
time_childcare_spouse_19	0
time_shopping_self_19	0
time_volunteering_self_19	0
time_volunteering_spouse_19	0
time_work_annual_self_19	0
time_work_annual_spouse_19	0
time_work_prevyear_sp_19	0
time_work_spouse_19	0
union_spouse_19_no	0
union_spouse_19_yes	0
wealth_19	0
wealth_homeequity_19	0
workweeks_spouse_19	0
cost_food_athome_19	0.0
grewup_region_spouse_19_west	0.0
cost_housing_tax_19	0.0
hourlystatus_spouse_19_other	0.0
cost_housing_mortgage_19	0.0
cost_transport_leases_19	0.0
home_rent_value_19	0.0
logcost_transport_loans_19	0.0
cost_health_19	0.0
hh_size_19	0.0
logcost_health_rx_19	0.0
time_pcare_spouse_19	0.0
ind_self_19_manufacturing	0.001
logcost_transport_repair_19	0.001
cost_transport_loans_19	0.001
cost_transport_repair_19	0.001
time_education_self_19	0.001
age_spouse_19	0.001
occ_self_19_management	0.001
logcost_food_deliver_19	0.002
logcost_housing_furnishing_19	0.002
kids_youngest_19	0.002
daycare_19_no	0.002
workweeks_self_19	0.003
cost_health_rx_19	0.003
time_childcare_self_19	0.004
logcost_housing_19	0.004
grewup_state_self_mo	0.004
time_commute_spouse_19	0.004
time_adultcare_self_19	0.004
time_housework_self_19	0.005
moved_why_19_consneighbor	0.005
sizeworkplace_self_19	0.005
age_self_19	0.005
logcost_housing_repairs_19	0.005
cost_transport_other_19	0.005
ind_spouse_19_wholesale	0.005
time_leisure_spouse_19	0.006
time_leisure_self_19	0.006
income_labor_spouse_19	0.006
logwealth_other_19	0.006
logcost_housing_rent_19	0.006
state_19_ca	0.007
cost_housing_insurance_19	0.007
logincome_familytotal_19	0.007
time_work_prevyear_self_19	0.007
race_self_19_black	0.007
cost_childcare_19	0.008
state_19_fl	0.008
educyrs_19	0.008
logcost_health_doctor_19	0.008
logcost_transport_bustrain_19	0.008
occ_self_19_sales	0.009
cost_computing_19	0.01
cost_housing_telecom_19	0.01
ind_self_19_financeinsurance	0.011
religion_spouse_19_catholic	0.012
income_labor_self_19	0.016
own_or_rent_19_neither	0.02
state_19_ga	0.021
occ_self_19_arts	0.025
ind_self_19_management	0.032
ind_spouse_19_profsciencetech	0.032
occ_self_19_businessfinance	0.042
ind_self_19_profsciencetech	0.047
occ_self_19_compscimath	0.075
hourlystatus_self_19_other	0.084

Sidenote about children and commuting

In Stress that Doesn’t Pay: The Commuting Paradox (Stutzer, Frey, 2008), the authors point out that those with long commutes have lower subjective wellbeing. Among possible explanations, they consider and reject the possibility that the commuter’s spouse is compensated with higher utility.

When reading that paper, my thought was “Of course people don’t choose long commutes to make their spouse happy. They do it for their kids.” This hypothesis is vaguely supported by the stuff on this page. The presence of of kids is correlated with commute time in both PSID and ATUS. (But in the PSID LASSO, the kids variables fall out, except for one case where there’s a positive coefficient for age of kid.)

(They do control for number of kids in the house though, which is evidence against the theory. I’d need to be able to see something like satisfaction with kid’s schooling or neighborhood to be able to properly answer this.)

A direct replication of the paper to explore the issue further is impossible using just PSID or ATUs data. The methods from this paper look at change in self-reported wellbeing. ATUS and PSID both have wellbeing modules where participants are asked about their life, but it only spans one year in PSID and ATUS has no panel aspect. The PSID does have a Transition into Adulthood Supplement, which asks about, among other things, commuting and life satisfaction. But that only looks at young adults (18-28). I could look at the relationship between parent’s commuting time and young adult’s happiness, maybe? But even that wouldn’t be a perfect test, since my suspicion isn’t that parents move so their kids can live somewhere nice after 18. It’s that they move so elementary-highschool kids have somewhere nice to go to school and a nice neighborhood to live in.

Assorted Thoughts and Notes

How often do people work from home in 2021?

In Why working from home will stick (Barrero, Jose Maria and Bloom, Nicholas and Davis, Steven J 2021), they predict

Our data say that 20 percent of full workdays will be supplied from home after the pandemic ends, compared with just 5 percent before.

Is this true?

Don’t have data to fully answer, but in 2021 ATUS,

2543 individuals worked at least 4 hours.
Of those, 1162 had no dwell30 anchor-rule commuting
(813 had no bls work-coded travel)
restricting to weekdays:
- 2089 worked 4+ hours
- of those, 957 no dwell30 anchor commuting
restricting to weekdays with 8+hrs:
- 1201 indiviuduals
- of whom 531 no dwell30 anchor commute
- and 376 no blas work travel

In 2019,

2608 individuals worked at least 4 hours
of those, 825 had no dwell30 anchor commutings
(353 no bls work-coded travel time)
restricting to weekdays:
- 2111 worked 4+ hours
- of those, 613 no dwell30 anchor commuting
restricting to weekdays with 8+hrs:
- 1234 indiviuduals
- of whom 344 no dwell30 anchor commute
- and 142 no blas work travel

(all non-weighted)

Connection between commuting and income:

When just looking at the raw correlations:

income variables appear to be positively correlated with commute time in PSID
income variables appear to be negatively correlated with commute time in ATUS

when looking at the lasso coefficients:

We get 0 or positive coefficients for income vars in ATUS
We get a mixed bag for LASSO coefs in PSID
- buts it’s a positive coeficient for predicting

Commuting Correlations

¶ American Time Use Survey

¶ Travel Related to Work.

¶ Dwell 30 Travel Time

¶ Dwell 30 Anchor method.

¶ PSID

¶ Working from home in PSID

¶ Sidenote: Commuting time by region

¶ ATUS and PSID Time Use Comparison

¶ LASSO Regressions on ATUS Work From Home Module

¶ As part of your (main) job, can you work at home?

¶ Are there days when you work only at home?

¶ LASSO on time spent commuting.

¶ PSID LASSO Regression

¶ Restricted to only 2019 variables:

¶ LASSO to predict work-from-home proxy

¶ Sidenote about children and commuting

¶ Assorted Thoughts and Notes

¶ How often do people work from home in 2021?

¶ Connection between commuting and income:

American Time Use Survey

Travel Related to Work.

Dwell 30 Travel Time

Dwell 30 Anchor method.

PSID

Working from home in PSID

Sidenote: Commuting time by region

ATUS and PSID Time Use Comparison

LASSO Regressions on ATUS Work From Home Module

As part of your (main) job, can you work at home?

Are there days when you work only at home?

LASSO on time spent commuting.

PSID LASSO Regression

Restricted to only 2019 variables:

LASSO to predict work-from-home proxy

Sidenote about children and commuting

Assorted Thoughts and Notes

How often do people work from home in 2021?

Connection between commuting and income: