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[CTIS] New child schooling and child age indicators for Wave 12 #1541

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merged 7 commits into from
Apr 4, 2022
Merged

[CTIS] New child schooling and child age indicators for Wave 12 #1541

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5a5584a
type of schooling
nmdefries Feb 28, 2022
00ac1ce
remote/inperson/mix school
nmdefries Feb 28, 2022
c796acc
school safety measures
nmdefries Feb 28, 2022
6c2b328
will vaccinate child breakdown
nmdefries Feb 28, 2022
bbff812
children ages
nmdefries Feb 28, 2022
1143b25
Merge branch 'main' into ndefries/wave12-new-indicators
nmdefries Mar 7, 2022
11047b7
report oldest child age and type of schooling less frequently
nmdefries Apr 1, 2022
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47 changes: 40 additions & 7 deletions facebook/delphiFacebook/R/binary.R
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Expand Up @@ -131,7 +131,13 @@ get_binary_indicators <- function() {
"smoothed_wvaccinate_children", "weight", "v_vaccinate_children", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccinate_child_oldest", "weight_unif", "v_vaccinate_child_oldest", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccinate_child_oldest", "weight", "v_vaccinate_child_oldest", 6, compute_binary_response, jeffreys_binary,


"smoothed_wchild_vaccine_already", "weight", "v_child_vaccine_already", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_vaccine_yes_def", "weight", "v_child_vaccine_yes_def", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_vaccine_yes_prob", "weight", "v_child_vaccine_yes_prob", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_vaccine_no_prob", "weight", "v_child_vaccine_no_prob", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_vaccine_no_def", "weight", "v_child_vaccine_no_def", 6, compute_binary_response, jeffreys_multinomial_factory(5),

"smoothed_try_vaccinate_1m", "weight_unif", "v_try_vaccinate_1m", 6, compute_binary_response, jeffreys_binary,
"smoothed_wtry_vaccinate_1m", "weight", "v_try_vaccinate_1m", 6, compute_binary_response, jeffreys_binary,

Expand Down Expand Up @@ -312,11 +318,32 @@ get_binary_indicators <- function() {
"smoothed_inperson_school_parttime", "weight_unif", "s_inperson_school_parttime", 6, compute_binary_response, jeffreys_binary,
"smoothed_winperson_school_parttime", "weight", "s_inperson_school_parttime", 6, compute_binary_response, jeffreys_binary,

"smoothed_inperson_school_fulltime_oldest", "weight_unif", "s_inperson_school_fulltime_oldest", 6, compute_binary_response, jeffreys_binary,
"smoothed_winperson_school_fulltime_oldest", "weight", "s_inperson_school_fulltime_oldest", 6, compute_binary_response, jeffreys_binary,
"smoothed_inperson_school_parttime_oldest", "weight_unif", "s_inperson_school_parttime_oldest", 6, compute_binary_response, jeffreys_binary,
"smoothed_winperson_school_parttime_oldest", "weight", "s_inperson_school_parttime_oldest", 6, compute_binary_response, jeffreys_binary,

"smoothed_inperson_school_fulltime_oldest", "weight_unif", "s_inperson_school_fulltime_oldest", 6, compute_binary_response, jeffreys_multinomial_factory(3),
"smoothed_winperson_school_fulltime_oldest", "weight", "s_inperson_school_fulltime_oldest", 6, compute_binary_response, jeffreys_multinomial_factory(3),
"smoothed_inperson_school_parttime_oldest", "weight_unif", "s_inperson_school_parttime_oldest", 6, compute_binary_response, jeffreys_multinomial_factory(3),
"smoothed_winperson_school_parttime_oldest", "weight", "s_inperson_school_parttime_oldest", 6, compute_binary_response, jeffreys_multinomial_factory(3),
"smoothed_wremote_school_fulltime_oldest", "weight", "s_remote_school_fulltime_oldest", 6, compute_binary_response, jeffreys_multinomial_factory(3),

"smoothed_wchild_school_public", "weight", "s_child_school_public", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_school_private", "weight", "s_child_school_private", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_school_homeschool", "weight", "s_child_school_homeschool", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_school_not", "weight", "s_child_school_not", 6, compute_binary_response, jeffreys_multinomial_factory(5),
"smoothed_wchild_school_other", "weight", "s_child_school_other", 6, compute_binary_response, jeffreys_multinomial_factory(5),
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Not sure these need to be in the API, since we don't expect them to change rapidly over time

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Removed from API. Added to monthly contingency tables only.


"smoothed_wschool_safety_measures_mask_students", "weight", "s_school_safety_measures_mask_students", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_mask_teachers", "weight", "s_school_safety_measures_mask_teachers", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_restricted_entry", "weight", "s_school_safety_measures_restricted_entry", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_separators", "weight", "s_school_safety_measures_separators", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_extracurricular", "weight", "s_school_safety_measures_extracurricular", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_symptom_screen", "weight", "s_school_safety_measures_symptom_screen", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_ventilation", "weight", "s_school_safety_measures_ventilation", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_testing_staff", "weight", "s_school_safety_measures_testing_staff", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_testing_students", "weight", "s_school_safety_measures_testing_students", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_vaccine_staff", "weight", "s_school_safety_measures_vaccine_staff", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_vaccine_students", "weight", "s_school_safety_measures_vaccine_students", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_cafeteria", "weight", "s_school_safety_measures_cafeteria", 6, compute_binary_response, jeffreys_binary,
"smoothed_wschool_safety_measures_dont_know", "weight", "s_school_safety_measures_dont_know", 6, compute_binary_response, jeffreys_binary,

# beliefs
"smoothed_belief_masking_effective", "weight_unif", "b_belief_masking_effective", 6, compute_binary_response, jeffreys_binary,
"smoothed_wbelief_masking_effective", "weight", "b_belief_masking_effective", 6, compute_binary_response, jeffreys_binary,
Expand Down Expand Up @@ -378,7 +405,13 @@ get_binary_indicators <- function() {
"smoothed_want_info_none", "weight_unif", "i_want_info_none", 6, compute_binary_response, jeffreys_binary,
"smoothed_wwant_info_none", "weight", "i_want_info_none", 6, compute_binary_response, jeffreys_binary,


# misc children
"smoothed_whas_child_under_18", "weight", "ch_has_child_under_18", 6, compute_binary_response, jeffreys_binary,

"smoothed_woldest_child_under_5", "weight", "ch_oldest_child_under_5", 6, compute_binary_response, jeffreys_multinomial_factory(4),
"smoothed_woldest_child_5_to_11", "weight", "ch_oldest_child_5_to_11", 6, compute_binary_response, jeffreys_multinomial_factory(4),
"smoothed_woldest_child_12_to_15", "weight", "ch_oldest_child_12_to_15", 6, compute_binary_response, jeffreys_multinomial_factory(4),
"smoothed_woldest_child_16_to_17", "weight", "ch_oldest_child_16_to_17", 6, compute_binary_response, jeffreys_multinomial_factory(4)
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Not sure why we need daily updates on these in the API, unless we want to track the COVID baby boom... seems like something for demographic contingency tables. Was this part of a list from Facebook?

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Yup, they're all from FB. I'll loop you in on Asana.

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Removed from API and weekly/monthly contingency tables with plan to include in demographic contingency tables.

)


Expand Down
41 changes: 40 additions & 1 deletion facebook/delphiFacebook/R/contingency_indicators.R
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Expand Up @@ -141,6 +141,12 @@ get_aggs <- function() {
"pct_vaccinate_children", "v_vaccinate_children", compute_binary, jeffreys_binary,
"pct_vaccinate_child_oldest", "v_vaccinate_child_oldest", compute_binary, jeffreys_binary,

"pct_child_vaccine_already", "v_child_vaccine_already", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_vaccine_yes_def", "v_child_vaccine_yes_def", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_vaccine_yes_prob", "v_child_vaccine_yes_prob", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_vaccine_no_prob", "v_child_vaccine_no_prob", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_vaccine_no_def", "v_child_vaccine_no_def", compute_binary, jeffreys_multinomial_factory(5),

"pct_accept_vaccine_defyes", "v_accept_vaccine_defyes", compute_binary, jeffreys_multinomial_factory(4),
"pct_accept_vaccine_probyes", "v_accept_vaccine_probyes", compute_binary, jeffreys_multinomial_factory(4),
"pct_accept_vaccine_probno", "v_accept_vaccine_probno", compute_binary, jeffreys_multinomial_factory(4),
Expand Down Expand Up @@ -428,7 +434,40 @@ get_aggs <- function() {

# schooling
"pct_inperson_school_fulltime", "s_inperson_school_fulltime", compute_binary, jeffreys_binary,
"pct_inperson_school_parttime", "s_inperson_school_parttime", compute_binary, jeffreys_binary
"pct_inperson_school_parttime", "s_inperson_school_parttime", compute_binary, jeffreys_binary,

"pct_remote_school_fulltime_oldest", "s_remote_school_fulltime_oldest", compute_binary, jeffreys_multinomial_factory(3),
"pct_inperson_school_fulltime_oldest", "s_inperson_school_fulltime_oldest", compute_binary, jeffreys_multinomial_factory(3),
"pct_inperson_school_parttime_oldest", "s_inperson_school_parttime_oldest", compute_binary, jeffreys_multinomial_factory(3),

"pct_child_school_public", "s_child_school_public", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_school_private", "s_child_school_private", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_school_homeschool", "s_child_school_homeschool", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_school_not", "s_child_school_not", compute_binary, jeffreys_multinomial_factory(5),
"pct_child_school_other", "s_child_school_other", compute_binary, jeffreys_multinomial_factory(5),

"pct_school_safety_measures_mask_students", "s_school_safety_measures_mask_students", compute_binary, jeffreys_binary,
"pct_school_safety_measures_mask_teachers", "s_school_safety_measures_mask_teachers", compute_binary, jeffreys_binary,
"pct_school_safety_measures_restricted_entry", "s_school_safety_measures_restricted_entry", compute_binary, jeffreys_binary,
"pct_school_safety_measures_separators", "s_school_safety_measures_separators", compute_binary, jeffreys_binary,
"pct_school_safety_measures_extracurricular", "s_school_safety_measures_extracurricular", compute_binary, jeffreys_binary,
"pct_school_safety_measures_symptom_screen", "s_school_safety_measures_symptom_screen", compute_binary, jeffreys_binary,
"pct_school_safety_measures_ventilation", "s_school_safety_measures_ventilation", compute_binary, jeffreys_binary,
"pct_school_safety_measures_testing_staff", "s_school_safety_measures_testing_staff", compute_binary, jeffreys_binary,
"pct_school_safety_measures_testing_students", "s_school_safety_measures_testing_students", compute_binary, jeffreys_binary,
"pct_school_safety_measures_vaccine_staff", "s_school_safety_measures_vaccine_staff", compute_binary, jeffreys_binary,
"pct_school_safety_measures_vaccine_students", "s_school_safety_measures_vaccine_students", compute_binary, jeffreys_binary,
"pct_school_safety_measures_cafeteria", "s_school_safety_measures_cafeteria", compute_binary, jeffreys_binary,
"pct_school_safety_measures_dont_know", "s_school_safety_measures_dont_know", compute_binary, jeffreys_binary,

# misc children
"pct_has_child_under_18", "ch_has_child_under_18", compute_binary, jeffreys_binary,

"pct_oldest_child_under_5", "ch_oldest_child_under_5", compute_binary, jeffreys_multinomial_factory(4),
"pct_oldest_child_5_to_11", "ch_oldest_child_5_to_11", compute_binary, jeffreys_multinomial_factory(4),
"pct_oldest_child_12_to_15", "ch_oldest_child_12_to_15", compute_binary, jeffreys_multinomial_factory(4),
"pct_oldest_child_16_to_17", "ch_oldest_child_16_to_17", compute_binary, jeffreys_multinomial_factory(4)

)

aggs <- create_aggs_product(regions, groups, indicators)
Expand Down
1 change: 1 addition & 0 deletions facebook/delphiFacebook/R/responses.R
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Expand Up @@ -193,6 +193,7 @@ load_response_one <- function(input_filename, params, contingency_run) {
input_data <- code_activities(input_data, wave)
input_data <- code_vaccines(input_data, wave)
input_data <- code_schooling(input_data, wave)
input_data <- code_children(input_data, wave)
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this function name sounds ominous

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image

input_data <- code_beliefs(input_data, wave)
input_data <- code_news_and_info(input_data, wave)
input_data <- code_gender(input_data, wave)
Expand Down
94 changes: 94 additions & 0 deletions facebook/delphiFacebook/R/variables.R
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Expand Up @@ -833,8 +833,20 @@ code_vaccines <- function(input_data, wave) {
input_data$P3 == 5 ~ 1,
TRUE ~ NA_real_
)

input_data$v_child_vaccine_already <- input_data$P3 == 5
input_data$v_child_vaccine_yes_def <- input_data$P3 == 1
input_data$v_child_vaccine_yes_prob <- input_data$P3 == 2
input_data$v_child_vaccine_no_prob <- input_data$P3 == 3
input_data$v_child_vaccine_no_def <- input_data$P3 == 4

} else {
input_data$v_vaccinate_child_oldest <- NA_real_
input_data$v_child_vaccine_already <- NA
input_data$v_child_vaccine_yes_def <- NA
input_data$v_child_vaccine_yes_prob <- NA
input_data$v_child_vaccine_no_prob <- NA
input_data$v_child_vaccine_no_def <- NA
}

if ( "V16" %in% names(input_data) ) {
Expand Down Expand Up @@ -862,6 +874,34 @@ code_vaccines <- function(input_data, wave) {
return(input_data)
}

#' Misc children
#'
#' @param input_data input data frame of raw survey data
#' @param wave integer indicating survey version
#'
#' @return augmented data frame
code_children <- function(input_data, wave) {
if ("P2" %in% names(input_data)) {
input_data$ch_has_child_under_18 <- input_data$P1 == 1
} else {
input_data$ch_has_child_under_18 <- NA
}

if ("P2" %in% names(input_data)) {
input_data$ch_oldest_child_under_5 <- input_data$P2 == 1
input_data$ch_oldest_child_5_to_11 <- input_data$P2 == 2
input_data$ch_oldest_child_12_to_15 <- input_data$P2 == 3
input_data$ch_oldest_child_16_to_17 <- input_data$P2 == 4
} else {
input_data$ch_oldest_child_under_5 <- NA
input_data$ch_oldest_child_5_to_11 <- NA
input_data$ch_oldest_child_12_to_15 <- NA
input_data$ch_oldest_child_16_to_17 <- NA
}

return(input_data)
}

#' Schooling
#'
#' @param input_data input data frame of raw survey data
Expand Down Expand Up @@ -904,11 +944,65 @@ code_schooling <- function(input_data, wave) {
input_data$P5 != 3 ~ 0,
TRUE ~ NA_real_
)
input_data$s_remote_school_fulltime_oldest <- case_when(
input_data$P5 == 2 ~ 1,
input_data$P5 != 2 ~ 0,
TRUE ~ NA_real_
)

} else {
input_data$s_inperson_school_fulltime_oldest <- NA_real_
input_data$s_inperson_school_parttime_oldest <- NA_real_
input_data$s_remote_school_fulltime_oldest <- NA_real_
}

if ("P4" %in% names(input_data)) {
input_data$s_child_school_public <- input_data$P4 == 1
input_data$s_child_school_private <- input_data$P4 == 2
input_data$s_child_school_homeschool <- input_data$P4 == 3
input_data$s_child_school_not <- input_data$P4 == 4
input_data$s_child_school_other <- input_data$P4 == 5
} else {
input_data$s_child_school_public <- NA
input_data$s_child_school_private <- NA
input_data$s_child_school_homeschool <- NA
input_data$s_child_school_not <- NA
input_data$s_child_school_other <- NA
}


if ("P6" %in% names(input_data)) {
safety_measures <- split_options(input_data$P6)

input_data$s_school_safety_measures_mask_students <- is_selected(safety_measures, "1")
input_data$s_school_safety_measures_mask_teachers <- is_selected(safety_measures, "2")
input_data$s_school_safety_measures_restricted_entry <- is_selected(safety_measures, "6")
input_data$s_school_safety_measures_separators <- is_selected(safety_measures, "10")
input_data$s_school_safety_measures_extracurricular <- is_selected(safety_measures, "12")
input_data$s_school_safety_measures_symptom_screen <- is_selected(safety_measures, "15")
input_data$s_school_safety_measures_ventilation <- is_selected(safety_measures, "17")
input_data$s_school_safety_measures_testing_staff <- is_selected(safety_measures, "18")
input_data$s_school_safety_measures_testing_students <- is_selected(safety_measures, "19")
input_data$s_school_safety_measures_vaccine_staff <- is_selected(safety_measures, "20")
input_data$s_school_safety_measures_vaccine_students <- is_selected(safety_measures, "21")
input_data$s_school_safety_measures_cafeteria <- is_selected(safety_measures, "22")
input_data$s_school_safety_measures_dont_know <- is_selected(safety_measures, "16")
} else {
input_data$s_school_safety_measures_mask_students <- NA
input_data$s_school_safety_measures_mask_teachers <- NA
input_data$s_school_safety_measures_restricted_entry <- NA
input_data$s_school_safety_measures_separators <- NA
input_data$s_school_safety_measures_extracurricular <- NA
input_data$s_school_safety_measures_symptom_screen <- NA
input_data$s_school_safety_measures_ventilation <- NA
input_data$s_school_safety_measures_testing_staff <- NA
input_data$s_school_safety_measures_testing_students <- NA
input_data$s_school_safety_measures_vaccine_staff <- NA
input_data$s_school_safety_measures_vaccine_students <- NA
input_data$s_school_safety_measures_cafeteria <- NA
input_data$s_school_safety_measures_dont_know <- NA
}


return(input_data)
}
Expand Down
19 changes: 19 additions & 0 deletions facebook/delphiFacebook/man/code_children.Rd
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