diff --git a/compare_nests.png b/compare_nests.png new file mode 100644 index 0000000..207dfc2 Binary files /dev/null and b/compare_nests.png differ diff --git a/data-assembly/survey-quintile-example.Rmd b/data-assembly/survey-quintile-example.Rmd index 4cae232..04be2da 100644 --- a/data-assembly/survey-quintile-example.Rmd +++ b/data-assembly/survey-quintile-example.Rmd @@ -55,18 +55,26 @@ hh_2017 <- here("nhts", # filter rows with missing value for income filter(income_k > 0) |> # create survey object with weights - as_survey_design(weights = WTHHFIN) |> - # Calculate quintile thresholds - mutate(quint_break = survey_quantile(income_k, - quantiles = c(0.2, - 0.4, - 0.6, - 0.8))) |> + as_survey_design(weights = WTHHFIN) +``` + + +```{r} +threshholds <- survey::svyquantile(~income_k, + design = hh_2017, + quantiles = c(0.2, 0.4, 0.6, 0.8)) + +``` + + +```{r} + +hh_2017 <- hh_2017 |> # compare income_k value to thresholds to get income quintile of each HH - mutate(inc_quint = case_when(income_k < quint_break$`_q20`[1] ~ "q1", - income_k < quint_break$`_q40`[1] ~ "q2", - income_k < quint_break$`_q60`[1] ~ "q3", - income_k < quint_break$`_q80`[1] ~ "q4", + mutate(inc_quint = case_when(income_k < threshholds$income_k[1] ~ "q1", + income_k < threshholds$income_k[2] ~ "q2", + income_k < threshholds$income_k[3] ~ "q3", + income_k < threshholds$income_k[4] ~ "q4", TRUE ~ "q5")) ``` diff --git a/data-assembly/upper-income-bin.R b/data-assembly/upper-income-bin.R index e69de29..795fe3c 100644 --- a/data-assembly/upper-income-bin.R +++ b/data-assembly/upper-income-bin.R @@ -0,0 +1,33 @@ +library(tidyverse) +library(here) +library(srvyr) +library(survey) + +ipums_data <- here("data", + "usa_00009.csv.gz") |> + read_csv() |> + filter(GQ != 3 & GQ != 4) + +data_2009 <- ipums_data |> + filter(YEAR == 2009 & HHINCOME > 100000) |> + group_by(SERIAL) |> + summarise(CLUSTER = first(CLUSTER), + STRATA = first(STRATA), + HHWT = first(HHWT), + HHINCOME = first(HHINCOME)) |> + as_survey_design(ids = CLUSTER, + weights = HHWT) + +survey::svyquantile(~HHINCOME, data_2009, 0.5) + +data_2017 <- ipums_data |> + filter(YEAR == 2017 & HHINCOME > 200000) |> + group_by(SERIAL) |> + summarise(CLUSTER = first(CLUSTER), + STRATA = first(STRATA), + HHWT = first(HHWT), + HHINCOME = first(HHINCOME)) |> + as_survey_design(ids = CLUSTER, + weights = HHWT) + +survey::svyquantile(~HHINCOME, data_2017, 0.5) diff --git a/models/IATBR plan/2009-data-assembly-iatbr.Rmd b/models/IATBR plan/2009-data-assembly-iatbr.Rmd new file mode 100644 index 0000000..76cfc21 --- /dev/null +++ b/models/IATBR plan/2009-data-assembly-iatbr.Rmd @@ -0,0 +1,592 @@ +--- +title: "Data Assembly: 2009 NHTS (School Trips)" +author: "Aanchal Chopra" +date: "`r Sys.Date()`" +output: html_document +--- +```{r setup, include=FALSE} +knitr::opts_chunk$set(echo = TRUE) +``` + +# Data Assembly notes + +## Constructing the Sample + +Data for this analysis is drawn from the 2009 National Household Travel Survey (https://nhts.ornl.gov/). + +#### Criteria for inclusion in sample + +**Data** + +* Data not missing for any outcome or predictor variables + +**Trip (to ensure one trip per child, and only school trips):** + +* Trip distance is shorter than 2km/1.25 miles +* Trip ends at school +* Trip is not by transit, motorcycle, or an unspecified mode (these are rare and I assume they are not available to the remaining children) +* Child does not use a school bus for the trip to _or_ from school (assume the remaining students are ineligible for school bus service) +* Survey does not indicate that the child drove to school unaccompanied (assume these are survey coding errors) +* Survey does not indicate the child traveled to school by car with "only siblings" unless the child has a sibling who is a driver. +* Trip does not begin AND end at school +* Trip ends before 10am +* This is the first qualifying trip of the day + +**Traveler** + +* Traveler is between 8 and 13 + +#### Assembling Multi-stage trips + +If the trip ending at school begins with a transfer from another mode, the prior trip is included as part of this trip, and trip characteristics are determined as follows: + +* Matched with the characteristics of the longest-distance segment of the trip: + * Mode + * Presence of others +*Summed across all segments: + * Trip distance +*Taken from the first segment of the trip: + * Population density at trip origin + * All individual- and household-level variables +* Taken from last segment of trip + * Population density at trip destination + +## Defining the variables + +#### Outcome variables + +* **'mode'**: One of: + * 7 = car + * 8 = walk + * 9 = bike + +* **'independence'**: (string) For purposes of this analysis, we describe all female household adults as moms, all male household adults as dads, and all household children as siblings. Also note that NHTS codes all household members as either male or female. We know how many non-household members are on a trip, but we don't know their ages, genders, or drivers status.The full independence variable takes one of the following 6 values to describe who was with the child on their trip to school: + * 10 = alone: There was only one person (the child) on the trip + * 21 = with mom and dad: The child was accompanied by a male household adult _and_ a female household adult + * 22 = with mom: The child was accompanied by a female household adult but no male household adult + * 23 = with dad: The child was accompanied by a male household adult but no female household adult + * 24 = with non-household: The child was accompanied by non-household members and no household members were on the trip + * 30 = with sibling: The child was accompanied by household children, but no household adults or non-household members + +* **'ind_3'**: A simplified independence variable. One of: + * 10 = alone: Same as 1 (alone) in the full independence variable + * 20 = with adults: Combination of these values from the full independence variable + * 21 (with mom and dad) + * 22 (with mom) + * 23 (with dad) + * 24 (with non-household) + * 30 = with kids: same as 30 (with sibling) in the full independence variable + +* **'ind_3_alt'**: Same as 'ind_3a', but trips with non-household members (independence = 30) are classified as trips with kids. Since we don't know if the non-household members are kids or adults, we might want to test it both ways and see if it effects the result + +* **'mode_ind'**: Combination of mode and the full independence variable. Takes the following values: + * 721 = car with mom and dad + * 722 = car with mom + * 723 = car with dad + * 724 = car with non-household + * 730 = car with sibling + * 810 = walk alone + * 821 = walk with mom and dad + * 822 = walk with mom + * 823 = walk with dad + * 824 = walk with non-household + * 830 = walk with sibling + * 910 = bike alone + * 921 = bike with mom and dad + * 922 = bike with mom + * 923 = bike with dad + * 924 = bike with non-household + * 930 = bike with sibling + +* **'mode_ind_3'**: Combination of mode and the simplified independence + variable. Takes the following values + * 720 = car with adult + * 730 = car with kid + * 810 = walk alone + * 820 = walk with adults + * 830 = walk with kids + * 910 = bike alone + * 920 = bike with adults + * 930 = bike with kids + +* **'mode_ind_3_alt'**: Combination of mode and the simplified independence variable that classifies non-household members as kids. Same categories as 'mode_ind_3. + +#### Availability variables + +**'av_car', 'av_walk', and 'av_bike'** indicate the trips for which travel by car, walking, or bike is available. We are assuming that these three modes are available for all children in the sample (even if there is not car in the household, since some children in the sample in zero-vehicle households _do_ travel by car) so this value is set to one for all cases. + +The following variables indicate the availability of independence alternatives: + + * alone_avail: TRUE/1 for all trips + * with_mom_dad_avail: True if there is both a female and a male adult in the household. + * with_mom_avail: True if there is a female adult in the household + * with_dad_avail: True if there is a male adult in the household + * with_non_hh_avail: True for all trips + * with_sib_avail: True if there are any other children in the household + * with_adult_avail: True for all trips + +#### Predictor variables + +**Household-level variables**: + + * income_k: NHTS codes income in one of 11 income categories. We convert this to a continuous variable by assigning households in each category the mid-point value of that category. The highest income category is for incomes greater than $200,000 per year. We assign an income of $250,000 to that category. log_income_k is the natural log of income_k. + * veh_per_driver: We divide the number of household vehicles by the number of household drivers. We assign a value of zero to households with zero drivers + * n_adults: The number of household adults + * has_mom: A binary variable indicating whether there is a female adult in the household + * has_dad: A binary variable indicating whether there is a male adult in the household + * non_work_mom: A binary variable indicating whether there is a female adult in the household who is not a worker + * non_work_dad: A binary variable indicating whether there is a male adult in the household who is not a worker + +**Individual-level variables**: + + * age: The child's age + *female: A binary variable indicating whether the child is female + * has_lil_sib: A binary variable indicating whether there are any younger children in the household (includes children who are the same age as the respondent) + * has_big_sib: A binary variable indicating whether there are any older children in the household + +**Trip-level variables**: + + * distance: Trip distance in kilometers. The NHTS records distance in miles and these are converted to kilometers by multiplying by 1.609 + * log_distance is the natural log of distance + * density: The approximate population density of the census block in which the trip begins or ends (whichever is higher). NHTS reports this value in people per square mile. We convert to people per square kilometer by dividing by 2.59. + * log_density is the natural log of density + +# Data Assembly + +#### 1 Load NHTS trip and person files + +```{r, message = FALSE, warning = FALSE} + +library(tidyverse) +library(knitr) +library(tidyr) +library(dplyr) +library(here) +library(kableExtra) +library(magrittr) +library(downloader) +library(naniar) + +trips09 <- here("nhts", + "data2009", + "DAYV2PUB.csv") |> + read_csv(show_col_types = FALSE) + +people09 <- here("nhts", + "data2009", + "PERV2PUB.csv") |> + read_csv(show_col_types = FALSE) |> + mutate(person_hh = paste(PERSONID, HOUSEID, sep = "-")) + +``` + +#### 2 Assemble ages of household members + +```{r, message = FALSE, warning = FALSE} + +hh_ages09 <- people09 |> + select(HOUSEID, PERSONID, R_AGE) |> + pivot_wider(names_from = PERSONID, + names_prefix = "age_", + values_from = R_AGE) +``` + +#### 3 Assemble relationships of all individuals + +```{r, message = FALSE, warning = FALSE} + +relationships09 <- people09 |> + mutate(adult = R_AGE > 17, + kid_age = ifelse(R_AGE < 18, R_AGE, -2), + R_AGE = ifelse(R_AGE < 0, 999, R_AGE), + non_worker_mom = R_AGE > 17 & WORKER != "01" & R_SEX == "02", + non_worker_dad = R_AGE > 17 & WORKER != "01" & R_SEX != "02") |> + group_by(HOUSEID) |> + mutate(n_adults = sum(adult), + num_records = n(), + non_work_mom = sum(non_worker_mom) > 0, + non_work_dad = sum(non_worker_dad) > 0) |> + mutate(youngest_kid = ifelse(num_records > HHSIZE, 1, min(R_AGE)), + oldest_kid = max(kid_age), + n_children = HHSIZE - n_adults) |> + mutate(has_big_sib = n_children > 1 & R_AGE != oldest_kid) |> + mutate(has_lil_sib = n_children > 1 & (R_AGE != youngest_kid | !has_big_sib)) |> + mutate(person_hh = paste(PERSONID, HOUSEID, sep = "-")) |> + ungroup() |> + select(person_hh, + has_lil_sib, + has_big_sib, + non_work_mom, + non_work_dad) +``` + +#### 4 Assemble trips and school trips + +```{r, message = FALSE, warning = FALSE} + +school_trips09 <- trips09 |> + mutate(include_trip = (WHYTO == "21" & + WHYFROM != "21" & ## Updated coding to match 2009 variable + R_AGE > 7 & + R_AGE < 14 & + as.numeric(ENDTIME) < 1000 & + TRPMILES > 0)) |> ## Removed transfer variable + mutate(mode = case_when(TRPTRANS == "11" ~ 1, # school bus ## Updated coding to match 2009 variables + TRPTRANS == "01" ~ 7, # car + TRPTRANS == "02" ~ 7, + TRPTRANS == "03" ~ 7, + TRPTRANS == "04" ~ 7, + TRPTRANS == "23" ~ 8, # walk + TRPTRANS == "22" ~ 9, # bike + TRPTRANS == "9" ~ 2, # transit + TRPTRANS == "10" ~ 2, + TRPTRANS == "12" ~ 2, + TRPTRANS == "13" ~ 2, + TRPTRANS == "14" ~ 2, + TRPTRANS == "15" ~ 2, + TRPTRANS == "16" ~ 2, + TRPTRANS == "17" ~ 2, + TRPTRANS == "18" ~ 2, + TRPTRANS == "24" ~ 2, + TRPTRANS == "07" ~ 3, # motorcycle + TRPTRANS == "97" ~ 4, # unspecified + TRUE ~ 5))|> ## Removed Transfers + mutate(trip_person_hh = paste(TDTRPNUM, PERSONID, HOUSEID, sep = "-")) |> + mutate(person_hh = paste(PERSONID, HOUSEID, sep = "-")) |> + group_by(person_hh) |> + mutate(can_sch_bus = sum(mode == 1) > 0) |> + ungroup() |> + filter(TRPMILES < 1.25) |> + filter(include_trip > 0) |> + filter(!duplicated(person_hh)) |> + filter(mode > 6, + !can_sch_bus) |> + left_join(hh_ages) |> + left_join(hh_genders) |> + mutate(alone = NUMONTRP == 1, + with_parent = + (ONTD_P1 == 1 & age_01 > 17) | + (ONTD_P2 == 1 & age_02 > 17) | + (ONTD_P3 == 1 & age_03 > 17) | + (ONTD_P4 == 1 & age_04 > 17) | + (ONTD_P5 == 1 & age_05 > 17) | + (ONTD_P6 == 1 & age_06 > 17) | + (ONTD_P7 == 1 & age_07 > 17) | + (ONTD_P8 == 1 & age_08 > 17) | + (ONTD_P9 == 1 & age_09 > 17) | + (ONTD_P10 == 1 & age_10 > 17) | + (ONTD_P11 == 1 & age_11 > 17) | + (ONTD_P12 == 1 & age_12 > 17) | + (ONTD_P13 == 1 & age_13 > 17), + hh_only = NUMONTRP == NONHHCNT+1) |> + left_join(relationships) |> + mutate(independence = case_when(with_mom & with_dad ~ 21, + with_mom ~ 22, + with_dad ~ 23, + alone ~ 10, + NONHHCNT == 0 ~ 30, + TRUE ~ 24)) |> + mutate(ind_3 = ifelse(independence > 20 & independence < 30, + 20, independence)) |> + mutate(ind_3_alt = case_when(independence > 10 & independence < 24 ~ 20, + independence == 24 ~ 30, + TRUE ~ independence)) |> + filter(!(mode == 7 & independence == 10), + !(mode == 7 & independence == 30 & !driver_sib)) |> + mutate(mode_ind = mode * 100 + independence, + mode_ind_3 = mode * 100 + ind_3, + mode_ind_3_alt = mode * 100 + ind_3_alt) |> + mutate(veh_per_driver = ifelse(DRVRCNT > 0, HHVEHCNT/DRVRCNT, 0)) |> + mutate(income_k = case_when(HHFAMINC == "01" ~ 5, + HHFAMINC == "02" ~ 12.5, + HHFAMINC == "03" ~ 20, + HHFAMINC == "04" ~ 30, + HHFAMINC == "05" ~ 42.5, + HHFAMINC == "06" ~ 62.5, + HHFAMINC == "07" ~ 87.5, + HHFAMINC == "08" ~ 112.5, + HHFAMINC == "09" ~ 137.5, + HHFAMINC == "10" ~ 175, + HHFAMINC == "11" ~ 250, + TRUE ~ -9)) |> + mutate(income_k = ifelse(income_k == 250, income_k, income_k * 1.14)) |> ## adjust for 2017 income, except if 250 + filter(income_k > 0) |> + mutate(max_od_dens = HBPPOPDN) |> ## adjust density variable + filter(max_od_dens > 0) |> + rename(age = R_AGE) |> + mutate(female = as.numeric(R_SEX == "02"), + has_mom = as.numeric(has_mom), + has_dad = as.numeric(has_dad), + non_work_mom = as.numeric(non_work_mom), + non_work_dad = as.numeric(non_work_dad), + has_lil_sib = as.numeric(has_lil_sib), + has_big_sib = as.numeric(has_big_sib), + distance = TRPMILES * 1.609, + density = max_od_dens / 2.59) |> + mutate(with_mom_avail = ifelse(has_mom == 1, 1, 0), + with_dad_avail = ifelse(has_dad ==1, 1, 0), + with_mom_dad_avail = ifelse(has_mom + has_dad == 2, 1, 0), + with_sib_avail = ifelse(has_lil_sib + has_big_sib > 0, 1, 0)) |> + mutate(log_income_k = log(income_k), + log_distance = log(distance), + log_density = log(density), + av_car = 1, + av_walk = 1, + av_bike = 1, + alone_avail = 1, + with_non_hh_avail = 1, + with_adult_avail = 1) |> + select(mode, + independence, + ind_3, + ind_3_alt, + mode_ind, + mode_ind_3, + mode_ind_3_alt, + income_k, + log_income_k, + veh_per_driver, + n_adults, + non_work_mom, + non_work_dad, + age, + female, + has_lil_sib, + has_big_sib, + distance, + log_distance, + density, + log_density, + av_car, + av_walk, + av_bike, + alone_avail, + with_mom_dad_avail, + with_mom_avail, + with_dad_avail, + with_non_hh_avail, + with_sib_avail, + with_adult_avail) +``` + +#### 5 Add column for year + +```{r, message = FALSE, warning = FALSE} + +school_trips <- school_trips |> + mutate(year = 2009) + +``` + +# Summary Statistics + +#### Sample Size + +```{r, message = FALSE, warning = FALSE, results='asis', echo=FALSE} + +tibble(Unit = c("Households", + "Children", + "Trips"), + Sample = c(nrow(school_trips), + nrow(school_trips), + nrow(school_trips))) |> + kable(caption = "Sample size")|> + kable_styling(full_width = FALSE, position = "left") + +``` + +#### Outcome 1: Full Independence Variable + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} + + mode_ind_table_count <- school_trips |> + group_by(independence, mode) |> + summarise(n = n()) |> + ungroup() |> + pivot_wider(names_from = mode, values_from = n) |> + replace_na(list(`7` = 0)) |> + cbind(`-` = c("Alone", + "With mom and dad", + "With mom", + "With dad", + "With non-household", + "With siblings")) |> + rename(Car = `7`, + Walk = `8`, + Bike = `9`) |> + select(`-`, + Car, + Bike, + Walk) |> + mutate(Total = Car + Bike + Walk) |> + rbind(tibble(`-` = "Total", + Car = sum(school_trips$mode == 7), + Walk = sum(school_trips$mode == 8), + Bike = sum(school_trips$mode ==9), + Total = nrow(school_trips))) + +mode_ind_table_pct <- mode_ind_table_count |> + mutate(across(-`-`, ~ paste0(round(.x * 100/ nrow(school_trips),1), "%"))) + +kable(mode_ind_table_count, + caption = "Number of trips in sample by mode and (full) independence") |> +kable_styling(full_width = FALSE, position = "left") + +kable(mode_ind_table_pct, + caption = "Share of trips in sample by mode and (full) independence") |> +kable_styling(full_width = FALSE, position = "left") + +``` + +#### Outcome 2: Simplified Independence Variable + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} + +mode_ind3_table_count <- school_trips |> + group_by(ind_3, mode) |> + summarise(n = n()) |> + ungroup() |> + pivot_wider(names_from = mode, values_from = n) |> + replace_na(list(`7` = 0)) |> + cbind(`-` = c("Alone", + "With adults", + "With kids")) |> + rename(Car = `7`, + Walk = `8`, + Bike = `9`) |> + select(`-`, + Car, + Bike, + Walk) |> + mutate(Total = Car + Bike + Walk) |> + rbind(tibble(`-` = "Total", + Car = sum(school_trips$mode == 7), + Walk = sum(school_trips$mode == 8), + Bike = sum(school_trips$mode ==9), + Total = nrow(school_trips))) + +mode_ind3_table_pct <- mode_ind3_table_count |> + mutate(across(-`-`, ~ paste0(round(.x * 100/ nrow(school_trips),1), "%"))) + +kable(mode_ind3_table_count, + caption = "Number of trips in sample by mode and (simplified) independence")|> +kable_styling(full_width = FALSE, position = "left") + +kable(mode_ind3_table_pct, + caption = "Share of trips in sample by mode and (simplified) independence")|> +kable_styling(full_width = FALSE, position = "left") + +``` + +#### Outcome 3: Alternative Simplified Independence Variable + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} + +mode_ind3alt_table_count <- school_trips |> + group_by(ind_3_alt, mode) |> + summarise(n = n()) |> + ungroup() |> + pivot_wider(names_from = mode, values_from = n) |> + replace_na(list(`7` = 0)) |> + cbind(`-` = c("Alone", + "With adults", + "With kids")) |> + rename(Car = `7`, + Walk = `8`, + Bike = `9`) |> + select(`-`, + Car, + Bike, + Walk) |> + mutate(Total = Car + Bike + Walk) |> + rbind(tibble(`-` = "Total", + Car = sum(school_trips$mode == 7), + Walk = sum(school_trips$mode == 8), + Bike = sum(school_trips$mode ==9), + Total = nrow(school_trips))) + +mode_ind3alt_table_pct <- mode_ind3alt_table_count |> + mutate(across(-`-`, ~ paste0(round(.x * 100/ nrow(school_trips),1), "%"))) + +kable(mode_ind3alt_table_count, + caption = "Number of trips in sample by mode and (alternative simplified) independence")|> +kable_styling(full_width = FALSE, position = "left") + +kable(mode_ind3alt_table_pct, + caption = "Share of trips in sample by mode and (alternative simplified) independence")|> +kable_styling(full_width = FALSE, position = "left") + +``` + +#### Choice Availability + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} + +tibble(`Full independence variable` = c("Alone", + "With mom and dad", + "With mom", + "With dad", + "With non-household", + "With siblings"), + `Percent selected` = c(mean(school_trips$independence == 10), + mean(school_trips$independence == 21), + mean(school_trips$independence == 22), + mean(school_trips$independence == 23), + mean(school_trips$independence == 24), + mean(school_trips$independence == 30)), + `Percent available` = c(1, + mean(school_trips$with_mom_dad_avail), + mean(school_trips$with_mom_avail), + mean(school_trips$with_dad_avail), + 1, + mean(school_trips$with_sib_avail))) |> + mutate(`Percent selected` = paste0(round(`Percent selected`*100), "%"), + `Percent available` = paste0(round(`Percent available`*100), "%")) |> + kable(caption = "Prevalence and availability of full independence choices")|> + kable_styling(full_width = FALSE, position = "left") + +``` + +#### Predictors + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} + +school_trips |> + select(-mode, + -independence, + -ind_3, + -ind_3_alt, + -mode_ind, + -mode_ind_3, + -mode_ind_3_alt, + -av_bike, + -av_car, + -av_walk, + -with_adult_avail, + -with_dad_avail, + -with_mom_avail, + -with_mom_dad_avail, + -with_non_hh_avail, + -with_sib_avail) |> + pivot_longer(cols = everything(), + names_to = "Predictor", + values_to = "Value") |> + group_by(Predictor) |> + summarise(Mean = mean(Value), + `Standard Deviation` = ifelse(length(unique(Value)) == 2, + 999, + sd(Value))) |> + replace_with_na(list(`Standard Deviation` = 999)) |> + kable(digits = 3, + caption = "Descriptive statistics of predictor variables")|> + kable_styling(full_width = FALSE, position = "left") +``` + +# Export Data + +```{r,message = FALSE, warning = FALSE, results='asis', echo=FALSE} +school_trips |> + write_rds(file = here("data", + "only-school", + "usa-2009-schooltrips.rds")) +``` diff --git a/models/IATBR plan/2017-data-assembly-iatbr.Rmd b/models/IATBR plan/2017-data-assembly-iatbr.Rmd index 224254d..1e511b2 100644 --- a/models/IATBR plan/2017-data-assembly-iatbr.Rmd +++ b/models/IATBR plan/2017-data-assembly-iatbr.Rmd @@ -108,8 +108,8 @@ library(downloader) library(naniar) trips <- here("nhts", - "data2017", - "trippub.csv") |> + "data2017", + "trippub.csv") |> read_csv(show_col_types = FALSE) people <- here("nhts", @@ -193,8 +193,8 @@ relationships <- people |> school_trips <- trips |> mutate(include_trip = (WHYTO == "08" & WHYFROM != "08" & - R_AGE > 7 & - R_AGE < 14 & + R_AGE > 6 & + R_AGE < 15 & as.numeric(ENDTIME) < 1000 & TRPMILES > 0)) |> mutate(WHYTO = ifelse(WHYTO == "07", "transfer", WHYTO), diff --git a/models/IATBR plan/3 alternatives/cross-nest/__cross_nest3.iter b/models/IATBR plan/3 alternatives/cross-nest/__cross_nest3.iter new file mode 100644 index 0000000..8094972 --- /dev/null +++ b/models/IATBR plan/3 alternatives/cross-nest/__cross_nest3.iter @@ -0,0 +1,27 @@ +alpha_active = 0.5505252704521922 +asc_kid_act = -4.913621245370995 +asc_par_act = -3.8500587228502696 +b_age_kid_act = 0.21101494851030556 +b_age_par_act = -0.0495550441750832 +b_female_kid_act = -0.28939440264820193 +b_female_par_act = -0.14323328384076842 +b_has_big_sib_kid_act = 0.32185161523557587 +b_has_big_sib_par_act = 0.07994654645797457 +b_has_lil_sib_kid_act = 0.19316985878538392 +b_has_lil_sib_par_act = 0.1972174103648105 +b_log_density_kid_act = 0.18427098222111218 +b_log_density_par_act = 0.2506965080602738 +b_log_distance_kid_act = -1.5221416401261179 +b_log_distance_par_act = -1.2749537813513911 +b_log_income_k_kid_act = -0.03719997544842733 +b_log_income_k_par_act = 0.009610233927975918 +b_non_work_dad_kid_ace = -0.05812098745989863 +b_non_work_dad_par_act = 0.05682032580441747 +b_non_work_mom_kid_act = -0.09024796359346425 +b_non_work_mom_par_act = 0.16079461463790345 +b_veh_per_driver_kid_act = -0.24614754379287 +b_veh_per_driver_par_act = -0.534308333860054 +b_y2017_kid_act = -0.08197806301882968 +b_y2017_par_act = 1.2572966494699713 +mu_active = 3.4092924727368463 +mu_parent = 1.7762410824903319 diff --git a/models/IATBR plan/3 alternatives/cross-nest/biogeme.toml b/models/IATBR plan/3 alternatives/cross-nest/biogeme.toml new file mode 100644 index 0000000..e3d56c7 --- /dev/null +++ b/models/IATBR plan/3 alternatives/cross-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on April 01, 2024. 10:30:10 + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 1500 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + diff --git a/models/IATBR plan/3 alternatives/cross-nest/cross-nest3.py b/models/IATBR plan/3 alternatives/cross-nest/cross-nest3.py new file mode 100644 index 0000000..d010e83 --- /dev/null +++ b/models/IATBR plan/3 alternatives/cross-nest/cross-nest3.py @@ -0,0 +1,190 @@ +# Cross-nested model + + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForCrossNestedLogit, NestsForCrossNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('y2017') +veh_per_driver = Variable('veh_per_driver') +non_work_mom = Variable('non_work_mom') +non_work_dad = Variable('non_work_dad') +age = Variable('age') +female = Variable('female') +has_lil_sib = Variable('has_lil_sib') +has_big_sib = Variable('has_big_sib') +log_income_k = Variable('log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car is reference case) +asc_car = Beta('asc_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_car = Beta('b_log_income_k_car', 0, None, None, 1) +b_veh_per_driver_car = Beta('b_veh_per_driver_car', 0, None, None, 1) +b_non_work_mom_car = Beta('b_non_work_mom_car', 0, None, None, 1) +b_non_work_dad_car = Beta('b_non_work_dad_car', 0, None, None, 1) + +b_age_car = Beta('b_age_car', 0, None, None, 1) +b_female_car = Beta('b_female_car', 0, None, None, 1) +b_has_lil_sib_car = Beta('b_has_lil_sib_car', 0, None, None, 1) +b_has_big_sib_car = Beta('b_has_big_sib_car', 0, None, None, 1) + +b_log_distance_car = Beta('b_log_distance_car', 0, None, None, 1) +b_log_density_car = Beta('b_log_density_car', 0, None, None, 1) + +b_y2017_car = Beta('b_y2017_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_car = ( + asc_car + + b_log_income_k_car * log_income_k + + b_veh_per_driver_car * veh_per_driver + + b_non_work_mom_car * non_work_mom + + b_non_work_dad_car * non_work_dad + + b_age_car * age + + b_female_car * female + + b_has_lil_sib_car * has_lil_sib + + b_has_big_sib_car * has_big_sib + + b_log_distance_car * log_distance + + b_log_density_car * log_density + + b_y2017_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {7: V_car, + 18: V_par_act, + 28: V_kid_act} + +# associate availability conditions with alternatives: +# Note: the names don't really make sense with what we're doing, +# but they're all 1s - all alternatives are available to everyone + +av = {7: av_par_car, + 18: av_par_act, + 28: av_kid_act} + +# nest membership parameters +# for now, set at 0.5. Do not estimate. +alpha_active = Beta('alpha_active', 0.25, 0, 1, 0) +alpha_parent = 1 - alpha_active + +# Define nests based on mode +mu_parent = Beta('mu_parent', 1, 1.0, None, 0) +mu_active = Beta('mu_active', 1, 1.0, None, 0) + +# Definition of nests +par_nest = OneNestForCrossNestedLogit( + nest_param=mu_parent, + dict_of_alpha={7: 1.0, + 18: alpha_parent}, + name='parent' +) + +active_nest = OneNestForCrossNestedLogit( + nest_param=mu_active, + dict_of_alpha={18: alpha_active, + 28: 1}, + name='active' +) + +nests = NestsForCrossNestedLogit( + choice_set=[7, 18, 28], + tuple_of_nests=(par_nest, + active_nest) +) + +# Define model +cross_nest = models.logcnl(V, av, nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, cross_nest) +the_biogeme.modelName = 'cross_nest3' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.html b/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.html new file mode 100644 index 0000000..5a7cbb9 --- /dev/null +++ b/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.html @@ -0,0 +1,447 @@ + + + + +cross_nest3 - Report from biogeme 3.2.13 [2024-04-04] + + + + + + +

biogeme 3.2.13 [2024-04-04]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-04 17:08:17.659179

+ + + +
Report file: cross_nest3.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 27
Sample size: 4910
Excluded observations: 0
Init log likelihood: -5394.186
Final log likelihood: -3164.322
Likelihood ratio test for the init. model: 4459.729
Rho-square for the init. model: 0.413
Rho-square-bar for the init. model: 0.408
Akaike Information Criterion: 6382.644
Bayesian Information Criterion: 6558.118
Final gradient norm: 1.6946E-02
Nbr of threads: 12
Relative gradient: 2.3067928907491815e-06
Cause of termination: Relative gradient = 2.3e-06 <= 6.1e-06
Number of function evaluations: 21
Number of gradient evaluations: 15
Number of hessian evaluations: 14
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 20
Proportion of Hessian calculation: 14/14 = 100.0%
Optimization time: 0:00:27.097966
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
alpha_active0.5510.1922.870.00411
asc_kid_act-4.910.373-13.20
asc_par_act-3.850.683-5.641.69e-08
b_age_kid_act0.2110.0192110
b_age_par_act-0.04960.034-1.460.145
b_female_kid_act-0.2890.0655-4.421e-05
b_female_par_act-0.1430.0808-1.770.0764
b_has_big_sib_kid_act0.3220.06944.643.49e-06
b_has_big_sib_par_act0.07990.07691.040.298
b_has_lil_sib_kid_act0.1930.07152.70.00688
b_has_lil_sib_par_act0.1970.08142.420.0154
b_log_density_kid_act0.1840.02736.741.59e-11
b_log_density_par_act0.2510.04225.942.87e-09
b_log_distance_kid_act-1.520.0844-180
b_log_distance_par_act-1.270.222-5.758.99e-09
b_log_income_k_kid_act-0.03720.0399-0.9330.351
b_log_income_k_par_act0.009610.04690.2050.838
b_non_work_dad_kid_ace-0.05810.104-0.5610.575
b_non_work_dad_par_act0.05680.1210.4710.638
b_non_work_mom_kid_act-0.09020.0707-1.280.202
b_non_work_mom_par_act0.1610.07782.070.0387
b_veh_per_driver_kid_act-0.2460.0877-2.810.00501
b_veh_per_driver_par_act-0.5340.122-4.371.24e-05
b_y2017_kid_act-0.0820.121-0.6760.499
b_y2017_par_act1.260.1438.770
mu_active3.410.665.172.39e-07
mu_parent1.780.3774.712.46e-06
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_actalpha_active0.003120.0647-14.400.0007870.011-13.10
asc_par_actalpha_active-0.0425-0.596-6.992.72e-12-0.0975-0.745-5.271.38e-07
asc_par_actasc_kid_act0.08790.4432.120.03410.1030.4061.690.0919
b_age_kid_actalpha_active-0.000988-0.408-2.420.0154-0.00167-0.454-1.690.0916
b_age_kid_actasc_kid_act-0.00367-0.54513.60-0.00362-0.50813.40
b_age_kid_actasc_par_act-6.97e-05-0.006997.497.08e-140.001710.1315.972.38e-09
b_age_par_actalpha_active0.00260.605-5.221.74e-070.004390.673-3.510.000443
b_age_par_actasc_kid_act-6.52e-07-5.45e-0513.20-0.000236-0.0186130
b_age_par_actasc_par_act-0.00837-0.4736.819.87e-12-0.013-0.5615.416.22e-08
b_age_par_actb_age_kid_act-0.000106-0.176-6.489.31e-11-0.000161-0.248-6.061.33e-09
b_female_kid_actalpha_active0.000190.022-5.768.3e-090.000440.035-4.192.81e-05
b_female_kid_actasc_kid_act-0.00083-0.034612.40-0.000833-0.034112.20
b_female_kid_actasc_par_act-0.000643-0.01816.517.64e-11-0.000943-0.02115.182.19e-07
b_female_kid_actb_age_kid_act-3.99e-05-0.0331-7.293.19e-13-6.9e-05-0.0549-7.225.06e-13
b_female_kid_actb_age_par_act0.0001480.0693-3.370.0007550.0001540.0691-3.340.000824
b_female_par_actalpha_active-0.00341-0.342-4.016.01e-05-0.00731-0.471-2.880.00395
b_female_par_actasc_kid_act-0.00184-0.066312.60-0.000787-0.026112.40
b_female_par_actasc_par_act0.006690.1636.934.23e-120.01750.3185.612.08e-08
b_female_par_actb_age_kid_act0.0002180.156-4.712.43e-060.0003220.208-4.487.5e-06
b_female_par_actb_age_par_act-0.000553-0.223-1.050.292-0.000836-0.304-0.9680.333
b_female_par_actb_female_kid_act0.002710.5462.150.03150.002660.5021.970.0489
b_has_big_sib_kid_actalpha_active-0.00114-0.126-1.460.143-0.00244-0.183-1.060.289
b_has_big_sib_kid_actasc_kid_act-0.00586-0.23213.50-0.00529-0.20513.30
b_has_big_sib_kid_actasc_par_act-0.00101-0.02697.612.75e-140.003060.06476.129.31e-10
b_has_big_sib_kid_actb_age_kid_act0.0002680.2111.640.1010.0002680.2021.630.104
b_has_big_sib_kid_actb_age_par_act-0.000191-0.08454.712.44e-06-0.00026-0.114.614.01e-06
b_has_big_sib_kid_actb_female_kid_act-0.000204-0.0456.283.34e-10-0.000177-0.03886.283.29e-10
b_has_big_sib_kid_actb_female_par_act0.0001280.02454.594.35e-060.0003490.06234.516.56e-06
b_has_big_sib_par_actalpha_active0.002280.226-3.450.0005690.003750.254-2.510.0122
b_has_big_sib_par_actasc_kid_act-0.00215-0.076613.20-0.00221-0.077312.90
b_has_big_sib_par_actasc_par_act-0.0112-0.2696.934.34e-12-0.0141-0.2695.562.73e-08
b_has_big_sib_par_actb_age_kid_act-8.5e-05-0.0602-1.640.101-0.000115-0.0783-1.620.104
b_has_big_sib_par_actb_age_par_act0.0006490.2591.720.0850.0006890.2641.720.086
b_has_big_sib_par_actb_female_kid_act-3.02e-05-0.0063.650.000263-2.77e-05-0.00553.650.000266
b_has_big_sib_par_actb_female_par_act-0.000614-0.1061.970.049-0.00107-0.1721.850.0645
b_has_big_sib_par_actb_has_big_sib_kid_act0.002810.531-3.410.0006430.002750.516-3.350.000813
b_has_lil_sib_kid_actalpha_active0.001470.16-2.580.009940.003990.291-1.940.0523
b_has_lil_sib_kid_actasc_kid_act-0.00442-0.17413.30-0.00442-0.16613.10
b_has_lil_sib_kid_actasc_par_act-0.00708-0.1887.234.85e-13-0.0139-0.2855.721.03e-08
b_has_lil_sib_kid_actb_age_kid_act-2.77e-05-0.0217-0.2470.805-0.000141-0.103-0.2350.814
b_has_lil_sib_kid_actb_age_par_act0.0001230.05443.230.001230.0004040.1663.290.00102
b_has_lil_sib_kid_actb_female_kid_act-5.81e-05-0.01285.025.13e-07-7.24e-05-0.01554.947.87e-07
b_has_lil_sib_kid_actb_female_par_act-0.000351-0.06663.170.00153-0.000972-0.1682.890.0039
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.001150.24-1.510.1320.0009930.2-1.440.149
b_has_lil_sib_kid_actb_has_big_sib_par_act0.0009390.1761.210.2280.001240.2261.230.22
b_has_lil_sib_par_actalpha_active0.002510.246-2.610.009050.006150.394-20.0452
b_has_lil_sib_par_actasc_kid_act-0.00284-0.113.40-0.00259-0.085313.20
b_has_lil_sib_par_actasc_par_act-0.0123-0.2937.111.2e-12-0.0225-0.4055.631.84e-08
b_has_lil_sib_par_actb_age_kid_act-8.62e-05-0.0604-0.1710.864-0.000277-0.177-0.1590.874
b_has_lil_sib_par_actb_age_par_act0.0002640.1043.050.002310.0007810.2823.130.00176
b_has_lil_sib_par_actb_female_kid_act-0.000105-0.02064.742.1e-06-0.000157-0.02954.594.43e-06
b_has_lil_sib_par_actb_female_par_act-0.000541-0.09230.00266-0.00134-0.2032.70.00683
b_has_lil_sib_par_actb_has_big_sib_kid_act0.0006840.128-1.280.1990.000480.085-1.220.223
b_has_lil_sib_par_actb_has_big_sib_par_act0.00170.2861.270.2030.001960.3131.260.207
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.00330.6130.06220.950.00370.6350.06140.951
b_log_density_kid_actalpha_active0.0005110.147-2.810.004980.0007330.14-1.930.0538
b_log_density_kid_actasc_kid_act-0.00589-0.60813.30-0.00624-0.61313.10
b_log_density_kid_actasc_par_act-0.00551-0.3847.32.9e-13-0.00676-0.3625.825.81e-09
b_log_density_kid_actb_age_kid_act-1.96e-05-0.0402-0.8140.416-3.87e-05-0.0738-0.7750.439
b_log_density_kid_actb_age_par_act0.0001070.1235.933.05e-090.0001350.1455.787.34e-09
b_log_density_kid_actb_female_kid_act-4.92e-05-0.02836.633.26e-11-3.28e-05-0.01836.633.4e-11
b_log_density_kid_actb_female_par_act-0.000132-0.065746.37e-05-0.000173-0.07843.750.000177
b_log_density_kid_actb_has_big_sib_kid_act-1.03e-05-0.00565-1.860.0632-2.56e-05-0.0135-1.840.0663
b_log_density_kid_actb_has_big_sib_par_act7.47e-050.03681.30.1936.28e-050.02991.290.197
b_log_density_kid_actb_has_lil_sib_kid_act5.99e-050.0326-0.1210.9040.0001110.0566-0.1190.906
b_log_density_kid_actb_has_lil_sib_par_act7.53e-050.0366-0.160.8730.0001630.0732-0.1540.877
b_log_density_par_actalpha_active0.001360.295-2.380.01720.003690.456-1.70.0896
b_log_density_par_actasc_kid_act-0.0048-0.37313.60-0.00612-0.38913.20
b_log_density_par_actasc_par_act-0.0134-0.7037.234.88e-13-0.0219-0.7595.739.79e-09
b_log_density_par_actb_age_kid_act1.41e-060.0021710.317-4.48e-05-0.05540.8390.402
b_log_density_par_actb_age_par_act3.32e-050.02896.352.16e-100.0002320.1626.041.58e-09
b_log_density_par_actb_female_kid_act-6.33e-05-0.02757.187.02e-13-3.33e-05-0.01216.895.53e-12
b_log_density_par_actb_female_par_act-0.000298-0.1124.536.01e-06-0.000833-0.2443.948.04e-05
b_log_density_par_actb_has_big_sib_kid_act-4.16e-05-0.0171-0.9130.361-0.00023-0.0784-0.8470.397
b_log_density_par_actb_has_big_sib_par_act0.0001570.05832.070.03840.0003680.1132.050.0406
b_log_density_par_actb_has_lil_sib_kid_act0.0001640.06710.760.4470.000460.1530.7440.457
b_log_density_par_actb_has_lil_sib_par_act0.0003090.1130.6570.5110.0005710.1660.6270.531
b_log_density_par_actb_log_density_kid_act0.0004840.522.130.03290.0005530.4791.760.0783
b_log_distance_kid_actalpha_active-0.00431-0.463-11.80-0.0107-0.659-8.114.44e-16
b_log_distance_kid_actasc_kid_act0.00660.2559.5700.006270.1999.290
b_log_distance_kid_actasc_par_act0.01810.4714.545.56e-060.03580.6213.670.000239
b_log_distance_kid_actb_age_kid_act-0.000114-0.0872-23.200.0001350.0835-20.40
b_log_distance_kid_actb_age_par_act-0.00027-0.117-18.10-0.000962-0.335-14.60
b_log_distance_kid_actb_female_kid_act0.0003490.0753-13.300.000310.056-11.90
b_log_distance_kid_actb_female_par_act0.0008940.167-14.600.002360.345-14.60
b_log_distance_kid_actb_has_big_sib_kid_act-1.01e-06-0.000207-18.600.000440.0751-17.50
b_log_distance_kid_actb_has_big_sib_par_act-0.000402-0.0741-14.80-0.000962-0.148-13.10
b_log_distance_kid_actb_has_lil_sib_kid_act-0.000639-0.13-16.30-0.00158-0.262-13.80
b_log_distance_kid_actb_has_lil_sib_par_act-0.000967-0.176-15.10-0.00214-0.311-12.80
b_log_distance_kid_actb_log_density_kid_act-0.000166-0.0885-21.90-0.000171-0.074-18.80
b_log_distance_kid_actb_log_density_par_act-0.000658-0.264-20.40-0.00146-0.41-16.30
b_log_distance_par_actalpha_active-0.0177-0.87-6.64.19e-11-0.0398-0.936-4.497.27e-06
b_log_distance_par_actasc_kid_act0.003740.06629.3900.00620.07518.680
b_log_distance_par_actasc_par_act0.05530.665.661.53e-080.1190.7844.891.03e-06
b_log_distance_par_actb_age_kid_act0.0006750.237-9.8300.001460.343-6.885.94e-12
b_log_distance_par_actb_age_par_act-0.00212-0.421-7.177.31e-13-0.00423-0.561-5.054.35e-07
b_log_distance_par_actb_female_kid_act0.0002110.0208-5.923.28e-090.0001040.00713-4.271.95e-05
b_log_distance_par_actb_female_par_act0.003620.309-7.573.84e-140.008160.455-5.71.19e-08
b_log_distance_par_actb_has_big_sib_kid_act0.0008520.0799-9.7300.002370.154-7.196.27e-13
b_log_distance_par_actb_has_big_sib_par_act-0.00219-0.185-7.332.24e-13-0.00377-0.221-5.416.17e-08
b_log_distance_par_actb_has_lil_sib_kid_act-0.00188-0.175-8.154.44e-16-0.00481-0.303-5.816.36e-09
b_log_distance_par_actb_has_lil_sib_par_act-0.00308-0.257-7.758.88e-15-0.00721-0.399-5.562.77e-08
b_log_distance_par_actb_log_density_kid_act-0.000593-0.145-9.090-0.000862-0.142-6.421.36e-10
b_log_distance_par_actb_log_density_par_act-0.00174-0.321-9.020-0.00448-0.479-6.234.6e-10
b_log_distance_par_actb_log_distance_kid_act0.00780.7132.150.03190.01510.8061.530.126
b_log_income_k_kid_actalpha_active0.0005980.118-4.439.44e-060.001980.259-3.170.00154
b_log_income_k_kid_actasc_kid_act-0.00658-0.46912.70-0.00708-0.47712.40
b_log_income_k_kid_actasc_par_act-0.00611-0.2946.886.16e-12-0.0104-0.3835.464.86e-08
b_log_income_k_kid_actb_age_kid_act4.89e-060.00692-5.855e-09-2.58e-05-0.0338-5.543.07e-08
b_log_income_k_kid_actb_age_par_act0.0001140.09110.2570.7970.0001950.1440.2540.799
b_log_income_k_kid_actb_female_kid_act-9.5e-06-0.003783.310.0009195.88e-050.02253.320.000897
b_log_income_k_kid_actb_female_par_act-0.000117-0.04011.230.219-0.000412-0.1281.120.262
b_log_income_k_kid_actb_has_big_sib_kid_act-4.66e-06-0.00176-4.545.52e-06-7.47e-05-0.027-4.449.18e-06
b_log_income_k_kid_actb_has_big_sib_par_act0.0001320.045-1.390.1640.0001920.0625-1.390.165
b_log_income_k_kid_actb_has_lil_sib_kid_act0.0001680.063-2.980.002840.0003040.106-2.950.00316
b_log_income_k_kid_actb_has_lil_sib_par_act0.0001540.0517-2.770.005670.0003380.104-2.70.00696
b_log_income_k_kid_actb_log_density_kid_act5.47e-050.0538-4.871.09e-069.46e-050.0867-4.781.77e-06
b_log_income_k_kid_actb_log_density_par_act0.0001140.0845-5.787.44e-090.0003420.203-5.552.8e-08
b_log_income_k_kid_actb_log_distance_kid_act-0.000264-0.09717.70-0.000658-0.19614.80
b_log_income_k_kid_actb_log_distance_par_act-0.000663-0.1127.583.46e-14-0.00219-0.2485.271.36e-07
b_log_income_k_par_actalpha_active-0.00168-0.299-3.60.000313-0.00417-0.463-2.490.0129
b_log_income_k_par_actasc_kid_act-0.00532-0.3412.90-0.00551-0.31512.60
b_log_income_k_par_actasc_par_act-0.00375-0.1627.012.38e-120.003050.09515.681.36e-08
b_log_income_k_par_actb_age_kid_act0.000140.178-4.643.49e-060.0002510.279-4.439.5e-06
b_log_income_k_par_actb_age_par_act-0.000277-0.1981.010.313-0.000659-0.4130.8650.387
b_log_income_k_par_actb_female_kid_act-5.43e-05-0.01943.790.000152-0.00013-0.04243.640.000275
b_log_income_k_par_actb_female_par_act0.0002860.08821.830.06770.0007620.2011.80.0719
b_log_income_k_par_actb_has_big_sib_kid_act0.000170.0578-3.957.79e-050.0003140.0964-3.919.35e-05
b_log_income_k_par_actb_has_big_sib_par_act-0.000101-0.0309-0.7910.429-0.000517-0.143-0.7350.462
b_log_income_k_par_actb_has_lil_sib_kid_act-2.75e-05-0.00928-2.240.0249-0.00035-0.104-2.050.0403
b_log_income_k_par_actb_has_lil_sib_par_act-0.000119-0.036-2.090.0369-0.000483-0.127-1.90.0581
b_log_income_k_par_actb_log_density_kid_act-1.7e-06-0.0015-3.470.000515-1.6e-05-0.0125-3.20.00138
b_log_income_k_par_actb_log_density_par_act-3.81e-05-0.0253-4.31.67e-05-0.000318-0.161-3.550.00039
b_log_income_k_par_actb_log_distance_kid_act0.0001820.06011900.0009680.24417.80
b_log_income_k_par_actb_log_distance_par_act0.00140.2118.4900.004080.3926.186.49e-10
b_log_income_k_par_actb_log_income_k_kid_act0.0009180.561.220.2210.0007910.4230.9950.32
b_non_work_dad_kid_acealpha_active0.0001130.00824-3.640.0002750.0003770.019-2.810.00489
b_non_work_dad_kid_aceasc_kid_act-0.00295-0.077112.50-0.0043-0.11112.20
b_non_work_dad_kid_aceasc_par_act-0.00299-0.05296.81.02e-11-0.00497-0.07035.445.44e-08
b_non_work_dad_kid_aceb_age_kid_act-0.000131-0.0683-2.510.012-0.000114-0.0572-2.530.0114
b_non_work_dad_kid_aceb_age_par_act3.7e-050.0109-0.07860.937-5.01e-06-0.00142-0.07850.937
b_non_work_dad_kid_aceb_female_kid_act0.0001430.02091.890.05819.86e-050.01451.90.0575
b_non_work_dad_kid_aceb_female_par_act-2.42e-05-0.003070.6590.51-9.19e-05-0.0110.6440.519
b_non_work_dad_kid_aceb_has_big_sib_kid_act1.7e-050.00236-3.040.002368.85e-050.0123-3.070.00217
b_non_work_dad_kid_aceb_has_big_sib_par_act0.0001480.0185-1.080.2820.0001910.0239-1.080.279
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.0004290.0592-2.060.03920.0006070.0819-2.080.0377
b_non_work_dad_kid_aceb_has_lil_sib_par_act0.0003580.0442-2.010.04480.0003980.0471-1.980.0473
b_non_work_dad_kid_aceb_log_density_kid_act8.6e-070.000311-2.250.02438.08e-050.0285-2.280.0227
b_non_work_dad_kid_aceb_log_density_par_act3.2e-050.00873-2.810.004920.0001780.0408-2.80.00509
b_non_work_dad_kid_aceb_log_distance_kid_act4.9e-050.0066411.60-0.000109-0.012510.90
b_non_work_dad_kid_aceb_log_distance_par_act-6.04e-05-0.003756.527.24e-11-0.000434-0.01894.947.99e-07
b_non_work_dad_kid_aceb_log_income_k_kid_act0.0005970.149-0.1980.8430.0006660.161-0.20.842
b_non_work_dad_kid_aceb_log_income_k_par_act0.0003660.082-0.6190.5360.0004210.0865-0.6160.538
b_non_work_dad_par_actalpha_active-0.00374-0.245-2.520.0116-0.00901-0.389-1.870.0609
b_non_work_dad_par_actasc_kid_act-0.00397-0.093512.60-0.00495-0.1112.30
b_non_work_dad_par_actasc_par_act0.004890.07787.167.89e-130.01960.2375.884.08e-09
b_non_work_dad_par_actb_age_kid_act0.0001960.0919-1.330.1830.0004950.214-1.310.192
b_non_work_dad_par_actb_age_par_act-0.000802-0.2120.8370.402-0.00157-0.3830.7740.439
b_non_work_dad_par_actb_female_kid_act-6.55e-05-0.008612.590.00966-0.000213-0.02692.490.0127
b_non_work_dad_par_actb_female_par_act0.0009730.1111.520.1280.002130.2181.540.123
b_non_work_dad_par_actb_has_big_sib_kid_act0.0003870.0483-2.010.04490.0008210.098-1.990.0466
b_non_work_dad_par_actb_has_big_sib_par_act-0.000573-0.0644-0.1620.872-0.00105-0.113-0.1540.878
b_non_work_dad_par_actb_has_lil_sib_kid_act9.39e-050.0117-1.010.311-0.000585-0.0678-0.9440.345
b_non_work_dad_par_actb_has_lil_sib_par_act-0.000141-0.0157-0.9980.318-0.000821-0.0836-0.9290.353
b_non_work_dad_par_actb_log_density_kid_act-6.68e-05-0.0217-1.070.287-0.000108-0.0326-1.020.306
b_non_work_dad_par_actb_log_density_par_act-0.000307-0.0753-1.570.117-0.000809-0.159-1.450.148
b_non_work_dad_par_actb_log_distance_kid_act0.0006580.08011200.002270.22312.10
b_non_work_dad_par_actb_log_distance_par_act0.003260.1827.593.26e-140.009310.3486.273.63e-10
b_non_work_dad_par_actb_log_income_k_kid_act0.0002610.05860.7830.434-1.5e-05-0.003110.7390.46
b_non_work_dad_par_actb_log_income_k_par_act0.000960.1940.4080.6830.00190.3350.4140.679
b_non_work_dad_par_actb_non_work_dad_kid_ace0.007210.5951.150.2490.006590.5271.040.297
b_non_work_mom_kid_actalpha_active0.00170.183-4.663.2e-060.002910.214-3.380.000731
b_non_work_mom_kid_actasc_kid_act-0.00286-0.1112.70-0.00225-0.085312.50
b_non_work_mom_kid_actasc_par_act-0.00615-0.166.741.58e-11-0.00866-0.1795.387.41e-08
b_non_work_mom_kid_actb_age_kid_act-5.86e-05-0.045-4.084.57e-05-0.000116-0.0854-4.035.64e-05
b_non_work_mom_kid_actb_age_par_act0.0004010.173-0.5610.5750.0004980.207-0.5670.571
b_non_work_mom_kid_actb_female_kid_act-3.98e-05-0.008572.060.0398-0.000205-0.04432.020.0432
b_non_work_mom_kid_actb_female_par_act-0.000477-0.08890.490.624-0.000727-0.1270.4650.642
b_non_work_mom_kid_actb_has_big_sib_kid_act-0.000164-0.0336-4.14.1e-05-0.000211-0.0431-4.074.62e-05
b_non_work_mom_kid_actb_has_big_sib_par_act0.0002350.0433-1.670.09540.0003520.0647-1.680.092
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.000249-0.0506-2.790.00528-3.1e-05-0.00613-2.810.00495
b_non_work_mom_kid_actb_has_lil_sib_par_act2.44e-050.00444-2.740.006060.0003930.0682-2.760.00577
b_non_work_mom_kid_actb_log_density_kid_act-5.35e-05-0.0286-3.60.000318-4.15e-05-0.0214-3.60.000323
b_non_work_mom_kid_actb_log_density_par_act1.66e-050.0067-4.331.51e-056.39e-050.0214-4.182.91e-05
b_non_work_mom_kid_actb_log_distance_kid_act-0.000201-0.0402140-0.000574-0.096212.40
b_non_work_mom_kid_actb_log_distance_par_act-0.00151-0.1386.633.26e-11-0.0029-0.1854.841.32e-06
b_non_work_mom_kid_actb_log_income_k_kid_act0.0005580.205-0.7240.4690.0004950.176-0.7090.478
b_non_work_mom_kid_actb_log_income_k_par_act0.0001410.0467-1.230.217-0.000128-0.0386-1.160.247
b_non_work_mom_kid_actb_non_work_dad_kid_ace-0.000219-0.0297-0.2510.8022.82e-050.00385-0.2570.797
b_non_work_mom_kid_actb_non_work_dad_par_act-0.00059-0.0719-1.050.294-0.000672-0.0788-1.020.309
b_non_work_mom_par_actalpha_active-0.00083-0.08-2.450.0141-0.000546-0.0366-1.860.063
b_non_work_mom_par_actasc_kid_act-0.00437-0.15213.20-0.00392-0.135130
b_non_work_mom_par_actasc_par_act-0.0051-0.1197.25.96e-13-0.00484-0.09135.787.5e-09
b_non_work_mom_par_actb_age_kid_act0.000230.158-0.6430.520.0002050.138-0.6480.517
b_non_work_mom_par_actb_age_par_act-0.000472-0.1832.320.0204-0.000431-0.1632.340.0192
b_non_work_mom_par_actb_female_kid_act-0.000276-0.05334.281.87e-05-0.00031-0.06094.31.71e-05
b_non_work_mom_par_actb_female_par_act1.04e-050.001732.780.005395.25e-050.008362.720.00649
b_non_work_mom_par_actb_has_big_sib_kid_act0.000170.0312-1.560.1180.0001390.0258-1.570.117
b_non_work_mom_par_actb_has_big_sib_par_act-0.000325-0.05370.7160.474-0.000136-0.02270.7310.465
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.000113-0.0207-0.3050.76-3.91e-05-0.00703-0.3050.76
b_non_work_mom_par_actb_has_lil_sib_par_act-0.000519-0.0849-0.3160.752-0.000537-0.0848-0.3110.756
b_non_work_mom_par_actb_log_density_kid_act-9.78e-05-0.0469-0.2780.781-0.000151-0.0711-0.2790.78
b_non_work_mom_par_actb_log_density_par_act1.13e-050.00407-1.040.297-1.86e-05-0.00567-1.010.311
b_non_work_mom_par_actb_log_distance_kid_act-0.000391-0.0715.40-0.000392-0.059714.20
b_non_work_mom_par_actb_log_distance_par_act-0.0002-0.01648.222.22e-16-0.000515-0.02996.051.42e-09
b_non_work_mom_par_actb_log_income_k_kid_act0.0002850.09432.350.01890.0002980.0962.360.0183
b_non_work_mom_par_actb_log_income_k_par_act0.0008240.2451.890.05860.0007320.2011.840.0665
b_non_work_mom_par_actb_non_work_dad_kid_ace-0.000282-0.03431.650.09960.0001750.02171.710.0876
b_non_work_mom_par_actb_non_work_dad_par_act-6.41e-05-0.0070.7390.460.0006330.06750.7470.455
b_non_work_mom_par_actb_non_work_mom_kid_act0.002910.5223.420.0006290.002880.5243.450.000552
b_veh_per_driver_kid_actalpha_active-0.0027-0.257-4.673.02e-06-0.00557-0.331-3.380.000731
b_veh_per_driver_kid_actasc_kid_act-0.00613-0.21120-0.00695-0.21311.70
b_veh_per_driver_kid_actasc_par_act0.002630.06076.643.22e-110.009220.1545.349.2e-08
b_veh_per_driver_kid_actb_age_kid_act0.0001430.0975-5.71.21e-080.0003030.18-5.291.19e-07
b_veh_per_driver_kid_actb_age_par_act-0.000561-0.215-2.120.0337-0.00086-0.288-1.910.0558
b_veh_per_driver_kid_actb_female_kid_act2.4e-050.004580.4190.675-7.41e-05-0.01290.3930.695
b_veh_per_driver_kid_actb_female_par_act0.000660.109-0.990.3220.001230.174-0.9490.343
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.0003250.0589-5.542.96e-080.0004540.0746-5.271.33e-07
b_veh_per_driver_kid_actb_has_big_sib_par_act-0.000338-0.0552-2.870.00415-0.000601-0.0891-2.680.00737
b_veh_per_driver_kid_actb_has_lil_sib_kid_act-0.000215-0.0388-4.074.64e-05-0.000643-0.103-3.70.000215
b_veh_per_driver_kid_actb_has_lil_sib_par_act-0.000367-0.0592-3.870.000109-0.00093-0.13-3.490.000492
b_veh_per_driver_kid_actb_log_density_kid_act5.65e-050.0267-5.152.54e-07-4.11e-06-0.00171-4.682.83e-06
b_veh_per_driver_kid_actb_log_density_par_act-5.61e-05-0.02-5.651.6e-08-0.00033-0.0892-4.948.01e-07
b_veh_per_driver_kid_actb_log_distance_kid_act0.0005660.112.600.001370.18511.60
b_veh_per_driver_kid_actb_log_distance_par_act0.002570.2086.498.46e-110.00560.2884.811.48e-06
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.000581-0.19-2.20.0278-0.000832-0.238-20.0458
b_veh_per_driver_kid_actb_log_income_k_par_act-2.59e-05-0.00758-2.810.004890.0003250.079-2.660.00782
b_veh_per_driver_kid_actb_non_work_dad_kid_ace0.0003070.0369-1.460.1450.0002280.025-1.40.161
b_veh_per_driver_kid_actb_non_work_dad_par_act0.0008510.0917-2.250.02450.001430.135-2.170.0296
b_veh_per_driver_kid_actb_non_work_mom_kid_act-0.000132-0.0233-1.440.149-0.000169-0.0273-1.370.172
b_veh_per_driver_kid_actb_non_work_mom_par_act0.0003950.0627-3.750.000180.0005790.085-3.630.000286
b_veh_per_driver_par_actalpha_active0.0001320.00962-6.498.45e-110.0008630.0368-4.851.23e-06
b_veh_per_driver_par_actasc_kid_act-0.000109-0.0028611.500.0008420.018511.20
b_veh_per_driver_par_actasc_par_act-0.00286-0.05065.952.65e-09-0.00719-0.08624.712.46e-06
b_veh_per_driver_par_actb_age_kid_act-0.000304-0.158-6.866.88e-12-0.000437-0.186-5.864.67e-09
b_veh_per_driver_par_actb_age_par_act0.0008050.237-4.771.81e-060.00130.312-4.173.03e-05
b_veh_per_driver_par_actb_female_kid_act0.0004060.0594-2.040.04090.0005710.0713-1.820.0687
b_veh_per_driver_par_actb_female_par_act8.16e-050.0103-3.050.00229-1.74e-05-0.00176-2.670.00767
b_veh_per_driver_par_actb_has_big_sib_kid_act-0.00021-0.0293-6.761.38e-11-0.000262-0.0309-6.011.83e-09
b_veh_per_driver_par_actb_has_big_sib_par_act0.0003080.0385-4.841.32e-060.0009320.0991-4.468.31e-06
b_veh_per_driver_par_actb_has_lil_sib_kid_act-0.000287-0.0396-5.711.15e-08-0.000292-0.0334-5.064.11e-07
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.000448-0.0555-5.494.07e-080.0001070.0107-5.015.58e-07
b_veh_per_driver_par_actb_log_density_kid_act0.0001190.043-6.751.44e-110.0001870.0559-5.816.41e-09
b_veh_per_driver_par_actb_log_density_par_act-0.000139-0.038-7.061.69e-12-0.000279-0.0541-5.972.36e-09
b_veh_per_driver_par_actb_log_distance_kid_act0.001230.1678.5300.001160.1127.032.08e-12
b_veh_per_driver_par_actb_log_distance_par_act0.001820.1134.22.65e-050.001440.05322.990.00276
b_veh_per_driver_par_actb_log_income_k_kid_act-0.000272-0.0679-4.381.18e-05-0.000432-0.0886-3.770.000164
b_veh_per_driver_par_actb_log_income_k_par_act-0.00108-0.243-4.468.06e-06-0.00154-0.269-3.820.000132
b_veh_per_driver_par_actb_non_work_dad_kid_ace0.0003970.0365-3.290.001-0.000212-0.0168-2.950.0032
b_veh_per_driver_par_actb_non_work_dad_par_act0.0004670.0386-3.860.000111-0.00112-0.0758-3.320.000909
b_veh_per_driver_par_actb_non_work_mom_kid_act0.0003520.0477-3.610.000310.0007230.0836-3.270.00109
b_veh_per_driver_par_actb_non_work_mom_par_act-0.00078-0.0949-5.093.53e-07-0.001-0.106-4.584.58e-06
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.003740.45-2.920.003530.004020.375-2.390.0171
b_y2017_kid_actalpha_active0.00970.735-7.071.5e-120.01910.822-5.493.94e-08
b_y2017_kid_actasc_kid_act-0.000274-0.0074612.70-0.00209-0.046412.20
b_y2017_kid_actasc_par_act-0.024-0.4416.352.12e-10-0.0501-0.6064.947.64e-07
b_y2017_kid_actb_age_kid_act-0.000552-0.299-2.730.00631-0.000813-0.35-2.270.0233
b_y2017_kid_actb_age_par_act0.001770.54-0.3720.710.002690.653-0.3170.751
b_y2017_kid_actb_female_kid_act0.0002790.04241.770.07750.0003140.03951.530.126
b_y2017_kid_actb_female_par_act-0.00193-0.2540.4370.662-0.0039-0.3980.3590.719
b_y2017_kid_actb_has_big_sib_kid_act-0.000431-0.0623-3.220.00126-0.000933-0.111-2.760.00574
b_y2017_kid_actb_has_big_sib_par_act0.001670.216-1.440.1490.002440.261-1.290.197
b_y2017_kid_actb_has_lil_sib_kid_act0.001280.183-2.480.01320.002480.287-2.260.0239
b_y2017_kid_actb_has_lil_sib_par_act0.001630.21-2.470.01360.003480.352-2.330.0199
b_y2017_kid_actb_log_density_kid_act0.0002270.0853-2.620.008740.0003530.106-2.190.0283
b_y2017_kid_actb_log_density_par_act0.0005770.164-3.30.0009570.001640.32-2.90.00379
b_y2017_kid_actb_log_distance_kid_act-0.0024-0.33810.20-0.00551-0.5397.952e-15
b_y2017_kid_actb_log_distance_par_act-0.00965-0.6225.172.33e-07-0.0202-0.7523.690.000222
b_y2017_kid_actb_log_income_k_kid_act0.0003220.0836-0.4290.6680.0009560.198-0.3730.709
b_y2017_kid_actb_log_income_k_par_act-0.000969-0.226-0.7790.436-0.00233-0.409-0.6240.533
b_y2017_kid_actb_non_work_dad_kid_ace0.0001120.0107-0.1660.8680.0001440.0115-0.150.88
b_y2017_kid_actb_non_work_dad_par_act-0.00212-0.182-0.8330.405-0.00496-0.339-0.7010.483
b_y2017_kid_actb_non_work_mom_kid_act0.001060.1490.07260.9420.00160.1870.06440.949
b_y2017_kid_actb_non_work_mom_par_act-0.000798-0.101-1.820.0694-0.000674-0.0715-1.630.102
b_y2017_kid_actb_veh_per_driver_kid_act-0.00145-0.1811.180.238-0.00285-0.2680.9790.327
b_y2017_kid_actb_veh_per_driver_par_act0.0006950.06653.240.001210.001620.1092.780.00537
b_y2017_par_actalpha_active-0.00423-0.23.110.00184-0.00188-0.06822.860.00425
b_y2017_par_actasc_kid_act-0.0123-0.20914.40-0.0121-0.22614.40
b_y2017_par_actasc_par_act-0.014-0.1628.660-0.0212-0.2177.022.17e-12
b_y2017_par_actb_age_kid_act0.0009480.3216.731.68e-110.0007290.2657.56.57e-14
b_y2017_par_actb_age_par_act-0.00264-0.5047.32.92e-13-0.00183-0.3768.22.22e-16
b_y2017_par_actb_female_kid_act-0.000933-0.08888.660-0.000895-0.09529.470
b_y2017_par_actb_female_par_act0.0009920.08178.164.44e-160.0007310.0638.750
b_y2017_par_actb_has_big_sib_kid_act0.001360.1235.621.96e-080.0009130.09176.091.1e-09
b_y2017_par_actb_has_big_sib_par_act-0.000956-0.07776.431.26e-10-0.000763-0.06927.032e-12
b_y2017_par_actb_has_lil_sib_kid_act0.0008640.07766.273.62e-100.0007210.07046.838.21e-12
b_y2017_par_actb_has_lil_sib_par_act0.001330.1076.225.06e-100.001130.09646.711.93e-11
b_y2017_par_actb_log_density_kid_act-0.000129-0.03046.575.03e-11-6.11e-05-0.01567.332.34e-13
b_y2017_par_actb_log_density_par_act0.0007350.136.312.86e-100.0007370.1226.973.26e-12
b_y2017_par_actb_log_distance_kid_act-0.00313-0.27614.50-0.00275-0.22715.30
b_y2017_par_actb_log_distance_par_act-0.00265-0.10710.80-0.00467-0.14790
b_y2017_par_actb_log_income_k_kid_act-0.000303-0.04937.768.22e-150.0001590.02788.760
b_y2017_par_actb_log_income_k_par_act0.0008040.1177.759.33e-150.001650.2458.940
b_y2017_par_actb_non_work_dad_kid_ace-0.00028-0.01676.828.88e-120.0003230.02187.515.77e-14
b_y2017_par_actb_non_work_dad_par_act0.002090.1136.421.39e-100.002190.1276.857.63e-12
b_y2017_par_actb_non_work_mom_kid_act-0.000927-0.08177.478.24e-14-0.000619-0.06118.232.22e-16
b_y2017_par_actb_non_work_mom_par_act0.003190.2526.866.88e-120.002960.2657.622.51e-14
b_y2017_par_actb_veh_per_driver_kid_act0.001280.09998.7500.001420.1139.430
b_y2017_par_actb_veh_per_driver_par_act-0.00538-0.3228.232.22e-16-0.00565-0.3228.282.22e-16
b_y2017_par_actb_y2017_kid_act-0.00148-0.09216.81.02e-11-0.000408-0.02357.051.79e-12
mu_activealpha_active0.002890.0364.623.91e-06-0.0176-0.1394.016.01e-05
mu_activeasc_kid_act0.03980.17912.700.05010.20412.10
mu_activeasc_par_act0.03470.1059.400.1230.2748.970
mu_activeb_age_kid_act-0.00347-0.3095.192.06e-07-0.00336-0.2664.811.53e-06
mu_activeb_age_par_act0.009580.4815.816.08e-090.008210.3665.349.55e-08
mu_activeb_female_kid_act0.002380.05946.071.29e-090.002650.06135.612.01e-08
mu_activeb_female_par_act-0.00205-0.04445.758.96e-090.003180.05965.387.38e-08
mu_activeb_has_big_sib_kid_act-0.00224-0.053255.72e-07-7.53e-05-0.001644.653.29e-06
mu_activeb_has_big_sib_par_act0.003210.06855.464.69e-080.0004850.009565.025.27e-07
mu_activeb_has_lil_sib_kid_act-0.00244-0.05775.211.93e-07-0.00467-0.0994.791.63e-06
mu_activeb_has_lil_sib_par_act-0.00204-0.04315.22.03e-07-0.00107-0.024.821.45e-06
mu_activeb_log_density_kid_act0.001150.0715.31.16e-070.001650.09164.99.54e-07
mu_activeb_log_density_par_act-0.00554-0.2585.13.48e-07-0.0118-0.4244.653.28e-06
mu_activeb_log_distance_kid_act0.01030.2398.262.22e-160.0180.3247.731.04e-14
mu_activeb_log_distance_par_act0.01230.137.691.49e-140.04020.2757.371.75e-13
mu_activeb_log_income_k_kid_act-0.000864-0.03695.631.84e-08-0.00347-0.1325.172.32e-07
mu_activeb_log_income_k_par_act-0.0022-0.08465.533.24e-08-0.00175-0.05655.123.09e-07
mu_activeb_non_work_dad_kid_ace0.002750.04315.641.66e-080.0002330.00345.192.07e-07
mu_activeb_non_work_dad_par_act-0.00478-0.06755.339.6e-08-0.00715-0.08974.928.69e-07
mu_activeb_non_work_mom_kid_act0.003560.08245.758.7e-090.002680.05755.31.13e-07
mu_activeb_non_work_mom_par_act-0.011-0.235.132.83e-07-0.0135-0.2624.752.08e-06
mu_activeb_veh_per_driver_kid_act-0.00458-0.0945.874.3e-09-0.00407-0.07035.445.31e-08
mu_activeb_veh_per_driver_par_act0.02250.3546.781.16e-110.03490.4326.391.65e-10
mu_activeb_y2017_kid_act0.009010.1475.797.18e-09-0.000959-0.0125.192.08e-07
mu_activeb_y2017_par_act-0.0488-0.4993.060.00223-0.0494-0.5222.890.00387
mu_parentalpha_active-0.0243-0.6783.280.00105-0.0631-0.8722.220.0265
mu_parentasc_kid_act0.007250.072815.200.009350.066613.10
mu_parentasc_par_act0.08370.56712.600.1880.7311.70
mu_parentb_age_kid_act0.0006220.1245.797.18e-090.002290.3164.212.51e-05
mu_parentb_age_par_act-0.00126-0.1416.555.67e-11-0.00516-0.4024.663.19e-06
mu_parentb_female_kid_act0.000990.05557.477.77e-140.0006190.02515.425.93e-08
mu_parentb_female_par_act0.00480.2337.244.35e-130.01260.4135.464.7e-08
mu_parentb_has_big_sib_kid_act0.0004170.02225.211.91e-070.003330.1273.880.000103
mu_parentb_has_big_sib_par_act-0.00214-0.1035.845.08e-09-0.00514-0.1774.262.02e-05
mu_parentb_has_lil_sib_kid_act-0.00323-0.1715.426e-08-0.0076-0.2823.938.58e-05
mu_parentb_has_lil_sib_par_act-0.0054-0.2565.241.62e-07-0.0121-0.3943.80.000147
mu_parentb_log_density_kid_act-0.000825-0.1145.768.47e-09-0.0015-0.1464.173.08e-05
mu_parentb_log_density_par_act-0.00287-0.35.368.39e-08-0.00734-0.4613.830.000128
mu_parentb_log_distance_kid_act0.01110.57813.800.02180.68310.10
mu_parentb_log_distance_par_act0.03350.79717.400.07560.90415.20
mu_parentb_log_income_k_kid_act-0.000391-0.03746.565.23e-11-0.00329-0.2194.682.9e-06
mu_parentb_log_income_k_par_act0.001690.1466.565.35e-110.00550.3114.841.31e-06
mu_parentb_non_work_dad_kid_ace0.0001610.005676.312.87e-10-0.00129-0.03314.653.28e-06
mu_parentb_non_work_dad_par_act0.004240.1346.119.67e-100.01350.2964.771.82e-06
mu_parentb_non_work_mom_kid_act-0.0019-0.09896.488.97e-11-0.00433-0.1634.732.26e-06
mu_parentb_non_work_mom_par_act-0.00248-0.1155.533.14e-08-0.00215-0.07324.143.52e-05
mu_parentb_veh_per_driver_kid_act0.00310.1427.421.16e-130.00840.2545.542.95e-08
mu_parentb_veh_per_driver_par_act0.006510.238.6200.007460.1626.138.92e-10
mu_parentb_y2017_kid_act-0.0112-0.4115.691.25e-08-0.0291-0.6374.016.16e-05
mu_parentb_y2017_par_act-0.0164-0.3761.430.154-0.014-0.2591.190.235
mu_parentmu_active0.03150.19-2.640.008330.07870.316-2.520.0118
+

Smallest eigenvalue: 2.28448

+

Largest eigenvalue: 393204

+

Condition number: 172120

+ \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.pickle b/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.pickle new file mode 100644 index 0000000..e369f78 Binary files /dev/null and b/models/IATBR plan/3 alternatives/cross-nest/cross_nest3.pickle differ diff --git a/models/IATBR plan/3 alternatives/ind-nest/__ind_nests3.iter b/models/IATBR plan/3 alternatives/ind-nest/__ind_nests3.iter new file mode 100644 index 0000000..a32cc01 --- /dev/null +++ b/models/IATBR plan/3 alternatives/ind-nest/__ind_nests3.iter @@ -0,0 +1,25 @@ +asc_kid_act = -5.221925755600616 +asc_par_act = -5.649684562425619 +b_age_kid_act = 0.24265885674181156 +b_age_par_act = -0.24926976825849176 +b_female_kid_act = -0.3160862264790188 +b_female_par_act = -0.13145273674434776 +b_has_big_sib_kid_act = 0.33825512705128197 +b_has_big_sib_par_act = 0.04110619725738691 +b_has_lil_sib_kid_act = 0.2122484291019568 +b_has_lil_sib_par_act = 0.2853222828743033 +b_log_density_kid_act = 0.17286906081998543 +b_log_density_par_act = 0.4015324798312105 +b_log_distance_kid_act = -1.6267339384045594 +b_log_distance_par_act = -1.719334888320281 +b_log_income_k_kid_act = -0.04717368063635171 +b_log_income_k_par_act = 0.06502762720790774 +b_non_work_dad_kid_ace = -0.1100864452280445 +b_non_work_dad_par_act = 0.20058747419927175 +b_non_work_mom_kid_act = -0.122970505094232 +b_non_work_mom_par_act = 0.4178274970572736 +b_veh_per_driver_kid_act = -0.19017869378955585 +b_veh_per_driver_par_act = -1.1217687635807188 +b_y2017_kid_act = -0.20304534528612922 +b_y2017_par_act = 2.6828766381360993 +mu_parent = 1.006189234591299 diff --git a/models/IATBR plan/3 alternatives/ind-nest/biogeme.toml b/models/IATBR plan/3 alternatives/ind-nest/biogeme.toml new file mode 100644 index 0000000..77c6d37 --- /dev/null +++ b/models/IATBR plan/3 alternatives/ind-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 28, 2024. 12:40:51 + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 1000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + diff --git a/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.html b/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.html new file mode 100644 index 0000000..4bfe67f --- /dev/null +++ b/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.html @@ -0,0 +1,394 @@ + + + + +ind_nests3 - Report from biogeme 3.2.13 [2024-04-04] + + + + + + +

biogeme 3.2.13 [2024-04-04]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-04 17:05:46.075798

+ + + +
Report file: ind_nests3.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 25
Sample size: 4910
Excluded observations: 0
Init log likelihood: -5394.186
Final log likelihood: -3176.634
Likelihood ratio test for the init. model: 4435.105
Rho-square for the init. model: 0.411
Rho-square-bar for the init. model: 0.406
Akaike Information Criterion: 6403.268
Bayesian Information Criterion: 6565.744
Final gradient norm: 6.8852E-03
Nbr of threads: 12
Relative gradient: 1.5466572200918285e-06
Cause of termination: Relative gradient = 1.5e-06 <= 6.1e-06
Number of function evaluations: 30
Number of gradient evaluations: 20
Number of hessian evaluations: 19
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 29
Proportion of Hessian calculation: 19/19 = 100.0%
Optimization time: 0:00:17.411154
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-5.220.402-130
asc_par_act-5.651.41-4.015.97e-05
b_age_kid_act0.2430.017913.60
b_age_par_act-0.2490.0666-3.740.000184
b_female_kid_act-0.3160.0722-4.381.2e-05
b_female_par_act-0.1310.135-0.9740.33
b_has_big_sib_kid_act0.3380.07574.477.87e-06
b_has_big_sib_par_act0.04110.1390.2950.768
b_has_lil_sib_kid_act0.2120.07582.80.0051
b_has_lil_sib_par_act0.2850.1551.840.0662
b_log_density_kid_act0.1730.02985.86.55e-09
b_log_density_par_act0.4020.1083.70.000214
b_log_distance_kid_act-1.630.0733-22.20
b_log_distance_par_act-1.720.332-5.182.26e-07
b_log_income_k_kid_act-0.04720.0424-1.110.266
b_log_income_k_par_act0.0650.07370.8820.378
b_non_work_dad_kid_ace-0.110.115-0.9550.339
b_non_work_dad_par_act0.2010.1931.040.298
b_non_work_mom_kid_act-0.1230.0774-1.590.112
b_non_work_mom_par_act0.4180.1642.550.0109
b_veh_per_driver_kid_act-0.190.0877-2.170.0302
b_veh_per_driver_par_act-1.120.276-4.064.82e-05
b_y2017_kid_act-0.2030.0875-2.320.0202
b_y2017_par_act2.680.5844.594.37e-06
mu_parent1.010.2314.361.3e-05
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_par_actasc_kid_act0.06040.125-0.3410.7330.05760.102-0.30.764
b_age_kid_actasc_kid_act-0.00371-0.53813.60-0.00374-0.52113.30
b_age_kid_actasc_par_act0.00170.07744.752.04e-060.002820.1124.192.77e-05
b_age_par_actasc_kid_act-0.000966-0.041412.50-0.00111-0.041512.10
b_age_par_actasc_par_act0.030.4054.439.4e-060.04750.5073.938.58e-05
b_age_par_actb_age_kid_act0.0002410.229-8.4400.0003080.259-7.642.15e-14
b_female_kid_actasc_kid_act-0.00157-0.055812.20-0.00158-0.054611.90
b_female_kid_actasc_par_act0.001450.01624.291.77e-050.000890.008753.790.000153
b_female_kid_actb_age_kid_act6.91e-060.00543-7.544.69e-14-1.31e-05-0.0101-7.496.71e-14
b_female_kid_actb_age_par_act0.0001110.0257-0.7230.47-8.4e-06-0.00175-0.6790.497
b_female_par_actasc_kid_act-0.000555-0.010612.300.0001630.00301120
b_female_par_actasc_par_act0.01480.08854.468.19e-060.01530.08043.938.4e-05
b_female_par_actb_age_kid_act8.45e-050.0356-2.770.005625.28e-050.0219-2.760.00583
b_female_par_actb_age_par_act0.001080.1350.8430.3990.001650.1840.8470.397
b_female_par_actb_female_kid_act0.001840.191.320.1870.001820.1871.310.189
b_has_big_sib_kid_actasc_kid_act-0.00632-0.21413.40-0.0061-0.213.10
b_has_big_sib_kid_actasc_par_act0.0006020.006424.811.47e-060.00620.05824.262.03e-05
b_has_big_sib_kid_actb_age_kid_act0.0002320.1741.280.1990.0002110.1561.270.203
b_has_big_sib_kid_actb_age_par_act0.0001920.04276.244.49e-100.0004910.09736.138.87e-10
b_has_big_sib_kid_actb_female_kid_act-0.000166-0.03056.186.5e-10-0.000109-0.01996.195.89e-10
b_has_big_sib_kid_actb_female_par_act2.92e-050.002883.050.00230.0001110.01093.050.00228
b_has_big_sib_par_actasc_kid_act-0.00218-0.040112.50-0.00199-0.035512.20
b_has_big_sib_par_actasc_par_act-0.0107-0.0624.526.09e-060.007640.0394.045.37e-05
b_has_big_sib_par_actb_age_kid_act9.02e-050.0368-1.440.1490.0001530.0614-1.450.148
b_has_big_sib_par_actb_age_par_act0.001080.132.020.04380.001630.1762.020.0429
b_has_big_sib_par_actb_female_kid_act-2.31e-05-0.00232.280.0227-3.12e-05-0.003112.270.0229
b_has_big_sib_par_actb_female_par_act-0.000165-0.00880.8880.375-0.00055-0.02930.8770.38
b_has_big_sib_par_actb_has_big_sib_kid_act0.002040.194-2.050.04010.002210.209-2.070.0389
b_has_lil_sib_kid_actasc_kid_act-0.00518-0.17613.20-0.00507-0.16712.90
b_has_lil_sib_kid_actasc_par_act-0.00656-0.074.692.71e-06-0.00597-0.0564.153.38e-05
b_has_lil_sib_kid_actb_age_kid_act8.91e-060.00669-0.3930.695-1.03e-05-0.00761-0.390.697
b_has_lil_sib_kid_actb_age_par_act-0.000207-0.04584.692.73e-06-0.000283-0.05614.458.57e-06
b_has_lil_sib_kid_actb_female_kid_act-6.3e-05-0.01165.034.84e-07-0.000119-0.02184.995.95e-07
b_has_lil_sib_kid_actb_female_par_act-0.00011-0.01082.220.0266-0.000177-0.01732.20.0275
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.001460.256-1.370.1710.001460.255-1.360.173
b_has_lil_sib_kid_actb_has_big_sib_par_act0.0005420.05161.110.2690.0005680.05381.10.269
b_has_lil_sib_par_actasc_kid_act-0.00237-0.0406130-0.00178-0.028612.70
b_has_lil_sib_par_actasc_par_act-0.0693-0.3734.555.42e-06-0.0955-0.43746.21e-05
b_has_lil_sib_par_actb_age_kid_act-0.000163-0.06180.2810.779-0.000299-0.1080.270.787
b_has_lil_sib_par_actb_age_par_act-0.00249-0.2793.040.00237-0.00342-0.332.840.00449
b_has_lil_sib_par_actb_female_kid_act-0.00013-0.0123.610.000312-0.000141-0.01263.490.000475
b_has_lil_sib_par_actb_female_par_act-0.00157-0.078120.046-0.00218-0.1041.930.0537
b_has_lil_sib_par_actb_has_big_sib_kid_act0.0004290.038-0.3210.7480.0001450.0123-0.3080.758
b_has_lil_sib_par_actb_has_big_sib_par_act0.004370.211.340.1790.003250.151.270.204
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.002270.2010.4760.6340.002330.1980.460.645
b_log_density_kid_actasc_kid_act-0.007-0.63213.20-0.00776-0.64812.80
b_log_density_kid_actasc_par_act-0.0069-0.1964.673.06e-06-0.00861-0.2054.123.82e-05
b_log_density_kid_actb_age_kid_act3.85e-060.00769-2.10.0361-8.53e-06-0.016-1.990.0461
b_log_density_kid_actb_age_par_act-0.000196-0.1166.129.61e-10-0.000257-0.1295.523.34e-08
b_log_density_kid_actb_female_kid_act-7.51e-05-0.03676.244.5e-10-5.39e-05-0.02516.25.48e-10
b_log_density_kid_actb_female_par_act-0.000135-0.03532.20.028-0.000126-0.03152.190.0286
b_log_density_kid_actb_has_big_sib_kid_act4.17e-060.00195-2.050.0401-1.47e-05-0.00651-2.030.0425
b_log_density_kid_actb_has_big_sib_par_act-3.05e-05-0.007720.9270.354-0.000145-0.03510.9190.358
b_log_density_kid_actb_has_lil_sib_kid_act4.75e-050.0222-0.4920.6238.89e-050.0394-0.490.624
b_log_density_kid_actb_has_lil_sib_par_act0.0002760.065-0.7480.4550.0003850.0833-0.7220.47
b_log_density_par_actasc_kid_act-0.00291-0.079513.80-0.00337-0.077213.30
b_log_density_par_actasc_par_act-0.101-0.8724.574.9e-06-0.135-0.8844.025.75e-05
b_log_density_par_actb_age_kid_act-0.000208-0.1261.630.103-0.000272-0.141.410.157
b_log_density_par_actb_age_par_act-0.00321-0.5744.752.04e-06-0.00429-0.5944.133.58e-05
b_log_density_par_actb_female_kid_act-0.000174-0.025762.02e-09-4.24e-05-0.005415.493.94e-08
b_log_density_par_actb_female_par_act-0.00169-0.1343.060.00219-0.00223-0.1522.870.00407
b_log_density_par_actb_has_big_sib_kid_act-0.000187-0.02640.5190.604-0.000647-0.07880.4620.644
b_log_density_par_actb_has_big_sib_par_act-0.000623-0.04782.10.0354-0.00159-0.1051.940.0518
b_log_density_par_actb_has_lil_sib_kid_act0.0003460.04891.610.1070.0003590.04371.460.144
b_log_density_par_actb_has_lil_sib_par_act0.003970.2830.7630.4460.005090.3020.7250.469
b_log_density_par_actb_log_density_kid_act0.0005980.2252.50.01260.0007270.2252.160.0307
b_log_distance_kid_actasc_kid_act0.006920.259.4800.006020.2049.140
b_log_distance_kid_actasc_par_act0.03380.3853.310.0009420.04020.3892.910.00357
b_log_distance_kid_actb_age_kid_act-0.000161-0.129-24.90-0.000128-0.0976-24.20
b_log_distance_kid_actb_age_par_act0.001380.326-18.100.001830.375-17.60
b_log_distance_kid_actb_female_kid_act0.0003570.07-13.500.0003130.059-13.10
b_log_distance_kid_actb_female_par_act0.0008880.0933-10.200.001230.124-10.30
b_log_distance_kid_actb_has_big_sib_kid_act-4.02e-06-0.000752-1900.000170.0307-18.90
b_log_distance_kid_actb_has_big_sib_par_act0.0002580.0262-10.800.0007280.0713-10.90
b_log_distance_kid_actb_has_lil_sib_kid_act-0.000318-0.0595-17.30-0.000455-0.0819-16.80
b_log_distance_kid_actb_has_lil_sib_par_act-0.00196-0.185-10.80-0.00272-0.239-10.20
b_log_distance_kid_actb_log_density_kid_act-0.000221-0.11-22.70-0.000167-0.0764-22.10
b_log_distance_kid_actb_log_density_par_act-0.00225-0.338-150-0.00282-0.354-13.40
b_log_distance_par_actasc_kid_act0.004480.03957.332.22e-130.002510.01886.781.2e-11
b_log_distance_par_actasc_par_act0.2740.763.780.0001540.370.7923.380.00072
b_log_distance_par_actb_age_kid_act0.000760.148-6.81.03e-110.001120.189-5.962.53e-09
b_log_distance_par_actb_age_par_act0.01220.706-5.835.38e-090.01690.765-5.172.35e-07
b_log_distance_par_actb_female_kid_act0.0007360.0352-4.732.28e-060.0006530.0272-4.153.29e-05
b_log_distance_par_actb_female_par_act0.006580.168-5.311.08e-070.007210.161-4.72.59e-06
b_log_distance_par_actb_has_big_sib_kid_act0.0007450.034-6.914.76e-120.00230.0916-6.167.1e-10
b_log_distance_par_actb_has_big_sib_par_act0.002820.0698-5.621.9e-080.007150.155-5.182.19e-07
b_log_distance_par_actb_has_lil_sib_kid_act-0.00143-0.065-6.342.36e-10-0.00156-0.0621-5.62.21e-08
b_log_distance_par_actb_has_lil_sib_par_act-0.0155-0.358-5.46.7e-08-0.023-0.447-4.722.38e-06
b_log_distance_par_actb_log_density_kid_act-0.00131-0.159-6.391.71e-10-0.00167-0.169-5.592.26e-08
b_log_distance_par_actb_log_density_par_act-0.0186-0.682-5.884.21e-09-0.0247-0.685-5.123.02e-07
b_log_distance_par_actb_log_distance_kid_act0.01110.541-0.3570.7210.01320.541-0.310.757
b_log_income_k_kid_actasc_kid_act-0.00838-0.50812.50-0.00892-0.52312.20
b_log_income_k_kid_actasc_par_act-0.00272-0.05194.56.77e-06-0.00374-0.06263.977.15e-05
b_log_income_k_kid_actb_age_kid_act4.27e-050.0573-6.471.01e-104.92e-050.0649-6.451.11e-10
b_log_income_k_kid_actb_age_par_act2.8e-050.01112.780.00548-6.45e-05-0.02282.530.0113
b_log_income_k_kid_actb_female_kid_act-1.63e-05-0.005363.210.001322.04e-050.006673.220.00128
b_log_income_k_kid_actb_female_par_act-1.52e-06-0.0002670.5980.55-8.78e-05-0.01530.5930.553
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b_non_work_mom_kid_actasc_par_act-0.00839-0.08714.429.97e-06-0.00909-0.08353.99.51e-05
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b_non_work_mom_kid_actb_non_work_dad_kid_ace-0.000283-0.0315-0.0910.9281.03e-050.00116-0.09290.926
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b_non_work_mom_par_actasc_kid_act-0.00197-0.03213.20-0.00144-0.021912.90
b_non_work_mom_par_actasc_par_act-0.0867-0.4424.64.24e-06-0.106-0.4594.074.66e-05
b_non_work_mom_par_actb_age_kid_act-0.000186-0.06691.090.274-0.00029-0.09881.050.294
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b_non_work_mom_par_actb_female_kid_act-0.000197-0.01734.22.64e-05-0.000168-0.01424.074.67e-05
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b_non_work_mom_par_actb_has_big_sib_kid_act-0.000289-0.02430.4510.652-0.000511-0.04110.4340.665
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b_y2017_kid_actb_veh_per_driver_kid_act-0.000687-0.0965-0.1030.918-0.000887-0.116-0.09830.922
b_y2017_kid_actb_veh_per_driver_par_act-0.00677-0.3173.20.00137-0.00711-0.2952.930.00335
b_y2017_par_actasc_kid_act-0.00482-0.024612.30-0.00196-0.0083311.10
b_y2017_par_actasc_par_act-0.475-0.7635.034.88e-07-0.647-0.7874.381.18e-05
b_y2017_par_actb_age_kid_act-0.00132-0.1494.841.29e-06-0.002-0.1924.153.31e-05
b_y2017_par_actb_age_par_act-0.0219-0.7335.378.03e-08-0.0313-0.8044.594.46e-06
b_y2017_par_actb_female_kid_act-0.00108-0.02985.93.66e-09-0.000673-0.0165.093.67e-07
b_y2017_par_actb_female_par_act-0.0104-0.1555.231.74e-07-0.00996-0.1264.574.89e-06
b_y2017_par_actb_has_big_sib_kid_act-0.00121-0.03214.64.13e-06-0.00389-0.08793.948.27e-05
b_y2017_par_actb_has_big_sib_par_act-0.00364-0.05235.015.36e-07-0.0118-0.1454.262.03e-05
b_y2017_par_actb_has_lil_sib_kid_act0.002410.06364.928.58e-070.002450.05544.222.4e-05
b_y2017_par_actb_has_lil_sib_par_act0.02860.3825.162.52e-070.04150.4584.516.4e-06
b_y2017_par_actb_log_density_kid_act0.002050.1445.044.61e-070.00270.1554.331.52e-05
b_y2017_par_actb_log_density_par_act0.03240.6895.162.41e-070.04230.6684.41.06e-05
b_y2017_par_actb_log_distance_kid_act-0.0155-0.4378.048.88e-16-0.0191-0.4466.953.73e-12
b_y2017_par_actb_log_distance_par_act-0.13-0.8925.711.16e-08-0.179-0.9234.899.99e-07
b_y2017_par_actb_log_income_k_kid_act-0.000201-0.009485.425.81e-080.0005330.02154.673.03e-06
b_y2017_par_actb_log_income_k_par_act0.0005610.01525.182.22e-070.001550.03614.477.96e-06
b_y2017_par_actb_non_work_dad_kid_ace-0.000685-0.01185.426.1e-08-0.00181-0.02694.673.05e-06
b_y2017_par_actb_non_work_dad_par_act0.003610.03554.653.33e-06-0.00328-0.029246.3e-05
b_y2017_par_actb_non_work_mom_kid_act0.003230.08315.62.09e-080.003850.08514.821.47e-06
b_y2017_par_actb_non_work_mom_par_act0.03580.4535.015.44e-070.05230.5464.411.02e-05
b_y2017_par_actb_veh_per_driver_kid_act-0.00681-0.1655.513.52e-08-0.0102-0.1984.732.27e-06
b_y2017_par_actb_veh_per_driver_par_act-0.0742-0.5985.62.09e-08-0.0848-0.5264.976.84e-07
b_y2017_par_actb_y2017_kid_act0.0220.5096.234.65e-100.02790.5475.339.75e-08
mu_parentasc_kid_act0.001570.020814.400.0007460.0080413.50
mu_parentasc_par_act0.1830.7596.041.53e-090.2510.7725.387.63e-08
mu_parentb_age_kid_act0.0005720.1673.986.88e-050.000860.2083.350.000799
mu_parentb_age_par_act0.008950.7738.232.22e-160.0130.8467.051.73e-12
mu_parentb_female_kid_act0.0004590.03286.461.05e-100.00020.0125.494.08e-08
mu_parentb_female_par_act0.004390.1685.251.52e-070.005220.1684.614.1e-06
mu_parentb_has_big_sib_kid_act0.0005330.03643.250.001160.001680.09622.830.00462
mu_parentb_has_big_sib_par_act0.00220.08164.212.56e-050.0050.1563.860.000115
mu_parentb_has_lil_sib_kid_act-0.000937-0.0643.730.000188-0.000991-0.05663.220.0013
mu_parentb_has_lil_sib_par_act-0.0108-0.3722.520.0116-0.0162-0.4522.180.0296
mu_parentb_log_density_kid_act-0.000892-0.1624.163.25e-05-0.00115-0.1673.510.000452
mu_parentb_log_density_par_act-0.0132-0.7252.240.025-0.0179-0.7141.910.0568
mu_parentb_log_distance_kid_act0.006410.46715.200.0080.47212.80
mu_parentb_log_distance_par_act0.05220.92720.600.07210.94119.60
mu_parentb_log_income_k_kid_act8.42e-050.01035.321.05e-07-0.0003-0.03064.477.99e-06
mu_parentb_log_income_k_par_act-0.000368-0.02584.56.81e-060.000340.023.919.32e-05
mu_parentb_non_work_dad_kid_ace0.0002440.01084.966.99e-070.0004660.01754.361.31e-05
mu_parentb_non_work_dad_par_act-0.000988-0.02512.830.004580.001970.04432.740.00613
mu_parentb_non_work_mom_kid_act-0.00136-0.09025.241.57e-07-0.00162-0.09054.526.25e-06
mu_parentb_non_work_mom_par_act-0.0145-0.4731.950.0518-0.0206-0.5431.690.0912
mu_parentb_veh_per_driver_kid_act0.002860.1786.081.21e-090.004250.215.221.75e-07
mu_parentb_veh_per_driver_par_act0.03060.63710.900.03660.5748.970
mu_parentb_y2017_kid_act-0.00818-0.4894.881.06e-06-0.0107-0.534.222.5e-05
mu_parentb_y2017_par_act-0.09-0.925-2.450.0143-0.128-0.947-2.080.0375
+

Smallest eigenvalue: 0.552219

+

Largest eigenvalue: 163797

+

Condition number: 296616

+ \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.pickle b/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.pickle new file mode 100644 index 0000000..c084b6d Binary files /dev/null and b/models/IATBR plan/3 alternatives/ind-nest/ind_nests3.pickle differ diff --git a/models/IATBR plan/3 alternatives/ind-nest/model-mode-nest3.py b/models/IATBR plan/3 alternatives/ind-nest/model-mode-nest3.py new file mode 100644 index 0000000..c94c53f --- /dev/null +++ b/models/IATBR plan/3 alternatives/ind-nest/model-mode-nest3.py @@ -0,0 +1,179 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForNestedLogit, NestsForNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('y2017') +veh_per_driver = Variable('veh_per_driver') +non_work_mom = Variable('non_work_mom') +non_work_dad = Variable('non_work_dad') +age = Variable('age') +female = Variable('female') +has_lil_sib = Variable('has_lil_sib') +has_big_sib = Variable('has_big_sib') +log_income_k = Variable('log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car is reference case) +asc_car = Beta('asc_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_car = Beta('b_log_income_k_car', 0, None, None, 1) +b_veh_per_driver_car = Beta('b_veh_per_driver_car', 0, None, None, 1) +b_non_work_mom_car = Beta('b_non_work_mom_car', 0, None, None, 1) +b_non_work_dad_car = Beta('b_non_work_dad_car', 0, None, None, 1) + +b_age_car = Beta('b_age_car', 0, None, None, 1) +b_female_car = Beta('b_female_car', 0, None, None, 1) +b_has_lil_sib_car = Beta('b_has_lil_sib_car', 0, None, None, 1) +b_has_big_sib_car = Beta('b_has_big_sib_car', 0, None, None, 1) + +b_log_distance_car = Beta('b_log_distance_car', 0, None, None, 1) +b_log_density_car = Beta('b_log_density_car', 0, None, None, 1) + +b_y2017_car = Beta('b_y2017_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_car = ( + asc_car + + b_log_income_k_car * log_income_k + + b_veh_per_driver_car * veh_per_driver + + b_non_work_mom_car * non_work_mom + + b_non_work_dad_car * non_work_dad + + b_age_car * age + + b_female_car * female + + b_has_lil_sib_car * has_lil_sib + + b_has_big_sib_car * has_big_sib + + b_log_distance_car * log_distance + + b_log_density_car * log_density + + b_y2017_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {7: V_car, + 18: V_par_act, + 28: V_kid_act} + +# associate availability conditions with alternatives: +# Note: the names don't really make sense with what we're doing, +# but they're all 1s - all alternatives are available to everyone + +av = {7: av_par_car, + 18: av_par_act, + 28: av_kid_act} + +# Define nests based on mode +mu_parent = Beta('mu_parent', 1, 1.0, None, 0) + +parent_nest = OneNestForNestedLogit( + nest_param=mu_parent, + list_of_alternatives=[7,18], + name='parent_nest' +) + +ind_nests = NestsForNestedLogit( + choice_set=list(V), + tuple_of_nests=(parent_nest,) +) + +# Define model +my_model = models.lognested(V, av, ind_nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'ind_nests3' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/mode-nest/__mode_nests3.iter b/models/IATBR plan/3 alternatives/mode-nest/__mode_nests3.iter new file mode 100644 index 0000000..6bc7248 --- /dev/null +++ b/models/IATBR plan/3 alternatives/mode-nest/__mode_nests3.iter @@ -0,0 +1,25 @@ +asc_kid_act = -4.831679247713486 +asc_par_act = -4.689622386757982 +b_age_kid_act = 0.19046234631983613 +b_age_par_act = 0.056912561206050455 +b_female_kid_act = -0.2888775704175782 +b_female_par_act = -0.2348195778292662 +b_has_big_sib_kid_act = 0.2932372472209577 +b_has_big_sib_par_act = 0.18954114412415152 +b_has_lil_sib_kid_act = 0.22069286021660456 +b_has_lil_sib_par_act = 0.2563146862120498 +b_log_density_kid_act = 0.19470610827912127 +b_log_density_par_act = 0.24787656049879173 +b_log_distance_kid_act = -1.628314114916669 +b_log_distance_par_act = -1.6201296134695613 +b_log_income_k_kid_act = -0.027026255573797592 +b_log_income_k_par_act = -0.024016529514573805 +b_non_work_dad_kid_ace = -0.048355735746346086 +b_non_work_dad_par_act = -0.026217314233073483 +b_non_work_mom_kid_act = -0.046544316906533455 +b_non_work_mom_par_act = 0.08532439852748361 +b_veh_per_driver_kid_act = -0.29580392999673044 +b_veh_per_driver_par_act = -0.4600361400657044 +b_y2017_kid_act = 0.11382622084206152 +b_y2017_par_act = 0.8319810295374044 +mu_active = 4.454673409219249 diff --git a/models/IATBR plan/3 alternatives/mode-nest/biogeme.toml b/models/IATBR plan/3 alternatives/mode-nest/biogeme.toml new file mode 100644 index 0000000..0f35af2 --- /dev/null +++ b/models/IATBR plan/3 alternatives/mode-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 28, 2024. 12:31:43 + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 1000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + diff --git a/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.html b/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.html new file mode 100644 index 0000000..8519c2f --- /dev/null +++ b/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.html @@ -0,0 +1,394 @@ + + + + +mode_nests3 - Report from biogeme 3.2.13 [2024-04-04] + + + + + + +

biogeme 3.2.13 [2024-04-04]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-04 17:03:26.638006

+ + + +
Report file: mode_nests3.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 25
Sample size: 4910
Excluded observations: 0
Init log likelihood: -5394.186
Final log likelihood: -3167.405
Likelihood ratio test for the init. model: 4453.564
Rho-square for the init. model: 0.413
Rho-square-bar for the init. model: 0.408
Akaike Information Criterion: 6384.809
Bayesian Information Criterion: 6547.285
Final gradient norm: 5.2434E-02
Nbr of threads: 12
Relative gradient: 5.54409621354043e-06
Cause of termination: Relative gradient = 5.5e-06 <= 6.1e-06
Number of function evaluations: 32
Number of gradient evaluations: 31
Number of hessian evaluations: 30
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 31
Proportion of Hessian calculation: 30/30 = 100.0%
Optimization time: 0:00:25.026812
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-4.830.403-120
asc_par_act-4.690.433-10.80
b_age_kid_act0.190.02368.068.88e-16
b_age_par_act0.05690.09240.6160.538
b_female_kid_act-0.2890.0685-4.222.47e-05
b_female_par_act-0.2350.0813-2.890.00388
b_has_big_sib_kid_act0.2930.07294.025.8e-05
b_has_big_sib_par_act0.190.09681.960.0503
b_has_lil_sib_kid_act0.2210.07163.080.00204
b_has_lil_sib_par_act0.2560.07843.270.00108
b_log_density_kid_act0.1950.02916.682.4e-11
b_log_density_par_act0.2480.0524.771.85e-06
b_log_distance_kid_act-1.630.0623-26.10
b_log_distance_par_act-1.620.0674-24.10
b_log_income_k_kid_act-0.0270.0395-0.6840.494
b_log_income_k_par_act-0.0240.0423-0.5680.57
b_non_work_dad_kid_ace-0.04840.107-0.4530.65
b_non_work_dad_par_act-0.02620.119-0.220.826
b_non_work_mom_kid_act-0.04650.0755-0.6170.538
b_non_work_mom_par_act0.08530.1210.7040.482
b_veh_per_driver_kid_act-0.2960.0883-3.350.000813
b_veh_per_driver_par_act-0.460.17-2.710.00669
b_y2017_kid_act0.1140.1170.9730.331
b_y2017_par_act0.8320.5021.660.0972
mu_active4.453.721.20.232
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_par_actasc_kid_act0.1380.8650.680.4970.1530.8790.6830.495
b_age_kid_actasc_kid_act-0.00476-0.58312.60-0.00557-0.585120
b_age_kid_actasc_par_act-0.0039-0.44911.60-0.0048-0.469110
b_age_par_actasc_kid_act0.00530.18112.800.009090.24412.50
b_age_par_actasc_par_act0.0008220.026411.400.004970.124110
b_age_par_actb_age_kid_act-0.000743-0.465-1.520.128-0.0013-0.596-1.230.217
b_female_kid_actasc_kid_act-0.000684-0.025911.505.17e-060.00018711.10
b_female_kid_actasc_par_act-0.00103-0.036710.50-0.000124-0.00418100
b_female_kid_actb_age_kid_act-9.21e-05-0.064-6.594.36e-11-0.000187-0.115-6.391.63e-10
b_female_kid_actb_age_par_act0.0005620.108-3.590.0003330.000880.139-3.230.00124
b_female_par_actasc_kid_act-0.00463-0.15211.30-0.00569-0.17410.80
b_female_par_actasc_par_act-0.00348-0.10810.40-0.00464-0.1329.880
b_female_par_actb_age_kid_act0.0003820.231-5.572.58e-080.0005790.301-5.484.15e-08
b_female_par_actb_age_par_act-0.00202-0.339-2.310.0208-0.00313-0.416-1.990.0462
b_female_par_actb_female_kid_act0.004160.7771.080.2790.004020.7210.9460.344
b_has_big_sib_kid_actasc_kid_act-0.00717-0.25612.50-0.00754-0.257120
b_has_big_sib_kid_actasc_par_act-0.00611-0.20511.50-0.00651-0.206110
b_has_big_sib_kid_actb_age_kid_act0.0003690.2421.460.1440.000440.2551.450.146
b_has_big_sib_kid_actb_age_par_act-0.00086-0.1572.10.0361-0.00135-0.21.840.0663
b_has_big_sib_kid_actb_female_kid_act-0.000237-0.0485.711.1e-08-0.000271-0.05425.671.45e-08
b_has_big_sib_kid_actb_female_par_act0.0002570.04525.064.16e-070.0004290.07245.025.21e-07
b_has_big_sib_par_actasc_kid_act0.0002850.0080812.700.003020.077512.30
b_has_big_sib_par_actasc_par_act-0.00361-0.096311.40-0.000377-0.00899110
b_has_big_sib_par_actb_age_kid_act-0.000492-0.256-0.009340.993-0.000867-0.379-0.008530.993
b_has_big_sib_par_actb_age_par_act0.00380.5511.650.09840.005550.621.610.108
b_has_big_sib_par_actb_female_kid_act0.0002370.03814.281.85e-050.0004420.06674.173.08e-05
b_has_big_sib_par_actb_female_par_act-0.00148-0.2073.220.0013-0.00224-0.2852.970.00302
b_has_big_sib_par_actb_has_big_sib_kid_act0.004110.623-1.420.1550.003810.54-1.230.217
b_has_lil_sib_kid_actasc_kid_act-0.00408-0.14812.50-0.00338-0.11712.10
b_has_lil_sib_kid_actasc_par_act-0.00411-0.1411.50-0.00354-0.114110
b_has_lil_sib_kid_actb_age_kid_act-3.99e-05-0.02650.4040.686-0.000132-0.07810.3920.695
b_has_lil_sib_kid_actb_age_par_act0.000360.06671.630.1030.0007430.1121.480.138
b_has_lil_sib_kid_actb_female_kid_act-5.68e-06-0.001175.162.46e-07-2.7e-05-0.00555.132.89e-07
b_has_lil_sib_kid_actb_female_par_act-0.000173-0.03094.232.3e-05-0.0004-0.06874.074.72e-05
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.001270.245-0.8220.4110.001230.235-0.8120.417
b_has_lil_sib_kid_actb_has_big_sib_par_act0.001490.230.3060.760.001780.2560.2980.766
b_has_lil_sib_par_actasc_kid_act-0.0062-0.20412.40-0.00655-0.20711.90
b_has_lil_sib_par_actasc_par_act-0.00636-0.19711.40-0.00727-0.21410.80
b_has_lil_sib_par_actb_age_kid_act0.0002360.1420.8390.4010.0002840.1530.840.401
b_has_lil_sib_par_actb_age_par_act-0.00115-0.1931.670.0947-0.00141-0.1951.510.132
b_has_lil_sib_par_actb_female_kid_act-0.000165-0.03085.162.51e-07-0.000279-0.0525.113.29e-07
b_has_lil_sib_par_actb_female_par_act0.0004110.06664.584.73e-060.0005160.0814.535.77e-06
b_has_lil_sib_par_actb_has_big_sib_kid_act0.001490.261-0.4020.6880.001550.271-0.4040.687
b_has_lil_sib_par_actb_has_big_sib_par_act0.0007750.1080.5870.5570.0005720.07540.5570.578
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.004730.8430.8370.4030.004660.830.8050.421
b_log_density_kid_actasc_kid_act-0.00594-0.5612.50-0.00645-0.549120
b_log_density_kid_actasc_par_act-0.00591-0.52411.50-0.00671-0.53210.90
b_log_density_kid_actb_age_kid_act-4.81e-05-0.08320.1180.906-9.25e-05-0.1340.1060.915
b_log_density_kid_actb_age_par_act0.0003710.1781.820.06940.0005910.2191.520.128
b_log_density_kid_actb_female_kid_act-2.19e-05-0.01176.555.84e-111.52e-050.007636.517.28e-11
b_log_density_kid_actb_female_par_act-0.000186-0.08675.034.78e-07-0.000274-0.1164.81.59e-06
b_log_density_kid_actb_has_big_sib_kid_act-4.34e-05-0.0219-1.260.206-8.78e-05-0.0413-1.240.216
b_log_density_kid_actb_has_big_sib_par_act0.0002580.1030.05590.9550.0003830.1360.05310.958
b_log_density_kid_actb_has_lil_sib_kid_act5.06e-050.0259-0.3430.7310.0001050.0502-0.3420.732
b_log_density_kid_actb_has_lil_sib_par_act-4.95e-05-0.023-0.7350.463-5.57e-05-0.0243-0.730.465
b_log_density_par_actasc_kid_act-0.00979-0.57712.30-0.0127-0.60611.60
b_log_density_par_actasc_par_act-0.0102-0.56511.30-0.0136-0.60610.60
b_log_density_par_actb_age_kid_act0.0004420.4781.490.1360.0007060.5751.340.182
b_log_density_par_actb_age_par_act-0.00232-0.6971.720.0851-0.00359-0.7471.410.159
b_log_density_par_actb_female_kid_act-0.000289-0.09666.342.25e-10-0.000447-0.1255.93.7e-09
b_log_density_par_actb_female_par_act0.0007960.2325.992.04e-090.001240.2935.845.26e-09
b_log_density_par_actb_has_big_sib_kid_act0.0004620.145-0.5740.5660.0006610.174-0.5540.579
b_log_density_par_actb_has_big_sib_par_act-0.0015-0.3760.5070.612-0.0023-0.4570.4520.651
b_log_density_par_actb_has_lil_sib_kid_act-0.000118-0.03780.320.749-0.00028-0.07520.2970.767
b_log_density_par_actb_has_lil_sib_par_act0.0005490.159-0.1010.920.0006650.163-0.09730.923
b_log_density_par_actb_log_density_kid_act0.0005440.4531.340.1820.000560.371.080.281
b_log_distance_kid_actasc_kid_act0.006060.2598.5200.005310.2128.124.44e-16
b_log_distance_kid_actasc_par_act0.005670.2287.622.51e-140.005530.2057.215.45e-13
b_log_distance_kid_actb_age_kid_act-0.00024-0.189-26.90-0.000231-0.157-260
b_log_distance_kid_actb_age_par_act-3.11e-05-0.00679-17.30-6.95e-05-0.0121-150
b_log_distance_kid_actb_female_kid_act0.0002560.0622-15.200.0003290.077-15.10
b_log_distance_kid_actb_female_par_act0.0001610.0339-14.300.0003090.061-140
b_log_distance_kid_actb_has_big_sib_kid_act-0.000121-0.0276-20.10-0.00012-0.0263-19.80
b_log_distance_kid_actb_has_big_sib_par_act2.78e-050.00506-16.703.45e-050.00572-15.80
b_log_distance_kid_actb_has_lil_sib_kid_act-0.000155-0.0361-19.40-0.00033-0.074-18.80
b_log_distance_kid_actb_has_lil_sib_par_act-0.000196-0.0413-18.60-0.000342-0.07-18.20
b_log_distance_kid_actb_log_density_kid_act-5.75e-05-0.0347-27.10-2.44e-05-0.0134-26.40
b_log_distance_kid_actb_log_density_par_act-0.000138-0.052-24.50-0.00015-0.0464-22.60
b_log_distance_par_actasc_kid_act0.005870.2358.5200.00610.2258.162.22e-16
b_log_distance_par_actasc_par_act0.006740.2547.681.58e-140.007680.2637.312.73e-13
b_log_distance_par_actb_age_kid_act-0.000237-0.174-25.40-0.000324-0.204-23.90
b_log_distance_par_actb_age_par_act3.29e-050.00672-16.900.0004010.0645-15.10
b_log_distance_par_actb_female_kid_act0.0002460.0559-14.600.000410.0889-14.50
b_log_distance_par_actb_female_par_act0.0001770.035-13.900.0001250.0228-13.30
b_log_distance_par_actb_has_big_sib_kid_act-0.00012-0.0257-19.50-0.000173-0.0352-18.90
b_log_distance_par_actb_has_big_sib_par_act4.57e-050.00779-16.300.0003640.0558-15.80
b_log_distance_par_actb_has_lil_sib_kid_act-0.000146-0.0317-18.90-0.000265-0.055-18.20
b_log_distance_par_actb_has_lil_sib_par_act-0.000262-0.0516-180-0.000559-0.106-17.30
b_log_distance_par_actb_log_density_kid_act-5.34e-05-0.0302-25.60-2.23e-05-0.0113-24.60
b_log_distance_par_actb_log_density_par_act-0.000172-0.0609-23.30-0.000359-0.103-20.90
b_log_distance_par_actb_log_distance_kid_act0.003540.9080.3030.7620.003770.8980.2760.782
b_log_income_k_kid_actasc_kid_act-0.00714-0.46611.80-0.00692-0.43511.40
b_log_income_k_kid_actasc_par_act-0.0069-0.42410.90-0.00648-0.37910.40
b_log_income_k_kid_actb_age_kid_act1.46e-050.0175-4.881.05e-06-1.91e-05-0.0204-4.682.82e-06
b_log_income_k_kid_actb_age_par_act0.0001810.0603-1.010.3140.0003810.105-0.8690.385
b_log_income_k_kid_actb_female_kid_act-7.05e-06-0.002613.310.0009194.89e-050.01813.340.000842
b_log_income_k_kid_actb_female_par_act-7.3e-05-0.02352.340.0192-0.000151-0.04712.260.024
b_log_income_k_kid_actb_has_big_sib_kid_act2.72e-050.00948-3.99.79e-051.1e-050.00381-3.870.00011
b_log_income_k_kid_actb_has_big_sib_par_act0.0001520.0422-2.210.02680.0002760.0721-2.130.0335
b_log_income_k_kid_actb_has_lil_sib_kid_act0.0001380.049-3.10.001910.000130.0461-3.090.00199
b_log_income_k_kid_actb_has_lil_sib_par_act9.43e-050.0303-3.260.001125.86e-050.0189-3.250.00115
b_log_income_k_kid_actb_log_density_kid_act6.35e-050.0585-4.742.18e-060.0001090.0944-4.742.17e-06
b_log_income_k_kid_actb_log_density_par_act-9.13e-06-0.00526-4.643.47e-06-8.01e-05-0.039-4.133.55e-05
b_log_income_k_kid_actb_log_distance_kid_act-0.000164-0.068421.50-8.52e-05-0.034621.40
b_log_income_k_kid_actb_log_distance_par_act-0.000152-0.059420.50-4.43e-05-0.016620.30
b_log_income_k_par_actasc_kid_act-0.00763-0.46411.80-0.00828-0.48611.30
b_log_income_k_par_actasc_par_act-0.00864-0.49510.80-0.00867-0.47410.30
b_log_income_k_par_actb_age_kid_act0.0001110.124-4.771.88e-060.0002130.213-4.891.01e-06
b_log_income_k_par_actb_age_par_act-0.000349-0.108-0.8910.373-0.000909-0.233-0.7340.463
b_log_income_k_par_actb_female_kid_act-6.08e-05-0.0213.260.0011-0.000115-0.03963.230.00122
b_log_income_k_par_actb_female_par_act0.0001130.03392.40.01650.0003020.08772.390.017
b_log_income_k_par_actb_has_big_sib_kid_act0.0001310.0425-3.850.0001170.0002310.0749-3.899.97e-05
b_log_income_k_par_actb_has_big_sib_par_act-0.000172-0.0446-2.090.0367-0.000594-0.145-1.920.0547
b_log_income_k_par_actb_has_lil_sib_kid_act0.00010.0331-2.990.002753.88e-050.0128-2.960.00308
b_log_income_k_par_actb_has_lil_sib_par_act0.0002120.0636-3.220.001270.0003330.1-3.290.00102
b_log_income_k_par_actb_log_density_kid_act2.58e-050.0221-4.371.23e-051.02e-050.00825-4.271.93e-05
b_log_income_k_par_actb_log_density_par_act0.0002330.125-4.761.9e-060.0004620.21-4.555.3e-06
b_log_income_k_par_actb_log_distance_kid_act-0.000169-0.065921.10-9.23e-05-0.035210
b_log_income_k_par_actb_log_distance_par_act-0.000203-0.074200-0.000202-0.070819.50
b_log_income_k_par_actb_log_income_k_kid_act0.001480.880.1480.8820.001410.8460.1320.895
b_non_work_dad_kid_aceasc_kid_act-0.00307-0.07311.70-0.00374-0.086911.20
b_non_work_dad_kid_aceasc_par_act-0.00332-0.074410.70-0.00374-0.080910.20
b_non_work_dad_kid_aceb_age_kid_act-0.000194-0.0849-2.130.0336-0.000246-0.0977-2.140.0322
b_non_work_dad_kid_aceb_age_par_act0.0004370.0531-0.8150.4150.0008450.0857-0.7790.436
b_non_work_dad_kid_aceb_female_kid_act0.0001780.0241.90.0580.000160.02191.920.0554
b_non_work_dad_kid_aceb_female_par_act-7.9e-05-0.009271.390.166-0.000277-0.03191.370.171
b_non_work_dad_kid_aceb_has_big_sib_kid_act-4.37e-05-0.00556-2.610.009059.05e-060.00116-2.640.00819
b_non_work_dad_kid_aceb_has_big_sib_par_act0.0004180.0423-1.710.08650.0008280.0801-1.720.0852
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.0005110.0661-2.140.03260.0005970.0782-2.170.0297
b_non_work_dad_kid_aceb_has_lil_sib_par_act0.0003470.0406-2.320.02050.0003330.0398-2.350.019
b_non_work_dad_kid_aceb_log_density_kid_act4.32e-050.0145-2.180.02940.0001880.0604-2.230.0256
b_non_work_dad_kid_aceb_log_density_par_act-0.000213-0.0448-2.490.0127-0.000278-0.0502-2.450.0144
b_non_work_dad_kid_aceb_log_distance_kid_act-1.37e-05-0.0020812.70-6.77e-06-0.0010212.80
b_non_work_dad_kid_aceb_log_distance_par_act-5.79e-06-0.00082712.400.0001190.016512.50
b_non_work_dad_kid_aceb_log_income_k_kid_act0.0006680.155-0.1940.8460.0006960.165-0.1980.843
b_non_work_dad_kid_aceb_log_income_k_par_act0.0005920.128-0.2180.8270.0005490.122-0.2210.825
b_non_work_dad_par_actasc_kid_act-0.00601-0.13111.50-0.00891-0.18610.90
b_non_work_dad_par_actasc_par_act-0.00536-0.1110.60-0.00701-0.136100
b_non_work_dad_par_actb_age_kid_act0.0001730.069-1.820.06860.0004660.166-1.840.0651
b_non_work_dad_par_actb_age_par_act-0.00155-0.173-0.5490.583-0.00297-0.27-0.4910.623
b_non_work_dad_par_actb_female_kid_act-2.74e-05-0.003381.920.0552-0.000231-0.02841.890.0588
b_non_work_dad_par_actb_female_par_act0.0007320.07871.520.1280.00130.1341.550.122
b_non_work_dad_par_actb_has_big_sib_kid_act0.0003380.0394-2.340.01920.0007590.0874-2.380.0172
b_non_work_dad_par_actb_has_big_sib_par_act-0.000951-0.088-1.390.166-0.00175-0.152-1.310.189
b_non_work_dad_par_actb_has_lil_sib_kid_act0.0003720.044-1.820.06860.0002640.031-1.80.0715
b_non_work_dad_par_actb_has_lil_sib_par_act0.0007860.0843-2.070.03870.001170.126-2.110.0351
b_non_work_dad_par_actb_log_density_kid_act-8.28e-05-0.0255-1.810.071-7.22e-05-0.0208-1.790.0728
b_non_work_dad_par_actb_log_density_par_act0.0005860.113-2.250.02430.001260.204-2.290.0221
b_non_work_dad_par_actb_log_distance_kid_act-7.88e-05-0.0111202.15e-060.0002911.90
b_non_work_dad_par_actb_log_distance_par_act-0.000156-0.020411.70-8.42e-05-0.010511.60
b_non_work_dad_par_actb_log_income_k_kid_act0.0005940.1270.006730.9950.0005120.1090.006670.995
b_non_work_dad_par_actb_log_income_k_par_act0.0007980.159-0.01840.9850.001040.207-0.01870.985
b_non_work_dad_par_actb_non_work_dad_kid_ace0.0110.8560.3590.7190.01040.8190.3210.748
b_non_work_mom_kid_actasc_kid_act-0.00193-0.0668120-0.000161-0.0053111.70
b_non_work_mom_kid_actasc_par_act-0.00263-0.085810.90-0.000622-0.01910.50
b_non_work_mom_kid_actb_age_kid_act-0.000162-0.103-2.980.00289-0.000329-0.185-2.850.00438
b_non_work_mom_kid_actb_age_par_act0.001420.252-1.120.2610.002170.31-1.040.299
b_non_work_mom_kid_actb_female_kid_act2.94e-050.005772.40.0162-4.2e-05-0.008132.370.0179
b_non_work_mom_kid_actb_female_par_act-0.000608-0.1041.660.0978-0.000996-0.1621.570.115
b_non_work_mom_kid_actb_has_big_sib_kid_act-0.000286-0.053-3.190.00144-0.000331-0.0602-3.140.00167
b_non_work_mom_kid_actb_has_big_sib_par_act0.000850.125-2.140.03230.001470.202-2.140.032
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.00028-0.0527-2.530.0116-0.00011-0.0204-2.540.011
b_non_work_mom_kid_actb_has_lil_sib_par_act-0.000637-0.109-2.650.00795-0.000635-0.107-2.640.0082
b_non_work_mom_kid_actb_log_density_kid_act-2.62e-05-0.0128-3.020.002499.09e-060.00413-2.990.00283
b_non_work_mom_kid_actb_log_density_par_act-0.000681-0.208-3.130.00174-0.00109-0.277-2.860.0042
b_non_work_mom_kid_actb_log_distance_kid_act0.0001310.02916.700.0001890.040216.50
b_non_work_mom_kid_actb_log_distance_par_act0.0001410.029316.200.0003210.063216.10
b_non_work_mom_kid_actb_log_income_k_kid_act0.0005840.198-0.2530.80.0005180.174-0.2470.805
b_non_work_mom_kid_actb_log_income_k_par_act0.0004130.131-0.2790.7810.0001590.0498-0.2660.79
b_non_work_mom_kid_actb_non_work_dad_kid_ace-0.000167-0.02060.01360.9890.0002540.03150.01410.989
b_non_work_mom_kid_actb_non_work_dad_par_act-0.000644-0.0729-0.1410.888-0.000593-0.066-0.140.889
b_non_work_mom_par_actasc_kid_act-0.012-0.29111.40-0.0154-0.31610.80
b_non_work_mom_par_actasc_par_act-0.00945-0.21510.70-0.0125-0.239100
b_non_work_mom_par_actb_age_kid_act0.001060.47-1.070.2860.001660.578-0.9620.336
b_non_work_mom_par_actb_age_par_act-0.00525-0.6490.1710.864-0.00836-0.7460.1420.887
b_non_work_mom_par_actb_female_kid_act-0.000648-0.08892.840.00449-0.00112-0.1352.540.011
b_non_work_mom_par_actb_female_par_act0.001840.222.720.006530.003160.322.610.00897
b_non_work_mom_par_actb_has_big_sib_kid_act0.0009720.126-1.720.08620.001640.185-1.610.108
b_non_work_mom_par_actb_has_big_sib_par_act-0.00356-0.367-0.6360.524-0.00538-0.458-0.5580.577
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.000681-0.0895-1.010.311-0.001-0.116-0.9160.36
b_non_work_mom_par_actb_has_lil_sib_par_act0.0006690.0798-1.340.180.001140.12-1.250.21
b_non_work_mom_par_actb_log_density_kid_act-0.000456-0.156-0.9570.338-0.000743-0.21-0.8380.402
b_non_work_mom_par_actb_log_density_par_act0.002150.46-1.710.08670.003420.543-1.580.114
b_non_work_mom_par_actb_log_distance_kid_act-8.07e-05-0.012513.901.53e-050.0020212.60
b_non_work_mom_par_actb_log_distance_par_act-0.000209-0.030413.50-0.000585-0.071611.90
b_non_work_mom_par_actb_log_income_k_kid_act0.0003720.08791.020.3094.48e-050.009360.8830.377
b_non_work_mom_par_actb_log_income_k_par_act0.001060.2351.040.2990.001490.290.940.347
b_non_work_mom_par_actb_non_work_dad_kid_ace-0.00081-0.06990.8490.396-0.000817-0.06310.8030.422
b_non_work_mom_par_actb_non_work_dad_par_act0.001070.08420.7310.4650.003130.2170.7420.458
b_non_work_mom_par_actb_non_work_mom_kid_act0.003620.4551.340.1810.002730.2981.080.281
b_veh_per_driver_kid_actasc_kid_act-0.00752-0.238110-0.00954-0.26810.40
b_veh_per_driver_kid_actasc_par_act-0.00632-0.18810.10-0.00858-0.2249.540
b_veh_per_driver_kid_actb_age_kid_act0.0002120.123-5.952.64e-090.0004170.2-5.62.09e-08
b_veh_per_driver_kid_actb_age_par_act-0.00153-0.247-2.840.00455-0.00237-0.29-2.430.0151
b_veh_per_driver_kid_actb_female_kid_act-4.17e-05-0.00749-0.06490.948-0.000198-0.0328-0.0610.951
b_veh_per_driver_kid_actb_female_par_act0.0006590.103-0.5690.5690.0009520.133-0.5450.586
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.0003580.0606-5.572.53e-080.0003920.0609-5.31.14e-07
b_veh_per_driver_kid_actb_has_big_sib_par_act-0.000897-0.121-3.750.000176-0.00151-0.176-3.420.000636
b_veh_per_driver_kid_actb_has_lil_sib_kid_act-0.000156-0.0268-4.712.51e-06-0.000397-0.0628-4.411.04e-05
b_veh_per_driver_kid_actb_has_lil_sib_par_act0.0002580.0403-4.976.55e-070.0003040.0438-4.781.76e-06
b_veh_per_driver_kid_actb_log_density_kid_act4.8e-050.0215-5.749.55e-09-3.14e-05-0.0122-5.251.49e-07
b_veh_per_driver_kid_actb_log_density_par_act0.0007650.214-6.489.26e-110.001160.254-6.011.83e-09
b_veh_per_driver_kid_actb_log_distance_kid_act7.17e-050.014613.208.53e-050.015512.40
b_veh_per_driver_kid_actb_log_distance_par_act5.63e-050.010712.80-7.12e-05-0.01211.90
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.000554-0.171-2.780.00539-0.00067-0.192-2.60.00937
b_veh_per_driver_kid_actb_log_income_k_par_act-0.000376-0.109-2.830.00462-0.000279-0.0745-2.70.00699
b_veh_per_driver_kid_actb_non_work_dad_kid_ace0.0002890.0326-1.850.06423.7e-050.00393-1.790.0735
b_veh_per_driver_kid_actb_non_work_dad_par_act0.0008010.0828-1.950.05110.0008640.0821-1.890.0581
b_veh_per_driver_kid_actb_non_work_mom_kid_act-0.000197-0.0324-2.220.0264-0.000243-0.0365-2.110.0351
b_veh_per_driver_kid_actb_non_work_mom_par_act0.001620.186-3.130.001740.002750.257-2.920.00348
b_veh_per_driver_par_actasc_kid_act0.006560.12511.100.01290.18910.80
b_veh_per_driver_par_actasc_par_act0.0003120.005619.7900.00560.07639.350
b_veh_per_driver_par_actb_age_kid_act-0.00144-0.506-4.429.74e-06-0.00244-0.608-3.520.000436
b_veh_per_driver_par_actb_age_par_act0.007540.735-5.464.82e-080.01290.821-4.81.56e-06
b_veh_per_driver_par_actb_female_kid_act0.000880.0952-1.180.240.001460.126-0.9790.327
b_veh_per_driver_par_actb_female_par_act-0.00269-0.254-1.30.192-0.00483-0.35-1.060.289
b_veh_per_driver_par_actb_has_big_sib_kid_act-0.00135-0.138-4.653.34e-06-0.00231-0.187-3.830.000129
b_veh_per_driver_par_actb_has_big_sib_par_act0.005050.41-5.064.28e-070.008450.514-4.468.34e-06
b_veh_per_driver_par_actb_has_lil_sib_kid_act0.0004160.0431-4.535.8e-060.0009880.0814-3.810.000139
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.00176-0.166-4.281.87e-05-0.00243-0.183-3.590.000329
b_veh_per_driver_par_actb_log_density_kid_act0.0006310.17-4.919.16e-070.001020.206-3.948.08e-05
b_veh_per_driver_par_actb_log_density_par_act-0.00306-0.516-4.361.29e-05-0.0054-0.613-3.440.000576
b_veh_per_driver_par_actb_log_distance_kid_act0.0003440.04218.011.11e-150.0003190.03026.536.61e-11
b_veh_per_driver_par_actb_log_distance_par_act0.0004910.05637.922.44e-150.001120.09786.584.67e-11
b_veh_per_driver_par_actb_log_income_k_kid_act-0.000277-0.0517-3.030.002453.16e-060.000471-2.490.0129
b_veh_per_driver_par_actb_log_income_k_par_act-0.00128-0.222-2.90.00377-0.00221-0.308-2.330.0198
b_veh_per_driver_par_actb_non_work_dad_kid_ace0.001140.0778-2.470.01360.001450.0801-2.130.0329
b_veh_per_driver_par_actb_non_work_dad_par_act-0.00139-0.0864-2.310.0206-0.00439-0.217-1.910.0565
b_veh_per_driver_par_actb_non_work_mom_kid_act0.002040.203-2.940.003280.003620.283-2.510.0122
b_veh_per_driver_par_actb_non_work_mom_par_act-0.0073-0.505-2.590.00955-0.0128-0.624-2.070.0381
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.003960.359-1.260.2080.003250.217-0.9470.344
b_y2017_kid_actasc_kid_act0.005020.12712.800.00870.18412.40
b_y2017_kid_actasc_par_act0.00110.026211.400.005470.108110
b_y2017_kid_actb_age_kid_act-0.000912-0.425-0.6820.495-0.00147-0.531-0.5850.559
b_y2017_kid_actb_age_par_act0.005590.7240.8110.4180.008720.8060.8220.411
b_y2017_kid_actb_female_kid_act0.0005950.08573.420.0006170.0008660.1083.120.0018
b_y2017_kid_actb_female_par_act-0.00204-0.2552.430.0151-0.00331-0.3482.120.0336
b_y2017_kid_actb_has_big_sib_kid_act-0.000691-0.0937-1.380.169-0.0011-0.129-1.230.218
b_y2017_kid_actb_has_big_sib_par_act0.003990.43-0.7330.4640.005990.529-0.7190.472
b_y2017_kid_actb_has_lil_sib_kid_act0.0009480.131-0.9180.3580.001330.159-0.8410.4
b_y2017_kid_actb_has_lil_sib_par_act-0.000611-0.0763-1.070.285-0.000982-0.107-0.9650.335
b_y2017_kid_actb_log_density_kid_act0.0003070.11-0.7890.430.0005540.162-0.6980.485
b_y2017_kid_actb_log_density_par_act-0.0024-0.538-1.030.305-0.00384-0.632-0.8640.388
b_y2017_kid_actb_log_distance_kid_act-0.000405-0.065914.30-0.000351-0.048112.90
b_y2017_kid_actb_log_distance_par_act-0.000369-0.05631400.0002070.0263130
b_y2017_kid_actb_log_income_k_kid_act0.000120.02991.30.1930.0003240.07021.170.244
b_y2017_kid_actb_log_income_k_par_act-0.00043-0.09951.210.227-0.000967-0.1951.040.296
b_y2017_kid_actb_non_work_dad_kid_ace0.0005220.04721.120.2640.0009010.07211.060.288
b_y2017_kid_actb_non_work_dad_par_act-0.00148-0.1220.8460.397-0.00307-0.220.7590.448
b_y2017_kid_actb_non_work_mom_kid_act0.001410.1851.40.1610.002220.2511.310.19
b_y2017_kid_actb_non_work_mom_par_act-0.00538-0.4950.1580.874-0.00873-0.6150.1330.894
b_y2017_kid_actb_veh_per_driver_kid_act-0.00145-0.1752.90.0037-0.00241-0.2332.520.0116
b_y2017_kid_actb_veh_per_driver_par_act0.00770.5594.986.25e-070.01350.6794.614.03e-06
b_y2017_par_actasc_kid_act-0.0489-0.318.80-0.0705-0.3497.62.91e-14
b_y2017_par_actasc_par_act-0.0304-0.1818.770-0.0539-0.2487.478.1e-14
b_y2017_par_actb_age_kid_act0.00550.6391.620.1040.008620.7271.320.186
b_y2017_par_actb_age_par_act-0.0294-0.951.610.107-0.0448-0.9671.310.19
b_y2017_par_actb_female_kid_act-0.00297-0.1072.660.00777-0.00493-0.1442.170.0298
b_y2017_par_actb_female_par_act0.01110.3452.750.0060.01750.4282.260.024
b_y2017_par_actb_has_big_sib_kid_act0.005920.21.350.1780.008570.2341.10.271
b_y2017_par_actb_has_big_sib_par_act-0.0191-0.5141.390.164-0.029-0.5961.140.255
b_y2017_par_actb_has_lil_sib_kid_act-0.00127-0.04361.460.143-0.00348-0.09711.190.234
b_y2017_par_actb_has_lil_sib_par_act0.007130.2221.450.1480.008730.2221.170.24
b_y2017_par_actb_log_density_kid_act-0.00198-0.1771.540.124-0.00317-0.2171.250.21
b_y2017_par_actb_log_density_par_act0.01260.7061.540.1230.01960.7511.260.208
b_y2017_par_actb_log_distance_kid_act-0.00148-0.065.913.42e-09-0.0012-0.03834.841.27e-06
b_y2017_par_actb_log_distance_par_act-0.00216-0.08225.864.66e-09-0.00444-0.1324.761.91e-06
b_y2017_par_actb_log_income_k_kid_act-0.000801-0.04952.080.0371-0.00188-0.09491.690.0901
b_y2017_par_actb_log_income_k_par_act0.002150.1242.110.03460.005360.2531.740.0823
b_y2017_par_actb_non_work_dad_kid_ace-0.0029-0.06552.050.0403-0.00511-0.09551.680.0921
b_y2017_par_actb_non_work_dad_par_act0.00790.1632.110.03460.01550.261.770.0765
b_y2017_par_actb_non_work_mom_kid_act-0.00728-0.2392.030.0421-0.0114-0.3021.660.097
b_y2017_par_actb_non_work_mom_par_act0.02920.6712.160.03080.04660.7661.790.0728
b_y2017_par_actb_veh_per_driver_kid_act0.008020.2412.840.004460.01290.2922.330.0196
b_y2017_par_actb_veh_per_driver_par_act-0.0413-0.7482.50.0125-0.0701-0.8241.990.0463
b_y2017_par_actb_y2017_kid_act-0.0252-0.6061.510.132-0.0423-0.7221.210.225
mu_activeasc_kid_act0.3390.2933.210.001340.50.3332.570.0101
mu_activeasc_par_act0.1910.1553.10.001930.3670.2272.50.0123
mu_activeb_age_kid_act-0.0402-0.6391.420.155-0.0637-0.7231.140.254
mu_activeb_age_par_act0.2190.971.510.1310.3370.981.210.226
mu_activeb_female_kid_act0.02230.1091.590.1110.0370.1451.280.202
mu_activeb_female_par_act-0.0819-0.351.560.12-0.129-0.4251.250.212
mu_activeb_has_big_sib_kid_act-0.0415-0.1921.390.165-0.0616-0.2271.110.266
mu_activeb_has_big_sib_par_act0.1450.5341.450.1460.2190.6081.160.245
mu_activeb_has_lil_sib_kid_act0.01370.06421.420.1560.030.1131.140.255
mu_activeb_has_lil_sib_par_act-0.0475-0.2021.40.162-0.0606-0.2071.120.262
mu_activeb_log_density_kid_act0.01430.1751.430.1530.02320.2141.150.252
mu_activeb_log_density_par_act-0.0942-0.721.390.163-0.148-0.7671.120.264
mu_activeb_log_distance_kid_act0.006840.03792.040.04140.005820.02511.630.102
mu_activeb_log_distance_par_act0.01040.0542.040.04160.02870.1141.630.102
mu_activeb_log_income_k_kid_act0.005850.04951.50.1330.01460.09941.20.228
mu_activeb_log_income_k_par_act-0.0166-0.1311.50.134-0.0386-0.2451.20.231
mu_activeb_non_work_dad_kid_ace0.02150.06641.510.1310.03740.09421.210.226
mu_activeb_non_work_dad_par_act-0.0589-0.1671.490.136-0.117-0.2641.190.233
mu_activeb_non_work_mom_kid_act0.05440.2441.520.1290.08630.3071.220.224
mu_activeb_non_work_mom_par_act-0.217-0.6811.430.153-0.347-0.7671.140.253
mu_activeb_veh_per_driver_kid_act-0.0595-0.2441.580.114-0.0963-0.2931.270.205
mu_activeb_veh_per_driver_par_act0.3080.7621.70.08820.5290.8371.370.17
mu_activeb_y2017_kid_act0.2220.7311.490.1360.3520.8081.20.232
mu_activeb_y2017_par_act-1.19-0.981.070.285-1.84-0.9870.8580.391
+

Smallest eigenvalue: 0.109665

+

Largest eigenvalue: 1.2092e+06

+

Condition number: 1.10264e+07

+ \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.pickle b/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.pickle new file mode 100644 index 0000000..ea72b5c Binary files /dev/null and b/models/IATBR plan/3 alternatives/mode-nest/mode_nests3.pickle differ diff --git a/models/IATBR plan/3 alternatives/mode-nest/model-mode-nest3.py b/models/IATBR plan/3 alternatives/mode-nest/model-mode-nest3.py new file mode 100644 index 0000000..2717dcd --- /dev/null +++ b/models/IATBR plan/3 alternatives/mode-nest/model-mode-nest3.py @@ -0,0 +1,179 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForNestedLogit, NestsForNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('y2017') +veh_per_driver = Variable('veh_per_driver') +non_work_mom = Variable('non_work_mom') +non_work_dad = Variable('non_work_dad') +age = Variable('age') +female = Variable('female') +has_lil_sib = Variable('has_lil_sib') +has_big_sib = Variable('has_big_sib') +log_income_k = Variable('log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car is reference case) +asc_car = Beta('asc_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_car = Beta('b_log_income_k_car', 0, None, None, 1) +b_veh_per_driver_car = Beta('b_veh_per_driver_car', 0, None, None, 1) +b_non_work_mom_car = Beta('b_non_work_mom_car', 0, None, None, 1) +b_non_work_dad_car = Beta('b_non_work_dad_car', 0, None, None, 1) + +b_age_car = Beta('b_age_car', 0, None, None, 1) +b_female_car = Beta('b_female_car', 0, None, None, 1) +b_has_lil_sib_car = Beta('b_has_lil_sib_car', 0, None, None, 1) +b_has_big_sib_car = Beta('b_has_big_sib_car', 0, None, None, 1) + +b_log_distance_car = Beta('b_log_distance_car', 0, None, None, 1) +b_log_density_car = Beta('b_log_density_car', 0, None, None, 1) + +b_y2017_car = Beta('b_y2017_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_car = ( + asc_car + + b_log_income_k_car * log_income_k + + b_veh_per_driver_car * veh_per_driver + + b_non_work_mom_car * non_work_mom + + b_non_work_dad_car * non_work_dad + + b_age_car * age + + b_female_car * female + + b_has_lil_sib_car * has_lil_sib + + b_has_big_sib_car * has_big_sib + + b_log_distance_car * log_distance + + b_log_density_car * log_density + + b_y2017_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {7: V_car, + 18: V_par_act, + 28: V_kid_act} + +# associate availability conditions with alternatives: +# Note: the names don't really make sense with what we're doing, +# but they're all 1s - all alternatives are available to everyone + +av = {7: av_par_car, + 18: av_par_act, + 28: av_kid_act} + +# Define nests based on mode +mu_active = Beta('mu_active', 1, 1.0, None, 0) + +active_nest = OneNestForNestedLogit( + nest_param=mu_active, + list_of_alternatives=[18,28], + name='active_nest' +) + +mode_nests = NestsForNestedLogit( + choice_set=list(V), + tuple_of_nests=(active_nest,) +) + +# Define model +my_model = models.lognested(V, av, mode_nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'mode_nests3' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/no-nest/biogeme.toml b/models/IATBR plan/3 alternatives/no-nest/biogeme.toml new file mode 100644 index 0000000..33217b0 --- /dev/null +++ b/models/IATBR plan/3 alternatives/no-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 28, 2024. 12:21:45 + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 100 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + diff --git a/models/IATBR plan/3 alternatives/no-nest/model-no-nest3.py b/models/IATBR plan/3 alternatives/no-nest/model-no-nest3.py new file mode 100644 index 0000000..7ca9be6 --- /dev/null +++ b/models/IATBR plan/3 alternatives/no-nest/model-no-nest3.py @@ -0,0 +1,164 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('y2017') +veh_per_driver = Variable('veh_per_driver') +non_work_mom = Variable('non_work_mom') +non_work_dad = Variable('non_work_dad') +age = Variable('age') +female = Variable('female') +has_lil_sib = Variable('has_lil_sib') +has_big_sib = Variable('has_big_sib') +log_income_k = Variable('log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car is reference case) +asc_car = Beta('asc_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_car = Beta('b_log_income_k_car', 0, None, None, 1) +b_veh_per_driver_car = Beta('b_veh_per_driver_car', 0, None, None, 1) +b_non_work_mom_car = Beta('b_non_work_mom_car', 0, None, None, 1) +b_non_work_dad_car = Beta('b_non_work_dad_car', 0, None, None, 1) + +b_age_car = Beta('b_age_car', 0, None, None, 1) +b_female_car = Beta('b_female_car', 0, None, None, 1) +b_has_lil_sib_car = Beta('b_has_lil_sib_car', 0, None, None, 1) +b_has_big_sib_car = Beta('b_has_big_sib_car', 0, None, None, 1) + +b_log_distance_car = Beta('b_log_distance_car', 0, None, None, 1) +b_log_density_car = Beta('b_log_density_car', 0, None, None, 1) + +b_y2017_car = Beta('b_y2017_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_car = ( + asc_car + + b_log_income_k_car * log_income_k + + b_veh_per_driver_car * veh_per_driver + + b_non_work_mom_car * non_work_mom + + b_non_work_dad_car * non_work_dad + + b_age_car * age + + b_female_car * female + + b_has_lil_sib_car * has_lil_sib + + b_has_big_sib_car * has_big_sib + + b_log_distance_car * log_distance + + b_log_density_car * log_density + + b_y2017_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {7: V_car, + 18: V_par_act, + 28: V_kid_act} + +# associate availability conditions with alternatives: +# Note: the names don't really make sense with what we're doing, +# but they're all 1s - all alternatives are available to everyone + +av = {7: av_par_car, + 18: av_par_act, + 28: av_kid_act} + +# Define model +my_model = models.loglogit(V, av, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'no_nests3' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/no-nest/no_nests3.html b/models/IATBR plan/3 alternatives/no-nest/no_nests3.html new file mode 100644 index 0000000..5d42f7a --- /dev/null +++ b/models/IATBR plan/3 alternatives/no-nest/no_nests3.html @@ -0,0 +1,369 @@ + + + + +no_nests3 - Report from biogeme 3.2.13 [2024-04-04] + + + + + + +

biogeme 3.2.13 [2024-04-04]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-04 16:57:46.805033

+ + + +
Report file: no_nests3~00.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 24
Sample size: 4910
Excluded observations: 0
Init log likelihood: -55038.07
Final log likelihood: -3176.634
Likelihood ratio test for the init. model: 103722.9
Rho-square for the init. model: 0.942
Rho-square-bar for the init. model: 0.942
Akaike Information Criterion: 6401.269
Bayesian Information Criterion: 6557.246
Final gradient norm: 1.6144E-02
Nbr of threads: 12
Relative gradient: 1.3127396587196186e-07
Cause of termination: Relative gradient = 1.3e-07 <= 6.1e-06
Number of function evaluations: 47
Number of gradient evaluations: 33
Number of hessian evaluations: 32
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 46
Proportion of Hessian calculation: 32/32 = 100.0%
Optimization time: 0:00:09.456681
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-5.220.402-130
asc_par_act-5.680.9-6.312.82e-10
b_age_kid_act0.2430.017513.90
b_age_par_act-0.2510.0358-7.012.41e-12
b_female_kid_act-0.3160.0722-4.381.21e-05
b_female_par_act-0.1320.134-0.9880.323
b_has_big_sib_kid_act0.3380.07554.487.44e-06
b_has_big_sib_par_act0.04070.1390.2940.769
b_has_lil_sib_kid_act0.2120.07572.810.00502
b_has_lil_sib_par_act0.2870.1392.060.0394
b_log_density_kid_act0.1730.02945.893.92e-09
b_log_density_par_act0.4040.07655.281.31e-07
b_log_distance_kid_act-1.630.0648-25.10
b_log_distance_par_act-1.730.113-15.30
b_log_income_k_kid_act-0.04720.0424-1.110.266
b_log_income_k_par_act0.06510.07420.8770.38
b_non_work_dad_kid_ace-0.110.115-0.9550.34
b_non_work_dad_par_act0.2010.1941.040.3
b_non_work_mom_kid_act-0.1230.0771-1.590.111
b_non_work_mom_par_act0.420.1393.030.00244
b_veh_per_driver_kid_act-0.1910.0858-2.220.0263
b_veh_per_driver_par_act-1.130.229-4.928.48e-07
b_y2017_kid_act-0.2020.0743-2.720.00661
b_y2017_par_act2.70.18914.20
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_par_actasc_kid_act0.05330.168-0.5440.5860.05490.152-0.4930.622
b_age_kid_actasc_kid_act-0.00373-0.54913.60-0.00376-0.53413.30
b_age_kid_actasc_par_act-0.0011-0.07777.283.44e-13-0.00125-0.07926.575.15e-11
b_age_par_actasc_kid_act-0.00136-0.09112.60-0.00132-0.091612.20
b_age_par_actasc_par_act-0.0137-0.4416.546.1e-11-0.0139-0.4335.923.13e-09
b_age_par_actb_age_kid_act0.0001060.16-12.609.93e-050.159-13.20
b_female_kid_actasc_kid_act-0.00159-0.056512.20-0.00157-0.054211.90
b_female_kid_actasc_par_act-0.000786-0.01346.575.09e-111.35e-050.0002075.942.88e-09
b_female_kid_actb_age_kid_act-4.28e-08-3.42e-05-7.544.75e-14-1.68e-05-0.0133-7.496.71e-14
b_female_kid_actb_age_par_act1.64e-060.000598-0.8020.422-6.04e-05-0.0234-0.8040.422
b_female_par_actasc_kid_act-0.000746-0.014312.300.0001170.00217120
b_female_par_actasc_par_act-0.00662-0.06116.672.5e-11-0.00928-0.0776.031.66e-09
b_female_par_actb_age_kid_act1.8e-050.00775-2.790.00529-3.25e-05-0.0139-2.770.00557
b_female_par_actb_age_par_act3.77e-050.00740.8560.3920.0003720.07770.8730.383
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b_has_big_sib_kid_actasc_par_act-0.00201-0.03297.351.93e-13-0.00187-0.02756.653.02e-11
b_has_big_sib_kid_actb_age_kid_act0.0002240.1711.280.1990.0001850.141.270.203
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b_has_big_sib_par_actasc_par_act-0.0217-0.1916.731.71e-11-0.0164-0.1316.167.3e-10
b_has_big_sib_par_actb_age_kid_act5.75e-050.0237-1.440.157.46e-050.0308-1.450.147
b_has_big_sib_par_actb_age_par_act0.0005630.1062.070.03810.0004260.0862.080.0375
b_has_big_sib_par_actb_female_kid_act-5.05e-05-0.005032.270.0232-6.68e-05-0.006672.280.0228
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b_has_lil_sib_kid_actb_age_kid_act2.32e-050.0177-0.3910.6965.91e-060.00447-0.3880.698
b_has_lil_sib_kid_actb_age_par_act1.66e-050.005765.53.89e-08-3.9e-05-0.01445.53.78e-08
b_has_lil_sib_kid_actb_female_kid_act-5.15e-05-0.009485.054.53e-07-0.000118-0.021655.82e-07
b_has_lil_sib_kid_actb_female_par_act-9.78e-07-9.73e-052.250.0245-8.69e-05-0.008582.230.0255
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b_has_lil_sib_par_actb_age_par_act7.32e-050.01383.730.0001930.0005450.1093.840.000123
b_has_lil_sib_par_actb_female_kid_act1.56e-060.0001553.840.000123-7.33e-05-0.007283.830.000127
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b_log_density_kid_actasc_par_act-0.00259-0.1147.177.4e-13-0.00324-0.1226.479.7e-11
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b_log_density_kid_actb_age_par_act1.64e-050.01539.0202.54e-050.02419.260
b_log_density_kid_actb_female_kid_act-6.43e-05-0.03196.263.81e-10-5.07e-05-0.02396.224.97e-10
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b_log_density_kid_actb_has_big_sib_par_act2.2e-050.005630.9320.352-3.37e-05-0.008270.9320.351
b_log_density_kid_actb_has_lil_sib_kid_act2.54e-050.012-0.4920.6236.84e-050.0307-0.490.624
b_log_density_kid_actb_has_lil_sib_par_act2.05e-050.00525-0.8020.4233.34e-050.00816-0.8020.422
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b_log_density_par_actasc_par_act-0.0379-0.7187.071.53e-12-0.0515-0.7486.342.23e-10
b_log_density_par_actb_age_kid_act-7.36e-06-0.006512.390.01671.7e-050.01272.060.0395
b_log_density_par_actb_age_par_act-7.89e-05-0.03188.5707.67e-050.0287.834.66e-15
b_log_density_par_actb_female_kid_act-1.33e-05-0.002857.411.26e-131.8e-050.003266.857.28e-12
b_log_density_par_actb_female_par_act-0.000156-0.0183.590.000335-0.000499-0.04883.410.00066
b_log_density_par_actb_has_big_sib_kid_act2.26e-074.61e-050.6580.51-7.08e-05-0.01230.6060.544
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b_log_density_par_actb_has_lil_sib_kid_act1.82e-050.003711.930.05413.2e-050.005521.780.0747
b_log_density_par_actb_has_lil_sib_par_act0.0002020.02230.7630.445-0.000366-0.03440.7230.47
b_log_density_par_actb_log_density_kid_act0.0002890.1593.470.0005240.0003470.1542.970.00296
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b_log_distance_kid_actasc_par_act0.002680.05274.995.95e-070.002680.04594.56.68e-06
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b_log_distance_kid_actb_age_par_act-0.000148-0.0622-18.30-0.000129-0.0554-18.20
b_log_distance_kid_actb_female_kid_act0.0002790.0619-14.200.0002920.0624-140
b_log_distance_kid_actb_female_par_act0.0001430.0171-10.200.0004690.054-10.30
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b_log_distance_kid_actb_log_density_kid_act-6.99e-05-0.0398-25.903.27e-060.00172-25.30
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b_log_distance_par_actasc_kid_act0.002310.05418.7400.001560.03448.440
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b_log_distance_par_actb_female_kid_act0.00010.0127-10.800.0003990.0488-10.80
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b_log_distance_par_actb_has_big_sib_par_act-0.000235-0.0154-9.9100.0003240.0207-9.990
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b_log_distance_par_actb_log_density_kid_act-6.9e-05-0.0225-16.70-0.000115-0.0345-16.10
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b_log_income_k_kid_actasc_par_act-0.00316-0.0926.895.55e-12-0.00228-0.05976.234.61e-10
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b_log_income_k_kid_actb_age_par_act8.07e-060.005013.590.0003356.09e-060.004023.680.000237
b_log_income_k_kid_actb_female_kid_act-1.74e-05-0.005713.210.001322.49e-050.008123.220.00128
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b_log_income_k_kid_actb_has_lil_sib_par_act6.76e-050.0115-2.30.02153.15e-050.00533-2.30.0216
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b_log_income_k_par_actasc_par_act-0.0246-0.4116.81.08e-11-0.0226-0.3396.196.02e-10
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b_log_income_k_par_actb_age_par_act0.0002380.08453.948.1e-052.68e-050.01013.850.000118
b_log_income_k_par_actb_female_kid_act-1.1e-05-0.002063.690.000221-2.38e-05-0.004443.670.00024
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b_log_income_k_par_actb_has_big_sib_kid_act2.99e-050.00537-2.590.009461.11e-050.00199-2.580.00981
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b_log_income_k_par_actb_log_density_kid_act2.4e-050.0116-1.370.172.16e-050.00992-1.360.175
b_log_income_k_par_actb_log_density_par_act0.0002010.0419-3.520.000434-7.08e-06-0.00125-3.170.0015
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b_log_income_k_par_actb_log_income_k_kid_act0.0006520.2091.460.1450.0005730.1821.430.152
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b_non_work_dad_kid_aceb_age_par_act-4.37e-05-0.009871.150.2515.63e-050.01371.170.242
b_non_work_dad_kid_aceb_female_kid_act0.0001040.01241.520.1291.21e-050.001451.520.129
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b_non_work_dad_kid_aceb_log_density_par_act2.61e-050.00346-3.870.000116.65e-050.00755-3.730.000193
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b_non_work_dad_par_actb_log_income_k_par_act0.001760.1170.6520.5150.002570.1780.6970.486
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b_non_work_mom_kid_actb_log_distance_par_act-6e-05-0.007111.90-2.29e-05-0.0026311.70
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b_non_work_mom_par_actb_age_kid_act3.45e-050.01421.260.2074.25e-050.01751.270.203
b_non_work_mom_par_actb_age_par_act0.000140.02624.663.17e-066.51e-050.01314.72.59e-06
b_non_work_mom_par_actb_female_kid_act-2.08e-05-0.002074.682.92e-06-9.01e-05-0.0094.692.7e-06
b_non_work_mom_par_actb_female_par_act-0.000917-0.04912.790.005277.23e-050.00392.870.00408
b_non_work_mom_par_actb_has_big_sib_kid_act-8.44e-05-0.0080.5140.6070.0001380.01320.5220.601
b_non_work_mom_par_actb_has_big_sib_par_act-0.000176-0.009011.910.05570.0002660.01391.950.0513
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.000157-0.01491.30.194-5.55e-05-0.005291.310.189
b_non_work_mom_par_actb_has_lil_sib_par_act-0.00222-0.1140.6380.524-0.00172-0.08880.6490.517
b_non_work_mom_par_actb_log_density_kid_act-4.44e-05-0.01131.730.0838-7.99e-05-0.01961.740.0824
b_non_work_mom_par_actb_log_density_par_act-0.000465-0.05120.1050.917-0.00135-0.1270.09880.921
b_non_work_mom_par_actb_log_distance_kid_act4.46e-050.0050913.407.52e-050.0083613.40
b_non_work_mom_par_actb_log_distance_par_act-0.000652-0.042611.90-0.000452-0.028811.80
b_non_work_mom_par_actb_log_income_k_kid_act0.0001780.03023.230.001250.0001240.0213.240.00118
b_non_work_mom_par_actb_log_income_k_par_act0.002240.2172.480.01320.001790.1742.440.0146
b_non_work_mom_par_actb_non_work_dad_kid_ace-0.000193-0.01192.90.003730.0001190.007432.950.00316
b_non_work_mom_par_actb_non_work_dad_par_act-0.000856-0.030.8740.3820.0009020.03350.9340.35
b_non_work_mom_par_actb_non_work_mom_kid_act0.002030.1883.710.000210.002050.1913.740.000184
b_veh_per_driver_kid_actasc_kid_act-0.00581-0.18312.20-0.0064-0.18611.80
b_veh_per_driver_kid_actasc_par_act-0.00154-0.02346.711.98e-11-0.00118-0.01526.061.36e-09
b_veh_per_driver_kid_actb_age_kid_act-4.25e-05-0.0301-5.182.18e-07-2.19e-05-0.0146-4.938.11e-07
b_veh_per_driver_kid_actb_age_par_act-5.73e-05-0.01850.6660.506-3.81e-05-0.01240.6440.52
b_veh_per_driver_kid_actb_female_kid_act8.17e-050.0141.160.2444.2e-050.006771.120.262
b_veh_per_driver_kid_actb_female_par_act0.0001040.00959-0.3760.7078.48e-050.00739-0.3690.712
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.0001450.0237-4.831.38e-06-5.87e-06-0.000906-4.633.74e-06
b_veh_per_driver_kid_actb_has_big_sib_par_act5.06e-060.000447-1.430.1519.95e-050.00837-1.420.154
b_veh_per_driver_kid_actb_has_lil_sib_kid_act-5.57e-05-0.0091-3.620.000294-0.000218-0.0335-3.470.00053
b_veh_per_driver_kid_actb_has_lil_sib_par_act-3.99e-05-0.00352-2.950.00315-4.64e-05-0.00388-2.910.00357
b_veh_per_driver_kid_actb_log_density_kid_act0.0001490.0654-4.321.55e-050.000120.0477-4.074.72e-05
b_veh_per_driver_kid_actb_log_density_par_act7.66e-060.00145-5.721.07e-08-1.22e-05-0.00185-5.172.4e-07
b_veh_per_driver_kid_actb_log_distance_kid_act7.56e-050.014914.100.0001290.023113.50
b_veh_per_driver_kid_actb_log_distance_par_act0.0003250.036611.500.0003960.0408110
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.000538-0.157-1.470.14-0.000555-0.153-1.420.157
b_veh_per_driver_kid_actb_log_income_k_par_act-0.000154-0.0257-2.30.0214-0.000196-0.0308-2.220.0264
b_veh_per_driver_kid_actb_non_work_dad_kid_ace0.0003990.0423-0.580.5620.0003180.0321-0.570.569
b_veh_per_driver_kid_actb_non_work_dad_par_act0.0002250.0136-1.790.0733.26e-050.00196-1.850.0647
b_veh_per_driver_kid_actb_non_work_mom_kid_act0.0001410.0225-0.6120.540.0003610.0545-0.6050.545
b_veh_per_driver_kid_actb_non_work_mom_par_act7.11e-050.00626-3.790.0001520.0001390.0117-3.770.000166
b_veh_per_driver_par_actasc_kid_act-0.00243-0.03249.290-0.00202-0.0228.770
b_veh_per_driver_par_actasc_par_act-0.0307-0.1975.231.71e-07-0.0583-0.2834.64.23e-06
b_veh_per_driver_par_actb_age_kid_act-1.2e-05-0.00361-7.11.21e-12-6.22e-06-0.00155-5.972.44e-09
b_veh_per_driver_par_actb_age_par_act0.0002520.0344-4.516.57e-060.0005970.0729-3.830.000131
b_veh_per_driver_par_actb_female_kid_act7.36e-050.00533-3.967.44e-053.04e-050.00184-3.380.000725
b_veh_per_driver_par_actb_female_par_act0.0009560.0374-4.331.48e-050.00140.0457-3.830.000129
b_veh_per_driver_par_actb_has_big_sib_kid_act5.08e-050.00351-7.111.14e-120.0002090.0121-6.11.05e-09
b_veh_per_driver_par_actb_has_big_sib_par_act-0.000335-0.0125-4.899.9e-070.0008260.026-4.421.01e-05
b_veh_per_driver_par_actb_has_lil_sib_kid_act1.26e-068.68e-05-6.58.29e-112.38e-050.00138-5.562.73e-08
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.000793-0.0296-5.884.22e-090.000660.0207-5.331e-07
b_veh_per_driver_par_actb_log_density_kid_act2.35e-050.00437-6.712e-114.9e-050.00728-5.641.71e-08
b_veh_per_driver_par_actb_log_density_par_act0.001180.0949-7.787.11e-150.002220.127-6.64.14e-11
b_veh_per_driver_par_actb_log_distance_kid_act0.0001080.008992.490.0129-4.84e-05-0.003262.10.0354
b_veh_per_driver_par_actb_log_distance_par_act0.000170.008082.730.00634-0.0018-0.06952.290.0219
b_veh_per_driver_par_actb_log_income_k_kid_act-0.000116-0.0143-5.484.31e-08-0.000269-0.0277-4.623.91e-06
b_veh_per_driver_par_actb_log_income_k_par_act-0.00399-0.282-5.321.05e-07-0.00512-0.301-4.574.95e-06
b_veh_per_driver_par_actb_non_work_dad_kid_ace0.0002250.0101-4.555.27e-06-2.67e-06-0.000101-3.977.24e-05
b_veh_per_driver_par_actb_non_work_dad_par_act0.003190.0814-4.957.51e-07-0.00135-0.0304-4.361.29e-05
b_veh_per_driver_par_actb_non_work_mom_kid_act4.56e-050.00308-4.861.18e-060.0001830.0104-4.173.03e-05
b_veh_per_driver_par_actb_non_work_mom_par_act0.001030.0384-6.643.2e-110.00170.0536-5.923.14e-09
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.002580.165-4.791.71e-060.002410.123-46.47e-05
b_y2017_kid_actasc_kid_act-0.00282-0.096112.40-0.00439-0.147120
b_y2017_kid_actasc_par_act-0.00359-0.05886.682.42e-11-0.00251-0.03766.051.49e-09
b_y2017_kid_actb_age_kid_act1.85e-050.0141-5.777.79e-090.0001560.12-5.992.15e-09
b_y2017_kid_actb_age_par_act0.0001410.04930.5940.5520.0001050.03960.6050.545
b_y2017_kid_actb_female_kid_act0.0001140.02111.110.267-6.11e-05-0.01141.10.272
b_y2017_kid_actb_female_par_act-0.000127-0.0127-0.4510.652-0.000215-0.0216-0.450.653
b_y2017_kid_actb_has_big_sib_kid_act0.0003070.0542-5.211.88e-070.0004980.0889-5.349.21e-08
b_y2017_kid_actb_has_big_sib_par_act0.0002370.0226-1.550.1220.0001680.0163-1.550.121
b_y2017_kid_actb_has_lil_sib_kid_act0.0006840.121-4.153.37e-050.0006340.113-4.153.39e-05
b_y2017_kid_actb_has_lil_sib_par_act0.0003140.0299-3.120.00180.0003290.0318-3.140.00171
b_y2017_kid_actb_log_density_kid_act-4.7e-05-0.0223-4.643.57e-06-1.39e-05-0.00638-4.682.85e-06
b_y2017_kid_actb_log_density_par_act3.63e-050.00744-6.119.68e-101.32e-050.00233-5.681.31e-08
b_y2017_kid_actb_log_distance_kid_act-0.000489-0.10413.90-0.000493-0.10213.80
b_y2017_kid_actb_log_distance_par_act-0.00101-0.12310.90-0.000746-0.088810.80
b_y2017_kid_actb_log_income_k_kid_act5.84e-060.00184-1.790.0731-2.87e-05-0.0091-1.80.072
b_y2017_kid_actb_log_income_k_par_act-2.49e-05-0.00449-2.530.0115-0.000122-0.0221-2.510.012
b_y2017_kid_actb_non_work_dad_kid_ace6.26e-050.00716-0.6640.5060.0001010.0118-0.6720.502
b_y2017_kid_actb_non_work_dad_par_act-5.54e-05-0.00361-1.850.0642-0.000532-0.0369-1.910.0555
b_y2017_kid_actb_non_work_mom_kid_act0.000160.0276-0.7420.4589.42e-060.00164-0.7380.461
b_y2017_kid_actb_non_work_mom_par_act-1.35e-05-0.00128-3.919.08e-055.16e-050.00501-3.967.43e-05
b_y2017_kid_actb_veh_per_driver_kid_act-6.65e-05-0.0109-0.09930.921-3.16e-05-0.00495-0.09710.923
b_y2017_kid_actb_veh_per_driver_par_act-0.000114-0.007874.487.59e-060.0001330.007813.850.000116
b_y2017_par_actasc_kid_act-0.00106-0.014218.10-0.000168-0.0022117.80
b_y2017_par_actasc_par_act-0.038-0.2459.530-0.0467-0.2748.640
b_y2017_par_actb_age_kid_act5.2e-050.015712.806.05e-050.018312.90
b_y2017_par_actb_age_par_act-0.000533-0.073214.90-0.000152-0.022415.20
b_y2017_par_actb_female_kid_act2.04e-050.0014814.80-0.00019-0.013914.80
b_y2017_par_actb_female_par_act5.62e-050.0022112.200.00260.10312.80
b_y2017_par_actb_has_big_sib_kid_act6.28e-050.0043611.500.0001320.0092611.60
b_y2017_par_actb_has_big_sib_par_act0.001630.061411.600.0001580.0060211.40
b_y2017_par_actb_has_lil_sib_kid_act0.0001690.011712.207.66e-050.0053412.20
b_y2017_par_actb_has_lil_sib_par_act0.002890.10810.800.002750.10410.80
b_y2017_par_actb_log_density_kid_act-8.85e-05-0.016613.10-6.3e-05-0.011313.10
b_y2017_par_actb_log_density_par_act0.0008950.072211.60-0.000482-0.033211.10
b_y2017_par_actb_log_distance_kid_act-0.000173-0.014521.406.73e-050.0054821.60
b_y2017_par_actb_log_distance_par_act-0.00499-0.23918.30-0.00637-0.29717.90
b_y2017_par_actb_log_income_k_kid_act4.28e-075.31e-05140-0.000182-0.022614.10
b_y2017_par_actb_log_income_k_par_act-0.000323-0.022912.800.002390.1713.80
b_y2017_par_actb_non_work_dad_kid_ace-0.000103-0.0046612.50-0.000695-0.031812.50
b_y2017_par_actb_non_work_dad_par_act0.001260.03239.0900.001430.03899.390
b_y2017_par_actb_non_work_mom_kid_act-1.61e-05-0.0010913.70-3.09e-05-0.0021213.80
b_y2017_par_actb_non_work_mom_par_act0.001220.04589.8400.003120.11910.30
b_y2017_par_actb_veh_per_driver_kid_act1.56e-050.00113.901.02e-050.00062613.90
b_y2017_par_actb_veh_per_driver_par_act-0.00104-0.028313.900.002860.06613.30
b_y2017_par_actb_y2017_kid_act0.002470.1721500.00230.16415.10
+

Smallest eigenvalue: 1.48067

+

Largest eigenvalue: 163718

+

Condition number: 110570

+ \ No newline at end of file diff --git a/models/IATBR plan/3 alternatives/no-nest/no_nests3.pickle b/models/IATBR plan/3 alternatives/no-nest/no_nests3.pickle new file mode 100644 index 0000000..5e00185 Binary files /dev/null and b/models/IATBR plan/3 alternatives/no-nest/no_nests3.pickle differ diff --git a/models/IATBR plan/4 alternatives/car-nest/__mode_nests.iter b/models/IATBR plan/4 alternatives/car-nest/__mode_nests.iter new file mode 100644 index 0000000..c79e32e --- /dev/null +++ b/models/IATBR plan/4 alternatives/car-nest/__mode_nests.iter @@ -0,0 +1,37 @@ +asc_kid_act = -5.222448172681874 +asc_kid_car = -0.07087355956289768 +asc_par_act = -5.679450313492681 +b_age_kid_act = 24.28886185071036 +b_age_kid_car = 0.25613147408125697 +b_age_par_act = -25.04762643728083 +b_female_kid_act = -31.6558450719002 +b_female_kid_car = -0.34378561619175874 +b_female_par_act = -13.250882740507787 +b_has_big_sib_kid_act = 33.940976962143914 +b_has_big_sib_kid_car = 0.9928260472858562 +b_has_big_sib_par_act = 4.1701905970628115 +b_has_lil_sib_kid_act = 21.374134902175506 +b_has_lil_sib_kid_car = 1.0820273194326502 +b_has_lil_sib_par_act = 28.814256295751537 +b_log_density_kid_act = 17.283187155348795 +b_log_density_kid_car = -0.14827266925569663 +b_log_density_par_act = 40.35571746318707 +b_log_distance_kid_act = -162.8236933631238 +b_log_distance_kid_car = -0.33449897486445446 +b_log_distance_par_act = -172.81736626756557 +b_log_income_k_kid_act = -4.727591114352415 +b_log_income_k_kid_car = -0.0736139918967267 +b_log_income_k_par_act = 6.500845427344935 +b_non_work_dad_kid_ace = -11.028888580242846 +b_non_work_dad_kid_car = -0.21044092591621627 +b_non_work_dad_par_act = 20.058150622892594 +b_non_work_mom_kid_act = -12.413240113817803 +b_non_work_mom_kid_car = -1.2402888842219726 +b_non_work_mom_par_act = 41.90797891686838 +b_veh_per_driver_kid_act = -18.97361716314473 +b_veh_per_driver_kid_car = 0.6482841060232041 +b_veh_per_driver_par_act = -112.61511180353786 +b_y2017_kid_act = -20.210343234320277 +b_y2017_kid_car = -0.3569399358523622 +b_y2017_par_act = 269.7437522264142 +mu_car = 43.76485854903007 diff --git a/models/IATBR plan/4 alternatives/car-nest/biogeme.toml b/models/IATBR plan/4 alternatives/car-nest/biogeme.toml new file mode 100644 index 0000000..e600d5b --- /dev/null +++ b/models/IATBR plan/4 alternatives/car-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on April 09, 2024. 16:22:15 + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 1000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + diff --git a/models/IATBR plan/4 alternatives/car-nest/mode_nests.html b/models/IATBR plan/4 alternatives/car-nest/mode_nests.html new file mode 100644 index 0000000..1bbc259 --- /dev/null +++ b/models/IATBR plan/4 alternatives/car-nest/mode_nests.html @@ -0,0 +1,769 @@ + + + + +mode_nests - Report from biogeme 3.2.13 [2024-04-09] + + + + + + +

biogeme 3.2.13 [2024-04-09]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-09 16:25:24.078182

+ + + +
Report file: mode_nests.html
Database name: est
+

Algorithm failed to converge

+

It seems that the optimization algorithm did not converge. Therefore, the results below do not correspond to the maximum likelihood estimator. Check the specification of the model, or the criteria for convergence of the algorithm.

Estimation report

+ + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 37
Sample size: 4910
Excluded observations: 0
Init log likelihood: -6806.705
Final log likelihood: -4220.381
Likelihood ratio test for the init. model: 5172.648
Rho-square for the init. model: 0.38
Rho-square-bar for the init. model: 0.375
Akaike Information Criterion: 8514.762
Bayesian Information Criterion: 8755.226
Final gradient norm: 1.8786E+00
Nbr of threads: 12
Algorithm: Newton with trust region for simple bound constraints
Cause of termination: Maximum number of iterations reached: 100
Number of iterations: 100
Proportion of Hessian calculation: 66/66 = 100.0%
Optimization time: 0:03:06.326066
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-5.220.402-130
asc_kid_car-0.520.108-4.831.36e-06
asc_par_act-5.680.901-6.32.93e-10
b_age_kid_act24.51.75140
b_age_kid_car1.880.5353.520.000435
b_age_par_act-24.93.58-6.953.57e-12
b_female_kid_act-31.97.23-4.411.01e-05
b_female_kid_car-2.51.91-1.310.191
b_female_par_act-13.513.4-1.010.315
b_has_big_sib_kid_act34.77.554.64.3e-06
b_has_big_sib_kid_car7.292.223.280.00104
b_has_big_sib_par_act4.7913.90.3450.73
b_has_lil_sib_kid_act22.27.582.930.00341
b_has_lil_sib_kid_car7.912.143.690.000224
b_has_lil_sib_par_act29.513.92.110.0345
b_log_density_kid_act17.22.945.835.44e-09
b_log_density_kid_car-1.070.676-1.590.112
b_log_density_par_act40.37.655.261.43e-07
b_log_distance_kid_act-1636.5-25.10
b_log_distance_kid_car-2.51.99-1.260.208
b_log_distance_par_act-17311.3-15.30
b_log_income_k_kid_act-4.814.24-1.130.258
b_log_income_k_kid_car-0.5521.25-0.4420.658
b_log_income_k_par_act6.457.420.8690.385
b_non_work_dad_kid_ace-11.211.5-0.9680.333
b_non_work_dad_kid_car-1.513.33-0.4540.65
b_non_work_dad_par_act2019.41.030.304
b_non_work_mom_kid_act-13.37.71-1.720.0848
b_non_work_mom_kid_car-9.082.33-3.899.85e-05
b_non_work_mom_par_act41.213.92.970.00298
b_veh_per_driver_kid_act-18.48.59-2.140.032
b_veh_per_driver_kid_car4.671.92.460.0141
b_veh_per_driver_par_act-11222.9-4.99.58e-07
b_y2017_kid_act-20.57.43-2.760.00582
b_y2017_kid_car-2.692.09-1.290.198
b_y2017_par_act2701914.20
mu_car5.970.52111.40
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_carasc_kid_act0.0005360.003067.912.44e-150.001430.03311.40
asc_par_actasc_kid_act0.05340.168-0.5420.5880.05510.152-0.490.624
asc_par_actasc_kid_car-0.000634-0.00174-5.552.84e-080.001070.0111-5.691.25e-08
b_age_kid_actasc_kid_act-0.373-0.54514.90-0.376-0.53414.90
b_age_kid_actasc_kid_car-0.0876-0.11113.50-0.00323-0.017214.30
b_age_kid_actasc_par_act-0.109-0.076815.20-0.124-0.078914.90
b_age_kid_carasc_kid_act-0.000131-0.0002024.182.87e-05-0.000452-0.002110.60
b_age_kid_carasc_kid_car-0.718-0.9691.150.251-0.0363-0.6313.957.95e-05
b_age_kid_carasc_par_act0.003740.002794.113.96e-050.001410.002937.225.04e-13
b_age_kid_carb_age_kid_act0.3340.115-9.9800.01130.0121-12.40
b_age_par_actasc_kid_act-0.136-0.0909-5.083.81e-07-0.132-0.0916-5.416.46e-08
b_age_par_actasc_kid_car-0.0729-0.0426-6.312.82e-10-0.00335-0.0087-6.81.02e-11
b_age_par_actasc_par_act-1.37-0.44-4.535.84e-06-1.4-0.433-4.742.12e-06
b_age_par_actb_age_kid_act1.090.164-12.600.990.158-13.20
b_age_par_actb_age_kid_car0.2770.0439-6.546.13e-11-0.00088-0.00046-7.41.4e-13
b_female_kid_actasc_kid_act-0.16-0.0566-3.680.00023-0.158-0.0544-3.680.000238
b_female_kid_actasc_kid_car0.1050.0325-4.351.34e-050.0006760.00087-4.341.41e-05
b_female_kid_actasc_par_act-0.0798-0.0136-3.610.000307-0.000601-9.23e-05-3.60.000317
b_female_kid_actb_age_kid_act-0.0489-0.00387-7.593.15e-14-0.174-0.0138-7.564.06e-14
b_female_kid_actb_age_kid_car-0.389-0.0327-4.545.76e-06-0.0266-0.00689-4.663.18e-06
b_female_kid_actb_age_par_act-0.0229-0.000832-0.8610.389-0.608-0.0235-0.8630.388
b_female_kid_carasc_kid_act-0.00557-0.005010.9480.343-0.00544-0.007081.40.163
b_female_kid_carasc_kid_car0.8910.697-0.7730.439-0.017-0.0828-1.030.304
b_female_kid_carasc_par_act-0.00965-0.004171.070.283-0.0133-0.007741.50.133
b_female_kid_carb_age_kid_act-0.403-0.0808-7.86.44e-15-0.00337-0.00101-10.40
b_female_kid_carb_age_kid_car-3.28-0.697-1.050.2940.05280.0517-2.240.0252
b_female_kid_carb_age_par_act-0.334-0.03084.633.59e-060.01130.001665.523.31e-08
b_female_kid_carb_female_kid_act0.9650.0473.860.0001150.4710.03413.977.26e-05
b_female_par_actasc_kid_act-0.0752-0.0144-0.6160.5380.01080.00201-0.6150.539
b_female_par_actasc_kid_car0.08460.0141-0.9690.3320.007310.00508-0.9660.334
b_female_par_actasc_par_act-0.663-0.0611-0.580.562-0.928-0.077-0.5770.564
b_female_par_actb_age_kid_act0.1420.00608-2.820.00478-0.33-0.0141-2.810.00502
b_female_par_actb_age_kid_car-0.311-0.0141-1.140.255-0.0302-0.00422-1.140.252
b_female_par_actb_age_par_act0.340.006670.8250.4093.70.07730.8420.4
b_female_par_actb_female_kid_act18.20.1891.330.18518.40.191.320.186
b_female_par_actb_female_kid_car0.7750.0204-0.8060.420.4140.0162-0.8120.417
b_has_big_sib_kid_actasc_kid_act-0.634-0.2145.22e-07-0.613-0.2025.221.74e-07
b_has_big_sib_kid_actasc_kid_car-0.328-0.09634.614.05e-060.005710.007034.673.08e-06
b_has_big_sib_kid_actasc_par_act-0.199-0.03235.271.33e-07-0.184-0.0275.291.2e-07
b_has_big_sib_kid_actb_age_kid_act2.390.181.370.1721.820.1381.360.174
b_has_big_sib_kid_actb_age_kid_car1.190.09514.311.61e-05-0.113-0.02814.331.51e-05
b_has_big_sib_kid_actb_age_par_act0.7830.02717.091.3e-120.8380.0317.225.22e-13
b_has_big_sib_kid_actb_female_kid_act-1.91-0.03496.263.96e-10-1.25-0.0236.32.96e-10
b_has_big_sib_kid_actb_female_kid_car-1.55-0.07194.497.27e-06-0.00949-0.0006594.781.79e-06
b_has_big_sib_kid_actb_female_par_act-0.48-0.004743.130.00174-0.735-0.007273.120.00179
b_has_big_sib_kid_carasc_kid_act0.005470.002161.930.05410.007790.008715.552.92e-08
b_has_big_sib_kid_carasc_kid_car-2.73-0.9391.130.258-0.0849-0.3553.450.00056
b_has_big_sib_kid_carasc_par_act0.01950.003711.990.04710.01690.008435.425.91e-08
b_has_big_sib_kid_carb_age_kid_act1.210.106-2.630.0085-0.0934-0.024-6.011.86e-09
b_has_big_sib_kid_carb_age_kid_car9.910.9251.080.2790.4310.3632.590.00963
b_has_big_sib_kid_carb_age_par_act10.04064.351.34e-05-0.115-0.01457.593.24e-14
b_has_big_sib_kid_carb_female_kid_act-1.52-0.03253.986.94e-05-0.106-0.006575.172.3e-07
b_has_big_sib_kid_carb_female_kid_car-12.9-0.71.120.2620.02170.005123.350.000812
b_has_big_sib_kid_carb_female_par_act-1.23-0.01421.390.164-0.122-0.004091.530.127
b_has_big_sib_kid_carb_has_big_sib_kid_act5.050.103-2.90.003770.3210.0191-3.50.000465
b_has_big_sib_par_actasc_kid_act-0.229-0.04190.7160.474-0.212-0.0380.7210.471
b_has_big_sib_par_actasc_kid_car-0.267-0.04270.380.704-0.00331-0.002220.3830.702
b_has_big_sib_par_actasc_par_act-2.16-0.1910.740.459-1.64-0.1310.7470.455
b_has_big_sib_par_actb_age_kid_act0.6920.0283-1.410.160.7210.0298-1.420.157
b_has_big_sib_par_actb_age_kid_car0.9660.04190.2080.835-0.0751-0.01010.2090.834
b_has_big_sib_par_actb_age_par_act5.740.1082.110.03494.270.08612.120.0342
b_has_big_sib_par_actb_female_kid_act-0.653-0.006492.330.0198-0.684-0.006832.340.0192
b_has_big_sib_par_actb_female_kid_car-1.27-0.03190.5080.611-0.00863-0.0003260.520.603
b_has_big_sib_par_actb_female_par_act-4.39-0.02360.9340.35-10.9-0.05870.920.358
b_has_big_sib_par_actb_has_big_sib_kid_act20.80.196-2.060.0394210.201-2.080.0377
b_has_big_sib_par_actb_has_big_sib_kid_car4.110.0455-0.1660.8680.3550.0115-0.1790.858
b_has_lil_sib_kid_actasc_kid_act-0.514-0.1743.580.000348-0.507-0.1663.580.000343
b_has_lil_sib_kid_actasc_kid_car-0.351-0.1032.970.00298-0.00357-0.0043830.00273
b_has_lil_sib_kid_actasc_par_act-0.2-0.03243.640.000273-0.136-0.01993.640.000269
b_has_lil_sib_kid_actb_age_kid_act0.3890.0293-0.2980.7660.07620.00576-0.2970.766
b_has_lil_sib_kid_actb_age_kid_car1.260.1012.670.007540.05010.01242.680.00747
b_has_lil_sib_kid_actb_age_par_act0.2940.01015.572.61e-08-0.386-0.01425.592.31e-08
b_has_lil_sib_kid_actb_female_kid_act-0.712-0.0135.142.82e-07-1.23-0.02255.113.25e-07
b_has_lil_sib_kid_actb_female_kid_car-1.65-0.07642.970.00296-0.0821-0.005683.150.00161
b_has_lil_sib_kid_actb_female_par_act-0.165-0.001642.320.0203-0.9-0.008882.310.021
b_has_lil_sib_kid_actb_has_big_sib_kid_act15.40.267-1.360.17315.10.263-1.360.173
b_has_lil_sib_kid_actb_has_big_sib_kid_car5.010.1021.570.1160.1840.01091.890.0586
b_has_lil_sib_kid_actb_has_big_sib_par_act6.520.06161.120.2616.80.06481.130.258
b_has_lil_sib_kid_carasc_kid_act0.006410.002361.880.05964.2e-054.87e-056.021.75e-09
b_has_lil_sib_kid_carasc_kid_car-2.95-0.9441.140.254-0.0649-0.2823.870.000107
b_has_lil_sib_kid_carasc_par_act0.02130.003771.940.05240.01140.005885.854.78e-09
b_has_lil_sib_kid_carb_age_kid_act1.290.106-2.370.01790.06770.0181-6.041.51e-09
b_has_lil_sib_kid_carb_age_kid_car10.60.921.10.2710.08950.0782.780.00543
b_has_lil_sib_kid_carb_age_par_act1.080.04054.22.63e-050.005070.0006617.863.77e-15
b_has_lil_sib_kid_carb_female_kid_act-1.63-0.03253.919.23e-05-0.176-0.01145.261.4e-07
b_has_lil_sib_kid_carb_female_kid_car-13.9-0.6991.130.2570.1710.04183.70.000213
b_has_lil_sib_kid_carb_female_par_act-1.32-0.01421.410.158-0.122-0.004241.580.115
b_has_lil_sib_kid_carb_has_big_sib_kid_act5.050.0956-2.730.006250.1850.0114-3.420.000619
b_has_lil_sib_kid_carb_has_big_sib_kid_car42.10.9320.2460.8061.620.3390.2480.804
b_has_lil_sib_kid_carb_has_big_sib_par_act4.120.04240.2040.8380.2140.007190.2230.823
b_has_lil_sib_kid_carb_has_lil_sib_kid_act5.750.109-1.470.1420.5180.0319-1.830.0676
b_has_lil_sib_par_actasc_kid_act-0.193-0.03542.480.0132-0.155-0.02762.490.0129
b_has_lil_sib_par_actasc_kid_car-0.285-0.04542.140.0323-0.00208-0.001392.150.0315
b_has_lil_sib_par_actasc_par_act-1.7-0.152.490.0128-1.93-0.1542.490.0127
b_has_lil_sib_par_actb_age_kid_act0.1330.005420.3540.723-0.383-0.01570.3540.723
b_has_lil_sib_par_actb_age_kid_car1.020.04421.970.0488-0.0148-0.001981.980.048
b_has_lil_sib_par_actb_age_par_act0.8530.0163.770.0001665.490.113.880.000104
b_has_lil_sib_par_actb_female_kid_act-0.141-0.00143.99.64e-05-0.752-0.007463.99.75e-05
b_has_lil_sib_par_actb_female_kid_car-1.34-0.03372.230.0260.06230.002342.270.0231
b_has_lil_sib_par_actb_female_par_act-3.31-0.01782.20.0277-5.79-0.0312.190.0287
b_has_lil_sib_par_actb_has_big_sib_kid_act6.360.06-0.3360.7376.450.0613-0.3380.736
b_has_lil_sib_par_actb_has_big_sib_kid_car4.070.04491.460.1430.1180.003791.570.116
b_has_lil_sib_par_actb_has_big_sib_par_act510.2611.450.14648.10.2491.450.147
b_has_lil_sib_par_actb_has_lil_sib_kid_act20.80.1960.5020.61620.40.1940.5020.615
b_has_lil_sib_par_actb_has_lil_sib_kid_car4.680.0481.410.1590.4140.01381.530.126
b_log_density_kid_actasc_kid_act-0.698-0.6377.293.02e-13-0.777-0.6566.953.65e-12
b_log_density_kid_actasc_kid_car0.04770.03796.263.83e-10-0.0068-0.021561.96e-09
b_log_density_kid_actasc_par_act-0.26-0.1147.593.15e-14-0.326-0.1237.186.99e-13
b_log_density_kid_actb_age_kid_act0.150.0305-2.250.02460.10.0195-2.160.0307
b_log_density_kid_actb_age_kid_car-0.194-0.0424.614.04e-06-0.00221-0.001415.113.25e-07
b_log_density_kid_actb_age_par_act0.1440.01358.9300.2570.02449.190
b_log_density_kid_actb_female_kid_act-0.612-0.03036.283.45e-10-0.508-0.02396.234.52e-10
b_log_density_kid_actb_female_kid_car0.2520.031655.83e-07-0.0143-0.002555.62.16e-08
b_log_density_kid_actb_female_par_act-0.288-0.00772.240.025-0.151-0.003842.230.0256
b_log_density_kid_actb_has_big_sib_kid_act0.07720.00363-2.170.02990.2530.0114-2.170.0298
b_log_density_kid_actb_has_big_sib_kid_car-0.751-0.04131.380.1690.03790.005792.680.0073
b_log_density_kid_actb_has_big_sib_par_act0.1480.003770.870.384-0.321-0.007880.8710.384
b_log_density_kid_actb_has_lil_sib_kid_act0.1570.00737-0.6230.5330.6550.0294-0.6240.532
b_log_density_kid_actb_has_lil_sib_kid_car-0.809-0.04141.210.225-0.131-0.02072.510.0119
b_log_density_kid_actb_has_lil_sib_par_act0.1290.00328-0.8640.3870.3210.00783-0.8660.387
b_log_density_kid_carasc_kid_act-0.00736-0.01653.430.000614-0.0101-0.03715.192.14e-07
b_log_density_kid_carasc_kid_car0.350.685-0.6210.534-0.0351-0.482-0.7570.449
b_log_density_kid_carasc_par_act-0.00801-0.008653.280.00106-0.0121-0.01984.055.17e-05
b_log_density_kid_carb_age_kid_act-0.172-0.086-11.800.009170.00777-13.70
b_log_density_kid_carb_age_kid_car-1.41-0.749-1.130.2580.003510.00972-3.450.000568
b_log_density_kid_carb_age_par_act-0.141-0.03255.923.13e-090.02450.01016.555.77e-11
b_log_density_kid_carb_female_kid_act0.2150.02614.242.23e-05-0.0307-0.006274.242.19e-05
b_log_density_kid_carb_female_kid_car1.820.5610.5920.554-0.103-0.07990.6850.494
b_log_density_kid_carb_female_par_act0.1720.01130.9250.3550.04860.005370.9240.356
b_log_density_kid_carb_has_big_sib_kid_act-0.653-0.0756-4.613.97e-060.08560.0168-4.732.28e-06
b_log_density_kid_carb_has_big_sib_kid_car-5.5-0.745-1.130.256-0.148-0.0985-3.510.000456
b_log_density_kid_carb_has_big_sib_par_act-0.531-0.0334-0.4180.6760.05280.00563-0.4230.673
b_log_density_kid_carb_has_lil_sib_kid_act-0.698-0.0808-30.00273-0.0617-0.0121-3.050.00225
b_log_density_kid_carb_has_lil_sib_kid_car-5.93-0.747-1.150.2520.03880.0268-4.035.61e-05
b_log_density_kid_carb_has_lil_sib_par_act-0.565-0.0355-2.170.0299-0.0185-0.00197-2.190.0286
b_log_density_kid_carb_log_density_kid_act0.1780.0558-6.148.06e-100.09070.0456-6.11.05e-09
b_log_density_par_actasc_kid_act-0.239-0.09426.953.7e-12-0.319-0.1045.93.57e-09
b_log_density_par_actasc_kid_car0.03840.01326.273.68e-10-0.00554-0.006735.339.93e-08
b_log_density_par_actasc_par_act-3.79-0.7186.479.99e-11-5.15-0.7485.53.73e-08
b_log_density_par_actb_age_kid_act-0.0924-0.008122.340.01930.170.01272.010.0439
b_log_density_par_actb_age_kid_car-0.155-0.01455.71.16e-08-0.00113-0.00027555.65e-07
b_log_density_par_actb_age_par_act-0.806-0.03258.5200.7640.02797.86.44e-15
b_log_density_par_actb_female_kid_act-0.109-0.002327.431.12e-130.1940.00356.876.53e-12
b_log_density_par_actb_female_kid_car0.2020.01096.051.44e-090.1070.007355.435.62e-08
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b_log_density_par_actb_has_big_sib_kid_act-0.0695-0.001410.5570.578-0.698-0.01210.5150.607
b_log_density_par_actb_has_big_sib_kid_car-0.603-0.01433.570.000363-0.0171-0.001014.143.54e-05
b_log_density_par_actb_has_big_sib_par_act1.440.01582.320.02041.150.01082.250.0244
b_log_density_par_actb_has_lil_sib_kid_act0.1050.002131.810.070.2950.005081.680.0924
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b_log_density_par_actb_has_lil_sib_par_act1.950.02150.7050.481-3.69-0.03460.6680.504
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b_log_density_par_actb_log_density_kid_car0.1410.01916.293.24e-100.08730.01695.397.1e-08
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b_log_distance_kid_actb_female_kid_act2.860.0631-14.202.990.0636-13.90
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b_log_distance_kid_actb_has_lil_sib_kid_act-1.8-0.0379-18.50-3.13-0.0636-180
b_log_distance_kid_actb_has_lil_sib_kid_car-1.74-0.0398-17.90-0.0573-0.00411-250
b_log_distance_kid_actb_has_lil_sib_par_act-1.4-0.016-12.50-2.73-0.0301-12.40
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b_log_distance_kid_carb_age_kid_act-0.44-0.0874-7.731.11e-14-0.147-0.0423-9.980
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b_log_distance_kid_carb_age_par_act-0.366-0.03344.614e-06-0.122-0.01715.435.75e-08
b_log_distance_kid_carb_female_kid_act0.5450.02633.820.0001320.3050.02123.948.04e-05
b_log_distance_kid_carb_female_kid_car4.490.549-0.002960.998-0.0308-0.0081-0.002910.998
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b_log_distance_kid_carb_has_big_sib_kid_act-1.63-0.0746-4.487.56e-060.2680.0179-4.791.7e-06
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b_log_distance_kid_carb_has_big_sib_par_act-1.33-0.0332-0.5090.6110.01130.00041-0.5210.603
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b_log_distance_kid_carb_log_density_kid_act0.2730.0339-4.986.29e-070.06420.011-5.562.63e-08
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b_log_distance_kid_carb_log_distance_kid_act1.030.057123.800.8810.068124.10
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b_log_distance_par_actasc_kid_car0.09540.0194-15.800.004440.00364-15.20
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b_log_distance_par_actb_age_kid_car-0.341-0.0189-15.80-0.0544-0.00897-15.40
b_log_distance_par_actb_age_par_act-1.93-0.0462-12.60-7.05-0.174-11.90
b_log_distance_par_actb_female_kid_act1.050.0133-10.804.050.0495-10.70
b_log_distance_par_actb_female_kid_car0.4390.0141-15.100.2060.00953-14.90
b_log_distance_par_actb_female_par_act4.990.0341-9.401.690.0111-9.150
b_log_distance_par_actb_has_big_sib_kid_act-0.113-0.00136-15.600.03270.000383-15.30
b_log_distance_par_actb_has_big_sib_kid_car-1.29-0.0181-14.100.1770.00701-15.60
b_log_distance_par_actb_has_big_sib_par_act-2.51-0.0165-9.9503.190.0203-100
b_log_distance_par_actb_has_lil_sib_kid_act-1.43-0.0172-14.50-2.31-0.0269-14.10
b_log_distance_par_actb_has_lil_sib_kid_car-1.4-0.0183-13.800.01140.000469-15.70
b_log_distance_par_actb_has_lil_sib_par_act-5.99-0.0391-11.20-10.9-0.0691-10.90
b_log_distance_par_actb_log_density_kid_act-0.663-0.0216-16.70-1.14-0.0343-16.10
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b_log_distance_par_actb_log_density_par_act-2.7-0.038-16.50-5.06-0.0583-15.20
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b_log_distance_par_actb_log_distance_kid_car0.8580.0273-15.200.8750.0388-14.90
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b_log_income_k_kid_actasc_kid_car0.02460.013-1.010.313-0.00671-0.0147-1.010.313
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b_log_income_k_kid_actb_age_kid_car-0.118-0.0169-1.470.143-0.0161-0.00709-1.560.118
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b_log_income_k_kid_actb_female_kid_car0.1550.0129-0.4560.6480.09710.012-0.4990.618
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b_log_income_k_kid_actb_has_big_sib_kid_act0.2530.0079-4.565.01e-060.7910.0247-4.614.02e-06
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b_log_income_k_kid_actb_has_lil_sib_kid_act1.490.0464-3.170.001521.180.0368-3.160.00159
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b_log_income_k_kid_actb_log_density_kid_act0.6210.0524-4.449.09e-061.110.0885-4.448.95e-06
b_log_income_k_kid_actb_log_density_kid_car0.06920.0144-0.8550.3920.04290.015-0.870.384
b_log_income_k_kid_actb_log_density_par_act0.2980.0108-5.845.14e-090.330.0102-5.172.31e-07
b_log_income_k_kid_actb_log_distance_kid_act-2-0.075320.20-1.8-0.065419.80
b_log_income_k_kid_actb_log_distance_kid_car0.1380.0114-0.4530.651-0.0277-0.00328-0.4910.624
b_log_income_k_kid_actb_log_distance_par_act-0.634-0.013714.301.640.034214.10
b_log_income_k_kid_carasc_kid_act-0.00899-0.01723.340.00083-0.0127-0.02533.540.000408
b_log_income_k_kid_carasc_kid_car0.1360.227-0.02460.98-0.0612-0.456-0.02480.98
b_log_income_k_kid_carasc_par_act-0.00858-0.007913.270.00108-0.0188-0.01673.30.000955
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b_log_income_k_kid_carb_age_kid_car-0.739-0.335-0.9940.32-0.00692-0.0104-1.790.0742
b_log_income_k_kid_carb_age_par_act-0.075-0.01475.992.1e-090.03960.008876.441.21e-10
b_log_income_k_kid_carb_female_kid_act0.1160.0124.281.83e-050.130.01444.281.83e-05
b_log_income_k_kid_carb_female_kid_car0.9980.2630.6920.489-0.0972-0.04080.8370.403
b_log_income_k_kid_carb_female_par_act0.09280.005210.9630.336-0.0451-0.00270.9590.337
b_log_income_k_kid_carb_has_big_sib_kid_act-0.357-0.0353-4.555.38e-06-0.0385-0.00408-4.64.15e-06
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b_log_income_k_kid_carb_has_big_sib_par_act-0.285-0.0153-0.380.7040.1050.00605-0.3840.701
b_log_income_k_kid_carb_has_lil_sib_kid_act-0.367-0.0362-2.930.003350.02480.00263-2.960.00305
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b_log_income_k_kid_carb_has_lil_sib_par_act-0.294-0.0157-2.130.03280.09810.00564-2.150.0319
b_log_income_k_kid_carb_log_density_kid_act0.06070.0162-5.749.58e-090.04650.0127-5.572.58e-08
b_log_income_k_kid_carb_log_density_kid_car0.4320.2840.3520.725-0.032-0.03790.3630.717
b_log_income_k_kid_carb_log_density_par_act0.04850.00559-6.167.29e-100.04850.00508-5.271.38e-07
b_log_income_k_kid_carb_log_distance_kid_act0.09620.011525.40-0.00591-0.0007324.60
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b_log_income_k_kid_carb_log_distance_par_act0.07520.0051415.600.0660.0046715.10
b_log_income_k_kid_carb_log_income_k_kid_act0.2140.0380.970.3320.1580.02990.9690.332
b_log_income_k_par_actasc_kid_act-0.305-0.1061.570.116-0.247-0.08261.560.118
b_log_income_k_par_actasc_kid_car0.01580.004780.9430.346-0.00854-0.01070.9390.348
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b_log_income_k_par_actb_age_kid_act0.09080.00702-2.380.01720.1130.00874-2.370.0178
b_log_income_k_par_actb_age_kid_car-0.08-0.006570.6030.546-0.0147-0.00370.6140.539
b_log_income_k_par_actb_age_par_act2.370.08413.919.31e-050.2670.013.820.000135
b_log_income_k_par_actb_female_kid_act-0.0973-0.001833.710.000204-0.227-0.004233.690.000221
b_log_income_k_par_actb_female_kid_car0.1060.005071.130.257-0.0249-0.001761.170.243
b_log_income_k_par_actb_female_par_act-2.34-0.02371.290.196-3.71-0.03741.280.2
b_log_income_k_par_actb_has_big_sib_kid_act0.2610.00467-2.680.007470.1060.0019-2.670.00758
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b_log_income_k_par_actb_has_big_sib_par_act6.910.06710.1080.9141.330.01290.1060.915
b_log_income_k_par_actb_has_lil_sib_kid_act0.6020.0108-1.490.1350.04540.000807-1.480.138
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b_log_income_k_par_actb_has_lil_sib_par_act2.420.0234-1.470.1416.190.0598-1.50.135
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b_log_income_k_par_actb_log_density_kid_car0.04730.005631.010.3130.03520.007011.010.312
b_log_income_k_par_actb_log_density_par_act2.010.042-3.510.000444-0.0604-0.00106-3.170.00153
b_log_income_k_par_actb_log_distance_kid_act-0.385-0.0083117.401.910.039717.50
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b_log_income_k_par_actb_log_income_k_kid_act6.540.211.460.1445.760.1831.430.152
b_log_income_k_par_actb_log_income_k_kid_car0.1690.01720.9360.3490.2530.02730.9340.35
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b_non_work_dad_kid_aceasc_kid_car0.04670.00897-0.9150.36-0.0383-0.0309-0.9220.356
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b_non_work_dad_kid_aceb_age_par_act-0.456-0.01031.120.2630.5870.01421.140.254
b_non_work_dad_kid_aceb_female_kid_act1.070.01281.530.1270.1040.001251.530.127
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b_non_work_dad_kid_aceb_female_par_act1.590.01030.130.8961.940.01260.1310.896
b_non_work_dad_kid_aceb_has_big_sib_kid_act0.4760.0054-3.310.0009232.10.0241-3.360.000768
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b_non_work_dad_kid_aceb_has_lil_sib_kid_act5.590.0635-2.480.01336.190.0709-2.50.0125
b_non_work_dad_kid_aceb_has_lil_sib_kid_car-0.714-0.00883-1.40.161-0.00525-0.000212-1.630.104
b_non_work_dad_kid_aceb_has_lil_sib_par_act2.170.0134-2.250.02450.7020.00437-2.250.0244
b_non_work_dad_kid_aceb_log_density_kid_act0.2110.00646-2.370.01771.570.0464-2.410.0161
b_non_work_dad_kid_aceb_log_density_kid_car0.1110.0084-0.8640.3870.220.0283-0.8740.382
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b_non_work_dad_kid_aceb_log_distance_kid_act0.3640.00511.500.1070.0014311.50
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b_non_work_dad_kid_aceb_log_income_k_kid_act7.510.153-0.5410.5898.020.164-0.5470.585
b_non_work_dad_kid_aceb_log_income_k_kid_car0.1260.00815-0.9080.3640.009540.000663-0.9140.36
b_non_work_dad_kid_aceb_log_income_k_par_act3.110.0363-1.30.1932.450.0286-1.30.193
b_non_work_dad_kid_carasc_kid_act-0.00712-0.005181.050.295-0.0409-0.03051.10.271
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b_non_work_dad_kid_carasc_par_act-0.00878-0.003071.150.249-0.0232-0.007741.20.229
b_non_work_dad_kid_carb_age_kid_act-0.25-0.0406-6.517.47e-110.1220.0209-6.973.23e-12
b_non_work_dad_kid_carb_age_kid_car-2.06-0.354-0.7740.439-0.192-0.108-0.9890.323
b_non_work_dad_kid_carb_age_par_act-0.207-0.01544.477.89e-060.06010.005044.791.66e-06
b_non_work_dad_kid_carb_female_kid_act0.320.01263.810.000141-0.029-0.00123.820.000135
b_non_work_dad_kid_carb_female_kid_car2.690.2690.2530.80.3020.04740.2610.794
b_non_work_dad_kid_carb_female_par_act0.2610.005560.8660.3860.02780.0006230.8660.387
b_non_work_dad_kid_carb_has_big_sib_kid_act-0.895-0.0336-4.281.9e-050.3270.013-4.411.04e-05
b_non_work_dad_kid_carb_has_big_sib_kid_car-7.6-0.333-1.060.2910.06410.00864-2.210.0274
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b_non_work_dad_kid_carb_log_distance_kid_act0.3070.013922.600.2430.011222.20
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b_veh_per_driver_kid_carb_has_lil_sib_par_act2.470.0417-1.720.0859-0.181-0.00681-1.760.0782
b_veh_per_driver_kid_carb_log_density_kid_act-0.462-0.0388-2.410.0158-0.00874-0.00156-3.560.000369
b_veh_per_driver_kid_carb_log_density_kid_car-3.41-0.7061.130.260.1340.1042.940.00324
b_veh_per_driver_kid_carb_log_density_par_act-0.371-0.0135-4.565.14e-06-0.0219-0.00151-4.516.44e-06
b_veh_per_driver_kid_carb_log_distance_kid_act-1.02-0.038221.800.1170.0094324.80
b_veh_per_driver_kid_carb_log_distance_kid_car-8.38-0.6881.090.274-0.21-0.05552.540.0112
b_veh_per_driver_kid_carb_log_distance_par_act-0.808-0.01741500.1010.0046815.50
b_veh_per_driver_kid_carb_log_income_k_kid_act-0.312-0.01741.570.1170.04460.005532.040.0412
b_veh_per_driver_kid_carb_log_income_k_kid_car-1.9-0.3371.080.282-0.222-0.09352.20.0276
b_veh_per_driver_kid_carb_log_income_k_par_act-0.212-0.00678-0.2080.835-0.0152-0.00108-0.2320.817
b_veh_per_driver_kid_carb_non_work_dad_kid_ace-0.419-0.00851.280.2020.1050.004771.360.175
b_veh_per_driver_kid_carb_non_work_dad_kid_car-4.64-0.3110.9820.3260.110.01741.620.104
b_veh_per_driver_kid_carb_non_work_dad_par_act-0.35-0.00405-0.7330.463-0.0106-0.000288-0.7840.433
b_veh_per_driver_kid_carb_non_work_mom_kid_act-3.28-0.09941.950.05130.1270.008682.270.0235
b_veh_per_driver_kid_carb_non_work_mom_kid_car-29.2-0.8681.160.2451.040.2345.211.93e-07
b_veh_per_driver_kid_carb_non_work_mom_par_act-2.69-0.0453-2.460.01370.2270.0086-2.610.00901
b_veh_per_driver_kid_carb_veh_per_driver_kid_act2.520.07282.590.009530.06510.003982.630.00861
b_veh_per_driver_par_actasc_kid_act-0.243-0.0323-5.572.62e-08-0.203-0.022-4.673.02e-06
b_veh_per_driver_par_actasc_kid_car-0.185-0.0215-5.816.23e-090.008970.00364-4.881.07e-06
b_veh_per_driver_par_actasc_par_act-3.07-0.197-5.53.88e-08-5.84-0.283-4.64.27e-06
b_veh_per_driver_par_actb_age_kid_act-0.0417-0.00124-7.091.37e-12-0.0653-0.00163-5.952.66e-09
b_veh_per_driver_par_actb_age_kid_car0.6540.0206-5.933.06e-09-0.0124-0.00101-4.986.33e-07
b_veh_per_driver_par_actb_age_par_act2.590.0354-4.497.15e-0660.0732-3.810.000139
b_veh_per_driver_par_actb_female_kid_act0.6380.00461-3.928.88e-050.3570.00216-3.350.000821
b_veh_per_driver_par_actb_female_kid_car-0.85-0.0155-5.641.72e-080.3740.00856-4.781.77e-06
b_veh_per_driver_par_actb_female_par_act9.470.037-4.31.73e-05140.0456-3.80.000145
b_veh_per_driver_par_actb_has_big_sib_kid_act0.810.00556-7.131.02e-122.050.0119-6.119.69e-10
b_veh_per_driver_par_actb_has_big_sib_kid_car2.560.0205-5.933e-09-0.184-0.00361-5.192.08e-07
b_veh_per_driver_par_actb_has_big_sib_par_act-3.07-0.0114-4.99.52e-078.340.0263-4.429.77e-06
b_veh_per_driver_par_actb_has_lil_sib_kid_act0.3370.00231-6.517.36e-110.1830.00105-5.572.5e-08
b_veh_per_driver_par_actb_has_lil_sib_kid_car2.760.0206-5.923.24e-09-0.316-0.00644-5.221.79e-07
b_veh_per_driver_par_actb_has_lil_sib_par_act-7.62-0.0284-5.883.99e-096.690.0209-5.339.58e-08
b_veh_per_driver_par_actb_log_density_kid_act0.1880.0035-6.672.59e-110.4980.00739-5.612.04e-08
b_veh_per_driver_par_actb_log_density_kid_car-0.359-0.0164-5.777.91e-090.05520.00357-4.851.22e-06
b_veh_per_driver_par_actb_log_density_par_act11.80.0945-7.759.55e-1522.20.127-6.575.03e-11
b_veh_per_driver_par_actb_log_distance_kid_act0.9680.008032.530.0115-0.469-0.003162.140.0326
b_veh_per_driver_par_actb_log_distance_kid_car-0.922-0.0167-5.631.75e-080.03860.000847-4.771.81e-06
b_veh_per_driver_par_actb_log_distance_par_act1.590.007542.760.00574-18.1-0.06972.320.0204
b_veh_per_driver_par_actb_log_income_k_kid_act-1.2-0.0148-5.445.21e-08-2.69-0.0277-4.594.46e-06
b_veh_per_driver_par_actb_log_income_k_kid_car-0.209-0.00815-5.86.79e-09-0.0128-0.000448-4.871.12e-06
b_veh_per_driver_par_actb_log_income_k_par_act-39.9-0.282-5.291.23e-07-51.2-0.302-4.545.53e-06
b_veh_per_driver_par_actb_non_work_dad_kid_ace2.210.0099-4.526.15e-06-0.00872-3.3e-05-3.948.11e-05
b_veh_per_driver_par_actb_non_work_dad_kid_car-0.485-0.00718-5.661.5e-080.130.0017-4.781.71e-06
b_veh_per_driver_par_actb_non_work_dad_par_act31.80.0813-4.928.6e-07-13.5-0.0304-4.341.44e-05
b_veh_per_driver_par_actb_non_work_mom_kid_act0.1050.000703-4.771.8e-061.860.0105-4.114.02e-05
b_veh_per_driver_par_actb_non_work_mom_kid_car-3.13-0.0205-4.938.4e-070.1860.00349-4.487.39e-06
b_veh_per_driver_par_actb_non_work_mom_par_act9.990.0371-6.575.03e-1116.90.0533-5.874.35e-09
b_veh_per_driver_par_actb_veh_per_driver_kid_act26.10.167-4.791.66e-0624.10.122-46.37e-05
b_veh_per_driver_par_actb_veh_per_driver_kid_car1.950.024-5.972.34e-09-0.0812-0.00187-5.093.66e-07
b_y2017_kid_actasc_kid_act-0.283-0.0962-2.020.0439-0.44-0.147-2.040.0417
b_y2017_kid_actasc_kid_car0.1190.0352-2.650.00797-0.00523-0.00654-2.690.0072
b_y2017_kid_actasc_par_act-0.361-0.059-1.940.0519-0.254-0.0379-1.970.0488
b_y2017_kid_actb_age_kid_act0.1290.00982-5.835.52e-091.540.119-6.051.4e-09
b_y2017_kid_actb_age_kid_car-0.438-0.0352-2.880.00396-0.0641-0.0161-30.0027
b_y2017_kid_actb_age_par_act1.370.04770.5310.5951.050.03960.5410.588
b_y2017_kid_actb_female_kid_act1.220.02241.110.268-0.562-0.01051.10.273
b_y2017_kid_actb_female_kid_car0.5870.0274-2.260.02410.1490.0105-2.350.0187
b_y2017_kid_actb_female_par_act-1.22-0.0122-0.4570.648-2.14-0.0215-0.4560.649
b_y2017_kid_actb_has_big_sib_kid_act2.860.0502-5.31.17e-074.950.0883-5.464.86e-08
b_y2017_kid_actb_has_big_sib_kid_car-1.69-0.0346-2.750.00597-0.121-0.00735-3.570.00035
b_y2017_kid_actb_has_big_sib_par_act2.220.0211-1.610.1081.690.0164-1.620.106
b_y2017_kid_actb_has_lil_sib_kid_act6.620.116-4.252.17e-056.440.114-4.271.93e-05
b_y2017_kid_actb_has_lil_sib_kid_car-1.79-0.0342-2.720.006450.4170.0262-3.70.000217
b_y2017_kid_actb_has_lil_sib_par_act2.980.0283-3.180.001453.410.033-3.210.00134
b_y2017_kid_actb_log_density_kid_act-0.437-0.0207-4.653.25e-06-0.113-0.00519-4.72.57e-06
b_y2017_kid_actb_log_density_kid_car0.240.028-2.560.01050.07790.0155-2.610.00916
b_y2017_kid_actb_log_density_par_act0.3870.00792-6.138.66e-100.1470.00258-5.71.18e-08
b_y2017_kid_actb_log_distance_kid_act-4.82-0.10213.90-4.96-0.10313.80
b_y2017_kid_actb_log_distance_kid_car0.5780.0267-2.250.0243-0.214-0.0145-2.330.0198
b_y2017_kid_actb_log_distance_par_act-10.1-0.12210.90-7.51-0.089210.80
b_y2017_kid_actb_log_income_k_kid_act0.08170.00257-1.820.069-0.272-0.00862-1.830.0678
b_y2017_kid_actb_log_income_k_kid_car0.1430.0142-2.610.008950.0510.0055-2.650.00808
b_y2017_kid_actb_log_income_k_par_act-0.235-0.00423-2.550.0108-1.2-0.0218-2.540.0112
b_y2017_kid_actb_non_work_dad_kid_ace0.660.00754-0.6770.4990.9680.0113-0.6840.494
b_y2017_kid_actb_non_work_dad_kid_car0.3550.0134-2.30.0217-0.143-0.00576-2.330.02
b_y2017_kid_actb_non_work_dad_par_act-0.527-0.00343-1.860.0631-5.33-0.0369-1.920.0545
b_y2017_kid_actb_non_work_mom_kid_act1.850.0316-0.6760.4990.0220.000384-0.6720.501
b_y2017_kid_actb_non_work_mom_kid_car2.130.0355-1.060.288-0.35-0.0202-1.460.145
b_y2017_kid_actb_non_work_mom_par_act0.04790.000454-3.880.0001050.3960.00384-3.938.61e-05
b_y2017_kid_actb_veh_per_driver_kid_act-0.812-0.0132-0.1850.853-0.343-0.00537-0.1810.856
b_y2017_kid_actb_veh_per_driver_kid_car-1.07-0.0336-2.870.00409-0.0283-0.002-3.280.00104
b_y2017_kid_actb_veh_per_driver_par_act-1.24-0.008584.439.32e-061.330.007813.820.000134
b_y2017_kid_carasc_kid_act-0.00683-0.005660.8130.416-0.00796-0.009471.190.235
b_y2017_kid_carasc_kid_car0.9970.72-0.780.4350.02460.11-1.040.296
b_y2017_kid_carasc_par_act-0.0124-0.004940.9340.35-0.0172-0.009171.310.191
b_y2017_kid_carb_age_kid_act-0.447-0.0828-7.41.37e-13-0.0883-0.0242-9.860
b_y2017_kid_carb_age_kid_car-3.65-0.716-1.030.301-0.0643-0.0576-2.090.0364
b_y2017_kid_carb_age_par_act-0.358-0.03044.468.37e-060.02540.00345.378.09e-08
b_y2017_kid_carb_female_kid_act0.5790.0263.760.000170.2220.01473.99.67e-05
b_y2017_kid_carb_female_kid_car4.950.563-0.06990.944-0.00716-0.0018-0.06860.945
b_y2017_kid_carb_female_par_act0.4490.01090.7880.4310.0240.0008610.7950.427
b_y2017_kid_carb_has_big_sib_kid_act-1.7-0.0727-4.458.43e-06-0.167-0.0106-4.761.93e-06
b_y2017_kid_carb_has_big_sib_kid_car-14.2-0.709-1.120.264-0.326-0.0702-3.160.00156
b_y2017_kid_carb_has_big_sib_par_act-1.35-0.0313-0.520.6030.01790.000619-0.5330.594
b_y2017_kid_carb_has_lil_sib_kid_act-1.79-0.0766-2.960.003080.3960.025-3.190.00144
b_y2017_kid_carb_has_lil_sib_kid_car-15.1-0.701-1.130.259-0.644-0.144-3.310.000923
b_y2017_kid_carb_has_lil_sib_par_act-1.41-0.0328-2.230.02570.5020.0173-2.290.0222
b_y2017_kid_carb_log_density_kid_act0.2790.0322-4.841.32e-060.1280.0208-5.562.74e-08
b_y2017_kid_carb_log_density_kid_car2.020.575-0.620.535-0.00793-0.00562-0.7350.462
b_y2017_kid_carb_log_density_par_act0.2180.0109-62.02e-090.09460.00592-5.425.87e-08
b_y2017_kid_carb_log_distance_kid_act0.5770.029823.20-0.112-0.0082623.40
b_y2017_kid_carb_log_distance_kid_car4.780.539-0.0650.9480.1420.0342-0.06570.948
b_y2017_kid_carb_log_distance_par_act0.4410.013150-0.198-0.0083814.80
b_y2017_kid_carb_log_income_k_kid_act0.1840.01410.4070.6840.06050.006820.4490.654
b_y2017_kid_carb_log_income_k_kid_car1.190.289-0.7150.474-0.072-0.0276-0.8690.385
b_y2017_kid_carb_log_income_k_par_act0.1230.00539-1.140.2520.1010.00653-1.190.235
b_y2017_kid_carb_non_work_dad_kid_ace0.2830.007880.7060.48-0.16-0.006640.7220.47
b_y2017_kid_carb_non_work_dad_kid_car2.980.274-0.2950.7680.2010.0289-0.3030.762
b_y2017_kid_carb_non_work_dad_par_act0.2280.00362-1.10.2720.07050.00174-1.160.246
b_y2017_kid_carb_non_work_mom_kid_act2.010.08381.310.192-0.273-0.01691.320.186
b_y2017_kid_carb_non_work_mom_kid_car17.80.7271.050.2940.7460.1532.220.0266
b_y2017_kid_carb_non_work_mom_par_act1.60.0371-3.080.00205-0.52-0.0179-3.120.0018
b_y2017_kid_carb_veh_per_driver_kid_act-1.23-0.04891.780.0756-0.205-0.01141.780.0758
b_y2017_kid_carb_veh_per_driver_kid_car-9.08-0.694-1.090.276-0.04-0.0101-2.590.00951
b_y2017_kid_carb_veh_per_driver_par_act-0.946-0.0165.621.96e-08-0.127-0.002654.761.92e-06
b_y2017_kid_carb_y2017_kid_act1.120.04832.230.0260.5340.03442.330.0199
b_y2017_par_actasc_kid_act-0.107-0.014314.40-0.0176-0.0023114.50
b_y2017_par_actasc_kid_car0.1020.011914.10-0.0065-0.0031914.20
b_y2017_par_actasc_par_act-3.8-0.24514.20-4.67-0.27414.30
b_y2017_par_actb_age_kid_act0.4750.014212.800.5940.017912.90
b_y2017_par_actb_age_kid_car-0.371-0.011813.90-0.0385-0.003814.10
b_y2017_par_actb_age_par_act-5.37-0.073714.90-1.53-0.022515.20
b_y2017_par_actb_female_kid_act0.2610.001914.80-1.88-0.013714.80
b_y2017_par_actb_female_kid_car0.4980.0091514.100.02030.00056114.30
b_y2017_par_actb_female_par_act0.6130.0024112.20260.10312.80
b_y2017_par_actb_has_big_sib_kid_act0.4550.0031411.401.30.0091111.50
b_y2017_par_actb_has_big_sib_kid_car-1.45-0.0117130-0.118-0.002813.70
b_y2017_par_actb_has_big_sib_par_act16.20.060811.501.550.0059111.30
b_y2017_par_actb_has_lil_sib_kid_act1.50.010412.100.8770.0061112.10
b_y2017_par_actb_has_lil_sib_kid_car-1.54-0.011612.800.4760.011713.70
b_y2017_par_actb_has_lil_sib_par_act28.70.10710.7027.50.10410.80
b_y2017_par_actb_log_density_kid_act-0.857-0.016130-0.612-0.01113.10
b_y2017_par_actb_log_density_kid_car0.2020.0092814.200.06030.0047114.30
b_y2017_par_actb_log_density_par_act8.970.072311.60-4.8-0.033111.10
b_y2017_par_actb_log_distance_kid_act-1.67-0.013921.400.6050.0049121.60
b_y2017_par_actb_log_distance_kid_car0.4990.0090914.10-0.502-0.013314.30
b_y2017_par_actb_log_distance_par_act-49.8-0.23818.30-63.8-0.29717.80
b_y2017_par_actb_log_income_k_kid_act0.02310.000286140-1.82-0.022614.10
b_y2017_par_actb_log_income_k_kid_car0.1210.0047614.100.02530.0010714.20
b_y2017_par_actb_log_income_k_par_act-3.21-0.022812.8023.90.1713.70
b_y2017_par_actb_non_work_dad_kid_ace-1-0.0045212.50-6.95-0.031812.50
b_y2017_par_actb_non_work_dad_kid_car0.2970.004421400.1840.0029114.10
b_y2017_par_actb_non_work_dad_par_act12.60.03239.08014.30.03899.380
b_y2017_par_actb_non_work_mom_kid_act0.03880.00026213.70-0.425-0.0029113.80
b_y2017_par_actb_non_work_mom_kid_car1.810.011913.50-0.538-0.012214.60
b_y2017_par_actb_non_work_mom_par_act12.40.04659.86031.10.11810.30
b_y2017_par_actb_veh_per_driver_kid_act0.0340.00021813.900.08310.00051113.80
b_y2017_par_actb_veh_per_driver_kid_car-0.915-0.011313.50-0.0588-0.0016313.90
b_y2017_par_actb_veh_per_driver_par_act-10.5-0.028513.9028.60.065913.30
b_y2017_par_actb_y2017_kid_act24.80.17215023.10.16415.10
b_y2017_par_actb_y2017_kid_car0.960.016314.100.3860.0097614.30
mu_carasc_kid_act-0.00839-0.004272.220.0265-0.00196-0.0093416.90
mu_carasc_kid_car2.20.9741.410.1570.02270.40613.30
mu_carasc_par_act-0.0191-0.004672.290.0223-0.00988-0.021111.10
mu_carb_age_kid_act-0.973-0.111-3.370.000763-0.0238-0.0261-10.10
mu_carb_age_kid_car-7.98-0.9610.6160.538-0.107-0.3854.653.34e-06
mu_carb_age_par_act-0.809-0.04224.791.65e-06-0.000664-0.0003568.530
mu_carb_female_kid_act1.230.03394.381.19e-050.06520.01735.231.67e-07
mu_carb_female_kid_car10.40.7292.390.0167-0.104-0.1054.173.07e-05
mu_carb_female_par_act0.9910.01481.370.1710.1180.0171.450.147
mu_carb_has_big_sib_kid_act-3.7-0.0972-3.020.002490.009240.00235-3.80.000146
mu_carb_has_big_sib_kid_car-30.9-0.948-0.1170.907-0.411-0.355-0.5390.59
mu_carb_has_big_sib_par_act-3.02-0.04310.07850.937-0.0173-0.002390.0850.932
mu_carb_has_lil_sib_kid_act-3.97-0.104-1.70.08870.01450.00367-2.140.0327
mu_carb_has_lil_sib_kid_car-33.4-0.954-0.1640.87-0.308-0.275-0.8310.406
mu_carb_has_lil_sib_par_act-3.23-0.0459-1.560.1190.03580.00492-1.690.0919
mu_carb_log_density_kid_act0.6130.0435-1.980.04760.03540.0231-3.760.000169
mu_carb_log_density_kid_car4.490.7841.680.093-0.00347-0.009858.212.22e-16
mu_carb_log_density_par_act0.4920.0151-4.212.61e-050.05550.0139-4.477.64e-06
mu_carb_log_distance_kid_act1.320.041721.500.1120.0331260
mu_carb_log_distance_kid_car10.80.7512.460.01370.4110.3964.594.5e-06
mu_carb_log_distance_par_act1.060.0192150-0.0089-0.0015115.80
mu_carb_log_income_k_kid_act0.3760.01771.660.09790.05350.02422.530.0115
mu_carb_log_income_k_kid_car2.390.3561.380.1670.050.07694.967.12e-07
mu_carb_log_income_k_par_act0.2580.00697-0.05420.9570.06110.0158-0.06490.948
mu_carb_non_work_dad_kid_ace0.5910.01011.360.175-0.0847-0.01411.480.138
mu_carb_non_work_dad_kid_car6.250.3531.490.136-0.0726-0.04182.20.0276
mu_carb_non_work_dad_par_act0.4960.00484-0.6670.5050.01460.00144-0.7210.471
mu_carb_non_work_mom_kid_act4.30.112.190.0283-0.0339-0.008432.490.0128
mu_carb_non_work_mom_kid_car38.30.9594.381.17e-050.3460.2856.721.82e-11
mu_carb_non_work_mom_par_act3.550.0504-2.410.0161-0.0791-0.0109-2.540.0112
mu_carb_veh_per_driver_kid_act-2.64-0.06442.480.0132-0.184-0.04122.830.00469
mu_carb_veh_per_driver_kid_car-19.4-0.9090.1430.8860.3610.3640.7280.467
mu_carb_veh_per_driver_par_act-2.08-0.02155.923.2e-090.1780.01495.162.45e-07
mu_carb_y2017_kid_act1.40.03692.970.002940.01580.004073.550.000381
mu_carb_y2017_kid_car11.70.7562.570.01010.4810.4424.526.16e-06
mu_carb_y2017_par_act1.190.0124-13.40-0.0209-0.00211-13.90
+

Smallest eigenvalue: 0.00226829

+

Largest eigenvalue: 10862.1

+

Condition number: 4.78868e+06

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/car-nest/mode_nests.pickle b/models/IATBR plan/4 alternatives/car-nest/mode_nests.pickle new file mode 100644 index 0000000..8d7c0c6 Binary files /dev/null and b/models/IATBR plan/4 alternatives/car-nest/mode_nests.pickle differ diff --git a/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.html b/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.html new file mode 100644 index 0000000..c68c536 --- /dev/null +++ b/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.html @@ -0,0 +1,810 @@ + + + + +mode_nests - Report from biogeme 3.2.13 [2024-04-09] + + + + + + +

biogeme 3.2.13 [2024-04-09]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-09 16:36:58.001930

+ + + +
Report file: mode_nests~00.html
Database name: est
+

Warning: identification issue

+

The second derivatives matrix is close to singularity. The smallest eigenvalue is 7.82e-06. This warning is triggered when it is smaller than the parameter identification_threshold=1e-05.

Variables involved: + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
-0.00162 * asc_kid_car
1.39e-05 * asc_par_act
0.00071 * b_age_kid_act
0.00585 * b_age_kid_car
0.000592 * b_age_par_act
-0.00092 * b_female_kid_act
-0.00783 * b_female_kid_car
-0.000743 * b_female_par_act
0.0027 * b_has_big_sib_kid_act
0.0227 * b_has_big_sib_kid_car
0.00221 * b_has_big_sib_par_act
0.00292 * b_has_lil_sib_kid_act
0.0247 * b_has_lil_sib_kid_car
0.00238 * b_has_lil_sib_par_act
-0.000459 * b_log_density_kid_act
-0.00338 * b_log_density_kid_car
-0.000369 * b_log_density_par_act
-0.000924 * b_log_distance_kid_act
-0.00766 * b_log_distance_kid_car
-0.000739 * b_log_distance_par_act
-0.000271 * b_log_income_k_kid_act
-0.00169 * b_log_income_k_kid_car
-0.000186 * b_log_income_k_par_act
-0.000454 * b_non_work_dad_kid_ace
-0.00479 * b_non_work_dad_kid_car
-0.00038 * b_non_work_dad_par_act
-0.00317 * b_non_work_mom_kid_act
-0.0283 * b_non_work_mom_kid_car
-0.00262 * b_non_work_mom_par_act
0.00202 * b_veh_per_driver_kid_act
0.0148 * b_veh_per_driver_kid_car
0.00159 * b_veh_per_driver_par_act
-0.000971 * b_y2017_kid_act
-0.00818 * b_y2017_kid_car
-0.00083 * b_y2017_par_act
-0.999 * mu_car

+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 37
Sample size: 4910
Excluded observations: 0
Init log likelihood: -4220.381
Final log likelihood: -4220.34
Likelihood ratio test for the init. model: 0.08197703
Rho-square for the init. model: 9.71e-06
Rho-square-bar for the init. model: -0.00876
Akaike Information Criterion: 8514.68
Bayesian Information Criterion: 8755.144
Final gradient norm: 2.1207E-02
Nbr of threads: 12
Relative gradient: 5.868405291226067e-06
Cause of termination: Relative gradient = 5.9e-06 <= 6.1e-06
Number of function evaluations: 248
Number of gradient evaluations: 193
Number of hessian evaluations: 192
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 247
Proportion of Hessian calculation: 192/192 = 100.0%
Optimization time: 0:08:35.652993
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-5.220.402-130
asc_kid_car-0.07090.0802-0.8840.377
asc_par_act-5.680.9-6.312.83e-10
b_age_kid_act24.31.7513.90
b_age_kid_car0.2560.30.8530.394
b_age_par_act-253.58-72.54e-12
b_female_kid_act-31.77.23-4.381.18e-05
b_female_kid_car-0.3440.417-0.8240.41
b_female_par_act-13.313.4-0.990.322
b_has_big_sib_kid_act33.97.554.56.86e-06
b_has_big_sib_kid_car0.9931.170.8480.397
b_has_big_sib_par_act4.1713.90.3010.763
b_has_lil_sib_kid_act21.47.572.820.00475
b_has_lil_sib_kid_car1.081.230.8770.38
b_has_lil_sib_par_act28.813.92.070.0387
b_log_density_kid_act17.32.945.884.11e-09
b_log_density_kid_car-0.1480.178-0.8330.405
b_log_density_par_act40.47.655.271.33e-07
b_log_distance_kid_act-1636.49-25.10
b_log_distance_kid_car-0.3340.512-0.6530.514
b_log_distance_par_act-17311.3-15.30
b_log_income_k_kid_act-4.734.24-1.110.265
b_log_income_k_kid_car-0.07360.194-0.3790.704
b_log_income_k_par_act6.57.420.8760.381
b_non_work_dad_kid_ace-1111.5-0.9570.338
b_non_work_dad_kid_car-0.210.497-0.4230.672
b_non_work_dad_par_act20.119.41.030.301
b_non_work_mom_kid_act-12.47.71-1.610.107
b_non_work_mom_kid_car-1.241.41-0.8790.379
b_non_work_mom_par_act41.913.93.020.0025
b_veh_per_driver_kid_act-198.59-2.210.0271
b_veh_per_driver_kid_car0.6480.6151.050.292
b_veh_per_driver_par_act-11322.9-4.928.63e-07
b_y2017_kid_act-20.27.43-2.720.00649
b_y2017_kid_car-0.3570.558-0.640.522
b_y2017_par_act27018.914.20
mu_car43.848.90.8950.371
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_carasc_kid_act-0.00127-0.005647.361.84e-13-0.000228-0.0070612.50
asc_par_actasc_kid_act0.05330.168-0.5440.5870.05490.152-0.4920.623
asc_par_actasc_kid_car-0.00287-0.00611-5.612.06e-08-0.00145-0.0201-6.195.88e-10
b_age_kid_actasc_kid_act-0.373-0.54314.80-0.376-0.53414.80
b_age_kid_actasc_kid_car-0.147-0.14412.60-0.0038-0.027113.90
b_age_kid_actasc_par_act-0.109-0.076150-0.124-0.078714.80
b_age_kid_carasc_kid_act0.004640.005682.580.009970.001320.011110
b_age_kid_carasc_kid_car-1.21-10.1220.903-0.0236-0.9820.8620.389
b_age_kid_carasc_par_act0.01040.006122.650.008050.005850.02166.293.08e-10
b_age_kid_carb_age_kid_act0.5320.145-9.500.01160.022-13.60
b_age_par_actasc_kid_act-0.135-0.0906-5.123.1e-07-0.132-0.0915-5.454.99e-08
b_age_par_actasc_kid_car-0.123-0.0554-6.411.42e-10-0.000432-0.00151-6.982.97e-12
b_age_par_actasc_par_act-1.37-0.44-4.574.92e-06-1.39-0.433-4.781.73e-06
b_age_par_actb_age_kid_act1.110.166-12.600.9930.159-13.20
b_age_par_actb_age_kid_car0.4430.0555-5.952.65e-09-0.00182-0.00169-7.051.83e-12
b_female_kid_actasc_kid_act-0.16-0.0567-3.650.000263-0.158-0.0543-3.640.000271
b_female_kid_actasc_kid_car0.190.0456-4.381.18e-050.01310.0226-4.371.23e-05
b_female_kid_actasc_par_act-0.0803-0.0137-3.570.0003520.000182.77e-05-3.570.000361
b_female_kid_actb_age_kid_act-0.0841-0.00663-7.535.26e-14-0.175-0.0138-7.56.33e-14
b_female_kid_actb_age_kid_car-0.688-0.0456-4.22.68e-05-0.0505-0.0233-4.411.04e-05
b_female_kid_actb_age_par_act-0.0532-0.00193-0.8090.418-0.608-0.0235-0.8120.417
b_female_kid_carasc_kid_act-0.00633-0.005751.720.0862-0.00197-0.01178.370
b_female_kid_carasc_kid_car1.620.995-0.1220.9030.02570.769-0.7590.448
b_female_kid_carasc_par_act-0.014-0.006141.820.069-0.00893-0.02385.339.92e-08
b_female_kid_carb_age_kid_act-0.712-0.144-6.992.84e-12-0.0179-0.0246-13.60
b_female_kid_carb_age_kid_car-5.86-0.995-0.1220.903-0.0957-0.763-0.8880.374
b_female_kid_carb_age_par_act-0.593-0.05525.083.87e-070.00110.0007376.866.94e-12
b_female_kid_carb_female_kid_act0.930.04584.113.97e-050.07210.02394.331.48e-05
b_female_par_actasc_kid_act-0.0752-0.0144-0.6010.5480.01140.00211-0.60.549
b_female_par_actasc_kid_car0.1530.0199-0.9880.3230.02020.0188-0.9850.325
b_female_par_actasc_par_act-0.663-0.0612-0.5640.573-0.929-0.0771-0.5620.574
b_female_par_actb_age_kid_act0.1130.0048-2.790.00525-0.335-0.0143-2.780.0055
b_female_par_actb_age_kid_car-0.555-0.0199-0.9970.319-0.0733-0.0182-1.010.313
b_female_par_actb_age_par_act0.320.006270.8510.3953.710.07750.8690.385
b_female_par_actb_female_kid_act18.20.1891.320.18618.30.191.320.187
b_female_par_actb_female_kid_car0.750.02-0.950.3420.1050.0189-0.9650.335
b_has_big_sib_kid_actasc_kid_act-0.632-0.2135.093.62e-07-0.614-0.2025.132.93e-07
b_has_big_sib_kid_actasc_kid_car-0.559-0.1274.429.99e-060.0002850.0004714.516.57e-06
b_has_big_sib_kid_actasc_par_act-0.196-0.03185.162.43e-07-0.184-0.02715.22.02e-07
b_has_big_sib_kid_actb_age_kid_act2.490.1861.290.1971.850.141.290.198
b_has_big_sib_kid_actb_age_kid_car2.020.1274.421e-05-0.0147-0.006494.468.22e-06
b_has_big_sib_kid_actb_age_par_act0.8680.02997.022.27e-120.8630.0327.158.5e-13
b_has_big_sib_kid_actb_female_kid_act-2.04-0.03736.157.96e-10-1.25-0.02296.215.37e-10
b_has_big_sib_kid_actb_female_kid_car-2.71-0.1274.064.82e-05-0.0037-0.001184.545.72e-06
b_has_big_sib_kid_actb_female_par_act-0.59-0.005823.070.00217-0.747-0.00743.060.0022
b_has_big_sib_kid_carasc_kid_act0.01810.005710.7660.4440.005680.01215.044.69e-07
b_has_big_sib_kid_carasc_kid_car-4.69-0.9990.1220.903-0.0907-0.9660.8520.394
b_has_big_sib_kid_carasc_par_act0.04040.006140.8190.4130.02350.02234.574.96e-06
b_has_big_sib_kid_carb_age_kid_act2.060.144-2.890.003790.03620.0177-11.20
b_has_big_sib_kid_carb_age_kid_car170.9990.1220.9030.3380.960.8310.406
b_has_big_sib_kid_carb_age_par_act1.720.05542.970.00299-0.0145-0.003466.914.84e-12
b_has_big_sib_kid_carb_female_kid_act-2.67-0.04562.940.00326-0.195-0.0234.448.83e-06
b_has_big_sib_kid_carb_female_kid_car-22.7-0.9950.1220.903-0.375-0.7670.8820.378
b_has_big_sib_kid_carb_female_par_act-2.15-0.01990.9040.366-0.284-0.01811.060.29
b_has_big_sib_kid_carb_has_big_sib_kid_act7.850.127-3.170.00152-0.000322-3.65e-05-4.311.6e-05
b_has_big_sib_par_actasc_kid_act-0.227-0.04170.6720.502-0.212-0.03810.6770.499
b_has_big_sib_par_actasc_kid_car-0.457-0.05660.3030.762-0.00418-0.003760.3060.76
b_has_big_sib_par_actasc_par_act-2.16-0.1910.6970.486-1.64-0.1310.7030.482
b_has_big_sib_par_actb_age_kid_act0.7750.0316-1.440.1510.7460.0308-1.450.148
b_has_big_sib_par_actb_age_kid_car1.650.05660.280.780.002620.000630.2820.778
b_has_big_sib_par_actb_age_par_act5.80.1092.080.03784.260.0862.090.0371
b_has_big_sib_par_actb_female_kid_act-0.765-0.007592.270.023-0.685-0.006842.290.0223
b_has_big_sib_par_actb_female_kid_car-2.21-0.05640.3140.754-0.0186-0.003220.3260.745
b_has_big_sib_par_actb_female_par_act-4.47-0.0240.8920.373-10.9-0.05860.8790.379
b_has_big_sib_par_actb_has_big_sib_kid_act210.198-2.050.0402210.201-2.070.0385
b_has_big_sib_par_actb_has_big_sib_kid_car6.410.05660.2020.840.05910.003640.2290.819
b_has_lil_sib_kid_actasc_kid_act-0.512-0.1723.460.00054-0.507-0.1663.480.000505
b_has_lil_sib_kid_actasc_kid_car-0.604-0.1372.780.00542-0.00206-0.00342.830.00462
b_has_lil_sib_kid_actasc_par_act-0.197-0.03193.520.000427-0.134-0.01973.540.000399
b_has_lil_sib_kid_actb_age_kid_act0.4970.0372-0.3760.7070.06440.00486-0.3760.707
b_has_lil_sib_kid_actb_age_kid_car2.180.1372.770.005530.01490.006532.790.0053
b_has_lil_sib_kid_actb_age_par_act0.3870.01335.484.22e-08-0.392-0.01455.513.52e-08
b_has_lil_sib_kid_actb_female_kid_act-0.859-0.01575.025.2e-07-1.21-0.02215.015.38e-07
b_has_lil_sib_kid_actb_female_kid_car-2.93-0.1372.570.0103-0.0189-0.005972.860.00419
b_has_lil_sib_kid_actb_female_par_act-0.287-0.002822.250.0244-0.904-0.008922.240.0249
b_has_lil_sib_kid_actb_has_big_sib_kid_act15.80.272-1.370.171150.263-1.370.171
b_has_lil_sib_kid_actb_has_big_sib_kid_car8.470.1371.970.04860.03920.004432.660.00776
b_has_lil_sib_kid_actb_has_big_sib_par_act6.860.06461.110.2666.780.06461.120.263
b_has_lil_sib_kid_carasc_kid_act0.01970.005720.7130.4760.004790.009674.871.09e-06
b_has_lil_sib_kid_carasc_kid_car-5.11-0.9990.1220.903-0.0957-0.9670.8790.379
b_has_lil_sib_kid_carasc_par_act0.0440.006140.7630.4460.02460.02214.487.63e-06
b_has_lil_sib_kid_carb_age_kid_act2.240.144-2.650.008020.06650.0309-110
b_has_lil_sib_kid_carb_age_kid_car18.50.9990.1220.9030.3510.9480.8660.386
b_has_lil_sib_kid_carb_age_par_act1.870.05542.770.005580.005380.001226.914.94e-12
b_has_lil_sib_kid_carb_female_kid_act-2.9-0.04562.810.00497-0.222-0.02494.458.68e-06
b_has_lil_sib_kid_carb_female_kid_car-24.7-0.9950.1230.902-0.392-0.7620.9050.365
b_has_lil_sib_kid_carb_female_par_act-2.34-0.01990.8880.375-0.309-0.01871.060.287
b_has_lil_sib_kid_carb_has_big_sib_kid_act8.540.127-3.010.002570.02680.00288-4.31.71e-05
b_has_lil_sib_kid_carb_has_big_sib_kid_car71.60.9990.1120.9111.390.960.2570.797
b_has_lil_sib_kid_carb_has_big_sib_par_act6.980.0566-0.1920.8480.080.00468-0.2220.824
b_has_lil_sib_kid_carb_has_lil_sib_kid_act9.230.137-1.870.06120.04460.00478-2.650.0081
b_has_lil_sib_par_actasc_kid_act-0.192-0.03522.430.0151-0.155-0.02762.440.0147
b_has_lil_sib_par_actasc_kid_car-0.492-0.06082.060.03960.002590.002322.070.0382
b_has_lil_sib_par_actasc_par_act-1.7-0.1492.440.0147-1.93-0.1542.450.0145
b_has_lil_sib_par_actb_age_kid_act0.2250.009140.3210.748-0.384-0.01580.3220.748
b_has_lil_sib_par_actb_age_kid_car1.780.06082.040.0417-0.01-0.002392.050.0405
b_has_lil_sib_par_actb_age_par_act0.9150.01713.730.0001915.450.1093.850.00012
b_has_lil_sib_par_actb_female_kid_act-0.264-0.002623.840.000124-0.748-0.007433.840.000123
b_has_lil_sib_par_actb_female_kid_car-2.38-0.06052.020.04340.02310.003982.090.0365
b_has_lil_sib_par_actb_female_par_act-3.4-0.01822.160.0311-5.77-0.03092.140.032
b_has_lil_sib_par_actb_has_big_sib_kid_act6.70.063-0.3310.7416.430.0611-0.3320.74
b_has_lil_sib_par_actb_has_big_sib_kid_car6.90.06081.770.0771-0.0306-0.001871.990.0467
b_has_lil_sib_par_actb_has_big_sib_par_act51.20.2621.450.147480.2481.450.148
b_has_lil_sib_par_actb_has_lil_sib_kid_act21.10.1980.5120.60920.40.1930.5120.608
b_has_lil_sib_par_actb_has_lil_sib_kid_car7.520.06081.720.0847-0.029-0.001681.980.0475
b_log_density_kid_actasc_kid_act-0.697-0.6367.332.23e-13-0.775-0.6566.992.66e-12
b_log_density_kid_actasc_kid_car0.09480.05846.138.78e-100.005950.02525.913.51e-09
b_log_density_kid_actasc_par_act-0.259-0.1147.632.29e-14-0.324-0.1237.235e-13
b_log_density_kid_actb_age_kid_act0.1320.0268-2.140.03220.09840.0191-2.070.0389
b_log_density_kid_actb_age_kid_car-0.343-0.05854.732.19e-06-0.0231-0.02615.759.06e-09
b_log_density_kid_actb_age_par_act0.1290.01218.9900.2520.0249.250
b_log_density_kid_actb_female_kid_act-0.589-0.02916.263.77e-10-0.5-0.02366.224.89e-10
b_log_density_kid_actb_female_kid_car0.460.05824.574.85e-060.02880.02355.962.58e-09
b_log_density_kid_actb_female_par_act-0.268-0.007172.240.0253-0.151-0.003832.230.026
b_log_density_kid_actb_has_big_sib_kid_act0.009590.000449-2.060.03980.230.0104-2.060.039
b_log_density_kid_actb_has_big_sib_kid_car-1.33-0.05851.860.0622-0.0815-0.02375.113.27e-07
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b_log_density_kid_actb_has_lil_sib_kid_car-1.45-0.05851.720.0856-0.114-0.03165.035e-07
b_log_density_kid_actb_has_lil_sib_par_act0.06590.00168-0.8080.4190.3260.00797-0.8110.417
b_log_density_kid_carasc_kid_act-0.00282-0.005963.986.95e-05-0.00137-0.019211.50
b_log_density_kid_carasc_kid_car0.6980.995-0.1210.9030.01130.794-0.6230.533
b_log_density_kid_carasc_par_act-0.00612-0.006223.780.000157-0.00426-0.026662.02e-09
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b_log_density_kid_carb_age_par_act-0.256-0.05526.129.49e-100.002730.004296.953.59e-12
b_log_density_kid_carb_female_kid_act0.3970.04554.341.42e-050.02330.01814.361.3e-05
b_log_density_kid_carb_female_kid_car3.380.9920.1210.9040.04770.6420.5880.556
b_log_density_kid_carb_female_par_act0.320.01980.980.3270.0470.01980.9790.327
b_log_density_kid_carb_has_big_sib_kid_act-1.17-0.127-4.341.41e-050.01110.00829-4.526.26e-06
b_log_density_kid_carb_has_big_sib_kid_car-9.79-0.996-0.1220.903-0.176-0.842-0.8620.389
b_log_density_kid_carb_has_big_sib_par_act-0.955-0.0564-0.3070.7590.0002790.000113-0.3120.755
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b_log_density_kid_carb_log_density_kid_act0.20.0587-5.835.53e-090.01790.0342-5.933e-09
b_log_density_par_actasc_kid_act-0.239-0.09416.963.31e-12-0.317-0.1035.923.27e-09
b_log_density_par_actasc_kid_car0.07620.02036.215.32e-100.009030.01475.281.26e-07
b_log_density_par_actasc_par_act-3.79-0.7186.489.05e-11-5.15-0.7485.523.46e-08
b_log_density_par_actb_age_kid_act-0.107-0.009382.380.01720.1660.01242.050.0401
b_log_density_par_actb_age_kid_car-0.276-0.02035.845.19e-09-0.0339-0.01485.231.66e-07
b_log_density_par_actb_age_par_act-0.817-0.03298.5600.7630.02797.834.88e-15
b_log_density_par_actb_female_kid_act-0.0897-0.001927.411.24e-130.190.003436.857.15e-12
b_log_density_par_actb_female_kid_car0.370.02025.796.98e-090.05960.01875.321.05e-07
b_log_density_par_actb_female_par_act-1.52-0.01753.590.000334-4.98-0.04873.410.000657
b_log_density_par_actb_has_big_sib_kid_act-0.125-0.002540.6410.522-0.72-0.01250.5930.553
b_log_density_par_actb_has_big_sib_kid_car-1.07-0.02033.750.000176-0.131-0.01465.073.88e-07
b_log_density_par_actb_has_big_sib_par_act1.390.01532.360.01811.130.01072.30.0217
b_log_density_par_actb_has_lil_sib_kid_act0.0440.0008891.90.05770.3010.005211.770.077
b_log_density_par_actb_has_lil_sib_kid_car-1.16-0.02033.550.000389-0.164-0.01745.054.32e-07
b_log_density_par_actb_has_lil_sib_par_act1.910.0210.7540.451-3.68-0.03450.7160.474
b_log_density_par_actb_log_density_kid_act2.910.163.470.0005233.470.1542.970.00295
b_log_density_par_actb_log_density_kid_car0.160.02046.157.67e-100.02530.01855.31.19e-07
b_log_distance_kid_actasc_kid_act0.6650.272-25.500.5940.228-24.60
b_log_distance_kid_actasc_kid_car0.1910.0526-2600.01370.0263-25.10
b_log_distance_kid_actasc_par_act0.2660.0523-2500.2670.0457-24.10
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b_log_distance_kid_actb_age_kid_car-0.691-0.0526-24.30-0.0575-0.0295-25.10
b_log_distance_kid_actb_age_par_act-1.55-0.0649-18.20-1.29-0.0556-18.20
b_log_distance_kid_actb_female_kid_act2.90.0641-14.202.940.0628-140
b_log_distance_kid_actb_female_kid_car0.9250.0524-24.100.08360.0309-250
b_log_distance_kid_actb_female_par_act1.510.0181-10.204.710.0543-10.30
b_log_distance_kid_actb_has_big_sib_kid_act-1.27-0.0266-19.70-1.01-0.0206-19.60
b_log_distance_kid_actb_has_big_sib_kid_car-2.68-0.0526-15.60-0.145-0.0191-24.80
b_log_distance_kid_actb_has_big_sib_par_act-1.44-0.0164-10.80-0.618-0.00688-10.90
b_log_distance_kid_actb_has_lil_sib_kid_act-1.94-0.0406-18.30-3.15-0.0642-17.90
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b_log_distance_kid_actb_has_lil_sib_par_act-1.51-0.0172-12.40-2.71-0.03-12.30
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b_log_distance_kid_carasc_kid_act-0.00606-0.005641.760.0788-0.000831-0.004037.496.71e-14
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b_log_distance_kid_carb_age_kid_car-5.73-0.995-0.1220.903-0.132-0.856-0.7530.452
b_log_distance_kid_carb_age_par_act-0.58-0.05525.123.08e-07-0.0177-0.009646.838.58e-12
b_log_distance_kid_carb_female_kid_act0.9010.04544.123.78e-050.1030.02794.331.48e-05
b_log_distance_kid_carb_female_kid_car7.670.9910.02480.980.1490.6950.02490.98
b_log_distance_kid_carb_female_par_act0.7270.01980.9520.3410.1440.0210.9650.334
b_log_distance_kid_carb_has_big_sib_kid_act-2.65-0.127-4.084.57e-050.03260.00844-4.535.77e-06
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b_log_distance_kid_carb_log_density_kid_act0.450.0583-4.623.83e-060.03790.0252-5.933.03e-09
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b_log_distance_kid_carb_log_distance_kid_act0.9130.052924.200.1220.0366250
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b_log_distance_par_actasc_kid_car0.1530.0241-15.80-0.00392-0.00432-15.30
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b_log_distance_par_actb_age_par_act-1.95-0.0465-12.60-7.02-0.173-11.90
b_log_distance_par_actb_female_kid_act1.090.0138-10.8040.0489-10.80
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b_log_distance_par_actb_female_par_act5.010.0343-9.401.620.0107-9.150
b_log_distance_par_actb_has_big_sib_kid_act-0.213-0.00256-15.50-0.0106-0.000124-15.20
b_log_distance_par_actb_has_big_sib_kid_car-2.14-0.0241-12.600.08290.00625-15.30
b_log_distance_par_actb_has_big_sib_par_act-2.57-0.0168-9.903.240.0207-9.990
b_log_distance_par_actb_has_lil_sib_kid_act-1.54-0.0185-14.40-2.32-0.027-14.10
b_log_distance_par_actb_has_lil_sib_kid_car-2.33-0.0241-12.200.06580.00472-15.30
b_log_distance_par_actb_has_lil_sib_par_act-6.04-0.0394-11.10-10.8-0.0685-10.90
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b_log_distance_par_actb_log_distance_kid_car0.7310.0243-15.400.05240.00905-15.20
b_log_income_k_kid_actasc_kid_act-0.839-0.5080.1120.911-0.891-0.5220.1110.912
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b_log_income_k_kid_actb_female_kid_car0.2710.0228-0.8730.3830.05450.0308-1.030.302
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b_log_income_k_kid_actb_has_big_sib_kid_act0.2170.00674-4.468.28e-060.7910.0247-4.516.34e-06
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b_log_income_k_kid_carb_age_par_act-0.128-0.05336.41.57e-100.004990.007196.973.11e-12
b_log_income_k_kid_carb_female_kid_act0.1980.04394.381.19e-050.03270.02344.371.23e-05
b_log_income_k_kid_carb_female_kid_car1.690.9580.1220.9030.02830.350.6860.493
b_log_income_k_kid_carb_female_par_act0.160.01910.9870.3230.01540.005940.9850.325
b_log_income_k_kid_carb_has_big_sib_kid_act-0.583-0.122-4.411.02e-05-0.00723-0.00494-4.516.61e-06
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b_log_income_k_kid_carb_log_density_kid_act0.0990.0563-6.119.83e-100.01350.0237-5.93.61e-09
b_log_income_k_kid_carb_log_density_kid_car0.7290.9590.1170.9070.01320.3820.360.718
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b_log_income_k_kid_carb_log_distance_kid_act0.1990.050525.900.01530.012225.10
b_log_income_k_kid_carb_log_distance_kid_car1.650.9550.1210.9040.03560.3580.5460.585
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b_log_income_k_kid_carb_log_income_k_kid_act0.06170.02331.090.2740.009320.01131.10.273
b_log_income_k_par_actasc_kid_act-0.305-0.1061.580.115-0.245-0.08211.570.116
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b_log_income_k_par_actb_age_par_act2.360.08393.938.34e-050.2650.009983.840.000121
b_log_income_k_par_actb_female_kid_act-0.088-0.001653.70.00022-0.23-0.004293.680.000237
b_log_income_k_par_actb_female_kid_car0.1850.008920.8690.3850.04190.01350.9220.357
b_log_income_k_par_actb_female_par_act-2.33-0.02371.280.2-3.71-0.03731.270.204
b_log_income_k_par_actb_has_big_sib_kid_act0.2350.00419-2.60.009450.09650.00172-2.590.00946
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b_log_income_k_par_actb_has_big_sib_par_act6.90.0670.1520.8791.330.0130.1490.882
b_log_income_k_par_actb_has_lil_sib_kid_act0.5720.0102-1.410.1580.03080.000548-1.40.16
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b_log_income_k_par_actb_has_lil_sib_par_act2.40.0233-1.420.1546.20.0599-1.450.147
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b_veh_per_driver_kid_actb_has_big_sib_kid_act2.150.0347-4.831.37e-060.005618.65e-05-4.633.67e-06
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b_veh_per_driver_kid_actb_has_lil_sib_kid_act0.1960.00316-3.620.000291-2.11-0.0325-3.470.000522
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b_veh_per_driver_kid_carasc_par_act0.02630.006131.190.2360.01450.02625.884.2e-09
b_veh_per_driver_kid_carb_age_kid_act1.340.144-4.448.88e-060.03130.0291-12.90
b_veh_per_driver_kid_carb_age_kid_car110.9980.1230.9020.1650.8941.060.291
b_veh_per_driver_kid_carb_age_par_act1.120.05544.055.12e-05-0.00143-0.0006487.081.47e-12
b_veh_per_driver_kid_carb_female_kid_act-1.74-0.04563.540.000404-0.0927-0.02094.458.72e-06
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b_veh_per_driver_kid_carb_log_distance_kid_act-1.74-0.052619.40-0.0879-0.022250
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b_veh_per_driver_kid_carb_non_work_dad_kid_ace-0.856-0.0140.9110.3630.09370.01321.010.311
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b_veh_per_driver_kid_carb_non_work_mom_kid_act-5.97-0.1451.30.1930.02730.005761.690.091
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b_veh_per_driver_par_actasc_kid_act-0.241-0.0322-5.592.3e-08-0.202-0.0219-4.692.73e-06
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b_veh_per_driver_par_actb_age_par_act2.640.036-4.56.68e-065.970.0729-3.820.000132
b_veh_per_driver_par_actb_female_kid_act0.550.00397-3.957.75e-050.3110.00188-3.380.000738
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b_veh_per_driver_par_actb_has_big_sib_kid_act1.060.00723-7.111.13e-122.050.0119-6.11.04e-09
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b_veh_per_driver_par_actb_has_lil_sib_kid_act0.6040.00413-6.58.24e-110.1950.00113-5.562.69e-08
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b_veh_per_driver_par_actb_has_lil_sib_par_act-7.44-0.0277-5.884.21e-096.580.0206-5.339.99e-08
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b_veh_per_driver_par_actb_log_distance_kid_act0.8940.007422.490.0127-0.481-0.003242.110.035
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b_veh_per_driver_par_actb_non_work_dad_kid_ace2.160.00968-4.555.45e-06-0.0109-4.13e-05-3.967.35e-05
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b_y2017_par_actb_female_kid_act0.3010.0021914.80-1.9-0.013814.80
b_y2017_par_actb_female_kid_car0.830.0154140-0.0251-0.0031814.20
b_y2017_par_actb_female_par_act0.6410.0025212.20260.10312.80
b_y2017_par_actb_has_big_sib_kid_act0.3420.0023511.501.340.0093511.60
b_y2017_par_actb_has_big_sib_kid_car-2.4-0.015512.900.07020.0031714.20
b_y2017_par_actb_has_big_sib_par_act16.10.060411.601.580.0060311.30
b_y2017_par_actb_has_lil_sib_kid_act1.380.0094912.100.7970.0055612.20
b_y2017_par_actb_has_lil_sib_kid_car-2.61-0.015512.700.1650.0070414.20
b_y2017_par_actb_has_lil_sib_par_act28.60.10710.7027.50.10410.80
b_y2017_par_actb_log_density_kid_act-0.836-0.015613.10-0.627-0.011213.10
b_y2017_par_actb_log_density_kid_car0.3580.015514.10-0.00445-0.0013214.20
b_y2017_par_actb_log_density_par_act8.990.072411.60-4.81-0.033211.10
b_y2017_par_actb_log_distance_kid_act-1.63-0.013621.400.6650.0054121.60
b_y2017_par_actb_log_distance_kid_car0.8110.0154140-0.0974-0.0114.20
b_y2017_par_actb_log_distance_par_act-49.8-0.23818.30-63.7-0.29717.80
b_y2017_par_actb_log_income_k_kid_act0.0330.000409140-1.82-0.022614.10
b_y2017_par_actb_log_income_k_kid_car0.1790.014914.100.0007470.00020314.20
b_y2017_par_actb_log_income_k_par_act-3.21-0.022812.8023.90.1713.80
b_y2017_par_actb_non_work_dad_kid_ace-0.985-0.0044412.50-6.96-0.031912.50
b_y2017_par_actb_non_work_dad_kid_car0.5070.01514.100.00910.00096614.20
b_y2017_par_actb_non_work_dad_par_act12.60.03239.09014.30.03889.390
b_y2017_par_actb_non_work_mom_kid_act0.1730.0011613.70-0.344-0.0023613.80
b_y2017_par_actb_non_work_mom_kid_car30.015512.60-0.184-0.0068714.30
b_y2017_par_actb_non_work_mom_par_act12.50.04689.84031.20.11910.30
b_y2017_par_actb_veh_per_driver_kid_act-0.0575-0.00036913.900.08870.00054513.90
b_y2017_par_actb_veh_per_driver_kid_car-1.56-0.015513.500.05140.0044214.20
b_y2017_par_actb_veh_per_driver_par_act-10.5-0.028713.9028.60.06613.30
b_y2017_par_actb_y2017_kid_act24.80.172150230.16415.10
b_y2017_par_actb_y2017_kid_car0.8740.0156140-0.0233-0.0022114.20
mu_carasc_kid_act-0.802-0.005740.1370.891-0.189-0.0096410.316
mu_carasc_kid_car20710.1230.9023.860.9860.8980.369
mu_carasc_par_act-1.78-0.006150.1380.89-0.99-0.02251.010.312
mu_carb_age_kid_act-90.7-0.1440.05450.957-2.49-0.02910.3980.691
mu_carb_age_kid_car-747-10.1210.904-14.3-0.9750.8850.376
mu_carb_age_par_act-75.6-0.05540.1930.847-0.179-0.001021.40.16
mu_carb_female_kid_act1180.04560.2110.8338.450.02391.530.126
mu_carb_female_kid_car1e+030.9960.1240.901160.7840.9080.364
mu_carb_female_par_act94.80.01990.160.87312.70.01941.130.258
mu_carb_has_big_sib_kid_act-345-0.1270.02740.978-0.695-0.001880.1990.843
mu_carb_has_big_sib_kid_car-2.9e+03-0.9990.1170.907-55.6-0.970.8550.392
mu_carb_has_big_sib_par_act-282-0.05660.1110.912-2.73-0.004030.7780.436
mu_carb_has_lil_sib_kid_act-373-0.1370.06250.95-1.21-0.003280.4520.651
mu_carb_has_lil_sib_kid_car-3.15e+03-0.9990.1170.907-58.7-0.9740.8520.394
mu_carb_has_lil_sib_par_act-304-0.06080.04170.9671.810.002650.2940.769
mu_carb_log_density_kid_act58.60.05850.07420.9414.170.0290.5420.588
mu_carb_log_density_kid_car4320.9970.1230.9027.420.8530.9010.368
mu_carb_log_density_par_act47.10.02030.009550.9926.170.01650.06910.945
mu_carb_log_distance_kid_act1180.05260.5790.5638.220.02594.22.62e-05
mu_carb_log_distance_kid_car9780.9960.1240.90121.90.8760.9110.363
mu_carb_log_distance_par_act94.40.02410.6060.544-2.64-0.004764.311.62e-05
mu_carb_log_income_k_kid_act34.60.02290.1360.8925.580.02690.9910.322
mu_carb_log_income_k_kid_car2150.9620.1230.9024.430.4670.8980.369
mu_carb_log_income_k_par_act23.60.008960.1040.9176.070.01670.7560.45
mu_carb_non_work_dad_kid_ace580.0140.1530.878-5.96-0.01061.090.276
mu_carb_non_work_dad_kid_car6120.9670.1240.9029.840.4050.9030.366
mu_carb_non_work_dad_par_act48.50.006660.06630.9473.990.00420.4510.652
mu_carb_non_work_mom_kid_act4040.1450.1580.875-0.582-0.001541.130.256
mu_carb_non_work_mom_kid_car3.62e+0310.130.89767.30.9760.9470.343
mu_carb_non_work_mom_par_act3340.06670.005210.996-6.09-0.008990.03650.971
mu_carb_veh_per_driver_kid_act-258-0.08850.1750.861-27.8-0.06621.250.211
mu_carb_veh_per_driver_kid_car-1.88e+03-0.9990.1190.905-27.6-0.9170.8720.383
mu_carb_veh_per_driver_par_act-203-0.02950.4360.66310.50.009432.910.00364
mu_carb_y2017_kid_act1240.04610.1790.858-1.3-0.003591.290.196
mu_carb_y2017_kid_car1.05e+030.9960.1250.90124.20.8890.9120.362
mu_carb_y2017_par_act1060.0155-0.6320.527-4.11-0.00443-4.31.68e-05
+

Smallest eigenvalue: 7.8179e-06

+

Largest eigenvalue: 581133

+

Condition number: 7.43336e+10

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.pickle b/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.pickle new file mode 100644 index 0000000..169c536 Binary files /dev/null and b/models/IATBR plan/4 alternatives/car-nest/mode_nests~00.pickle differ diff --git a/models/IATBR plan/4 alternatives/car-nest/model-car-nest.py b/models/IATBR plan/4 alternatives/car-nest/model-car-nest.py new file mode 100644 index 0000000..11ba69e --- /dev/null +++ b/models/IATBR plan/4 alternatives/car-nest/model-car-nest.py @@ -0,0 +1,212 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForNestedLogit, NestsForNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips_sc.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('sc_y2017') +veh_per_driver = Variable('sc_veh_per_driver') +non_work_mom = Variable('sc_non_work_mom') +non_work_dad = Variable('sc_non_work_dad') +age = Variable('sc_age') +female = Variable('sc_female') +has_lil_sib = Variable('sc_has_lil_sib') +has_big_sib = Variable('sc_has_big_sib') +log_inc_k = Variable('sc_log_inc_k') +log_distance = Variable('sc_log_distance') +log_density = Variable('sc_log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) + +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) + +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_inc_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_inc_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_inc_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_inc_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Define nests based on mode +mu_car = Beta('mu_car', 1, 1.0, None, 0) + +car_nest = OneNestForNestedLogit( + nest_param=mu_car, + list_of_alternatives=[17,27], + name='car_nest' +) + +mode_nests = NestsForNestedLogit( + choice_set=list(V), + tuple_of_nests=(car_nest,) +) + +# Define model +my_model = models.lognested(V, av, mode_nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'mode_nests' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/cross-nest-reduced/__cross_nest.iter b/models/IATBR plan/4 alternatives/cross-nest-reduced/__cross_nest.iter new file mode 100644 index 0000000..f3cde81 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest-reduced/__cross_nest.iter @@ -0,0 +1,39 @@ +alpha_kid_CAR = 0.8018004782870968 +asc_kid_act = -4.7003011818203415 +asc_kid_car = -1.0917707898243416 +asc_par_act = -5.505164004126013 +b_age_kid_act = 2.304147278498441 +b_age_kid_car = 0.5414349151895101 +b_age_par_act = -2.5374234332918824 +b_female_kid_act = -2.709168775485126 +b_female_kid_car = -0.6601024961273007 +b_female_par_act = -1.1949451366559996 +b_has_big_sib_kid_act = 36.352998710285576 +b_has_big_sib_kid_car = 15.510210594480535 +b_has_big_sib_par_act = 5.000691974388845 +b_has_lil_sib_kid_act = 2.0024459081665023 +b_has_lil_sib_kid_car = 1.547328717828519 +b_has_lil_sib_par_act = 2.8860304700009602 +b_log_density_kid_act = 13.002192565140634 +b_log_density_kid_car = -0.22490578188793878 +b_log_density_par_act = 38.88793179539146 +b_log_distance_kid_act = -1.5398566169330365 +b_log_distance_kid_car = -0.12209603283982441 +b_log_distance_par_act = -1.6901590523964862 +b_log_income_k_kid_act = -0.4081652271072767 +b_log_income_k_kid_car = -0.12072281893632686 +b_log_income_k_par_act = 0.6732089990699264 +b_non_work_dad_kid_ace = -1.5310674017696042 +b_non_work_dad_kid_car = -0.3995879374281845 +b_non_work_dad_par_act = 1.850131171215673 +b_non_work_mom_kid_act = -1.1478956884292029 +b_non_work_mom_kid_car = -1.7635200466160914 +b_non_work_mom_par_act = 4.1267293990627545 +b_veh_per_driver_kid_act = -1.413376566669609 +b_veh_per_driver_kid_car = 0.6822202760111857 +b_veh_per_driver_par_act = -11.001423158371027 +b_y2017_kid_act = -2.2548202911028628 +b_y2017_kid_car = -0.4937909342805004 +b_y2017_par_act = 26.85287258497452 +mu_motor = 3.5013724207039525 +mu_no_parent = 4.058163627111989 diff --git a/models/IATBR plan/4 alternatives/cross-nest-reduced/biogeme.toml b/models/IATBR plan/4 alternatives/cross-nest-reduced/biogeme.toml new file mode 100644 index 0000000..0902580 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest-reduced/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on April 08, 2024. 16:34:04 + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 10000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + diff --git a/models/IATBR plan/4 alternatives/cross-nest-reduced/cross-nest4-redu.py b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross-nest4-redu.py new file mode 100644 index 0000000..35dc4db --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross-nest4-redu.py @@ -0,0 +1,221 @@ +# Cross-nested model + + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForCrossNestedLogit, NestsForCrossNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips_sc3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +veh_per_driver = Variable('sc3_veh_per_driver') +non_work_mom = Variable('sc3_non_work_mom') +non_work_dad = Variable('sc3_non_work_dad') +age = Variable('sc3_age') +female = Variable('sc3_female') +has_lil_sib = Variable('sc3_has_lil_sib') +has_big_sib = Variable('sc3_has_big_sib') +log_income_k = Variable('sc3_log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('sc3_log_density') +y2017 = Variable('sc3_y2017') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# MU parameters for nests +mu_parent = Beta('mu_parent', 1, 1, None, 0) +mu_no_parent = Beta('mu_no_parent', 1, 1, None, 0) +mu_motor = Beta('mu_motor', 1, 1, None, 0) +mu_active = Beta('mu_active', 1, 1, None, 0) + +# nest membership parameters +alpha_kid_CAR = Beta('alpha_kid_CAR', 0.5, 0, 1, 0) +alpha_KID_car = 1 - alpha_kid_CAR + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_income_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_income_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Definition of nests + +kid_nest = OneNestForCrossNestedLogit( + nest_param=mu_no_parent, + dict_of_alpha={27: alpha_KID_car, + 28: 1}, + name='kid' +) + +motor_nest = OneNestForCrossNestedLogit( + nest_param=mu_motor, + dict_of_alpha={17: 1, + 27: alpha_kid_CAR}, + name='motor' +) + +nests = NestsForCrossNestedLogit( + choice_set=[17, 18, 27, 28], + tuple_of_nests=(kid_nest, + motor_nest) +) + +# Define model1 +cross_nest = models.logcnl(V, av, nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, cross_nest) +the_biogeme.modelName = 'cross_nest' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.html b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.html new file mode 100644 index 0000000..d3f1be1 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.html @@ -0,0 +1,849 @@ + + + + +cross_nest - Report from biogeme 3.2.13 [2024-04-09] + + + + + + +

biogeme 3.2.13 [2024-04-09]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-09 17:24:46.341950

+ + + +
Report file: cross_nest.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 39
Sample size: 4910
Excluded observations: 0
Init log likelihood: -6806.705
Final log likelihood: -4210.791
Likelihood ratio test for the init. model: 5191.828
Rho-square for the init. model: 0.381
Rho-square-bar for the init. model: 0.376
Akaike Information Criterion: 8499.582
Bayesian Information Criterion: 8753.044
Final gradient norm: 3.1671E-02
Nbr of threads: 12
Relative gradient: 4.010641260761988e-06
Cause of termination: Relative gradient = 4e-06 <= 6.1e-06
Number of function evaluations: 52
Number of gradient evaluations: 35
Number of hessian evaluations: 34
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 51
Proportion of Hessian calculation: 34/34 = 100.0%
Optimization time: 0:03:06.659523
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
alpha_kid_CAR0.8020.3242.470.0134
asc_kid_act-4.70.382-12.30
asc_kid_car-1.092.55-0.4290.668
asc_par_act-5.510.896-6.148.06e-10
b_age_kid_act2.30.19611.80
b_age_kid_car0.5411.150.4720.637
b_age_par_act-2.540.37-6.857.43e-12
b_female_kid_act-2.710.652-4.153.26e-05
b_female_kid_car-0.661.67-0.3940.693
b_female_par_act-1.191.34-0.8940.371
b_has_big_sib_kid_act36.48.174.458.52e-06
b_has_big_sib_kid_car15.530.30.5120.609
b_has_big_sib_par_act514.20.3510.726
b_has_lil_sib_kid_act21.041.930.0537
b_has_lil_sib_kid_car1.553.310.4670.64
b_has_lil_sib_par_act2.891.461.970.0484
b_log_density_kid_act133.214.055.15e-05
b_log_density_kid_car-0.2252.29-0.09840.922
b_log_density_par_act38.97.645.093.58e-07
b_log_distance_kid_act-1.540.0689-22.30
b_log_distance_kid_car-0.1220.315-0.3880.698
b_log_distance_par_act-1.690.113-150
b_log_income_k_kid_act-0.4080.437-0.9330.351
b_log_income_k_kid_car-0.1210.417-0.2890.772
b_log_income_k_par_act0.6730.7450.9030.366
b_non_work_dad_kid_ace-1.531.03-1.490.136
b_non_work_dad_kid_car-0.40.642-0.6230.534
b_non_work_dad_par_act1.851.930.9570.339
b_non_work_mom_kid_act-1.151.21-0.9460.344
b_non_work_mom_kid_car-1.763.71-0.4750.634
b_non_work_mom_par_act4.131.482.790.00533
b_veh_per_driver_kid_act-1.411.13-1.250.213
b_veh_per_driver_kid_car0.6821.170.5810.561
b_veh_per_driver_par_act-112.31-4.751.99e-06
b_y2017_kid_act-2.250.676-3.330.000853
b_y2017_kid_car-0.4941.17-0.4220.673
b_y2017_par_act26.91.8914.20
mu_motor3.57.490.4670.64
mu_no_parent4.061.023.967.52e-05
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_actalpha_kid_CAR-0.0112-0.179-12.80-0.0395-0.319-9.580
asc_kid_caralpha_kid_CAR0.2320.984-1.580.1150.8220.996-0.8510.395
asc_kid_carasc_kid_act-0.0425-0.08512.490.0127-0.264-0.2711.350.177
asc_par_actalpha_kid_CAR0.001350.0097-7.642.2e-140.003510.0121-6.643.04e-11
asc_par_actasc_kid_act0.0440.149-0.9620.3360.04430.129-0.8680.386
asc_par_actasc_kid_car0.02670.024-2.80.005080.0460.0201-1.650.0999
b_age_kid_actalpha_kid_CAR-0.00885-0.2875.339.66e-08-0.031-0.4893.310.000918
b_age_kid_actasc_kid_act-0.0349-0.53614.50-0.0259-0.34614.40
b_age_kid_actasc_kid_car-0.0879-0.3592.350.0188-0.261-0.5231.280.201
b_age_kid_actasc_par_act-0.0117-0.0819.270-0.0136-0.07788.380
b_age_kid_caralpha_kid_CAR-0.106-0.988-0.3280.743-0.371-0.996-0.1770.859
b_age_kid_carasc_kid_act0.02720.127.681.64e-140.1270.2894.771.89e-06
b_age_kid_carasc_kid_car-0.846-0.9910.8210.412-2.92-0.9970.4420.658
b_age_kid_carasc_par_act-0.00908-0.0185.874.35e-09-0.0172-0.01674.123.79e-05
b_age_kid_carb_age_kid_act0.03970.356-3.020.002530.1170.522-1.660.0959
b_age_par_actalpha_kid_CAR-0.00917-0.138-7.544.77e-14-0.0318-0.265-6.041.57e-09
b_age_par_actasc_kid_act-0.011-0.07853.938.48e-05-0.0016-0.01134.045.33e-05
b_age_par_actasc_kid_car-0.0795-0.151-0.9770.328-0.256-0.271-0.5410.588
b_age_par_actasc_par_act-0.136-0.4382.860.00422-0.138-0.4172.690.00714
b_age_par_actb_age_kid_act0.01340.194-12.400.01910.264-13.10
b_age_par_actb_age_kid_car0.03620.151-4.526.18e-060.1150.271-2.780.00539
b_female_kid_actalpha_kid_CAR-0.00226-0.0204-5.241.59e-07-0.0184-0.0869-4.663.13e-06
b_female_kid_actasc_kid_act0.007430.03172.730.006340.02370.0952.750.00595
b_female_kid_actasc_kid_car0.001370.00156-1.070.285-0.123-0.0741-0.6050.545
b_female_kid_actasc_par_act-0.000271-0.0005212.70.006860.00780.01342.540.0111
b_female_kid_actb_age_kid_act-0.00794-0.069-7.371.66e-13-0.00526-0.0412-7.283.32e-13
b_female_kid_actb_age_kid_car0.001640.00409-3.640.0002770.05850.0782-2.550.0108
b_female_kid_actb_age_par_act-0.00276-0.0111-0.2280.82-0.00263-0.0109-0.2280.82
b_female_kid_caralpha_kid_CAR0.1460.919-1.910.05570.5290.976-1.080.282
b_female_kid_carasc_kid_act-0.0422-0.1263.928.87e-05-0.183-0.2872.220.0264
b_female_kid_carasc_kid_car1.150.9120.6610.5094.160.9750.4370.662
b_female_kid_carasc_par_act0.009540.01283.986.85e-050.02230.01492.570.0102
b_female_kid_carb_age_kid_act-0.0511-0.311-2.990.00275-0.166-0.505-1.660.0959
b_female_kid_carb_age_kid_car-0.524-0.915-0.7960.426-1.87-0.975-0.4290.668
b_female_kid_carb_age_par_act-0.0479-0.1351.80.0721-0.164-0.2651.040.299
b_female_kid_carb_female_kid_act0.06510.111.930.0539-0.0132-0.01211.140.256
b_female_par_actalpha_kid_CAR0.007470.0326-1.50.1350.02380.0549-1.470.141
b_female_par_actasc_kid_act-0.00163-0.003372.540.01110.004620.009062.530.0115
b_female_par_actasc_kid_car0.06480.0355-0.0550.9560.1980.0582-0.03680.971
b_female_par_actasc_par_act-0.0649-0.06032.70.00699-0.0924-0.07722.590.00964
b_female_par_actb_age_kid_act-0.00406-0.0171-2.60.00927-0.0144-0.0549-2.570.0101
b_female_par_actb_age_kid_car-0.0287-0.0347-1.170.243-0.0878-0.0573-0.9590.338
b_female_par_actb_age_par_act0.000760.001480.970.3320.030.06070.9840.325
b_female_par_actb_female_kid_act0.1460.1711.10.2710.1490.1711.090.274
b_female_par_actb_female_kid_car0.06960.0569-0.340.7340.1560.0696-0.2590.796
b_has_big_sib_kid_actalpha_kid_CAR-0.471-0.3774.851.21e-06-1.55-0.5854.252.11e-05
b_has_big_sib_kid_actasc_kid_act-0.476-0.185.62.15e-080.04940.01585.035.02e-07
b_has_big_sib_kid_actasc_kid_car-3.89-0.3914.742.11e-06-12.2-0.5883.790.000151
b_has_big_sib_kid_actasc_par_act-0.224-0.03825.711.14e-08-0.209-0.02865.083.79e-07
b_has_big_sib_kid_actb_age_kid_act0.4020.314.732.28e-060.6470.4054.212.56e-05
b_has_big_sib_kid_actb_age_kid_car1.750.3885.093.62e-075.490.5864.742.11e-06
b_has_big_sib_kid_actb_age_par_act0.230.08225.387.66e-080.5440.184.81.61e-06
b_has_big_sib_kid_actb_female_kid_act-0.19-0.04075.349.16e-080.1210.02274.781.78e-06
b_has_big_sib_kid_actb_female_kid_car-2.41-0.3624.851.26e-06-7.88-0.5764.016.1e-05
b_has_big_sib_kid_actb_female_par_act-0.179-0.01855.073.92e-07-0.444-0.04074.516.53e-06
b_has_big_sib_kid_caralpha_kid_CAR-2.79-0.9690.8710.384-9.74-0.9910.480.631
b_has_big_sib_kid_carasc_kid_act0.6920.1141.210.2263.350.290.6690.503
b_has_big_sib_kid_carasc_kid_car-22.3-0.9730.920.358-76.6-0.9920.5060.613
b_has_big_sib_kid_carasc_par_act-0.24-0.01781.250.21-0.429-0.01580.6930.488
b_has_big_sib_kid_carb_age_kid_act1.020.3410.7930.4283.010.5080.4370.662
b_has_big_sib_kid_carb_age_kid_car10.10.9710.9290.35334.50.9920.5130.608
b_has_big_sib_kid_carb_age_par_act0.9360.1451.080.2792.990.2660.5980.55
b_has_big_sib_kid_carb_female_kid_act-0.0605-0.005621.090.2761.470.07440.6020.547
b_has_big_sib_kid_carb_female_kid_car-13.9-0.9040.9210.357-49.2-0.9710.5060.613
b_has_big_sib_kid_carb_female_par_act-0.798-0.03590.9930.321-2.34-0.05780.5490.583
b_has_big_sib_kid_carb_has_big_sib_kid_act52.80.435-1.380.1661500.608-0.7970.425
b_has_big_sib_par_actalpha_kid_CAR-0.329-0.1360.2990.765-1.14-0.2470.2930.769
b_has_big_sib_par_actasc_kid_act-0.129-0.02520.6910.4890.2290.04210.6820.495
b_has_big_sib_par_actasc_kid_car-2.67-0.1390.4270.67-8.96-0.2470.4040.686
b_has_big_sib_par_actasc_par_act-2.18-0.1920.740.459-1.67-0.1310.730.465
b_has_big_sib_par_actb_age_kid_act0.1820.07240.1920.8470.4110.1480.190.85
b_has_big_sib_par_actb_age_kid_car1.20.1380.320.7494.030.2460.3180.75
b_has_big_sib_par_actb_age_par_act0.680.1260.5390.590.7740.1470.5310.595
b_has_big_sib_par_actb_female_kid_act-0.0691-0.007650.5490.5830.1240.01330.5410.588
b_has_big_sib_par_actb_female_kid_car-1.66-0.1290.3990.69-5.78-0.2420.3840.701
b_has_big_sib_par_actb_female_par_act-0.524-0.02810.4390.661-1.36-0.07130.430.667
b_has_big_sib_par_actb_has_big_sib_kid_act21.60.212-2.180.02933.10.284-2.20.0279
b_has_big_sib_par_actb_has_big_sib_kid_car34.90.149-0.5210.6021090.252-0.350.727
b_has_lil_sib_kid_actalpha_kid_CAR-0.0694-0.5121.350.176-0.253-0.7510.9240.355
b_has_lil_sib_kid_actasc_kid_act-0.0361-0.1267.391.51e-130.02950.07446.215.28e-10
b_has_lil_sib_kid_actasc_kid_car-0.57-0.5291.620.105-2.01-0.760.9090.363
b_has_lil_sib_kid_actasc_par_act-0.0258-0.04056.526.92e-11-0.0279-0.035.46.85e-08
b_has_lil_sib_kid_actb_age_kid_act0.03280.233-0.3940.6930.08420.414-0.310.757
b_has_lil_sib_kid_actb_age_kid_car0.2540.5192.070.03850.90.7551.890.0583
b_has_lil_sib_kid_actb_age_par_act0.02690.08875.387.63e-080.07720.2014.411.04e-05
b_has_lil_sib_kid_actb_female_kid_act-0.0212-0.04194.545.54e-06-0.0104-0.01543.820.000135
b_has_lil_sib_kid_actb_female_kid_car-0.351-0.4861.810.0705-1.29-0.7411.050.295
b_has_lil_sib_kid_actb_female_par_act-0.0257-0.02462.050.0406-0.0829-0.05981.840.0662
b_has_lil_sib_kid_actb_has_big_sib_kid_act2.450.429-4.947.87e-074.990.589-4.526.21e-06
b_has_lil_sib_kid_actb_has_big_sib_kid_car6.940.527-0.8280.40823.90.759-0.4580.647
b_has_lil_sib_kid_actb_has_big_sib_par_act1.330.12-0.2150.833.30.223-0.2130.831
b_has_lil_sib_kid_caralpha_kid_CAR-0.294-0.9670.3860.7-1.06-0.9910.2050.837
b_has_lil_sib_kid_carasc_kid_act0.06560.1023.540.0004040.3540.281.940.0527
b_has_lil_sib_kid_carasc_kid_car-2.36-0.9740.8470.397-8.37-0.9930.4510.652
b_has_lil_sib_kid_carasc_par_act-0.0276-0.01933.60.000312-0.051-0.01722.050.0406
b_has_lil_sib_kid_carb_age_kid_act0.1090.346-0.4420.6580.3340.516-0.2350.814
b_has_lil_sib_kid_carb_age_kid_car1.060.9670.8570.3913.760.990.4610.645
b_has_lil_sib_kid_carb_age_par_act0.09940.1462.330.01970.3290.2681.260.206
b_has_lil_sib_kid_carb_female_kid_act-0.00902-0.007932.260.02390.1520.07021.280.201
b_has_lil_sib_kid_carb_female_kid_car-1.47-0.9040.840.401-5.38-0.9720.4460.656
b_has_lil_sib_kid_carb_female_par_act-0.085-0.03621.220.223-0.258-0.05840.7530.451
b_has_lil_sib_kid_carb_has_big_sib_kid_act5.050.394-5.152.61e-07160.59-5.152.65e-07
b_has_lil_sib_kid_carb_has_big_sib_kid_car28.50.965-0.930.35399.30.99-0.5170.605
b_has_lil_sib_kid_carb_has_big_sib_par_act3.450.139-0.2490.80411.70.248-0.250.802
b_has_lil_sib_kid_carb_has_lil_sib_kid_act0.7910.57-0.310.7562.670.777-0.1760.86
b_has_lil_sib_par_actalpha_kid_CAR-0.0404-0.1661.440.151-0.147-0.3091.310.191
b_has_lil_sib_par_actasc_kid_act-0.01-0.01955.182.24e-070.03080.05525.093.6e-07
b_has_lil_sib_par_actasc_kid_car-0.329-0.171.870.0617-1.16-0.3121.20.229
b_has_lil_sib_par_actasc_par_act-0.173-0.1514.851.24e-06-0.201-0.1534.594.43e-06
b_has_lil_sib_par_actb_age_kid_act0.0170.06740.4120.680.04480.1570.4030.687
b_has_lil_sib_par_actb_age_kid_car0.1470.1671.620.1050.520.311.510.131
b_has_lil_sib_par_actb_age_par_act0.02150.03963.740.0001810.1010.1873.770.000165
b_has_lil_sib_par_actb_female_kid_act-0.00689-0.007583.60.0003240.00180.001883.50.00047
b_has_lil_sib_par_actb_female_kid_car-0.203-0.1561.970.049-0.744-0.3041.40.162
b_has_lil_sib_par_actb_female_par_act-0.0451-0.0242.080.0376-0.0968-0.04962.010.0443
b_has_lil_sib_par_actb_has_big_sib_kid_act1.180.115-4.633.69e-062.680.225-4.22.66e-05
b_has_lil_sib_par_actb_has_big_sib_kid_car3.990.169-0.7630.44513.80.312-0.4230.673
b_has_lil_sib_par_actb_has_big_sib_par_act5.490.277-0.1540.8776.360.305-0.1520.879
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.260.2340.6110.5410.5240.3450.60.548
b_has_lil_sib_par_actb_has_lil_sib_kid_car0.4470.1790.6520.5141.530.3170.4230.673
b_log_density_kid_actalpha_kid_CAR0.1720.3764.692.71e-060.5810.5584.016.07e-05
b_log_density_kid_actasc_kid_act-0.608-0.6286.11.07e-09-0.828-0.6755.093.67e-07
b_log_density_kid_actasc_kid_car1.180.3225.484.18e-084.350.5314.957.41e-07
b_log_density_kid_actasc_par_act-0.197-0.09166.498.45e-11-0.246-0.08565.435.59e-08
b_log_density_kid_actb_age_kid_act-0.00548-0.01154.016.09e-05-0.125-0.1993.290.00102
b_log_density_kid_actb_age_kid_car-0.585-0.3534.242.23e-05-2.01-0.5453.150.00163
b_log_density_kid_actb_age_par_act-0.0253-0.02475.768.36e-09-0.138-0.1164.742.09e-06
b_log_density_kid_actb_female_kid_act-0.187-0.1095.62.12e-08-0.373-0.1784.643.55e-06
b_log_density_kid_actb_female_kid_car0.7950.3255.435.67e-082.870.5345.034.87e-07
b_log_density_kid_actb_female_par_act-0.0253-0.007164.761.94e-060.03150.007344.094.27e-05
b_log_density_kid_actb_has_big_sib_kid_act-2.2-0.114-2.920.00355-8.76-0.334-2.40.0163
b_log_density_kid_actb_has_big_sib_kid_car-15.2-0.342-0.1410.888-52.6-0.54-0.0780.938
b_log_density_kid_actb_has_big_sib_par_act-1.51-0.04050.5570.578-6.57-0.1440.5320.595
b_log_density_kid_actb_has_lil_sib_kid_act-0.284-0.1363.830.00013-1.17-0.3512.970.00299
b_log_density_kid_actb_has_lil_sib_kid_car-1.58-0.3373.130.00172-5.74-0.5420.0454
b_log_density_kid_actb_has_lil_sib_par_act-0.177-0.0473.30.000983-0.711-0.1512.720.00661
b_log_density_kid_caralpha_kid_CAR-0.153-0.562-0.6090.542-0.625-0.844-0.40.689
b_log_density_kid_carasc_kid_act-0.00161-0.002792.750.005890.160.1831.990.0464
b_log_density_kid_carasc_kid_car-1.31-0.6050.3270.743-5-0.8580.1860.852
b_log_density_kid_carasc_par_act-0.0394-0.03082.930.00335-0.0651-0.03182.130.0333
b_log_density_kid_carb_age_kid_act0.03230.114-1.610.1080.1820.406-1.140.253
b_log_density_kid_carb_age_kid_car0.5440.551-0.570.5692.210.841-0.5250.599
b_log_density_kid_carb_age_par_act0.04370.07181.440.1490.1940.2291.040.3
b_log_density_kid_carb_female_kid_act0.0270.02651.470.1420.1080.07231.070.286
b_log_density_kid_carb_female_kid_car-0.751-0.5160.1980.843-3.16-0.8260.1150.908
b_log_density_kid_carb_female_par_act-0.0349-0.01660.4650.642-0.129-0.04210.360.719
b_log_density_kid_carb_has_big_sib_kid_act2.130.186-5.132.94e-079.240.495-55.6e-07
b_log_density_kid_carb_has_big_sib_kid_car140.531-0.9870.32357.50.83-0.5530.58
b_log_density_kid_carb_has_big_sib_par_act1.60.0723-0.3730.7096.760.208-0.3750.708
b_log_density_kid_carb_has_lil_sib_kid_act0.3320.267-1.420.1561.470.62-1.220.224
b_log_density_kid_carb_has_lil_sib_kid_car1.480.528-1.080.2786.30.833-0.9360.349
b_log_density_kid_carb_has_lil_sib_par_act0.1990.0891-1.540.1240.8560.256-1.310.19
b_log_density_kid_carb_log_density_kid_act-0.0259-0.00615-4.262.03e-05-2.62-0.357-2.90.00371
b_log_density_par_actalpha_kid_CAR0.05270.04725.883.99e-090.1890.076555.83e-07
b_log_density_par_actasc_kid_act-0.204-0.08656.692.3e-11-0.342-0.1175.671.47e-08
b_log_density_par_actasc_kid_car0.3550.046.091.15e-091.370.07035.073.92e-07
b_log_density_par_actasc_par_act-3.75-0.7166.273.6e-10-5.09-0.7435.339.77e-08
b_log_density_par_actb_age_kid_act-0.0123-0.01065.641.67e-08-0.0193-0.01294.791.71e-06
b_log_density_par_actb_age_kid_car-0.182-0.04515.874.44e-09-0.643-0.07344.919.07e-07
b_log_density_par_actb_age_par_act-0.0989-0.03976.371.91e-100.005570.001975.426.08e-08
b_log_density_par_actb_female_kid_act-0.0523-0.01256.381.75e-10-0.0979-0.01975.426.1e-08
b_log_density_par_actb_female_kid_car0.2480.04166.081.21e-090.9410.07365.142.8e-07
b_log_density_par_actb_female_par_act-0.141-0.01636.041.53e-09-0.456-0.04475.132.91e-07
b_log_density_par_actb_has_big_sib_kid_act-0.752-0.0160.2590.796-3.37-0.0540.2210.825
b_log_density_par_actb_has_big_sib_kid_car-4.73-0.04371.290.199-16.9-0.07290.7360.462
b_log_density_par_actb_has_big_sib_par_act0.8750.009632.20.0277-0.814-0.007482.090.0366
b_log_density_par_actb_has_lil_sib_kid_act-0.0823-0.01625.641.69e-08-0.359-0.04534.761.98e-06
b_log_density_par_actb_has_lil_sib_kid_car-0.494-0.04325.53.77e-08-1.84-0.07264.371.24e-05
b_log_density_par_actb_has_lil_sib_par_act0.1340.01465.455.13e-08-0.612-0.05484.584.6e-06
b_log_density_par_actb_log_density_kid_act2.570.1493.919.37e-053.970.1623.320.000896
b_log_density_par_actb_log_density_kid_car0.150.01465.883.98e-09-0.708-0.04064.851.23e-06
b_log_distance_kid_actalpha_kid_CAR-0.00195-0.17-120-0.00507-0.227-6.761.37e-11
b_log_distance_kid_actasc_kid_act0.009250.389.1800.01030.3938.760
b_log_distance_kid_actasc_kid_car-0.00829-0.0906-0.3250.745-0.0332-0.189-0.1750.861
b_log_distance_kid_actasc_par_act0.003040.05624.919.26e-070.00320.05184.439.43e-06
b_log_distance_kid_actb_age_kid_act-0.00335-0.281-18.50-0.00241-0.178-17.60
b_log_distance_kid_actb_age_kid_car0.004670.112-3.360.0007730.01550.196-1.830.067
b_log_distance_kid_actb_age_par_act-0.00146-0.05692.530.0114-0.000267-0.01052.640.00823
b_log_distance_kid_actb_female_kid_act0.004890.1141.830.06750.006620.1471.810.0701
b_log_distance_kid_actb_female_kid_car-0.00575-0.0936-0.9480.343-0.0212-0.184-0.5210.602
b_log_distance_kid_actb_female_par_act0.001690.019-0.2590.7950.004620.0501-0.2580.796
b_log_distance_kid_actb_has_big_sib_kid_act-0.00378-0.0078-5.221.78e-070.05620.0998-4.643.42e-06
b_log_distance_kid_actb_has_big_sib_kid_car0.1130.101-1.020.3080.4140.198-0.5630.573
b_log_distance_kid_actb_has_big_sib_par_act-0.00388-0.00415-0.4660.6410.04380.0446-0.4590.646
b_log_distance_kid_actb_has_lil_sib_kid_act-0.000328-0.00625-4.487.3e-060.006010.084-3.420.000618
b_log_distance_kid_actb_has_lil_sib_kid_car0.009890.0839-1.750.07960.04270.187-0.9360.349
b_log_distance_kid_actb_has_lil_sib_par_act-0.000234-0.00249-3.130.001740.002650.0263-3.030.00247
b_log_distance_kid_actb_log_density_kid_act-0.0232-0.131-5.455.13e-08-0.0421-0.19-4.516.53e-06
b_log_distance_kid_actb_log_density_kid_car0.01430.135-0.8350.4040.03360.213-0.5790.563
b_log_distance_kid_actb_log_density_par_act-0.00372-0.0086-6.244.38e-10-0.029-0.055-5.291.23e-07
b_log_distance_kid_caralpha_kid_CAR0.02870.98-26.700.1020.994-25.80
b_log_distance_kid_carasc_kid_act-0.0088-0.14210.80-0.0353-0.2938.154.44e-16
b_log_distance_kid_carasc_kid_car0.2260.9720.8040.4220.7970.9930.4340.664
b_log_distance_kid_carasc_par_act0.002050.01496.536.54e-110.004680.01665.71.22e-08
b_log_distance_kid_carb_age_kid_act-0.00941-0.31-8.60-0.0313-0.508-5.425.9e-08
b_log_distance_kid_carb_age_kid_car-0.103-0.974-0.8410.401-0.359-0.992-0.4540.65
b_log_distance_kid_carb_age_par_act-0.00926-0.1425.464.72e-08-0.0315-0.274.411.02e-05
b_log_distance_kid_carb_female_kid_act-0.000774-0.007083.880.000105-0.0151-0.07343.470.000514
b_log_distance_kid_carb_female_kid_car0.1410.9030.6990.4850.5120.9710.3930.694
b_log_distance_kid_carb_female_par_act0.007730.03420.8040.4220.02480.0590.7920.428
b_log_distance_kid_carb_has_big_sib_kid_act-0.46-0.373-4.986.3e-07-1.5-0.584-4.371.27e-05
b_log_distance_kid_carb_has_big_sib_kid_car-2.7-0.953-0.9260.354-9.43-0.988-0.5110.61
b_log_distance_kid_carb_has_big_sib_par_act-0.321-0.135-0.3650.715-1.11-0.247-0.3580.721
b_log_distance_kid_carb_has_lil_sib_kid_act-0.0681-0.51-2.40.0164-0.247-0.755-1.640.1
b_log_distance_kid_carb_has_lil_sib_kid_car-0.285-0.951-0.8660.387-1.03-0.988-0.4610.645
b_log_distance_kid_carb_has_lil_sib_par_act-0.0395-0.165-2.080.038-0.143-0.311-1.890.0583
b_log_distance_kid_carb_log_density_kid_act0.1570.348-5.044.76e-070.5480.541-4.31.71e-05
b_log_distance_kid_carb_log_density_kid_car-0.147-0.5490.06110.951-0.601-0.8350.04030.968
b_log_distance_kid_carb_log_density_par_act0.04830.0439-6.031.67e-090.1760.0731-5.123.1e-07
b_log_distance_kid_carb_log_distance_kid_act-0.00133-0.1187.487.68e-14-0.00401-0.1854.242.28e-05
b_log_distance_par_actalpha_kid_CAR0.0004460.0237-12.400.002850.0778-7.449.88e-14
b_log_distance_par_actasc_kid_act0.003030.07628.096.66e-160.001670.03877.632.26e-14
b_log_distance_par_actasc_kid_car0.006410.0428-0.4370.6620.02490.0865-0.2360.814
b_log_distance_par_actasc_par_act0.01990.2264.821.44e-060.03060.3024.391.12e-05
b_log_distance_par_actb_age_kid_act-0.00118-0.0604-18.60-0.00191-0.0863-17.10
b_log_distance_par_actb_age_kid_car-0.0025-0.0368-3.510.000454-0.0111-0.0855-1.920.0549
b_log_distance_par_actb_age_par_act-0.00207-0.04912.090.0366-0.0077-0.1842.080.0372
b_log_distance_par_actb_female_kid_act0.001830.0261.570.1170.004090.05551.550.12
b_log_distance_par_actb_female_kid_car0.003720.037-1.120.2640.01650.0875-0.6180.537
b_log_distance_par_actb_female_par_act0.004890.0337-0.3720.710.001790.0119-0.370.712
b_log_distance_par_actb_has_big_sib_kid_act-0.0165-0.0208-5.241.6e-07-0.0432-0.0469-4.663.24e-06
b_log_distance_par_actb_has_big_sib_kid_car-0.071-0.0389-1.030.304-0.288-0.0842-0.5670.57
b_log_distance_par_actb_has_big_sib_par_act-0.0326-0.0213-0.4770.6330.002150.00134-0.470.639
b_log_distance_par_actb_has_lil_sib_kid_act-0.00354-0.0412-4.623.76e-06-0.0102-0.0872-3.50.000459
b_log_distance_par_actb_has_lil_sib_kid_car-0.00833-0.0432-1.830.068-0.0322-0.0862-0.9740.33
b_log_distance_par_actb_has_lil_sib_par_act-0.00669-0.0434-3.220.00128-0.0148-0.09-3.10.00194
b_log_distance_par_actb_log_density_kid_act-0.00656-0.0226-5.513.53e-08-0.00191-0.00526-4.574.85e-06
b_log_distance_par_actb_log_density_kid_car-0.000981-0.00567-0.9230.356-0.0163-0.0634-0.6380.523
b_log_distance_par_actb_log_density_par_act-0.0226-0.0319-6.263.86e-10-0.037-0.043-5.311.11e-07
b_log_distance_par_actb_log_distance_kid_act0.002350.322-1.390.1640.002320.298-1.330.185
b_log_distance_par_actb_log_distance_kid_car0.0007520.0405-7.912.44e-150.003310.0932-4.831.36e-06
b_log_income_k_kid_actalpha_kid_CAR0.01660.247-3.130.001760.0690.487-3.040.00236
b_log_income_k_kid_actasc_kid_act-0.0694-0.4876.594.5e-11-0.0879-0.5265.992.09e-09
b_log_income_k_kid_actasc_kid_car0.120.2240.5110.610.5290.4750.2880.773
b_log_income_k_kid_actasc_par_act-0.0228-0.07215.523.45e-08-0.0125-0.03195.054.45e-07
b_log_income_k_kid_actb_age_kid_act-0.00191-0.0273-6.244.41e-10-0.017-0.198-5.281.27e-07
b_log_income_k_kid_actb_age_kid_car-0.0596-0.244-1.170.243-0.244-0.487-0.6720.502
b_log_income_k_kid_actb_age_par_act-0.00489-0.03253.820.000135-0.0212-0.1313.50.000473
b_log_income_k_kid_actb_female_kid_act-0.000622-0.002473.050.00228-0.00723-0.02532.90.00377
b_log_income_k_kid_actb_female_kid_car0.08190.2280.2760.7830.3460.4720.1660.868
b_log_income_k_kid_actb_female_par_act0.004310.008280.5690.5690.0130.02220.5630.573
b_log_income_k_kid_actb_has_big_sib_kid_act-0.223-0.0787-5.044.73e-07-0.892-0.25-4.449.15e-06
b_log_income_k_kid_actb_has_big_sib_kid_car-1.59-0.243-0.9460.344-6.45-0.487-0.5220.602
b_log_income_k_kid_actb_has_big_sib_par_act-0.151-0.0275-0.3850.7-0.705-0.113-0.3780.705
b_log_income_k_kid_actb_has_lil_sib_kid_act-0.0274-0.089-2.650.00802-0.158-0.347-1.920.0555
b_log_income_k_kid_actb_has_lil_sib_kid_car-0.163-0.236-1.030.303-0.692-0.478-0.5520.581
b_log_income_k_kid_actb_has_lil_sib_par_act-0.0178-0.0322-2.230.0258-0.0941-0.147-2.080.0379
b_log_income_k_kid_actb_log_density_kid_act0.0810.0778-5.044.56e-070.3350.238-4.281.9e-05
b_log_income_k_kid_actb_log_density_kid_car-0.0731-0.118-0.1090.913-0.384-0.384-0.07370.941
b_log_income_k_kid_actb_log_density_par_act0.02880.0113-6.061.37e-090.1030.0308-5.142.69e-07
b_log_income_k_kid_actb_log_distance_kid_act-0.00266-0.1022.80.00506-0.00492-0.1632.490.0126
b_log_income_k_kid_actb_log_distance_kid_car0.01610.242-0.7390.460.0670.486-0.7230.47
b_log_income_k_kid_actb_log_distance_par_act-4.3e-05-0.001013.150.001610.003630.07362.890.00386
b_log_income_k_kid_caralpha_kid_CAR0.03030.622-4.163.18e-050.1150.849-4.153.39e-05
b_log_income_k_kid_carasc_kid_act-0.0186-0.1819.160-0.0497-0.3117.071.54e-12
b_log_income_k_kid_carasc_kid_car0.2190.5630.7870.4310.8830.8310.4390.661
b_log_income_k_kid_carasc_par_act-0.00277-0.01216.263.9e-10-0.000353-0.0009455.455.17e-08
b_log_income_k_kid_carb_age_kid_act-0.0108-0.214-6.633.38e-11-0.0364-0.446-4.545.62e-06
b_log_income_k_kid_carb_age_kid_car-0.109-0.617-0.80.424-0.406-0.849-0.4360.663
b_log_income_k_kid_carb_age_par_act-0.0101-0.09294.851.25e-06-0.0351-0.2273.919.15e-05
b_log_income_k_kid_carb_female_kid_act0.001150.006323.690.000225-0.0152-0.05593.260.00111
b_log_income_k_kid_carb_female_kid_car0.1520.5820.6840.4940.5780.8280.40.689
b_log_income_k_kid_carb_female_par_act0.008830.02350.7940.4270.0260.04660.7780.437
b_log_income_k_kid_carb_has_big_sib_kid_act-0.507-0.247-4.976.53e-07-1.73-0.507-4.351.36e-05
b_log_income_k_kid_carb_has_big_sib_kid_car-2.89-0.612-0.9250.355-10.7-0.844-0.510.61
b_log_income_k_kid_carb_has_big_sib_par_act-0.344-0.0867-0.3650.715-1.24-0.208-0.3570.721
b_log_income_k_kid_carb_has_lil_sib_kid_act-0.0715-0.321-2.310.0207-0.277-0.639-1.580.114
b_log_income_k_kid_carb_has_lil_sib_kid_car-0.302-0.605-0.8550.392-1.16-0.841-0.4550.649
b_log_income_k_kid_carb_has_lil_sib_par_act-0.0415-0.104-2.050.0406-0.16-0.262-1.850.0638
b_log_income_k_kid_carb_log_density_kid_act0.1750.233-5.034.91e-070.6470.483-4.331.51e-05
b_log_income_k_kid_carb_log_density_kid_car-0.146-0.3260.06140.951-0.683-0.7160.04010.968
b_log_income_k_kid_carb_log_density_par_act0.05630.0307-6.021.7e-090.2120.0665-5.123.11e-07
b_log_income_k_kid_carb_log_distance_kid_act-0.00133-0.07054.81.55e-06-0.00468-0.1633.270.00107
b_log_income_k_kid_carb_log_distance_kid_car0.02860.5950.006040.9950.110.840.005990.995
b_log_income_k_kid_carb_log_distance_par_act0.0007130.02315.211.85e-070.003810.08083.710.00021
b_log_income_k_kid_carb_log_income_k_kid_act0.03960.3580.7320.4640.09630.5280.6910.489
b_log_income_k_par_actalpha_kid_CAR0.006630.0523-0.1720.8630.02650.11-0.1650.869
b_log_income_k_par_actasc_kid_act-0.0252-0.0946.312.73e-10-0.0259-0.09086.195.98e-10
b_log_income_k_par_actasc_kid_car0.04770.04721.160.2470.2040.1080.6850.493
b_log_income_k_par_actasc_par_act-0.244-0.4094.761.91e-06-0.225-0.3374.594.35e-06
b_log_income_k_par_actb_age_kid_act-0.00148-0.0113-2.150.0317-0.00781-0.0535-2.090.0367
b_log_income_k_par_actb_age_kid_car-0.0239-0.05220.1330.894-0.0944-0.110.09180.927
b_log_income_k_par_actb_age_par_act0.02160.07633.996.51e-05-0.00549-0.01993.830.00013
b_log_income_k_par_actb_female_kid_act-0.000492-0.001043.460.000544-0.00426-0.008763.40.000673
b_log_income_k_par_actb_female_kid_car0.03290.04861.160.2460.1320.1060.7580.448
b_log_income_k_par_actb_female_par_act-0.0218-0.02231.220.223-0.0313-0.03151.210.228
b_log_income_k_par_actb_has_big_sib_kid_act-0.0782-0.0146-4.881.04e-06-0.357-0.0587-4.331.5e-05
b_log_income_k_par_actb_has_big_sib_kid_car-0.637-0.0518-0.8850.376-2.49-0.11-0.4880.625
b_log_income_k_par_actb_has_big_sib_par_act0.6160.0597-0.3090.757-0.151-0.0142-0.3030.762
b_log_income_k_par_actb_has_lil_sib_kid_act-0.011-0.019-1.220.221-0.0653-0.0844-10.317
b_log_income_k_par_actb_has_lil_sib_kid_car-0.0657-0.0506-0.4490.653-0.269-0.109-0.2520.801
b_log_income_k_par_actb_has_lil_sib_par_act0.0150.0144-1.40.1620.0250.023-1.360.174
b_log_income_k_par_actb_log_density_kid_act0.03360.0172-4.497.24e-060.1140.0476-3.780.000157
b_log_income_k_par_actb_log_density_kid_car-0.0287-0.02460.510.61-0.146-0.08560.3650.715
b_log_income_k_par_actb_log_density_par_act0.2030.0427-5.893.87e-090.03590.0063-4.986.31e-07
b_log_income_k_par_actb_log_distance_kid_act-0.000617-0.01262.990.002770.000880.01712.960.00307
b_log_income_k_par_actb_log_distance_kid_car0.006420.05131.070.2870.02620.1121.020.306
b_log_income_k_par_actb_log_distance_par_act-0.006-0.07473.140.00167-0.00808-0.09613.090.00199
b_log_income_k_par_actb_log_income_k_kid_act0.05660.1971.420.1560.06530.21.380.168
b_log_income_k_par_actb_log_income_k_kid_car0.01750.08421.040.30.04050.130.9860.324
b_non_work_dad_kid_acealpha_kid_CAR0.01410.0788-2.240.0250.04110.124-2.250.0245
b_non_work_dad_kid_aceasc_kid_act-0.0295-0.07792.810.00497-0.056-0.1432.770.00564
b_non_work_dad_kid_aceasc_kid_car0.1090.0764-0.2650.7910.310.119-0.1670.867
b_non_work_dad_kid_aceasc_par_act-0.0113-0.013430.00273-0.0139-0.01512.90.00379
b_non_work_dad_kid_aceb_age_kid_act-0.0133-0.0715-3.590.000329-0.0158-0.0788-3.620.000296
b_non_work_dad_kid_aceb_age_kid_car-0.0539-0.0831-1.650.0989-0.145-0.123-1.270.204
b_non_work_dad_kid_aceb_age_par_act-0.00783-0.01960.9020.367-0.0052-0.01370.9180.358
b_non_work_dad_kid_aceb_female_kid_act0.001520.002270.9640.335-0.0219-0.03280.9550.34
b_non_work_dad_kid_aceb_female_kid_car0.07540.0789-0.6540.5130.2150.125-0.4710.638
b_non_work_dad_kid_aceb_female_par_act0.01440.0104-0.20.8410.01810.0132-0.2010.841
b_non_work_dad_kid_aceb_has_big_sib_kid_act-0.215-0.0285-5.152.64e-07-0.502-0.0599-4.574.9e-06
b_non_work_dad_kid_aceb_has_big_sib_kid_car-1.33-0.0766-1.010.311-3.65-0.117-0.560.576
b_non_work_dad_kid_aceb_has_big_sib_par_act-0.142-0.00972-0.4640.643-0.359-0.0245-0.4570.648
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.010.0123-2.730.00641-0.0329-0.0309-2.380.0171
b_non_work_dad_kid_aceb_has_lil_sib_kid_car-0.138-0.0751-1.460.146-0.404-0.119-0.860.39
b_non_work_dad_kid_aceb_has_lil_sib_par_act-0.00287-0.00196-2.520.0119-0.0519-0.0346-2.430.015
b_non_work_dad_kid_aceb_log_density_kid_act0.05170.0187-5.123.05e-070.3590.109-4.458.45e-06
b_non_work_dad_kid_aceb_log_density_kid_car-0.0639-0.0388-0.6780.498-0.243-0.104-0.5020.615
b_non_work_dad_kid_aceb_log_density_par_act0.02590.00384-6.167.09e-100.1160.0148-5.251.49e-07
b_non_work_dad_kid_aceb_log_distance_kid_act0.0007810.01120.008440.993-0.00119-0.01690.008540.993
b_non_work_dad_kid_aceb_log_distance_kid_car0.01310.0741-1.350.1760.03850.119-1.360.174
b_non_work_dad_kid_aceb_log_distance_par_act0.0004570.004030.1520.8790.00170.01470.1540.877
b_non_work_dad_kid_aceb_log_income_k_kid_act0.06050.149-1.060.2870.07410.165-1.070.283
b_non_work_dad_kid_aceb_log_income_k_kid_car0.02510.0853-1.340.1810.05840.136-1.340.181
b_non_work_dad_kid_aceb_log_income_k_par_act0.02550.0333-1.760.07870.02510.0328-1.770.0774
b_non_work_dad_kid_caralpha_kid_CAR0.03240.301-2.020.04370.0840.404-2.030.042
b_non_work_dad_kid_carasc_kid_act-0.0189-0.0835.759.12e-09-0.044-0.1795.358.77e-08
b_non_work_dad_kid_carasc_kid_car0.240.2810.5170.6050.6490.3970.2930.77
b_non_work_dad_kid_carasc_par_act-0.00212-0.00424.996.18e-07-0.00289-0.005024.623.82e-06
b_non_work_dad_kid_carb_age_kid_act-0.0113-0.101-4.065e-05-0.0236-0.188-3.830.000127
b_non_work_dad_kid_carb_age_kid_car-0.118-0.304-0.9340.35-0.3-0.407-0.6170.537
b_non_work_dad_kid_carb_age_par_act-0.0106-0.04392.860.00425-0.024-0.1012.770.00567
b_non_work_dad_kid_carb_female_kid_act0.0009780.002432.580.00992-0.0144-0.03432.480.0131
b_non_work_dad_kid_carb_female_kid_car0.1610.280.2720.7850.4320.4020.170.865
b_non_work_dad_kid_carb_female_par_act0.01070.01290.5440.5860.02270.02640.5420.588
b_non_work_dad_kid_carb_has_big_sib_kid_act-0.491-0.108-55.74e-07-1.11-0.212-4.411.01e-05
b_non_work_dad_kid_carb_has_big_sib_kid_car-3.03-0.291-0.9410.347-7.71-0.397-0.5210.603
b_non_work_dad_kid_carb_has_big_sib_par_act-0.344-0.0393-0.3840.701-0.868-0.095-0.3770.706
b_non_work_dad_kid_carb_has_lil_sib_kid_act-0.0668-0.136-2.250.0246-0.191-0.287-1.760.0792
b_non_work_dad_kid_carb_has_lil_sib_kid_car-0.302-0.274-0.960.337-0.823-0.387-0.540.59
b_non_work_dad_kid_carb_has_lil_sib_par_act-0.0394-0.0447-2.090.0363-0.111-0.119-1.970.0485
b_non_work_dad_kid_carb_log_density_kid_act0.190.115-5.034.79e-070.4770.231-4.291.81e-05
b_non_work_dad_kid_carb_log_density_kid_car-0.157-0.159-0.09750.922-0.595-0.406-0.06690.947
b_non_work_dad_kid_carb_log_density_par_act0.06060.015-6.051.49e-090.1570.032-5.142.78e-07
b_non_work_dad_kid_carb_log_distance_kid_act-0.00255-0.06111.80.0712-0.00413-0.09331.750.0803
b_non_work_dad_kid_carb_log_distance_kid_car0.03150.297-0.4650.6420.08060.398-0.4690.639
b_non_work_dad_kid_carb_log_distance_par_act0.0001350.001972.040.04170.002590.03581.990.0463
b_non_work_dad_kid_carb_log_income_k_kid_act0.02960.1210.01230.990.07250.2580.01270.99
b_non_work_dad_kid_carb_log_income_k_kid_car0.05250.297-0.4620.6440.1130.423-0.4650.642
b_non_work_dad_kid_carb_log_income_k_par_act0.01270.0277-1.130.260.02820.059-1.120.261
b_non_work_dad_kid_carb_non_work_dad_kid_ace0.1920.2951.080.2780.2030.3081.10.272
b_non_work_dad_par_actalpha_kid_CAR0.005320.01520.5150.6060.01760.02820.5370.591
b_non_work_dad_par_actasc_kid_act-0.014-0.01893.170.00155-0.0238-0.03223.30.000953
b_non_work_dad_par_actasc_kid_car0.03920.01411.210.2270.1310.02660.9320.351
b_non_work_dad_par_actasc_par_act-0.123-0.07513.280.00103-0.0966-0.05573.380.000722
b_non_work_dad_par_actb_age_kid_act-0.00414-0.0114-0.2230.8240.001390.00368-0.2340.815
b_non_work_dad_par_actb_age_kid_car-0.02-0.01580.6140.539-0.0612-0.02760.5750.565
b_non_work_dad_par_actb_age_par_act-0.0346-0.04422.110.0351-0.0636-0.08882.190.0283
b_non_work_dad_par_actb_female_kid_act0.008640.006612.150.03190.002780.002212.240.0253
b_non_work_dad_par_actb_female_kid_car0.02920.01561.130.2570.0920.02840.9960.319
b_non_work_dad_par_actb_female_par_act0.06160.02281.270.2050.02080.008061.30.193
b_non_work_dad_par_actb_has_big_sib_kid_act-0.0717-0.00487-4.574.81e-06-0.13-0.00827-4.14.06e-05
b_non_work_dad_par_actb_has_big_sib_kid_car-0.494-0.0145-0.810.418-1.56-0.0266-0.4490.653
b_non_work_dad_par_actb_has_big_sib_par_act-0.0593-0.00208-0.2220.8240.2660.00966-0.2190.826
b_non_work_dad_par_actb_has_lil_sib_kid_act0.003830.0024-0.070.944-0.0359-0.0179-0.06890.945
b_non_work_dad_par_actb_has_lil_sib_kid_car-0.0497-0.01390.1120.911-0.168-0.02630.07810.938
b_non_work_dad_par_actb_has_lil_sib_par_act0.08550.0298-0.4250.6710.1750.062-0.4410.659
b_non_work_dad_par_actb_log_density_kid_act0.01060.00197-3.340.000850.1350.0218-30.00266
b_non_work_dad_par_actb_log_density_kid_car-0.0257-0.008010.8030.422-0.111-0.02510.6850.493
b_non_work_dad_par_actb_log_density_par_act-0.274-0.0208-5.425.84e-08-0.244-0.0165-4.682.85e-06
b_non_work_dad_par_actb_log_distance_kid_act-0.000374-0.002761.670.09510.0006090.004571.750.0796
b_non_work_dad_par_actb_log_distance_kid_car0.004920.01430.9690.3320.01670.02741.010.312
b_non_work_dad_par_actb_log_distance_par_act-0.00928-0.04191.740.08230.004570.0211.830.0672
b_non_work_dad_par_actb_log_income_k_kid_act0.02680.03371.10.2720.02210.02611.150.252
b_non_work_dad_par_actb_log_income_k_kid_car0.01080.01880.9640.3350.02310.028610.316
b_non_work_dad_par_actb_log_income_k_par_act0.1740.1170.5670.5710.260.180.6060.545
b_non_work_dad_par_actb_non_work_dad_kid_ace0.3760.1781.60.1090.3060.1541.650.0981
b_non_work_dad_par_actb_non_work_dad_kid_car0.08340.06581.080.280.08560.0691.130.259
b_non_work_mom_kid_actalpha_kid_CAR0.09190.612-2.510.01220.3230.823-2.020.0431
b_non_work_mom_kid_actasc_kid_act-0.0545-0.1723.550.000384-0.126-0.2722.60.00938
b_non_work_mom_kid_actasc_kid_car0.7310.611-0.05170.9592.540.824-0.03310.974
b_non_work_mom_kid_actasc_par_act-0.006-0.008513.650.0002640.006680.006142.90.00376
b_non_work_mom_kid_actb_age_kid_act-0.029-0.186-3.750.00018-0.1-0.422-2.640.00829
b_non_work_mom_kid_actb_age_kid_car-0.333-0.613-1.250.21-1.15-0.823-0.7490.454
b_non_work_mom_kid_actb_age_par_act-0.0275-0.0821.420.157-0.0972-0.2161.030.301
b_non_work_mom_kid_actb_female_kid_act0.0220.03931.470.142-0.0293-0.03711.120.264
b_non_work_mom_kid_actb_female_kid_car0.4540.567-0.5850.5591.630.804-0.4860.627
b_non_work_mom_kid_actb_female_par_act0.03230.02790.030.9760.08720.05380.02680.979
b_non_work_mom_kid_actb_has_big_sib_kid_act-1.62-0.257-4.986.3e-07-4.91-0.496-4.252.17e-05
b_non_work_mom_kid_actb_has_big_sib_kid_car-8.84-0.606-0.9650.335-30.1-0.82-0.5320.595
b_non_work_mom_kid_actb_has_big_sib_par_act-1.13-0.0922-0.4350.663-3.45-0.2-0.4230.672
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.259-0.378-2.290.0222-0.83-0.659-1.540.125
b_non_work_mom_kid_actb_has_lil_sib_kid_car-0.939-0.611-1.120.261-3.31-0.823-0.6180.537
b_non_work_mom_kid_actb_has_lil_sib_par_act-0.142-0.116-2.310.0206-0.465-0.262-1.890.0583
b_non_work_mom_kid_actb_log_density_kid_act0.3580.155-5.31.14e-071.510.388-4.781.76e-06
b_non_work_mom_kid_actb_log_density_kid_car-0.469-0.34-0.450.653-1.92-0.694-0.2840.776
b_non_work_mom_kid_actb_log_density_par_act0.1270.0226-6.148.08e-100.4580.0495-5.221.83e-07
b_non_work_mom_kid_actb_log_distance_kid_act-0.00179-0.03080.4470.655-0.0102-0.1220.320.749
b_non_work_mom_kid_actb_log_distance_kid_car0.08990.607-1.320.1880.3140.822-1.060.291
b_non_work_mom_kid_actb_log_distance_par_act0.002180.02290.6190.5360.01050.07650.4480.654
b_non_work_mom_kid_actb_log_income_k_kid_act0.1050.309-0.8830.3770.2610.491-0.6920.489
b_non_work_mom_kid_actb_log_income_k_kid_car0.1050.424-1.290.1960.3620.716-1.070.284
b_non_work_mom_kid_actb_log_income_k_par_act0.03640.0568-1.640.10.09850.109-1.350.178
b_non_work_mom_kid_actb_non_work_dad_kid_ace0.008670.009570.2840.7770.1120.08980.2530.801
b_non_work_mom_kid_actb_non_work_dad_kid_car0.1010.185-0.7690.4420.2610.335-0.6410.521
b_non_work_mom_kid_actb_non_work_dad_par_act-0.00295-0.00167-1.360.1750.05880.0251-1.330.184
b_non_work_mom_kid_caralpha_kid_CAR0.330.968-1.420.1571.190.992-0.7570.449
b_non_work_mom_kid_carasc_kid_act-0.084-0.1171.430.153-0.41-0.2890.7650.444
b_non_work_mom_kid_carasc_kid_car2.620.966-0.9020.3679.360.991-0.5440.586
b_non_work_mom_kid_carasc_par_act0.02570.0161.760.07830.05220.01570.9840.325
b_non_work_mom_kid_carb_age_kid_act-0.123-0.348-1.990.0469-0.374-0.515-1.070.286
b_non_work_mom_kid_carb_age_kid_car-1.19-0.967-0.8920.373-4.22-0.991-0.4750.635
b_non_work_mom_kid_carb_age_par_act-0.111-0.1460.3740.708-0.367-0.2670.2020.84
b_non_work_mom_kid_carb_female_kid_act0.005580.004380.4550.649-0.182-0.07510.2480.804
b_non_work_mom_kid_carb_female_kid_car1.650.905-0.9110.3626.040.973-0.5210.602
b_non_work_mom_kid_carb_female_par_act0.0940.0357-0.2430.8080.2850.0575-0.1470.883
b_non_work_mom_kid_carb_has_big_sib_kid_act-5.49-0.383-4.643.53e-06-17.7-0.583-3.540.000396
b_non_work_mom_kid_carb_has_big_sib_kid_car-31.6-0.955-0.9280.353-111-0.987-0.5090.611
b_non_work_mom_kid_carb_has_big_sib_par_act-3.79-0.137-0.4690.639-13-0.246-0.4340.664
b_non_work_mom_kid_carb_has_lil_sib_kid_act-0.812-0.522-1.520.129-2.91-0.757-0.8280.407
b_non_work_mom_kid_carb_has_lil_sib_kid_car-3.35-0.96-0.8930.372-12.1-0.989-0.4730.636
b_non_work_mom_kid_carb_has_lil_sib_par_act-0.468-0.167-1.780.0755-1.68-0.31-1.060.289
b_non_work_mom_kid_carb_log_density_kid_act1.750.333-5.46.73e-086.420.539-4.411.05e-05
b_non_work_mom_kid_carb_log_density_kid_car-1.68-0.536-0.4920.623-7.08-0.835-0.2670.789
b_non_work_mom_kid_carb_log_density_par_act0.5490.0429-6.071.24e-092.030.0718-4.938.32e-07
b_non_work_mom_kid_carb_log_distance_kid_act-0.0105-0.0796-0.1130.91-0.0481-0.188-0.06010.952
b_non_work_mom_kid_carb_log_distance_kid_car0.320.953-0.9030.3661.160.989-0.4830.629
b_non_work_mom_kid_carb_log_distance_par_act0.009540.0442-0.03710.970.03610.0862-0.01980.984
b_non_work_mom_kid_carb_log_income_k_kid_act0.1940.25-0.7070.480.7840.483-0.3850.7
b_non_work_mom_kid_carb_log_income_k_kid_car0.360.643-0.9080.3641.320.854-0.4890.625
b_non_work_mom_kid_carb_log_income_k_par_act0.07820.0537-1.180.240.3060.111-0.6580.51
b_non_work_mom_kid_carb_non_work_dad_kid_ace0.1660.0808-0.1080.9140.4720.124-0.06240.95
b_non_work_mom_kid_carb_non_work_dad_kid_car0.3440.278-0.7170.4730.9380.394-0.3890.697
b_non_work_mom_kid_carb_non_work_dad_par_act0.0590.0147-1.280.1990.2030.0283-0.8740.382
b_non_work_mom_kid_carb_non_work_mom_kid_act1.130.655-0.3960.6923.780.84-0.2220.824
b_non_work_mom_par_actalpha_kid_CAR0.04970.2032.380.01750.1720.3592.380.0174
b_non_work_mom_par_actasc_kid_act-0.0227-0.04375.952.76e-09-0.0621-0.115.621.87e-08
b_non_work_mom_par_actasc_kid_car0.3940.2022.960.003131.360.362.140.0326
b_non_work_mom_par_actasc_par_act-0.159-0.1385.562.68e-08-0.0853-0.06435.416.22e-08
b_non_work_mom_par_actb_age_kid_act-0.0159-0.06231.260.207-0.0532-0.1841.190.233
b_non_work_mom_par_actb_age_kid_car-0.179-0.2022.150.0313-0.609-0.3591.650.0992
b_non_work_mom_par_actb_age_par_act-0.0032-0.005844.516.41e-06-0.0478-0.08724.281.88e-05
b_non_work_mom_par_actb_female_kid_act0.008560.009344.391.13e-05-0.0154-0.0164.22.68e-05
b_non_work_mom_par_actb_female_kid_car0.2460.1883.10.001920.870.3512.650.00796
b_non_work_mom_par_actb_female_par_act-0.0735-0.03882.680.007360.05690.02872.710.00679
b_non_work_mom_par_actb_has_big_sib_kid_act-0.909-0.088-4.291.81e-05-2.5-0.206-3.750.000177
b_non_work_mom_par_actb_has_big_sib_kid_car-4.77-0.2-0.6670.505-16.1-0.358-0.3690.712
b_non_work_mom_par_actb_has_big_sib_par_act-0.742-0.0372-0.06180.951-1.68-0.0798-0.06050.952
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.135-0.1211.240.214-0.431-0.281.040.296
b_non_work_mom_par_actb_has_lil_sib_kid_car-0.506-0.2011.040.299-1.76-0.360.6320.528
b_non_work_mom_par_actb_has_lil_sib_par_act-0.293-0.1460.5780.563-0.42-0.1940.5460.585
b_non_work_mom_par_actb_log_density_kid_act0.220.0581-3.020.002570.8180.172-2.690.00711
b_non_work_mom_par_actb_log_density_kid_car-0.256-0.1131.940.0526-1.03-0.3061.410.158
b_non_work_mom_par_actb_log_density_par_act-0.38-0.0412-5.22.03e-07-1.04-0.0922-4.391.12e-05
b_non_work_mom_par_actb_log_distance_kid_act-0.00138-0.01453.977.08e-05-0.00525-0.05143.810.000137
b_non_work_mom_par_actb_log_distance_kid_car0.04850.23.040.00240.1680.363.040.00239
b_non_work_mom_par_actb_log_distance_par_act-0.0053-0.03414.064.83e-050.0006060.003633.928.96e-05
b_non_work_mom_par_actb_log_income_k_kid_act0.04350.07813.130.001720.1280.1983.110.00188
b_non_work_mom_par_actb_log_income_k_kid_car0.05510.1373.010.002650.1930.3133.020.00255
b_non_work_mom_par_actb_log_income_k_par_act0.2350.2242.380.01710.2250.2042.280.0228
b_non_work_mom_par_actb_non_work_dad_kid_ace0.004620.003123.210.001310.07520.04953.220.0013
b_non_work_mom_par_actb_non_work_dad_kid_car0.05220.05882.980.002910.1430.152.970.00296
b_non_work_mom_par_actb_non_work_dad_par_act-0.0743-0.02570.9070.3640.1210.04230.9550.34
b_non_work_mom_par_actb_non_work_mom_kid_act0.3190.2573.60.0003190.70.393.510.000456
b_non_work_mom_par_actb_non_work_mom_kid_car0.60.2132.710.006812.010.3651.70.0883
b_veh_per_driver_kid_actalpha_kid_CAR-0.0833-0.594-2.390.0168-0.295-0.803-1.570.115
b_veh_per_driver_kid_actasc_kid_act-0.00249-0.008423.680.0002370.07790.182.910.00361
b_veh_per_driver_kid_actasc_kid_car-0.651-0.584-0.1640.87-2.3-0.798-0.09140.927
b_veh_per_driver_kid_actasc_par_act-0.013-0.01983.530.000414-0.0158-0.01552.810.00495
b_veh_per_driver_kid_actb_age_kid_act0.01560.107-4.574.96e-060.07760.35-3.440.000583
b_veh_per_driver_kid_actb_age_kid_car0.2950.582-2.880.003951.040.797-2.690.00714
b_veh_per_driver_kid_actb_age_par_act0.01940.0621.280.2010.08410.210.316
b_veh_per_driver_kid_actb_female_kid_act0.01440.02751.270.2060.05550.07511.020.306
b_veh_per_driver_kid_actb_female_kid_car-0.408-0.545-0.4940.621-1.48-0.782-0.2840.777
b_veh_per_driver_kid_actb_female_par_act-0.0136-0.0126-0.1390.889-0.0613-0.0405-0.1220.903
b_veh_per_driver_kid_actb_has_big_sib_kid_act1.460.248-5.321.04e-074.430.479-4.919e-07
b_veh_per_driver_kid_actb_has_big_sib_kid_car7.750.57-1.040.29827.20.792-0.5750.565
b_veh_per_driver_kid_actb_has_big_sib_par_act0.9350.0819-0.4590.6463.280.203-0.4560.648
b_veh_per_driver_kid_actb_has_lil_sib_kid_act0.1980.309-3.630.0002830.7060.6-3.50.000462
b_veh_per_driver_kid_actb_has_lil_sib_kid_car0.8140.567-2.020.04352.970.791-1.180.239
b_veh_per_driver_kid_actb_has_lil_sib_par_act0.1120.0978-2.760.005820.4120.248-2.670.00767
b_veh_per_driver_kid_actb_log_density_kid_act-0.372-0.172-4.957.45e-07-1.57-0.431-3.760.000173
b_veh_per_driver_kid_actb_log_density_kid_car0.4490.349-0.7890.431.770.683-0.690.49
b_veh_per_driver_kid_actb_log_density_par_act-0.131-0.0249-6.157.57e-10-0.536-0.0619-5.172.32e-07
b_veh_per_driver_kid_actb_log_distance_kid_act0.006330.1170.1560.8760.01570.2010.1130.91
b_veh_per_driver_kid_actb_log_distance_kid_car-0.08-0.579-1.40.162-0.284-0.794-0.9240.355
b_veh_per_driver_kid_actb_log_distance_par_act0.0009450.01060.3380.736-0.00547-0.04270.2420.809
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.0809-0.254-1.020.309-0.226-0.456-0.7240.469
b_veh_per_driver_kid_actb_log_income_k_kid_car-0.087-0.378-1.350.177-0.325-0.686-0.890.373
b_veh_per_driver_kid_actb_log_income_k_par_act-0.0282-0.0471-1.860.063-0.085-0.101-1.470.141
b_veh_per_driver_kid_actb_non_work_dad_kid_ace-0.0147-0.01740.08840.93-0.108-0.09250.07360.941
b_veh_per_driver_kid_actb_non_work_dad_kid_car-0.0897-0.177-0.9140.361-0.239-0.328-0.6870.492
b_veh_per_driver_kid_actb_non_work_dad_par_act-5.66e-05-3.43e-05-1.490.136-0.0515-0.0235-1.440.149
b_veh_per_driver_kid_actb_non_work_mom_kid_act-0.247-0.348-0.1920.848-0.892-0.648-0.1250.901
b_veh_per_driver_kid_actb_non_work_mom_kid_car-0.904-0.5620.1390.89-3.32-0.7890.07520.94
b_veh_per_driver_kid_actb_non_work_mom_par_act-0.133-0.115-3.220.00127-0.475-0.283-2.630.00848
b_veh_per_driver_kid_caralpha_kid_CAR-0.104-0.876-0.1410.888-0.364-0.956-0.08040.936
b_veh_per_driver_kid_carasc_kid_act0.01280.05087.032.05e-120.1120.2494.722.4e-06
b_veh_per_driver_kid_carasc_kid_car-0.85-0.8950.8810.379-2.87-0.9610.4810.631
b_veh_per_driver_kid_carasc_par_act-0.0131-0.02335.759.17e-09-0.0201-0.01914.153.33e-05
b_veh_per_driver_kid_carb_age_kid_act0.0420.339-2.480.01310.1170.509-1.490.136
b_veh_per_driver_kid_carb_age_kid_car0.3790.8790.4260.671.290.9550.4020.688
b_veh_per_driver_kid_carb_age_par_act0.03610.1364.321.55e-050.1130.262.830.0046
b_veh_per_driver_kid_carb_female_kid_act-0.0107-0.0243.550.0003910.04450.05812.590.00964
b_veh_per_driver_kid_carb_female_kid_car-0.524-0.8240.8710.383-1.86-0.9440.4780.633
b_veh_per_driver_kid_carb_female_par_act-0.0321-0.03491.230.217-0.091-0.0581.030.305
b_veh_per_driver_kid_carb_has_big_sib_kid_act1.80.358-5.074.02e-075.410.563-4.712.43e-06
b_veh_per_driver_kid_carb_has_big_sib_kid_car10.10.874-0.920.35833.90.953-0.5080.611
b_veh_per_driver_kid_carb_has_big_sib_par_act1.220.125-0.310.7573.970.237-0.3080.758
b_veh_per_driver_kid_carb_has_lil_sib_kid_act0.2620.482-1.740.08120.8940.733-1.610.107
b_veh_per_driver_kid_carb_has_lil_sib_kid_car1.070.877-0.7180.4733.720.956-0.3910.696
b_veh_per_driver_kid_carb_has_lil_sib_par_act0.150.154-1.50.1350.5160.3-1.40.162
b_veh_per_driver_kid_carb_log_density_kid_act-0.529-0.287-4.22.7e-05-1.93-0.512-3.120.00179
b_veh_per_driver_kid_carb_log_density_kid_car0.5310.4850.6540.5132.170.810.6040.546
b_veh_per_driver_kid_carb_log_density_par_act-0.168-0.0375-5.845.18e-09-0.612-0.0682-4.899.94e-07
b_veh_per_driver_kid_carb_log_distance_kid_act0.002220.04813.210.001330.01380.171.910.0565
b_veh_per_driver_kid_carb_log_distance_kid_car-0.102-0.8640.9540.34-0.353-0.9550.5440.586
b_veh_per_driver_kid_carb_log_distance_par_act-0.00326-0.04323.360.00077-0.0111-0.08351.990.0461
b_veh_per_driver_kid_carb_log_income_k_kid_act-0.0627-0.2321.250.21-0.243-0.4730.760.447
b_veh_per_driver_kid_carb_log_income_k_kid_car-0.113-0.5760.9060.365-0.409-0.8350.5210.602
b_veh_per_driver_kid_carb_log_income_k_par_act-0.0252-0.04950.008710.993-0.095-0.1080.006180.995
b_veh_per_driver_kid_carb_non_work_dad_kid_ace-0.0508-0.07051.720.086-0.14-0.1161.340.179
b_veh_per_driver_kid_carb_non_work_dad_kid_car-0.107-0.2471.040.298-0.285-0.3780.7040.482
b_veh_per_driver_kid_carb_non_work_dad_par_act-0.0172-0.0122-0.5430.587-0.0592-0.0261-0.510.61
b_veh_per_driver_kid_carb_non_work_mom_kid_act-0.331-0.5491.330.184-1.12-0.7890.810.418
b_veh_per_driver_kid_carb_non_work_mom_kid_car-1.19-0.8710.9390.347-4.15-0.9530.5050.613
b_veh_per_driver_kid_carb_non_work_mom_par_act-0.178-0.181-2.040.0417-0.6-0.345-1.580.115
b_veh_per_driver_kid_carb_veh_per_driver_kid_act0.3520.6253.170.001541.080.8132.970.00303
b_veh_per_driver_par_actalpha_kid_CAR-0.0388-0.117-6.051.42e-09-0.129-0.172-4.947.97e-07
b_veh_per_driver_par_actasc_kid_act-0.000903-0.00129-3.220.001280.03680.0417-2.70.00683
b_veh_per_driver_par_actasc_kid_car-0.304-0.116-3.996.74e-05-1.01-0.172-2.660.00778
b_veh_per_driver_par_actasc_par_act-0.307-0.198-2.470.0136-0.589-0.284-2.030.0424
b_veh_per_driver_par_actb_age_kid_act0.008630.0251-6.914.89e-120.03570.0787-5.778.02e-09
b_veh_per_driver_par_actb_age_kid_car0.1380.115-5.923.3e-090.4560.172-4.811.51e-06
b_veh_per_driver_par_actb_age_par_act0.03740.0505-4.361.3e-050.09920.116-3.680.000234
b_veh_per_driver_par_actb_female_kid_act0.008820.00713-4.14.14e-050.02550.0169-3.460.000531
b_veh_per_driver_par_actb_female_kid_car-0.19-0.107-4.663.12e-06-0.65-0.168-3.360.00077
b_veh_per_driver_par_actb_female_par_act0.08480.0332-4.262.02e-050.1120.0363-3.730.000192
b_veh_per_driver_par_actb_has_big_sib_kid_act0.6690.0479-6.381.72e-102.090.111-5.759.01e-09
b_veh_per_driver_par_actb_has_big_sib_kid_car3.620.113-1.60.111120.171-0.8840.377
b_veh_per_driver_par_actb_has_big_sib_par_act0.120.00447-1.130.2582.250.0682-1.120.262
b_veh_per_driver_par_actb_has_lil_sib_kid_act0.09370.0619-6.41.53e-100.320.133-5.46.55e-08
b_veh_per_driver_par_actb_has_lil_sib_kid_car0.3810.112-5.13.36e-071.310.171-3.390.000699
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.0233-0.00859-5.86.66e-090.2520.0745-5.251.49e-07
b_veh_per_driver_par_actb_log_density_kid_act-0.207-0.0405-7.187.11e-13-0.674-0.0907-5.825.92e-09
b_veh_per_driver_par_actb_log_density_kid_car0.2070.0679-4.487.47e-060.7840.148-3.590.00033
b_veh_per_driver_par_actb_log_density_par_act1.130.0906-7.573.66e-1420.113-6.461.07e-10
b_veh_per_driver_par_actb_log_distance_kid_act0.00330.0257-4.928.48e-070.004940.031-4.094.3e-05
b_veh_per_driver_par_actb_log_distance_kid_car-0.0372-0.114-5.582.37e-08-0.125-0.171-4.565.23e-06
b_veh_per_driver_par_actb_log_distance_par_act0.0002240.00107-4.841.32e-06-0.0232-0.0889-46.28e-05
b_veh_per_driver_par_actb_log_income_k_kid_act-0.0271-0.036-5.368.18e-08-0.103-0.101-4.429.99e-06
b_veh_per_driver_par_actb_log_income_k_kid_car-0.0398-0.0731-5.542.98e-08-0.146-0.151-4.516.47e-06
b_veh_per_driver_par_actb_log_income_k_par_act-0.404-0.286-5.22.01e-07-0.539-0.312-4.421e-05
b_veh_per_driver_par_actb_non_work_dad_kid_ace-0.00335-0.00168-4.331.49e-05-0.0569-0.0239-3.710.000208
b_veh_per_driver_par_actb_non_work_dad_kid_car-0.0403-0.0336-5.22.05e-07-0.103-0.0692-4.341.44e-05
b_veh_per_driver_par_actb_non_work_dad_par_act0.3060.0785-4.791.68e-06-0.166-0.037-4.192.83e-05
b_veh_per_driver_par_actb_non_work_mom_kid_act-0.116-0.0691-4.555.31e-06-0.389-0.139-3.570.000352
b_veh_per_driver_par_actb_non_work_mom_kid_car-0.423-0.111-3.180.00149-1.46-0.17-1.970.0491
b_veh_per_driver_par_actb_non_work_mom_par_act0.03720.0136-6.371.93e-10-0.0472-0.0138-5.474.44e-08
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.2760.177-4.928.82e-070.5070.193-4.045.29e-05
b_veh_per_driver_par_actb_veh_per_driver_kid_car0.1650.124-5.962.54e-090.4720.174-4.861.2e-06
b_y2017_kid_actalpha_kid_CAR-0.011-0.0951-4.321.58e-05-0.0564-0.257-3.720.000199
b_y2017_kid_actasc_kid_act-0.003-0.01233.190.001430.005850.02263.180.00147
b_y2017_kid_actasc_kid_car-0.0853-0.0928-0.7360.462-0.443-0.257-0.4160.678
b_y2017_kid_actasc_par_act-0.0238-0.0443.030.00246-0.0138-0.02272.860.00418
b_y2017_kid_actb_age_kid_act-0.00595-0.0496-6.498.59e-110.01390.105-6.672.62e-11
b_y2017_kid_actb_age_kid_car0.03960.0949-3.210.001320.2030.261-2.390.0168
b_y2017_kid_actb_age_par_act0.01080.0420.3720.710.02020.08070.380.704
b_y2017_kid_actb_female_kid_act0.01780.04110.4990.6180.0130.02960.4910.623
b_y2017_kid_actb_female_kid_car-0.0487-0.079-1.350.177-0.277-0.245-0.8170.414
b_y2017_kid_actb_female_par_act-0.00942-0.0106-0.7090.479-0.0237-0.0262-0.70.484
b_y2017_kid_actb_has_big_sib_kid_act0.3250.0667-5.339.8e-081.110.201-4.791.66e-06
b_y2017_kid_actb_has_big_sib_kid_car1.020.0909-1.070.2875.320.26-0.590.555
b_y2017_kid_actb_has_big_sib_par_act0.2970.0316-0.5180.6050.7140.0742-0.5110.61
b_y2017_kid_actb_has_lil_sib_kid_act0.07570.144-4.458.74e-060.1820.259-3.938.33e-05
b_y2017_kid_actb_has_lil_sib_kid_car0.1030.0872-2.070.03810.5610.251-1.180.236
b_y2017_kid_actb_has_lil_sib_par_act0.03770.0398-3.340.0008350.1060.107-3.330.000868
b_y2017_kid_actb_log_density_kid_act-0.0876-0.0491-5.53.85e-08-0.264-0.122-4.545.66e-06
b_y2017_kid_actb_log_density_kid_car0.06470.061-1.210.2270.3230.209-0.9050.366
b_y2017_kid_actb_log_density_par_act0.008470.00195-6.322.64e-10-0.1-0.0194-5.368.55e-08
b_y2017_kid_actb_log_distance_kid_act-0.00105-0.0235-1.060.295.31e-050.00114-1.050.293
b_y2017_kid_actb_log_distance_kid_car-0.0118-0.103-3.010.00261-0.0554-0.26-2.610.00903
b_y2017_kid_actb_log_distance_par_act-0.00752-0.103-0.8180.413-0.00755-0.099-0.8110.417
b_y2017_kid_actb_log_income_k_kid_act-0.0127-0.0484-2.330.0198-0.056-0.189-2.120.0342
b_y2017_kid_actb_log_income_k_kid_car-0.0105-0.0553-2.880.00403-0.0588-0.209-2.470.0137
b_y2017_kid_actb_log_income_k_par_act-0.0066-0.0134-2.920.00348-0.03-0.0594-2.830.0047
b_y2017_kid_actb_non_work_dad_kid_ace-0.00717-0.0103-0.5820.56-0.0255-0.0367-0.5790.562
b_y2017_kid_actb_non_work_dad_kid_car-0.0116-0.0277-20.0458-0.0553-0.127-1.870.0609
b_y2017_kid_actb_non_work_dad_par_act-0.0108-0.00793-1.920.0554-0.061-0.0467-1.980.0482
b_y2017_kid_actb_non_work_mom_kid_act-0.016-0.0274-0.9940.32-0.175-0.214-0.7330.463
b_y2017_kid_actb_non_work_mom_kid_car-0.114-0.086-0.2290.819-0.631-0.252-0.1250.901
b_y2017_kid_actb_non_work_mom_par_act-0.0171-0.0179-4.035.63e-05-0.091-0.0909-3.790.00015
b_y2017_kid_actb_veh_per_driver_kid_act0.02890.053-0.820.4120.1680.219-0.710.478
b_y2017_kid_actb_veh_per_driver_kid_car0.03280.0706-3.160.001570.190.239-2.430.015
b_y2017_kid_actb_veh_per_driver_par_act0.007490.005814.31.67e-050.09050.05793.690.000228
b_y2017_kid_caralpha_kid_CAR0.09980.841-2.350.01880.360.949-1.490.136
b_y2017_kid_carasc_kid_act-0.031-0.1245.152.67e-07-0.129-0.2893.160.0016
b_y2017_kid_carasc_kid_car0.7860.8330.6760.4992.830.9480.4030.687
b_y2017_kid_carasc_par_act0.003090.005544.732.24e-060.01090.01043.420.000635
b_y2017_kid_carb_age_kid_act-0.0343-0.279-3.690.000223-0.109-0.477-2.190.0283
b_y2017_kid_carb_age_kid_car-0.359-0.837-0.8240.41-1.27-0.947-0.4530.651
b_y2017_kid_carb_age_par_act-0.0309-0.1172.470.0135-0.108-0.251.560.12
b_y2017_kid_carb_female_kid_act0.00360.008122.360.0183-0.0518-0.06781.610.108
b_y2017_kid_carb_female_kid_car0.50.790.2940.7691.820.9290.2290.819
b_y2017_kid_carb_female_par_act0.02730.02980.4740.6350.08320.05320.4060.685
b_y2017_kid_carb_has_big_sib_kid_act-1.62-0.324-4.919.22e-07-5.28-0.553-4.163.25e-05
b_y2017_kid_carb_has_big_sib_kid_car-9.48-0.824-0.9260.355-33.4-0.942-0.510.61
b_y2017_kid_carb_has_big_sib_par_act-1.1-0.114-0.3890.697-3.88-0.232-0.3770.706
b_y2017_kid_carb_has_lil_sib_kid_act-0.239-0.442-1.990.0464-0.877-0.721-1.220.223
b_y2017_kid_carb_has_lil_sib_kid_car-0.994-0.817-0.8640.387-3.66-0.945-0.460.645
b_y2017_kid_carb_has_lil_sib_par_act-0.136-0.14-2.040.0412-0.499-0.292-1.590.111
b_y2017_kid_carb_log_density_kid_act0.5350.292-5.31.15e-071.940.515-4.831.38e-06
b_y2017_kid_carb_log_density_kid_car-0.516-0.473-0.1340.893-2.15-0.804-0.08150.935
b_y2017_kid_carb_log_density_par_act0.1670.0374-6.071.29e-090.6260.07-5.152.61e-07
b_y2017_kid_carb_log_distance_kid_act-0.0046-0.11.50.134-0.0155-0.1920.8820.378
b_y2017_kid_carb_log_distance_kid_car0.09590.821-0.6670.5050.3480.944-0.4230.673
b_y2017_kid_carb_log_distance_par_act0.00150.01991.720.08510.009740.07371.020.306
b_y2017_kid_carb_log_income_k_kid_act0.05630.209-0.1190.9050.2360.46-0.0820.935
b_y2017_kid_carb_log_income_k_kid_car0.1060.544-0.6380.5240.3910.8-0.4270.669
b_y2017_kid_carb_log_income_k_par_act0.02240.0443-1.180.2360.0910.104-0.8840.377
b_y2017_kid_carb_non_work_dad_kid_ace0.04990.06960.860.390.1390.1160.7080.479
b_y2017_kid_carb_non_work_dad_kid_car0.1110.259-0.1180.9060.2890.384-0.08580.932
b_y2017_kid_carb_non_work_dad_par_act0.01740.0124-1.10.2720.05460.0241-1.050.294
b_y2017_kid_carb_non_work_mom_kid_act0.3140.5230.840.4011.110.7840.8340.404
b_y2017_kid_carb_non_work_mom_kid_car1.130.8310.8710.3844.110.9470.4830.629
b_y2017_kid_carb_non_work_mom_par_act0.1670.171-3.140.001690.5860.338-2.990.00281
b_y2017_kid_carb_veh_per_driver_kid_act-0.276-0.4920.7080.479-1.01-0.7570.4260.67
b_y2017_kid_carb_veh_per_driver_kid_car-0.364-0.763-0.9070.364-1.26-0.914-0.5130.608
b_y2017_kid_carb_veh_per_driver_par_act-0.129-0.09744.995.89e-07-0.443-0.1643.810.00014
b_y2017_kid_carb_y2017_kid_act0.03480.07531.910.0567-0.121-0.1531.220.221
b_y2017_par_actalpha_kid_CAR-0.00135-0.0041213.60-0.0171-0.027913.50
b_y2017_par_actasc_kid_act-0.00169-0.0024416.300.01510.020916.40
b_y2017_par_actasc_kid_car-0.0112-0.004311.90-0.13-0.02698.70
b_y2017_par_actasc_par_act-0.376-0.24414.40-0.466-0.275140
b_y2017_par_actb_age_kid_act-0.000128-0.00037712.800.001560.0042212.90
b_y2017_par_actb_age_kid_car0.005840.0049213.200.06070.02812.10
b_y2017_par_actb_age_par_act-0.056-0.076414.90-0.0131-0.018815.20
b_y2017_par_actb_female_kid_act0.00580.0047314.70-0.00357-0.002914.80
b_y2017_par_actb_female_kid_car-0.00518-0.00296130-0.0839-0.026510.80
b_y2017_par_actb_female_par_act0.006210.0024512.100.2590.10312.80
b_y2017_par_actb_has_big_sib_kid_act0.04170.00302-1.270.2050.2910.0188-1.140.255
b_y2017_par_actb_has_big_sib_kid_car0.1230.003880.6740.51.560.02730.3740.708
b_y2017_par_actb_has_big_sib_par_act1.610.06021.560.120.2740.01021.520.128
b_y2017_par_actb_has_lil_sib_kid_act0.01510.010112.100.04350.022111.60
b_y2017_par_actb_has_lil_sib_kid_car0.01130.003369.7600.1650.02636.711.89e-11
b_y2017_par_actb_has_lil_sib_par_act0.2890.10710.700.3010.10910.60
b_y2017_par_actb_log_density_kid_act-0.0722-0.01434.212.6e-05-0.122-0.02013.680.000229
b_y2017_par_actb_log_density_kid_car0.001960.00064910.900.09830.02289.240
b_y2017_par_actb_log_density_par_act0.9140.0741-1.820.0689-0.469-0.0325-1.520.129
b_y2017_par_actb_log_distance_kid_act-0.000241-0.001914.900.002470.019150
b_y2017_par_actb_log_distance_kid_car-0.0018-0.0055714.10-0.0172-0.0289140
b_y2017_par_actb_log_distance_par_act-0.0485-0.23314.80-0.0636-0.29814.80
b_y2017_par_actb_log_income_k_kid_act-0.00302-0.00406140-0.0318-0.038413.90
b_y2017_par_actb_log_income_k_kid_car-0.00122-0.00226140-0.0194-0.024513.90
b_y2017_par_actb_log_income_k_par_act-0.033-0.023612.700.2360.16713.70
b_y2017_par_actb_non_work_dad_kid_ace-0.0108-0.0054813.10-0.0662-0.0341130
b_y2017_par_actb_non_work_dad_kid_car-0.00289-0.0024313.60-0.0231-0.019113.60
b_y2017_par_actb_non_work_dad_par_act0.1280.03319.1400.1540.04219.450
b_y2017_par_actb_non_work_mom_kid_act-0.00328-0.0019813.40-0.0566-0.024712.30
b_y2017_par_actb_non_work_mom_kid_car-0.0141-0.0037510.40-0.19-0.02716.81.04e-11
b_y2017_par_actb_non_work_mom_par_act0.1180.04359.7700.2760.09889.950
b_y2017_par_actb_veh_per_driver_kid_act0.00540.0034913.700.05460.0255130
b_y2017_par_actb_veh_per_driver_kid_car0.003190.0024212.900.05360.024111.90
b_y2017_par_actb_veh_per_driver_par_act-0.104-0.028413.800.3030.069313.10
b_y2017_par_actb_y2017_kid_act0.1940.15215.200.1880.14715.20
b_y2017_par_actb_y2017_kid_car0.03290.025113.60-0.0204-0.009212.30
mu_motoralpha_kid_CAR0.680.9840.7030.4822.420.9960.3770.706
mu_motorasc_kid_act-0.148-0.1022.020.0436-0.804-0.2811.080.281
mu_motorasc_kid_car5.440.9881.720.0847190.9970.9270.354
mu_motorasc_par_act0.06150.01892.210.02720.1170.01741.20.232
mu_motorb_age_kid_act-0.263-0.3660.2930.769-0.77-0.5250.1580.875
mu_motorb_age_kid_car-2.46-0.9850.640.522-8.56-0.9960.3430.732
mu_motorb_age_par_act-0.233-0.1511.480.14-0.752-0.2710.7950.427
mu_motorb_female_kid_act0.0320.01241.530.126-0.339-0.06950.8210.412
mu_motorb_female_kid_car3.40.9221.310.19112.30.9780.710.478
mu_motorb_female_par_act0.2010.03761.120.2610.5940.05930.6240.533
mu_motorb_has_big_sib_kid_act-11.4-0.393-3.430.000599-35.9-0.587-2.350.0185
mu_motorb_has_big_sib_kid_car-65.2-0.972-0.5820.561-225-0.991-0.3180.75
mu_motorb_has_big_sib_par_act-7.83-0.139-0.09920.921-26.3-0.247-0.08490.932
mu_motorb_has_lil_sib_kid_act-1.68-0.5320.3350.738-5.91-0.7610.180.857
mu_motorb_has_lil_sib_kid_car-6.92-0.9760.340.734-24.6-0.9940.1810.856
mu_motorb_has_lil_sib_par_act-0.966-0.1710.1380.891-3.42-0.3120.07630.939
mu_motorb_log_density_kid_act3.640.341-2.380.0171130.542-1.50.135
mu_motorb_log_density_kid_car-3.39-0.5340.740.46-14.3-0.8380.3930.694
mu_motorb_log_density_par_act1.150.0441-4.742.15e-064.130.0721-3.430.000596
mu_motorb_log_distance_kid_act-0.0187-0.06991.260.209-0.0941-0.1820.6720.502
mu_motorb_log_distance_kid_car0.6580.9670.9420.3462.340.9930.5050.614
mu_motorb_log_distance_par_act0.02070.04731.30.1950.07370.08720.6940.488
mu_motorb_log_income_k_kid_act0.3790.2410.9930.3211.580.4810.5360.592
mu_motorb_log_income_k_kid_car0.7130.6280.9430.3462.670.8540.5070.612
mu_motorb_log_income_k_par_act0.1540.0520.70.4840.6140.110.380.704
mu_motorb_non_work_dad_kid_ace0.3480.08331.240.2150.950.1240.6770.498
mu_motorb_non_work_dad_kid_car0.7270.291.010.3141.910.3970.5370.591
mu_motorb_non_work_dad_par_act0.1260.01540.370.7120.3910.0270.2150.83
mu_motorb_non_work_mom_kid_act2.170.6211.310.1897.510.8270.7130.476
mu_motorb_non_work_mom_kid_car7.760.9782.490.012927.60.9941.380.169
mu_motorb_non_work_mom_par_act1.170.205-0.1570.8754.010.362-0.08820.93
mu_motorb_veh_per_driver_kid_act-1.87-0.5741.090.278-6.75-0.7950.5840.559
mu_motorb_veh_per_driver_kid_car-2.49-0.8950.6070.544-8.46-0.9610.3270.744
mu_motorb_veh_per_driver_par_act-0.879-0.1143.120.00178-2.97-0.1711.770.0773
mu_motorb_y2017_kid_act-0.213-0.07921.40.162-1.26-0.2480.7490.454
mu_motorb_y2017_kid_car2.340.8461.160.2478.340.9510.6260.532
mu_motorb_y2017_par_act-0.0183-0.0024-5.251.49e-07-0.361-0.0255-30.00266
mu_no_parentalpha_kid_CAR-0.0214-0.1172.960.00303-0.0492-0.1482.910.00364
mu_no_parentasc_kid_act0.02740.07067.961.78e-150.04450.1148.320
mu_no_parentasc_kid_car-0.173-0.1182.810.00496-0.357-0.1371.790.073
mu_no_parentasc_par_act0.01230.01427.26.04e-130.0120.01317.071.54e-12
mu_no_parentb_age_kid_act0.008130.04271.640.1020.02260.1131.720.086
mu_no_parentb_age_kid_car0.07430.11230.00270.1590.1352.460.014
mu_no_parentb_age_par_act0.003230.007885.845.25e-090.01090.02866.111.01e-09
mu_no_parentb_female_kid_act0.06750.09855.691.26e-080.1220.1826.11.08e-09
mu_no_parentb_female_kid_car-0.125-0.1283.160.00158-0.273-0.1592.250.0245
mu_no_parentb_female_par_act0.01910.01353.10.001910.03850.02813.160.00156
mu_no_parentb_has_big_sib_kid_act0.6570.085-4.468.28e-061.010.121-3.986.78e-05
mu_no_parentb_has_big_sib_kid_car1.720.0964-0.6880.4923.790.122-0.3790.704
mu_no_parentb_has_big_sib_par_act0.3010.0201-0.06710.9460.5550.038-0.06620.947
mu_no_parentb_has_lil_sib_kid_act0.01080.01291.560.118-0.00938-0.008821.40.161
mu_no_parentb_has_lil_sib_kid_car0.2290.1221.290.1970.4880.1440.7560.45
mu_no_parentb_has_lil_sib_par_act0.01570.01050.6660.5050.02380.01590.6610.508
mu_no_parentb_log_density_kid_act-0.776-0.274-2.860.0042-1.24-0.376-2.40.0162
mu_no_parentb_log_density_kid_car0.1820.1082.370.0180.4520.1931.850.0645
mu_no_parentb_log_density_par_act-0.285-0.0413-5.271.36e-07-0.407-0.052-4.497.2e-06
mu_no_parentb_log_distance_kid_act-0.00331-0.04655.231.69e-070.003190.04515.474.61e-08
mu_no_parentb_log_distance_kid_car-0.0124-0.06833.840.000125-0.0409-0.1273.770.000165
mu_no_parentb_log_distance_par_act0.0003670.003155.377.83e-080.003960.03425.62.2e-08
mu_no_parentb_log_income_k_kid_act0.03460.0834.055.2e-050.05760.1294.212.58e-05
mu_no_parentb_log_income_k_kid_car-0.0276-0.09163.710.000208-0.0797-0.1863.550.000382
mu_no_parentb_log_income_k_par_act0.01190.01512.630.008450.02450.03212.710.00667
mu_no_parentb_non_work_dad_kid_ace-0.111-0.13.580.000344-0.199-0.193.530.000411
mu_no_parentb_non_work_dad_kid_car0.01440.02173.650.0002670.004910.007463.70.000217
mu_no_parentb_non_work_dad_par_act-0.0292-0.01350.9580.338-0.0482-0.02430.9990.318
mu_no_parentb_non_work_mom_kid_act-0.0188-0.02023.750.00018-0.0887-0.07133.170.00153
mu_no_parentb_non_work_mom_kid_car-0.263-0.1252.470.0137-0.55-0.1451.460.144
mu_no_parentb_non_work_mom_par_act-0.0207-0.0137-0.03830.969-0.0642-0.0423-0.03730.97
mu_no_parentb_veh_per_driver_kid_act0.0760.08774.271.98e-050.1810.1553.899.88e-05
mu_no_parentb_veh_per_driver_kid_car0.08320.1132.810.005010.1630.1352.330.02
mu_no_parentb_veh_per_driver_par_act0.04240.02076.914.7e-120.07230.03056.021.76e-09
mu_no_parentb_y2017_kid_act-0.0949-0.1334.742.13e-06-0.09-0.134.861.18e-06
mu_no_parentb_y2017_kid_car-0.0535-0.07293.480.000509-0.139-0.1162.770.0056
mu_no_parentb_y2017_par_act-0.0324-0.016-10.40-0.0178-0.00919-10.60
mu_no_parentmu_motor-0.633-0.1480.1290.897-1.17-0.1520.07220.942
+

Smallest eigenvalue: 0.00302186

+

Largest eigenvalue: 10192.6

+

Condition number: 3.37296e+06

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.pickle b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.pickle new file mode 100644 index 0000000..8bc0f0e Binary files /dev/null and b/models/IATBR plan/4 alternatives/cross-nest-reduced/cross_nest.pickle differ diff --git a/models/IATBR plan/4 alternatives/cross-nest/__cross_nest.iter b/models/IATBR plan/4 alternatives/cross-nest/__cross_nest.iter new file mode 100644 index 0000000..5b2125e --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest/__cross_nest.iter @@ -0,0 +1,44 @@ +alpha_KID_act = 0.6191585315281732 +alpha_PAR_act = 0.5777790600384894 +alpha_kid_CAR = 0.2930039784760302 +alpha_par_CAR = 0.08692622357353158 +asc_kid_act = -3.889017943063292 +asc_kid_car = -2.6026265173237246 +asc_par_act = -3.372688388781083 +b_age_kid_act = 1.866977024171454 +b_age_kid_car = 1.0355114639173457 +b_age_par_act = -0.6381766681173009 +b_female_kid_act = -2.2656069172581215 +b_female_kid_car = -1.0067803698340931 +b_female_par_act = -1.0653119694412483 +b_has_big_sib_kid_act = 30.60945650012244 +b_has_big_sib_kid_car = 19.479197438753353 +b_has_big_sib_par_act = 8.423478993439964 +b_has_lil_sib_kid_act = 1.7028614396602624 +b_has_lil_sib_kid_car = 1.4574370228634645 +b_has_lil_sib_par_act = 1.698214742662255 +b_log_density_kid_act = 10.70589500718372 +b_log_density_kid_car = 1.4436232926713397 +b_log_density_par_act = 21.59940213456242 +b_log_distance_kid_act = -1.3423575545238415 +b_log_distance_kid_car = -0.5263317526107159 +b_log_distance_par_act = -1.1165074929882657 +b_log_income_k_kid_act = -0.16095836262477645 +b_log_income_k_kid_car = 0.0015574434376423498 +b_log_income_k_par_act = 0.008943838683934242 +b_non_work_dad_kid_ace = -1.3260646419346913 +b_non_work_dad_kid_car = -1.261766297505716 +b_non_work_dad_par_act = 0.5852419254079576 +b_non_work_mom_kid_act = -1.5097792229838267 +b_non_work_mom_kid_car = -2.3211210345383164 +b_non_work_mom_par_act = 1.2411645602090322 +b_veh_per_driver_kid_act = -1.5742056489495215 +b_veh_per_driver_kid_car = 0.05494159665956505 +b_veh_per_driver_par_act = -4.29324625929591 +b_y2017_kid_act = -1.0445403641049333 +b_y2017_kid_car = -0.7543412062140129 +b_y2017_par_act = 11.553832827691277 +mu_active = 7.052133359995079 +mu_motor = 152.3027766610482 +mu_no_parent = 5.399279360375354 +mu_parent = 1.9572576250779823 diff --git a/models/IATBR plan/4 alternatives/cross-nest/biogeme.toml b/models/IATBR plan/4 alternatives/cross-nest/biogeme.toml new file mode 100644 index 0000000..0902580 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on April 08, 2024. 16:34:04 + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 10000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + diff --git a/models/IATBR plan/4 alternatives/cross-nest/cross-nest4.py b/models/IATBR plan/4 alternatives/cross-nest/cross-nest4.py new file mode 100644 index 0000000..dddb032 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest/cross-nest4.py @@ -0,0 +1,245 @@ +# Cross-nested model + + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForCrossNestedLogit, NestsForCrossNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips_sc3.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +veh_per_driver = Variable('sc3_veh_per_driver') +non_work_mom = Variable('sc3_non_work_mom') +non_work_dad = Variable('sc3_non_work_dad') +age = Variable('sc3_age') +female = Variable('sc3_female') +has_lil_sib = Variable('sc3_has_lil_sib') +has_big_sib = Variable('sc3_has_big_sib') +log_income_k = Variable('sc3_log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('sc3_log_density') +y2017 = Variable('sc3_y2017') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# MU parameters for nests +mu_parent = Beta('mu_parent', 1, 1, None, 0) +mu_no_parent = Beta('mu_no_parent', 1, 1, None, 0) +mu_motor = Beta('mu_motor', 1, 1, None, 0) +mu_active = Beta('mu_active', 1, 1, None, 0) + +# nest membership parameters +alpha_par_CAR = Beta('alpha_par_CAR', 0.5, 0, 1, 0) +alpha_PAR_car = 1 - alpha_par_CAR + +alpha_kid_CAR = Beta('alpha_kid_CAR', 0.5, 0, 1, 0) +alpha_KID_car = 1 - alpha_kid_CAR + +alpha_PAR_act = Beta('alpha_PAR_act', 0.5, 0, 1, 0) +alpha_par_ACT = 1 - alpha_PAR_act + +alpha_KID_act = Beta('alpha_KID_act', 0.5, 0, 1, 0) +alpha_kid_ACT = 1 - alpha_KID_act + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_income_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_income_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_income_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_income_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Definition of nests +par_nest = OneNestForCrossNestedLogit( + nest_param=mu_parent, + dict_of_alpha={17: alpha_PAR_car, + 18: alpha_PAR_act}, + name='parent' +) + +kid_nest = OneNestForCrossNestedLogit( + nest_param=mu_no_parent, + dict_of_alpha={27: alpha_KID_car, + 28: alpha_KID_act}, + name='kid' +) + +active_nest = OneNestForCrossNestedLogit( + nest_param=mu_active, + dict_of_alpha={18: alpha_par_ACT, + 28: alpha_kid_ACT}, + name='active' +) + +motor_nest = OneNestForCrossNestedLogit( + nest_param=mu_motor, + dict_of_alpha={17: alpha_par_CAR, + 27: alpha_kid_CAR}, + name='motor' +) + +nests = NestsForCrossNestedLogit( + choice_set=[17, 18, 27, 28], + tuple_of_nests=(par_nest, + kid_nest, + active_nest, + motor_nest) +) + +# Define model +cross_nest = models.logcnl(V, av, nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, cross_nest) +the_biogeme.modelName = 'cross_nest' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/cross-nest/cross_nest.html b/models/IATBR plan/4 alternatives/cross-nest/cross_nest.html new file mode 100644 index 0000000..b8f1319 --- /dev/null +++ b/models/IATBR plan/4 alternatives/cross-nest/cross_nest.html @@ -0,0 +1,1058 @@ + + + + +cross_nest - Report from biogeme 3.2.13 [2024-04-09] + + + + + + +

biogeme 3.2.13 [2024-04-09]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-09 11:20:25.103881

+ + + +
Report file: cross_nest.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 44
Sample size: 4910
Excluded observations: 0
Init log likelihood: -6806.705
Final log likelihood: -4192.759
Likelihood ratio test for the init. model: 5227.893
Rho-square for the init. model: 0.384
Rho-square-bar for the init. model: 0.378
Akaike Information Criterion: 8473.517
Bayesian Information Criterion: 8759.475
Final gradient norm: 7.7221E+00
Nbr of threads: 12
Cause of termination: Relative change = 4.03e-06 <= 1e-05
Number of function evaluations: 618
Number of gradient evaluations: 448
Number of hessian evaluations: 447
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 617
Proportion of Hessian calculation: 447/447 = 100.0%
Optimization time: 1:55:40.689749
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
alpha_KID_act0.6190.2162.870.00417
alpha_PAR_act0.5780.3321.740.0814
alpha_kid_CAR0.2930.04576.411.44e-10
alpha_par_CAR0.08690.0011476.20
asc_kid_act-3.890.282-13.80
asc_kid_car-2.60.211-12.40
asc_par_act-3.370.691-4.881.06e-06
b_age_kid_act1.870.14113.30
b_age_kid_car1.040.1636.362.08e-10
b_age_par_act-0.6380.352-1.810.0695
b_female_kid_act-2.270.442-5.132.97e-07
b_female_kid_car-1.010.171-5.874.29e-09
b_female_par_act-1.070.996-1.070.285
b_has_big_sib_kid_act30.64.956.186.38e-10
b_has_big_sib_kid_car19.53.45.731.03e-08
b_has_big_sib_par_act8.4214.40.5840.559
b_has_lil_sib_kid_act1.70.4433.850.00012
b_has_lil_sib_kid_car1.460.2396.119.93e-10
b_has_lil_sib_par_act1.71.21.410.158
b_log_density_kid_act10.72.674.015.96e-05
b_log_density_kid_car1.440.3354.311.62e-05
b_log_density_par_act21.63.456.273.71e-10
b_log_distance_kid_act-1.340.0985-13.60
b_log_distance_kid_car-0.5260.0819-6.431.3e-10
b_log_distance_par_act-1.120.46-2.430.0152
b_log_income_k_kid_act-0.1610.23-0.7010.484
b_log_income_k_kid_car0.001560.03550.04390.965
b_log_income_k_par_act0.008940.3950.02270.982
b_non_work_dad_kid_ace-1.330.729-1.820.0689
b_non_work_dad_kid_car-1.260.219-5.768.26e-09
b_non_work_dad_par_act0.5851.320.4430.658
b_non_work_mom_kid_act-1.510.55-2.740.00608
b_non_work_mom_kid_car-2.320.384-6.041.53e-09
b_non_work_mom_par_act1.240.721.720.0845
b_veh_per_driver_kid_act-1.570.498-3.160.00156
b_veh_per_driver_kid_car0.05490.04541.210.226
b_veh_per_driver_par_act-4.292.03-2.120.0341
b_y2017_kid_act-1.040.749-1.40.163
b_y2017_kid_car-0.7540.145-5.21.99e-07
b_y2017_par_act11.62.913.977.31e-05
mu_active7.05130.5410.589
mu_motor1520.7911930
mu_no_parent5.41.164.673.02e-06
mu_parent1.960.9482.060.0389
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
alpha_PAR_actalpha_KID_act0.01211.8e+308-0.5080.6110.06670.931-0.2710.786
alpha_kid_CARalpha_KID_act-0.002291.8e+308-2.530.0114-0.00924-0.936-1.260.209
alpha_kid_CARalpha_PAR_act-0.002341.8e+308-1.820.0695-0.0129-0.851-0.7670.443
alpha_par_CARalpha_KID_act1.01e-051.8e+308-4.996.14e-075.58e-050.227-2.470.0137
alpha_par_CARalpha_PAR_act1.87e-051.8e+308-3.540.0004070.00010.264-1.480.138
alpha_par_CARalpha_kid_CAR-2.01e-051.8e+308-8.076.66e-16-1.52e-06-0.0291-4.56.64e-06
asc_kid_actalpha_KID_act0.00151.8e+308-16.400.02150.353-15.60
asc_kid_actalpha_PAR_act0.004511.8e+308-16.100.03680.393-13.10
asc_kid_actalpha_kid_CAR-0.001571.8e+308-15.70-0.00593-0.459-13.70
asc_kid_actalpha_par_CAR4.64e-051.8e+308-15.405.95e-050.185-14.10
asc_kid_caralpha_KID_act0.004021.8e+308-15.700.02060.453-14.40
asc_kid_caralpha_PAR_act0.0041.8e+308-14.200.030.43-10.40
asc_kid_caralpha_kid_CAR0.0001421.8e+308-14.70-0.00266-0.277-12.70
asc_kid_caralpha_par_CAR4.57e-051.8e+308-13.700.0001990.828-12.80
asc_kid_carasc_kid_act0.01351.8e+3084.594.42e-060.01690.2844.281.88e-05
asc_par_actalpha_KID_act0.008771.8e+308-8.6300.08850.592-6.771.26e-11
asc_par_actalpha_PAR_act0.03121.8e+308-9.3900.1770.772-8.172.22e-16
asc_par_actalpha_kid_CAR-0.002551.8e+308-7.721.2e-14-0.018-0.571-5.13.32e-07
asc_par_actalpha_par_CAR6.55e-051.8e+308-7.381.6e-130.0001840.233-5.015.5e-07
asc_par_actasc_kid_act0.05721.8e+3081.240.2140.1120.5740.8940.371
asc_par_actasc_kid_car0.01131.8e+308-1.580.1130.04570.314-1.170.241
b_age_kid_actalpha_KID_act0.003291.8e+3088.3400.006080.25.358.67e-08
b_age_kid_actalpha_PAR_act0.002381.8e+3087.196.42e-130.005050.1083.730.000194
b_age_kid_actalpha_kid_CAR-0.0004911.8e+30811.40-0.00092-0.14310.20
b_age_kid_actalpha_par_CAR-3.75e-051.8e+30813.40-5.18e-05-0.32312.60
b_age_kid_actasc_kid_act-0.02171.8e+30816.10-0.0224-0.56315.10
b_age_kid_actasc_kid_car-0.01071.8e+308160-0.0081-0.27315.80
b_age_kid_actasc_par_act-0.0161.8e+30810.10-0.0165-0.1697.196.26e-13
b_age_kid_caralpha_KID_act0.00321.8e+3082.470.01340.01020.2891.810.0702
b_age_kid_caralpha_PAR_act0.00361.8e+3082.430.0150.01380.2561.390.165
b_age_kid_caralpha_kid_CAR-0.001851.8e+3084.477.9e-06-0.00365-0.493.928.97e-05
b_age_kid_caralpha_par_CAR-4.38e-051.8e+3086.25.49e-10-0.000133-0.7145.796.91e-09
b_age_kid_carasc_kid_act-0.003491.8e+30815.800.004240.092215.70
b_age_kid_carasc_kid_car-0.02531.8e+30810.80-0.0238-0.69310.60
b_age_kid_carasc_par_act0.0007571.8e+3088.9700.01780.1586.441.2e-10
b_age_kid_carb_age_kid_act0.009231.8e+308-5.552.81e-080.008210.358-4.811.54e-06
b_age_par_actalpha_KID_act-0.004141.8e+308-4.192.8e-050.0360.473-4.016.11e-05
b_age_par_actalpha_PAR_act0.001221.8e+308-4.123.85e-050.07040.604-3.996.54e-05
b_age_par_actalpha_kid_CAR0.0006541.8e+308-3.530.00042-0.00693-0.431-2.490.0127
b_age_par_actalpha_par_CAR1.84e-051.8e+308-2.730.006259.78e-050.244-2.060.039
b_age_par_actasc_kid_act0.004151.8e+3089.0500.02980.3018.580
b_age_par_actasc_kid_car0.0007921.8e+3085.992.08e-090.02040.2755.513.65e-08
b_age_par_actasc_par_act-0.007171.8e+3084.957.27e-070.1120.4614.458.47e-06
b_age_par_actb_age_kid_act-0.003491.8e+308-8.134.44e-16-0.00426-0.086-6.431.31e-10
b_age_par_actb_age_kid_car-0.002181.8e+308-5.359.01e-080.004990.0871-4.477.83e-06
b_female_kid_actalpha_KID_act0.006591.8e+308-7.111.13e-120.04110.431-7.225.36e-13
b_female_kid_actalpha_PAR_act0.01011.8e+308-6.992.66e-120.06330.432-6.721.76e-11
b_female_kid_actalpha_kid_CAR-0.001851.8e+308-6.25.78e-10-0.00869-0.43-5.523.39e-08
b_female_kid_actalpha_par_CAR1.64e-051.8e+308-5.777.86e-097.81e-050.155-5.321.01e-07
b_female_kid_actasc_kid_act0.008361.8e+3083.490.0004820.03120.253.520.000432
b_female_kid_actasc_kid_car0.008981.8e+3080.7790.4360.02410.2580.770.441
b_female_kid_actasc_par_act0.02351.8e+3081.90.05730.1070.3511.630.102
b_female_kid_actb_age_kid_act-0.005281.8e+308-9.370-0.00411-0.066-8.740
b_female_kid_actb_age_kid_car-0.002031.8e+308-7.56.22e-140.006010.0835-7.215.79e-13
b_female_kid_actb_age_par_act0.006211.8e+308-3.440.0005870.0410.264-3.340.000831
b_female_kid_caralpha_KID_act-0.003381.8e+308-6.876.43e-12-0.0112-0.302-5.182.21e-07
b_female_kid_caralpha_PAR_act-0.003751.8e+308-6.234.61e-10-0.0154-0.271-3.840.000122
b_female_kid_caralpha_kid_CAR0.001821.8e+308-6.973.26e-120.003850.492-8.430
b_female_kid_caralpha_par_CAR2.94e-051.8e+308-5.631.82e-080.000130.663-6.411.48e-10
b_female_kid_carasc_kid_act0.002341.8e+3089.110-0.00536-0.1118.320
b_female_kid_carasc_kid_car0.02381.8e+3089.3800.02270.6299.480
b_female_kid_carasc_par_act-0.001251.8e+3084.643.53e-06-0.0202-0.1713.20.00139
b_female_kid_carb_age_kid_act-0.008451.8e+308-10.70-0.00797-0.33-11.30
b_female_kid_carb_age_kid_car-0.02231.8e+308-6.283.33e-10-0.0263-0.94-6.25.6e-10
b_female_kid_carb_age_par_act0.00231.8e+308-1.150.252-0.00631-0.105-0.9060.365
b_female_kid_carb_female_kid_act0.01421.8e+30830.00267-0.0045-0.05942.60.00923
b_female_par_actalpha_KID_act0.02661.8e+308-2.550.01090.1570.729-1.980.0479
b_female_par_actalpha_PAR_act0.04091.8e+308-2.540.0110.2550.771-2.130.0329
b_female_par_actalpha_kid_CAR-0.005351.8e+308-1.940.0526-0.0306-0.673-1.320.186
b_female_par_actalpha_par_CAR3.44e-051.8e+308-1.660.09620.000250.22-1.160.247
b_female_par_actasc_kid_act0.008991.8e+3083.880.0001030.09180.32630.00274
b_female_par_actasc_kid_car0.01131.8e+3082.180.0290.07450.3551.630.103
b_female_par_actasc_par_act0.04621.8e+3082.960.003070.3820.5552.750.00603
b_female_par_actb_age_kid_act0.003361.8e+308-4.192.83e-050.006590.047-2.930.00335
b_female_par_actb_age_kid_car0.006341.8e+308-30.00270.03030.186-2.150.0319
b_female_par_actb_age_par_act0.0005331.8e+308-0.5760.5640.1690.483-0.4840.628
b_female_par_actb_female_kid_act0.1171.8e+3081.870.06120.240.5461.430.153
b_female_par_actb_female_kid_car0.0002811.8e+308-0.08140.935-0.033-0.193-0.05610.955
b_has_big_sib_kid_actalpha_KID_act0.09631.8e+3086.575.19e-110.5040.4716.186.49e-10
b_has_big_sib_kid_actalpha_PAR_act0.1281.8e+3086.584.6e-110.810.4936.263.85e-10
b_has_big_sib_kid_actalpha_kid_CAR-0.02271.8e+3086.64.09e-11-0.101-0.4466.11.09e-09
b_has_big_sib_kid_actalpha_par_CAR-0.001191.8e+3086.652.88e-11-0.000449-0.07946.167.14e-10
b_has_big_sib_kid_actasc_kid_act-0.3361.8e+3087.391.46e-13-0.06-0.04296.943.98e-12
b_has_big_sib_kid_actasc_kid_car-0.2281.8e+3087.168.32e-130.01290.01236.72.03e-11
b_has_big_sib_kid_actasc_par_act-0.08431.8e+3087.342.14e-131.040.3037.11.27e-12
b_has_big_sib_kid_actb_age_kid_act0.2261.8e+3086.332.44e-100.2310.3315.864.72e-09
b_has_big_sib_kid_actb_age_kid_car0.2211.8e+3086.517.45e-110.2650.3286.031.6e-09
b_has_big_sib_kid_actb_age_par_act0.01031.8e+3086.81.02e-110.560.3226.441.18e-10
b_has_big_sib_kid_actb_female_kid_act-0.07081.8e+3087.111.13e-120.360.1646.711.94e-11
b_has_big_sib_kid_actb_female_kid_car-0.241.8e+3086.819.88e-12-0.288-0.3396.312.85e-10
b_has_big_sib_kid_actb_female_par_act0.1971.8e+3086.895.57e-121.750.3556.751.47e-11
b_has_big_sib_kid_caralpha_KID_act0.06951.8e+3085.711.11e-080.2530.3445.661.54e-08
b_has_big_sib_kid_caralpha_PAR_act0.08211.8e+3085.731.01e-080.3620.3215.711.14e-08
b_has_big_sib_kid_caralpha_kid_CAR-0.03831.8e+3085.768.55e-09-0.0825-0.5315.62.16e-08
b_has_big_sib_kid_caralpha_par_CAR-0.001171.8e+3085.845.26e-09-0.00258-0.6645.71.21e-08
b_has_big_sib_kid_carasc_kid_act-0.06081.8e+3086.983.01e-120.1210.1266.924.61e-12
b_has_big_sib_kid_carasc_kid_car-0.4871.8e+3086.361.97e-10-0.446-0.6226.244.3e-10
b_has_big_sib_kid_carasc_par_act0.03441.8e+3086.838.23e-120.5010.2136.876.22e-12
b_has_big_sib_kid_carb_age_kid_act0.1721.8e+3085.387.29e-080.160.3345.241.56e-07
b_has_big_sib_kid_carb_age_kid_car0.4471.8e+3085.797.16e-090.5350.9665.681.32e-08
b_has_big_sib_kid_carb_age_par_act-0.03541.8e+3086.021.75e-090.1690.1415.972.4e-09
b_has_big_sib_kid_carb_female_kid_act-0.06291.8e+3086.461.03e-100.1530.1026.421.34e-10
b_has_big_sib_kid_carb_female_kid_car-0.4661.8e+3085.913.34e-09-0.549-0.9415.759.03e-09
b_has_big_sib_kid_carb_female_par_act0.131.8e+3086.139.03e-100.7970.2356.25.58e-10
b_has_big_sib_kid_carb_has_big_sib_kid_act6.111.8e+308-2.50.01256.450.383-2.310.0209
b_has_big_sib_par_actalpha_KID_act-0.3771.8e+3080.950.342-2.51-0.8040.5350.593
b_has_big_sib_par_actalpha_PAR_act-0.6241.8e+3080.9520.341-4.2-0.8780.5330.594
b_has_big_sib_par_actalpha_kid_CAR0.06711.8e+3080.9960.3190.4780.7260.5650.572
b_has_big_sib_par_actalpha_par_CAR-0.001311.8e+3081.020.307-0.00468-0.2840.5780.563
b_has_big_sib_par_actasc_kid_act-0.3231.8e+3081.50.134-1.59-0.3910.8470.397
b_has_big_sib_par_actasc_kid_car-0.2681.8e+3081.340.179-1.24-0.4080.760.447
b_has_big_sib_par_actasc_par_act-1.491.8e+3081.410.158-7.18-0.7210.790.429
b_has_big_sib_par_actb_age_kid_act0.0371.8e+3080.8030.422-0.0332-0.01630.4550.649
b_has_big_sib_par_actb_age_kid_car0.0007861.8e+3080.9040.366-0.429-0.1830.5110.609
b_has_big_sib_par_actb_age_par_act-0.05261.8e+3081.110.268-2.92-0.5760.620.536
b_has_big_sib_par_actb_female_kid_act-0.4011.8e+3081.30.194-2.47-0.3880.7320.464
b_has_big_sib_par_actb_female_kid_car-0.007531.8e+3081.150.2480.4820.1950.6550.512
b_has_big_sib_par_actb_female_par_act-1.391.8e+3081.130.257-9.86-0.6870.6280.53
b_has_big_sib_par_actb_has_big_sib_kid_act7.421.8e+308-2.60.00938-20.2-0.283-1.340.179
b_has_big_sib_par_actb_has_big_sib_kid_car0.5041.8e+308-1.260.207-11.7-0.239-0.7090.478
b_has_lil_sib_kid_actalpha_KID_act-0.003381.8e+3082.390.0169-0.0324-0.3381.950.0506
b_has_lil_sib_kid_actalpha_PAR_act-0.005961.8e+3082.40.0162-0.0488-0.3331.770.0765
b_has_lil_sib_kid_actalpha_kid_CAR-6.68e-051.8e+3083.250.001170.005730.2833.260.0011
b_has_lil_sib_kid_actalpha_par_CAR-8.35e-051.8e+3083.730.000194-0.000148-0.2933.650.000265
b_has_lil_sib_kid_actasc_kid_act-0.02721.8e+30810.10-0.0432-0.3459.290
b_has_lil_sib_kid_actasc_kid_car-0.02641.8e+3088.154.44e-16-0.0355-0.3817.721.2e-14
b_has_lil_sib_kid_actasc_par_act-0.02581.8e+3087.496.99e-14-0.0877-0.2875.513.62e-08
b_has_lil_sib_kid_actb_age_kid_act0.009561.8e+308-0.380.7040.006770.109-0.3650.715
b_has_lil_sib_kid_actb_age_kid_car0.0171.8e+3081.590.1130.009530.1321.480.139
b_has_lil_sib_kid_actb_age_par_act-0.004391.8e+3084.535.87e-06-0.0304-0.1953.80.000147
b_has_lil_sib_kid_actb_female_kid_act-0.008141.8e+3086.526.96e-11-0.039-0.1995.796.91e-09
b_has_lil_sib_kid_actb_female_kid_car-0.01841.8e+3085.291.23e-07-0.00858-0.1135.53.75e-08
b_has_lil_sib_kid_actb_female_par_act-0.01661.8e+3083.310.000944-0.124-0.2812.310.0209
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.6431.8e+308-6.479.68e-110.2290.104-5.874.4e-09
b_has_lil_sib_kid_actb_has_big_sib_kid_car0.3771.8e+308-5.53.89e-080.1670.111-5.261.47e-07
b_has_lil_sib_kid_actb_has_big_sib_par_act0.581.8e+308-0.8290.4072.110.33-0.4710.638
b_has_lil_sib_kid_caralpha_KID_act0.004441.8e+3083.220.001290.01390.2693.040.00234
b_has_lil_sib_kid_caralpha_PAR_act0.004751.8e+3083.210.001330.01850.2342.440.0146
b_has_lil_sib_kid_caralpha_kid_CAR-0.002651.8e+3084.361.28e-05-0.00509-0.4674.439.53e-06
b_has_lil_sib_kid_caralpha_par_CAR-8.3e-051.8e+3085.368.43e-08-0.000193-0.7095.731.02e-08
b_has_lil_sib_kid_carasc_kid_act-0.006891.8e+3081400.005440.080815.10
b_has_lil_sib_kid_carasc_kid_car-0.03921.8e+3089.510-0.0348-0.6929.830
b_has_lil_sib_kid_carasc_par_act-0.0009231.8e+3089.0100.02310.146.914.78e-12
b_has_lil_sib_kid_carb_age_kid_act0.01231.8e+308-1.70.08980.01150.342-1.770.0772
b_has_lil_sib_kid_carb_age_kid_car0.03241.8e+3082.730.006260.03750.9654.594.45e-06
b_has_lil_sib_kid_carb_age_par_act-0.003321.8e+3085.562.77e-080.006170.07355.113.23e-07
b_has_lil_sib_kid_carb_female_kid_act-0.004931.8e+3087.583.49e-140.008060.07657.661.84e-14
b_has_lil_sib_kid_carb_female_kid_car-0.03481.8e+3085.933.06e-09-0.0375-0.9176.148.49e-10
b_has_lil_sib_kid_carb_female_par_act0.007011.8e+3083.460.0005360.04040.172.560.0104
b_has_lil_sib_kid_carb_has_big_sib_kid_act0.361.8e+308-6.461.08e-100.3830.324-5.972.32e-09
b_has_lil_sib_kid_carb_has_big_sib_kid_car0.7011.8e+308-5.797.07e-090.7710.95-5.671.4e-08
b_has_lil_sib_kid_carb_has_big_sib_par_act0.03741.8e+308-0.8530.394-0.559-0.163-0.4820.63
b_has_lil_sib_kid_carb_has_lil_sib_kid_act0.03911.8e+308-0.5870.5570.01710.162-0.5250.6
b_has_lil_sib_par_actalpha_KID_act-0.02451.8e+3081.330.182-0.189-0.7280.7890.43
b_has_lil_sib_par_actalpha_PAR_act-0.04871.8e+3081.330.184-0.325-0.8160.7550.451
b_has_lil_sib_par_actalpha_kid_CAR0.004361.8e+3081.830.06660.03630.6611.20.231
b_has_lil_sib_par_actalpha_par_CAR-0.0001041.8e+3082.090.0367-0.000363-0.2651.340.18
b_has_lil_sib_par_actasc_kid_act-0.03271.8e+3086.555.65e-11-0.13-0.3834.182.88e-05
b_has_lil_sib_par_actasc_kid_car-0.02481.8e+3085.21.95e-07-0.0959-0.3793.320.000909
b_has_lil_sib_par_actasc_par_act-0.1451.8e+3084.821.41e-06-0.609-0.7332.860.00421
b_has_lil_sib_par_actb_age_kid_act0.005791.8e+308-0.2180.828-0.00361-0.0213-0.1390.889
b_has_lil_sib_par_actb_age_kid_car0.004181.8e+3080.8490.396-0.0316-0.1610.5350.593
b_has_lil_sib_par_actb_age_par_act-0.02621.8e+3082.760.00581-0.214-0.5071.650.0983
b_has_lil_sib_par_actb_female_kid_act-0.03451.8e+3084.351.36e-05-0.198-0.3722.780.00546
b_has_lil_sib_par_actb_female_kid_car-0.004811.8e+3083.380.0007370.0360.1752.280.0223
b_has_lil_sib_par_actb_female_par_act-0.1031.8e+3082.440.0146-0.754-0.631.390.164
b_has_lil_sib_par_actb_has_big_sib_kid_act0.1031.8e+308-6.244.26e-10-2.09-0.351-5.271.4e-07
b_has_lil_sib_par_actb_has_big_sib_kid_car0.07051.8e+308-5.251.54e-07-0.881-0.216-4.623.75e-06
b_has_lil_sib_par_actb_has_big_sib_par_act3.031.8e+308-0.8590.3913.90.8-0.4990.618
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.1291.8e+308-0.006420.9950.2360.444-0.00430.997
b_has_lil_sib_par_actb_has_lil_sib_kid_car0.0151.8e+3080.3030.762-0.0401-0.140.1910.848
b_log_density_kid_actalpha_KID_act-0.07631.8e+3085.083.84e-07-0.397-0.6883.580.000348
b_log_density_kid_actalpha_PAR_act-0.1071.8e+3085.054.35e-07-0.603-0.6823.490.000486
b_log_density_kid_actalpha_kid_CAR0.02571.8e+3085.397.06e-080.09390.773.967.61e-05
b_log_density_kid_actalpha_par_CAR0.0001121.8e+3085.464.78e-083.19e-050.01053.986.84e-05
b_log_density_kid_actasc_kid_act-0.3111.8e+3086.95.16e-12-0.526-0.6995.083.72e-07
b_log_density_kid_actasc_kid_car0.02451.8e+3086.857.31e-12-0.0724-0.1294.938.43e-07
b_log_density_kid_actasc_par_act-0.3671.8e+3086.479.93e-11-1.17-0.6324.477.83e-06
b_log_density_kid_actb_age_kid_act0.00481.8e+3084.545.64e-06-0.00383-0.01023.310.00094
b_log_density_kid_actb_age_kid_car-0.1021.8e+3084.831.37e-06-0.202-0.4663.520.00043
b_log_density_kid_actb_age_par_act0.009381.8e+3085.796.93e-09-0.347-0.374.035.61e-05
b_log_density_kid_actb_female_kid_act-0.1111.8e+3086.352.13e-10-0.436-0.374.545.75e-06
b_log_density_kid_actb_female_kid_car0.09571.8e+3086.157.87e-100.2070.4544.526.3e-06
b_log_density_kid_actb_female_par_act-0.2431.8e+3085.46.63e-08-1.43-0.5383.550.000378
b_log_density_kid_actb_has_big_sib_kid_act-0.6291.8e+308-3.99.75e-05-4.58-0.347-3.120.00183
b_log_density_kid_actb_has_big_sib_kid_car-1.891.8e+308-2.030.0419-4.4-0.485-1.670.0943
b_log_density_kid_actb_has_big_sib_par_act3.191.8e+3080.2850.77622.40.5840.1750.861
b_log_density_kid_actb_has_lil_sib_kid_act0.01451.8e+3084.535.78e-060.2880.2443.470.000521
b_log_density_kid_actb_has_lil_sib_kid_car-0.131.8e+3084.565.04e-06-0.28-0.4413.330.00088
b_log_density_kid_actb_has_lil_sib_par_act0.2491.8e+3084.574.82e-061.790.5574.035.49e-05
b_log_density_kid_caralpha_KID_act0.001841.8e+3081.260.2080.000530.007322.080.0379
b_log_density_kid_caralpha_PAR_act0.0006811.8e+3081.310.191-0.0024-0.02161.820.0691
b_log_density_kid_caralpha_kid_CAR-0.002661.8e+3081.760.078-0.00264-0.1733.330.000873
b_log_density_kid_caralpha_par_CAR-3.94e-051.8e+3082.090.0364-0.000203-0.5314.045.25e-05
b_log_density_kid_carasc_kid_act-0.02251.8e+3087.312.69e-13-0.00258-0.0273120
b_log_density_kid_carasc_kid_car-0.06911.8e+3085.241.65e-07-0.0426-0.6048.232.22e-16
b_log_density_kid_carasc_par_act-0.01821.8e+3085.854.78e-09-0.0121-0.05226.157.9e-10
b_log_density_kid_carb_age_kid_act0.008751.8e+308-0.6530.5140.007890.167-1.240.214
b_log_density_kid_carb_age_kid_car0.03281.8e+3080.6640.5070.0330.6041.510.13
b_log_density_kid_carb_age_par_act-0.001611.8e+3082.960.00306-0.00654-0.05554.173e-05
b_log_density_kid_carb_female_kid_act-0.009081.8e+3084.771.85e-06-0.00548-0.0376.574.94e-11
b_log_density_kid_carb_female_kid_car-0.04241.8e+3083.330.000883-0.0378-0.6585.261.44e-07
b_log_density_kid_carb_female_par_act-0.003381.8e+3082.630.00842-0.00732-0.02192.370.0177
b_log_density_kid_carb_has_big_sib_kid_act0.371.8e+308-6.411.49e-100.2570.155-5.942.89e-09
b_log_density_kid_carb_has_big_sib_kid_car0.8141.8e+308-5.768.66e-090.7230.634-5.641.75e-08
b_log_density_kid_carb_has_big_sib_par_act0.211.8e+308-0.8550.3930.2740.0568-0.4850.628
b_log_density_kid_carb_has_lil_sib_kid_act0.03831.8e+308-0.3560.7220.02270.153-0.5060.613
b_log_density_kid_carb_has_lil_sib_kid_car0.06741.8e+308-0.02330.9810.0520.651-0.05410.957
b_log_density_kid_carb_has_lil_sib_par_act0.02381.8e+308-0.2590.7960.0210.0521-0.2070.836
b_log_density_kid_carb_log_density_kid_act0.1151.8e+308-4.653.38e-06-0.122-0.136-3.390.0007
b_log_density_par_actalpha_KID_act0.06371.8e+3086.876.56e-120.120.1626.148.44e-10
b_log_density_par_actalpha_PAR_act-0.01461.8e+3086.829.07e-12-0.0411-0.0366.051.45e-09
b_log_density_par_actalpha_kid_CAR-0.004451.8e+3086.934.29e-12-0.0139-0.08836.176.7e-10
b_log_density_par_actalpha_par_CAR-4.85e-051.8e+30872.6e-125.73e-050.01466.244.36e-10
b_log_density_par_actasc_kid_act-0.2941.8e+3088.021.11e-15-0.381-0.3917.158.97e-13
b_log_density_par_actasc_kid_car0.01951.8e+3087.873.55e-150.05590.0777.041.91e-12
b_log_density_par_actasc_par_act-0.9071.8e+3087.371.72e-13-1.13-0.4736.536.48e-11
b_log_density_par_actb_age_kid_act0.09161.8e+3086.489.44e-110.1580.3265.86.75e-09
b_log_density_par_actb_age_kid_car-0.01341.8e+3086.672.53e-11-0.0092-0.01645.952.61e-09
b_log_density_par_actb_age_par_act-0.1991.8e+3087.061.66e-12-0.326-0.2696.254.1e-10
b_log_density_par_actb_female_kid_act-0.06931.8e+3087.642.15e-14-0.0477-0.03136.847.93e-12
b_log_density_par_actb_female_kid_car0.01011.8e+3087.352.03e-130.01190.02026.565.51e-11
b_log_density_par_actb_female_par_act-0.04891.8e+3087.168.24e-13-0.263-0.07656.195.96e-10
b_log_density_par_actb_has_big_sib_kid_act0.8121.8e+308-1.680.09360.3620.0212-1.510.131
b_log_density_par_actb_has_big_sib_kid_car-0.2111.8e+3080.4640.643-0.289-0.02460.4320.665
b_log_density_par_actb_has_big_sib_par_act0.6641.8e+3081.520.1283.430.0690.9030.367
b_log_density_par_actb_has_lil_sib_kid_act0.02921.8e+3086.431.29e-100.03450.02265.749.4e-09
b_log_density_par_actb_has_lil_sib_kid_car-0.01071.8e+3086.526.93e-11-0.012-0.01475.825.77e-09
b_log_density_par_actb_has_lil_sib_par_act0.2171.8e+3086.421.37e-100.2740.06625.572.59e-08
b_log_density_par_actb_log_density_kid_act2.141.8e+3083.640.0002712.380.2592.890.00388
b_log_density_par_actb_log_density_kid_car0.1161.8e+3086.498.47e-110.001870.001625.825.87e-09
b_log_distance_kid_actalpha_KID_act0.001641.8e+308-17.400.01470.69-11.90
b_log_distance_kid_actalpha_PAR_act0.004161.8e+308-15.400.02570.788-7.361.91e-13
b_log_distance_kid_actalpha_kid_CAR-0.0006631.8e+308-20.30-0.00314-0.697-12.20
b_log_distance_kid_actalpha_par_CAR1.58e-051.8e+308-21.303.84e-050.342-14.60
b_log_distance_kid_actasc_kid_act0.009351.8e+30811.100.01720.61810.90
b_log_distance_kid_actasc_kid_car0.003541.8e+3086.623.48e-110.01050.5066.934.16e-12
b_log_distance_kid_actasc_par_act0.0161.8e+3084.633.72e-060.05120.7523.270.00107
b_log_distance_kid_actb_age_kid_act-0.003921.8e+308-18.50-0.00366-0.264-16.70
b_log_distance_kid_actb_age_kid_car-0.000811.8e+308-13.900.0010.0624-12.80
b_log_distance_kid_actb_age_par_act0.003591.8e+308-2.710.006820.01950.563-2.290.0219
b_log_distance_kid_actb_female_kid_act0.007171.8e+3082.330.01960.02030.4672.280.0228
b_log_distance_kid_actb_female_kid_car0.0006011.8e+308-1.650.0982-0.00152-0.09-1.630.102
b_log_distance_kid_actb_female_par_act0.01011.8e+308-0.4070.6840.06230.635-0.2960.767
b_log_distance_kid_actb_has_big_sib_kid_act-0.02111.8e+308-6.963.48e-120.1430.294-6.498.67e-11
b_log_distance_kid_actb_has_big_sib_kid_car-0.01071.8e+308-6.263.79e-100.04310.129-6.148.24e-10
b_log_distance_kid_actb_has_big_sib_par_act-0.141.8e+308-1.190.233-0.992-0.698-0.6740.5
b_log_distance_kid_actb_has_lil_sib_kid_act-0.004251.8e+308-6.791.08e-11-0.0155-0.354-6.263.83e-10
b_log_distance_kid_actb_has_lil_sib_kid_car-0.001171.8e+308-10.400.001220.0519-11.10
b_log_distance_kid_actb_has_lil_sib_par_act-0.01471.8e+308-3.830.000126-0.0809-0.683-2.390.0168
b_log_distance_kid_actb_log_density_kid_act-0.04451.8e+308-6.129.42e-10-0.163-0.622-4.411.01e-05
b_log_distance_kid_actb_log_density_kid_car-8.88e-051.8e+308-4.271.93e-05-0.00256-0.0777-7.825.33e-15
b_log_distance_kid_actb_log_density_par_act-0.0571.8e+308-7.421.2e-13-0.0752-0.222-6.613.82e-11
b_log_distance_kid_caralpha_KID_act-0.001561.8e+308-7.991.33e-15-0.00488-0.276-4.565.16e-06
b_log_distance_kid_caralpha_PAR_act-0.001711.8e+308-6.517.5e-11-0.00653-0.24-3.070.00217
b_log_distance_kid_caralpha_kid_CAR0.0009331.8e+308-11.900.00180.48-11.40
b_log_distance_kid_caralpha_par_CAR2e-051.8e+308-7.942e-156.79e-050.727-7.563.89e-14
b_log_distance_kid_carasc_kid_act0.001411.8e+30812.70-0.00208-0.089911.20
b_log_distance_kid_carasc_kid_car0.01271.8e+30814.900.01210.712.70
b_log_distance_kid_carasc_par_act-0.0003951.8e+3085.982.27e-09-0.00828-0.1464.025.77e-05
b_log_distance_kid_carb_age_kid_act-0.004381.8e+308-13.30-0.00408-0.354-12.90
b_log_distance_kid_carb_age_kid_car-0.01161.8e+308-6.829.36e-12-0.0133-0.996-6.381.72e-10
b_log_distance_kid_carb_age_par_act0.001251.8e+3080.4110.681-0.00214-0.07450.3050.761
b_log_distance_kid_carb_female_kid_act0.000971.8e+3084.222.5e-05-0.00286-0.07893.820.000136
b_log_distance_kid_carb_female_kid_car0.01131.8e+3083.30.0009560.01320.9374.861.19e-06
b_log_distance_kid_carb_female_par_act-0.003061.8e+3080.7690.442-0.0143-0.1750.5320.595
b_log_distance_kid_carb_has_big_sib_kid_act-0.1071.8e+308-6.751.46e-11-0.13-0.319-6.254.02e-10
b_log_distance_kid_carb_has_big_sib_kid_car-0.2221.8e+308-5.93.53e-09-0.267-0.958-5.759.06e-09
b_log_distance_kid_carb_has_big_sib_par_act-0.001511.8e+308-1.10.2730.20.169-0.6210.534
b_log_distance_kid_carb_has_lil_sib_kid_act-0.008711.8e+308-4.851.23e-06-0.00497-0.137-4.831.34e-06
b_log_distance_kid_carb_has_lil_sib_kid_car-0.01641.8e+308-6.157.93e-10-0.0189-0.966-6.234.6e-10
b_log_distance_kid_carb_has_lil_sib_par_act-0.002441.8e+308-2.860.004260.01460.148-1.870.0621
b_log_distance_kid_carb_log_density_kid_act0.0521.8e+308-5.854.89e-090.10.46-4.271.95e-05
b_log_distance_kid_carb_log_density_kid_car-0.01731.8e+308-2.90.00371-0.0166-0.605-5.054.36e-07
b_log_distance_kid_carb_log_density_par_act0.007441.8e+308-7.26e-130.004980.0176-6.421.37e-10
b_log_distance_kid_carb_log_distance_kid_act0.0004531.8e+3088.30-0.000387-0.0486.234.81e-10
b_log_distance_par_actalpha_KID_act0.01191.8e+308-11.500.0870.876-5.992.12e-09
b_log_distance_par_actalpha_PAR_act0.02321.8e+308-18.700.1490.978-11.20
b_log_distance_par_actalpha_kid_CAR-0.002551.8e+308-6.963.31e-12-0.017-0.811-2.830.00461
b_log_distance_par_actalpha_par_CAR3.36e-051.8e+308-6.421.4e-100.0001550.296-2.620.00881
b_log_distance_par_actasc_kid_act0.01331.8e+30810.100.0590.4546.662.7e-11
b_log_distance_par_actasc_kid_car0.006611.8e+3086.031.65e-090.04260.443.60.000319
b_log_distance_par_actasc_par_act0.05371.8e+3085.874.43e-090.2610.825.513.58e-08
b_log_distance_par_actb_age_kid_act-0.00221.8e+308-12.507.36e-050.00114-6.215.39e-10
b_log_distance_par_actb_age_kid_car0.002351.8e+308-9.2700.01630.218-4.752.04e-06
b_log_distance_par_actb_age_par_act0.01141.8e+308-1.660.09660.1090.672-1.390.164
b_log_distance_par_actb_female_kid_act0.01671.8e+3082.80.005070.09020.4442.420.0157
b_log_distance_par_actb_female_kid_car-0.00261.8e+308-0.3920.695-0.0185-0.234-0.2080.835
b_log_distance_par_actb_female_par_act0.04921.8e+308-0.07930.9370.3450.753-0.07140.943
b_log_distance_par_actb_has_big_sib_kid_act0.1131.8e+308-6.953.73e-121.070.468-6.672.51e-11
b_log_distance_par_actb_has_big_sib_kid_car0.06361.8e+308-6.234.73e-100.4480.286-6.244.36e-10
b_log_distance_par_actb_has_big_sib_par_act-0.8281.8e+308-1.150.249-5.83-0.879-0.6430.52
b_log_distance_par_actb_has_lil_sib_kid_act-0.009821.8e+308-5.721.05e-08-0.0676-0.332-3.830.000129
b_log_distance_par_actb_has_lil_sib_kid_car0.002921.8e+308-8.3600.02160.197-5.435.78e-08
b_log_distance_par_actb_has_lil_sib_par_act-0.0711.8e+308-3.20.00136-0.456-0.825-1.760.079
b_log_distance_par_actb_log_density_kid_act-0.1421.8e+308-5.845.31e-09-0.83-0.677-3.948e-05
b_log_distance_par_actb_log_density_kid_car-0.0008761.8e+308-3.790.000154-0.00618-0.0402-4.429.98e-06
b_log_distance_par_actb_log_density_par_act-0.08541.8e+308-7.312.67e-13-0.162-0.102-6.451.15e-10
b_log_distance_par_actb_log_distance_kid_act0.008331.8e+3081.480.1380.03840.8490.5950.552
b_log_distance_par_actb_log_distance_kid_car-0.001041.8e+308-2.830.00459-0.00759-0.202-1.220.222
b_log_income_k_kid_actalpha_KID_act0.0004231.8e+308-3.110.001880.006110.123-2.640.00826
b_log_income_k_kid_actalpha_PAR_act0.001551.8e+308-2.820.00480.01070.14-1.960.0494
b_log_income_k_kid_actalpha_kid_CAR-0.0002981.8e+308-1.960.0499-0.00158-0.15-1.880.0595
b_log_income_k_kid_actalpha_par_CAR2.2e-071.8e+308-1.080.2793.77e-060.0144-1.080.281
b_log_income_k_kid_actasc_kid_act-0.02151.8e+3089.260-0.0126-0.1939.390
b_log_income_k_kid_actasc_kid_car-0.003871.8e+3087.778.22e-150.0001780.003687.854.22e-15
b_log_income_k_kid_actasc_par_act-0.009651.8e+3085.952.73e-090.008330.05254.487.43e-06
b_log_income_k_kid_actb_age_kid_act7.68e-051.8e+308-7.671.67e-14-0.00219-0.0678-7.312.67e-13
b_log_income_k_kid_actb_age_kid_car0.001861.8e+308-4.468.22e-060.003780.101-4.477.95e-06
b_log_income_k_kid_actb_age_par_act0.003561.8e+3081.40.1610.01010.1261.210.227
b_log_income_k_kid_actb_female_kid_act-4.32e-051.8e+3084.56.78e-060.003030.02994.281.89e-05
b_log_income_k_kid_actb_female_kid_car-0.001651.8e+3082.770.00568-0.0033-0.08372.840.00453
b_log_income_k_kid_actb_female_par_act0.002211.8e+3081.240.2130.02110.09220.9030.366
b_log_income_k_kid_actb_has_big_sib_kid_act0.01581.8e+308-6.72.03e-110.1090.0959-6.234.54e-10
b_log_income_k_kid_actb_has_big_sib_kid_car0.01291.8e+308-5.913.48e-090.07120.0911-5.86.83e-09
b_log_income_k_kid_actb_has_big_sib_par_act-0.03971.8e+308-1.050.294-0.418-0.126-0.5940.552
b_log_income_k_kid_actb_has_lil_sib_kid_act0.004361.8e+308-3.870.0001070.001050.0103-3.750.000175
b_log_income_k_kid_actb_has_lil_sib_kid_car0.003731.8e+308-4.871.09e-060.005370.0979-5.152.67e-07
b_log_income_k_kid_actb_has_lil_sib_par_act-0.00161.8e+308-2.310.0212-0.027-0.0978-1.490.136
b_log_income_k_kid_actb_log_density_kid_act-0.01011.8e+308-5.533.13e-08-0.0871-0.142-4.016.04e-05
b_log_income_k_kid_actb_log_density_kid_car0.00721.8e+308-2.370.01780.004810.0626-4.074.66e-05
b_log_income_k_kid_actb_log_density_par_act-0.01131.8e+308-7.051.78e-12-0.028-0.0354-6.283.3e-10
b_log_income_k_kid_actb_log_distance_kid_act0.000431.8e+3084.996.09e-070.002970.1314.976.76e-07
b_log_income_k_kid_actb_log_distance_kid_car-0.0008911.8e+3081.490.136-0.00187-0.09951.450.146
b_log_income_k_kid_actb_log_distance_par_act0.003011.8e+3083.340.0008250.0170.1611.990.0464
b_log_income_k_kid_caralpha_KID_act-9.52e-051.8e+308-4.64.18e-06-0.000699-0.0911-2.780.00543
b_log_income_k_kid_caralpha_PAR_act-0.0001411.8e+308-3.570.000352-0.0012-0.102-1.710.0873
b_log_income_k_kid_caralpha_kid_CAR3.38e-051.8e+308-3.50.0004730.000190.117-5.358.83e-08
b_log_income_k_kid_caralpha_par_CAR-1.29e-061.8e+308-1.070.2863.34e-060.0824-2.410.0159
b_log_income_k_kid_carasc_kid_act-0.002621.8e+30813.90-0.00103-0.10213.50
b_log_income_k_kid_carasc_kid_car-0.003181.8e+30811.50-0.000113-0.015112.20
b_log_income_k_kid_carasc_par_act-0.001671.8e+3087.041.92e-12-0.00248-0.1014.851.23e-06
b_log_income_k_kid_carb_age_kid_act6.12e-051.8e+308-12.10-0.000109-0.0217-12.80
b_log_income_k_kid_carb_age_kid_car-0.0001521.8e+308-5.972.38e-09-0.000835-0.144-6.021.72e-09
b_log_income_k_kid_carb_age_par_act0.0001221.8e+3082.310.0208-0.000743-0.05951.80.0719
b_log_income_k_kid_carb_female_kid_act0.000241.8e+3085.464.63e-084.63e-050.002955.113.16e-07
b_log_income_k_kid_carb_female_kid_car0.0002461.8e+3084.821.43e-060.001180.1945.992.03e-09
b_log_income_k_kid_carb_female_par_act-0.0001651.8e+3081.530.126-0.0025-0.07071.070.286
b_log_income_k_kid_carb_has_big_sib_kid_act-0.02691.8e+308-6.662.7e-11-0.0251-0.143-6.176.66e-10
b_log_income_k_kid_carb_has_big_sib_kid_car-0.03871.8e+308-5.845.13e-09-0.0318-0.264-5.711.14e-08
b_log_income_k_kid_carb_has_big_sib_par_act-0.007031.8e+308-1.030.3030.0370.0723-0.5840.559
b_log_income_k_kid_carb_has_lil_sib_kid_act0.001211.8e+308-3.880.0001020.0001520.00969-3.830.000126
b_log_income_k_kid_carb_has_lil_sib_kid_car0.001371.8e+308-5.542.94e-08-0.000627-0.0741-5.972.32e-09
b_log_income_k_kid_carb_has_lil_sib_par_act0.001311.8e+308-2.190.02830.003560.0835-1.410.157
b_log_income_k_kid_carb_log_density_kid_act0.006171.8e+308-5.513.64e-080.01010.106-4.025.84e-05
b_log_income_k_kid_carb_log_density_kid_car0.006041.8e+308-2.240.0251-0.000598-0.0503-4.262.04e-05
b_log_income_k_kid_carb_log_density_par_act0.003641.8e+308-7.032.13e-120.004970.0406-6.273.67e-10
b_log_income_k_kid_carb_log_distance_kid_act-4.79e-051.8e+30812.80-0.000246-0.070212.60
b_log_income_k_kid_carb_log_distance_kid_car0.0001521.8e+3084.81.61e-060.0003920.1356.234.7e-10
b_log_income_k_kid_carb_log_distance_par_act-0.0001521.8e+3085.464.81e-08-0.00156-0.09552.410.0161
b_log_income_k_kid_carb_log_income_k_kid_act0.004811.8e+3080.7330.4640.0007470.09160.7090.478
b_log_income_k_par_actalpha_KID_act-0.0002451.8e+308-1.610.107-0.0192-0.225-1.240.214
b_log_income_k_par_actalpha_PAR_act-0.000441.8e+308-1.460.144-0.0326-0.249-0.9890.323
b_log_income_k_par_actalpha_kid_CAR-9.41e-051.8e+308-0.7810.4350.003420.19-0.7310.465
b_log_income_k_par_actalpha_par_CAR-1.47e-051.8e+308-0.2150.83-7.03e-05-0.156-0.1970.843
b_log_income_k_par_actasc_kid_act-0.01891.8e+3088.021.11e-15-0.0306-0.2747.168.36e-13
b_log_income_k_par_actasc_kid_car-0.006071.8e+3086.129.49e-10-0.0167-0.2015.46.51e-08
b_log_income_k_par_actasc_par_act-0.06141.8e+3084.919.06e-07-0.106-0.3893.680.000235
b_log_income_k_par_actb_age_kid_act0.003271.8e+308-4.928.5e-070.004160.0749-4.545.56e-06
b_log_income_k_par_actb_age_kid_car0.003521.8e+308-2.670.007550.002030.0316-2.430.0151
b_log_income_k_par_actb_age_par_act-0.007821.8e+3081.390.165-0.0512-0.3691.050.295
b_log_income_k_par_actb_female_kid_act-0.003951.8e+3084.123.87e-05-0.0268-0.1543.570.00035
b_log_income_k_par_actb_female_kid_car-0.003361.8e+3082.420.0155-0.00123-0.01822.340.0191
b_log_income_k_par_actb_female_par_act-0.003781.8e+3081.370.172-0.0766-0.1950.9420.346
b_log_income_k_par_actb_has_big_sib_kid_act0.03481.8e+308-6.662.73e-11-0.164-0.0839-6.129.43e-10
b_log_income_k_par_actb_has_big_sib_kid_car0.05361.8e+308-5.864.73e-090.002230.00166-5.691.3e-08
b_log_income_k_par_actb_has_big_sib_par_act0.1561.8e+308-1.030.3021.230.216-0.5870.557
b_log_income_k_par_actb_has_lil_sib_kid_act0.009441.8e+308-3.090.001990.02920.167-3.130.00177
b_log_income_k_par_actb_has_lil_sib_kid_car0.005961.8e+308-3.370.0007510.003790.0402-3.20.00138
b_log_income_k_par_actb_has_lil_sib_par_act-0.0008091.8e+308-1.980.04770.08590.181-1.410.158
b_log_income_k_par_actb_log_density_kid_act0.005341.8e+308-5.416.17e-080.1610.153-4.064.93e-05
b_log_income_k_par_actb_log_density_kid_car0.008321.8e+308-1.960.04990.01140.0862-2.90.00376
b_log_income_k_par_actb_log_density_par_act0.06971.8e+308-7.032.12e-120.0750.0551-6.263.81e-10
b_log_income_k_par_actb_log_distance_kid_act-0.001281.8e+3083.630.000282-0.00922-0.2373.150.00163
b_log_income_k_par_actb_log_distance_kid_car-0.001771.8e+3081.430.154-0.00119-0.03681.320.187
b_log_income_k_par_actb_log_distance_par_act-0.005411.8e+3082.670.00755-0.0535-0.2951.630.102
b_log_income_k_par_actb_log_income_k_kid_act0.03261.8e+3080.4930.6220.02760.3040.4340.664
b_log_income_k_par_actb_log_income_k_kid_car0.002761.8e+3080.02030.9840.0007630.05450.01870.985
b_non_work_dad_kid_acealpha_KID_act-0.01951.8e+308-2.810.00493-0.0933-0.592-2.220.0261
b_non_work_dad_kid_acealpha_PAR_act-0.02021.8e+308-2.730.00641-0.129-0.532-2.010.0446
b_non_work_dad_kid_acealpha_kid_CAR0.004941.8e+308-2.50.01240.02020.607-2.310.0211
b_non_work_dad_kid_acealpha_par_CAR7.9e-051.8e+308-2.160.03084.02e-050.0483-1.940.0526
b_non_work_dad_kid_aceasc_kid_act-0.01121.8e+3083.560.000367-0.0587-0.28530.00268
b_non_work_dad_kid_aceasc_kid_car0.01861.8e+3081.950.0515-0.0112-0.07271.650.0988
b_non_work_dad_kid_aceasc_par_act-0.0191.8e+3082.470.0135-0.174-0.3451.760.0789
b_non_work_dad_kid_aceb_age_kid_act-0.01581.8e+308-4.623.8e-06-0.0198-0.193-4.153.28e-05
b_non_work_dad_kid_aceb_age_kid_car-0.02621.8e+308-3.330.000877-0.0464-0.39-2.930.00342
b_non_work_dad_kid_aceb_age_par_act0.004151.8e+308-0.9820.326-0.0713-0.278-0.770.441
b_non_work_dad_kid_aceb_female_kid_act0.001191.8e+3081.220.222-0.0752-0.23310.316
b_non_work_dad_kid_aceb_female_kid_car0.02341.8e+308-0.4930.6220.04780.383-0.4680.64
b_non_work_dad_kid_aceb_female_par_act-0.04111.8e+308-0.2620.793-0.302-0.417-0.1790.858
b_non_work_dad_kid_aceb_has_big_sib_kid_act-0.3931.8e+308-6.771.3e-11-1.19-0.329-6.11.08e-09
b_non_work_dad_kid_aceb_has_big_sib_kid_car-0.5671.8e+308-5.864.53e-09-1.03-0.415-5.533.24e-08
b_non_work_dad_kid_aceb_has_big_sib_par_act0.541.8e+308-1.20.234.710.448-0.6910.49
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.005481.8e+308-3.899.85e-050.07060.219-3.967.62e-05
b_non_work_dad_kid_aceb_has_lil_sib_kid_car-0.03521.8e+308-3.710.00021-0.0647-0.372-3.290.00102
b_non_work_dad_kid_aceb_has_lil_sib_par_act0.03691.8e+308-3.10.001910.3550.405-2.690.0072
b_non_work_dad_kid_aceb_log_density_kid_act0.1911.8e+308-6.157.81e-100.9190.473-4.995.92e-07
b_non_work_dad_kid_aceb_log_density_kid_car-0.0411.8e+308-2.870.00409-0.0347-0.142-3.280.00104
b_non_work_dad_kid_aceb_log_density_par_act-0.07371.8e+308-7.244.48e-13-0.157-0.0625-6.431.31e-10
b_non_work_dad_kid_aceb_log_distance_kid_act-0.0021.8e+3080.02470.98-0.028-0.390.02110.983
b_non_work_dad_kid_aceb_log_distance_kid_car0.01221.8e+308-1.250.2120.02270.38-1.140.255
b_non_work_dad_kid_aceb_log_distance_par_act-0.0191.8e+308-0.2960.767-0.166-0.494-0.2020.84
b_non_work_dad_kid_aceb_log_income_k_kid_act0.01971.8e+308-1.750.07940.007140.0426-1.540.123
b_non_work_dad_kid_aceb_log_income_k_kid_car0.001051.8e+308-2.020.04350.002140.0826-1.830.0678
b_non_work_dad_kid_aceb_log_income_k_par_act0.01481.8e+308-1.830.06670.05120.178-1.750.0809
b_non_work_dad_kid_caralpha_KID_act-0.003871.8e+308-5.854.87e-09-0.0139-0.295-5.377.72e-08
b_non_work_dad_kid_caralpha_PAR_act-0.004391.8e+308-5.494.01e-08-0.0195-0.269-4.153.38e-05
b_non_work_dad_kid_caralpha_kid_CAR0.002231.8e+308-5.494.1e-080.00470.47-7.711.22e-14
b_non_work_dad_kid_caralpha_par_CAR8.41e-051.8e+308-4.653.26e-060.0001560.624-6.186.4e-10
b_non_work_dad_kid_carasc_kid_act0.005771.8e+3087.041.99e-12-0.00579-0.09367.041.92e-12
b_non_work_dad_kid_carasc_kid_car0.03081.8e+3085.425.98e-080.02790.6067.032.1e-12
b_non_work_dad_kid_carasc_par_act0.0002041.8e+3083.830.000128-0.0255-0.1682.780.00543
b_non_work_dad_kid_carb_age_kid_act-0.01151.8e+308-8.860-0.00999-0.324-10.60
b_non_work_dad_kid_carb_age_kid_car-0.02761.8e+308-5.71.23e-08-0.0324-0.909-6.157.57e-10
b_non_work_dad_kid_carb_age_par_act0.001341.8e+308-1.60.11-0.00898-0.117-1.430.152
b_non_work_dad_kid_carb_female_kid_act0.001631.8e+3082.020.0434-0.00858-0.08871.970.0492
b_non_work_dad_kid_carb_female_kid_car0.0231.8e+308-0.9250.3550.0320.853-2.210.0271
b_non_work_dad_kid_carb_female_par_act-0.00821.8e+308-0.2580.796-0.0429-0.197-0.1850.853
b_non_work_dad_kid_carb_has_big_sib_kid_act-0.3231.8e+308-6.838.53e-12-0.355-0.328-6.342.32e-10
b_non_work_dad_kid_carb_has_big_sib_kid_car-0.6121.8e+308-5.913.52e-09-0.68-0.913-5.768.61e-09
b_non_work_dad_kid_carb_has_big_sib_par_act-0.02451.8e+308-1.180.2360.6240.198-0.6740.501
b_non_work_dad_kid_carb_has_lil_sib_kid_act-0.01891.8e+308-5.339.98e-08-0.011-0.113-5.758.96e-09
b_non_work_dad_kid_carb_has_lil_sib_kid_car-0.03651.8e+308-5.778.08e-09-0.0457-0.876-6.148.37e-10
b_non_work_dad_kid_carb_has_lil_sib_par_act-0.003861.8e+308-3.570.0003540.04490.171-2.50.0125
b_non_work_dad_kid_carb_log_density_kid_act0.11.8e+308-6.254.11e-100.2540.435-4.643.48e-06
b_non_work_dad_kid_carb_log_density_kid_car-0.05231.8e+308-3.470.000528-0.0402-0.549-5.523.46e-08
b_non_work_dad_kid_carb_log_density_par_act0.005311.8e+308-7.411.29e-130.01060.0141-6.623.49e-11
b_non_work_dad_kid_carb_log_distance_kid_act0.0008471.8e+3080.2730.785-0.00197-0.09140.3250.745
b_non_work_dad_kid_carb_log_distance_kid_car0.01261.8e+308-2.880.003920.0160.892-4.891.02e-06
b_non_work_dad_kid_carb_log_distance_par_act-0.00311.8e+308-0.410.682-0.0238-0.236-0.2620.793
b_non_work_dad_kid_carb_log_income_k_kid_act-0.001361.8e+308-2.950.00318-0.00479-0.0952-3.310.000917
b_non_work_dad_kid_carb_log_income_k_kid_car0.0009321.8e+308-4.242.22e-050.001470.189-5.874.24e-09
b_non_work_dad_kid_carb_log_income_k_par_act-0.003171.8e+308-2.70.00698-0.000758-0.00877-2.80.00504
b_non_work_dad_kid_carb_non_work_dad_kid_ace0.06981.8e+3080.1050.9160.06590.4130.09610.923
b_non_work_dad_par_actalpha_KID_act0.03471.8e+308-0.03240.9740.1790.628-0.02830.977
b_non_work_dad_par_actalpha_PAR_act0.03981.8e+3080.007130.9940.2490.5680.00640.995
b_non_work_dad_par_actalpha_kid_CAR-0.005931.8e+3080.2710.787-0.0341-0.5650.2170.828
b_non_work_dad_par_actalpha_par_CAR7.58e-051.8e+3080.4640.6430.0003120.2070.3770.706
b_non_work_dad_par_actasc_kid_act-0.007321.8e+3084.025.71e-050.06810.1823.440.000579
b_non_work_dad_par_actasc_kid_car0.02461.8e+3082.980.002880.09650.3472.520.0117
b_non_work_dad_par_actasc_par_act-0.0071.8e+3083.360.0007820.2780.3053.070.00218
b_non_work_dad_par_actb_age_kid_act0.006781.8e+308-1.190.2340.01950.105-0.9750.329
b_non_work_dad_par_actb_age_kid_car-0.001551.8e+308-0.4140.6790.02310.107-0.3430.732
b_non_work_dad_par_actb_age_par_act-0.021.8e+3081.090.2770.1210.2610.9590.338
b_non_work_dad_par_actb_female_kid_act0.01971.8e+3082.520.01180.1470.2512.220.0264
b_non_work_dad_par_actb_female_kid_car-0.001021.8e+3081.460.145-0.0277-0.1221.180.239
b_non_work_dad_par_actb_female_par_act0.1161.8e+3081.390.1630.6370.4841.360.173
b_non_work_dad_par_actb_has_big_sib_kid_act0.2631.8e+308-6.451.13e-101.830.279-6.312.74e-10
b_non_work_dad_par_actb_has_big_sib_kid_car-0.02271.8e+308-5.46.55e-080.6530.145-5.455.03e-08
b_non_work_dad_par_actb_has_big_sib_par_act-1.471.8e+308-0.9310.352-9.58-0.503-0.5180.604
b_non_work_dad_par_actb_has_lil_sib_kid_act-0.01471.8e+308-0.9540.34-0.123-0.21-0.7560.45
b_non_work_dad_par_actb_has_lil_sib_kid_car-0.002021.8e+308-0.7880.430.02990.095-0.6610.509
b_non_work_dad_par_actb_has_lil_sib_par_act-0.03681.8e+308-0.8240.41-0.579-0.364-0.5340.594
b_non_work_dad_par_actb_log_density_kid_act-0.1621.8e+308-4.411.02e-05-1.36-0.387-2.970.00295
b_non_work_dad_par_actb_log_density_kid_car-0.01511.8e+308-0.6780.498-0.0168-0.038-0.6240.533
b_non_work_dad_par_actb_log_density_par_act0.1321.8e+308-6.536.37e-110.4010.088-5.874.43e-09
b_non_work_dad_par_actb_log_distance_kid_act0.004121.8e+3081.80.07230.0540.4151.50.133
b_non_work_dad_par_actb_log_distance_kid_car0.0005081.8e+3081.030.302-0.0107-0.09860.8340.404
b_non_work_dad_par_actb_log_distance_par_act0.03511.8e+3081.610.1080.3210.5291.480.138
b_non_work_dad_par_actb_log_income_k_kid_act0.01461.8e+3080.6880.4920.03550.1170.5680.57
b_non_work_dad_par_actb_log_income_k_kid_car0.0001731.8e+3080.5420.588-0.00207-0.04420.4410.659
b_non_work_dad_par_actb_log_income_k_par_act0.02821.8e+3080.520.603-0.0286-0.05480.4120.681
b_non_work_dad_par_actb_non_work_dad_kid_ace0.171.8e+3081.710.0864-0.186-0.1931.170.24
b_non_work_dad_par_actb_non_work_dad_kid_car0.02171.8e+3081.690.0911-0.0341-0.1181.350.176
b_non_work_mom_kid_actalpha_KID_act-0.01041.8e+308-3.870.000108-0.0476-0.4-3.190.00141
b_non_work_mom_kid_actalpha_PAR_act-0.01631.8e+308-3.680.000235-0.0777-0.426-2.770.00562
b_non_work_mom_kid_actalpha_kid_CAR0.004651.8e+308-3.530.0004220.01220.487-3.40.000664
b_non_work_mom_kid_actalpha_par_CAR0.0001191.8e+308-3.070.002120.0001830.291-2.90.0037
b_non_work_mom_kid_actasc_kid_act-0.01361.8e+3083.948.05e-05-0.034-0.2193.540.000394
b_non_work_mom_kid_actasc_kid_car0.04191.8e+3082.30.02120.02770.2392.020.0431
b_non_work_mom_kid_actasc_par_act-0.02881.8e+3082.520.0118-0.126-0.3311.830.0667
b_non_work_mom_kid_actb_age_kid_act-0.01361.8e+308-6.021.77e-09-0.0158-0.205-5.671.41e-08
b_non_work_mom_kid_actb_age_kid_car-0.04391.8e+308-4.123.74e-05-0.0531-0.592-3.860.000115
b_non_work_mom_kid_actb_age_par_act0.009711.8e+308-1.540.124-0.0335-0.173-1.240.215
b_non_work_mom_kid_actb_female_kid_act-0.0009711.8e+3081.140.254-0.0394-0.1620.9950.32
b_non_work_mom_kid_actb_female_kid_car0.04221.8e+308-1.060.2870.05280.56-1.060.291
b_non_work_mom_kid_actb_female_par_act-0.03541.8e+308-0.4910.624-0.178-0.324-0.3460.729
b_non_work_mom_kid_actb_has_big_sib_kid_act-0.4551.8e+308-6.819.58e-12-0.89-0.327-6.234.77e-10
b_non_work_mom_kid_actb_has_big_sib_kid_car-0.8981.8e+308-5.86.62e-09-1.13-0.601-5.582.35e-08
b_non_work_mom_kid_actb_has_big_sib_par_act0.2641.8e+308-1.220.2232.740.345-0.6980.485
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.03781.8e+308-4.41.09e-05-0.0119-0.049-4.448.85e-06
b_non_work_mom_kid_actb_has_lil_sib_kid_car-0.061.8e+308-4.41.1e-05-0.0736-0.561-4.173.08e-05
b_non_work_mom_kid_actb_has_lil_sib_par_act0.008071.8e+308-3.480.0004980.2030.307-2.770.0056
b_non_work_mom_kid_actb_log_density_kid_act0.2271.8e+308-6.441.21e-100.6210.423-4.928.82e-07
b_non_work_mom_kid_actb_log_density_kid_car-0.06031.8e+308-3.280.00104-0.0541-0.294-4.084.45e-05
b_non_work_mom_kid_actb_log_density_par_act0.03451.8e+308-7.441.02e-130.02490.0131-6.633.28e-11
b_non_work_mom_kid_actb_log_distance_kid_act-0.001581.8e+308-0.3180.751-0.0146-0.27-0.2860.775
b_non_work_mom_kid_actb_log_distance_kid_car0.02221.8e+308-2.040.04110.02640.585-1.940.0523
b_non_work_mom_kid_actb_log_distance_par_act-0.01641.8e+308-0.6760.499-0.101-0.399-0.4650.642
b_non_work_mom_kid_actb_log_income_k_kid_act0.01611.8e+308-2.50.01230.00240.0189-2.280.0228
b_non_work_mom_kid_actb_log_income_k_kid_car0.004311.8e+308-2.920.00350.002820.144-2.770.00567
b_non_work_mom_kid_actb_log_income_k_par_act0.00181.8e+308-2.410.01610.01040.0481-2.30.0217
b_non_work_mom_kid_actb_non_work_dad_kid_ace0.03711.8e+308-0.2330.8160.1190.297-0.2380.812
b_non_work_mom_kid_actb_non_work_dad_kid_car0.0541.8e+308-0.50.6170.06760.561-0.5340.593
b_non_work_mom_kid_actb_non_work_dad_par_act-0.02191.8e+308-1.730.0838-0.152-0.209-1.370.172
b_non_work_mom_kid_caralpha_KID_act-0.007491.8e+308-7.322.44e-13-0.0257-0.309-5.932.99e-09
b_non_work_mom_kid_caralpha_PAR_act-0.008731.8e+308-72.61e-12-0.0359-0.282-5.054.39e-07
b_non_work_mom_kid_caralpha_kid_CAR0.004161.8e+308-7.332.29e-130.008840.503-7.196.29e-13
b_non_work_mom_kid_caralpha_par_CAR0.0001051.8e+308-6.565.3e-110.0003020.689-6.283.38e-10
b_non_work_mom_kid_carasc_kid_act0.005351.8e+3083.590.000334-0.0115-0.1063.130.00173
b_non_work_mom_kid_carasc_kid_car0.05281.8e+3081.080.280.05330.6580.9630.335
b_non_work_mom_kid_carasc_par_act-0.003921.8e+3081.750.0808-0.0481-0.1811.240.216
b_non_work_mom_kid_carb_age_kid_act-0.02021.8e+308-9.540-0.019-0.351-9.240
b_non_work_mom_kid_carb_age_kid_car-0.05141.8e+308-6.575.05e-11-0.0617-0.986-6.157.64e-10
b_non_work_mom_kid_carb_age_par_act0.005061.8e+308-3.810.000139-0.0146-0.108-3.070.00214
b_non_work_mom_kid_carb_female_kid_act0.004051.8e+308-0.1030.918-0.0159-0.0936-0.09070.928
b_non_work_mom_kid_carb_female_kid_car0.04881.8e+308-4.791.63e-060.06130.931-5.641.72e-08
b_non_work_mom_kid_carb_female_par_act-0.0161.8e+308-1.560.118-0.0792-0.207-1.10.27
b_non_work_mom_kid_carb_has_big_sib_kid_act-0.5431.8e+308-6.982.99e-12-0.661-0.347-6.461.06e-10
b_non_work_mom_kid_carb_has_big_sib_kid_car-1.061.8e+308-5.982.2e-09-1.27-0.973-5.777.85e-09
b_non_work_mom_kid_carb_has_big_sib_par_act0.0002781.8e+308-1.310.1891.140.206-0.7490.454
b_non_work_mom_kid_carb_has_lil_sib_kid_act-0.03621.8e+308-6.41.53e-10-0.0203-0.119-6.498.44e-11
b_non_work_mom_kid_carb_has_lil_sib_kid_car-0.06971.8e+308-6.488.91e-11-0.0867-0.947-6.157.95e-10
b_non_work_mom_kid_carb_has_lil_sib_par_act-0.006441.8e+308-4.663.1e-060.0850.184-3.370.000751
b_non_work_mom_kid_carb_log_density_kid_act0.2291.8e+308-72.49e-120.4860.474-5.22.04e-07
b_non_work_mom_kid_carb_log_density_kid_car-0.06841.8e+308-4.536.04e-06-0.0744-0.578-5.893.87e-09
b_non_work_mom_kid_carb_log_density_par_act0.02941.8e+308-7.759.1e-150.02750.0207-6.914.77e-12
b_non_work_mom_kid_carb_log_distance_kid_act0.001871.8e+308-2.660.00788-0.00329-0.0868-2.420.0156
b_non_work_mom_kid_carb_log_distance_kid_car0.02591.8e+308-6.011.84e-090.03090.982-5.93.61e-09
b_non_work_mom_kid_carb_log_distance_par_act-0.006021.8e+308-2.820.00477-0.0433-0.245-1.80.0711
b_non_work_mom_kid_carb_log_income_k_kid_act-0.0002691.8e+308-4.986.21e-07-0.00841-0.0953-4.633.57e-06
b_non_work_mom_kid_carb_log_income_k_kid_car0.005911.8e+308-6.461.08e-100.003050.224-6.157.9e-10
b_non_work_mom_kid_carb_log_income_k_par_act-0.005741.8e+308-4.429.81e-06-0.00281-0.0186-4.192.78e-05
b_non_work_mom_kid_carb_non_work_dad_kid_ace0.06141.8e+308-1.50.1340.1120.4-1.480.14
b_non_work_mom_kid_carb_non_work_dad_kid_car0.06521.8e+308-3.560.0003740.0770.915-5.22.04e-07
b_non_work_mom_kid_carb_non_work_dad_par_act0.003151.8e+308-2.570.0103-0.0609-0.12-2.050.0407
b_non_work_mom_kid_carb_non_work_mom_kid_act0.1131.8e+308-1.920.05510.1280.607-1.840.0652
b_non_work_mom_par_actalpha_KID_act0.002521.8e+3080.8510.395-0.024-0.1540.7950.427
b_non_work_mom_par_actalpha_PAR_act0.0004591.8e+3080.8970.37-0.0334-0.140.7960.426
b_non_work_mom_par_actalpha_kid_CAR0.001471.8e+3081.310.1910.006920.211.330.183
b_non_work_mom_par_actalpha_par_CAR2.67e-051.8e+3081.590.1123.96e-050.04831.60.109
b_non_work_mom_par_actasc_kid_act-0.02561.8e+3086.381.76e-10-0.0387-0.196.244.24e-10
b_non_work_mom_par_actasc_kid_car0.01461.8e+3085.241.59e-070.002120.0145.152.65e-07
b_non_work_mom_par_actasc_par_act-0.06791.8e+3084.919.25e-07-0.107-0.2144.22.7e-05
b_non_work_mom_par_actb_age_kid_act0.008661.8e+308-0.8610.3890.008560.0845-0.8680.386
b_non_work_mom_par_actb_age_kid_car-0.01471.8e+3080.270.787-0.02-0.170.2690.788
b_non_work_mom_par_actb_age_par_act-0.04051.8e+3082.280.0226-0.072-0.2852.120.034
b_non_work_mom_par_actb_female_kid_act-0.01361.8e+3084.133.66e-05-0.0341-0.1073.977.26e-05
b_non_work_mom_par_actb_female_kid_car0.0141.8e+3083.060.002180.02030.1653.160.00159
b_non_work_mom_par_actb_female_par_act-0.0111.8e+3082.270.0231-0.0684-0.09541.80.0723
b_non_work_mom_par_actb_has_big_sib_kid_act-0.07751.8e+308-6.32.98e-10-0.363-0.102-5.797.24e-09
b_non_work_mom_par_actb_has_big_sib_kid_car-0.3161.8e+308-5.221.75e-07-0.449-0.183-5.064.19e-07
b_non_work_mom_par_actb_has_big_sib_par_act-0.004211.8e+308-0.8760.3811.450.14-0.5010.616
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.01421.8e+308-0.5350.5930.0004240.00133-0.5470.584
b_non_work_mom_par_actb_has_lil_sib_kid_car-0.02041.8e+308-0.2720.786-0.0277-0.162-0.2720.785
b_non_work_mom_par_actb_has_lil_sib_par_act-0.02191.8e+308-0.4230.6720.07370.0853-0.3390.734
b_non_work_mom_par_actb_log_density_kid_act0.09141.8e+308-4.663.19e-060.3120.163-3.580.000349
b_non_work_mom_par_actb_log_density_kid_car-0.02691.8e+308-0.2020.84-0.0228-0.0946-0.2460.805
b_non_work_mom_par_actb_log_density_par_act0.141.8e+308-6.546.27e-110.1260.0506-5.845.2e-09
b_non_work_mom_par_actb_log_distance_kid_act-0.00631.8e+3083.50.000469-0.0132-0.1863.470.000517
b_non_work_mom_par_actb_log_distance_kid_car0.00751.8e+3082.450.01420.009820.1672.490.0129
b_non_work_mom_par_actb_log_distance_par_act-0.01241.8e+3083.070.00211-0.0588-0.1782.560.0104
b_non_work_mom_par_actb_log_income_k_kid_act0.004411.8e+3081.850.0637-0.00421-0.02541.840.0654
b_non_work_mom_par_actb_log_income_k_kid_car0.001851.8e+3081.70.08890.001350.0531.730.0845
b_non_work_mom_par_actb_log_income_k_par_act0.07831.8e+3081.740.08230.09180.3231.760.0783
b_non_work_mom_par_actb_non_work_dad_kid_ace0.005161.8e+3082.640.008310.0710.1352.70.00703
b_non_work_mom_par_actb_non_work_dad_kid_car0.01981.8e+3083.310.0009440.02840.183.510.00045
b_non_work_mom_par_actb_non_work_dad_par_act-0.02681.8e+3080.4980.619-0.0879-0.09240.420.675
b_non_work_mom_par_actb_non_work_mom_kid_act0.1281.8e+3083.740.0001870.1390.353.730.00019
b_non_work_mom_par_actb_non_work_mom_kid_car0.04041.8e+3084.673.04e-060.04940.1794.732.22e-06
b_veh_per_driver_kid_actalpha_KID_act0.0111.8e+308-4.938.39e-070.04250.395-4.791.65e-06
b_veh_per_driver_kid_actalpha_PAR_act0.01521.8e+308-4.841.31e-060.06250.379-4.468.17e-06
b_veh_per_driver_kid_actalpha_kid_CAR-0.004191.8e+308-46.31e-05-0.011-0.485-3.580.000343
b_veh_per_driver_kid_actalpha_par_CAR-4.11e-051.8e+308-3.630.000278-6.75e-05-0.119-3.340.000849
b_veh_per_driver_kid_actasc_kid_act-0.0002321.8e+3084.411.06e-050.02550.1814.41.07e-05
b_veh_per_driver_kid_actasc_kid_car-0.01491.8e+3081.950.0509-0.00496-0.04731.870.0613
b_veh_per_driver_kid_actasc_par_act0.01941.8e+3082.880.003980.09360.2722.450.0142
b_veh_per_driver_kid_actb_age_kid_act0.001951.8e+308-7.32.97e-130.004510.0644-6.771.31e-11
b_veh_per_driver_kid_actb_age_kid_car0.02111.8e+308-5.992.13e-090.03260.402-5.711.16e-08
b_veh_per_driver_kid_actb_age_par_act-0.01271.8e+308-1.70.08990.01560.0894-1.60.108
b_veh_per_driver_kid_actb_female_kid_act0.02391.8e+3081.210.2270.06090.2771.220.223
b_veh_per_driver_kid_actb_female_kid_car-0.01811.8e+308-1.070.286-0.032-0.376-0.9710.331
b_veh_per_driver_kid_actb_female_par_act0.04331.8e+308-0.6560.5120.1590.322-0.530.596
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.171.8e+308-7.041.96e-120.5090.206-6.64.03e-11
b_veh_per_driver_kid_actb_has_big_sib_kid_car0.3821.8e+308-6.517.73e-110.6710.396-6.57.88e-11
b_veh_per_driver_kid_actb_has_big_sib_par_act-0.3341.8e+308-1.220.224-2.17-0.303-0.6860.493
b_veh_per_driver_kid_actb_has_lil_sib_kid_act0.006691.8e+308-5.291.2e-07-0.0231-0.105-4.682.84e-06
b_veh_per_driver_kid_actb_has_lil_sib_kid_car0.02981.8e+308-6.555.88e-110.04570.385-6.565.23e-11
b_veh_per_driver_kid_actb_has_lil_sib_par_act-0.02921.8e+308-3.520.000424-0.184-0.307-2.280.0226
b_veh_per_driver_kid_actb_log_density_kid_act-0.2121.8e+308-5.845.13e-09-0.592-0.446-4.22.65e-05
b_veh_per_driver_kid_actb_log_density_kid_car0.02521.8e+308-3.977.3e-050.03260.195-5.562.73e-08
b_veh_per_driver_kid_actb_log_density_par_act-0.04251.8e+308-7.421.14e-13-0.0112-0.0065-6.652.98e-11
b_veh_per_driver_kid_actb_log_distance_kid_act0.005791.8e+308-0.5160.6060.01670.34-0.490.624
b_veh_per_driver_kid_actb_log_distance_kid_car-0.01081.8e+308-2.150.0312-0.0163-0.399-1.960.0505
b_veh_per_driver_kid_actb_log_distance_par_act0.01731.8e+308-10.3170.08140.356-0.8410.4
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.008511.8e+308-2.680.00738-0.0055-0.0481-2.530.0113
b_veh_per_driver_kid_actb_log_income_k_kid_car-0.001411.8e+308-3.370.000739-0.00102-0.0579-3.140.00166
b_veh_per_driver_kid_actb_log_income_k_par_act-7.7e-051.8e+308-2.710.00665-0.00941-0.0479-2.440.0149
b_veh_per_driver_kid_actb_non_work_dad_kid_ace-0.01751.8e+308-0.3030.762-0.0967-0.266-0.2520.801
b_veh_per_driver_kid_actb_non_work_dad_kid_car-0.02281.8e+308-0.5370.591-0.0398-0.365-0.510.61
b_veh_per_driver_kid_actb_non_work_dad_par_act0.02841.8e+308-1.890.05890.1290.197-1.640.101
b_veh_per_driver_kid_actb_non_work_mom_kid_act-0.05611.8e+308-0.08380.933-0.0994-0.363-0.07440.941
b_veh_per_driver_kid_actb_non_work_mom_kid_car-0.04791.8e+3081.130.26-0.0765-0.41.010.313
b_veh_per_driver_kid_actb_non_work_mom_par_act-0.01021.8e+308-3.230.00122-0.025-0.0698-3.120.00182
b_veh_per_driver_kid_caralpha_KID_act-0.0002771.8e+308-3.420.000634-0.00221-0.225-2.450.0144
b_veh_per_driver_kid_caralpha_PAR_act-0.0005171.8e+308-2.770.00562-0.00386-0.256-1.510.131
b_veh_per_driver_kid_caralpha_kid_CAR1.8e-051.8e+308-1.890.05890.0004030.194-4.123.85e-05
b_veh_per_driver_kid_caralpha_par_CAR-1.47e-051.8e+308-0.2580.796-7.13e-06-0.138-0.7020.483
b_veh_per_driver_kid_carasc_kid_act-0.001551.8e+30813.50-0.00225-0.17613.40
b_veh_per_driver_kid_carasc_kid_car-0.001431.8e+30811.10-0.00194-0.20311.80
b_veh_per_driver_kid_carasc_par_act-0.001771.8e+3087.012.31e-12-0.00686-0.2194.881.06e-06
b_veh_per_driver_kid_carb_age_kid_act0.0006431.8e+308-10.200.0006480.101-12.60
b_veh_per_driver_kid_carb_age_kid_car0.0005081.8e+308-5.064.23e-070.0003260.0441-5.864.5e-09
b_veh_per_driver_kid_carb_age_par_act-0.0007371.8e+3082.350.0189-0.00361-0.2261.90.0573
b_veh_per_driver_kid_carb_female_kid_act0.002431.8e+3085.523.36e-08-0.00146-0.07265.182.17e-07
b_veh_per_driver_kid_carb_female_kid_car0.004311.8e+3085.034.84e-070.0008520.1096.167.48e-10
b_veh_per_driver_kid_carb_female_par_act0.0005971.8e+3081.590.111-0.0089-0.1971.110.265
b_veh_per_driver_kid_carb_has_big_sib_kid_act-0.02761.8e+308-6.652.95e-11-0.0351-0.156-6.167.25e-10
b_veh_per_driver_kid_carb_has_big_sib_kid_car-0.03541.8e+308-5.835.67e-09-0.0119-0.0771-5.71.18e-08
b_veh_per_driver_kid_carb_has_big_sib_par_act0.005631.8e+308-1.020.3060.150.23-0.5810.561
b_veh_per_driver_kid_carb_has_lil_sib_kid_act0.0006841.8e+308-3.670.0002440.002270.113-3.750.000179
b_veh_per_driver_kid_carb_has_lil_sib_kid_car0.0004791.8e+308-4.976.68e-070.0002020.0187-5.86.78e-09
b_veh_per_driver_kid_carb_has_lil_sib_par_act0.00161.8e+308-2.110.03490.01150.21-1.380.168
b_veh_per_driver_kid_carb_log_density_kid_act-0.003431.8e+308-5.464.77e-080.0170.14-46.26e-05
b_veh_per_driver_kid_carb_log_density_kid_car-0.01241.8e+308-2.050.0407-0.00273-0.18-4.015.96e-05
b_veh_per_driver_kid_carb_log_density_par_act0.001411.8e+308-72.5e-120.00880.0562-6.254e-10
b_veh_per_driver_kid_carb_log_distance_kid_act-0.0004771.8e+3089.690-0.00112-0.25111.80
b_veh_per_driver_kid_carb_log_distance_kid_car-0.0003431.8e+3083.928.9e-05-0.000189-0.05076.081.22e-09
b_veh_per_driver_kid_carb_log_distance_par_act-0.0009761.8e+3085.113.18e-07-0.00563-0.272.470.0135
b_veh_per_driver_kid_carb_log_income_k_kid_act-0.001011.8e+3080.8180.414-0.000258-0.02470.9180.359
b_veh_per_driver_kid_carb_log_income_k_kid_car-0.0008771.8e+3080.3490.7277.82e-050.04850.9490.343
b_veh_per_driver_kid_carb_log_income_k_par_act-0.0001431.8e+3080.120.9040.002070.1150.1170.907
b_veh_per_driver_kid_carb_non_work_dad_kid_ace0.0001741.8e+3082.070.0380.003650.111.90.057
b_veh_per_driver_kid_carb_non_work_dad_kid_car6.87e-061.8e+3084.182.97e-05-0.000491-0.04945.835.48e-09
b_veh_per_driver_kid_carb_non_work_dad_par_act-0.00181.8e+308-0.490.624-0.0101-0.168-0.3990.69
b_veh_per_driver_kid_carb_non_work_mom_kid_act-0.001331.8e+3082.920.003550.0008660.03472.840.00449
b_veh_per_driver_kid_carb_non_work_mom_kid_car-0.002961.8e+3086.011.81e-09-0.000655-0.03756.119.67e-10
b_veh_per_driver_kid_carb_non_work_mom_par_act0.0003481.8e+308-1.610.1070.001870.0572-1.650.0987
b_veh_per_driver_kid_carb_veh_per_driver_kid_act0.01191.8e+3083.640.0002730.0008790.03893.270.00107
b_veh_per_driver_par_actalpha_KID_act0.02361.8e+308-4.565.19e-060.2790.636-2.590.00956
b_veh_per_driver_par_actalpha_PAR_act0.0581.8e+308-4.643.45e-060.490.729-2.710.00676
b_veh_per_driver_par_actalpha_kid_CAR-0.006221.8e+308-4.173.08e-05-0.0558-0.603-2.230.0255
b_veh_per_driver_par_actalpha_par_CAR0.0001171.8e+308-46.27e-050.0005950.257-2.160.0306
b_veh_per_driver_par_actasc_kid_act0.051.8e+308-0.3750.7080.2360.412-0.210.834
b_veh_per_driver_par_actasc_kid_car0.01921.8e+308-1.540.1220.1520.356-0.8620.389
b_veh_per_driver_par_actasc_par_act0.1051.8e+308-0.8370.4020.7840.56-0.530.596
b_veh_per_driver_par_actb_age_kid_act-0.02781.8e+308-5.464.66e-08-0.0438-0.154-30.00268
b_veh_per_driver_par_actb_age_kid_car0.002891.8e+308-4.831.34e-060.04460.135-2.650.00803
b_veh_per_driver_par_actb_age_par_act0.1241.8e+308-3.620.0002970.5520.775-2.070.0386
b_veh_per_driver_par_actb_female_kid_act0.06591.8e+308-1.830.06780.3240.362-1.060.289
b_veh_per_driver_par_actb_female_kid_car-0.002071.8e+308-2.950.00316-0.0524-0.151-1.60.11
b_veh_per_driver_par_actb_female_par_act0.1381.8e+308-2.730.006411.170.578-1.940.0522
b_veh_per_driver_par_actb_has_big_sib_kid_act0.1921.8e+308-7.468.33e-143.40.339-7.478.04e-14
b_veh_per_driver_par_actb_has_big_sib_kid_car0.1021.8e+308-6.867.07e-121.330.193-6.594.43e-11
b_veh_per_driver_par_actb_has_big_sib_par_act-2.631.8e+308-1.490.137-19.8-0.677-0.8020.423
b_veh_per_driver_par_actb_has_lil_sib_kid_act-0.04541.8e+308-4.938.03e-07-0.264-0.294-2.730.00635
b_veh_per_driver_par_actb_has_lil_sib_kid_car0.003161.8e+308-5.132.9e-070.05730.119-2.860.00425
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.1961.8e+308-4.055.04e-05-1.39-0.572-2.080.038
b_veh_per_driver_par_actb_log_density_kid_act-0.3731.8e+308-6.273.68e-10-2.75-0.509-3.670.000243
b_veh_per_driver_par_actb_log_density_kid_car-0.0004651.8e+308-4.516.53e-06-0.0248-0.0366-2.780.00548
b_veh_per_driver_par_actb_log_density_par_act-0.4941.8e+308-7.593.18e-14-1.21-0.174-6.031.6e-09
b_veh_per_driver_par_actb_log_distance_kid_act0.02751.8e+308-2.750.005870.1340.674-1.50.132
b_veh_per_driver_par_actb_log_distance_kid_car-0.001331.8e+308-3.430.000605-0.0204-0.123-1.850.0645
b_veh_per_driver_par_actb_log_distance_par_act0.1031.8e+308-3.130.001730.7220.776-1.870.0608
b_veh_per_driver_par_actb_log_income_k_kid_act0.01041.8e+308-3.730.0001940.06640.143-2.060.0394
b_veh_per_driver_par_actb_log_income_k_kid_car-0.000651.8e+308-3.919.17e-05-0.00465-0.0647-2.120.0342
b_veh_per_driver_par_actb_log_income_k_par_act-0.1181.8e+308-3.440.000584-0.381-0.476-1.920.0549
b_veh_per_driver_par_actb_non_work_dad_kid_ace-0.03981.8e+308-2.270.0231-0.574-0.389-1.230.217
b_veh_per_driver_par_actb_non_work_dad_kid_car-0.006331.8e+308-2.660.00772-0.0739-0.167-1.460.144
b_veh_per_driver_par_actb_non_work_dad_par_act0.1961.8e+308-3.480.0004941.180.439-2.610.00909
b_veh_per_driver_par_actb_non_work_mom_kid_act-0.02621.8e+308-2.260.024-0.28-0.251-1.250.212
b_veh_per_driver_par_actb_non_work_mom_kid_car-0.008831.8e+308-1.70.0897-0.123-0.158-0.930.352
b_veh_per_driver_par_actb_non_work_mom_par_act-0.1331.8e+308-3.928.78e-05-0.381-0.261-2.390.0171
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.1411.8e+308-2.560.01040.3180.316-1.410.158
b_veh_per_driver_par_actb_veh_per_driver_kid_car0.002781.8e+308-3.967.6e-05-0.0226-0.246-2.130.0328
b_y2017_kid_actalpha_KID_act-0.02871.8e+308-2.90.00376-0.131-0.812-1.780.0744
b_y2017_kid_actalpha_PAR_act-0.04131.8e+308-2.690.00708-0.207-0.832-1.560.119
b_y2017_kid_actalpha_kid_CAR0.00561.8e+308-2.670.007510.0250.729-1.870.0617
b_y2017_kid_actalpha_par_CAR-1.18e-051.8e+308-2.210.0268-0.000143-0.168-1.510.131
b_y2017_kid_actasc_kid_act-0.005591.8e+3084.891.03e-06-0.0584-0.2763.270.00108
b_y2017_kid_actasc_kid_car9.71e-051.8e+3082.850.00441-0.0531-0.3371.850.0646
b_y2017_kid_actasc_par_act-0.05511.8e+3083.030.00246-0.304-0.5871.820.0695
b_y2017_kid_actb_age_kid_act-0.01411.8e+308-5.261.46e-07-0.0214-0.203-3.690.000225
b_y2017_kid_actb_age_kid_car-0.01671.8e+308-3.690.000223-0.0304-0.249-2.580.00975
b_y2017_kid_actb_age_par_act0.02391.8e+308-0.7630.445-0.0969-0.368-0.4340.664
b_y2017_kid_actb_female_kid_act-0.0131.8e+3081.810.0697-0.108-0.3271.240.216
b_y2017_kid_actb_female_kid_car0.01711.8e+308-0.07340.9410.03330.259-0.05220.958
b_y2017_kid_actb_female_par_act-0.08951.8e+3080.02170.983-0.481-0.6450.01310.99
b_y2017_kid_actb_has_big_sib_kid_act-0.331.8e+308-6.751.44e-11-1.47-0.398-5.982.26e-09
b_y2017_kid_actb_has_big_sib_kid_car-0.3411.8e+308-5.932.99e-09-0.768-0.301-5.552.84e-08
b_y2017_kid_actb_has_big_sib_par_act1.321.8e+308-1.180.2387.850.727-0.6820.495
b_y2017_kid_actb_has_lil_sib_kid_act0.02691.8e+308-4.371.23e-050.1060.321-3.730.000194
b_y2017_kid_actb_has_lil_sib_kid_car-0.02051.8e+308-4.133.65e-05-0.0408-0.229-2.990.00276
b_y2017_kid_actb_has_lil_sib_par_act0.09581.8e+308-3.370.0007640.6030.67-3.070.00216
b_y2017_kid_actb_log_density_kid_act0.1871.8e+308-6.138.59e-101.030.518-4.966.91e-07
b_y2017_kid_actb_log_density_kid_car-0.00581.8e+308-2.990.00280.0040.0159-3.050.00227
b_y2017_kid_actb_log_density_par_act-0.1431.8e+308-7.167.99e-13-0.271-0.105-6.283.3e-10
b_y2017_kid_actb_log_distance_kid_act-0.00611.8e+3080.5650.572-0.0445-0.6040.3670.714
b_y2017_kid_actb_log_distance_kid_car0.008561.8e+308-1.040.30.01460.238-0.7070.48
b_y2017_kid_actb_log_distance_par_act-0.04291.8e+3080.1160.907-0.27-0.7840.06290.95
b_y2017_kid_actb_log_income_k_kid_act0.0001271.8e+308-1.580.114-0.013-0.0754-1.110.269
b_y2017_kid_actb_log_income_k_kid_car0.0004471.8e+308-2.030.04270.002620.0987-1.40.161
b_y2017_kid_actb_log_income_k_par_act-0.005941.8e+308-1.660.09750.0450.152-1.330.183
b_y2017_kid_actb_non_work_dad_kid_ace0.05441.8e+3080.370.7120.2570.4720.3710.711
b_y2017_kid_actb_non_work_dad_kid_car0.01441.8e+3080.3860.6990.04090.250.2990.765
b_y2017_kid_actb_non_work_dad_par_act-0.1011.8e+308-1.280.2-0.504-0.509-0.8950.371
b_y2017_kid_actb_non_work_mom_kid_act0.06191.8e+3080.7290.4660.1710.4160.6450.519
b_y2017_kid_actb_non_work_mom_kid_car0.03931.8e+3082.270.02340.07790.2711.720.0858
b_y2017_kid_actb_non_work_mom_par_act-0.02221.8e+308-2.50.01230.03710.0689-2.280.0225
b_y2017_kid_actb_veh_per_driver_kid_act-0.0391.8e+3080.7160.474-0.125-0.3360.5150.607
b_y2017_kid_actb_veh_per_driver_kid_car0.00291.8e+308-2.110.03450.006860.202-1.480.138
b_y2017_kid_actb_veh_per_driver_par_act-0.05741.8e+3082.590.0096-0.781-0.5151.30.193
b_y2017_kid_caralpha_KID_act-0.003641.8e+308-6.186.32e-10-0.0142-0.451-4.439.33e-06
b_y2017_kid_caralpha_PAR_act-0.004961.8e+308-5.445.23e-08-0.0213-0.442-3.20.00138
b_y2017_kid_caralpha_kid_CAR0.001531.8e+308-6.234.53e-100.0040.603-8.510
b_y2017_kid_caralpha_par_CAR2.95e-061.8e+308-4.811.54e-068.84e-050.534-5.825.74e-09
b_y2017_kid_carasc_kid_act-0.0004931.8e+3089.990-0.00778-0.199.190
b_y2017_kid_carasc_kid_car0.01531.8e+3089.3800.01420.4669.620
b_y2017_kid_carasc_par_act-0.006081.8e+3085.113.26e-07-0.0314-0.3133.490.000475
b_y2017_kid_carb_age_kid_act-0.006281.8e+308-10.60-0.00623-0.305-11.40
b_y2017_kid_carb_age_kid_car-0.01661.8e+308-6.061.36e-09-0.0209-0.886-5.982.18e-09
b_y2017_kid_carb_age_par_act0.002511.8e+308-0.3750.708-0.0114-0.224-0.2840.777
b_y2017_kid_carb_female_kid_act-0.0002321.8e+3083.40.000668-0.0108-0.1683.10.00195
b_y2017_kid_carb_female_kid_car0.01641.8e+3081.340.1810.02120.8532.820.00478
b_y2017_kid_carb_female_par_act-0.01031.8e+3080.4270.67-0.0488-0.3380.2950.768
b_y2017_kid_carb_has_big_sib_kid_act-0.1631.8e+308-6.781.21e-11-0.281-0.392-6.263.87e-10
b_y2017_kid_carb_has_big_sib_kid_car-0.3141.8e+308-5.923.25e-09-0.434-0.88-5.739.99e-09
b_y2017_kid_carb_has_big_sib_par_act0.08741.8e+308-1.120.2610.7530.36-0.6390.523
b_y2017_kid_carb_has_lil_sib_kid_act-0.009261.8e+308-5.054.48e-07-0.00161-0.0251-5.241.64e-07
b_y2017_kid_carb_has_lil_sib_kid_car-0.021.8e+308-61.98e-09-0.0296-0.855-5.972.32e-09
b_y2017_kid_carb_has_lil_sib_par_act0.003831.8e+308-3.120.001810.0570.327-2.110.0349
b_y2017_kid_carb_log_density_kid_act0.09631.8e+308-6.021.72e-090.2130.551-4.439.64e-06
b_y2017_kid_carb_log_density_kid_car-0.01531.8e+308-3.170.00154-0.0243-0.5-5.162.52e-07
b_y2017_kid_carb_log_density_par_act0.01641.8e+308-7.273.53e-130.0150.03-6.498.75e-11
b_y2017_kid_carb_log_distance_kid_act0.0001181.8e+3083.140.00166-0.00334-0.2343.040.00237
b_y2017_kid_carb_log_distance_kid_car0.0091.8e+308-1.670.09510.01060.892-2.820.00483
b_y2017_kid_carb_log_distance_par_act-0.004531.8e+3081.320.186-0.0273-0.4090.6760.499
b_y2017_kid_carb_log_income_k_kid_act-0.00151.8e+308-2.020.0431-0.00361-0.108-2.080.0371
b_y2017_kid_carb_log_income_k_kid_car-6.41e-051.8e+308-3.928.86e-050.0008460.164-5.271.4e-07
b_y2017_kid_carb_log_income_k_par_act-0.002671.8e+308-1.870.06210.002190.0383-1.840.0661
b_y2017_kid_carb_non_work_dad_kid_ace0.01551.8e+3080.8740.3820.04630.4380.8430.399
b_y2017_kid_carb_non_work_dad_kid_car0.01151.8e+3081.670.0940.02420.763.530.000417
b_y2017_kid_carb_non_work_dad_par_act-0.007391.8e+308-1.220.221-0.0427-0.223-0.9840.325
b_y2017_kid_carb_non_work_mom_kid_act0.03421.8e+3081.570.1170.04660.5831.570.116
b_y2017_kid_carb_non_work_mom_kid_car0.03831.8e+3085.251.51e-070.04890.8785.893.93e-09
b_y2017_kid_carb_non_work_mom_par_act0.009771.8e+308-2.720.006590.01790.171-2.810.0049
b_y2017_kid_carb_veh_per_driver_kid_act-0.01491.8e+3081.580.114-0.0294-0.4081.430.152
b_y2017_kid_carb_veh_per_driver_kid_car0.002891.8e+308-4.045.41e-050.001130.172-5.612.06e-08
b_y2017_kid_carb_veh_per_driver_par_act-0.006791.8e+3083.180.0015-0.0838-0.2851.710.0876
b_y2017_kid_carb_y2017_kid_act0.03131.8e+3080.6060.5440.04580.4220.4150.678
b_y2017_par_actalpha_KID_act-0.0151.8e+3086.431.24e-10-0.443-0.7043.560.000367
b_y2017_par_actalpha_PAR_act-0.0811.8e+3086.312.84e-10-0.805-0.8343.440.000592
b_y2017_par_actalpha_kid_CAR0.0051.8e+3086.682.31e-110.08720.6553.919.42e-05
b_y2017_par_actalpha_par_CAR-0.0003231.8e+3086.81.08e-11-0.00105-0.3173.948.3e-05
b_y2017_par_actasc_kid_act-0.131.8e+3088.670-0.387-0.475.054.35e-07
b_y2017_par_actasc_kid_car-0.05451.8e+3088.182.22e-16-0.249-0.4064.712.46e-06
b_y2017_par_actasc_par_act-0.3811.8e+3087.632.38e-14-1.6-0.7974.281.88e-05
b_y2017_par_actb_age_kid_act0.07341.8e+3085.884.21e-090.06290.1533.350.00082
b_y2017_par_actb_age_kid_car0.0241.8e+3086.263.83e-10-0.0643-0.1353.580.000346
b_y2017_par_actb_age_par_act-0.2771.8e+3086.546.02e-11-0.812-0.7933.810.000139
b_y2017_par_actb_female_kid_act-0.1161.8e+3087.671.71e-14-0.515-0.44.439.25e-06
b_y2017_par_actb_female_kid_car-0.02291.8e+3087.342.18e-130.07560.1514.341.41e-05
b_y2017_par_actb_female_par_act-0.1331.8e+3086.662.78e-11-1.75-0.6053.50.000463
b_y2017_par_actb_has_big_sib_kid_act0.3111.8e+308-3.957.82e-05-5.34-0.37-2.880.00395
b_y2017_par_actb_has_big_sib_kid_car0.3771.8e+308-2.190.0287-1.98-0.2-1.620.106
b_y2017_par_actb_has_big_sib_par_act3.751.8e+3080.3970.69132.20.7650.2540.8
b_y2017_par_actb_has_lil_sib_kid_act0.08821.8e+3085.835.66e-090.3760.2913.50.000469
b_y2017_par_actb_has_lil_sib_kid_car0.03541.8e+3085.992.11e-09-0.0818-0.1183.420.000623
b_y2017_par_actb_has_lil_sib_par_act0.491.8e+3086.283.38e-102.630.754.565.19e-06
b_y2017_par_actb_log_density_kid_act0.4871.8e+3080.3570.7214.390.5650.3250.745
b_y2017_par_actb_log_density_kid_car0.03951.8e+3085.661.5e-080.07010.07193.480.000509
b_y2017_par_actb_log_density_par_act1.411.8e+308-3.260.00111.830.182-2.460.014
b_y2017_par_actb_log_distance_kid_act-0.05791.8e+3087.497.08e-14-0.225-0.7844.311.62e-05
b_y2017_par_actb_log_distance_kid_car-0.01231.8e+3087.121.07e-120.02880.1214.163.2e-05
b_y2017_par_actb_log_distance_par_act-0.191.8e+3087.022.29e-12-1.21-0.93.80.000144
b_y2017_par_actb_log_income_k_kid_act-0.03331.8e+3086.81.03e-11-0.113-0.1683.967.6e-05
b_y2017_par_actb_log_income_k_kid_car-0.0008951.8e+3086.848.11e-120.007930.07673.977.23e-05
b_y2017_par_actb_log_income_k_par_act0.08611.8e+3086.895.51e-120.4650.4054.163.22e-05
b_y2017_par_actb_non_work_dad_kid_ace-0.008081.8e+3087.11.25e-120.8290.394.752.06e-06
b_y2017_par_actb_non_work_dad_kid_car-0.02821.8e+3087.411.22e-130.1040.1624.448.96e-06
b_y2017_par_actb_non_work_dad_par_act0.07061.8e+3085.582.37e-08-1.54-0.43.010.00265
b_y2017_par_actb_non_work_mom_kid_act-0.02571.8e+3087.342.16e-130.4630.2894.663.18e-06
b_y2017_par_actb_non_work_mom_kid_car-0.05211.8e+3087.92.89e-150.1790.164.821.41e-06
b_y2017_par_actb_non_work_mom_par_act0.3481.8e+3086.32.95e-100.6490.313.710.000203
b_y2017_par_actb_veh_per_driver_kid_act-0.008051.8e+3087.496.88e-14-0.358-0.2474.271.95e-05
b_y2017_par_actb_veh_per_driver_kid_car0.008721.8e+3086.829.27e-120.03440.263.967.41e-05
b_y2017_par_actb_veh_per_driver_par_act-0.9791.8e+3086.479.95e-11-4.73-0.8013.370.000739
b_y2017_par_actb_y2017_kid_act0.1051.8e+3087.41.35e-131.390.6385.034.82e-07
b_y2017_par_actb_y2017_kid_car-0.002451.8e+3087.254.19e-130.1340.3164.291.81e-05
mu_activealpha_KID_act0.4011.8e+3081.250.2122.560.9080.5010.617
mu_activealpha_PAR_act0.5731.8e+3081.260.2064.120.9530.5090.611
mu_activealpha_kid_CAR-0.07881.8e+3081.290.198-0.499-0.8380.5170.605
mu_activealpha_par_CAR0.0008531.8e+3081.330.1830.004420.2970.5340.593
mu_activeasc_kid_act0.2381.8e+3082.110.03511.590.4320.8470.397
mu_activeasc_kid_car0.2221.8e+3081.860.06291.260.4580.7460.456
mu_activeasc_par_act0.851.8e+3082.050.04046.470.7180.830.406
mu_activeb_age_kid_act-0.01531.8e+3080.9910.3220.03240.01760.3980.691
mu_activeb_age_kid_car0.05481.8e+3081.150.2490.4670.220.4630.644
mu_activeb_age_par_act0.481.8e+3081.490.1353.360.7320.6010.548
mu_activeb_female_kid_act0.3621.8e+3081.80.07192.470.4280.7250.469
mu_activeb_female_kid_car-0.06641.8e+3081.540.125-0.533-0.2390.6160.538
mu_activeb_female_par_act1.311.8e+3081.620.1069.760.7520.6590.51
mu_activeb_has_big_sib_kid_act3.741.8e+308-3.680.00023130.40.471-2.040.0417
mu_activeb_has_big_sib_kid_car1.61.8e+308-2.090.036212.80.288-0.9940.32
mu_activeb_has_big_sib_par_act-22.61.8e+308-0.1160.907-164-0.871-0.05160.959
mu_activeb_has_lil_sib_kid_act-0.271.8e+3081.010.313-1.97-0.3410.4050.685
mu_activeb_has_lil_sib_kid_car0.07321.8e+3081.070.2840.620.1990.430.667
mu_activeb_has_lil_sib_par_act-1.671.8e+3080.9570.338-12.2-0.7770.3820.702
mu_activeb_log_density_kid_act-3.21.8e+308-0.5960.551-23-0.662-0.2440.807
mu_activeb_log_density_kid_car-0.02811.8e+3081.060.288-0.162-0.03720.4290.668
mu_activeb_log_density_par_act-0.5081.8e+308-2.370.018-2.38-0.053-1.060.287
mu_activeb_log_distance_kid_act0.1421.8e+3081.610.10710.7780.6470.517
mu_activeb_log_distance_kid_car-0.02491.8e+3081.450.148-0.218-0.2050.580.562
mu_activeb_log_distance_par_act0.7761.8e+3081.610.1085.760.960.6480.517
mu_activeb_log_income_k_kid_act0.07961.8e+3081.380.1670.4860.1620.5550.579
mu_activeb_log_income_k_kid_car-0.003371.8e+3081.350.178-0.0428-0.09240.540.589
mu_activeb_log_income_k_par_act-0.2641.8e+3081.330.183-1.76-0.3420.5340.593
mu_activeb_non_work_dad_kid_ace-0.6981.8e+3081.550.121-5.08-0.5340.6230.533
mu_activeb_non_work_dad_kid_car-0.08461.8e+3081.580.114-0.692-0.2420.6350.526
mu_activeb_non_work_dad_par_act1.491.8e+3081.280.20110.10.5870.5250.599
mu_activeb_non_work_mom_kid_act-0.2891.8e+3081.610.107-2.62-0.3650.6460.518
mu_activeb_non_work_mom_kid_car-0.1441.8e+3081.780.0753-1.23-0.2460.7130.476
mu_activeb_non_work_mom_par_act-0.531.8e+3081.080.28-2.22-0.2360.4390.661
mu_activeb_veh_per_driver_kid_act0.2681.8e+3081.660.09712.050.3150.6690.504
mu_activeb_veh_per_driver_kid_car-0.02861.8e+3081.340.182-0.166-0.2810.5360.592
mu_activeb_veh_per_driver_par_act3.261.8e+3082.420.015722.10.8350.9950.32
mu_activeb_y2017_kid_act-0.9891.8e+3081.490.137-7.42-0.760.5940.552
mu_activeb_y2017_kid_car-0.1031.8e+3081.490.137-0.773-0.4090.5960.551
mu_activeb_y2017_par_act-4.781.8e+308-0.7140.475-33.6-0.883-0.2870.774
mu_motoralpha_KID_act0.005951.8e+3081.8e+30800.03460.2021950
mu_motoralpha_PAR_act0.01131.8e+3081.8e+30800.06250.2381940
mu_motoralpha_kid_CAR-0.01251.8e+3081.8e+3080-5.3e-05-0.001471920
mu_motoralpha_par_CAR-0.004841.8e+3081.8e+30800.00090.9981930
mu_motorasc_kid_act0.03251.8e+3081.8e+30800.03860.1731970
mu_motorasc_kid_car0.03981.8e+3081.8e+30800.140.8392480
mu_motorasc_par_act0.04321.8e+3081.8e+30800.1160.2131670
mu_motorb_age_kid_act-0.02811.8e+3081.8e+3080-0.0368-0.3311770
mu_motorb_age_kid_car-0.03721.8e+3081.8e+3080-0.0962-0.7471650
mu_motorb_age_par_act0.01241.8e+3081.8e+30800.06290.2261940
mu_motorb_female_kid_act0.01381.8e+3081.8e+30800.05130.1471820
mu_motorb_female_kid_car0.02891.8e+3081.8e+30800.09470.6982250
mu_motorb_female_par_act0.02241.8e+3081.8e+30800.1580.2011340
mu_motorb_has_big_sib_kid_act-0.8931.8e+30827.60-0.387-0.098923.90
mu_motorb_has_big_sib_kid_car-0.9771.8e+308430-1.89-0.70333.20
mu_motorb_has_big_sib_par_act-0.8931.8e+30817.80-2.98-0.2629.820
mu_motorb_has_lil_sib_kid_act-0.06071.8e+3081.8e+3080-0.102-0.291490
mu_motorb_has_lil_sib_kid_car-0.06591.8e+3081.8e+3080-0.139-0.7381540
mu_motorb_has_lil_sib_par_act-0.06981.8e+3081.8e+3080-0.232-0.24494.60
mu_motorb_log_density_kid_act0.1011.8e+30836200.07540.035851.40
mu_motorb_log_density_kid_car-0.04031.8e+3081.8e+3080-0.146-0.5531490
mu_motorb_log_density_par_act-0.02711.8e+3085300.04620.016937.10
mu_motorb_log_distance_kid_act0.01071.8e+3081.8e+30800.02530.3242010
mu_motorb_log_distance_kid_car0.01711.8e+3081.8e+30800.0490.7572090
mu_motorb_log_distance_par_act0.02151.8e+3081.8e+30800.09840.2711920
mu_motorb_log_income_k_kid_act0.000191.8e+3081.8e+30800.001680.009261860
mu_motorb_log_income_k_kid_car7.42e-051.8e+3081.8e+30800.002930.1041930
mu_motorb_log_income_k_par_act-0.01051.8e+3081.8e+3080-0.0471-0.1511630
mu_motorb_non_work_dad_kid_ace0.06391.8e+3081.8e+30800.04030.071480
mu_motorb_non_work_dad_kid_car0.07021.8e+3081.8e+30800.1150.6622300
mu_motorb_non_work_dad_par_act0.05341.8e+3081.8e+30800.2020.1941080
mu_motorb_non_work_mom_kid_act0.09391.8e+3081.8e+30800.1380.3171900
mu_motorb_non_work_mom_kid_car0.08871.8e+3081.8e+30800.220.7232680
mu_motorb_non_work_mom_par_act0.0231.8e+3081.8e+30800.03260.05741460
mu_motorb_veh_per_driver_kid_act-0.03441.8e+3081.8e+3080-0.0539-0.1371550
mu_motorb_veh_per_driver_kid_car-0.01061.8e+3081.8e+3080-0.00473-0.1321910
mu_motorb_veh_per_driver_par_act0.07571.8e+3081.8e+30800.3810.23878.60
mu_motorb_y2017_kid_act-0.004061.8e+3081.8e+3080-0.0871-0.1471320
mu_motorb_y2017_kid_car0.005861.8e+3081.8e+30800.06460.5632130
mu_motorb_y2017_par_act-0.2211.8e+3081.8e+3080-0.678-0.29443.50
mu_motormu_active0.5521.8e+30830.402.80.27211.30
mu_no_parentalpha_KID_act-0.02091.8e+3084.487.62e-06-0.0448-0.1793.948.21e-05
mu_no_parentalpha_PAR_act-0.005631.8e+3084.565.12e-06-0.0417-0.1093.99.72e-05
mu_no_parentalpha_kid_CAR-0.00621.8e+3084.871.13e-06-0.0038-0.07184.41.08e-05
mu_no_parentalpha_par_CAR-0.0003011.8e+3085.093.53e-07-0.000511-0.3884.594.38e-06
mu_no_parentasc_kid_act0.08811.8e+3089.3900.1190.3658.560
mu_no_parentasc_kid_car-0.08581.8e+3087.022.15e-12-0.111-0.4576.322.65e-10
mu_no_parentasc_par_act0.11.8e+3088.3400.09510.1196.885.88e-12
mu_no_parentb_age_kid_act-0.02471.8e+3083.290.00101-0.0483-0.2972.930.00339
mu_no_parentb_age_kid_car0.07451.8e+3084.458.6e-060.08730.46346.28e-05
mu_no_parentb_age_par_act0.02181.8e+3085.721.07e-08-0.0053-0.0134.986.44e-07
mu_no_parentb_female_kid_act0.04141.8e+3087.081.41e-120.04770.09346.391.61e-10
mu_no_parentb_female_kid_car-0.07511.8e+3085.671.41e-08-0.087-0.4395.162.45e-07
mu_no_parentb_female_par_act-0.00061.8e+3085.162.45e-07-0.0629-0.05464.133.69e-05
mu_no_parentb_has_big_sib_kid_act0.2281.8e+308-5.416.15e-080.07790.0136-4.976.62e-07
mu_no_parentb_has_big_sib_kid_car1.41.8e+308-4.613.95e-061.690.43-4.565.07e-06
mu_no_parentb_has_big_sib_par_act0.581.8e+308-0.370.7111.870.112-0.2110.833
mu_no_parentb_has_lil_sib_kid_act0.0461.8e+3083.40.0006790.04790.09363.080.00205
mu_no_parentb_has_lil_sib_kid_car0.1071.8e+3084.074.74e-050.1270.463.690.000223
mu_no_parentb_has_lil_sib_par_act0.01611.8e+3082.880.003960.08490.06112.290.022
mu_no_parentb_log_density_kid_act-0.771.8e+308-2.10.0361-0.988-0.32-1.640.1
mu_no_parentb_log_density_kid_car0.1511.8e+3083.60.0003140.1490.3843.690.000228
mu_no_parentb_log_density_par_act-0.951.8e+308-4.594.36e-06-1.49-0.373-4.035.69e-05
mu_no_parentb_log_distance_kid_act0.02261.8e+3086.594.43e-110.01250.1095.864.52e-09
mu_no_parentb_log_distance_kid_car-0.03921.8e+3085.474.41e-08-0.0445-0.474.957.4e-07
mu_no_parentb_log_distance_par_act0.0181.8e+3086.254.1e-10-0.0274-0.05155.152.66e-07
mu_no_parentb_log_income_k_kid_act0.01561.8e+3085.281.29e-070.02340.08814.81.6e-06
mu_no_parentb_log_income_k_kid_car-0.0005791.8e+3085.162.5e-07-0.00182-0.04434.663.17e-06
mu_no_parentb_log_income_k_par_act0.01031.8e+3084.928.48e-070.03030.06644.56.66e-06
mu_no_parentb_non_work_dad_kid_ace-0.03991.8e+3085.321.01e-07-0.0431-0.05124.811.51e-06
mu_no_parentb_non_work_dad_kid_car-0.07691.8e+3085.797.23e-09-0.0996-0.3945.291.21e-07
mu_no_parentb_non_work_dad_par_act-0.1171.8e+3083.060.00221-0.29-0.192.510.0119
mu_no_parentb_non_work_mom_kid_act-0.1791.8e+3085.271.33e-07-0.153-0.244.957.27e-07
mu_no_parentb_non_work_mom_kid_car-0.1611.8e+3086.215.23e-10-0.2-0.4495.631.85e-08
mu_no_parentb_non_work_mom_par_act-0.1331.8e+3083.030.00244-0.0938-0.1132.910.00362
mu_no_parentb_veh_per_driver_kid_act0.1321.8e+3086.876.6e-120.160.2786.25.64e-10
mu_no_parentb_veh_per_driver_kid_car-0.002951.8e+3085.083.87e-070.001530.02914.623.77e-06
mu_no_parentb_veh_per_driver_par_act0.1451.8e+3086.866.75e-120.04620.01974.192.78e-05
mu_no_parentb_y2017_kid_act0.0281.8e+3085.671.45e-080.1740.2015.182.26e-07
mu_no_parentb_y2017_kid_car-0.05681.8e+3085.542.95e-08-0.0623-0.3715.054.33e-07
mu_no_parentb_y2017_par_act-0.2271.8e+308-2.940.003310.01830.00543-1.970.0492
mu_no_parentmu_active-0.4121.8e+308-0.3060.76-1.57-0.104-0.1250.9
mu_no_parentmu_motor-0.221.8e+3081.8e+3080-0.365-0.4-89.50
mu_parentalpha_KID_act0.02011.8e+3083.670.0002390.1740.8491.730.0834
mu_parentalpha_PAR_act0.04491.8e+3084.574.89e-060.3040.9672.180.0293
mu_parentalpha_kid_CAR-0.004331.8e+3084.035.65e-05-0.034-0.7841.690.0908
mu_parentalpha_par_CAR7.35e-051.8e+3084.663.22e-060.0003160.2921.970.0484
mu_parentasc_kid_act0.02671.8e+3081400.1180.4416.791.14e-11
mu_parentasc_kid_car0.01261.8e+30810.900.08390.425.182.22e-07
mu_parentasc_par_act0.1121.8e+30813.400.5360.8189.670
mu_parentb_age_kid_act-0.006491.8e+3080.2060.837-0.000413-0.00310.09420.925
mu_parentb_age_kid_car0.003181.8e+3082.180.02910.03350.2170.9950.32
mu_parentb_age_par_act0.03871.8e+3086.64.06e-110.2360.7083.50.000468
mu_parentb_female_kid_act0.03411.8e+3088.292.22e-160.1810.4334.947.89e-07
mu_parentb_female_kid_car-0.003411.8e+3086.536.67e-11-0.0378-0.2322.960.00308
mu_parentb_female_par_act0.09031.8e+3084.458.47e-060.6930.7344.252.09e-05
mu_parentb_has_big_sib_kid_act0.1821.8e+308-6.283.49e-102.160.461-6.244.44e-10
mu_parentb_has_big_sib_kid_car0.09411.8e+308-5.281.27e-070.9150.284-5.377.84e-08
mu_parentb_has_big_sib_par_act-1.551.8e+308-0.7730.44-11.7-0.859-0.4240.671
mu_parentb_has_lil_sib_kid_act-0.02121.8e+3080.4070.684-0.134-0.320.2180.827
mu_parentb_has_lil_sib_kid_car0.003581.8e+3081.070.2860.04430.1960.5370.591
mu_parentb_has_lil_sib_par_act-0.1481.8e+3080.2530.801-0.931-0.8170.1260.899
mu_parentb_log_density_kid_act-0.2611.8e+308-4.143.48e-05-1.67-0.66-2.60.0094
mu_parentb_log_density_kid_car-0.003871.8e+3080.6690.504-0.013-0.04080.5050.614
mu_parentb_log_density_par_act-0.2371.8e+308-6.186.21e-10-0.412-0.126-5.331.01e-07
mu_parentb_log_distance_kid_act0.01611.8e+3089.0200.07670.8213.80.000146
mu_parentb_log_distance_kid_car-0.001341.8e+3086.021.75e-09-0.0156-0.2012.570.0103
mu_parentb_log_distance_par_act0.06821.8e+30812.500.4280.9826.11.04e-09
mu_parentb_log_income_k_kid_act0.007871.8e+3084.761.96e-060.03510.1612.260.024
mu_parentb_log_income_k_kid_car-0.0001311.8e+3084.771.85e-06-0.00321-0.09552.050.0399
mu_parentb_log_income_k_par_act-0.01171.8e+3083.460.000532-0.112-0.31.720.0849
mu_parentb_non_work_dad_kid_ace-0.03061.8e+3084.074.7e-05-0.332-0.4812.270.0233
mu_parentb_non_work_dad_kid_car-0.004431.8e+3086.381.77e-10-0.049-0.2363.150.00163
mu_parentb_non_work_dad_par_act0.05971.8e+3081.250.210.6410.5111.170.24
mu_parentb_non_work_mom_kid_act-0.02691.8e+3084.986.49e-07-0.201-0.3862.740.00618
mu_parentb_non_work_mom_kid_car-0.00851.8e+3087.642.13e-14-0.0887-0.2443.870.00011
mu_parentb_non_work_mom_par_act-0.04411.8e+3080.8120.417-0.135-0.1970.5520.581
mu_parentb_veh_per_driver_kid_act0.02891.8e+3086.322.66e-100.160.343.890.000101
mu_parentb_veh_per_driver_kid_car-0.001871.8e+3084.487.57e-06-0.0114-0.2641.980.0477
mu_parentb_veh_per_driver_par_act0.2341.8e+3086.623.6e-111.510.7884.458.7e-06
mu_parentb_y2017_kid_act-0.07291.8e+3083.986.84e-05-0.536-0.7561.890.0592
mu_parentb_y2017_kid_car-0.007511.8e+3085.962.57e-09-0.0556-0.4042.670.00756
mu_parentb_y2017_par_act-0.4811.8e+308-4.821.46e-06-2.53-0.915-2.530.0115
mu_parentmu_active1.531.8e+308-1.030.30311.70.949-0.4190.675
mu_parentmu_motor0.04761.8e+3081.8e+30800.20.266-1420
mu_parentmu_no_parent0.04121.8e+308-3.190.00144-0.0509-0.0464-2.250.0244
+

Smallest eigenvalue: -211585

+

Largest eigenvalue: 2.88797e+06

+

Condition number: -13.6492

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/cross-nest/cross_nest.pickle b/models/IATBR plan/4 alternatives/cross-nest/cross_nest.pickle new file mode 100644 index 0000000..79e5fcf Binary files /dev/null and b/models/IATBR plan/4 alternatives/cross-nest/cross_nest.pickle differ diff --git a/models/IATBR plan/4 alternatives/ind-nest/__ind_nests.iter b/models/IATBR plan/4 alternatives/ind-nest/__ind_nests.iter new file mode 100644 index 0000000..2fc3a29 --- /dev/null +++ b/models/IATBR plan/4 alternatives/ind-nest/__ind_nests.iter @@ -0,0 +1,38 @@ +asc_kid_act = -4.104011840553357 +asc_kid_car = -4.0729382533155 +asc_par_act = -4.929215365488686 +b_age_kid_act = 2.2477575007796733 +b_age_kid_car = 2.2250862266129987 +b_age_par_act = -2.1888189850926256 +b_female_kid_act = -2.8293677488808333 +b_female_kid_car = -2.7929030158373442 +b_female_par_act = -1.2224872395182238 +b_has_big_sib_kid_act = 3.997589425671292 +b_has_big_sib_kid_car = 4.005903769327959 +b_has_big_sib_par_act = 0.8533323005926954 +b_has_lil_sib_kid_act = 3.052517489356268 +b_has_lil_sib_kid_car = 3.0789930969513537 +b_has_lil_sib_par_act = 2.9454322288170722 +b_log_density_kid_act = 1.0534018723271965 +b_log_density_kid_car = 1.0251522501534798 +b_log_density_par_act = 3.4788443884380067 +b_log_distance_kid_act = -1.359553040281869 +b_log_distance_kid_car = -1.3376559846510532 +b_log_distance_par_act = -1.5177562646655853 +b_log_income_k_kid_act = -0.5728807954948306 +b_log_income_k_kid_car = -0.5718765584800294 +b_log_income_k_par_act = 0.5983580349921319 +b_non_work_dad_kid_ace = -1.0833311574922633 +b_non_work_dad_kid_car = -1.0695858322728584 +b_non_work_dad_par_act = 1.905511550479955 +b_non_work_mom_kid_act = -2.608124911911315 +b_non_work_mom_kid_car = -2.6605210436747075 +b_non_work_mom_par_act = 3.210995564659463 +b_veh_per_driver_kid_act = -2.308482196478211 +b_veh_per_driver_kid_car = -1.734656270433022 +b_veh_per_driver_par_act = -96.78588722068422 +b_y2017_kid_act = -2.5147393026500287 +b_y2017_kid_car = -2.502102330842429 +b_y2017_par_act = 23.808772729621243 +mu_kid = 74.46835114706923 +mu_parent = 1.136367686184986 diff --git a/models/IATBR plan/4 alternatives/ind-nest/biogeme.toml b/models/IATBR plan/4 alternatives/ind-nest/biogeme.toml new file mode 100644 index 0000000..ebd0919 --- /dev/null +++ b/models/IATBR plan/4 alternatives/ind-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 27, 2024. 11:07:52 + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 10000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + diff --git a/models/IATBR plan/4 alternatives/ind-nest/ind_nests.html b/models/IATBR plan/4 alternatives/ind-nest/ind_nests.html new file mode 100644 index 0000000..be9f23e --- /dev/null +++ b/models/IATBR plan/4 alternatives/ind-nest/ind_nests.html @@ -0,0 +1,810 @@ + + + + +ind_nests - Report from biogeme 3.2.13 [2024-04-05] + + + + + + +

biogeme 3.2.13 [2024-04-05]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-06 00:46:14.830988

+ + + +
Report file: ind_nests.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 38
Sample size: 4910
Excluded observations: 0
Init log likelihood: -6806.705
Final log likelihood: -4214.44
Likelihood ratio test for the init. model: 5184.531
Rho-square for the init. model: 0.381
Rho-square-bar for the init. model: 0.375
Akaike Information Criterion: 8504.879
Bayesian Information Criterion: 8751.842
Final gradient norm: 5.6383E-02
Nbr of threads: 12
Relative gradient: 6.025619898399379e-06
Cause of termination: Relative gradient = 6e-06 <= 6.1e-06
Number of function evaluations: 5640
Number of gradient evaluations: 5633
Number of hessian evaluations: 5632
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 5639
Proportion of Hessian calculation: 5632/5632 = 100.0%
Optimization time: 7:10:10.554931
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-4.10.358-11.50
asc_kid_car-4.070.358-11.40
asc_par_act-4.931.34-3.690.000227
b_age_kid_act2.250.16813.40
b_age_kid_car2.230.16813.20
b_age_par_act-2.190.61-3.590.00033
b_female_kid_act-2.830.666-4.252.13e-05
b_female_kid_car-2.790.665-4.22.7e-05
b_female_par_act-1.221.21-1.010.314
b_has_big_sib_kid_act40.7025.691.24e-08
b_has_big_sib_kid_car4.010.7035.71.2e-08
b_has_big_sib_par_act0.8531.230.6920.489
b_has_lil_sib_kid_act3.050.7014.361.33e-05
b_has_lil_sib_kid_car3.080.7024.391.14e-05
b_has_lil_sib_par_act2.951.491.980.0477
b_log_density_kid_act1.050.2643.996.72e-05
b_log_density_kid_car1.030.2643.880.000106
b_log_density_par_act3.480.9913.510.000446
b_log_distance_kid_act-1.360.0705-19.30
b_log_distance_kid_car-1.340.0706-18.90
b_log_distance_par_act-1.520.315-4.821.45e-06
b_log_income_k_kid_act-0.5730.392-1.460.144
b_log_income_k_kid_car-0.5720.392-1.460.144
b_log_income_k_par_act0.5980.6720.8910.373
b_non_work_dad_kid_ace-1.081.08-10.316
b_non_work_dad_kid_car-1.071.08-0.990.322
b_non_work_dad_par_act1.911.721.110.268
b_non_work_mom_kid_act-2.610.716-3.640.000268
b_non_work_mom_kid_car-2.660.716-3.720.000203
b_non_work_mom_par_act3.211.382.330.0198
b_veh_per_driver_kid_act-2.317.08-0.3260.744
b_veh_per_driver_kid_car-1.737.05-0.2460.806
b_veh_per_driver_par_act-96.825.2-3.840.000124
b_y2017_kid_act-2.510.823-3.060.00223
b_y2017_kid_car-2.50.823-3.040.00236
b_y2017_par_act23.85.724.163.18e-05
mu_kid74.539.81.870.0612
mu_parent1.140.2794.074.73e-05
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_carasc_kid_act0.1220.9540.2880.7740.1280.9991.620.106
asc_par_actasc_kid_act0.05060.122-0.7060.480.04720.0987-0.6110.541
asc_par_actasc_kid_car0.04660.113-0.7310.4650.04690.0981-0.6340.526
b_age_kid_actasc_kid_act-0.0313-0.53513.60-0.032-0.53113.50
b_age_kid_actasc_kid_car-0.0294-0.50213.70-0.0319-0.53113.50
b_age_kid_actasc_par_act0.01640.08696.224.99e-100.02980.1335.426.1e-08
b_age_kid_carasc_kid_act-0.027-0.43413.70-0.0319-0.52913.50
b_age_kid_carasc_kid_car-0.0335-0.5413.30-0.0321-0.53313.40
b_age_kid_carasc_par_act0.01930.09616.215.46e-100.030.1335.46.7e-08
b_age_kid_carb_age_kid_act0.02540.893-0.2890.7730.02820.997-1.790.0738
b_age_par_actasc_kid_act-0.00614-0.03152.90.00378-0.00762-0.03492.670.00762
b_age_par_actasc_kid_car-0.00736-0.03782.840.00449-0.0077-0.03532.630.00865
b_age_par_actasc_par_act0.2770.4392.640.00840.4490.552.440.0147
b_age_par_actb_age_kid_act0.02040.229-8.3400.02730.266-7.554.35e-14
b_age_par_actb_age_kid_car0.02130.225-8.272.22e-160.02730.266-7.515.86e-14
b_female_kid_actasc_kid_act-0.0142-0.05931.640.1-0.014-0.05881.650.0996
b_female_kid_actasc_kid_car-0.0177-0.07421.590.111-0.0142-0.05971.610.108
b_female_kid_actasc_par_act0.01550.02011.590.1130.01450.01631.420.157
b_female_kid_actb_age_kid_act0.0006050.00555-7.41.34e-130.0005670.00507-7.411.31e-13
b_female_kid_actb_age_kid_car0.003190.0275-7.381.55e-130.0008010.00715-7.381.64e-13
b_female_kid_actb_age_par_act0.01060.0291-0.7540.4510.004120.0101-0.7130.476
b_female_kid_carasc_kid_act-0.0211-0.08761.660.0966-0.0141-0.0591.690.0903
b_female_kid_carasc_kid_car-0.0111-0.04611.650.0992-0.014-0.05871.650.098
b_female_kid_carasc_par_act0.01090.0141.610.1080.01440.01621.440.15
b_female_kid_carb_age_kid_act0.002860.026-7.322.41e-130.0007340.00656-7.361.89e-13
b_female_kid_carb_age_kid_car-0.00443-0.038-7.168.27e-130.0007760.00693-7.322.43e-13
b_female_kid_carb_age_par_act0.009130.0249-0.7060.480.00420.0103-0.6730.501
b_female_kid_carb_female_kid_act0.4410.9820.2870.7740.4430.9991.520.128
b_female_par_actasc_kid_act-0.00394-0.009082.270.0230.0004110.0009442.280.0228
b_female_par_actasc_kid_car-0.00526-0.01212.250.0246-0.00013-0.00032.250.0243
b_female_par_actasc_par_act0.1550.1112.350.0190.1780.112.170.0297
b_female_par_actb_age_kid_act0.007770.0392-2.850.004350.006770.0332-2.840.00445
b_female_par_actb_age_kid_car0.008730.0415-2.830.004640.007180.0351-2.830.00471
b_female_par_actb_age_par_act0.1030.1560.7730.4390.1530.2070.7790.436
b_female_par_actb_female_kid_act0.150.1851.260.2060.1490.1841.260.207
b_female_par_actb_female_kid_car0.1480.1821.230.2180.1480.1831.230.217
b_has_big_sib_kid_actasc_kid_act-0.0543-0.2169.490-0.0542-0.2169.480
b_has_big_sib_kid_actasc_kid_car-0.0549-0.2199.440-0.0543-0.2169.450
b_has_big_sib_kid_actasc_par_act-0.00333-0.00416.594.53e-110.0470.05016.041.57e-09
b_has_big_sib_kid_actb_age_kid_act0.02020.1762.530.01150.02090.1772.530.0115
b_has_big_sib_kid_actb_age_kid_car0.02060.1692.550.01070.0210.1782.560.0105
b_has_big_sib_kid_actb_age_par_act0.01170.03067.071.6e-120.03570.08356.953.74e-12
b_has_big_sib_kid_actb_female_kid_act-0.0143-0.03066.943.8e-12-0.00782-0.016772.59e-12
b_has_big_sib_kid_actb_female_kid_car-0.0151-0.03196.876.22e-12-0.00742-0.01596.963.29e-12
b_has_big_sib_kid_actb_female_par_act-7.58e-05-8.9e-053.730.0001950.01150.01353.740.000181
b_has_big_sib_kid_carasc_kid_act-0.0559-0.2229.470-0.0545-0.2179.480
b_has_big_sib_kid_carasc_kid_car-0.0535-0.2139.470-0.0546-0.2179.450
b_has_big_sib_kid_carasc_par_act-0.00437-0.005386.594.49e-110.04680.04986.041.53e-09
b_has_big_sib_kid_carb_age_kid_act0.02070.182.540.01110.02120.182.540.0111
b_has_big_sib_kid_carb_age_kid_car0.01890.1552.550.01060.02130.182.570.0101
b_has_big_sib_kid_carb_age_par_act0.01140.02987.071.56e-120.03570.08336.953.62e-12
b_has_big_sib_kid_carb_female_kid_act-0.0153-0.03266.943.82e-12-0.00778-0.016672.49e-12
b_has_big_sib_kid_carb_female_kid_car-0.0124-0.02636.95.22e-12-0.00732-0.01576.973.16e-12
b_has_big_sib_kid_carb_female_par_act-0.000427-0.0005023.730.0001910.01140.01333.750.000178
b_has_big_sib_kid_carb_has_big_sib_kid_act0.4930.9990.2430.8080.49310.4330.665
b_has_big_sib_par_actasc_kid_act-0.0183-0.0413.790.000152-0.0164-0.03713.820.000132
b_has_big_sib_par_actasc_kid_car-0.0183-0.04113.760.000167-0.0167-0.03783.80.000146
b_has_big_sib_par_actasc_par_act-0.179-0.1243.210.00133-0.0555-0.03373.130.00177
b_has_big_sib_par_actb_age_kid_act0.004440.0218-1.110.2650.007690.0371-1.130.26
b_has_big_sib_par_actb_age_kid_car0.004460.0207-1.090.2740.007870.0379-1.110.268
b_has_big_sib_par_actb_age_par_act0.04050.05972.290.0220.06660.08852.290.0218
b_has_big_sib_par_actb_female_kid_act-0.0049-0.005912.60.00927-0.00209-0.002552.620.00867
b_has_big_sib_par_actb_female_kid_car-0.00494-0.00592.570.0101-0.00237-0.002892.60.00936
b_has_big_sib_par_actb_female_par_act-0.0375-0.02491.180.238-0.0705-0.04711.170.241
b_has_big_sib_par_actb_has_big_sib_kid_act0.1630.186-2.40.01640.1690.195-2.430.0152
b_has_big_sib_par_actb_has_big_sib_kid_car0.1630.186-2.410.01610.1690.194-2.430.0149
b_has_lil_sib_kid_actasc_kid_act-0.045-0.1798.480-0.0416-0.1668.540
b_has_lil_sib_kid_actasc_kid_car-0.0469-0.1878.430-0.0413-0.1658.510
b_has_lil_sib_kid_actasc_par_act-0.0665-0.08195.691.24e-08-0.0646-0.06895.142.69e-07
b_has_lil_sib_kid_actb_age_kid_act0.001130.009791.120.264-0.00189-0.01611.110.266
b_has_lil_sib_kid_actb_age_kid_car0.002530.02071.150.251-0.00222-0.01881.140.253
b_has_lil_sib_kid_actb_age_par_act-0.0226-0.05915.739.9e-09-0.0311-0.07275.455.04e-08
b_has_lil_sib_kid_actb_female_kid_act-0.00609-0.0136.031.62e-09-0.00871-0.01876.031.64e-09
b_has_lil_sib_kid_actb_female_kid_car-0.00834-0.01765.962.57e-09-0.00818-0.017562.02e-09
b_has_lil_sib_kid_actb_female_par_act-0.0138-0.01623.030.00245-0.0171-0.02013.020.0025
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.1320.268-1.110.2660.1290.262-1.110.268
b_has_lil_sib_kid_actb_has_big_sib_kid_car0.1320.267-1.120.2620.1290.262-1.120.264
b_has_lil_sib_kid_actb_has_big_sib_par_act0.04960.05671.580.1150.05020.05811.590.112
b_has_lil_sib_kid_carasc_kid_act-0.05-0.1988.420-0.0418-0.1668.560
b_has_lil_sib_kid_carasc_kid_car-0.0421-0.1678.480-0.0412-0.1648.530
b_has_lil_sib_kid_carasc_par_act-0.0699-0.08555.71.22e-08-0.0647-0.0695.162.47e-07
b_has_lil_sib_kid_carb_age_kid_act0.002770.0241.150.249-0.00188-0.01591.150.251
b_has_lil_sib_kid_carb_age_kid_car-0.00303-0.02471.170.243-0.00239-0.02021.180.239
b_has_lil_sib_kid_carb_age_par_act-0.0237-0.06155.749.7e-09-0.0311-0.07275.474.39e-08
b_has_lil_sib_kid_carb_female_kid_act-0.00911-0.01936.021.71e-09-0.00879-0.01886.051.42e-09
b_has_lil_sib_kid_carb_female_kid_car0.0001890.0003986.021.74e-09-0.00803-0.01726.021.73e-09
b_has_lil_sib_kid_carb_female_par_act-0.0149-0.01743.040.00235-0.0175-0.02053.040.00236
b_has_lil_sib_kid_carb_has_big_sib_kid_act0.1320.266-1.080.2820.1290.262-1.080.281
b_has_lil_sib_kid_carb_has_big_sib_kid_car0.1340.27-1.090.2760.1290.262-1.090.277
b_has_lil_sib_kid_carb_has_big_sib_par_act0.04950.05641.590.1110.050.05781.610.108
b_has_lil_sib_kid_carb_has_lil_sib_kid_act0.4920.9910.2830.7780.4910.9991.110.268
b_has_lil_sib_par_actasc_kid_act-0.0217-0.04344.831.36e-06-0.0152-0.02864.584.7e-06
b_has_lil_sib_par_actasc_kid_car-0.0195-0.03914.821.47e-06-0.0145-0.02734.565.14e-06
b_has_lil_sib_par_actasc_par_act-0.708-0.4383.630.000286-1.03-0.5173.20.00138
b_has_lil_sib_par_actb_age_kid_act-0.0178-0.07760.4910.624-0.0338-0.1350.4590.646
b_has_lil_sib_par_actb_age_kid_car-0.0193-0.07970.5060.613-0.0343-0.1370.4740.636
b_has_lil_sib_par_actb_age_par_act-0.265-0.3473.080.00209-0.383-0.4222.80.00503
b_has_lil_sib_par_actb_female_kid_act-0.0162-0.01743.70.000215-0.0182-0.01833.520.000432
b_has_lil_sib_par_actb_female_kid_car-0.0136-0.01453.680.000237-0.0175-0.01773.50.000468
b_has_lil_sib_par_actb_female_par_act-0.175-0.1032.140.032-0.249-0.1382.040.0416
b_has_lil_sib_par_actb_has_big_sib_kid_act0.03860.0393-0.6830.4950.006840.00655-0.6410.521
b_has_lil_sib_par_actb_has_big_sib_kid_car0.03910.0398-0.6880.4910.007030.00672-0.6460.518
b_has_lil_sib_par_actb_has_big_sib_par_act0.4120.2361.280.2020.3350.1831.20.232
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.1970.201-0.07470.940.2070.198-0.07070.944
b_has_lil_sib_par_actb_has_lil_sib_kid_car0.1990.202-0.09310.9260.2070.198-0.08820.93
b_log_density_kid_actasc_kid_act-0.0576-0.629.260-0.0585-0.6199.190
b_log_density_kid_actasc_kid_car-0.0547-0.599.290-0.0584-0.6189.140
b_log_density_kid_actasc_par_act-0.0579-0.1934.851.23e-06-0.0745-0.2114.222.4e-05
b_log_density_kid_actb_age_kid_act5.89e-050.00139-3.99.72e-05-0.00116-0.0262-3.770.000164
b_log_density_kid_actb_age_kid_car-0.00202-0.045-3.680.000234-0.00117-0.0262-3.70.00022
b_log_density_kid_actb_age_par_act-0.0171-0.1215.142.82e-07-0.023-0.1434.643.42e-06
b_log_density_kid_actb_female_kid_act-0.0061-0.03535.368.24e-08-0.0062-0.03535.368.42e-08
b_log_density_kid_actb_female_kid_car-0.00276-0.01585.311.12e-07-0.00633-0.0365.311.11e-07
b_log_density_kid_actb_female_par_act-0.012-0.03821.820.0685-0.0113-0.03531.820.069
b_log_density_kid_actb_has_big_sib_kid_act0.0005690.00313-3.948.22e-05-0.00299-0.0161-3.99.47e-05
b_log_density_kid_actb_has_big_sib_kid_car0.001330.0073-3.957.75e-05-0.00311-0.0167-3.919.21e-05
b_log_density_kid_actb_has_big_sib_par_act0.002220.006860.1580.875-0.00581-0.01780.1580.874
b_log_density_kid_actb_has_lil_sib_kid_act0.00410.0225-2.690.007170.00480.0259-2.690.0071
b_log_density_kid_actb_has_lil_sib_kid_car0.006540.0357-2.720.006460.00480.0259-2.730.00642
b_log_density_kid_actb_has_lil_sib_par_act0.02890.0796-1.350.1770.04060.103-1.280.202
b_log_density_kid_carasc_kid_act-0.0522-0.5449.30-0.0582-0.6159.140
b_log_density_kid_carasc_kid_car-0.0599-0.6269.020-0.0584-0.6179.090
b_log_density_kid_carasc_par_act-0.0544-0.1764.831.35e-06-0.0742-0.214.22.62e-05
b_log_density_kid_carb_age_kid_act-0.0017-0.0387-3.830.000128-0.00127-0.0286-3.850.000117
b_log_density_kid_carb_age_kid_car0.003910.0842-3.919.07e-05-0.00108-0.0242-3.790.000153
b_log_density_kid_carb_age_par_act-0.016-0.115.083.84e-07-0.023-0.1434.64.16e-06
b_log_density_kid_carb_female_kid_act-0.00287-0.01615.339.65e-08-0.00604-0.03435.321.04e-07
b_log_density_kid_carb_female_kid_car-0.0119-0.06595.162.51e-07-0.00645-0.03665.271.39e-07
b_log_density_kid_carb_female_par_act-0.0108-0.03331.80.0722-0.0109-0.03381.80.0724
b_log_density_kid_carb_has_big_sib_kid_act0.001160.00615-3.967.37e-05-0.00329-0.0177-3.948.19e-05
b_log_density_kid_carb_has_big_sib_kid_car-0.000892-0.00474-3.967.54e-05-0.00346-0.0186-3.957.97e-05
b_log_density_kid_carb_has_big_sib_par_act0.002240.006730.1350.892-0.00558-0.01710.1360.892
b_log_density_kid_carb_has_lil_sib_kid_act0.005850.0311-2.720.006440.004480.0242-2.730.00637
b_log_density_kid_carb_has_lil_sib_kid_car-0.000712-0.00377-2.720.006620.004240.0228-2.760.00577
b_log_density_kid_carb_has_lil_sib_par_act0.02690.0718-1.370.1720.040.102-1.290.196
b_log_density_kid_carb_log_density_kid_act0.06460.931-0.2870.7740.06970.998-1.620.105
b_log_density_par_actasc_kid_act-0.0248-0.08097.951.78e-15-0.027-0.07627.032.09e-12
b_log_density_par_actasc_kid_car-0.0222-0.07247.942e-15-0.0266-0.07572.5e-12
b_log_density_par_actasc_par_act-0.869-0.8784.311.64e-05-1.18-0.8913.710.000205
b_log_density_par_actb_age_kid_act-0.0181-0.1291.380.167-0.0256-0.1531.20.232
b_log_density_par_actb_age_kid_car-0.02-0.1351.40.162-0.0258-0.1551.220.224
b_log_density_par_actb_age_par_act-0.275-0.594.516.52e-06-0.371-0.6143.929.02e-05
b_log_density_par_actb_female_kid_act-0.0163-0.02855.749.74e-09-0.00759-0.01155.261.46e-07
b_log_density_par_actb_female_kid_car-0.0132-0.02295.71.21e-08-0.00725-0.0115.231.71e-07
b_log_density_par_actb_female_par_act-0.158-0.1522.960.00305-0.205-0.172.780.00548
b_log_density_par_actb_has_big_sib_kid_act-0.00889-0.0148-0.4650.642-0.0483-0.0694-0.4140.679
b_log_density_par_actb_has_big_sib_kid_car-0.00819-0.0136-0.4730.636-0.0481-0.0691-0.420.674
b_log_density_par_actb_has_big_sib_par_act0.01620.01521.750.0799-0.0443-0.03631.630.103
b_log_density_par_actb_has_lil_sib_kid_act0.03680.06120.3970.6910.03760.05410.3610.718
b_log_density_par_actb_has_lil_sib_kid_car0.0390.06450.3720.710.03780.05430.3380.735
b_log_density_par_actb_has_lil_sib_par_act0.4160.3470.3910.6960.5640.3830.3710.711
b_log_density_par_actb_log_density_kid_act0.04920.2222.90.003780.05960.2282.510.012
b_log_density_par_actb_log_density_kid_car0.04680.2042.910.00360.05920.2262.540.0111
b_log_distance_kid_actasc_kid_act0.005890.247.892.89e-150.004850.1927.815.77e-15
b_log_distance_kid_actasc_kid_car0.004280.1757.711.27e-140.004760.1897.731.11e-14
b_log_distance_kid_actasc_par_act0.03190.4013.160.00160.0390.4142.730.00641
b_log_distance_kid_actb_age_kid_act-0.00125-0.111-19.60-0.000934-0.0788-19.30
b_log_distance_kid_actb_age_kid_car-7.77e-05-0.00652-19.20-0.000873-0.0735-19.10
b_log_distance_kid_actb_age_par_act0.01310.3491.580.1140.01730.4021.420.156
b_log_distance_kid_actb_female_kid_act0.003120.06822.210.02730.002890.06152.210.0271
b_log_distance_kid_actb_female_kid_car0.001240.02692.130.03360.00280.05972.160.0311
b_log_distance_kid_actb_female_par_act0.00870.105-0.1140.910.01190.139-0.1140.91
b_log_distance_kid_actb_has_big_sib_kid_act-0.000261-0.00542-7.593.2e-140.001260.0255-7.612.73e-14
b_log_distance_kid_actb_has_big_sib_kid_car-0.00069-0.0143-7.593.18e-140.00120.0243-7.612.64e-14
b_log_distance_kid_actb_has_big_sib_par_act-0.00141-0.0165-1.770.07610.00180.0207-1.790.0729
b_log_distance_kid_actb_has_lil_sib_kid_act-0.00315-0.0653-6.215.27e-10-0.00409-0.0828-6.215.22e-10
b_log_distance_kid_actb_has_lil_sib_kid_car-0.00452-0.0932-6.25.7e-10-0.00417-0.0843-6.244.29e-10
b_log_distance_kid_actb_has_lil_sib_par_act-0.0222-0.231-3.040.00237-0.0314-0.299-2.850.00436
b_log_distance_kid_actb_log_density_kid_act-0.00174-0.0976-8.780-0.00118-0.0632-8.690
b_log_distance_kid_actb_log_density_kid_car-0.000273-0.0148-8.60-0.00109-0.0587-8.590
b_log_distance_kid_actb_log_density_par_act-0.0208-0.354-5.484.18e-08-0.0259-0.371-4.752.06e-06
b_log_distance_kid_carasc_kid_act0.001710.05297.593.15e-140.004750.1887.863.77e-15
b_log_distance_kid_carasc_kid_car0.008270.2557.922.44e-150.004870.1937.796.44e-15
b_log_distance_kid_carasc_par_act0.02910.2783.160.001550.03890.4122.740.00609
b_log_distance_kid_carb_age_kid_act0.0001060.00717-19.20-0.000862-0.0726-19.20
b_log_distance_kid_carb_age_kid_car-0.00467-0.297-16.30-0.000939-0.0789-190
b_log_distance_kid_carb_age_par_act0.01220.2471.610.1080.01720.4011.460.146
b_log_distance_kid_carb_female_kid_act0.0006290.01042.220.02650.002720.05782.240.0249
b_log_distance_kid_carb_female_kid_car0.008290.1362.180.0290.002820.062.190.0286
b_log_distance_kid_carb_female_par_act0.007780.0708-0.09520.9240.01160.135-0.09550.924
b_log_distance_kid_carb_has_big_sib_kid_act-0.000716-0.0113-7.535.22e-140.001380.0279-7.583.42e-14
b_log_distance_kid_carb_has_big_sib_kid_car0.001030.0162-7.564.04e-140.001370.0275-7.593.31e-14
b_log_distance_kid_carb_has_big_sib_par_act-0.00144-0.0127-1.750.07930.001610.0184-1.780.0758
b_log_distance_kid_carb_has_lil_sib_kid_act-0.0045-0.0708-6.148.13e-10-0.00384-0.0776-6.186.23e-10
b_log_distance_kid_carb_has_lil_sib_kid_car0.001080.0169-6.225.13e-10-0.00375-0.0757-6.225.06e-10
b_log_distance_kid_carb_has_lil_sib_par_act-0.0207-0.163-3.020.0025-0.031-0.295-2.840.00456
b_log_distance_kid_carb_log_density_kid_act0.0002750.0117-8.740-0.00119-0.064-8.60
b_log_distance_kid_carb_log_density_kid_car-0.00569-0.235-7.825.33e-15-0.0013-0.0695-8.490
b_log_distance_kid_carb_log_density_par_act-0.0189-0.244-5.464.78e-08-0.0257-0.367-4.732.27e-06
b_log_distance_kid_carb_log_distance_kid_act0.003580.5760.2890.7730.004910.9871.890.0583
b_log_distance_par_actasc_kid_act0.004330.04415.864.57e-090.002540.02255.484.16e-08
b_log_distance_par_actasc_kid_car0.00310.03165.768.46e-090.002480.0225.425.94e-08
b_log_distance_par_actasc_par_act0.2470.7773.560.0003750.3430.8143.110.00185
b_log_distance_par_actb_age_kid_act0.006850.153-12.700.01070.202-11.60
b_log_distance_par_actb_age_kid_car0.007750.163-12.500.01070.202-11.50
b_log_distance_par_actb_age_par_act0.1080.7231.70.08940.1510.7851.630.103
b_log_distance_par_actb_female_kid_act0.006980.03811.840.06530.007730.03691.810.0707
b_log_distance_par_actb_female_kid_car0.005540.031.770.07610.007750.0371.760.0789
b_log_distance_par_actb_female_par_act0.06310.19-0.2480.8040.07230.189-0.2470.805
b_log_distance_par_actb_has_big_sib_kid_act0.003570.0186-7.361.79e-130.01730.078-7.391.52e-13
b_log_distance_par_actb_has_big_sib_kid_car0.003250.0168-7.371.76e-130.01720.0778-7.391.47e-13
b_log_distance_par_actb_has_big_sib_par_act-0.00459-0.0135-1.860.06350.02250.0578-1.890.0589
b_log_distance_par_actb_has_lil_sib_kid_act-0.0154-0.0797-5.93.6e-09-0.0172-0.078-5.787.41e-09
b_log_distance_par_actb_has_lil_sib_kid_car-0.0164-0.0847-5.93.65e-09-0.0172-0.078-5.816.23e-09
b_log_distance_par_actb_has_lil_sib_par_act-0.168-0.437-2.90.00373-0.254-0.543-2.660.00787
b_log_distance_par_actb_log_density_kid_act-0.0113-0.158-6.332.48e-10-0.0148-0.178-5.778.04e-09
b_log_distance_par_actb_log_density_kid_car-0.0101-0.138-6.225.03e-10-0.0148-0.177-5.71.17e-08
b_log_distance_par_actb_log_density_par_act-0.163-0.695-4.692.71e-06-0.219-0.701-4.055.03e-05
b_log_distance_par_actb_log_distance_kid_act0.01030.549-0.6490.5160.01240.557-0.5610.575
b_log_distance_par_actb_log_distance_kid_car0.009470.381-0.7090.4780.01240.555-0.6390.523
b_log_income_k_kid_actasc_kid_act-0.073-0.5175.397.15e-08-0.0744-0.535.387.42e-08
b_log_income_k_kid_actasc_kid_car-0.0726-0.5155.359e-08-0.0741-0.5285.349.36e-08
b_log_income_k_kid_actasc_par_act-0.0252-0.05523.510.000455-0.0351-0.06693.070.00213
b_log_income_k_kid_actb_age_kid_act0.00330.0512-6.731.74e-110.004010.0609-6.761.35e-11
b_log_income_k_kid_actb_age_kid_car0.003050.0446-6.64.11e-110.003950.0598-6.72.02e-11
b_log_income_k_kid_actb_age_par_act0.0006820.003172.410.0162-0.00624-0.02612.20.0276
b_log_income_k_kid_actb_female_kid_act-0.00136-0.005172.910.003670.001450.005572.930.00341
b_log_income_k_kid_actb_female_kid_car-0.000955-0.00362.840.004490.001480.005662.880.00396
b_log_income_k_kid_actb_female_par_act-0.000531-0.001110.5090.611-0.00782-0.01640.5070.612
b_log_income_k_kid_actb_has_big_sib_kid_act0.001530.00551-5.691.28e-080.005470.0199-5.739.91e-09
b_log_income_k_kid_actb_has_big_sib_kid_car0.001620.00584-5.71.22e-080.005590.0203-5.749.51e-09
b_log_income_k_kid_actb_has_big_sib_par_act0.002640.00538-1.090.2740.002920.00604-1.10.27
b_log_income_k_kid_actb_has_lil_sib_kid_act0.01210.0435-4.594.54e-060.01190.0435-4.64.22e-06
b_log_income_k_kid_actb_has_lil_sib_kid_car0.01240.0443-4.64.2e-060.01210.0441-4.633.62e-06
b_log_income_k_kid_actb_has_lil_sib_par_act0.004490.00814-2.430.01530.01260.0216-2.30.0215
b_log_income_k_kid_actb_log_density_kid_act0.004360.0427-3.510.0004420.006920.0668-3.550.000383
b_log_income_k_kid_actb_log_density_kid_car0.004050.0383-3.410.0006430.006720.0648-3.490.000491
b_log_income_k_kid_actb_log_density_par_act0.001930.00572-4.311.64e-050.01380.0355-3.850.000118
b_log_income_k_kid_actb_log_distance_kid_act-0.00178-0.06571.940.052-0.00206-0.07451.950.0512
b_log_income_k_kid_actb_log_distance_kid_car-0.00153-0.0431.870.0613-0.00196-0.07091.90.0579
b_log_income_k_kid_actb_log_distance_par_act-0.000443-0.004091.960.0497-0.00275-0.02221.860.0631
b_log_income_k_kid_carasc_kid_act-0.0732-0.5185.397.21e-08-0.0742-0.5295.397.21e-08
b_log_income_k_kid_carasc_kid_car-0.0725-0.5145.358.86e-08-0.074-0.5285.349.13e-08
b_log_income_k_kid_carasc_par_act-0.0253-0.05553.510.000454-0.035-0.06693.070.00212
b_log_income_k_kid_carb_age_kid_act0.003370.0521-6.721.76e-110.004030.0612-6.771.32e-11
b_log_income_k_kid_carb_age_kid_car0.002840.0415-6.594.45e-110.003960.0601-6.711.99e-11
b_log_income_k_kid_carb_age_par_act0.0006420.002982.410.0161-0.00616-0.02582.210.0274
b_log_income_k_kid_carb_female_kid_act-0.00148-0.005612.910.003670.001350.005162.930.00339
b_log_income_k_kid_carb_female_kid_car-0.00063-0.002372.840.004450.001360.005232.880.00394
b_log_income_k_kid_carb_female_par_act-0.000573-0.00120.510.61-0.00786-0.01650.5080.612
b_log_income_k_kid_carb_has_big_sib_kid_act0.00150.00543-5.691.3e-080.005570.0203-5.739.88e-09
b_log_income_k_kid_carb_has_big_sib_kid_car0.00170.00613-5.71.23e-080.00570.0207-5.749.47e-09
b_log_income_k_kid_carb_has_big_sib_par_act0.002640.00538-1.090.2740.003040.0063-1.10.27
b_log_income_k_kid_carb_has_lil_sib_kid_act0.0120.0433-4.584.59e-060.0120.0438-4.64.21e-06
b_log_income_k_kid_carb_has_lil_sib_kid_car0.01260.0453-4.64.2e-060.01220.0445-4.633.62e-06
b_log_income_k_kid_carb_has_lil_sib_par_act0.004560.00826-2.420.01530.01260.0216-2.30.0215
b_log_income_k_kid_carb_log_density_kid_act0.004460.0435-3.510.0004440.006820.0658-3.550.000386
b_log_income_k_kid_carb_log_density_kid_car0.00380.0359-3.410.000660.006610.0638-3.480.000495
b_log_income_k_kid_carb_log_density_par_act0.002020.00597-4.311.65e-050.01370.0354-3.850.000119
b_log_income_k_kid_carb_log_distance_kid_act-0.00183-0.06761.940.0519-0.00205-0.07421.950.0507
b_log_income_k_kid_carb_log_distance_kid_car-0.00132-0.0371.880.0607-0.00195-0.07041.90.0574
b_log_income_k_kid_carb_log_distance_par_act-0.000483-0.004461.960.0496-0.00271-0.0221.860.0627
b_log_income_k_kid_carb_log_income_k_kid_act0.15610.09120.9270.15410.10.92
b_log_income_k_par_actasc_kid_act-0.025-0.1055.982.24e-09-0.021-0.08735.962.46e-09
b_log_income_k_par_actasc_kid_car-0.0249-0.1055.942.81e-09-0.0215-0.08955.923.19e-09
b_log_income_k_par_actasc_par_act-0.238-0.3113.680.000233-0.235-0.2623.360.000785
b_log_income_k_par_actb_age_kid_act-0.000501-0.00462-2.410.0159-0.000944-0.00836-2.380.0175
b_log_income_k_par_actb_age_kid_car-0.000585-0.00508-2.370.0179-0.000581-0.00514-2.350.019
b_log_income_k_par_actb_age_par_act-0.0013-0.00363.240.0012-0.026-0.06342.980.00288
b_log_income_k_par_actb_female_kid_act-0.00178-0.004023.640.000277-0.00272-0.006083.610.000302
b_log_income_k_par_actb_female_kid_car-0.00164-0.003683.580.000341-0.00337-0.007543.570.000353
b_log_income_k_par_actb_female_par_act-0.0284-0.03531.30.194-0.0435-0.05341.280.199
b_log_income_k_par_actb_has_big_sib_kid_act0.001140.00246-3.520.000427-0.000525-0.00111-3.50.000472
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b_log_income_k_par_actb_has_lil_sib_kid_act0.006950.0149-2.560.01050.003170.00674-2.540.0112
b_log_income_k_par_actb_has_lil_sib_kid_car0.007050.015-2.580.009910.002830.006-2.560.0104
b_log_income_k_par_actb_has_lil_sib_par_act0.0470.0506-1.550.1220.08540.0854-1.490.137
b_log_income_k_par_actb_log_density_kid_act0.003560.0207-0.6430.520.004110.0231-0.6350.525
b_log_income_k_par_actb_log_density_kid_car0.003450.0194-0.60.5480.004540.0256-0.5960.551
b_log_income_k_par_actb_log_density_par_act0.04570.0804-2.770.005610.03780.0568-2.470.0134
b_log_income_k_par_actb_log_distance_kid_act-0.00182-0.03982.920.003470.0001680.003542.90.00374
b_log_income_k_par_actb_log_distance_kid_car-0.00173-0.02892.880.00398-0.000181-0.003812.860.00418
b_log_income_k_par_actb_log_distance_par_act-0.0163-0.08962.860.00427-0.0209-0.09872.750.00597
b_log_income_k_par_actb_log_income_k_kid_act0.05280.2021.670.09440.0490.1861.640.1
b_log_income_k_par_actb_log_income_k_kid_car0.05280.2021.670.09480.04910.1861.640.1
b_non_work_dad_kid_aceasc_kid_act-0.0368-0.09512.580.00985-0.0422-0.1092.570.0101
b_non_work_dad_kid_aceasc_kid_car-0.038-0.09842.550.0107-0.0415-0.1082.550.0108
b_non_work_dad_kid_aceasc_par_act-0.014-0.01122.420.0157-0.0128-0.008882.230.0259
b_non_work_dad_kid_aceb_age_kid_act-0.0102-0.0579-3.020.00252-0.00999-0.055-3.020.0025
b_non_work_dad_kid_aceb_age_kid_car-0.00935-0.0499-30.00271-0.0103-0.0565-30.00268
b_non_work_dad_kid_aceb_age_par_act-0.00246-0.004180.9120.3620.006630.01010.8960.371
b_non_work_dad_kid_aceb_female_kid_act0.01150.01591.380.1660.01360.01891.390.165
b_non_work_dad_kid_aceb_female_kid_car0.01010.01391.350.1770.01420.01981.360.174
b_non_work_dad_kid_aceb_female_par_act0.01260.009630.08610.9310.01990.01520.08630.931
b_non_work_dad_kid_aceb_has_big_sib_kid_act0.008150.0107-3.967.44e-050.02120.028-46.42e-05
b_non_work_dad_kid_aceb_has_big_sib_kid_car0.007820.0103-3.977.29e-050.02120.028-46.28e-05
b_non_work_dad_kid_aceb_has_big_sib_par_act0.004740.00352-1.180.2390.008710.00654-1.190.236
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.05150.0678-3.310.0009250.05490.0726-3.330.000883
b_non_work_dad_kid_aceb_has_lil_sib_kid_car0.05040.0661-3.330.0008820.05530.073-3.350.000819
b_non_work_dad_kid_aceb_has_lil_sib_par_act0.01790.0119-2.290.02190.005680.00354-2.20.0281
b_non_work_dad_kid_aceb_log_density_kid_act0.0007470.00266-1.920.05440.004340.0152-1.930.0537
b_non_work_dad_kid_aceb_log_density_kid_car0.001860.00641-1.90.05790.003680.0129-1.90.0571
b_non_work_dad_kid_aceb_log_density_par_act0.0003910.000423-3.310.0009334.48e-054.19e-05-3.110.00185
b_non_work_dad_kid_aceb_log_distance_kid_act0.000250.003370.2550.7990.0009370.01230.2560.798
b_non_work_dad_kid_aceb_log_distance_kid_car-0.000608-0.006210.2340.8150.001140.01490.2350.814
b_non_work_dad_kid_aceb_log_distance_par_act-0.000133-0.0004470.390.6970.00170.005010.3870.699
b_non_work_dad_kid_aceb_log_income_k_kid_act0.06590.155-0.4680.640.07220.17-0.4710.638
b_non_work_dad_kid_aceb_log_income_k_kid_car0.06590.154-0.4680.640.07220.171-0.4720.637
b_non_work_dad_kid_aceb_log_income_k_par_act0.02490.0347-1.350.1780.02060.0284-1.340.18
b_non_work_dad_kid_carasc_kid_act-0.0394-0.1022.590.0097-0.0418-0.1082.580.00977
b_non_work_dad_kid_carasc_kid_car-0.0355-0.09192.570.0103-0.0409-0.1062.560.0105
b_non_work_dad_kid_carasc_par_act-0.0157-0.01262.420.0154-0.0132-0.009152.240.0254
b_non_work_dad_kid_carb_age_kid_act-0.00939-0.0531-3.010.00262-0.01-0.0553-3.010.00262
b_non_work_dad_kid_carb_age_kid_car-0.0122-0.0651-2.980.00291-0.0104-0.0572-2.990.00281
b_non_work_dad_kid_carb_age_par_act-0.003-0.005090.9220.3560.006380.009690.9060.365
b_non_work_dad_kid_carb_female_kid_act0.009940.01381.390.1630.01390.01931.40.162
b_non_work_dad_kid_carb_female_kid_car0.01450.01991.370.1720.01460.02041.370.17
b_non_work_dad_kid_carb_female_par_act0.0120.009180.09450.9250.01970.0150.09480.924
b_non_work_dad_kid_carb_has_big_sib_kid_act0.007860.0104-3.957.87e-050.02130.0281-3.986.77e-05
b_non_work_dad_kid_carb_has_big_sib_kid_car0.00890.0117-3.967.61e-050.02130.0281-3.996.62e-05
b_non_work_dad_kid_carb_has_big_sib_par_act0.004720.00351-1.170.2430.00870.00653-1.180.239
b_non_work_dad_kid_carb_has_lil_sib_kid_act0.05060.0666-3.30.0009740.05520.0729-3.310.000923
b_non_work_dad_kid_carb_has_lil_sib_kid_car0.0540.0706-3.320.0008990.05570.0736-3.330.000854
b_non_work_dad_kid_carb_has_lil_sib_par_act0.01890.0125-2.280.02240.006510.00405-2.190.0287
b_non_work_dad_kid_carb_log_density_kid_act0.0020.00714-1.910.05590.003850.0135-1.910.0555
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b_non_work_dad_kid_carb_log_distance_kid_act-0.000457-0.006150.2670.7890.0008970.01180.2680.789
b_non_work_dad_kid_carb_log_distance_kid_car0.002270.02320.2470.8050.001170.01540.2480.804
b_non_work_dad_kid_carb_log_distance_par_act-0.000675-0.002270.4010.6880.001580.004640.3990.69
b_non_work_dad_kid_carb_log_income_k_kid_act0.0660.155-0.4550.6490.07220.171-0.4580.647
b_non_work_dad_kid_carb_log_income_k_kid_car0.06620.155-0.4560.6490.07230.171-0.4590.646
b_non_work_dad_kid_carb_log_income_k_par_act0.02490.0347-1.340.1820.02050.0282-1.330.184
b_non_work_dad_kid_carb_non_work_dad_kid_ace1.170.9990.2470.8051.1710.4710.638
b_non_work_dad_par_actasc_kid_act-0.0162-0.02493.220.00129-0.0137-0.02223.40.000664
b_non_work_dad_par_actasc_kid_car-0.016-0.02453.20.00136-0.0139-0.02263.390.000708
b_non_work_dad_par_actasc_par_act-0.21-0.09943.030.00243-0.114-0.04933.060.00218
b_non_work_dad_par_actb_age_kid_act-0.00648-0.0217-0.1870.8527.38e-050.000255-0.1980.843
b_non_work_dad_par_actb_age_kid_car-0.00667-0.0211-0.1740.8620.0002340.000807-0.1850.853
b_non_work_dad_par_actb_age_par_act-0.0764-0.07692.110.0351-0.0615-0.05872.20.0276
b_non_work_dad_par_actb_female_kid_act0.008750.00722.440.01450.01760.01532.580.00989
b_non_work_dad_par_actb_female_kid_car0.009050.007382.420.01540.01730.01512.560.0105
b_non_work_dad_par_actb_female_par_act0.02630.01191.440.1510.01910.009161.490.136
b_non_work_dad_par_actb_has_big_sib_kid_act0.001110.000869-1.070.2840.004610.00382-1.130.26
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b_non_work_dad_par_actb_has_big_sib_par_act0.004970.002190.4770.6330.02490.01170.50.617
b_non_work_dad_par_actb_has_lil_sib_kid_act0.02460.0192-0.5910.5550.007870.00653-0.6190.536
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b_non_work_dad_par_actb_has_lil_sib_par_act0.1550.0607-0.4660.6410.1910.0746-0.4750.635
b_non_work_dad_par_actb_log_density_kid_act0.004940.01050.4630.6430.003040.006690.490.624
b_non_work_dad_par_actb_log_density_kid_car0.004710.009650.4780.6320.003230.00710.5060.613
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b_non_work_dad_par_actb_log_distance_kid_act-0.00441-0.03531.790.0740.0006860.005651.90.0579
b_non_work_dad_par_actb_log_distance_kid_car-0.00424-0.02571.770.07610.0004380.00361.880.0596
b_non_work_dad_par_actb_log_distance_par_act-0.0385-0.07691.840.0664-0.00512-0.009441.950.0508
b_non_work_dad_par_actb_log_income_k_kid_act0.02610.03631.340.1810.01750.0261.410.158
b_non_work_dad_par_actb_log_income_k_kid_car0.02610.03631.340.1810.01760.02611.410.158
b_non_work_dad_par_actb_log_income_k_par_act0.1490.1230.7020.4830.2120.1830.7560.45
b_non_work_dad_par_actb_non_work_dad_kid_ace0.3790.1921.550.1220.3420.1841.610.107
b_non_work_dad_par_actb_non_work_dad_kid_car0.3790.1921.540.1240.3430.1841.60.109
b_non_work_mom_kid_actasc_kid_act-0.0384-0.1491.760.0791-0.0331-0.1291.780.0752
b_non_work_mom_kid_actasc_kid_car-0.034-0.1321.730.0835-0.033-0.1291.740.0813
b_non_work_mom_kid_actasc_par_act-0.0587-0.07031.650.0987-0.0537-0.05611.50.135
b_non_work_mom_kid_actb_age_kid_act0.004570.0387-6.623.64e-110.004340.0361-6.662.76e-11
b_non_work_mom_kid_actb_age_kid_car0.001310.0105-6.536.68e-110.004240.0352-6.633.45e-11
b_non_work_mom_kid_actb_age_par_act-0.018-0.0457-0.4540.65-0.015-0.0345-0.4390.661
b_non_work_mom_kid_actb_female_kid_act-0.00737-0.01530.2230.823-0.0215-0.04520.2210.825
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b_non_work_mom_kid_actb_has_big_sib_kid_act-0.00674-0.0133-6.527.12e-110.002360.00469-6.64e-11
b_non_work_mom_kid_actb_has_big_sib_kid_car-0.00555-0.011-6.536.5e-110.002690.00535-6.613.8e-11
b_non_work_mom_kid_actb_has_big_sib_par_act-0.00513-0.00572-2.40.01640.005910.0067-2.430.0149
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.0333-0.0656-5.445.19e-08-0.0325-0.0648-5.484.34e-08
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b_non_work_mom_kid_actb_has_lil_sib_par_act0.02060.0204-3.560.0003750.02950.0277-3.40.000671
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b_non_work_mom_kid_actb_log_density_kid_car-0.0118-0.0608-4.633.66e-06-0.00997-0.0527-4.682.83e-06
b_non_work_mom_kid_actb_log_density_par_act0.03010.0487-5.572.5e-080.02210.0312-5.064.29e-07
b_non_work_mom_kid_actb_log_distance_kid_act-0.000123-0.00249-1.720.08510.0005940.0118-1.740.0822
b_non_work_mom_kid_actb_log_distance_kid_car0.003030.0463-1.760.07890.0007130.0141-1.770.0769
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b_non_work_mom_kid_actb_log_income_k_par_act0.01640.0343-3.330.0008740.01450.0302-3.320.00091
b_non_work_mom_kid_actb_non_work_dad_kid_ace-0.0258-0.033-1.160.2480.0004320.00056-1.180.239
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b_non_work_mom_kid_actb_non_work_dad_par_act-0.01-0.00763-2.30.02170.008840.00718-2.430.0152
b_non_work_mom_kid_carasc_kid_act-0.0284-0.1081.70.0897-0.0329-0.1281.720.086
b_non_work_mom_kid_carasc_kid_car-0.0435-0.1661.630.104-0.0333-0.131.680.0931
b_non_work_mom_kid_carasc_par_act-0.0521-0.06131.610.107-0.0529-0.05531.460.144
b_non_work_mom_kid_carb_age_kid_act0.001320.011-6.546.07e-110.004250.0353-6.731.74e-11
b_non_work_mom_kid_carb_age_kid_car0.01230.0966-6.623.54e-110.00450.0373-6.72.11e-11
b_non_work_mom_kid_carb_age_par_act-0.0159-0.0397-0.5060.613-0.0147-0.0337-0.4930.622
b_non_work_mom_kid_carb_female_kid_act-0.0014-0.002850.170.865-0.0208-0.04360.1690.866
b_non_work_mom_kid_carb_female_kid_car-0.019-0.03850.130.896-0.0208-0.04360.1330.895
b_non_work_mom_kid_carb_female_par_act-0.012-0.0135-1.010.313-0.0152-0.0175-1.010.311
b_non_work_mom_kid_carb_has_big_sib_kid_act-0.00566-0.011-6.527.06e-110.002380.00472-6.652.83e-11
b_non_work_mom_kid_carb_has_big_sib_kid_car-0.00967-0.0188-6.58e-110.002610.00519-6.662.71e-11
b_non_work_mom_kid_carb_has_big_sib_par_act-0.00508-0.00556-2.430.01530.006260.00709-2.470.0135
b_non_work_mom_kid_carb_has_lil_sib_kid_act-0.03-0.0582-5.474.61e-08-0.0333-0.0663-5.523.36e-08
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b_non_work_mom_kid_carb_has_lil_sib_par_act0.01690.0164-3.570.0003540.02820.0264-3.430.000601
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b_non_work_mom_kid_carb_log_density_kid_car0.001220.00619-4.732.28e-06-0.00954-0.0504-4.752.02e-06
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b_non_work_mom_kid_carb_log_distance_kid_act0.002590.0513-1.770.07620.0007340.0145-1.810.0702
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b_non_work_mom_kid_carb_log_income_k_kid_act0.05430.187-2.730.006380.0470.167-2.760.0058
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b_non_work_mom_kid_carb_non_work_dad_kid_ace-0.0237-0.0299-1.190.234-0.000162-0.000209-1.220.223
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b_non_work_mom_kid_carb_non_work_dad_par_act-0.0105-0.00782-2.320.02050.00950.00771-2.460.014
b_non_work_mom_kid_carb_non_work_mom_kid_act0.5130.969-0.2870.7740.5120.999-1.490.136
b_non_work_mom_par_actasc_kid_act-0.0164-0.03375.152.59e-07-0.0136-0.02765.13.36e-07
b_non_work_mom_par_actasc_kid_car-0.0137-0.02825.142.8e-07-0.0138-0.0285.083.77e-07
b_non_work_mom_par_actasc_par_act-0.624-0.3963.860.000112-0.733-0.3983.590.000336
b_non_work_mom_par_actb_age_kid_act-0.0126-0.05660.6970.486-0.0186-0.08020.6870.492
b_non_work_mom_par_actb_age_kid_car-0.0146-0.06170.7120.476-0.0184-0.07930.7030.482
b_non_work_mom_par_actb_age_par_act-0.226-0.3043.350.00082-0.321-0.3813.160.00156
b_non_work_mom_par_actb_female_kid_act-0.0145-0.0163.967.58e-05-0.0172-0.01883.928.95e-05
b_non_work_mom_par_actb_female_kid_car-0.0114-0.01243.938.42e-05-0.0176-0.01923.899.89e-05
b_non_work_mom_par_actb_female_par_act-0.2-0.1212.30.0216-0.138-0.08232.320.0203
b_non_work_mom_par_actb_has_big_sib_kid_act-0.0146-0.0153-0.510.61-0.0272-0.0281-0.5030.615
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b_non_work_mom_par_actb_has_lil_sib_kid_act0.01720.0180.1040.9170.02620.02710.1040.917
b_non_work_mom_par_actb_has_lil_sib_kid_car0.01950.02030.08670.9310.02590.02680.08630.931
b_non_work_mom_par_actb_has_lil_sib_par_act0.170.08930.1420.8870.3680.1790.1440.885
b_non_work_mom_par_actb_log_density_kid_act0.01970.05561.570.1160.0230.06321.560.12
b_non_work_mom_par_actb_log_density_kid_car0.01720.04711.590.1120.02320.06361.580.115
b_non_work_mom_par_actb_log_density_par_act0.3120.267-0.1910.8480.3410.25-0.1810.857
b_non_work_mom_par_actb_log_distance_kid_act-0.0176-0.1883.320.000902-0.0202-0.2083.280.00105
b_non_work_mom_par_actb_log_distance_kid_car-0.0156-0.1273.30.000954-0.0204-0.2093.260.00111
b_non_work_mom_par_actb_log_distance_par_act-0.145-0.3893.170.00151-0.187-0.4313.070.00214
b_non_work_mom_par_actb_log_income_k_kid_act0.01410.02622.690.007220.02090.03872.670.00764
b_non_work_mom_par_actb_log_income_k_kid_car0.01420.02642.690.007230.02090.03862.670.00765
b_non_work_mom_par_actb_log_income_k_par_act0.2010.2221.90.05770.1690.1831.840.0656
b_non_work_mom_par_actb_non_work_dad_kid_ace-0.0175-0.01192.460.01410.006780.004562.460.014
b_non_work_mom_par_actb_non_work_dad_kid_car-0.0163-0.0112.450.01440.007010.004712.450.0143
b_non_work_mom_par_actb_non_work_dad_par_act-0.015-0.006040.5720.5670.07840.03310.6020.547
b_non_work_mom_par_actb_non_work_mom_kid_act0.190.1934.123.82e-050.1840.1874.074.7e-05
b_non_work_mom_par_actb_non_work_mom_kid_car0.1850.1854.133.67e-050.1840.1864.114.03e-05
b_veh_per_driver_kid_actasc_kid_act-0.429-0.1670.2470.805-0.384-0.1520.2510.801
b_veh_per_driver_kid_actasc_kid_car-0.498-0.1940.2430.808-0.389-0.1540.2470.805
b_veh_per_driver_kid_actasc_par_act0.9910.1190.3670.7141.510.160.3750.708
b_veh_per_driver_kid_actb_age_kid_act-0.000918-0.00078-0.6330.5270.01790.0151-0.6440.52
b_veh_per_driver_kid_actb_age_kid_car0.04960.0397-0.6310.5280.02310.0194-0.6410.522
b_veh_per_driver_kid_actb_age_par_act0.4910.125-0.01670.9870.7420.172-0.01710.986
b_veh_per_driver_kid_actb_female_kid_act0.1120.02340.07230.942-0.0102-0.002160.07330.942
b_veh_per_driver_kid_actb_female_kid_car0.03140.006480.06710.947-0.0244-0.005180.06810.946
b_veh_per_driver_kid_actb_female_par_act0.3640.0417-0.150.8810.3970.0462-0.1520.879
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.170.0336-0.8750.3810.1560.0313-0.890.374
b_veh_per_driver_kid_actb_has_big_sib_kid_car0.1510.0299-0.8760.3810.1530.0308-0.8910.373
b_veh_per_driver_kid_actb_has_big_sib_par_act-0.00491-0.000549-0.4330.6650.1430.0164-0.4410.659
b_veh_per_driver_kid_actb_has_lil_sib_kid_act-0.0585-0.0116-0.7410.459-0.123-0.0248-0.7520.452
b_veh_per_driver_kid_actb_has_lil_sib_kid_car-0.117-0.0231-0.7440.457-0.128-0.0259-0.7560.45
b_veh_per_driver_kid_actb_has_lil_sib_par_act-0.814-0.0809-0.7060.48-1.25-0.119-0.710.478
b_veh_per_driver_kid_actb_log_density_kid_act0.04890.0262-0.4680.640.01420.00757-0.4750.635
b_veh_per_driver_kid_actb_log_density_kid_car0.1120.0581-0.4640.6430.02230.0119-0.4710.638
b_veh_per_driver_kid_actb_log_density_par_act-0.767-0.125-0.7870.431-1.06-0.151-0.7940.427
b_veh_per_driver_kid_actb_log_distance_kid_act0.04490.091-0.1320.8950.05850.117-0.1340.893
b_veh_per_driver_kid_actb_log_distance_kid_car-0.00383-0.00588-0.1350.8930.05250.105-0.1370.891
b_veh_per_driver_kid_actb_log_distance_par_act0.3360.17-0.1110.9120.4590.206-0.1130.91
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.389-0.137-0.2390.811-0.427-0.154-0.2430.808
b_veh_per_driver_kid_actb_log_income_k_kid_car-0.391-0.138-0.2390.811-0.43-0.155-0.2430.808
b_veh_per_driver_kid_actb_log_income_k_par_act-0.162-0.034-0.4010.688-0.207-0.0436-0.4070.684
b_veh_per_driver_kid_actb_non_work_dad_kid_ace0.3010.0387-0.1690.8650.1190.0156-0.1720.864
b_veh_per_driver_kid_actb_non_work_dad_kid_car0.270.0347-0.1710.8640.1110.0145-0.1730.862
b_veh_per_driver_kid_actb_non_work_dad_par_act0.0130.00099-0.5680.57-0.0421-0.00346-0.5780.563
b_veh_per_driver_kid_actb_non_work_mom_kid_act0.04220.008140.04150.9670.2050.04040.04230.966
b_veh_per_driver_kid_actb_non_work_mom_kid_car0.1590.03010.04880.9610.2190.04330.04970.96
b_veh_per_driver_kid_actb_non_work_mom_par_act-0.612-0.0625-0.7450.456-0.787-0.0807-0.7540.451
b_veh_per_driver_kid_carasc_kid_act-0.538-0.2060.3210.748-0.384-0.1520.3330.739
b_veh_per_driver_kid_carasc_kid_car-0.393-0.1510.3180.75-0.384-0.1520.3290.742
b_veh_per_driver_kid_carasc_par_act0.9190.1090.440.661.510.160.4590.646
b_veh_per_driver_kid_carb_age_kid_act0.03470.0291-0.5460.5850.0190.0161-0.5650.572
b_veh_per_driver_kid_carb_age_kid_car-0.071-0.0561-0.5420.5880.02020.017-0.5620.574
b_veh_per_driver_kid_carb_age_par_act0.4680.1180.06270.950.740.1720.06520.948
b_veh_per_driver_kid_carb_female_kid_act0.04690.009640.150.881-0.0182-0.003870.1550.877
b_veh_per_driver_kid_carb_female_kid_car0.2170.04420.1450.885-0.0267-0.005690.1490.881
b_veh_per_driver_kid_carb_female_par_act0.3390.0384-0.06970.9440.3870.0452-0.07210.942
b_veh_per_driver_kid_carb_has_big_sib_kid_act0.1580.0308-0.7850.4320.160.0323-0.8120.417
b_veh_per_driver_kid_carb_has_big_sib_kid_car0.1960.0383-0.7870.4310.1590.032-0.8130.416
b_veh_per_driver_kid_carb_has_big_sib_par_act-0.00549-0.000606-0.350.7260.1380.0159-0.3630.717
b_veh_per_driver_kid_carb_has_lil_sib_kid_act-0.094-0.0184-0.6520.514-0.114-0.0232-0.6740.5
b_veh_per_driver_kid_carb_has_lil_sib_kid_car0.02970.00577-0.6580.511-0.115-0.0233-0.6780.498
b_veh_per_driver_kid_carb_has_lil_sib_par_act-0.773-0.0758-0.6220.534-1.24-0.118-0.6350.526
b_veh_per_driver_kid_carb_log_density_kid_act0.1020.0538-0.3830.7020.0140.00753-0.3950.693
b_veh_per_driver_kid_carb_log_density_kid_car-0.0304-0.0156-0.3780.7050.01680.00904-0.3910.696
b_veh_per_driver_kid_carb_log_density_par_act-0.719-0.115-0.7010.483-1.05-0.151-0.7180.473
b_veh_per_driver_kid_carb_log_distance_kid_act0.01520.0303-0.05150.9590.05680.114-0.05330.958
b_veh_per_driver_kid_carb_log_distance_kid_car0.1170.178-0.05460.9560.05460.11-0.05640.955
b_veh_per_driver_kid_carb_log_distance_par_act0.3130.156-0.02990.9760.4580.206-0.0310.975
b_veh_per_driver_kid_carb_log_income_k_kid_act-0.382-0.133-0.1580.874-0.427-0.154-0.1630.87
b_veh_per_driver_kid_carb_log_income_k_kid_car-0.378-0.131-0.1580.874-0.43-0.156-0.1630.87
b_veh_per_driver_kid_carb_log_income_k_par_act-0.16-0.0331-0.3180.751-0.217-0.0459-0.3280.743
b_veh_per_driver_kid_carb_non_work_dad_kid_ace0.2780.0353-0.08880.9290.1220.016-0.09150.927
b_veh_per_driver_kid_carb_non_work_dad_kid_car0.3420.0434-0.09080.9280.1160.0152-0.09350.926
b_veh_per_driver_kid_carb_non_work_dad_par_act0.01770.00133-0.4850.628-0.0495-0.00408-0.5010.616
b_veh_per_driver_kid_carb_non_work_mom_kid_act0.1250.02380.120.9050.2080.04120.1240.901
b_veh_per_driver_kid_carb_non_work_mom_kid_car-0.12-0.02230.1260.90.2130.04220.1310.896
b_veh_per_driver_kid_carb_non_work_mom_par_act-0.562-0.0566-0.660.509-0.788-0.0811-0.6780.498
b_veh_per_driver_kid_carb_veh_per_driver_kid_act50.50.9620.2870.77449.80.9991.570.117
b_veh_per_driver_par_actasc_kid_act-0.0278-0.00344-4.14.07e-05-0.046-0.00509-3.670.000238
b_veh_per_driver_par_actasc_kid_car-0.0988-0.0122-4.14.05e-05-0.0308-0.00341-3.680.000237
b_veh_per_driver_par_actasc_par_act10.60.405-4.153.33e-0510.60.315-3.70.000216
b_veh_per_driver_par_actb_age_kid_act0.3940.107-4.391.14e-050.550.13-3.938.48e-05
b_veh_per_driver_par_actb_age_kid_car0.4460.114-4.391.14e-050.5390.127-3.938.52e-05
b_veh_per_driver_par_actb_age_par_act6.410.521-4.242.22e-058.130.529-3.80.000145
b_veh_per_driver_par_actb_female_kid_act0.4210.0279-4.163.15e-050.2240.0134-3.730.000195
b_veh_per_driver_par_actb_female_kid_car0.3380.0222-4.163.14e-050.2460.0147-3.730.000194
b_veh_per_driver_par_actb_female_par_act4.210.154-4.262.03e-054.610.151-3.810.000137
b_veh_per_driver_par_actb_has_big_sib_kid_act0.2490.0157-4.468.07e-061.060.0599-46.29e-05
b_veh_per_driver_par_actb_has_big_sib_kid_car0.230.0145-4.468.07e-061.060.06-46.28e-05
b_veh_per_driver_par_actb_has_big_sib_par_act-0.356-0.0127-4.311.6e-0520.0644-3.880.000105
b_veh_per_driver_par_actb_has_lil_sib_kid_act-0.806-0.0508-4.411.02e-05-0.718-0.0406-3.957.72e-05
b_veh_per_driver_par_actb_has_lil_sib_kid_car-0.867-0.0543-4.411.02e-05-0.703-0.0397-3.957.68e-05
b_veh_per_driver_par_actb_has_lil_sib_par_act-9.82-0.311-4.331.52e-05-11.4-0.304-3.880.000105
b_veh_per_driver_par_actb_log_density_kid_act-0.602-0.103-4.331.51e-05-0.648-0.0972-3.880.000106
b_veh_per_driver_par_actb_log_density_kid_car-0.538-0.0889-4.331.51e-05-0.662-0.0993-3.870.000107
b_veh_per_driver_par_actb_log_density_par_act-8.21-0.425-4.371.26e-05-8.61-0.344-3.928.85e-05
b_veh_per_driver_par_actb_log_distance_kid_act0.4890.316-4.232.34e-050.4810.271-3.790.000153
b_veh_per_driver_par_actb_log_distance_kid_car0.4390.215-4.232.33e-050.4930.277-3.790.000152
b_veh_per_driver_par_actb_log_distance_par_act3.730.602-4.252.14e-054.140.521-3.80.000143
b_veh_per_driver_par_actb_log_income_k_kid_act-0.0676-0.00758-4.262.05e-05-0.458-0.0463-3.810.000138
b_veh_per_driver_par_actb_log_income_k_kid_car-0.0698-0.00784-4.262.05e-05-0.456-0.0462-3.810.000138
b_veh_per_driver_par_actb_log_income_k_par_act-3.82-0.255-4.281.88e-05-4.86-0.287-3.830.000128
b_veh_per_driver_par_actb_non_work_dad_kid_ace0.1970.00806-4.232.29e-050.1180.00435-3.790.000149
b_veh_per_driver_par_actb_non_work_dad_kid_car0.1660.00678-4.242.28e-050.1190.00436-3.790.000149
b_veh_per_driver_par_actb_non_work_dad_par_act0.9520.0231-4.361.27e-05-1.1-0.0253-3.99.71e-05
b_veh_per_driver_par_actb_non_work_mom_kid_act-0.682-0.0418-4.163.14e-05-0.366-0.0203-3.730.000191
b_veh_per_driver_par_actb_non_work_mom_kid_car-0.562-0.0339-4.163.16e-05-0.388-0.0215-3.730.000192
b_veh_per_driver_par_actb_non_work_mom_par_act-7.16-0.233-4.361.3e-05-7.45-0.214-3.919.08e-05
b_veh_per_driver_par_actb_veh_per_driver_kid_act36.30.223-4.271.94e-0534.60.194-3.80.000142
b_veh_per_driver_par_actb_veh_per_driver_kid_car350.212-4.281.87e-0534.90.196-3.830.000128
b_y2017_kid_actasc_kid_act-0.0264-0.09251.760.0792-0.0306-0.1041.710.0877
b_y2017_kid_actasc_kid_car-0.0254-0.0891.720.0848-0.0304-0.1031.680.0939
b_y2017_kid_actasc_par_act-0.388-0.421.460.146-0.508-0.4621.290.196
b_y2017_kid_actb_age_kid_act-0.00994-0.0761-5.758.76e-09-0.00948-0.0686-5.62.17e-08
b_y2017_kid_actb_age_kid_car-0.0107-0.0769-5.711.16e-08-0.0096-0.0693-5.572.55e-08
b_y2017_kid_actb_age_par_act-0.163-0.374-0.290.772-0.234-0.467-0.2650.791
b_y2017_kid_actb_female_kid_act0.0002310.0004330.3020.762-0.0106-0.01930.2950.768
b_y2017_kid_actb_female_kid_car0.00140.00260.2670.79-0.0108-0.01980.260.795
b_y2017_kid_actb_female_par_act-0.103-0.106-0.8490.396-0.128-0.128-0.8330.405
b_y2017_kid_actb_has_big_sib_kid_act0.01840.0327-6.224.85e-100.007660.0133-6.061.35e-09
b_y2017_kid_actb_has_big_sib_kid_car0.01860.0332-6.234.62e-100.007720.0134-6.071.3e-09
b_y2017_kid_actb_has_big_sib_par_act0.02390.024-2.30.0213-0.0141-0.0139-2.260.024
b_y2017_kid_actb_has_lil_sib_kid_act0.07770.138-5.631.77e-080.07070.123-5.53.9e-08
b_y2017_kid_actb_has_lil_sib_kid_car0.07850.139-5.651.62e-080.07030.122-5.523.45e-08
b_y2017_kid_actb_has_lil_sib_par_act0.2840.254-3.830.0001260.4120.337-3.80.000145
b_y2017_kid_actb_log_density_kid_act0.01180.0569-4.321.56e-050.02070.0954-4.252.14e-05
b_y2017_kid_actb_log_density_kid_car0.01090.0508-4.271.99e-050.02080.0954-4.222.48e-05
b_y2017_kid_actb_log_density_par_act0.2550.373-6.461.03e-100.3330.409-6.021.77e-09
b_y2017_kid_actb_log_distance_kid_act-0.0167-0.305-1.40.16-0.0196-0.338-1.360.174
b_y2017_kid_actb_log_distance_kid_car-0.016-0.221-1.430.153-0.0197-0.338-1.390.166
b_y2017_kid_actb_log_distance_par_act-0.11-0.503-1.030.302-0.143-0.552-0.9670.333
b_y2017_kid_actb_log_income_k_kid_act0.001540.00488-2.180.0295.55e-050.000172-2.130.0331
b_y2017_kid_actb_log_income_k_kid_car0.001570.00498-2.180.029-0.000248-0.00077-2.130.033
b_y2017_kid_actb_log_income_k_par_act0.01620.0305-3.040.002340.01010.0182-2.960.0031
b_y2017_kid_actb_non_work_dad_kid_ace0.003430.00397-1.070.2860.0007510.000846-1.060.291
b_y2017_kid_actb_non_work_dad_kid_car0.003870.00448-1.080.2820.0006130.00069-1.060.287
b_y2017_kid_actb_non_work_dad_par_act0.04360.0299-2.240.0248-0.026-0.0184-2.30.0214
b_y2017_kid_actb_non_work_mom_kid_act0.03360.05830.08940.9290.01370.02330.08670.931
b_y2017_kid_actb_non_work_mom_kid_car0.03190.05440.1380.890.0140.02380.1350.892
b_y2017_kid_actb_non_work_mom_par_act0.2170.199-3.996.65e-050.2740.242-4.025.8e-05
b_y2017_kid_actb_veh_per_driver_kid_act-0.565-0.0983-0.02820.978-0.707-0.122-0.02860.977
b_y2017_kid_actb_veh_per_driver_kid_car-0.547-0.0938-0.1050.916-0.707-0.122-0.1080.914
b_y2017_kid_actb_veh_per_driver_par_act-5.93-0.3284.123.71e-05-6.59-0.3183.70.000217
b_y2017_kid_carasc_kid_act-0.0288-0.1011.760.0782-0.0303-0.1031.720.0851
b_y2017_kid_carasc_kid_car-0.0232-0.08091.740.082-0.0299-0.1021.690.0912
b_y2017_kid_carasc_par_act-0.39-0.4211.460.144-0.508-0.4621.30.193
b_y2017_kid_carb_age_kid_act-0.00916-0.0699-5.739.9e-09-0.00966-0.0698-5.582.4e-08
b_y2017_kid_carb_age_kid_car-0.0133-0.0957-5.661.54e-08-0.00985-0.0711-5.552.83e-08
b_y2017_kid_carb_age_par_act-0.163-0.374-0.2790.781-0.234-0.467-0.2540.799
b_y2017_kid_carb_female_kid_act-0.0012-0.002260.3140.754-0.0107-0.01960.3060.759
b_y2017_kid_carb_female_kid_car0.005460.01010.2790.78-0.0109-0.01990.2720.785
b_y2017_kid_carb_female_par_act-0.103-0.106-0.840.401-0.128-0.128-0.8250.41
b_y2017_kid_carb_has_big_sib_kid_act0.01810.0322-6.25.56e-100.007730.0134-6.051.46e-09
b_y2017_kid_carb_has_big_sib_kid_car0.01960.0349-6.225.07e-100.007830.0135-6.051.4e-09
b_y2017_kid_carb_has_big_sib_par_act0.02380.0239-2.290.0219-0.014-0.0138-2.250.0245
b_y2017_kid_carb_has_lil_sib_kid_act0.07690.137-5.612.06e-080.07060.122-5.484.23e-08
b_y2017_kid_carb_has_lil_sib_kid_car0.08180.145-5.651.64e-080.07020.122-5.53.74e-08
b_y2017_kid_carb_has_lil_sib_par_act0.2840.254-3.820.0001320.4130.337-3.790.00015
b_y2017_kid_carb_log_density_kid_act0.01290.0623-4.31.69e-050.02070.0951-4.232.3e-05
b_y2017_kid_carb_log_density_kid_car0.007760.0362-4.222.41e-050.02060.0947-4.22.68e-05
b_y2017_kid_carb_log_density_par_act0.2560.374-6.451.15e-100.3330.409-6.011.91e-09
b_y2017_kid_carb_log_distance_kid_act-0.0174-0.316-1.380.166-0.0196-0.338-1.350.178
b_y2017_kid_carb_log_distance_kid_car-0.0134-0.184-1.420.157-0.0196-0.338-1.370.17
b_y2017_kid_carb_log_distance_par_act-0.111-0.504-1.020.31-0.143-0.552-0.9550.34
b_y2017_kid_carb_log_income_k_kid_act0.001680.00531-2.170.0304-0.000161-0.0005-2.120.0343
b_y2017_kid_carb_log_income_k_kid_car0.001870.00592-2.170.0302-0.000461-0.00143-2.120.0343
b_y2017_kid_carb_log_income_k_par_act0.01620.0305-3.030.002470.009890.0179-2.940.00323
b_y2017_kid_carb_non_work_dad_kid_ace0.002940.0034-1.060.2910.0007570.000852-1.050.296
b_y2017_kid_carb_non_work_dad_kid_car0.005430.00626-1.070.2860.0006420.000722-1.060.291
b_y2017_kid_carb_non_work_dad_par_act0.04370.0299-2.240.0252-0.0257-0.0182-2.290.0218
b_y2017_kid_carb_non_work_mom_kid_act0.03540.06130.1010.9190.01410.0240.09840.922
b_y2017_kid_carb_non_work_mom_kid_car0.02590.0440.1490.8810.01430.02440.1470.883
b_y2017_kid_carb_non_work_mom_par_act0.2180.2-3.986.92e-050.2740.242-4.016.05e-05
b_y2017_kid_carb_veh_per_driver_kid_act-0.593-0.103-0.02650.979-0.709-0.122-0.02680.979
b_y2017_kid_carb_veh_per_driver_kid_car-0.488-0.0836-0.1040.917-0.707-0.122-0.1070.915
b_y2017_kid_carb_veh_per_driver_par_act-5.95-0.3294.123.71e-05-6.59-0.3183.70.000217
b_y2017_kid_carb_y2017_kid_act0.6390.9980.2670.7890.67710.6640.507
b_y2017_par_actasc_kid_act-0.0535-0.03115.787.6e-09-0.027-0.01324.861.15e-06
b_y2017_par_actasc_kid_car-0.0365-0.02135.777.7e-09-0.0264-0.01294.861.18e-06
b_y2017_par_actasc_par_act-4.36-0.7844.996.03e-07-6.23-0.8154.192.77e-05
b_y2017_par_actb_age_kid_act-0.122-0.1564.468.24e-06-0.2-0.2083.740.000182
b_y2017_par_actb_age_kid_car-0.135-0.1624.468.16e-06-0.201-0.2083.750.000179
b_y2017_par_actb_age_par_act-1.96-0.7474.976.56e-07-2.85-0.8184.173.02e-05
b_y2017_par_actb_female_kid_act-0.109-0.03415.464.67e-08-0.105-0.02764.614.06e-06
b_y2017_par_actb_female_kid_car-0.0895-0.02775.464.77e-08-0.106-0.02794.64.18e-06
b_y2017_par_actb_female_par_act-1.05-0.1814.851.26e-06-1.12-0.1614.153.39e-05
b_y2017_par_actb_has_big_sib_kid_act-0.0592-0.01754.074.75e-05-0.299-0.07443.410.000661
b_y2017_par_actb_has_big_sib_kid_car-0.0547-0.01624.074.77e-05-0.299-0.07423.40.000665
b_y2017_par_actb_has_big_sib_par_act0.1730.02894.663.23e-06-0.336-0.04763.880.000103
b_y2017_par_actb_has_lil_sib_kid_act0.2670.07914.321.55e-050.2990.07453.630.000281
b_y2017_par_actb_has_lil_sib_kid_car0.2820.0834.321.57e-050.2990.07443.630.000286
b_y2017_par_actb_has_lil_sib_par_act3.090.4594.81.59e-064.70.5524.133.69e-05
b_y2017_par_actb_log_density_kid_act0.1850.1484.761.89e-060.2590.17146.25e-05
b_y2017_par_actb_log_density_kid_car0.170.1324.771.87e-060.2580.1714.016.12e-05
b_y2017_par_actb_log_density_par_act2.910.7064.791.69e-063.930.69246.45e-05
b_y2017_par_actb_log_distance_kid_act-0.151-0.4575.21.98e-07-0.192-0.4754.371.23e-05
b_y2017_par_actb_log_distance_kid_car-0.139-0.3195.22.01e-07-0.192-0.4744.371.26e-05
b_y2017_par_actb_log_distance_par_act-1.19-0.9065.015.5e-07-1.69-0.9374.212.58e-05
b_y2017_par_actb_log_income_k_kid_act-0.00107-0.0005625.054.31e-070.05520.02464.262.07e-05
b_y2017_par_actb_log_income_k_kid_car-0.000517-0.0002725.054.32e-070.05460.02434.262.07e-05
b_y2017_par_actb_log_income_k_par_act0.1730.05434.821.45e-060.4550.1184.084.43e-05
b_y2017_par_actb_non_work_dad_kid_ace-0.0159-0.003065.054.45e-07-0.074-0.0124.262e-05
b_y2017_par_actb_non_work_dad_kid_car-0.00846-0.001635.054.48e-07-0.0719-0.01164.262.02e-05
b_y2017_par_actb_non_work_dad_par_act0.6210.07094.361.28e-050.2620.02663.690.000222
b_y2017_par_actb_non_work_mom_kid_act0.2230.06445.494.1e-080.2010.04914.614.07e-06
b_y2017_par_actb_non_work_mom_kid_car0.1950.05525.494.06e-080.1990.04854.623.9e-06
b_y2017_par_actb_non_work_mom_par_act2.570.3924.633.74e-063.630.463.948.32e-05
b_y2017_par_actb_veh_per_driver_kid_act-5.57-0.1612.820.00486-8.09-0.22.620.00867
b_y2017_par_actb_veh_per_driver_kid_car-5.25-0.152.740.0061-8.07-0.22.570.0101
b_y2017_par_actb_veh_per_driver_par_act-66.2-0.614.682.94e-06-77.3-0.5364.22.64e-05
b_y2017_par_actb_y2017_kid_act20.5225.923.12e-092.710.5754.976.6e-07
b_y2017_par_actb_y2017_kid_car2.010.5225.923.15e-092.710.5754.976.68e-07
mu_kidasc_kid_act14.20.1540.3050.7610.3810.02671.980.0482
mu_kidasc_kid_car-13.5-0.1470.3040.761-0.305-0.02141.970.0484
mu_kidasc_par_act9.380.03140.3080.7580.6220.011720.046
mu_kidb_age_kid_act-4.61-0.1090.280.779-0.262-0.03921.810.0695
mu_kidb_age_kid_car15.60.3490.280.7790.2120.03171.820.0694
mu_kidb_age_par_act2.940.02090.2970.7660.08070.003331.930.054
mu_kidb_female_kid_act8.490.04930.30.7640.5880.02221.940.052
mu_kidb_female_kid_car-24-0.1380.2990.765-0.0682-0.002581.940.0522
mu_kidb_female_par_act3.160.01010.2930.7691.210.02511.90.057
mu_kidb_has_big_sib_kid_act1.550.008540.2730.785-0.539-0.01931.770.0767
mu_kidb_has_big_sib_kid_car-5.85-0.03230.2730.785-0.687-0.02461.770.0767
mu_kidb_has_big_sib_par_act0.0750.0002340.2850.7750.6130.01251.850.0643
mu_kidb_has_lil_sib_kid_act4.610.02540.2770.782-0.874-0.03141.790.0729
mu_kidb_has_lil_sib_kid_car-19.1-0.1050.2770.782-1.47-0.05251.790.0731
mu_kidb_has_lil_sib_par_act-5.23-0.01450.2770.782-1.48-0.02511.790.0727
mu_kidb_log_density_kid_act-6.85-0.1020.2850.7760.04350.004141.850.065
mu_kidb_log_density_kid_car18.40.2670.2850.7760.6960.06611.850.0648
mu_kidb_log_density_par_act-6.28-0.02850.2750.783-0.886-0.02251.780.0746
mu_kidb_log_distance_kid_act3.850.2180.2940.7690.2170.07731.910.0566
mu_kidb_log_distance_kid_car-15.7-0.6720.2940.769-0.237-0.08441.910.0568
mu_kidb_log_distance_par_act2.960.04180.2950.7680.10.007991.910.0561
mu_kidb_log_income_k_kid_act-0.83-0.008150.2910.771-0.293-0.01881.890.0593
mu_kidb_log_income_k_kid_car-1.74-0.0170.2910.771-0.315-0.02021.890.0593
mu_kidb_log_income_k_par_act-0.276-0.001610.2860.7751.180.04421.860.0632
mu_kidb_non_work_dad_kid_ace2.920.01050.2930.77-0.617-0.01441.90.0578
mu_kidb_non_work_dad_kid_car-9.27-0.03320.2930.77-0.888-0.02071.90.0579
mu_kidb_non_work_dad_par_act-0.607-0.001290.2810.7780.7710.01131.820.0683
mu_kidb_non_work_mom_kid_act-10.7-0.05760.2990.765-0.52-0.01831.940.0528
mu_kidb_non_work_mom_kid_car36.10.1910.2990.7650.6170.02171.940.0525
mu_kidb_non_work_mom_par_act-6.49-0.01850.2760.7820.4660.00851.790.0734
mu_kidb_veh_per_driver_kid_act1660.08940.2980.76520.80.0741.920.0543
mu_kidb_veh_per_driver_kid_car-348-0.1850.2940.7697.620.02721.890.0581
mu_kidb_veh_per_driver_par_act1700.02920.6630.507-38.6-0.03853.570.000352
mu_kidb_y2017_kid_act-2.4-0.01160.2980.7650.2330.007121.930.053
mu_kidb_y2017_kid_car-13.6-0.06590.2980.7650.02220.0006791.930.0531
mu_kidb_y2017_par_act-40.6-0.03270.1960.844-0.569-0.00251.260.208
mu_parentasc_kid_act0.002350.028212.400.001480.014811.60
mu_parentasc_kid_car0.001480.017812.300.001450.014511.60
mu_parentasc_par_act0.210.7796.157.71e-100.2990.7995.397.21e-08
mu_parentb_age_kid_act0.00650.171-4.262.01e-050.01030.22-3.80.000145
mu_parentb_age_kid_car0.007130.177-4.113.89e-050.01030.22-3.720.0002
mu_parentb_age_par_act0.09920.7828.500.1450.8548.350
mu_parentb_female_kid_act0.00570.03675.681.36e-080.00430.02315.543.02e-08
mu_parentb_female_kid_car0.004690.035.572.53e-080.004340.02345.494e-08
mu_parentb_female_par_act0.05420.1921.980.04740.06650.1961.980.0477
mu_parentb_has_big_sib_kid_act0.003340.0204-3.899.93e-050.0160.0816-3.99.73e-05
mu_parentb_has_big_sib_kid_car0.003110.019-3.99.64e-050.0160.0814-3.99.43e-05
mu_parentb_has_big_sib_par_act-0.0017-0.005860.2230.8230.01880.05450.2260.821
mu_parentb_has_lil_sib_kid_act-0.0131-0.0801-2.530.0114-0.0146-0.0745-2.480.0132
mu_parentb_has_lil_sib_kid_car-0.0138-0.0841-2.550.0108-0.0146-0.0743-2.510.0121
mu_parentb_has_lil_sib_par_act-0.148-0.454-1.190.234-0.229-0.551-1.090.275
mu_parentb_log_density_kid_act-0.0099-0.1640.2210.825-0.0133-0.180.1990.843
mu_parentb_log_density_kid_car-0.00911-0.1460.2930.77-0.0132-0.1790.2660.79
mu_parentb_log_density_par_act-0.147-0.737-2.250.0242-0.202-0.73-1.940.0529
mu_parentb_log_distance_kid_act0.007710.4821200.00970.4939.90
mu_parentb_log_distance_kid_car0.00710.33711.300.009710.4929.810
mu_parentb_log_distance_par_act0.05960.93326.100.08330.94625.60
mu_parentb_log_income_k_kid_act8.61e-050.0009373.730.00019-0.00403-0.03683.490.000482
mu_parentb_log_income_k_kid_car5.8e-050.0006313.730.000192-0.004-0.03653.490.000482
mu_parentb_log_income_k_par_act-0.0103-0.06660.750.454-0.0135-0.07190.7210.471
mu_parentb_non_work_dad_kid_ace0.0005240.002082.010.04460.001370.004551.990.0463
mu_parentb_non_work_dad_kid_car0.0001430.000571.990.04610.001280.004241.980.0478
mu_parentb_non_work_dad_par_act-0.0266-0.0626-0.4150.678-0.00691-0.0144-0.440.66
mu_parentb_non_work_mom_kid_act-0.0116-0.06894.841.28e-06-0.0108-0.05424.791.69e-06
mu_parentb_non_work_mom_kid_car-0.0101-0.05924.851.24e-06-0.0107-0.05374.851.22e-06
mu_parentb_non_work_mom_par_act-0.128-0.403-1.410.159-0.173-0.448-1.360.173
mu_parentb_veh_per_driver_kid_act0.2870.1720.4810.630.4110.2080.490.624
mu_parentb_veh_per_driver_kid_car0.2710.160.3960.6920.410.2080.410.682
mu_parentb_veh_per_driver_par_act3.380.6434.371.27e-054.060.5773.919.31e-05
mu_parentb_y2017_kid_act-0.0939-0.5053.899.99e-05-0.129-0.5613.630.000285
mu_parentb_y2017_kid_car-0.0942-0.5053.870.000109-0.129-0.5613.620.0003
mu_parentb_y2017_par_act-1.05-0.935-4.516.44e-06-1.53-0.955-3.780.000154
mu_parentmu_kid2.080.0346-0.2840.7760.01730.00156-1.840.0653
+

Smallest eigenvalue: 1.50303e-05

+

Largest eigenvalue: 8.36252e+06

+

Condition number: 5.56376e+11

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/ind-nest/ind_nests.pickle b/models/IATBR plan/4 alternatives/ind-nest/ind_nests.pickle new file mode 100644 index 0000000..5b0ce16 Binary files /dev/null and b/models/IATBR plan/4 alternatives/ind-nest/ind_nests.pickle differ diff --git a/models/IATBR plan/4 alternatives/ind-nest/model-ind-nest.py b/models/IATBR plan/4 alternatives/ind-nest/model-ind-nest.py new file mode 100644 index 0000000..ab436c7 --- /dev/null +++ b/models/IATBR plan/4 alternatives/ind-nest/model-ind-nest.py @@ -0,0 +1,220 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are nested by parental escort + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForNestedLogit, NestsForNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips_sc2.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('sc2_y2017') +veh_per_driver = Variable('sc2_veh_per_driver') +non_work_mom = Variable('sc2_non_work_mom') +non_work_dad = Variable('sc2_non_work_dad') +age = Variable('sc2_age') +female = Variable('sc2_female') +has_lil_sib = Variable('sc2_has_lil_sib') +has_big_sib = Variable('sc2_has_big_sib') +log_inc_k = Variable('sc2_log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('sc2_log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) + +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) + +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_inc_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_inc_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_inc_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_inc_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Define nests based on independence +mu_parent = Beta('mu_parent', 1, 1.0, None, 0) +mu_kid = Beta('mu_kid', 1, 1.0, None, 0) + +parent_nest = OneNestForNestedLogit( + nest_param=mu_parent, + list_of_alternatives=[17,18], + name='parent_nest' +) + +kid_nest = OneNestForNestedLogit( + nest_param=mu_kid, + list_of_alternatives=[27,28], + name='kid_nest' +) + +ind_nests = NestsForNestedLogit( + choice_set=list(V), + tuple_of_nests=(parent_nest, + kid_nest) +) + +# Define model +my_model = models.lognested(V, av, ind_nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'ind_nests' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/mode-nest/__mode_nests.iter b/models/IATBR plan/4 alternatives/mode-nest/__mode_nests.iter new file mode 100644 index 0000000..c345982 --- /dev/null +++ b/models/IATBR plan/4 alternatives/mode-nest/__mode_nests.iter @@ -0,0 +1,38 @@ +asc_kid_act = -4.824930319861582 +asc_kid_car = -0.062062831153487624 +asc_par_act = -4.684878148281417 +b_age_kid_act = 19.009946190425847 +b_age_kid_car = 0.22412257364135685 +b_age_par_act = 6.042036772060424 +b_female_kid_act = -28.89265780707269 +b_female_kid_car = -0.30098782074839675 +b_female_par_act = -23.64202674843987 +b_has_big_sib_kid_act = 29.36193711552293 +b_has_big_sib_kid_car = 0.8692703854687394 +b_has_big_sib_par_act = 19.270102376148582 +b_has_lil_sib_kid_act = 22.204290705388953 +b_has_lil_sib_kid_car = 0.9476545804689875 +b_has_lil_sib_par_act = 25.672732469335532 +b_log_density_kid_act = 19.46229273759618 +b_log_density_kid_car = -0.12977019358822622 +b_log_density_par_act = 24.61532233038194 +b_log_distance_kid_act = -162.8470693672447 +b_log_distance_kid_car = -0.2927683208761161 +b_log_distance_par_act = -162.0234624659681 +b_log_income_k_kid_act = -2.7023602906539725 +b_log_income_k_kid_car = -0.0643417577792421 +b_log_income_k_par_act = -2.4330124772645956 +b_non_work_dad_kid_ace = -4.81163884405732 +b_non_work_dad_kid_car = -0.18411306239195432 +b_non_work_dad_par_act = -2.7078856801200892 +b_non_work_mom_kid_act = -4.698952849960157 +b_non_work_mom_kid_car = -1.0859347216643553 +b_non_work_mom_par_act = 8.083401918140957 +b_veh_per_driver_kid_act = -29.591229348370653 +b_veh_per_driver_kid_car = 0.5675333686255037 +b_veh_per_driver_par_act = -45.46852299079348 +b_y2017_kid_act = 11.65477992964463 +b_y2017_kid_car = -0.3114510929118261 +b_y2017_par_act = 81.3499006480763 +mu_active = 4.591250190265388 +mu_car = 49.974315575853666 diff --git a/models/IATBR plan/4 alternatives/mode-nest/biogeme.toml b/models/IATBR plan/4 alternatives/mode-nest/biogeme.toml new file mode 100644 index 0000000..0b5d61b --- /dev/null +++ b/models/IATBR plan/4 alternatives/mode-nest/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 27, 2024. 10:29:40 + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 1000 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + diff --git a/models/IATBR plan/4 alternatives/mode-nest/mode_nests.html b/models/IATBR plan/4 alternatives/mode-nest/mode_nests.html new file mode 100644 index 0000000..11456dc --- /dev/null +++ b/models/IATBR plan/4 alternatives/mode-nest/mode_nests.html @@ -0,0 +1,810 @@ + + + + +mode_nests - Report from biogeme 3.2.13 [2024-04-03] + + + + + + +

biogeme 3.2.13 [2024-04-03]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-03 16:08:50.814194

+ + + +
Report file: mode_nests~00.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 38
Sample size: 4910
Excluded observations: 0
Init log likelihood: -11160.09
Final log likelihood: -4211.127
Likelihood ratio test for the init. model: 13897.93
Rho-square for the init. model: 0.623
Rho-square-bar for the init. model: 0.619
Akaike Information Criterion: 8498.254
Bayesian Information Criterion: 8745.218
Final gradient norm: 6.8081E-02
Nbr of threads: 12
Relative gradient: 6.046767451069312e-06
Cause of termination: Relative gradient = 6e-06 <= 6.1e-06
Number of function evaluations: 300
Number of gradient evaluations: 279
Number of hessian evaluations: 278
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 299
Proportion of Hessian calculation: 278/278 = 100.0%
Optimization time: 0:22:29.173510
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-4.820.404-11.90
asc_kid_car-0.06210.0215-2.890.00388
asc_par_act-4.680.43-10.90
b_age_kid_act192.397.942e-15
b_age_kid_car0.2240.08452.650.00798
b_age_par_act6.049.440.640.522
b_female_kid_act-28.96.85-4.222.47e-05
b_female_kid_car-0.3010.229-1.310.189
b_female_par_act-23.68.13-2.910.00366
b_has_big_sib_kid_act29.47.34.025.79e-05
b_has_big_sib_kid_car0.8690.3662.370.0176
b_has_big_sib_par_act19.39.761.970.0484
b_has_lil_sib_kid_act22.27.163.10.00191
b_has_lil_sib_kid_car0.9480.3732.540.0111
b_has_lil_sib_par_act25.77.823.280.00103
b_log_density_kid_act19.52.926.672.54e-11
b_log_density_kid_car-0.130.0835-1.550.12
b_log_density_par_act24.65.234.712.52e-06
b_log_distance_kid_act-1636.23-26.10
b_log_distance_kid_car-0.2930.263-1.110.266
b_log_distance_par_act-1626.7-24.20
b_log_income_k_kid_act-2.73.95-0.6850.494
b_log_income_k_kid_car-0.06430.152-0.4230.672
b_log_income_k_par_act-2.434.21-0.5780.563
b_non_work_dad_kid_ace-4.8110.7-0.4510.652
b_non_work_dad_kid_car-0.1840.396-0.4650.642
b_non_work_dad_par_act-2.7111.8-0.2290.819
b_non_work_mom_kid_act-4.77.56-0.6220.534
b_non_work_mom_kid_car-1.090.406-2.670.00753
b_non_work_mom_par_act8.0812.20.6610.509
b_veh_per_driver_kid_act-29.68.85-3.350.000822
b_veh_per_driver_kid_car0.5680.22.840.00447
b_veh_per_driver_par_act-45.517-2.670.0076
b_y2017_kid_act11.711.90.9820.326
b_y2017_kid_car-0.3110.265-1.170.24
b_y2017_par_act81.351.11.590.112
mu_active4.594.031.140.255
mu_car5015.23.30.000973
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_carasc_kid_act0.0002290.0021710.100.0003770.043411.80
asc_par_actasc_kid_act0.1380.870.6860.4930.1530.8830.6890.491
asc_par_actasc_kid_car-6.91e-05-0.000619-9.400.0003290.0357-10.80
b_age_kid_actasc_kid_act-0.48-0.58410.10-0.568-0.5888.990
b_age_kid_actasc_kid_car-0.0386-0.06668.830-0.00481-0.09367.961.78e-15
b_age_kid_actasc_par_act-0.388-0.44810.10-0.479-0.4669.040
b_age_kid_carasc_kid_act-0.000807-0.002114.761.9e-06-0.000986-0.028912.20
b_age_kid_carasc_kid_car-0.269-0.9990.2270.82-0.00147-0.8112.790.00532
b_age_kid_carasc_par_act0.0002720.0006754.64.19e-06-0.000779-0.021411.20
b_age_kid_carb_age_kid_act0.140.0667-8.242.22e-160.01570.0779-7.873.55e-15
b_age_par_actasc_kid_act0.5510.1861.430.1530.970.2541.160.245
b_age_par_actasc_kid_car0.006340.003030.7970.4260.02180.1080.6470.518
b_age_par_actasc_par_act0.07510.0241.40.1610.4930.1221.140.254
b_age_par_actb_age_kid_act-7.66-0.471-1.460.143-13.7-0.608-1.170.241
b_age_par_actb_age_kid_car-0.023-0.003040.7530.451-0.0848-0.1060.6160.538
b_female_kid_actasc_kid_act-0.066-0.025-3.510.000440.007120.00257-3.510.000451
b_female_kid_actasc_kid_car0.04460.0239-4.222.41e-050.005360.0364-4.212.56e-05
b_female_kid_actasc_par_act-0.104-0.0374-3.530.000413-0.0139-0.00471-3.530.000422
b_female_kid_actb_age_kid_act-0.968-0.0668-6.584.82e-11-1.94-0.119-6.371.88e-10
b_female_kid_actb_age_kid_car-0.161-0.0239-4.212.59e-05-0.0219-0.0378-4.252.15e-05
b_female_kid_actb_age_par_act5.750.11-3.610.0003099.190.142-3.220.00128
b_female_kid_carasc_kid_act0.0009990.001933.240.001180.001120.01219.790
b_female_kid_carasc_kid_car0.360.983-0.2230.8240.0005360.109-1.050.294
b_female_kid_carasc_par_act-0.000446-0.0008143.130.001760.0007520.007639.030
b_female_kid_carb_age_kid_act-0.187-0.0656-7.477.88e-14-0.0259-0.0472-81.33e-15
b_female_kid_carb_age_kid_car-1.3-0.983-0.2270.821-0.00156-0.0805-2.10.0361
b_female_kid_carb_age_par_act0.03110.00303-0.8160.4140.1170.054-0.6730.501
b_female_kid_carb_female_kid_act0.2220.02434.133.65e-050.03590.02284.172.98e-05
b_female_par_actasc_kid_act-0.471-0.155-2.380.0172-0.593-0.18-2.290.022
b_female_par_actasc_kid_car0.02610.0122-3.010.00259-0.00535-0.0306-2.90.00375
b_female_par_actasc_par_act-0.343-0.107-2.410.0162-0.46-0.132-2.310.0208
b_female_par_actb_age_kid_act3.90.235-5.62.12e-086.060.311-5.523.46e-08
b_female_par_actb_age_kid_car-0.0943-0.0122-3.020.002520.01870.0272-2.930.00334
b_female_par_actb_age_par_act-20.6-0.344-2.340.0194-32.7-0.426-20.0457
b_female_par_actb_female_kid_act41.70.781.060.28940.10.720.9170.359
b_female_par_actb_female_kid_car0.1330.0127-2.950.00322-0.0213-0.0114-2.870.00414
b_has_big_sib_kid_actasc_kid_act-0.721-0.2574.643.48e-06-0.766-0.264.614.04e-06
b_has_big_sib_kid_actasc_kid_car-0.127-0.06434.045.32e-05-0.00249-0.01594.035.59e-05
b_has_big_sib_kid_actasc_par_act-0.61-0.2064.633.66e-06-0.652-0.2084.64.24e-06
b_has_big_sib_kid_actb_age_kid_act3.810.2471.470.1414.540.261.460.143
b_has_big_sib_kid_actb_age_kid_car0.460.06424.016.01e-05-0.00241-0.003913.996.6e-05
b_has_big_sib_kid_actb_age_par_act-8.88-0.162.050.0401-14.3-0.2071.780.0745
b_has_big_sib_kid_actb_female_kid_act-2.48-0.055.711.16e-08-2.8-0.0565.661.49e-08
b_has_big_sib_kid_actb_female_kid_car-0.616-0.06333.977.07e-05-0.024-0.01434.064.93e-05
b_has_big_sib_kid_actb_female_par_act2.620.04625.083.69e-074.60.07745.054.48e-07
b_has_big_sib_kid_carasc_kid_act-0.00303-0.002051.480.139-0.0031-0.020910.30
b_has_big_sib_kid_carasc_kid_car-1.04-0.9980.2270.82-0.00553-0.7022.440.0147
b_has_big_sib_kid_carasc_par_act0.001150.0007331.440.149-0.00241-0.01539.760
b_has_big_sib_kid_carb_age_kid_act0.5410.0665-4.271.98e-050.05170.059-7.564e-14
b_has_big_sib_kid_carb_age_kid_car3.760.9970.2270.8210.02020.6532.030.0422
b_has_big_sib_kid_carb_age_par_act-0.0894-0.00305-0.6030.546-0.317-0.0916-0.5460.585
b_has_big_sib_kid_carb_female_kid_act-0.625-0.02393.760.000167-0.085-0.03394.331.49e-05
b_has_big_sib_kid_carb_female_kid_car-5.04-0.9830.2270.82-0.0117-0.1392.550.0107
b_has_big_sib_kid_carb_female_par_act-0.367-0.01222.80.005110.06360.02133.010.00259
b_has_big_sib_kid_carb_has_big_sib_kid_act1.790.0644-3.570.0003590.03380.0127-3.99.62e-05
b_has_big_sib_par_actasc_kid_act0.04420.01252.640.008340.3460.08782.480.0133
b_has_big_sib_par_actasc_kid_car-0.0935-0.03752.110.03450.01530.07311.980.0476
b_has_big_sib_par_actasc_par_act-0.359-0.09632.610.00906-0.0327-0.00782.450.0142
b_has_big_sib_par_actb_age_kid_act-5.06-0.2610.02630.979-9.2-0.3940.02380.981
b_has_big_sib_par_actb_age_kid_car0.3370.03752.080.0373-0.0698-0.08461.950.0512
b_has_big_sib_par_actb_age_par_act390.5581.650.098258.30.6321.610.108
b_has_big_sib_par_actb_female_kid_act2.420.03884.311.67e-054.720.07054.182.92e-05
b_has_big_sib_par_actb_female_kid_car-0.452-0.0372.110.03490.07260.03242.010.0448
b_has_big_sib_par_actb_female_par_act-15.2-0.2133.240.00118-23.5-0.2962.970.00295
b_has_big_sib_par_actb_has_big_sib_kid_act41.20.621-1.380.16937.60.528-1.180.239
b_has_big_sib_par_actb_has_big_sib_kid_car1.320.03761.880.0596-0.212-0.05941.880.0601
b_has_lil_sib_kid_actasc_kid_act-0.407-0.1473.750.000176-0.333-0.1153.750.000179
b_has_lil_sib_kid_actasc_kid_car-0.128-0.06573.110.001880.003830.02493.110.00186
b_has_lil_sib_kid_actasc_par_act-0.412-0.1413.730.000191-0.356-0.1163.730.000195
b_has_lil_sib_kid_actb_age_kid_act-0.351-0.02320.4260.67-1.38-0.08040.4140.679
b_has_lil_sib_kid_actb_age_kid_car0.4620.06563.080.00209-0.00941-0.01563.070.00213
b_has_lil_sib_kid_actb_age_par_act3.690.06751.60.117.720.1141.450.148
b_has_lil_sib_kid_actb_female_kid_act-0.124-0.002545.172.39e-07-0.248-0.005065.152.67e-07
b_has_lil_sib_kid_actb_female_kid_car-0.619-0.06473.060.00220.007250.004423.140.00167
b_has_lil_sib_kid_actb_female_par_act-1.81-0.03244.262.05e-05-4.11-0.07064.094.29e-05
b_has_lil_sib_kid_actb_has_big_sib_kid_act12.80.248-0.8110.41812.20.234-0.80.424
b_has_lil_sib_kid_actb_has_big_sib_kid_car1.790.06562.710.00675-0.0503-0.01922.970.00293
b_has_lil_sib_kid_actb_has_big_sib_par_act15.20.2330.2880.774180.2580.2790.78
b_has_lil_sib_kid_carasc_kid_act-0.00329-0.002041.380.168-0.00491-0.032510.30
b_has_lil_sib_kid_carasc_kid_car-1.14-0.9980.2270.82-0.0056-0.6982.60.00936
b_has_lil_sib_kid_carasc_par_act0.001260.0007391.340.179-0.00399-0.02499.770
b_has_lil_sib_kid_carb_age_kid_act0.5890.0665-3.977.24e-050.08380.0939-7.573.82e-14
b_has_lil_sib_kid_carb_age_kid_car4.10.9970.2270.820.01660.5262.150.0316
b_has_lil_sib_kid_carb_age_par_act-0.0971-0.00304-0.5830.56-0.344-0.0975-0.5370.591
b_has_lil_sib_kid_carb_female_kid_act-0.681-0.02393.690.000223-0.103-0.04034.341.42e-05
b_has_lil_sib_kid_carb_female_kid_car-5.5-0.9830.2270.82-0.0102-0.1192.710.00672
b_has_lil_sib_kid_carb_female_par_act-0.399-0.01222.760.00580.06960.02293.020.0025
b_has_lil_sib_kid_carb_has_big_sib_kid_act1.940.0642-3.490.0004780.06590.0242-3.899.97e-05
b_has_lil_sib_kid_carb_has_big_sib_kid_car15.90.9970.1730.8630.09160.670.2610.794
b_has_lil_sib_kid_carb_has_big_sib_par_act1.430.0375-1.850.0641-0.222-0.0608-1.870.0613
b_has_lil_sib_kid_carb_has_lil_sib_kid_act1.960.0658-2.650.0081-0.0495-0.0185-2.960.00304
b_has_lil_sib_par_actasc_kid_act-0.627-0.2063.840.000123-0.67-0.2123.850.000118
b_has_lil_sib_par_actasc_kid_car-0.137-0.06393.270.00108-0.00184-0.01093.290.001
b_has_lil_sib_par_actasc_par_act-0.63-0.1963.820.000132-0.722-0.2153.830.000128
b_has_lil_sib_par_actb_age_kid_act2.50.150.8520.3943.020.1610.8540.393
b_has_lil_sib_par_actb_age_kid_car0.4940.06383.240.001190.01160.01763.250.00114
b_has_lil_sib_par_actb_age_par_act-11.9-0.1971.640.102-15.1-0.2041.460.144
b_has_lil_sib_par_actb_female_kid_act-1.77-0.0335.162.47e-07-2.89-0.0545.113.18e-07
b_has_lil_sib_par_actb_female_kid_car-0.663-0.0633.230.00125-0.0225-0.01253.320.000909
b_has_lil_sib_par_actb_female_par_act4.190.06824.614.07e-065.490.08624.574.86e-06
b_has_lil_sib_par_actb_has_big_sib_kid_act15.20.267-0.4030.68715.70.275-0.4050.686
b_has_lil_sib_par_actb_has_big_sib_kid_car1.920.06392.910.003570.02790.009723.170.00153
b_has_lil_sib_par_actb_has_big_sib_par_act7.510.1050.5620.5744.940.06470.5290.597
b_has_lil_sib_par_actb_has_lil_sib_kid_act47.60.8490.830.40746.60.8330.7920.428
b_has_lil_sib_par_actb_has_lil_sib_kid_car2.10.0642.860.004270.0420.01443.160.00158
b_log_density_kid_actasc_kid_act-0.592-0.5588.162.22e-16-0.641-0.5437.71.4e-14
b_log_density_kid_actasc_kid_car0.02270.03037.111.17e-120.00160.02566.692.18e-11
b_log_density_kid_actasc_par_act-0.593-0.5298.114.44e-16-0.672-0.5367.622.53e-14
b_log_density_kid_actb_age_kid_act-0.507-0.0870.1250.9-0.972-0.1390.1120.91
b_log_density_kid_actb_age_kid_car-0.0822-0.03046.546.12e-11-0.00709-0.02886.594.53e-11
b_log_density_kid_actb_age_par_act3.780.181.750.07966.150.2231.450.146
b_log_density_kid_actb_female_kid_act-0.197-0.01056.555.8e-110.1790.008976.527.23e-11
b_log_density_kid_actb_female_kid_car0.110.036.555.58e-110.01130.01696.761.36e-11
b_log_density_kid_actb_female_par_act-1.88-0.08785.064.17e-07-2.84-0.124.811.52e-06
b_log_density_kid_actb_has_big_sib_kid_act-0.489-0.0246-1.270.206-0.93-0.0437-1.240.215
b_log_density_kid_actb_has_big_sib_kid_car-0.319-0.03043.899.87e-05-0.0206-0.01936.312.82e-10
b_log_density_kid_actb_has_big_sib_par_act2.610.1040.02080.9834.020.1410.01960.984
b_log_density_kid_actb_has_lil_sib_kid_act0.4730.0242-0.3610.7181.060.0508-0.3610.718
b_log_density_kid_actb_has_lil_sib_kid_car-0.348-0.03043.660.000253-0.0456-0.04186.263.81e-10
b_log_density_kid_actb_has_lil_sib_par_act-0.557-0.0259-0.7410.459-0.62-0.0272-0.7370.461
b_log_density_kid_carasc_kid_act0.0003620.001636.781.23e-110.0001140.0033811.40
b_log_density_kid_carasc_kid_car0.1540.984-0.2180.827-0.000121-0.0673-0.7730.439
b_log_density_kid_carasc_par_act-0.00026-0.001116.451.09e-10-6.04e-05-0.0016810.40
b_log_density_kid_carb_age_kid_act-0.0805-0.0659-8.560-0.0102-0.0508-7.981.55e-15
b_log_density_kid_carb_age_kid_car-0.56-0.987-0.2270.82-0.00111-0.158-2.770.00561
b_log_density_kid_carb_age_par_act0.01350.00307-0.8040.4220.05440.0691-0.6540.513
b_log_density_kid_carb_female_kid_act0.0930.02374.212.59e-050.01080.01894.22.67e-05
b_log_density_kid_carb_female_kid_car0.750.9730.2160.829-0.000985-0.05150.6910.49
b_log_density_kid_carb_female_par_act0.05440.012130.00271-0.0147-0.02172.890.00386
b_log_density_kid_carb_has_big_sib_kid_act-0.265-0.0636-4.035.57e-050.0009910.00163-4.045.37e-05
b_log_density_kid_carb_has_big_sib_kid_car-2.17-0.987-0.2270.82-0.00811-0.265-2.520.0118
b_log_density_kid_carb_has_big_sib_par_act-0.195-0.0371-2.120.03440.04460.0547-1.990.0468
b_log_density_kid_carb_has_lil_sib_kid_act-0.267-0.065-3.10.001920.001060.00177-3.120.0018
b_log_density_kid_carb_has_lil_sib_kid_car-2.37-0.987-0.2270.82-0.00576-0.185-2.710.00668
b_log_density_kid_carb_has_lil_sib_par_act-0.285-0.0632-3.260.00111-0.0125-0.0191-3.30.000977
b_log_density_kid_carb_log_density_kid_act0.04850.0308-7.041.95e-120.008510.035-6.721.83e-11
b_log_density_par_actasc_kid_act-0.988-0.5816.371.9e-10-1.29-0.6125.378.07e-08
b_log_density_par_actasc_kid_car0.00390.003255.621.95e-08-0.00986-0.08784.722.4e-06
b_log_density_par_actasc_par_act-1-0.566.332.42e-10-1.34-0.5985.339.87e-08
b_log_density_par_actb_age_kid_act4.490.4831.460.1457.330.5861.310.192
b_log_density_par_actb_age_kid_car-0.0142-0.003295.425.91e-080.03610.08184.673.03e-06
b_log_density_par_actb_age_par_act-23.6-0.7021.660.0967-37.3-0.7551.340.179
b_log_density_par_actb_female_kid_act-2.94-0.0986.322.65e-10-4.62-0.1295.864.76e-09
b_log_density_par_actb_female_kid_car0.01910.003255.445.41e-08-0.0491-0.0414.752.03e-06
b_log_density_par_actb_female_par_act8.140.2376.021.72e-09130.3055.874.37e-09
b_log_density_par_actb_has_big_sib_kid_act4.710.148-0.60.5486.930.181-0.5810.561
b_log_density_par_actb_has_big_sib_kid_car-0.0556-0.003314.074.65e-050.1380.07194.555.32e-06
b_log_density_par_actb_has_big_sib_par_act-15.4-0.3850.4630.644-24.1-0.4720.4090.683
b_log_density_par_actb_has_lil_sib_kid_act-1.22-0.03910.2830.777-2.9-0.07760.2630.793
b_log_density_par_actb_has_lil_sib_kid_car-0.0608-0.003323.99.46e-050.1380.07064.545.72e-06
b_log_density_par_actb_has_lil_sib_par_act5.60.163-0.1270.8997.020.172-0.1220.903
b_log_density_par_actb_log_density_kid_act5.430.4521.290.1965.520.3621.030.301
b_log_density_par_actb_log_density_kid_car0.009170.003645.62.19e-08-0.019-0.04364.732.28e-06
b_log_distance_kid_actasc_kid_act0.6070.259-26.500.5330.212-25.70
b_log_distance_kid_actasc_kid_car0.04350.0264-26.900.003550.0265-26.10
b_log_distance_kid_actasc_par_act0.5680.23-26.500.5530.207-25.70
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b_log_distance_kid_actb_age_kid_car-0.157-0.0263-26.50-0.0196-0.0372-26.20
b_log_distance_kid_actb_age_par_act-0.249-0.00539-17.30-0.565-0.0096-14.90
b_log_distance_kid_actb_female_kid_act2.590.0629-15.203.310.0776-15.10
b_log_distance_kid_actb_female_kid_car0.210.026-26.400.0360.0252-26.10
b_log_distance_kid_actb_female_par_act1.60.0339-14.303.040.06-140
b_log_distance_kid_actb_has_big_sib_kid_act-1.29-0.0295-20.10-1.21-0.0267-19.80
b_log_distance_kid_actb_has_big_sib_kid_car-0.608-0.0263-22.60-0.012-0.00528-26.20
b_log_distance_kid_actb_has_big_sib_par_act0.270.00488-16.700.4350.00715-15.80
b_log_distance_kid_actb_has_lil_sib_kid_act-1.63-0.0377-19.40-3.29-0.0738-18.80
b_log_distance_kid_actb_has_lil_sib_kid_car-0.663-0.0263-220-0.0389-0.0167-26.20
b_log_distance_kid_actb_has_lil_sib_par_act-2.06-0.0434-18.60-3.46-0.071-18.20
b_log_distance_kid_actb_log_density_kid_act-0.557-0.0336-27.10-0.236-0.013-26.40
b_log_distance_kid_actb_log_density_kid_car0.09060.0261-26.900.007450.0143-26.10
b_log_distance_kid_actb_log_density_par_act-1.4-0.0527-24.50-1.54-0.0473-22.50
b_log_distance_kid_carasc_kid_act0.001070.002113.320.0008950.002140.02019.480
b_log_distance_kid_carasc_kid_car0.3520.986-0.2220.8250.003210.568-0.9160.36
b_log_distance_kid_carasc_par_act-0.000342-0.000643.20.001370.001890.01678.780
b_log_distance_kid_carb_age_kid_act-0.183-0.0658-7.525.46e-14-0.0381-0.0605-7.971.55e-15
b_log_distance_kid_carb_age_kid_car-1.27-0.985-0.2260.821-0.0101-0.454-1.660.0965
b_log_distance_kid_carb_age_par_act0.03010.003-0.8160.4150.09370.0377-0.6720.502
b_log_distance_kid_carb_female_kid_act0.2110.02364.133.59e-050.06150.03414.182.95e-05
b_log_distance_kid_carb_female_kid_car1.70.970.02530.980.006970.1150.0250.98
b_log_distance_kid_carb_female_par_act0.1240.01212.950.00320.008780.00412.870.00411
b_log_distance_kid_carb_has_big_sib_kid_act-0.602-0.0634-3.986.98e-050.01580.00821-4.064.91e-05
b_log_distance_kid_carb_has_big_sib_kid_car-4.92-0.983-0.2270.82-0.0416-0.431-2.170.03
b_log_distance_kid_carb_has_big_sib_par_act-0.442-0.037-2.110.03490.1030.0399-2.010.0449
b_log_distance_kid_carb_has_lil_sib_kid_act-0.605-0.0648-3.060.002180.03290.0175-3.140.00167
b_log_distance_kid_carb_has_lil_sib_kid_car-5.37-0.983-0.2270.82-0.0432-0.44-2.280.0224
b_log_distance_kid_carb_has_lil_sib_par_act-0.648-0.063-3.230.001240.002940.00143-3.320.00091
b_log_distance_kid_carb_log_density_kid_act0.1080.0301-6.584.7e-110.01390.0181-6.751.43e-11
b_log_distance_kid_carb_log_density_kid_car0.7330.974-0.2140.830.004090.186-0.6240.532
b_log_distance_kid_carb_log_density_par_act0.01890.00329-5.455.15e-08-0.0431-0.0313-4.752.05e-06
b_log_distance_kid_carb_log_distance_kid_act0.2120.026826.400.0640.03926.10
b_log_distance_par_actasc_kid_act0.5850.235-24.800.6060.224-23.70
b_log_distance_par_actasc_kid_car0.04320.0246-25.200.005920.0411-24.20
b_log_distance_par_actasc_par_act0.6660.254-24.800.7520.261-23.80
b_log_distance_par_actb_age_kid_act-2.36-0.173-25.50-3.18-0.199-240
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b_log_income_k_kid_carb_female_par_act0.02710.01083.010.00260.00380.003072.90.00375
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b_veh_per_driver_par_actb_non_work_dad_kid_car-0.101-0.00831-3.340.0008330.02770.00411-2.660.00786
b_veh_per_driver_par_actb_non_work_dad_par_act-13.7-0.0859-2.290.0221-43.9-0.218-1.880.0604
b_veh_per_driver_par_actb_non_work_mom_kid_act20.60.204-2.90.0037137.10.288-2.470.0136
b_veh_per_driver_par_actb_non_work_mom_kid_car-0.599-0.00928-3.090.002020.5870.0847-2.610.00905
b_veh_per_driver_par_actb_non_work_mom_par_act-73.8-0.511-2.540.0111-132-0.633-2.020.0435
b_veh_per_driver_par_actb_veh_per_driver_kid_act39.60.359-1.220.22331.70.211-0.9090.363
b_veh_per_driver_par_actb_veh_per_driver_kid_car0.3190.00946-3.360.000792-0.392-0.115-2.70.00696
b_y2017_kid_actasc_kid_act0.5240.1321.620.1060.9330.1951.40.162
b_y2017_kid_actasc_kid_car0.07990.02861.140.2520.02320.0910.9880.323
b_y2017_kid_actasc_par_act0.09930.02371.60.1110.5390.1061.380.167
b_y2017_kid_actb_age_kid_act-9.39-0.432-0.650.516-15.4-0.543-0.5520.581
b_y2017_kid_actb_age_kid_car-0.289-0.02861.110.268-0.0971-0.09690.9630.336
b_y2017_kid_actb_age_par_act57.10.7280.7990.42490.90.8120.8110.417
b_y2017_kid_actb_female_kid_act6.130.08763.440.000599.080.1123.110.00184
b_y2017_kid_actb_female_kid_car0.3870.02821.160.2450.1440.05291.010.313
b_y2017_kid_actb_female_par_act-20.8-0.2592.450.0143-34.6-0.3582.120.0336
b_y2017_kid_actb_has_big_sib_kid_act-7.32-0.0984-1.350.177-11.8-0.137-1.20.23
b_y2017_kid_actb_has_big_sib_kid_car-1.12-0.02860.9770.328-0.347-0.07990.9070.365
b_y2017_kid_actb_has_big_sib_par_act40.80.436-0.7370.46162.70.542-0.7240.469
b_y2017_kid_actb_has_lil_sib_kid_act9.440.129-0.9010.36713.60.16-0.8220.411
b_y2017_kid_actb_has_lil_sib_kid_car-1.22-0.02850.9590.338-0.329-0.07420.90.368
b_y2017_kid_actb_has_lil_sib_par_act-6.59-0.082-1.050.296-10.7-0.116-0.9380.348
b_y2017_kid_actb_log_density_kid_act3.160.113-0.7580.4485.790.167-0.6650.506
b_y2017_kid_actb_log_density_kid_car0.1670.02831.150.250.0660.06670.9940.32
b_y2017_kid_actb_log_density_par_act-24.4-0.544-0.9850.324-39.9-0.642-0.8230.41
b_y2017_kid_actb_log_distance_kid_act-3.95-0.063714.30-3.36-0.045512.80
b_y2017_kid_actb_log_distance_kid_car0.3780.02821.160.2460.08840.02831.010.314
b_y2017_kid_actb_log_distance_par_act-3.86-0.05871401.710.021512.90
b_y2017_kid_actb_log_income_k_kid_act1.210.02981.320.1873.280.07011.170.241
b_y2017_kid_actb_log_income_k_kid_car0.08330.02541.140.2520.04150.0230.9880.323
b_y2017_kid_actb_log_income_k_par_act-4.18-0.09661.230.219-9.59-0.1921.060.291
b_y2017_kid_actb_non_work_dad_kid_ace5.260.04731.130.2589.170.07241.070.284
b_y2017_kid_actb_non_work_dad_kid_car0.2360.02571.150.248-5.84e-05-1.24e-050.9970.319
b_y2017_kid_actb_non_work_dad_par_act-14.7-0.1220.8680.385-31.1-0.2210.7750.438
b_y2017_kid_actb_non_work_mom_kid_act14.50.1891.420.15423.10.2571.330.184
b_y2017_kid_actb_non_work_mom_kid_car1.40.02861.140.2540.3960.08211.080.282
b_y2017_kid_actb_non_work_mom_par_act-54.7-0.50.1970.844-90.7-0.6250.1640.869
b_y2017_kid_actb_veh_per_driver_kid_act-14.9-0.1782.910.00365-25-0.2392.510.0119
b_y2017_kid_actb_veh_per_driver_kid_car-0.729-0.02851.040.296-0.222-0.09390.9330.351
b_y2017_kid_actb_veh_per_driver_par_act780.5644.986.33e-071390.6874.623.93e-06
b_y2017_kid_carasc_kid_act0.001050.001943.130.001760.001510.01419.40
b_y2017_kid_carasc_kid_car0.3730.983-0.2220.8240.001880.33-0.9630.335
b_y2017_kid_carasc_par_act-0.000466-0.000823.020.002550.0009140.008028.690
b_y2017_kid_carb_age_kid_act-0.194-0.0657-7.391.43e-13-0.0406-0.0641-7.971.55e-15
b_y2017_kid_carb_age_kid_car-1.35-0.983-0.2260.821-0.00581-0.26-1.790.0727
b_y2017_kid_carb_age_par_act0.03390.00319-0.8170.4140.140.0561-0.6740.5
b_y2017_kid_carb_female_kid_act0.2240.02364.123.77e-050.05280.02914.172.99e-05
b_y2017_kid_carb_female_kid_car1.810.971-0.03130.9750.00430.0708-0.0310.975
b_y2017_kid_carb_female_par_act0.1310.0122.940.00327-0.0213-0.009872.870.00416
b_y2017_kid_carb_has_big_sib_kid_act-0.639-0.0633-3.977.22e-05-0.0444-0.023-4.064.95e-05
b_y2017_kid_carb_has_big_sib_kid_car-5.23-0.982-0.2270.82-0.0275-0.283-2.320.0205
b_y2017_kid_carb_has_big_sib_par_act-0.468-0.0368-2.110.0350.08040.0311-2.010.0447
b_y2017_kid_carb_has_lil_sib_kid_act-0.641-0.0646-3.060.002220.07660.0404-3.150.00164
b_y2017_kid_carb_has_lil_sib_kid_car-5.69-0.982-0.2270.82-0.0338-0.342-2.390.0168
b_y2017_kid_carb_has_lil_sib_par_act-0.687-0.0629-3.220.001270.03710.0179-3.320.000896
b_y2017_kid_carb_log_density_kid_act0.1140.03-6.517.41e-110.02660.0344-6.771.28e-11
b_y2017_kid_carb_log_density_kid_car0.7780.973-0.2160.8290.002050.0928-0.6720.502
b_y2017_kid_carb_log_density_par_act0.01910.00313-5.425.89e-08-0.0506-0.0365-4.752.02e-06
b_y2017_kid_carb_log_distance_kid_act0.2180.025926.40-0.0031-0.0018826.10
b_y2017_kid_carb_log_distance_kid_car1.760.968-0.05330.9570.01320.189-0.05550.956
b_y2017_kid_carb_log_distance_par_act0.2160.024224.700.009040.0050924.10
b_y2017_kid_carb_log_income_k_kid_act0.06360.01160.5720.5670.02470.02360.6050.545
b_y2017_kid_carb_log_income_k_kid_car0.3890.873-0.220.8260.001030.0256-0.8170.414
b_y2017_kid_carb_log_income_k_par_act0.0440.007480.4780.633-0.0041-0.003670.5030.615
b_y2017_kid_carb_non_work_dad_kid_ace0.1160.007690.4120.6810.0007830.0002770.4220.673
b_y2017_kid_carb_non_work_dad_kid_car1.10.886-0.1750.8610.003970.0378-0.2720.786
b_y2017_kid_carb_non_work_dad_par_act0.04730.002880.2020.84-0.0682-0.02170.2020.84
b_y2017_kid_carb_non_work_mom_kid_act0.7530.07240.5840.559-0.0106-0.005270.580.562
b_y2017_kid_carb_non_work_mom_kid_car6.530.9830.2270.8210.03730.3461.930.0535
b_y2017_kid_carb_non_work_mom_par_act0.5090.0343-0.7820.434-0.213-0.0658-0.6850.493
b_y2017_kid_carb_veh_per_driver_kid_act-0.491-0.04323.510.000449-0.0976-0.04163.30.000951
b_y2017_kid_carb_veh_per_driver_kid_car-3.4-0.982-0.2270.82-0.00397-0.0749-2.560.0105
b_y2017_kid_carb_veh_per_driver_par_act-0.17-0.009043.320.0008970.2050.04542.650.00798
b_y2017_kid_carb_y2017_kid_act0.410.0288-1.160.2450.1720.0547-1.010.313
b_y2017_par_actasc_kid_act-5-0.3132.090.037-7.37-0.3571.680.0929
b_y2017_par_actasc_kid_car-0.164-0.01451.980.0481-0.123-0.1121.590.111
b_y2017_par_actasc_par_act-2.97-0.1762.080.0371-5.33-0.2421.680.0932
b_y2017_par_actb_age_kid_act56.20.6431.560.11889.90.7351.260.207
b_y2017_par_actb_age_kid_car0.5920.01461.970.04890.4560.1051.590.113
b_y2017_par_actb_age_par_act-300-0.9521.550.121-468-0.9691.250.212
b_y2017_par_actb_female_kid_act-30.5-0.1082.60.00945-51.4-0.1472.10.0361
b_y2017_par_actb_female_kid_car-0.792-0.01441.980.0477-0.64-0.05461.60.11
b_y2017_par_actb_female_par_act1130.352.680.007311820.4372.180.0292
b_y2017_par_actb_has_big_sib_kid_act60.90.2041.290.19889.80.2411.040.297
b_y2017_par_actb_has_big_sib_kid_car2.290.01451.950.05141.680.08961.570.115
b_y2017_par_actb_has_big_sib_par_act-196-0.5211.330.183-304-0.6091.080.281
b_y2017_par_actb_has_lil_sib_kid_act-12.9-0.04391.40.16-36.3-0.09921.130.259
b_y2017_par_actb_has_lil_sib_kid_car2.490.01451.940.05182.020.1061.570.116
b_y2017_par_actb_has_lil_sib_par_act73.30.2271.390.16692.10.231.120.265
b_y2017_par_actb_log_density_kid_act-20.2-0.1791.480.138-33-0.2211.190.233
b_y2017_par_actb_log_density_kid_car-0.342-0.01441.980.048-0.288-0.06751.590.111
b_y2017_par_actb_log_density_par_act1280.7111.490.1372030.7591.20.23
b_y2017_par_actb_log_distance_kid_act-15.2-0.06125.816.08e-09-12.7-0.03984.722.4e-06
b_y2017_par_actb_log_distance_kid_car-0.774-0.01441.980.0477-0.636-0.04721.60.111
b_y2017_par_actb_log_distance_par_act-20.3-0.07665.777.9e-09-42.2-0.1234.643.41e-06
b_y2017_par_actb_log_income_k_kid_act-7.97-0.04892.020.0432-18.9-0.09381.630.104
b_y2017_par_actb_log_income_k_kid_car-0.17-0.01291.980.0481-0.161-0.02071.590.111
b_y2017_par_actb_log_income_k_par_act20.90.122.050.0405530.2461.670.0956
b_y2017_par_actb_non_work_dad_kid_ace-29.2-0.06521.990.0465-51.9-0.09511.620.106
b_y2017_par_actb_non_work_dad_kid_car-0.484-0.01311.980.0479-0.0534-0.002641.590.111
b_y2017_par_actb_non_work_dad_par_act78.50.1612.050.04021570.261.70.0889
b_y2017_par_actb_non_work_mom_kid_act-74.5-0.2421.970.0485-119-0.3071.590.111
b_y2017_par_actb_non_work_mom_kid_car-2.86-0.01451.980.0472-2.32-0.1121.610.107
b_y2017_par_actb_non_work_mom_par_act2970.6752.10.03574830.7721.730.0841
b_y2017_par_actb_veh_per_driver_kid_act81.70.2432.770.005551340.2962.250.0243
b_y2017_par_actb_veh_per_driver_kid_car1.490.01451.960.05011.110.1091.580.114
b_y2017_par_actb_veh_per_driver_par_act-418-0.7512.430.0149-721-0.8281.920.0545
b_y2017_par_actb_y2017_kid_act-258-0.6121.450.148-443-0.731.150.248
b_y2017_par_actb_y2017_kid_car-0.824-0.01441.980.0477-0.818-0.06031.60.11
mu_activeasc_kid_act0.3680.2973.030.002430.5560.3412.410.0161
mu_activeasc_kid_car0.01620.01851.450.1470.009860.1141.150.248
mu_activeasc_par_act0.1970.1512.930.003360.3850.2222.340.0192
mu_activeb_age_kid_act-4.37-0.643-2.980.00292-7.06-0.731-2.40.0164
mu_activeb_age_kid_car-0.0585-0.01861.30.194-0.0372-0.1091.080.28
mu_activeb_age_par_act23.80.971-0.3140.75337.30.981-0.2620.793
mu_activeb_female_kid_act2.430.1114.643.42e-064.090.1484.526.33e-06
mu_activeb_female_kid_car0.07840.01831.420.1560.05260.0571.220.224
mu_activeb_female_par_act-8.88-0.3552.990.0028-14.3-0.4352.680.00736
mu_activeb_has_big_sib_kid_act-4.55-0.196-2.920.00351-6.87-0.233-2.710.00665
mu_activeb_has_big_sib_kid_car-0.227-0.01850.7390.46-0.136-0.09230.9120.362
mu_activeb_has_big_sib_par_act15.80.541-1.860.062324.40.621-1.850.0637
mu_activeb_has_lil_sib_kid_act1.460.064-2.310.0213.310.115-2.260.0239
mu_activeb_has_lil_sib_kid_car-0.247-0.01850.6870.492-0.158-0.1050.8910.373
mu_activeb_has_lil_sib_par_act-5.21-0.208-2.320.0202-6.82-0.216-2.210.0272
mu_activeb_log_density_kid_act1.550.177-3.890.0001022.570.218-3.360.000793
mu_activeb_log_density_kid_car0.03380.01841.460.1450.02380.07071.170.241
mu_activeb_log_density_par_act-10.2-0.725-2.840.00455-16.3-0.774-2.290.0219
mu_activeb_log_distance_kid_act0.760.039324.900.6750.026922.80
mu_activeb_log_distance_kid_car0.07660.01831.420.1550.04860.04581.210.225
mu_activeb_log_distance_par_act1.010.04923.702.880.10622.40
mu_activeb_log_income_k_kid_act0.6180.04881.470.1421.560.09811.360.174
mu_activeb_log_income_k_kid_car0.01690.01641.450.1470.01360.02211.150.248
mu_activeb_log_income_k_par_act-1.71-0.1261.250.211-4.06-0.2391.080.279
mu_activeb_non_work_dad_kid_ace2.290.06610.8460.3984.040.09380.8510.395
mu_activeb_non_work_dad_kid_car0.04790.01671.440.1490.0040.002511.180.239
mu_activeb_non_work_dad_par_act-6.21-0.1650.5740.566-12.6-0.2630.5410.588
mu_activeb_non_work_mom_kid_act5.910.2471.260.2089.530.3131.260.208
mu_activeb_non_work_mom_kid_car0.2830.01850.9960.3190.1830.1111.420.157
mu_activeb_non_work_mom_par_act-23.4-0.684-0.2670.79-38.2-0.774-0.2240.822
mu_activeb_veh_per_driver_kid_act-6.43-0.2463.610.000309-10.6-0.2973.180.00148
mu_activeb_veh_per_driver_kid_car-0.148-0.01850.9830.326-0.0895-0.1110.9910.322
mu_activeb_veh_per_driver_par_act33.10.7654.458.74e-0657.70.843.620.000291
mu_activeb_y2017_kid_act24.10.735-0.8630.388390.814-0.7940.427
mu_activeb_y2017_kid_car0.0820.01841.420.1570.06630.0621.220.223
mu_activeb_y2017_par_act-129-0.981-1.730.0834-204-0.988-1.390.164
mu_carasc_kid_act0.170.0020.250.8030.2570.0423.620.000295
mu_carasc_kid_car59.90.9990.2280.820.2720.8363.310.000946
mu_carasc_par_act-0.0697-0.0007770.2490.8030.210.03223.610.000307
mu_carb_age_kid_act-31.1-0.06660.1410.888-4.15-0.1151.980.0473
mu_carb_age_kid_car-216-0.9980.2260.822-0.922-0.723.270.00107
mu_carb_age_par_act5.130.003050.20.84118.20.1282.620.00892
mu_carb_female_kid_act35.90.0240.3590.7194.830.04664.831.38e-06
mu_carb_female_kid_car2900.9850.230.8180.5730.1653.330.000881
mu_carb_female_par_act21.10.01230.3350.737-4.18-0.03394.222.43e-05
mu_carb_has_big_sib_kid_act-102-0.06430.09360.925-3.06-0.02761.210.225
mu_carb_has_big_sib_kid_car-839-0.9980.220.826-4.08-0.7353.180.00145
mu_carb_has_big_sib_par_act-75.2-0.03750.140.889120.08131.770.0767
mu_carb_has_lil_sib_kid_act-103-0.06570.1260.93.270.03011.680.0936
mu_carb_has_lil_sib_kid_car-914-0.9980.2190.827-4.25-0.7513.180.00149
mu_carb_has_lil_sib_par_act-110-0.06390.110.912-1.51-0.01281.420.156
mu_carb_log_density_kid_act18.30.03050.1390.8891.90.04291.990.0462
mu_carb_log_density_kid_car1250.9890.2290.8190.3360.2663.310.000928
mu_carb_log_density_par_act3.20.003330.1150.908-7.72-0.09741.540.124
mu_carb_log_distance_kid_act350.02630.970.3322.630.027813.10
mu_carb_log_distance_kid_car2830.9850.230.8182.250.5633.350.000808
mu_carb_log_distance_par_act34.70.02460.9660.3344.550.0448130
mu_carb_log_income_k_kid_act10.20.01170.240.812.780.04653.40.000666
mu_carb_log_income_k_kid_car62.20.8840.2280.8190.3520.1533.310.000942
mu_carb_log_income_k_par_act7.050.007590.2390.811-1.35-0.02123.310.000919
mu_carb_non_work_dad_kid_ace18.60.00780.2490.8031.450.008972.970.00299
mu_carb_non_work_dad_kid_car1770.8990.2290.8190.04040.006733.310.000934
mu_carb_non_work_dad_par_act7.640.002950.240.811-7.88-0.04392.680.00731
mu_carb_non_work_mom_kid_act1210.07350.2490.8033.490.03053.270.00108
mu_carb_non_work_mom_kid_car1.05e+030.9980.2380.8124.650.7553.440.000584
mu_carb_non_work_mom_par_act81.90.03490.1910.849-22.1-0.1192.040.0417
mu_carb_veh_per_driver_kid_act-78.6-0.04380.3620.718-12.1-0.09014.371.26e-05
mu_carb_veh_per_driver_kid_car-546-0.9960.2230.824-0.17-0.05633.260.00112
mu_carb_veh_per_driver_par_act-27.6-0.009320.4340.66527.40.1064.439.57e-06
mu_carb_y2017_kid_act64.30.02860.1750.86119.90.1112.110.035
mu_carb_y2017_kid_car3010.9850.230.8181.80.4473.340.000824
mu_carb_y2017_par_act-132-0.0145-0.140.889-103-0.133-0.5680.57
mu_carmu_active130.01850.2070.8368.270.13530.00273
+

Smallest eigenvalue: 2.07143e-05

+

Largest eigenvalue: 757743

+

Condition number: 3.65807e+10

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/mode-nest/mode_nests.pickle b/models/IATBR plan/4 alternatives/mode-nest/mode_nests.pickle new file mode 100644 index 0000000..86faf33 Binary files /dev/null and b/models/IATBR plan/4 alternatives/mode-nest/mode_nests.pickle differ diff --git a/models/IATBR plan/4 alternatives/mode-nest/model-mode-nest.py b/models/IATBR plan/4 alternatives/mode-nest/model-mode-nest.py new file mode 100644 index 0000000..a33c585 --- /dev/null +++ b/models/IATBR plan/4 alternatives/mode-nest/model-mode-nest.py @@ -0,0 +1,220 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable +from biogeme.nests import OneNestForNestedLogit, NestsForNestedLogit + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips_sc.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('sc_y2017') +veh_per_driver = Variable('sc_veh_per_driver') +non_work_mom = Variable('sc_non_work_mom') +non_work_dad = Variable('sc_non_work_dad') +age = Variable('sc_age') +female = Variable('sc_female') +has_lil_sib = Variable('sc_has_lil_sib') +has_big_sib = Variable('sc_has_big_sib') +log_inc_k = Variable('sc_log_inc_k') +log_distance = Variable('sc_log_distance') +log_density = Variable('sc_log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) + +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) + +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_inc_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_inc_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_inc_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_inc_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Define nests based on mode +mu_car = Beta('mu_car', 1, 1.0, None, 0) +mu_active = Beta('mu_active', 1, 1.0, None, 0) + +active_nest = OneNestForNestedLogit( + nest_param=mu_active, + list_of_alternatives=[18,28], + name='active_nest' +) + +car_nest = OneNestForNestedLogit( + nest_param=mu_car, + list_of_alternatives=[17,27], + name='car_nest' +) + +mode_nests = NestsForNestedLogit( + choice_set=list(V), + tuple_of_nests=(active_nest, + car_nest) +) + +# Define model +my_model = models.lognested(V, av, mode_nests, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'mode_nests' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/no-nests/__no_nests.iter b/models/IATBR plan/4 alternatives/no-nests/__no_nests.iter new file mode 100644 index 0000000..1830cf4 --- /dev/null +++ b/models/IATBR plan/4 alternatives/no-nests/__no_nests.iter @@ -0,0 +1,36 @@ +asc_kid_act = -5.2122400811912515 +asc_kid_car = -3.1115933329671495 +asc_par_act = -5.646823633017916 +b_age_kid_act = 0.2564704712533801 +b_age_kid_car = 0.11365469104628928 +b_age_par_act = -0.23906049874400376 +b_female_kid_act = -0.3327550268376772 +b_female_kid_car = -0.14026267858294256 +b_female_par_act = -0.14549175371821993 +b_has_big_sib_kid_act = 0.3908707704260334 +b_has_big_sib_kid_car = 0.43780286059662465 +b_has_big_sib_par_act = 0.08335845355445815 +b_has_lil_sib_kid_act = 0.26797920461263536 +b_has_lil_sib_kid_car = 0.46471052040710814 +b_has_lil_sib_par_act = 0.33209742521431024 +b_log_density_kid_act = 0.16475722056020736 +b_log_density_kid_car = -0.059997408800805944 +b_log_density_par_act = 0.3964596833915963 +b_log_distance_kid_act = -1.6485059372035005 +b_log_distance_kid_car = -0.16892519493602517 +b_log_distance_par_act = -1.7443302758107384 +b_log_income_k_kid_act = -0.052553650963168476 +b_log_income_k_kid_car = -0.03507712048760409 +b_log_income_k_par_act = 0.0613817649425659 +b_non_work_dad_kid_ace = -0.11726961837942959 +b_non_work_dad_kid_car = -0.07975168413280843 +b_non_work_dad_par_act = 0.1955382517190136 +b_non_work_mom_kid_act = -0.1831847807325058 +b_non_work_mom_kid_car = -0.5337536692306336 +b_non_work_mom_par_act = 0.370195493136026 +b_veh_per_driver_kid_act = -0.15667096729058583 +b_veh_per_driver_kid_car = 0.25294810366375503 +b_veh_per_driver_par_act = -1.0999370205559784 +b_y2017_kid_act = -0.22361412485849755 +b_y2017_kid_car = -0.1838435886593981 +b_y2017_par_act = 2.676093933885002 diff --git a/models/IATBR plan/4 alternatives/no-nests/biogeme.toml b/models/IATBR plan/4 alternatives/no-nests/biogeme.toml new file mode 100644 index 0000000..02c4266 --- /dev/null +++ b/models/IATBR plan/4 alternatives/no-nests/biogeme.toml @@ -0,0 +1,90 @@ +# Default parameter file for Biogeme 3.2.13 +# Automatically created on March 27, 2024. 09:50:14 + +[MonteCarlo] +number_of_draws = 20000 # int: Number of draws for Monte-Carlo integration. +seed = 0 # int: Seed used for the pseudo-random number generation. It is useful + # only when each run should generate the exact same result. If 0, a new + # seed is used at each run. + +[MultiThreading] +number_of_threads = 0 # int: Number of threads/processors to be used. If the + # parameter is 0, the number of available threads is + # calculated using cpu_count(). + +[AssistedSpecification] +maximum_number_parameters = 50 # int: maximum number of parameters allowed in a + # model. Each specification with a higher number + # is deemed invalid and not estimated. +number_of_neighbors = 20 # int: maximum number of neighbors that are visited by + # the VNS algorithm. +largest_neighborhood = 20 # int: size of the largest neighborhood copnsidered by + # the Variable Neighborhood Search (VNS) algorithm. +maximum_attempts = 100 # int: an attempts consists in selecting a solution in the + # Pareto set, and trying to improve it. The parameter + # imposes an upper bound on the total number of attempts, + # irrespectively if they are successful or not. + +[Output] +identification_threshold = 1e-05 # float: if the smallest eigenvalue of the + # second derivative matrix is lesser or equal to + # this parameter, the model is considered not + # identified. The corresponding eigenvector is + # then reported to identify the parameters + # involved in the issue. +only_robust_stats = "True" # bool: "True" if only the robust statistics need to be + # reported. If "False", the statistics from the + # Rao-Cramer bound are also reported. +generate_html = "True" # bool: "True" if the HTML file with the results must be + # generated. +generate_pickle = "True" # bool: "True" if the pickle file with the results must be + # generated. + +[SimpleBounds] +second_derivatives = 1.0 # float: proportion (between 0 and 1) of iterations when + # the analytical Hessian is calculated +tolerance = 6.06273418136464e-06 # float: the algorithm stops when this precision + # is reached +max_iterations = 500 # int: maximum number of iterations +infeasible_cg = "False" # If True, the conjugate gradient algorithm may generate + # infeasible solutions until termination. The result + # will then be projected on the feasible domain. If + # False, the algorithm stops as soon as an infeasible + # iterate is generated +initial_radius = 1 # Initial radius of the trust region +steptol = 1e-05 # The algorithm stops when the relative change in x is below this + # threshold. Basically, if p significant digits of x are needed, + # steptol should be set to 1.0e-p. +enlarging_factor = 10 # If an iteration is very successful, the radius of the + # trust region is multiplied by this factor + +[Specification] +missing_data = 99999 # number: If one variable has this value, it is assumed that + # a data is missing and an exception will be triggered. + +[TrustRegion] +dogleg = "True" # bool: choice of the method to solve the trust region subproblem. + # True: dogleg. False: truncated conjugate gradient. + +[Estimation] +bootstrap_samples = 100 # int: number of re-estimations for bootstrap sampling. +max_number_parameters_to_report = 15 # int: maximum number of parameters to + # report during the estimation. +save_iterations = "True" # bool: If True, the current iterate is saved after each + # iteration, in a file named ``__[modelName].iter``, + # where ``[modelName]`` is the name given to the model. + # If such a file exists, the starting values for the + # estimation are replaced by the values saved in the + # file. +maximum_number_catalog_expressions = 100 # If the expression contrains catalogs, + # the parameter sets an upper bound of + # the total number of possible + # combinations that can be estimated in + # the same loop. +optimization_algorithm = "simple_bounds" # str: optimization algorithm to be used + # for estimation. Valid values: + # ['scipy', 'LS-newton', 'TR-newton', + # 'LS-BFGS', 'TR-BFGS', 'simple_bounds', + # 'simple_bounds_newton', + # 'simple_bounds_BFGS'] + diff --git a/models/IATBR plan/4 alternatives/no-nests/model-no-nest.py b/models/IATBR plan/4 alternatives/no-nests/model-no-nest.py new file mode 100644 index 0000000..2d74e6b --- /dev/null +++ b/models/IATBR plan/4 alternatives/no-nests/model-no-nest.py @@ -0,0 +1,197 @@ +# Model predicts the choice among four alternatives: +# * Car with a parent +# * Car without a parent (presumably a carpool) +# * Active with a parent +# * Active without a parent + +# In this model, the alternatives are independent + +import pandas as pd + +import biogeme.biogeme as bio +from biogeme import models +from biogeme.expressions import Beta +import biogeme.database as db +from biogeme.expressions import Variable + +from pyprojroot.here import here + +# Read in data +df_est = pd.read_csv(here('models/IATBR plan/trips.csv')) + +# Set up biogeme databases +database_est = db.Database('est', df_est) + +# Define variables for biogeme +mode_ind = Variable('mode_ind') +y2017 = Variable('y2017') +veh_per_driver = Variable('veh_per_driver') +non_work_mom = Variable('non_work_mom') +non_work_dad = Variable('non_work_dad') +age = Variable('age') +female = Variable('female') +has_lil_sib = Variable('has_lil_sib') +has_big_sib = Variable('has_big_sib') +log_inc_k = Variable('log_inc_k') +log_distance = Variable('log_distance') +log_density = Variable('log_density') +av_par_car = Variable('av_par_car') +av_par_act = Variable('av_par_act') +av_kid_car = Variable('av_kid_car') +av_kid_act = Variable('av_kid_act') + +# alternative specific constants (car with parent is reference case) +asc_par_car = Beta('asc_par_car', 0, None, None, 1) +asc_par_act = Beta('asc_par_act', 0, None, None, 0) +asc_kid_car = Beta('asc_kid_car', 0, None, None, 0) +asc_kid_act = Beta('asc_kid_act', 0, None, None, 0) + +# parent car betas (not estimated for reference case) +b_log_income_k_par_car = Beta('b_log_income_k_par_car', 0, None, None, 1) +b_veh_per_driver_par_car = Beta('b_veh_per_driver_par_car', 0, None, None, 1) +b_non_work_mom_par_car = Beta('b_non_work_mom_par_car', 0, None, None, 1) +b_non_work_dad_par_car = Beta('b_non_work_dad_par_car', 0, None, None, 1) + +b_age_par_car = Beta('b_age_par_car', 0, None, None, 1) +b_female_par_car = Beta('b_female_par_car', 0, None, None, 1) +b_has_lil_sib_par_car = Beta('b_has_lil_sib_par_car', 0, None, None, 1) +b_has_big_sib_par_car = Beta('b_has_big_sib_par_car', 0, None, None, 1) + +b_log_distance_par_car = Beta('b_log_distance_par_car', 0, None, None, 1) +b_log_density_par_car = Beta('b_log_density_par_car', 0, None, None, 1) + +b_y2017_par_car = Beta('b_y2017_par_car', 0, None, None, 1) + +# betas for with parent active +b_log_income_k_par_act = Beta('b_log_income_k_par_act', 0, None, None, 0) +b_veh_per_driver_par_act = Beta('b_veh_per_driver_par_act', 0, None, None, 0) +b_non_work_mom_par_act = Beta('b_non_work_mom_par_act', 0, None, None, 0) +b_non_work_dad_par_act = Beta('b_non_work_dad_par_act', 0, None, None, 0) + +b_age_par_act = Beta('b_age_par_act', 0, None, None, 0) +b_female_par_act = Beta('b_female_par_act', 0, None, None, 0) +b_has_lil_sib_par_act = Beta('b_has_lil_sib_par_act', 0, None, None, 0) +b_has_big_sib_par_act = Beta('b_has_big_sib_par_act', 0, None, None, 0) + +b_log_distance_par_act = Beta('b_log_distance_par_act', 0, None, None, 0) +b_log_density_par_act = Beta('b_log_density_par_act', 0, None, None, 0) + +b_y2017_par_act = Beta('b_y2017_par_act', 0, None, None, 0) + +# betas for with kid car +b_log_income_k_kid_car = Beta('b_log_income_k_kid_car', 0, None, None, 0) +b_veh_per_driver_kid_car = Beta('b_veh_per_driver_kid_car', 0, None, None, 0) +b_non_work_mom_kid_car = Beta('b_non_work_mom_kid_car', 0, None, None, 0) +b_non_work_dad_kid_car = Beta('b_non_work_dad_kid_car', 0, None, None, 0) + +b_age_kid_car = Beta('b_age_kid_car', 0, None, None, 0) +b_female_kid_car = Beta('b_female_kid_car', 0, None, None, 0) +b_has_lil_sib_kid_car = Beta('b_has_lil_sib_kid_car', 0, None, None, 0) +b_has_big_sib_kid_car = Beta('b_has_big_sib_kid_car', 0, None, None, 0) + +b_log_distance_kid_car = Beta('b_log_distance_kid_car', 0, None, None, 0) +b_log_density_kid_car = Beta('b_log_density_kid_car', 0, None, None, 0) + +b_y2017_kid_car = Beta('b_y2017_kid_car', 0, None, None, 0) + +# betas for kid active +b_log_income_k_kid_act = Beta('b_log_income_k_kid_act', 0, None, None, 0) +b_veh_per_driver_kid_act = Beta('b_veh_per_driver_kid_act', 0, None, None, 0) +b_non_work_mom_kid_act = Beta('b_non_work_mom_kid_act', 0, None, None, 0) +b_non_work_dad_kid_act = Beta('b_non_work_dad_kid_ace', 0, None, None, 0) + +b_age_kid_act = Beta('b_age_kid_act', 0, None, None, 0) +b_female_kid_act = Beta('b_female_kid_act', 0, None, None, 0) +b_has_lil_sib_kid_act = Beta('b_has_lil_sib_kid_act', 0, None, None, 0) +b_has_big_sib_kid_act = Beta('b_has_big_sib_kid_act', 0, None, None, 0) + +b_log_distance_kid_act = Beta('b_log_distance_kid_act', 0, None, None, 0) +b_log_density_kid_act = Beta('b_log_density_kid_act', 0, None, None, 0) + +b_y2017_kid_act = Beta('b_y2017_kid_act', 0, None, None, 0) + +# Definition of utility functions +V_par_car = ( + asc_par_car + + b_log_income_k_par_car * log_inc_k + + b_veh_per_driver_par_car * veh_per_driver + + b_non_work_mom_par_car * non_work_mom + + b_non_work_dad_par_car * non_work_dad + + b_age_par_car * age + + b_female_par_car * female + + b_has_lil_sib_par_car * has_lil_sib + + b_has_big_sib_par_car * has_big_sib + + b_log_distance_par_car * log_distance + + b_log_density_par_car * log_density + + b_y2017_par_car * y2017 +) + +V_par_act = ( + asc_par_act + + b_log_income_k_par_act * log_inc_k + + b_veh_per_driver_par_act * veh_per_driver + + b_non_work_mom_par_act * non_work_mom + + b_non_work_dad_par_act * non_work_dad + + b_age_par_act * age + + b_female_par_act * female + + b_has_lil_sib_par_act * has_lil_sib + + b_has_big_sib_par_act * has_big_sib + + b_log_distance_par_act * log_distance + + b_log_density_par_act * log_density + + b_y2017_par_act * y2017 +) + +V_kid_car = ( + asc_kid_car + + b_log_income_k_kid_car * log_inc_k + + b_veh_per_driver_kid_car * veh_per_driver + + b_non_work_mom_kid_car * non_work_mom + + b_non_work_dad_kid_car * non_work_dad + + b_age_kid_car * age + + b_female_kid_car * female + + b_has_lil_sib_kid_car * has_lil_sib + + b_has_big_sib_kid_car * has_big_sib + + b_log_distance_kid_car * log_distance + + b_log_density_kid_car * log_density + + b_y2017_kid_car * y2017 +) + +V_kid_act = ( + asc_kid_act + + b_log_income_k_kid_act * log_inc_k + + b_veh_per_driver_kid_act * veh_per_driver + + b_non_work_mom_kid_act * non_work_mom + + b_non_work_dad_kid_act * non_work_dad + + b_age_kid_act * age + + b_female_kid_act * female + + b_has_lil_sib_kid_act * has_lil_sib + + b_has_big_sib_kid_act * has_big_sib + + b_log_distance_kid_act * log_distance + + b_log_density_kid_act * log_density + + b_y2017_kid_act * y2017 +) + +# Associate utility functions with alternative numbers +V = {17: V_par_car, + 18: V_par_act, + 27: V_kid_car, + 28: V_kid_act} + +# associate availability conditions with alternatives: + +av = {17: av_par_car, + 18: av_par_act, + 27: av_kid_car, + 28: av_kid_act} + +# Define model +my_model = models.loglogit(V, av, mode_ind) + +# Create biogeme object +the_biogeme = bio.BIOGEME(database_est, my_model) +the_biogeme.modelName = 'no_nests' + +# estimate parameters +results = the_biogeme.estimate() + +print(results.short_summary()) \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/no-nests/no_nests.html b/models/IATBR plan/4 alternatives/no-nests/no_nests.html new file mode 100644 index 0000000..2890c0f --- /dev/null +++ b/models/IATBR plan/4 alternatives/no-nests/no_nests.html @@ -0,0 +1,735 @@ + + + + +no_nests - Report from biogeme 3.2.13 [2024-04-03] + + + + + + +

biogeme 3.2.13 [2024-04-03]

+

Python package

+

Home page: http://biogeme.epfl.ch

+

Submit questions to https://groups.google.com/d/forum/biogeme

+

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

+

This file has automatically been generated on 2024-04-03 13:43:54.904909

+ + + +
Report file: no_nests~00.html
Database name: est
+

Estimation report

+ + + + + + + + + + + + + + + + + + + + + + +
Number of estimated parameters: 36
Sample size: 4910
Excluded observations: 0
Init log likelihood: -234501
Final log likelihood: -4220.598
Likelihood ratio test for the init. model: 460560.8
Rho-square for the init. model: 0.982
Rho-square-bar for the init. model: 0.982
Akaike Information Criterion: 8513.197
Bayesian Information Criterion: 8747.162
Final gradient norm: 2.0075E+00
Nbr of threads: 12
Relative gradient: 5.930660018695989e-06
Cause of termination: Relative gradient = 5.9e-06 <= 6.1e-06
Number of function evaluations: 42
Number of gradient evaluations: 30
Number of hessian evaluations: 29
Algorithm: Newton with trust region for simple bound constraints
Number of iterations: 41
Proportion of Hessian calculation: 29/29 = 100.0%
Optimization time: 0:00:28.280687
+

Estimated parameters

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameValueRob. Std errRob. t-testRob. p-value
asc_kid_act-5.210.409-12.80
asc_kid_car-3.110.568-5.484.31e-08
asc_par_act-5.650.902-6.263.82e-10
b_age_kid_act0.2560.017814.40
b_age_kid_car0.1140.03023.770.000166
b_age_par_act-0.2390.0359-6.662.81e-11
b_female_kid_act-0.3330.0736-4.526.16e-06
b_female_kid_car-0.140.116-1.210.226
b_female_par_act-0.1450.134-1.080.278
b_has_big_sib_kid_act0.3910.07695.083.71e-07
b_has_big_sib_kid_car0.4380.1253.490.000486
b_has_big_sib_par_act0.08340.1390.5990.549
b_has_lil_sib_kid_act0.2680.07723.470.000518
b_has_lil_sib_kid_car0.4650.1233.770.000164
b_has_lil_sib_par_act0.3320.142.370.0177
b_log_density_kid_act0.1650.02995.513.68e-08
b_log_density_kid_car-0.060.0391-1.540.124
b_log_density_par_act0.3960.07655.182.23e-07
b_log_distance_kid_act-1.650.0672-24.50
b_log_distance_kid_car-0.1690.123-1.370.171
b_log_distance_par_act-1.740.114-15.20
b_log_income_k_kid_act-0.05260.0432-1.220.224
b_log_income_k_kid_car-0.03510.0703-0.4990.618
b_log_income_k_par_act0.06140.07460.8230.41
b_non_work_dad_kid_ace-0.1170.118-0.9970.319
b_non_work_dad_kid_car-0.07980.199-0.40.689
b_non_work_dad_par_act0.1960.19510.315
b_non_work_mom_kid_act-0.1830.0784-2.340.0195
b_non_work_mom_kid_car-0.5340.134-46.44e-05
b_non_work_mom_par_act0.370.1392.660.00779
b_veh_per_driver_kid_act-0.1570.0873-1.790.0727
b_veh_per_driver_kid_car0.2530.1072.350.0186
b_veh_per_driver_par_act-1.10.229-4.81.61e-06
b_y2017_kid_act-0.2240.0755-2.960.00307
b_y2017_kid_car-0.1840.118-1.550.121
b_y2017_par_act2.680.18914.10
+

Correlation of coefficients

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
asc_kid_carasc_kid_act0.04320.1853.250.001140.04150.1793.290.000988
asc_par_actasc_kid_act0.05760.178-0.5170.6050.05950.161-0.4680.64
asc_par_actasc_kid_car0.03480.0727-2.620.008880.03690.072-2.460.0139
b_age_kid_actasc_kid_act-0.00386-0.54713.40-0.00387-0.53213.10
b_age_kid_actasc_kid_car-0.00107-0.1025.711.12e-08-0.00112-0.115.913.51e-09
b_age_kid_actasc_par_act-0.0012-0.08287.244.63e-13-0.00134-0.08336.536.43e-11
b_age_kid_carasc_kid_act-0.00102-0.093313.30-0.00104-0.084312.90
b_age_kid_carasc_kid_car-0.00872-0.5425.358.8e-08-0.0103-0.6035.53.86e-08
b_age_kid_carasc_par_act-0.000823-0.03697.061.64e-12-0.000885-0.03256.381.81e-10
b_age_kid_carb_age_kid_act9.57e-050.197-4.831.36e-069.77e-050.182-4.448.81e-06
b_age_par_actasc_kid_act-0.00146-0.09612.30-0.00142-0.0969120
b_age_par_actasc_kid_car-0.000895-0.03984.871.14e-06-0.00102-0.04995.034.88e-07
b_age_par_actasc_par_act-0.0138-0.4426.57.96e-11-0.0141-0.4345.893.85e-09
b_age_par_actb_age_kid_act0.0001160.17-12.600.0001070.167-13.30
b_age_par_actb_age_kid_car7.52e-050.0718-7.777.99e-157.25e-050.0669-7.787.33e-15
b_female_kid_actasc_kid_act-0.00167-0.057311.90-0.00168-0.055811.60
b_female_kid_actasc_kid_car-0.000695-0.01614.682.82e-06-0.000668-0.0164.841.29e-06
b_female_kid_actasc_par_act-0.00086-0.01446.498.46e-11-0.000101-0.001525.874.31e-09
b_female_kid_actb_age_kid_act-2.2e-06-0.00169-7.86.22e-15-1.96e-05-0.015-7.758.88e-15
b_female_kid_actb_age_kid_car1.16e-060.000579-5.71.21e-084.6e-060.00207-5.621.96e-08
b_female_kid_actb_age_par_act6.32e-070.000225-1.130.258-6.33e-05-0.024-1.130.257
b_female_kid_carasc_kid_act-0.000759-0.016512.20-0.000772-0.016311.90
b_female_kid_carasc_kid_car-0.00621-0.09114.881.07e-06-0.00389-0.05925.074.04e-07
b_female_kid_carasc_par_act-0.000638-0.006766.692.24e-11-0.000834-0.007996.051.45e-09
b_female_kid_carb_age_kid_act1.52e-077.38e-05-3.380.0007229.04e-060.00438-3.390.000698
b_female_kid_carb_age_kid_car8.88e-050.0279-2.140.0320.0001640.047-2.150.0317
b_female_kid_carb_age_par_act2.59e-060.0005850.8090.4181.62e-060.000390.8150.415
b_female_kid_carb_female_kid_act0.001630.1921.540.1230.001620.191.540.123
b_female_par_actasc_kid_act-0.000817-0.01541204.06e-050.00074111.80
b_female_par_actasc_kid_car-0.00059-0.007514.918.92e-07-0.0004-0.005255.083.86e-07
b_female_par_actasc_par_act-0.00665-0.0616.64.02e-11-0.00926-0.07655.972.41e-09
b_female_par_actb_age_kid_act1.79e-050.00752-2.980.00288-3.37e-05-0.0141-2.960.00304
b_female_par_actb_age_kid_car9.91e-060.0027-1.90.05779.07e-060.00224-1.880.0595
b_female_par_actb_age_par_act3.44e-050.006720.6730.5010.0003620.07510.6860.492
b_female_par_actb_female_kid_act0.001960.21.350.1780.001980.2011.340.179
b_female_par_actb_female_kid_car0.00130.0837-0.03080.9750.00130.0836-0.03080.975
b_has_big_sib_kid_actasc_kid_act-0.00663-0.21713.30-0.00634-0.202130
b_has_big_sib_kid_actasc_kid_car-0.00219-0.04835.874.26e-09-0.00203-0.04646.071.26e-09
b_has_big_sib_kid_actasc_par_act-0.00221-0.03537.361.86e-13-0.00194-0.0286.652.84e-11
b_has_big_sib_kid_actb_age_kid_act0.0002390.1751.770.07690.0001850.1351.760.0791
b_has_big_sib_kid_actb_age_kid_car8.63e-050.04093.430.0005935.78e-050.02493.380.000712
b_has_big_sib_kid_actb_age_par_act7.58e-050.02577.41.37e-138.18e-050.02967.516e-14
b_has_big_sib_kid_actb_female_kid_act-0.000184-0.03256.692.2e-11-0.000133-0.02356.721.82e-11
b_has_big_sib_kid_actb_female_kid_car-6.57e-05-0.007353.80.000144-1.33e-05-0.001493.820.000133
b_has_big_sib_kid_actb_female_par_act-4.12e-05-0.003993.470.000525-7.42e-05-0.007193.460.000546
b_has_big_sib_kid_carasc_kid_act-0.00191-0.039213.40-0.00172-0.033613.10
b_has_big_sib_kid_carasc_kid_car-0.0167-0.2325.661.55e-08-0.0214-0.3015.759.02e-09
b_has_big_sib_kid_carasc_par_act-0.0015-0.0157.371.66e-13-0.0011-0.009766.672.5e-11
b_has_big_sib_kid_carb_age_kid_act7.34e-050.03371.470.1424.57e-050.02041.430.151
b_has_big_sib_kid_carb_age_kid_car0.0005770.1722.680.007430.001140.32.70.00688
b_has_big_sib_kid_carb_age_par_act5.55e-050.01185.281.27e-072.53e-050.00565.192.07e-07
b_has_big_sib_kid_carb_female_kid_act-4.71e-05-0.005235.387.64e-08-1.01e-05-0.001095.291.2e-07
b_has_big_sib_kid_carb_female_kid_car-0.00044-0.03093.370.000748-2.62e-05-0.00183.380.000717
b_has_big_sib_kid_carb_female_par_act-4.31e-05-0.002623.210.001341.98e-050.001183.180.00149
b_has_big_sib_kid_carb_has_big_sib_kid_act0.001880.1990.3570.7210.001830.1890.350.727
b_has_big_sib_par_actasc_kid_act-0.0025-0.044912.40-0.00226-0.039712.10
b_has_big_sib_par_actasc_kid_car-0.00166-0.02025.271.4e-07-0.00168-0.02125.445.44e-08
b_has_big_sib_par_actasc_par_act-0.0219-0.1926.721.77e-11-0.0167-0.1336.167.41e-10
b_has_big_sib_par_actb_age_kid_act6.44e-050.0259-1.230.2186.98e-050.0282-1.240.216
b_has_big_sib_par_actb_age_kid_car4.59e-050.012-0.2130.8313.27e-050.00779-0.2130.831
b_has_big_sib_par_actb_age_par_act0.0005780.1082.290.02230.0004420.08852.290.0218
b_has_big_sib_par_actb_female_kid_act-5.85e-05-0.005692.630.00861-7.36e-05-0.007182.640.0084
b_has_big_sib_par_actb_female_kid_car-5.87e-05-0.003621.230.219-1.24e-05-0.0007711.240.217
b_has_big_sib_par_actb_female_par_act-0.00044-0.02351.170.243-0.0011-0.05911.150.25
b_has_big_sib_par_actb_has_big_sib_kid_act0.002210.205-2.120.03420.002270.212-2.140.0328
b_has_big_sib_par_actb_has_big_sib_kid_car0.001480.0863-1.990.04650.001470.0844-1.980.0481
b_has_lil_sib_kid_actasc_kid_act-0.0054-0.17713.10-0.00525-0.16612.80
b_has_lil_sib_kid_actasc_kid_car-0.00191-0.04235.671.41e-08-0.0016-0.03655.874.44e-09
b_has_lil_sib_kid_actasc_par_act-0.0022-0.03527.215.64e-13-0.00148-0.02126.526.91e-11
b_has_lil_sib_kid_actb_age_kid_act3.15e-050.0230.1470.8831.78e-050.01290.1460.884
b_has_lil_sib_kid_actb_age_kid_car2.99e-050.01421.90.05752.45e-050.01051.870.0617
b_has_lil_sib_kid_actb_age_par_act2.21e-050.007535.923.17e-09-3.47e-05-0.01255.933.09e-09
b_has_lil_sib_kid_actb_female_kid_act-5.75e-05-0.01025.621.88e-08-0.000141-0.02475.562.65e-08
b_has_lil_sib_kid_actb_female_kid_car-3.07e-05-0.003442.930.0034-4.1e-05-0.004582.930.00341
b_has_lil_sib_kid_actb_female_par_act-5.35e-06-0.000522.680.0074-9.51e-05-0.009182.660.00782
b_has_lil_sib_kid_actb_has_big_sib_kid_act0.001560.264-1.320.1880.001590.269-1.320.187
b_has_lil_sib_kid_actb_has_big_sib_kid_car0.0005610.0595-1.210.2280.0005750.0594-1.180.236
b_has_lil_sib_kid_actb_has_big_sib_par_act0.0006660.06191.190.2350.0007430.06921.20.232
b_has_lil_sib_kid_carasc_kid_act-0.0016-0.032313.50-0.00117-0.023213.20
b_has_lil_sib_kid_carasc_kid_car-0.0146-0.25.731.02e-08-0.0125-0.1785.942.9e-09
b_has_lil_sib_kid_carasc_par_act-0.00132-0.0137.411.3e-13-0.000778-0.006996.711.98e-11
b_has_lil_sib_kid_carb_age_kid_act1.28e-050.00581.660.09654.23e-060.001931.670.0945
b_has_lil_sib_kid_carb_age_kid_car5.09e-050.0152.770.0056-0.000255-0.06862.720.00647
b_has_lil_sib_kid_carb_age_par_act1.49e-050.003145.425.87e-08-1.83e-05-0.004145.474.39e-08
b_has_lil_sib_kid_carb_female_kid_act-6.75e-06-0.000745.533.24e-08-2.13e-05-0.002355.552.89e-08
b_has_lil_sib_kid_carb_female_kid_car-0.000203-0.01413.540.0004060.0001830.01283.60.000317
b_has_lil_sib_kid_carb_female_par_act-1.79e-05-0.001083.340.0008343.8e-050.00233.350.000802
b_has_lil_sib_kid_carb_has_big_sib_kid_act0.000550.05750.5190.6040.0005630.05940.5220.601
b_has_lil_sib_kid_carb_has_big_sib_kid_car0.004330.2840.1820.8550.004060.2630.1780.859
b_has_lil_sib_kid_carb_has_big_sib_par_act0.0004440.02562.060.03890.0004670.02722.080.0376
b_has_lil_sib_kid_carb_has_lil_sib_kid_act0.001820.191.480.1390.001810.191.490.138
b_has_lil_sib_par_actasc_kid_act-0.00211-0.0379130-0.00166-0.02912.70
b_has_lil_sib_par_actasc_kid_car-0.00143-0.01745.681.36e-08-0.00112-0.01415.874.44e-09
b_has_lil_sib_par_actasc_par_act-0.0172-0.1517.061.65e-12-0.0196-0.1556.41.53e-10
b_has_lil_sib_par_actb_age_kid_act2.56e-060.001030.5350.593-3.86e-05-0.01550.5350.593
b_has_lil_sib_par_actb_age_kid_car-5.91e-07-0.0001541.530.126-3.31e-05-0.007841.520.128
b_has_lil_sib_par_actb_age_par_act8.62e-050.01613.957.94e-050.0005670.1134.064.86e-05
b_has_lil_sib_par_actb_female_kid_act-1.6e-06-0.0001554.22.66e-05-8.11e-05-0.007874.192.8e-05
b_has_lil_sib_par_actb_female_kid_car-2.74e-05-0.001682.590.009492.44e-050.00152.60.00927
b_has_lil_sib_par_actb_female_par_act-0.00033-0.01762.440.0146-0.000599-0.03192.420.0154
b_has_lil_sib_par_actb_has_big_sib_kid_act0.0006470.0599-0.3770.7060.0007030.0653-0.3780.705
b_has_lil_sib_par_actb_has_big_sib_kid_car0.0004290.0249-0.5740.5660.0004310.0245-0.5690.569
b_has_lil_sib_par_actb_has_big_sib_par_act0.005140.2621.460.1440.004920.2531.460.145
b_has_lil_sib_par_actb_has_lil_sib_kid_act0.00220.2040.4410.6590.002220.2050.4410.659
b_has_lil_sib_par_actb_has_lil_sib_kid_car0.001460.084-0.740.460.001470.0852-0.7430.458
b_log_density_kid_actasc_kid_act-0.00723-0.63612.90-0.00801-0.65512.50
b_log_density_kid_actasc_kid_car-0.00186-0.1115.543.03e-08-0.00176-0.1035.731.01e-08
b_log_density_kid_actasc_par_act-0.00279-0.127.11.21e-12-0.00348-0.1296.411.43e-10
b_log_density_kid_actb_age_kid_act1.62e-050.0319-2.770.005688.86e-060.0166-2.650.00798
b_log_density_kid_actb_age_kid_car-5.03e-06-0.006421.290.198-4.08e-06-0.004521.20.23
b_log_density_kid_actb_age_par_act1.63e-050.0158.5202.7e-050.02528.750
b_log_density_kid_actb_female_kid_act-6.36e-05-0.03036.254.05e-10-5.36e-05-0.02446.215.34e-10
b_log_density_kid_actb_female_kid_car-4.11e-06-0.001242.550.0107-2.62e-05-0.007572.550.0109
b_log_density_kid_actb_female_par_act-3.16e-05-0.008262.260.0236-1.36e-05-0.003392.250.0242
b_log_density_kid_actb_has_big_sib_kid_act1.74e-050.00789-2.760.00583.13e-050.0136-2.750.0059
b_log_density_kid_actb_has_big_sib_kid_car3.05e-060.000868-2.170.03023.67e-060.000976-2.120.0343
b_log_density_kid_actb_has_big_sib_par_act2.5e-050.006240.5710.568-2.68e-05-0.006430.5710.568
b_log_density_kid_actb_has_lil_sib_kid_act2.64e-050.012-1.260.2065.41e-050.0234-1.260.209
b_log_density_kid_actb_has_lil_sib_kid_car6.04e-060.0017-2.360.0185-4.58e-05-0.0124-2.360.0184
b_log_density_kid_actb_has_lil_sib_par_act2.4e-050.00599-1.170.2422.88e-050.00688-1.170.242
b_log_density_kid_carasc_kid_act-0.00197-0.1212.70-0.00188-0.11812.40
b_log_density_kid_carasc_kid_car-0.0135-0.5574.996.02e-07-0.0109-0.4935.192.14e-07
b_log_density_kid_carasc_par_act-0.00154-0.04616.848.07e-12-0.00169-0.0486.186.58e-10
b_log_density_kid_carb_age_kid_act3e-060.0041-7.071.54e-124.6e-060.00661-7.391.45e-13
b_log_density_kid_carb_age_kid_car1.39e-050.0123-3.530.00041-1.07e-05-0.00907-3.50.000459
b_log_density_kid_carb_age_par_act6.53e-060.004153.190.00141.49e-050.01063.390.000692
b_log_density_kid_carb_female_kid_act-1.42e-05-0.004693.230.00122-4.02e-05-0.0143.250.00114
b_log_density_kid_carb_female_kid_car-0.000125-0.02610.6470.518-0.000212-0.0470.6480.517
b_log_density_kid_carb_female_par_act-1.56e-05-0.002840.610.5423.44e-060.0006570.6120.541
b_log_density_kid_carb_has_big_sib_kid_act2.18e-050.00687-5.182.26e-072.26e-050.00751-5.241.57e-07
b_log_density_kid_carb_has_big_sib_kid_car7.32e-060.00145-3.850.00012-0.000388-0.0791-3.710.000211
b_log_density_kid_carb_has_big_sib_par_act2.58e-050.00447-0.9840.3255.15e-060.000947-0.9920.321
b_log_density_kid_carb_has_lil_sib_kid_act2.41e-050.00763-3.770.000161-1.9e-05-0.0063-3.780.000156
b_log_density_kid_carb_has_lil_sib_kid_car1.86e-050.00364-4.025.9e-050.0001250.026-4.094.35e-05
b_log_density_kid_carb_has_lil_sib_par_act2.8e-050.00485-2.690.007217.64e-060.0014-2.70.00698
b_log_density_kid_carb_log_density_kid_act0.0002360.201-4.986.41e-070.0002240.192-5.064.19e-07
b_log_density_par_actasc_kid_act-0.00259-0.113.70-0.00341-0.10913.20
b_log_density_par_actasc_kid_car-0.00147-0.03845.913.43e-09-0.00162-0.03726.091.13e-09
b_log_density_par_actasc_par_act-0.038-0.7177.012.37e-12-0.0516-0.7476.293.13e-10
b_log_density_par_actb_age_kid_act-7.51e-06-0.006492.070.03821.81e-050.01321.790.074
b_log_density_par_actb_age_kid_car-2.65e-07-0.0001494.016.18e-057.01e-060.003043.440.000581
b_log_density_par_actb_age_par_act-7.94e-05-0.03198.3107.69e-050.0287.63e-14
b_log_density_par_actb_female_kid_act-1.29e-05-0.00277.421.13e-132.45e-050.004356.885.92e-12
b_log_density_par_actb_female_kid_car-3.86e-06-0.0005124.035.46e-055.11e-050.005773.880.000105
b_log_density_par_actb_female_par_act-0.000156-0.01793.620.000298-0.000489-0.04763.440.000586
b_log_density_par_actb_has_big_sib_kid_act1.66e-060.0003320.05540.956-6.66e-05-0.01130.05120.959
b_log_density_par_actb_has_big_sib_kid_car3.97e-060.000497-0.2980.766-2.56e-05-0.00267-0.2810.779
b_log_density_par_actb_has_big_sib_par_act0.0001510.01652.040.04120.0001180.0111.980.0476
b_log_density_par_actb_has_lil_sib_kid_act1.96e-050.003921.280.2012.24e-050.003791.180.236
b_log_density_par_actb_has_lil_sib_kid_car4.34e-060.000537-0.4870.626-4.56e-05-0.00483-0.4690.639
b_log_density_par_actb_has_lil_sib_par_act0.0002010.0220.420.675-0.000374-0.03490.3970.691
b_log_density_par_actb_log_density_kid_act0.0003140.1693.480.0004930.0003720.1622.990.0028
b_log_density_par_actb_log_density_kid_car0.0001830.06826.129.31e-100.0001850.06195.455.04e-08
b_log_distance_kid_actasc_kid_act0.006870.2689.2500.006160.2248.930
b_log_distance_kid_actasc_kid_car0.00150.03962.490.01290.001610.04222.570.0102
b_log_distance_kid_actasc_par_act0.002840.0544.928.81e-070.002910.0484.449.13e-06
b_log_distance_kid_actb_age_kid_act-0.000271-0.237-26.90-0.000284-0.237-25.90
b_log_distance_kid_actb_age_kid_car-5.64e-05-0.0319-24.90-8.78e-05-0.0433-23.50
b_log_distance_kid_actb_age_par_act-0.000159-0.0645-18.30-0.000149-0.0616-180
b_log_distance_kid_actb_female_kid_act0.0002930.0618-13.900.0003380.0683-13.70
b_log_distance_kid_actb_female_kid_car5.09e-050.0068-11.400.0001140.0147-11.30
b_log_distance_kid_actb_female_par_act0.0001550.0179-10.200.0005230.058-10.30
b_log_distance_kid_actb_has_big_sib_kid_act-0.000118-0.0238-20.10-8.46e-05-0.0164-19.80
b_log_distance_kid_actb_has_big_sib_kid_car1.72e-050.00217-15.107.96e-050.00944-14.70
b_log_distance_kid_actb_has_big_sib_par_act-0.000139-0.0154-11.20-6.51e-05-0.00696-11.20
b_log_distance_kid_actb_has_lil_sib_kid_act-0.000187-0.0377-18.80-0.000333-0.0641-18.20
b_log_distance_kid_actb_has_lil_sib_kid_car-1.17e-05-0.00146-15.10-2.45e-05-0.00295-150
b_log_distance_kid_actb_has_lil_sib_par_act-0.000147-0.0162-12.80-0.000304-0.0323-12.60
b_log_distance_kid_actb_log_density_kid_act-6.28e-05-0.0341-25.401.89e-050.00941-24.70
b_log_distance_kid_actb_log_density_kid_car5.48e-060.00206-20.802.04e-050.00779-20.50
b_log_distance_kid_actb_log_density_par_act5.3e-060.00126-22.30-0.000149-0.0289-19.80
b_log_distance_kid_carasc_kid_act0.001740.037312.300.001860.036811.90
b_log_distance_kid_carasc_kid_car0.01210.1755.093.67e-070.01230.1755.261.46e-07
b_log_distance_kid_carasc_par_act0.001330.01396.672.52e-110.001970.01776.031.62e-09
b_log_distance_kid_carb_age_kid_act-9.37e-05-0.0449-3.560.000372-0.000153-0.0696-3.380.000727
b_log_distance_kid_carb_age_kid_car-0.000422-0.131-2.280.0227-0.000376-0.101-2.170.0297
b_log_distance_kid_carb_age_par_act-7.96e-05-0.01770.5650.572-0.000119-0.02670.5420.588
b_log_distance_kid_carb_female_kid_act9.38e-050.01091.190.2340.0002330.02571.150.249
b_log_distance_kid_carb_female_kid_car0.0003030.0223-0.1760.8616.99e-050.00489-0.170.865
b_log_distance_kid_carb_female_par_act8.24e-050.00524-0.1320.8950.0003180.0192-0.130.897
b_log_distance_kid_carb_has_big_sib_kid_act-0.000142-0.0157-3.967.56e-05-1.06e-05-0.00112-3.850.000119
b_log_distance_kid_carb_has_big_sib_kid_car0.0002890.0201-3.610.000308-0.000623-0.0402-3.380.000724
b_log_distance_kid_carb_has_big_sib_par_act-0.000124-0.00755-1.380.169-0.0001-0.00583-1.350.176
b_log_distance_kid_carb_has_lil_sib_kid_act-0.000182-0.0201-3.090.00204-0.000141-0.0148-2.980.00286
b_log_distance_kid_carb_has_lil_sib_kid_car9.05e-060.000621-3.710.000207-0.000485-0.0319-3.580.000349
b_log_distance_kid_carb_has_lil_sib_par_act-0.000149-0.00905-2.730.00638-0.000226-0.0131-2.670.00765
b_log_distance_kid_carb_log_density_kid_act4.38e-050.0131-2.770.005617.64e-050.0207-2.640.00827
b_log_distance_kid_carb_log_density_kid_car1.71e-050.00353-0.8770.3811.42e-060.000294-0.8420.4
b_log_distance_kid_carb_log_density_par_act3.82e-050.005-4.222.43e-05-1.32e-05-0.00139-3.899.97e-05
b_log_distance_kid_carb_log_distance_kid_act0.001810.23912.400.002210.266120
b_log_distance_par_actasc_kid_act0.002470.05648.5300.001720.03678.252.22e-16
b_log_distance_par_actasc_kid_car0.001210.01862.290.02170.001220.01882.370.0179
b_log_distance_par_actasc_par_act0.02040.2274.99.57e-070.03160.3064.477.95e-06
b_log_distance_par_actb_age_kid_act-4.35e-05-0.0222-17.80-6.27e-05-0.0308-17.20
b_log_distance_par_actb_age_kid_car-3.54e-05-0.0117-16.30-5.13e-05-0.0149-15.60
b_log_distance_par_actb_age_par_act-0.000202-0.048-12.70-0.00073-0.178-120
b_log_distance_par_actb_female_kid_act0.000110.0136-10.700.0004470.0531-10.60
b_log_distance_par_actb_female_kid_car3.9e-050.00304-1000.0001790.0136-9.930
b_log_distance_par_actb_female_par_act0.0005090.0345-9.3800.000230.015-9.130
b_log_distance_par_actb_has_big_sib_kid_act-1.2e-05-0.00142-15.901.35e-050.00153-15.50
b_log_distance_par_actb_has_big_sib_kid_car2.36e-050.00174-13.206.49e-050.00452-12.90
b_log_distance_par_actb_has_big_sib_par_act-0.000272-0.0176-10.200.0002770.0174-10.20
b_log_distance_par_actb_has_lil_sib_kid_act-0.000147-0.0173-14.80-0.000247-0.0279-14.40
b_log_distance_par_actb_has_lil_sib_kid_car-1.08e-05-0.00079-13.30-4.11e-05-0.00291-13.10
b_log_distance_par_actb_has_lil_sib_par_act-0.000623-0.0403-11.40-0.00116-0.0725-11.10
b_log_distance_par_actb_log_density_kid_act-6.42e-05-0.0204-16.70-0.000108-0.0314-160
b_log_distance_par_actb_log_density_kid_car-5.64e-07-0.000124-14.30-2e-05-0.00447-13.90
b_log_distance_par_actb_log_density_par_act-0.000263-0.0366-16.50-0.000497-0.0567-15.20
b_log_distance_par_actb_log_distance_kid_act0.002440.343-0.8960.370.002680.348-0.8660.387
b_log_distance_par_actb_log_distance_kid_car0.001580.122-10.400.001980.14-10.10
b_log_income_k_kid_actasc_kid_act-0.00869-0.50812.30-0.00923-0.52311.90
b_log_income_k_kid_actasc_kid_car-0.00274-0.1085.152.58e-07-0.00261-0.1065.339.98e-08
b_log_income_k_kid_actasc_par_act-0.00341-0.09726.838.7e-12-0.00259-0.06666.186.57e-10
b_log_income_k_kid_actb_age_kid_act4.16e-050.0543-6.761.35e-115.45e-050.0708-6.791.15e-11
b_log_income_k_kid_actb_age_kid_car7.56e-060.00641-3.270.001091.36e-050.0104-3.170.00152
b_log_income_k_kid_actb_age_par_act8.71e-060.005283.250.001171.01e-050.00653.330.000865
b_log_income_k_kid_actb_female_kid_act-1.84e-05-0.005813.280.001023.83e-050.01213.30.000965
b_log_income_k_kid_actb_female_kid_car-5.87e-06-0.001170.7090.4792.01e-050.004020.7110.477
b_log_income_k_kid_actb_female_par_act-1.27e-05-0.00220.6610.509-5.34e-05-0.009210.6570.511
b_log_income_k_kid_actb_has_big_sib_kid_act2.61e-050.00786-5.044.64e-077.56e-050.0228-5.083.82e-07
b_log_income_k_kid_actb_has_big_sib_kid_car-9.58e-06-0.00181-3.770.0001651.95e-060.00036-3.70.00022
b_log_income_k_kid_actb_has_big_sib_par_act4.05e-050.00672-0.930.3521.96e-050.00327-0.9340.35
b_log_income_k_kid_actb_has_lil_sib_kid_act0.0001550.0467-3.710.0002060.0001210.0362-3.680.000233
b_log_income_k_kid_actb_has_lil_sib_kid_car3.15e-050.00589-3.948.02e-054.61e-050.00866-3.977.18e-05
b_log_income_k_kid_actb_has_lil_sib_par_act6.95e-050.0115-2.630.008513.86e-050.00638-2.630.00855
b_log_income_k_kid_actb_log_density_kid_act6.27e-050.0509-4.311.66e-050.0001140.0882-4.321.57e-05
b_log_income_k_kid_actb_log_density_kid_car7.28e-060.004110.1250.99.21e-060.005460.1280.898
b_log_income_k_kid_actb_log_density_par_act3.03e-050.0108-5.787.32e-093.72e-050.0112-5.132.85e-07
b_log_income_k_kid_actb_log_distance_kid_act-0.000208-0.074719.90-0.000185-0.063719.40
b_log_income_k_kid_actb_log_distance_kid_car-5.85e-05-0.01160.9270.354-5.16e-05-0.009690.8880.375
b_log_income_k_kid_actb_log_distance_par_act-7.07e-05-0.014914.200.0001650.0334140
b_log_income_k_kid_carasc_kid_act-0.00275-0.095912.60-0.00262-0.09112.30
b_log_income_k_kid_carasc_kid_car-0.024-0.5684.871.1e-06-0.0211-0.5285.064.21e-07
b_log_income_k_kid_carasc_par_act-0.00226-0.03866.847.78e-12-0.00253-0.046.186.24e-10
b_log_income_k_kid_carb_age_kid_act8.28e-060.00647-3.948.25e-051.39e-050.0111-4.035.56e-05
b_log_income_k_kid_carb_age_kid_car9.39e-050.0476-1.960.04980.0001440.068-1.990.0462
b_log_income_k_kid_carb_age_par_act8.53e-060.00312.510.01223.3e-050.01312.60.00938
b_log_income_k_kid_carb_female_kid_act-7.03e-06-0.001332.890.003813.72e-050.007192.940.00333
b_log_income_k_kid_carb_female_kid_car-8.45e-06-0.001010.770.441-0.000356-0.04380.7620.446
b_log_income_k_kid_carb_female_par_act-6.42e-06-0.0006660.7260.468-7.17e-05-0.00760.7260.468
b_log_income_k_kid_carb_has_big_sib_kid_act-1.37e-05-0.00246-4.035.48e-051.09e-060.000202-4.094.34e-05
b_log_income_k_kid_carb_has_big_sib_kid_car7.97e-050.00902-3.340.0008490.0003720.0421-3.350.000814
b_log_income_k_kid_carb_has_big_sib_par_act6.19e-060.000614-0.7530.4527.95e-050.00813-0.7620.446
b_log_income_k_kid_carb_has_lil_sib_kid_act2.65e-050.00478-2.880.003934.59e-050.00845-2.910.00356
b_log_income_k_kid_carb_has_lil_sib_kid_car0.000460.0515-3.560.0003660.0006360.0734-3.640.000274
b_log_income_k_kid_carb_has_lil_sib_par_act3.44e-050.00341-2.330.01977.69e-050.00781-2.350.0187
b_log_income_k_kid_carb_log_density_kid_act7.59e-060.00369-2.580.00989.98e-060.00475-2.620.00879
b_log_income_k_kid_carb_log_density_kid_car2.27e-050.007680.3010.763-0.000134-0.0490.3040.761
b_log_income_k_kid_carb_log_density_par_act5.96e-060.00127-4.458.6e-061.96e-050.00364-4.163.19e-05
b_log_income_k_kid_carb_log_distance_kid_act-7.4e-05-0.015916.60-4.8e-05-0.010216.50
b_log_income_k_kid_carb_log_distance_kid_car-0.000608-0.07190.9420.346-0.000385-0.04440.9250.355
b_log_income_k_kid_carb_log_distance_par_act-6.33e-05-0.0079812.901.43e-050.0017812.70
b_log_income_k_kid_carb_log_income_k_kid_act0.0006030.1940.2290.8190.0005610.1850.2320.817
b_log_income_k_par_actasc_kid_act-0.00329-0.11212.80-0.00274-0.089912.50
b_log_income_k_par_actasc_kid_car-0.00224-0.05155.321.02e-07-0.00238-0.05635.53.83e-08
b_log_income_k_par_actasc_par_act-0.0248-0.4116.741.62e-11-0.0228-0.3396.148.31e-10
b_log_income_k_par_actb_age_kid_act1.08e-050.00823-2.570.01031.29e-050.00975-2.550.0108
b_log_income_k_par_actb_age_kid_car9.36e-060.00462-0.6630.5071.37e-050.00608-0.6510.515
b_log_income_k_par_actb_age_par_act0.0002370.08373.730.0001892.73e-050.01023.650.000267
b_log_income_k_par_actb_female_kid_act-1.21e-05-0.002223.780.00016-2.35e-05-0.004283.750.000174
b_log_income_k_par_actb_female_kid_car-5.53e-06-0.0006441.460.143-6.54e-05-0.007581.460.144
b_log_income_k_par_actb_female_par_act-0.000234-0.02361.340.181-0.000377-0.03761.330.185
b_log_income_k_par_actb_has_big_sib_kid_act2.84e-050.00498-3.090.0021.47e-050.00257-3.080.00207
b_log_income_k_par_actb_has_big_sib_kid_car5.28e-060.00058-2.630.008635.89e-050.0063-2.590.00971
b_log_income_k_par_actb_has_big_sib_par_act0.0006880.0663-0.1430.8860.0001290.0124-0.140.889
b_log_income_k_par_actb_has_lil_sib_kid_act6.51e-050.0114-1.950.05161.01e-050.00175-1.930.054
b_log_income_k_par_actb_has_lil_sib_kid_car3.22e-050.0035-2.790.00527.37e-050.00802-2.810.00497
b_log_income_k_par_actb_has_lil_sib_par_act0.0002410.0232-1.720.08470.0006120.0586-1.750.0802
b_log_income_k_par_actb_log_density_kid_act2.49e-050.0118-1.310.1912.55e-050.0114-1.290.196
b_log_income_k_par_actb_log_density_kid_car4.08e-060.001341.430.1526.19e-060.002131.440.149
b_log_income_k_par_actb_log_density_par_act0.0002010.0417-3.470.000518-3.25e-06-0.000569-3.130.00172
b_log_income_k_par_actb_log_distance_kid_act-4.42e-05-0.0092617.300.0001980.039517.40
b_log_income_k_par_actb_log_distance_kid_car-4.55e-05-0.005231.660.09795.42e-050.005891.60.109
b_log_income_k_par_actb_log_distance_par_act-0.000609-0.074513.10-0.000843-0.098912.70
b_log_income_k_par_actb_log_income_k_kid_act0.0007070.2221.480.1390.0006310.1961.450.147
b_log_income_k_par_actb_log_income_k_kid_car0.0004860.0910.9790.3270.0005220.09960.9920.321
b_non_work_dad_kid_aceasc_kid_act-0.0044-0.0936120-0.00631-0.13111.60
b_non_work_dad_kid_aceasc_kid_car-0.00153-0.0224.976.53e-07-0.00216-0.03235.132.91e-07
b_non_work_dad_kid_aceasc_par_act-0.00215-0.02246.72.09e-11-0.00258-0.02436.061.36e-09
b_non_work_dad_kid_aceb_age_kid_act-0.000132-0.0628-3.10.00195-0.000103-0.0492-3.120.00182
b_non_work_dad_kid_aceb_age_kid_car-3.17e-05-0.0098-1.90.05762.31e-060.000651-1.90.0572
b_non_work_dad_kid_aceb_age_par_act-4.61e-05-0.01020.9770.3296.52e-050.01540.9940.32
b_non_work_dad_kid_aceb_female_kid_act0.0001150.01331.560.1192.36e-050.002731.550.12
b_non_work_dad_kid_aceb_female_kid_car7.8e-050.005680.1390.8890.0001550.01140.140.889
b_non_work_dad_kid_aceb_female_par_act0.0001680.01060.1590.8740.0002110.01340.1590.874
b_non_work_dad_kid_aceb_has_big_sib_kid_act6.9e-050.00757-3.610.0003030.0002530.028-3.660.00025
b_non_work_dad_kid_aceb_has_big_sib_kid_car8.44e-050.00581-3.270.001090.0002490.0169-3.250.00114
b_non_work_dad_kid_aceb_has_big_sib_par_act5.47e-050.0033-1.10.2730.0001360.0083-1.110.269
b_non_work_dad_kid_aceb_has_lil_sib_kid_act0.0005950.0655-2.820.004850.0006260.0689-2.830.00467
b_non_work_dad_kid_aceb_has_lil_sib_kid_car0.000230.0157-3.420.0006230.0001910.0132-3.440.000587
b_non_work_dad_kid_aceb_has_lil_sib_par_act0.0002480.015-2.470.01369.4e-050.00571-2.460.0137
b_non_work_dad_kid_aceb_log_density_kid_act2.07e-050.00613-2.320.02030.0001760.0501-2.350.0187
b_non_work_dad_kid_aceb_log_density_kid_car-1.44e-06-0.000296-0.4570.6472.8e-050.0061-0.4630.643
b_non_work_dad_kid_aceb_log_density_par_act2.54e-050.0033-3.810.0001387.73e-050.00859-3.670.000238
b_non_work_dad_kid_aceb_log_distance_kid_act2.43e-050.0031911.403.14e-050.0039711.30
b_non_work_dad_kid_aceb_log_distance_kid_car-3.11e-05-0.002240.310.7570.0001490.01020.3050.761
b_non_work_dad_kid_aceb_log_distance_par_act-8.81e-05-0.006751001.7e-050.001269.920
b_non_work_dad_kid_aceb_log_income_k_kid_act0.0007780.153-0.5420.5880.0008330.164-0.5460.585
b_non_work_dad_kid_aceb_log_income_k_kid_car0.0002540.0298-0.6020.5470.0002810.0339-0.6090.543
b_non_work_dad_kid_aceb_log_income_k_par_act0.0003340.0381-1.30.1930.0002690.0307-1.30.193
b_non_work_dad_kid_carasc_kid_act-0.0016-0.020511.50-0.00246-0.030211.20
b_non_work_dad_kid_carasc_kid_car-0.0122-0.1064.752.07e-06-0.00226-0.0255.59e-07
b_non_work_dad_kid_carasc_par_act-0.00128-0.008056.643.23e-11-0.00137-0.007646.021.77e-09
b_non_work_dad_kid_carb_age_kid_act-2.87e-05-0.00824-1.710.08757.52e-060.00212-1.680.093
b_non_work_dad_kid_carb_age_kid_car-0.000254-0.0473-0.9720.331-0.000667-0.111-0.9440.345
b_non_work_dad_kid_carb_age_par_act-2.07e-05-0.002770.7980.425-1.78e-06-0.0002480.7860.432
b_non_work_dad_kid_carb_female_kid_act7.55e-050.005251.210.2260.0001460.009951.190.232
b_non_work_dad_kid_carb_female_kid_car0.0005470.02410.2690.7880.001670.07230.2710.786
b_non_work_dad_kid_carb_female_par_act7.54e-050.002880.2780.7810.0001430.005330.2740.784
b_non_work_dad_kid_carb_has_big_sib_kid_act8.63e-050.00572-2.240.0250.0002430.0159-2.210.0268
b_non_work_dad_kid_carb_has_big_sib_kid_car0.0002840.0118-2.250.02440.0001310.00522-2.20.0277
b_non_work_dad_kid_carb_has_big_sib_par_act6.18e-050.00226-0.6780.4980.0001410.00508-0.6720.501
b_non_work_dad_kid_carb_has_lil_sib_kid_act0.0002260.015-1.660.09670.0001750.0114-1.630.103
b_non_work_dad_kid_carb_has_lil_sib_kid_car0.001710.0702-2.430.01520.002520.102-2.440.0148
b_non_work_dad_kid_carb_has_lil_sib_par_act0.0001830.00666-1.720.08630.0002920.0104-1.70.0894
b_non_work_dad_kid_carb_log_density_kid_act2.43e-060.000434-1.240.2173.84e-050.00644-1.210.225
b_non_work_dad_kid_carb_log_density_kid_car-5.22e-05-0.00648-0.09860.921-0.00106-0.137-0.09480.924
b_non_work_dad_kid_carb_log_density_par_act-7.22e-06-0.000566-2.310.021-4.81e-05-0.00315-2.230.0259
b_non_work_dad_kid_carb_log_distance_kid_act-3.76e-05-0.002987.62.93e-144.49e-050.003357.468.46e-14
b_non_work_dad_kid_carb_log_distance_kid_car0.0001180.005120.3910.695-0.000138-0.00560.3790.704
b_non_work_dad_kid_carb_log_distance_par_act-3.35e-05-0.001557.41.35e-13-6.74e-06-0.0002957.244.48e-13
b_non_work_dad_kid_carb_log_income_k_kid_act0.0002510.0298-0.1360.8910.0002920.0339-0.1340.893
b_non_work_dad_kid_carb_log_income_k_kid_car0.002260.16-0.2260.8210.002760.197-0.2260.821
b_non_work_dad_kid_carb_log_income_k_par_act0.0002210.0152-0.6770.4980.0002470.0166-0.6670.505
b_non_work_dad_kid_carb_non_work_dad_kid_ace0.004380.1890.180.8570.004710.2010.1790.858
b_non_work_dad_par_actasc_kid_act-0.00204-0.0251120-0.00232-0.029211.80
b_non_work_dad_par_actasc_kid_car-0.00126-0.01055.31.17e-07-0.00102-0.009245.493.98e-08
b_non_work_dad_par_actasc_par_act-0.0129-0.07736.848.15e-12-0.0101-0.05776.263.9e-10
b_non_work_dad_par_actb_age_kid_act-4.42e-05-0.0122-0.2970.7673.32e-050.00959-0.3120.755
b_non_work_dad_par_actb_age_kid_car-2.13e-05-0.003810.3970.692-1.42e-05-0.002420.4150.678
b_non_work_dad_par_actb_age_par_act-0.000333-0.04262.070.0382-0.000588-0.0842.160.0305
b_non_work_dad_par_actb_female_kid_act0.0001620.01082.440.01470.0001950.01362.550.0108
b_non_work_dad_par_actb_female_kid_car7.83e-050.00331.430.1530.0001560.006941.490.137
b_non_work_dad_par_actb_female_par_act0.0006540.02391.410.1580.0002630.01011.450.147
b_non_work_dad_par_actb_has_big_sib_kid_act2.98e-050.00189-0.8940.3710.0001710.0114-0.9370.349
b_non_work_dad_par_actb_has_big_sib_kid_car4.43e-050.00176-1.020.3099.94e-050.00407-1.050.295
b_non_work_dad_par_actb_has_big_sib_par_act1.43e-050.0004990.4530.6510.0004640.01710.4730.636
b_non_work_dad_par_actb_has_lil_sib_kid_act0.0002330.0148-0.3330.7396.44e-050.00428-0.3460.729
b_non_work_dad_par_actb_has_lil_sib_kid_car0.0001660.00654-1.130.2590.0002270.00946-1.170.241
b_non_work_dad_par_actb_has_lil_sib_par_act0.0009610.0335-0.560.5760.001980.0728-0.590.555
b_non_work_dad_par_actb_log_density_kid_act2.25e-060.0003850.1490.8826.17e-050.01060.1570.876
b_non_work_dad_par_actb_log_density_kid_car-1.08e-05-0.001281.220.221-4.1e-05-0.005391.290.199
b_non_work_dad_par_actb_log_density_par_act-0.000265-0.0199-0.9310.352-0.000252-0.0169-0.9550.34
b_non_work_dad_par_actb_log_distance_kid_act-5.83e-05-0.004428.5900.000150.01158.980
b_non_work_dad_par_actb_log_distance_kid_car-2.34e-05-0.0009731.540.1221.42e-050.0005921.580.114
b_non_work_dad_par_actb_log_distance_par_act-0.00102-0.04518.22.22e-160.000330.01488.650
b_non_work_dad_par_actb_log_income_k_kid_act0.0003470.03941.20.2310.0002070.02461.250.211
b_non_work_dad_par_actb_log_income_k_kid_car0.0002250.01531.070.2850.0002080.01521.120.263
b_non_work_dad_par_actb_log_income_k_par_act0.001780.1170.6410.5210.002580.1780.6860.493
b_non_work_dad_par_actb_non_work_dad_kid_ace0.00510.2111.460.1430.004440.1941.510.131
b_non_work_dad_par_actb_non_work_dad_kid_car0.003430.08561.020.3090.003680.09471.040.299
b_non_work_mom_kid_actasc_kid_act-0.00441-0.14112.10-0.0037-0.11511.80
b_non_work_mom_kid_actasc_kid_car-0.00106-0.02294.938.43e-07-0.00126-0.02825.093.63e-07
b_non_work_mom_kid_actasc_par_act-0.00192-0.036.662.73e-11-0.00168-0.02376.021.71e-09
b_non_work_mom_kid_actb_age_kid_act6.96e-050.0498-5.523.47e-085.78e-050.0414-5.523.49e-08
b_non_work_mom_kid_actb_age_kid_car3.72e-070.000173-3.570.0003611.87e-050.0079-3.540.000398
b_non_work_mom_kid_actb_age_par_act4.83e-050.01610.6430.526.87e-050.02440.6540.513
b_non_work_mom_kid_actb_female_kid_act-9.42e-05-0.01631.380.168-0.000329-0.05691.350.176
b_non_work_mom_kid_actb_female_kid_car2.49e-050.00273-0.3070.759-3.65e-05-0.00402-0.3060.759
b_non_work_mom_kid_actb_female_par_act-4.04e-05-0.00384-0.2420.808-9.35e-05-0.00888-0.2420.809
b_non_work_mom_kid_actb_has_big_sib_kid_act-5.85e-05-0.00967-5.192.09e-07-1.34e-05-0.00222-5.221.79e-07
b_non_work_mom_kid_actb_has_big_sib_kid_car-6.29e-05-0.00652-4.252.16e-053.04e-050.00309-4.22.65e-05
b_non_work_mom_kid_actb_has_big_sib_par_act-7.94e-05-0.00722-1.660.09780.0001440.0132-1.680.0933
b_non_work_mom_kid_actb_has_lil_sib_kid_act-0.000411-0.068-3.977.16e-05-0.000379-0.0625-3.986.99e-05
b_non_work_mom_kid_actb_has_lil_sib_kid_car-0.000165-0.0169-4.381.21e-05-0.000107-0.0111-4.411.03e-05
b_non_work_mom_kid_actb_has_lil_sib_par_act-0.000152-0.0138-3.190.00144-4.77e-05-0.00434-3.20.00135
b_non_work_mom_kid_actb_log_density_kid_act-0.000129-0.0574-4.094.39e-05-0.00014-0.0596-4.064.81e-05
b_non_work_mom_kid_actb_log_density_kid_car-4.89e-05-0.0151-1.380.168-5.74e-05-0.0187-1.40.163
b_non_work_mom_kid_actb_log_density_par_act-1.79e-05-0.00349-5.671.42e-08-7.32e-05-0.0122-5.261.47e-07
b_non_work_mom_kid_actb_log_distance_kid_act0.0001910.037714.700.0002390.045414.50
b_non_work_mom_kid_actb_log_distance_kid_car0.0002230.0241-0.1020.9190.0001260.013-0.09810.922
b_non_work_mom_kid_actb_log_distance_par_act-3.8e-05-0.0043811.503.66e-060.00040811.30
b_non_work_mom_kid_actb_log_income_k_kid_act0.0006570.194-1.590.1110.0005270.155-1.570.118
b_non_work_mom_kid_actb_log_income_k_kid_car0.0002050.0361-1.420.1570.0002120.0385-1.430.152
b_non_work_mom_kid_actb_log_income_k_par_act0.0001950.0336-2.30.02130.0001610.0276-2.290.0219
b_non_work_mom_kid_actb_non_work_dad_kid_ace-0.000288-0.031-0.4580.6474.71e-050.0051-0.4670.64
b_non_work_mom_kid_actb_non_work_dad_kid_car-0.000124-0.00803-0.4890.6254.34e-050.00277-0.4830.629
b_non_work_mom_kid_actb_non_work_dad_par_act-0.000205-0.0127-1.720.08520.0001380.00903-1.810.0703
b_non_work_mom_kid_carasc_kid_act-0.00148-0.027811.10-0.00166-0.030410.80
b_non_work_mom_kid_carasc_kid_car-0.0116-0.1474.153.36e-05-0.0112-0.1484.281.88e-05
b_non_work_mom_kid_carasc_par_act-0.00123-0.01136.196.18e-10-0.00133-0.0115.62.15e-08
b_non_work_mom_kid_carb_age_kid_act2.25e-050.00948-5.874.43e-094.5e-050.0189-5.884.13e-09
b_non_work_mom_kid_carb_age_kid_car0.0002230.061-4.81.57e-060.0002730.0677-4.81.6e-06
b_non_work_mom_kid_carb_age_par_act2.64e-050.00517-2.120.03387.42e-050.0155-2.140.0324
b_non_work_mom_kid_carb_female_kid_act1.11e-060.000113-1.320.187-5.3e-05-0.00539-1.310.189
b_non_work_mom_kid_carb_female_kid_car1.43e-050.000923-2.220.02611.76e-050.00114-2.230.0259
b_non_work_mom_kid_carb_female_par_act-1.15e-05-0.000644-2.050.0402-6.55e-05-0.00366-2.050.0407
b_non_work_mom_kid_carb_has_big_sib_kid_act-3.71e-05-0.0036-5.982.18e-096.47e-050.0063-6.021.79e-09
b_non_work_mom_kid_carb_has_big_sib_kid_car-0.00027-0.0164-5.311.1e-070.0005170.0308-5.387.26e-08
b_non_work_mom_kid_carb_has_big_sib_par_act-9.58e-06-0.000512-3.190.00143-7.1e-05-0.00382-3.190.00141
b_non_work_mom_kid_carb_has_lil_sib_kid_act-0.000154-0.015-5.172.39e-07-0.000106-0.0103-5.172.29e-07
b_non_work_mom_kid_carb_has_lil_sib_kid_car-0.0012-0.0723-5.291.25e-07-0.00179-0.109-5.221.81e-07
b_non_work_mom_kid_carb_has_lil_sib_par_act-9.59e-05-0.00512-4.468.27e-06-0.000112-0.00601-4.468.17e-06
b_non_work_mom_kid_carb_log_density_kid_act-2.7e-05-0.00708-5.13.35e-07-4.16e-05-0.0104-5.093.55e-07
b_non_work_mom_kid_carb_log_density_kid_car-0.00025-0.0454-3.340.000823-0.000309-0.0593-3.350.000804
b_non_work_mom_kid_carb_log_density_par_act-2.42e-05-0.00278-6.254.1e-10-4.18e-05-0.00409-6.031.62e-09
b_non_work_mom_kid_carb_log_distance_kid_act3.12e-050.003617.525.44e-14-1.79e-05-0.0027.459.39e-14
b_non_work_mom_kid_carb_log_distance_kid_car0.000260.0166-2.070.0387-3.76e-05-0.00228-20.0451
b_non_work_mom_kid_carb_log_distance_par_act1.15e-050.0007776.992.8e-120.0001330.00876.914.72e-12
b_non_work_mom_kid_carb_log_income_k_kid_act0.0001950.0339-3.460.0005390.0002180.0379-3.470.000527
b_non_work_mom_kid_carb_log_income_k_kid_car0.001630.169-3.540.0003940.001320.141-3.510.000442
b_non_work_mom_kid_carb_log_income_k_par_act0.0001470.0148-3.928.9e-050.0001780.0179-3.928.84e-05
b_non_work_mom_kid_carb_non_work_dad_kid_ace-0.000134-0.00848-2.320.02014.16e-050.00265-2.340.0191
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b_non_work_mom_kid_carb_non_work_dad_par_act-0.000103-0.00375-2.980.002880.0002090.00804-3.10.00193
b_non_work_mom_kid_carb_non_work_mom_kid_act0.001860.177-2.460.01390.001850.177-2.460.0139
b_non_work_mom_par_actasc_kid_act-0.00148-0.026613.10-0.00129-0.022712.80
b_non_work_mom_par_actasc_kid_car-0.000974-0.01185.759.02e-09-0.0012-0.01515.932.98e-09
b_non_work_mom_par_actasc_par_act-0.0164-0.1447.111.13e-12-0.00929-0.07416.526.98e-11
b_non_work_mom_par_actb_age_kid_act3.63e-050.01460.8050.4214.99e-050.02010.8130.416
b_non_work_mom_par_actb_age_kid_car2.95e-050.007681.80.07246.63e-050.01581.810.0706
b_non_work_mom_par_actb_age_par_act0.0001310.02434.212.5e-055.15e-050.01034.252.13e-05
b_non_work_mom_par_actb_female_kid_act-1.78e-05-0.001724.449.19e-06-9.36e-05-0.009144.458.6e-06
b_non_work_mom_par_actb_female_kid_car9.48e-060.0005832.80.00504-5.81e-05-0.003612.820.00486
b_non_work_mom_par_actb_female_par_act-0.000901-0.0482.60.009389.69e-050.005192.670.00748
b_non_work_mom_par_actb_has_big_sib_kid_act-9.56e-05-0.00884-0.1290.8980.0001310.0122-0.1310.896
b_non_work_mom_par_actb_has_big_sib_kid_car-3.66e-05-0.00213-0.3620.717-1.53e-05-0.000875-0.3610.718
b_non_work_mom_par_actb_has_big_sib_par_act-0.000221-0.01131.440.150.0001740.008971.460.143
b_non_work_mom_par_actb_has_lil_sib_kid_act-0.000182-0.01680.6340.526-7.17e-05-0.006680.6410.522
b_non_work_mom_par_actb_has_lil_sib_kid_car-0.000142-0.00818-0.5020.615-0.000125-0.00728-0.5070.612
b_non_work_mom_par_actb_has_lil_sib_par_act-0.00228-0.1160.1820.856-0.00181-0.09290.1850.854
b_non_work_mom_par_actb_log_density_kid_act-4.96e-05-0.01241.430.152-9e-05-0.02161.440.151
b_non_work_mom_par_actb_log_density_kid_car-4.94e-05-0.008552.930.00334-8.03e-05-0.01482.970.00302
b_non_work_mom_par_actb_log_density_par_act-0.000466-0.051-0.1670.868-0.00135-0.127-0.1570.875
b_non_work_mom_par_actb_log_distance_kid_act7.08e-050.0078213.100.000130.013913.10
b_non_work_mom_par_actb_log_distance_kid_car0.0001710.01042.960.003060.000360.0212.930.00339
b_non_work_mom_par_actb_log_distance_par_act-0.00061-0.039411.60-0.000348-0.021911.60
b_non_work_mom_par_actb_log_income_k_kid_act0.0001960.03242.910.003660.0001490.02492.920.00347
b_non_work_mom_par_actb_log_income_k_kid_car0.0001480.01462.580.009740.0001760.0182.620.00881
b_non_work_mom_par_actb_log_income_k_par_act0.002260.2172.150.03170.001820.1762.120.0342
b_non_work_mom_par_actb_non_work_dad_kid_ace-0.000207-0.01252.640.008290.000150.009162.690.00719
b_non_work_mom_par_actb_non_work_dad_kid_car-0.000108-0.003951.860.06230.0001660.005981.860.0635
b_non_work_mom_par_actb_non_work_dad_par_act-0.000866-0.03020.6940.4870.0009450.03490.7420.458
b_non_work_mom_par_actb_non_work_mom_kid_act0.00220.1993.780.0001590.00220.2013.810.00014
b_non_work_mom_par_actb_non_work_mom_kid_car0.001520.08084.861.15e-060.00140.07544.871.09e-06
b_veh_per_driver_kid_actasc_kid_act-0.00609-0.185120-0.00666-0.18711.70
b_veh_per_driver_kid_actasc_kid_car-0.00167-0.03424.967.19e-07-0.00115-0.02325.123e-07
b_veh_per_driver_kid_actasc_par_act-0.00172-0.02546.692.21e-11-0.00127-0.01616.051.45e-09
b_veh_per_driver_kid_actb_age_kid_act-4.12e-05-0.028-4.841.28e-06-2.22e-05-0.0143-4.623.77e-06
b_veh_per_driver_kid_actb_age_kid_car1.37e-060.000603-3.10.00197-1.95e-05-0.0074-2.920.0035
b_veh_per_driver_kid_actb_age_par_act-5.89e-05-0.01860.8960.37-4.22e-05-0.01350.8690.385
b_veh_per_driver_kid_actb_female_kid_act8.68e-050.01431.60.1095.96e-050.009271.550.121
b_veh_per_driver_kid_actb_female_kid_car3.57e-050.00371-0.1150.9085.59e-050.00553-0.1130.91
b_veh_per_driver_kid_actb_female_par_act0.0001120.0101-0.07130.9430.0001060.00904-0.07010.944
b_veh_per_driver_kid_actb_has_big_sib_kid_act0.0001610.0252-4.99.67e-071.71e-050.00255-4.712.45e-06
b_veh_per_driver_kid_actb_has_big_sib_kid_car8.18e-050.00804-4.035.63e-050.000130.0119-3.919.21e-05
b_veh_per_driver_kid_actb_has_big_sib_par_act7.08e-060.00061-1.480.149.82e-050.00808-1.470.143
b_veh_per_driver_kid_actb_has_lil_sib_kid_act-4.63e-05-0.00726-3.740.000183-0.000218-0.0324-3.590.000335
b_veh_per_driver_kid_actb_has_lil_sib_kid_car4.18e-050.00406-4.173.05e-052.09e-050.00194-4.123.84e-05
b_veh_per_driver_kid_actb_has_lil_sib_par_act-4.2e-05-0.00361-30.00274-6.55e-05-0.00536-2.950.00313
b_veh_per_driver_kid_actb_log_density_kid_act0.0001550.0653-3.740.0001840.0001270.0487-3.540.000406
b_veh_per_driver_kid_actb_log_density_kid_car3.7e-050.0109-1.050.2944.11e-050.0121-1.020.31
b_veh_per_driver_kid_actb_log_density_par_act1.28e-050.00237-5.251.5e-07-5.72e-06-0.000856-4.761.92e-06
b_veh_per_driver_kid_actb_log_distance_kid_act6.25e-050.011714.300.0001640.027913.70
b_veh_per_driver_kid_actb_log_distance_kid_car-0.000104-0.01070.08480.9320.0001630.01510.08170.935
b_veh_per_driver_kid_actb_log_distance_par_act0.0003210.035111.700.000430.04311.30
b_veh_per_driver_kid_actb_log_income_k_kid_act-0.000561-0.157-1.050.294-0.000575-0.152-1.010.313
b_veh_per_driver_kid_actb_log_income_k_kid_car-0.000107-0.0179-1.10.273-0.000143-0.0233-1.070.283
b_veh_per_driver_kid_actb_log_income_k_par_act-0.000168-0.0274-1.930.053-0.00021-0.0323-1.870.0615
b_veh_per_driver_kid_actb_non_work_dad_kid_ace0.000420.0428-0.2780.7810.000330.0322-0.2730.785
b_veh_per_driver_kid_actb_non_work_dad_kid_car0.0001140.00703-0.3630.7175.7e-050.00327-0.3540.723
b_veh_per_driver_kid_actb_non_work_dad_par_act0.0002430.0143-1.60.1093.29e-050.00194-1.650.0986
b_veh_per_driver_kid_actb_non_work_mom_kid_act0.0001390.02130.2350.8150.0003520.05140.2320.817
b_veh_per_driver_kid_actb_non_work_mom_kid_car5e-050.004512.40.01632.19e-050.001882.370.018
b_veh_per_driver_kid_actb_non_work_mom_par_act7.98e-050.00686-3.240.001190.0001520.0125-3.230.00125
b_veh_per_driver_kid_carasc_kid_act-0.0014-0.035413.20-0.000981-0.022312.90
b_veh_per_driver_kid_carasc_kid_car-0.0102-0.1755.494.03e-08-0.00676-0.1115.711.16e-08
b_veh_per_driver_kid_carasc_par_act-0.001-0.01247.186.88e-13-0.000513-0.005296.498.5e-11
b_veh_per_driver_kid_carb_age_kid_act-1.55e-05-0.00875-0.03470.972-2.9e-05-0.0151-0.03230.974
b_veh_per_driver_kid_carb_age_kid_car-7.39e-05-0.0271.340.181-0.000227-0.06991.230.22
b_veh_per_driver_kid_carb_age_par_act-2.16e-05-0.005674.64.25e-06-2.82e-05-0.007314.331.47e-05
b_veh_per_driver_kid_carb_female_kid_act4.61e-050.00634.742.09e-062.39e-050.003024.56.7e-06
b_veh_per_driver_kid_carb_female_kid_car0.0002060.01782.590.00949-0.000836-0.06722.410.0159
b_veh_per_driver_kid_carb_female_par_act5.19e-050.003892.390.01683.87e-050.002692.320.0203
b_veh_per_driver_kid_carb_has_big_sib_kid_act4.55e-050.00592-1.10.2725.72e-050.00693-1.050.295
b_veh_per_driver_kid_carb_has_big_sib_kid_car0.000540.0441-1.20.2320.0002420.018-1.130.259
b_veh_per_driver_kid_carb_has_big_sib_par_act4.39e-060.0003150.9870.324-2.09e-05-0.001390.9640.335
b_veh_per_driver_kid_carb_has_lil_sib_kid_act6.14e-060.0008-0.1190.905-1.71e-05-0.00206-0.1130.91
b_veh_per_driver_kid_carb_has_lil_sib_kid_car0.0002820.0228-1.350.1790.0003010.0227-1.310.19
b_veh_per_driver_kid_carb_has_lil_sib_par_act-2.4e-05-0.00172-0.460.646-8.26e-05-0.00549-0.4470.655
b_veh_per_driver_kid_carb_log_density_kid_act2.94e-050.01030.8530.3943.04e-050.009470.7930.428
b_veh_per_driver_kid_carb_log_density_kid_car0.0001410.03452.940.003310.0001480.03542.770.00563
b_veh_per_driver_kid_carb_log_density_par_act2.42e-050.00373-1.210.2272.19e-050.00266-1.090.276
b_veh_per_driver_kid_carb_log_distance_kid_act1.34e-050.002091609.55e-050.013215.10
b_veh_per_driver_kid_carb_log_distance_kid_car6.89e-050.005892.750.006011.49e-050.001132.580.00989
b_veh_per_driver_kid_carb_log_distance_par_act3.78e-050.0034413.506.24e-050.0050712.80
b_veh_per_driver_kid_carb_log_income_k_kid_act-0.000103-0.02392.790.00529-0.000135-0.02912.610.00901
b_veh_per_driver_kid_carb_log_income_k_kid_car-0.000535-0.07462.260.0236-0.0013-0.1722.080.0371
b_veh_per_driver_kid_carb_log_income_k_par_act-6.82e-05-0.009231.540.125-0.000114-0.01421.450.146
b_veh_per_driver_kid_carb_non_work_dad_kid_ace0.0001080.009122.40.01621.28e-050.001022.320.0201
b_veh_per_driver_kid_carb_non_work_dad_kid_car0.0004920.02521.530.126-0.000457-0.02131.460.145
b_veh_per_driver_kid_carb_non_work_dad_par_act9.12e-050.004470.2530.8-5.5e-05-0.002630.2580.797
b_veh_per_driver_kid_carb_non_work_mom_kid_act6.46e-050.008243.450.0005629.19e-050.01093.30.000984
b_veh_per_driver_kid_carb_non_work_mom_kid_car0.000330.02484.771.8e-060.0009040.0634.742.17e-06
b_veh_per_driver_kid_carb_non_work_mom_par_act8.53e-050.0061-0.6830.4950.0001710.0115-0.6710.502
b_veh_per_driver_kid_carb_veh_per_driver_kid_act0.001520.1843.490.0004840.001420.1513.210.00135
b_veh_per_driver_par_actasc_kid_act-0.00261-0.03419.190-0.00214-0.02298.690
b_veh_per_driver_par_actasc_kid_car-0.00123-0.01093.240.00118-0.000835-0.006413.280.00105
b_veh_per_driver_par_actasc_par_act-0.0309-0.1975.211.89e-07-0.0586-0.2834.594.52e-06
b_veh_per_driver_par_actb_age_kid_act-1.34e-05-0.00392-7.022.23e-12-4.15e-06-0.00102-5.93.68e-09
b_veh_per_driver_par_actb_age_kid_car-9.85e-06-0.00187-6.244.25e-102.11e-050.00305-5.251.52e-07
b_veh_per_driver_par_actb_age_par_act0.0002550.0346-4.429.92e-060.0006140.0745-3.750.000175
b_veh_per_driver_par_actb_female_kid_act8.07e-050.00572-3.730.0001895.86e-050.00347-3.190.00143
b_veh_per_driver_par_actb_female_kid_car4.23e-050.0019-4.281.9e-050.0001580.00596-3.750.00018
b_veh_per_driver_par_actb_female_par_act0.0009550.0371-4.153.38e-050.001390.0453-3.670.000247
b_veh_per_driver_par_actb_has_big_sib_kid_act5.65e-050.00381-7.25.84e-130.0002060.0117-6.196.15e-10
b_veh_per_driver_par_actb_has_big_sib_kid_car5.09e-050.00216-6.751.52e-11-7.27e-06-0.000253-5.884.04e-09
b_veh_per_driver_par_actb_has_big_sib_par_act-0.000311-0.0116-4.957.53e-070.0008770.0275-4.477.94e-06
b_veh_per_driver_par_actb_has_lil_sib_kid_act5.54e-060.000374-6.63.99e-119.04e-060.000511-5.661.56e-08
b_veh_per_driver_par_actb_has_lil_sib_kid_car3.92e-050.00164-6.847.94e-12-8.14e-05-0.00288-61.93e-09
b_veh_per_driver_par_actb_has_lil_sib_par_act-0.000767-0.0284-5.942.92e-090.0007170.0223-5.387.28e-08
b_veh_per_driver_par_actb_log_density_kid_act2.96e-050.00538-6.517.59e-115.56e-050.00811-5.484.37e-08
b_veh_per_driver_par_actb_log_density_kid_car3.3e-050.00418-5.291.21e-073.59e-050.00401-4.477.66e-06
b_veh_per_driver_par_actb_log_density_par_act0.001190.0949-7.593.18e-140.002220.126-6.441.19e-10
b_veh_per_driver_par_actb_log_distance_kid_act9.67e-050.007792.710.00672-5.49e-05-0.003562.290.0218
b_veh_per_driver_par_actb_log_distance_kid_car-7.34e-05-0.00325-4.133.7e-05-9.33e-05-0.0033-3.570.000356
b_veh_per_driver_par_actb_log_distance_par_act0.0001510.007112.910.00356-0.00185-0.07042.450.0144
b_veh_per_driver_par_actb_log_income_k_kid_act-0.000131-0.0159-5.31.19e-07-0.000291-0.0294-4.477.99e-06
b_veh_per_driver_par_actb_log_income_k_kid_car-7.19e-05-0.00519-5.182.27e-07-0.000191-0.0118-4.439.61e-06
b_veh_per_driver_par_actb_log_income_k_par_act-0.004-0.281-5.172.36e-07-0.00516-0.302-4.449.04e-06
b_veh_per_driver_par_actb_non_work_dad_kid_ace0.0002410.0106-4.371.23e-051.13e-064.17e-05-3.810.000137
b_veh_per_driver_par_actb_non_work_dad_kid_car8.83e-050.00234-3.720.0001998.84e-060.000193-3.360.000786
b_veh_per_driver_par_actb_non_work_dad_par_act0.00320.0812-4.811.48e-06-0.00137-0.0307-4.242.2e-05
b_veh_per_driver_par_actb_non_work_mom_kid_act4.94e-050.00327-4.421e-050.0001850.0103-3.80.000148
b_veh_per_driver_par_actb_non_work_mom_kid_car4.77e-050.00186-2.420.01566.8e-050.00222-2.140.0327
b_veh_per_driver_par_actb_non_work_mom_par_act0.001020.0377-6.293.21e-100.001650.0518-5.611.99e-08
b_veh_per_driver_par_actb_veh_per_driver_kid_act0.002760.173-4.821.46e-060.002530.127-4.025.88e-05
b_veh_per_driver_par_actb_veh_per_driver_kid_car0.001130.0587-6.41.56e-100.0009620.0391-5.425.8e-08
b_y2017_kid_actasc_kid_act-0.00289-0.095112.10-0.00447-0.14511.70
b_y2017_kid_actasc_kid_car-0.000683-0.01524.861.15e-06-0.000446-0.01045.034.83e-07
b_y2017_kid_actasc_par_act-0.0037-0.05956.64.24e-11-0.00264-0.03875.972.33e-09
b_y2017_kid_actb_age_kid_act1.54e-050.0114-6.138.93e-100.0001440.107-6.342.29e-10
b_y2017_kid_actb_age_kid_car-3.28e-06-0.00157-4.153.35e-05-3.96e-05-0.0174-4.123.75e-05
b_y2017_kid_actb_age_par_act0.0001460.050.1840.8540.0001090.040.1880.851
b_y2017_kid_actb_female_kid_act0.0001190.02121.040.298-4.31e-05-0.007751.030.303
b_y2017_kid_actb_female_kid_car3.13e-050.00353-0.6010.5482.46e-050.00282-0.6040.546
b_y2017_kid_actb_female_par_act-0.000133-0.013-0.5040.614-0.000223-0.022-0.5030.615
b_y2017_kid_actb_has_big_sib_kid_act0.0003090.0524-5.816.12e-090.0004860.0837-5.962.58e-09
b_y2017_kid_actb_has_big_sib_kid_car7.89e-050.0084-4.594.43e-063.06e-050.00323-4.526.12e-06
b_y2017_kid_actb_has_big_sib_par_act0.0002630.0246-1.940.05180.0001920.0183-1.950.0507
b_y2017_kid_actb_has_lil_sib_kid_act0.0006970.118-4.831.38e-060.0006830.117-4.841.27e-06
b_y2017_kid_actb_has_lil_sib_kid_car0.0001860.0196-4.761.91e-060.0002480.0267-4.821.45e-06
b_y2017_kid_actb_has_lil_sib_par_act0.0003510.0327-3.530.0004190.0004090.0386-3.550.000384
b_y2017_kid_actb_log_density_kid_act-4.91e-05-0.0225-4.722.35e-06-1.31e-06-0.000579-4.781.75e-06
b_y2017_kid_actb_log_density_kid_car-2.88e-05-0.00915-1.880.06062.11e-050.00717-1.930.0536
b_y2017_kid_actb_log_density_par_act3.09e-050.00621-6.195.91e-101.53e-050.00264-5.777.73e-09
b_y2017_kid_actb_log_distance_kid_act-0.000494-0.113.60-0.000517-0.10213.40
b_y2017_kid_actb_log_distance_kid_car-5.72e-05-0.00637-0.3890.697-0.000162-0.0174-0.3750.708
b_y2017_kid_actb_log_distance_par_act-0.00103-0.12210.70-0.000777-0.0910.70
b_y2017_kid_actb_log_income_k_kid_act9.27e-060.00281-1.950.0511-2.75e-05-0.00844-1.960.0501
b_y2017_kid_actb_log_income_k_kid_car1.63e-050.00297-1.80.0723-4.06e-05-0.00765-1.820.0687
b_y2017_kid_actb_log_income_k_par_act-2.56e-05-0.00452-2.670.00758-0.000123-0.0219-2.660.00789
b_y2017_kid_actb_non_work_dad_kid_ace6.34e-050.00701-0.7570.4497.97e-050.00897-0.7640.445
b_y2017_kid_actb_non_work_dad_kid_car8.75e-075.84e-05-0.6840.494-8.12e-05-0.00539-0.6740.501
b_y2017_kid_actb_non_work_dad_par_act-5.86e-05-0.00375-1.920.0552-0.000545-0.0371-1.980.0474
b_y2017_kid_actb_non_work_mom_kid_act0.0001760.0293-0.3740.708-2.16e-05-0.00364-0.3710.711
b_y2017_kid_actb_non_work_mom_kid_car4.4e-050.004312.020.0437-0.000171-0.0172.010.0448
b_y2017_kid_actb_non_work_mom_par_act-3.23e-05-0.003-3.710.000207-2.85e-05-0.00271-3.750.000179
b_y2017_kid_actb_veh_per_driver_kid_act-7.25e-05-0.0114-0.590.555-4.4e-05-0.00667-0.5780.563
b_y2017_kid_actb_veh_per_driver_kid_car-2.66e-05-0.00349-3.790.000153-1.82e-05-0.00224-3.620.000289
b_y2017_kid_actb_veh_per_driver_par_act-0.000104-0.007064.222.41e-050.0001310.007563.640.000274
b_y2017_kid_carasc_kid_act-0.000792-0.016612.10-0.000678-0.01411.80
b_y2017_kid_carasc_kid_car-0.00638-0.09054.81.61e-06-0.00218-0.03245.015.36e-07
b_y2017_kid_carasc_par_act-0.00107-0.0116.633.41e-11-0.0011-0.010362e-09
b_y2017_kid_carb_age_kid_act2.58e-060.00121-3.630.000285-3.3e-05-0.0156-3.670.000246
b_y2017_kid_carb_age_kid_car8.06e-050.0245-2.430.01510.0001220.0343-2.450.0141
b_y2017_kid_carb_age_par_act5.19e-050.01130.440.666.65e-050.01560.4480.654
b_y2017_kid_carb_female_kid_act2.3e-050.002611.060.2893.12e-050.003581.070.285
b_y2017_kid_carb_female_kid_car0.0003160.0227-0.2640.792-0.00048-0.035-0.2590.796
b_y2017_kid_carb_female_par_act-4.08e-05-0.00254-0.2130.831-0.00012-0.00753-0.2130.831
b_y2017_kid_carb_has_big_sib_kid_act7.47e-050.00808-4.045.26e-054.37e-050.0048-4.084.54e-05
b_y2017_kid_carb_has_big_sib_kid_car0.000670.0455-3.710.0002110.00110.0741-3.740.000182
b_y2017_kid_carb_has_big_sib_par_act0.000210.0125-1.460.1450.000240.0146-1.470.141
b_y2017_kid_carb_has_lil_sib_kid_act0.0001750.019-3.20.001390.0002370.0259-3.230.00122
b_y2017_kid_carb_has_lil_sib_kid_car0.001580.106-3.977.15e-05-8.31e-05-0.00569-3.780.000155
b_y2017_kid_carb_has_lil_sib_par_act0.0003020.018-2.820.00480.0004270.0258-2.850.00438
b_y2017_kid_carb_log_density_kid_act-2.1e-05-0.00612-2.820.004794.24e-050.0119-2.860.00423
b_y2017_kid_carb_log_density_kid_car-0.000217-0.044-0.9630.336-0.000247-0.0534-0.9770.328
b_y2017_kid_carb_log_density_par_act-3.63e-05-0.00465-4.242.22e-05-3.86e-06-0.000426-4.113.9e-05
b_y2017_kid_carb_log_distance_kid_act-0.000112-0.014510.70-0.000174-0.021910.70
b_y2017_kid_carb_log_distance_kid_car-0.000873-0.0619-0.08620.931-0.000643-0.044-0.08540.932
b_y2017_kid_carb_log_distance_par_act-0.000176-0.01339.510-0.00022-0.01629.40
b_y2017_kid_carb_log_income_k_kid_act1.47e-050.00285-1.030.303-4.45e-05-0.00869-1.040.299
b_y2017_kid_carb_log_income_k_kid_car9.4e-050.0109-1.070.286-0.000732-0.0879-1.040.298
b_y2017_kid_carb_log_income_k_par_act-7.39e-06-0.000831-1.740.0823-3.67e-05-0.00415-1.750.0804
b_y2017_kid_carb_non_work_dad_kid_ace-2.63e-06-0.000185-0.3950.693-8.23e-05-0.0059-0.3980.691
b_y2017_kid_carb_non_work_dad_kid_car1.08e-064.58e-05-0.4530.657.84e-050.00332-0.4490.653
b_y2017_kid_carb_non_work_dad_par_act-3.27e-05-0.00133-1.60.11-4.69e-05-0.00203-1.660.0963
b_y2017_kid_carb_non_work_mom_kid_act6.02e-050.00638-0.00460.996-0.000123-0.0132-0.004610.996
b_y2017_kid_carb_non_work_mom_kid_car0.0002570.0161.960.04960.0005190.03281.990.0463
b_y2017_kid_carb_non_work_mom_par_act-0.000149-0.00887-2.990.00282-0.000435-0.0264-2.990.00276
b_y2017_kid_carb_veh_per_driver_kid_act-4.5e-05-0.00452-0.1860.853-5.95e-05-0.00575-0.1840.854
b_y2017_kid_carb_veh_per_driver_kid_car-0.000407-0.034-2.750.0059-2.36e-05-0.00186-2.730.00637
b_y2017_kid_carb_veh_per_driver_par_act4.34e-050.001884.045.26e-05-5.45e-05-0.0023.550.00039
b_y2017_kid_carb_y2017_kid_act0.001680.1830.3060.760.001620.1810.310.757
b_y2017_par_actasc_kid_act-0.00112-0.014717.80-0.000196-0.0025417.50
b_y2017_par_actasc_kid_car-0.00058-0.005169.350-6.71e-05-0.0006249.660
b_y2017_par_actasc_par_act-0.038-0.2449.450-0.0465-0.2728.570
b_y2017_par_actb_age_kid_act5.2e-050.015312.605.31e-050.015712.70
b_y2017_par_actb_age_kid_car1.11e-050.0021213.30-2.08e-05-0.0036413.30
b_y2017_par_actb_age_par_act-0.000531-0.072614.80-0.000154-0.022715.10
b_y2017_par_actb_female_kid_act2.09e-050.0014914.70-0.000191-0.013714.70
b_y2017_par_actb_female_kid_car1.3e-050.00058712.60-8.86e-05-0.0040412.70
b_y2017_par_actb_female_par_act5.49e-050.0021512.100.002590.10212.80
b_y2017_par_actb_has_big_sib_kid_act6.59e-050.0044811.100.0001230.0084411.20
b_y2017_par_actb_has_big_sib_kid_car5.31e-050.002269.860-1.5e-05-0.0006319.850
b_y2017_par_actb_has_big_sib_par_act0.001640.061211.300.0001490.0056411.10
b_y2017_par_actb_has_lil_sib_kid_act0.000180.012211.700.0001290.0088211.80
b_y2017_par_actb_has_lil_sib_kid_car0.0001280.005419.7300.0002150.00929.820
b_y2017_par_actb_has_lil_sib_par_act0.002890.10810.400.002770.10510.50
b_y2017_par_actb_log_density_kid_act-9.24e-05-0.0169130-5.44e-05-0.009613.10
b_y2017_par_actb_log_density_kid_car-3.75e-05-0.004761401.72e-050.0023214.20
b_y2017_par_actb_log_density_par_act0.0008870.071311.50-0.000481-0.0332110
b_y2017_par_actb_log_distance_kid_act-0.000174-0.014121.302.92e-050.0022921.50
b_y2017_par_actb_log_distance_kid_car-2.69e-05-0.001212.70-0.000269-0.011512.50
b_y2017_par_actb_log_distance_par_act-0.00499-0.23718.20-0.00639-0.29517.80
b_y2017_par_actb_log_income_k_kid_act2.3e-060.00027913.90-0.000192-0.0235140
b_y2017_par_actb_log_income_k_kid_car1.18e-050.00085413.30-0.000103-0.0077613.40
b_y2017_par_actb_log_income_k_par_act-0.000322-0.022712.700.002380.16813.70
b_y2017_par_actb_non_work_dad_kid_ace-0.000105-0.0046412.40-0.000705-0.031612.40
b_y2017_par_actb_non_work_dad_kid_car-2.05e-05-0.00054810.10-1.51e-05-0.0004100
b_y2017_par_actb_non_work_dad_par_act0.001250.03199.0100.001410.03839.310
b_y2017_par_actb_non_work_mom_kid_act-1.09e-05-0.00072713.80-9.18e-05-0.0061813.90
b_y2017_par_actb_non_work_mom_kid_car1.11e-050.00043413.80-0.000313-0.012413.80
b_y2017_par_actb_non_work_mom_par_act0.001230.04589.9400.003070.11610.40
b_y2017_par_actb_veh_per_driver_kid_act1.41e-050.0008913.601.09e-066.58e-0513.60
b_y2017_par_actb_veh_per_driver_kid_car-1.33e-05-0.000711.20-4.55e-05-0.0022311.10
b_y2017_par_actb_veh_per_driver_par_act-0.00103-0.02813.700.002840.065313.10
b_y2017_par_actb_y2017_kid_act0.002630.1815.100.002450.17115.10
b_y2017_par_actb_y2017_kid_car0.001440.06261300.001350.060113.20
+

Smallest eigenvalue: 1.46184

+

Largest eigenvalue: 166961

+

Condition number: 114212

+ \ No newline at end of file diff --git a/models/IATBR plan/4 alternatives/no-nests/no_nests.pickle b/models/IATBR plan/4 alternatives/no-nests/no_nests.pickle new file mode 100644 index 0000000..c9f262e Binary files /dev/null and b/models/IATBR plan/4 alternatives/no-nests/no_nests.pickle differ diff --git a/models/IATBR plan/analysis-plan.Rmd b/models/IATBR plan/analysis-plan.Rmd index 86e61e0..3a15e4a 100644 --- a/models/IATBR plan/analysis-plan.Rmd +++ b/models/IATBR plan/analysis-plan.Rmd @@ -10,6 +10,9 @@ knitr::opts_chunk$set(echo = TRUE) # Simplified model structure +Expanded sample to include 7-year-olds and 14-year-olds. +Combined 2009 and 2017 data sets + Two independence categories: 1. With household adults @@ -31,32 +34,45 @@ Four combined categories: ### Unnested model: -* log likelihood: -1447.855 +* log likelihood: -4220.598 +* AIC: 8513.197 * Significant predictors: * All three alternative specific constants (reference is car with parent) * Age - * Positive for active independent + * Positive for both independent * Negative for active with parent * Child's sex * Negative for active independent + * Has older sib + * Positive for both independent + * Has younger sib + * Positive for all * Density * Positive for both active alternatives * Distance * Negative for both active alternatives * Non-working mom * Negative for both independent alternatives - * Positive for walk with parent + * Positive for active with parent * Vehicle per driver * Negative for walk with parent - + * Positive for car without parent + * Year 2017 + * Negative for walk without parent + * positive for walk with parent +* Non-significant predictors + * Income + * Non-working dad + ### Mode-based nests: -* log likelihood: -1447.621 -* Nests not valid (nesting coefficients not sig greater than one.) +* log likelihood: -1869.092 +* mu_car: (-37.962, 47.112) +* mu_walk: (-0.7955, 3.7355) -### Independence-based nestsL +### Independence-based nests: -* Failed to converge +* Failed to converge after 5000 iterations # Further simplification @@ -68,7 +84,8 @@ observations out of 1658 (4%) ### Unnested model: -* log likelihood: -1188.731 +* log likelihood: -4220.598 +* AIC: 8513.197 * Significant predictors (same as with four alternatives): * Both alternative specific constants (reference is car with parent) * Age diff --git a/models/IATBR plan/cross-nest-compare-figs.R b/models/IATBR plan/cross-nest-compare-figs.R new file mode 100644 index 0000000..16b6133 --- /dev/null +++ b/models/IATBR plan/cross-nest-compare-figs.R @@ -0,0 +1,144 @@ +library(tidyverse) + +## It would be better not to have to type these in manually, like if I had +## output them to a csv file from biogeme instead of just the html summary. +## Oh Well. + +var_names <- c("intercept", + "Year 2017 (relative to 2009)", + "log(household income)", + "Vehicles per driver", + "Non-working father", + "Non-working mother", + "Age", + "Female", + "Has younger sibling", + "Has older sibling", + "log(trip distance)", + "log(density)") + +var_names <- factor(var_names, levels = var_names) + +results <- tibble(model = c(rep("Cross-nested", 24), + rep("Unnested", 24)), + variable= rep(sort(rep(var_names, 2)), 2), + alternative= rep(rep(c("Utility of traveling WITHOUT\na parent by active modes\n(relative to traveling by car)", + "Utility of traveling WITH\na parent by active modes\n(relative to traveling by car)"),12), 2), + coeff = c(-4.91, + -3.85, + 0.08, + 1.26, + -0.04, + 0.01, + -0.25, + -0.53, + -0.06, + 0.06, + -0.09, + 0.16, + 0.21, + -0.05, + -0.29, + -0.14, + 0.19, + 0.2, + 0.32, + 0.08, + -1.52, + -1.27, + 0.18, + 0.25, + -5.22, + -5.68, + -0.2, + 2.7, + -0.05, + 0.07, + -0.19, + -1.13, + -0.11, + 0.2, + -0.12, + 0.42, + 0.24, + -0.25, + -0.32, + -0.13, + 0.21, + 0.29, + 0.34, + 0.04, + -1.63, + -1.73, + 0.17, + 0.4), + se = c(0.37, + 0.68, + 0.12, + 0.14, + 0.04, + 0.05, + 0.09, + 0.12, + 0.10, + 0.12, + 0.07, + 0.08, + 0.02, + 0.03, + 0.07, + 0.08, + 0.07, + 0.08, + 0.07, + 0.08, + 0.08, + 0.22, + 0.03, + 0.04, + 0.4, + 0.9, + 0.07, + 0.19, + 0.04, + 0.07, + 0.09, + 0.23, + 0.12, + 0.19, + 0.08, + 0.14, + 0.02, + 0.04, + 0.07, + 0.13, + 0.08, + 0.14, + 0.08, + 0.14, + 0.06, + 0.11, + 0.03, + 0.08)) + +results <- results |> + mutate(low = coeff - 1.96*se, + hi = coeff + 1.96*se) + +results_no_int <- results |> + filter(variable != "intercept") + +ggplot(results_no_int, aes(x=variable, y=coeff, group=model, color=model)) + + geom_point(position=position_dodge(0.5), shape = "+", size = 2)+ + geom_errorbar(aes(ymin=low, ymax=hi), width=0.5, + position=position_dodge(0.5)) + + scale_y_continuous(name = "Coefficient estimate\n(with 95-percent confidence interval)") + + scale_x_discrete(name = "Variable") + + scale_color_manual(name = "Model nesting\nstructure", + values = c("black", "gray50")) + + geom_hline(yintercept = 0, lty = "dotted", size = 0.5) + + facet_wrap("alternative") + +# theme_minimal() + + theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) + +ggsave("compare_nests.png", dpi = 600, width = 6, height = 6, units = "in")