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Merged
merged 5 commits into from
Dec 16, 2021
Merged

Survey changes for the finalized version of Wave 12 #1303

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0a1589b
api pipeline changes
nmdefries Oct 8, 2021
8664a7b
contingency changes
nmdefries Oct 8, 2021
fee43a5
Merge branch 'main' into final-wave-12-changes
nmdefries Dec 6, 2021
54b1f08
add final Wave 12 survey ID
nmdefries Dec 15, 2021
92f432c
allow final Wave 12 input files in pipeline
nmdefries Dec 16, 2021
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1 change: 1 addition & 0 deletions ansible/templates/facebook-params-prod.json.j2
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Expand Up @@ -37,6 +37,7 @@
"Survey of COVID-Like Illness - Wave 10": "fb-survey",
"Survey of COVID-Like Illness - Wave 11": "fb-survey",
"Survey of COVID-Like Illness - Wave 12": "fb-survey",
"Survey of COVID-Like Illness - Wave 12 - Full Launch": "fb-survey",
"Survey of COVID-Like Illness - Wave 4": "fb-survey",
"Survey of COVID-Like Illness - Wave 5": "fb-survey",
"Survey of COVID-Like Illness - Wave 6": "fb-survey",
Expand Down
25 changes: 24 additions & 1 deletion facebook/delphiFacebook/R/binary.R
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Expand Up @@ -129,6 +129,9 @@ get_binary_indicators <- function() {

"smoothed_vaccinate_children", "weight_unif", "v_vaccinate_children", 6, compute_binary_response, jeffreys_binary,
"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_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 @@ -193,7 +196,9 @@ get_binary_indicators <- function() {
"smoothed_whesitancy_reason_pregnant", "weight", "v_hesitancy_reason_pregnant", 6, compute_binary_response, jeffreys_binary,
"smoothed_hesitancy_reason_religious", "weight_unif", "v_hesitancy_reason_religious", 6, compute_binary_response, jeffreys_binary,
"smoothed_whesitancy_reason_religious", "weight", "v_hesitancy_reason_religious", 6, compute_binary_response, jeffreys_binary,

"smoothed_hesitancy_reason_dislike_vaccines_generally", "weight_unif", "v_hesitancy_reason_dislike_vaccines_generally", 6, compute_binary_response, jeffreys_binary,
"smoothed_whesitancy_reason_dislike_vaccines_generally", "weight", "v_hesitancy_reason_dislike_vaccines_generally", 6, compute_binary_response, jeffreys_binary,

# vaccine barriers
"smoothed_vaccine_barrier_eligible", "weight_unif", "v_vaccine_barrier_eligible", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_eligible", "weight", "v_vaccine_barrier_eligible", 6, compute_binary_response, jeffreys_binary,
Expand All @@ -219,6 +224,10 @@ get_binary_indicators <- function() {
"smoothed_wvaccine_barrier_type", "weight", "v_vaccine_barrier_type", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_none", "weight_unif", "v_vaccine_barrier_none", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_none", "weight", "v_vaccine_barrier_none", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_appointment_location", "weight_unif", "v_vaccine_barrier_appointment_location", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_appointment_location", "weight", "v_vaccine_barrier_appointment_location", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_other", "weight_unif", "v_vaccine_barrier_other", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_other", "weight", "v_vaccine_barrier_other", 6, compute_binary_response, jeffreys_binary,

# vaccine barriers for vaccinated
"smoothed_vaccine_barrier_eligible_has", "weight_unif", "v_vaccine_barrier_eligible_has", 6, compute_binary_response, jeffreys_binary,
Expand All @@ -245,6 +254,10 @@ get_binary_indicators <- function() {
"smoothed_wvaccine_barrier_type_has", "weight", "v_vaccine_barrier_type_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_none_has", "weight_unif", "v_vaccine_barrier_none_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_none_has", "weight", "v_vaccine_barrier_none_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_appointment_location_has", "weight_unif", "v_vaccine_barrier_appointment_location_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_appointment_location_has", "weight", "v_vaccine_barrier_appointment_location_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_other_has", "weight_unif", "v_vaccine_barrier_other_has", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_other_has", "weight", "v_vaccine_barrier_other_has", 6, compute_binary_response, jeffreys_binary,

# vaccine barriers for attempted vaccinated
"smoothed_vaccine_barrier_eligible_tried", "weight_unif", "v_vaccine_barrier_eligible_tried", 6, compute_binary_response, jeffreys_binary,
Expand All @@ -271,6 +284,11 @@ get_binary_indicators <- function() {
"smoothed_wvaccine_barrier_type_tried", "weight", "v_vaccine_barrier_type_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_none_tried", "weight_unif", "v_vaccine_barrier_none_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_none_tried", "weight", "v_vaccine_barrier_none_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_appointment_location_tried", "weight_unif", "v_vaccine_barrier_appointment_location_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_appointment_location_tried", "weight", "v_vaccine_barrier_appointment_location_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_vaccine_barrier_other_tried", "weight_unif", "v_vaccine_barrier_other_tried", 6, compute_binary_response, jeffreys_binary,
"smoothed_wvaccine_barrier_other_tried", "weight", "v_vaccine_barrier_other_tried", 6, compute_binary_response, jeffreys_binary,


# reasons for belief that vaccine is unnecessary
"smoothed_dontneed_reason_had_covid", "weight_unif", "v_dontneed_reason_had_covid", 6, compute_binary_response, jeffreys_binary,
Expand All @@ -294,6 +312,11 @@ 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,

# 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
12 changes: 11 additions & 1 deletion facebook/delphiFacebook/R/contingency_indicators.R
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Expand Up @@ -135,6 +135,7 @@ get_aggs <- function() {
"pct_covid_vaccinated_friends", "v_covid_vaccinated_friends", compute_binary, jeffreys_binary,

"pct_vaccinate_children", "v_vaccinate_children", compute_binary, jeffreys_binary,
"pct_vaccinate_child_oldest", "v_vaccinate_child_oldest", compute_binary, jeffreys_binary,

"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),
Expand Down Expand Up @@ -203,6 +204,7 @@ get_aggs <- function() {
"pct_hesitant_barrier_health_condition", "v_hesitant_barrier_health_condition", compute_binary, jeffreys_binary,
"pct_hesitant_barrier_pregnant", "v_hesitant_barrier_pregnant", compute_binary, jeffreys_binary,
"pct_hesitant_barrier_other", "v_hesitant_barrier_other", compute_binary, jeffreys_binary,
"pct_hesitant_barrier_dislike_vaccines_generally", "v_hesitant_barrier_dislike_vaccines_generally", compute_binary, jeffreys_binary,

"pct_hesitant_dontneed_reason_had_covid", "v_hesitant_dontneed_reason_had_covid", compute_binary, jeffreys_binary,
"pct_hesitant_dontneed_reason_dont_spend_time", "v_hesitant_dontneed_reason_dont_spend_time", compute_binary, jeffreys_binary,
Expand All @@ -227,6 +229,7 @@ get_aggs <- function() {
"pct_barrier_health_condition", "v_hesitancy_reason_health_condition", compute_binary, jeffreys_binary,
"pct_barrier_pregnant", "v_hesitancy_reason_pregnant", compute_binary, jeffreys_binary,
"pct_barrier_other", "v_hesitancy_reason_other", compute_binary, jeffreys_binary,
"pct_barrier_dislike_vaccines_generally", "v_hesitancy_reason_dislike_vaccines_generally", compute_binary, jeffreys_binary,

# vaccine "don't need" reasons
"pct_dontneed_reason_had_covid", "v_dontneed_reason_had_covid_5abc_6", compute_binary, jeffreys_binary,
Expand All @@ -252,6 +255,7 @@ get_aggs <- function() {
"pct_defno_barrier_health_condition", "v_defno_barrier_health_condition", compute_binary, jeffreys_binary,
"pct_defno_barrier_pregnant", "v_defno_barrier_pregnant", compute_binary, jeffreys_binary,
"pct_defno_barrier_other", "v_defno_barrier_other", compute_binary, jeffreys_binary,
"pct_defno_barrier_dislike_vaccines_generally", "v_defno_barrier_dislike_vaccines_generally", compute_binary, jeffreys_binary,

"pct_defno_dontneed_reason_had_covid", "v_defno_dontneed_reason_had_covid", compute_binary, jeffreys_binary,
"pct_defno_dontneed_reason_dont_spend_time", "v_defno_dontneed_reason_dont_spend_time", compute_binary, jeffreys_binary,
Expand Down Expand Up @@ -284,6 +288,8 @@ get_aggs <- function() {
"pct_vaccine_barrier_time", "v_vaccine_barrier_time", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_type", "v_vaccine_barrier_type", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_none", "v_vaccine_barrier_none", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_appointment_location", "v_vaccine_barrier_appointment_location", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_other", "v_vaccine_barrier_other", compute_binary, jeffreys_binary,

# beliefs
"pct_belief_masking_effective", "b_belief_masking_effective", compute_binary, jeffreys_binary,
Expand Down Expand Up @@ -397,6 +403,8 @@ get_aggs <- function() {
"pct_vaccine_barrier_time_has", "v_vaccine_barrier_time_has", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_type_has", "v_vaccine_barrier_type_has", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_none_has", "v_vaccine_barrier_none_has", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_appointment_location_has", "v_vaccine_barrier_appointment_location_has", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_other_has", "v_vaccine_barrier_other_has", compute_binary, jeffreys_binary,

# vaccine barriers for tried vaccinated
"pct_vaccine_barrier_eligible_tried", "v_vaccine_barrier_eligible_tried", compute_binary, jeffreys_binary,
Expand All @@ -410,7 +418,9 @@ get_aggs <- function() {
"pct_vaccine_barrier_childcare_tried", "v_vaccine_barrier_childcare_tried", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_time_tried", "v_vaccine_barrier_time_tried", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_type_tried", "v_vaccine_barrier_type_tried", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_none_tried", "v_vaccine_barrier_none_tried", compute_binary, jeffreys_binary
"pct_vaccine_barrier_none_tried", "v_vaccine_barrier_none_tried", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_appointment_location_tried", "v_vaccine_barrier_appointment_location_tried", compute_binary, jeffreys_binary,
"pct_vaccine_barrier_other_tried", "v_vaccine_barrier_other_tried", compute_binary, jeffreys_binary
)

aggs <- create_aggs_product(regions, groups, indicators)
Expand Down
62 changes: 43 additions & 19 deletions facebook/delphiFacebook/R/contingency_variables.R
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Expand Up @@ -567,16 +567,27 @@ code_vaccine_barriers <- function(input_data, wave) {
input_data$v_hesitant_barrier_other <- is_selected(hesitancy_reasons, "13")
input_data$v_hesitant_barrier_pregnant <- is_selected(hesitancy_reasons, "14")
input_data$v_hesitant_barrier_religious <- is_selected(hesitancy_reasons, "15")
input_data$v_hesitant_barrier_dislike_vaccines_generally <- is_selected(hesitancy_reasons, "16") # replacing choice 5 as of Wave 12

# These response choices were removed starting in Wave 11. They are explicitly set to missing
# for waves 11 and later since `is_selected` will return FALSE (meaning "not selected") for
# them if the respondent selected at least once answer choice.
input_data$v_hesitant_barrier_allergic[input_data$wave >= 11] <- NA
input_data$v_hesitant_barrier_not_recommended[input_data$wave >= 11] <- NA
input_data$v_hesitant_barrier_distrust_vaccines[input_data$wave >= 11] <- NA
input_data$v_hesitant_barrier_health_condition[input_data$wave >= 11] <- NA
input_data$v_hesitant_barrier_pregnant[input_data$wave >= 11] <- NA

# For waves before a given response choice existed, explicitly set the
# derived field to missing since `is_selected` will return FALSE (meaning
# "not selected") for them if the respondent selected at least once answer
# choice.
if (wave >= 11) {
input_data$v_hesitant_barrier_allergic <- NA
input_data$v_hesitant_barrier_not_recommended <- NA
input_data$v_hesitant_barrier_health_condition <- NA
input_data$v_hesitant_barrier_pregnant <- NA
}
if (wave == 11) {
input_data$v_hesitant_barrier_distrust_vaccines <- NA
}
if (wave < 12) {
input_data$v_hesitant_barrier_dislike_vaccines_generally <- NA
}
if (wave >= 12) {
input_data$v_hesitant_barrier_dislike_vaccines <- NA
}
} else {
input_data$v_hesitant_barrier_sideeffects <- NA
input_data$v_hesitant_barrier_allergic <- NA
Expand All @@ -593,6 +604,7 @@ code_vaccine_barriers <- function(input_data, wave) {
input_data$v_hesitant_barrier_other <- NA
input_data$v_hesitant_barrier_pregnant <- NA
input_data$v_hesitant_barrier_religious <- NA
input_data$v_hesitant_barrier_dislike_vaccines_generally <- NA
}

# defno_barrier_<reason>
Expand All @@ -618,16 +630,27 @@ code_vaccine_barriers <- function(input_data, wave) {
input_data$v_defno_barrier_other <- is_selected(defno_reasons, "13")
input_data$v_defno_barrier_pregnant <- is_selected(defno_reasons, "14")
input_data$v_defno_barrier_religious <- is_selected(defno_reasons, "15")

# These response choices were removed starting in Wave 11. They are explicitly set to missing
# for waves 11 and later since `is_selected` will return FALSE (meaning "not selected") for
# them if the respondent selected at least once answer choice.
input_data$v_defno_barrier_allergic[input_data$wave >= 11] <- NA
input_data$v_defno_barrier_not_recommended[input_data$wave >= 11] <- NA
input_data$v_defno_barrier_distrust_vaccines[input_data$wave >= 11] <- NA
input_data$v_defno_barrier_health_condition[input_data$wave >= 11] <- NA
input_data$v_defno_barrier_pregnant[input_data$wave >= 11] <- NA

input_data$v_defno_barrier_dislike_vaccines_generally <- is_selected(defno_reasons, "16") # replacing choice 5 as of Wave 12

# For waves before a given response choice existed, explicitly set the
# derived field to missing since `is_selected` will return FALSE (meaning
# "not selected") for them if the respondent selected at least once answer
# choice.
if (wave >= 11) {
input_data$v_defno_barrier_allergic <- NA
input_data$v_defno_barrier_not_recommended <- NA
input_data$v_defno_barrier_health_condition <- NA
input_data$v_defno_barrier_pregnant <- NA
}
if (wave == 11) {
input_data$v_defno_barrier_distrust_vaccines <- NA
}
if (wave < 12) {
input_data$v_defno_barrier_dislike_vaccines_generally <- NA
}
if (wave >= 12) {
input_data$v_defno_barrier_dislike_vaccines <- NA
}
} else {
input_data$v_defno_barrier_sideeffects <- NA
input_data$v_defno_barrier_allergic <- NA
Expand All @@ -644,6 +667,7 @@ code_vaccine_barriers <- function(input_data, wave) {
input_data$v_defno_barrier_other <- NA
input_data$v_defno_barrier_pregnant <- NA
input_data$v_defno_barrier_religious <- NA
input_data$v_defno_barrier_dislike_vaccines_generally <- NA
}

# dontneed_reason_<reason>
Expand Down
2 changes: 1 addition & 1 deletion facebook/delphiFacebook/R/responses.R
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Expand Up @@ -692,7 +692,7 @@ surveyID_to_wave <- Vectorize(function(surveyID) {
"SV_6PADB8DyF9SIyXk" = 10,
"SV_4VEaeffqQtDo33M" = 11,
"SV_3TL0r243mLkDzCK" = 12.5, # experimental version of Wave 12
"TBD finalized version" = 12 # finalized version of Wave 12
"SV_eDISRi5wQcNU70G" = 12 # finalized version of Wave 12
)

if ( any(names(waves) == surveyID) ) {
Expand Down
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