Initial Checking of AAPI Prolific Data
Melissa-Ann Lagunas
2024-03-13
Load Libraries and Import Data
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.4
## ✔ ggplot2 3.4.4 ✔ stringr 1.5.0
## ✔ lubridate 1.9.3 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.0## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(readxl)
library(here)## here() starts at /Users/melissalagunas/Desktop/Lab/Life Stress and Chronic Painlibrary(formattable)
# Define the absolute path to the Excel file
file_path <- "/Users/melissalagunas/Desktop/Lab/Life Stress and Chronic Pain/Prolific AAPI Participants.xlsx"
# Read the Excel file
d <- read_excel(file_path)## New names:
## • `INT` -> `INT...140`
## • `IMM` -> `IMM...141`
## • `IMM_4_TEXT` -> `IMM_4_TEXT...142`
## • `INT` -> `INT...154`
## • `IMM` -> `IMM...155`
## • `IMM_4_TEXT` -> `IMM_4_TEXT...156`View(d)Inspecting the data structure
str(d)## tibble [184 × 156] (S3: tbl_df/tbl/data.frame)
## $ StartDate : chr [1:184] "Start Date" "45335.71791666667" "45335.731458333335" "45335.74435185185" ...
## $ EndDate : chr [1:184] "End Date" "45335.723032407404" "45335.73769675926" "45335.755057870374" ...
## $ Status : chr [1:184] "Response Type" "IP Address" "IP Address" "IP Address" ...
## $ IPAddress : chr [1:184] "IP Address" "50.39.185.75" "98.11.42.191" "98.97.22.155" ...
## $ Progress : chr [1:184] "Progress" "100.0" "100.0" "100.0" ...
## $ Duration (in seconds): chr [1:184] "Duration (in seconds)" "441.0" "538.0" "924.0" ...
## $ Finished : chr [1:184] "Finished" "True" "True" "True" ...
## $ RecordedDate : chr [1:184] "Recorded Date" "45335.72304336805" "45335.73770894676" "45335.75506979167" ...
## $ ResponseId : chr [1:184] "Response ID" "R_7NlZpxLSipZZ2aw" "R_3CCV6QnTQxytBsq" "R_30kPLEac9HtLY86" ...
## $ RecipientLastName : chr [1:184] "Recipient Last Name" NA NA NA ...
## $ RecipientFirstName : chr [1:184] "Recipient First Name" NA NA NA ...
## $ RecipientEmail : chr [1:184] "Recipient Email" NA NA NA ...
## $ ExternalReference : chr [1:184] "External Data Reference" NA NA NA ...
## $ LocationLatitude : chr [1:184] "Location Latitude" "45.4501" "42.0804" "40.7123" ...
## $ LocationLongitude : chr [1:184] "Location Longitude" "-122.868" "-78.4234" "-74.0068" ...
## $ DistributionChannel : chr [1:184] "Distribution Channel" "anonymous" "anonymous" "anonymous" ...
## $ UserLanguage : chr [1:184] "User Language" "EN" "EN" "EN" ...
## $ Q40 : chr [1:184] "Please select whether you agree to participate in this study:" "I agree" "I agree" "I agree" ...
## $ Q51 : chr [1:184] "If you were directed to this survey through Prolific, please enter your Prolific ID:(otherwise, disr" "65aee147dd09ccb156e4c0f4" "6087ee3e8df094dc6dd69e8e" "631b822619211df6b4180d50" ...
## $ Q192_1 : chr [1:184] "The questions in this scale ask you about your feelings and thoughts during THE LAST MONTH. In each case, pleas"| __truncated__ "Very Often" "Sometimes" "Almost Never" ...
## $ Q192_2 : chr [1:184] "The questions in this scale ask you about your feelings and thoughts during THE LAST MONTH. In each case, pleas"| __truncated__ "Almost Never" "Sometimes" "Very Often" ...
## $ Q192_3 : chr [1:184] "The questions in this scale ask you about your feelings and thoughts during THE LAST MONTH. In each case, pleas"| __truncated__ "Never" "Sometimes" "Fairly Often" ...
## $ Q192_4 : chr [1:184] "The questions in this scale ask you about your feelings and thoughts during THE LAST MONTH. In each case, pleas"| __truncated__ "Very Often" "Sometimes" "Almost Never" ...
## $ LSS_1 : chr [1:184] "You were discouraged by a teacher or advisor from seeking higher education." "Yes" "No" "Yes" ...
## $ LSS_2 : chr [1:184] "You were denied a scholarship." "No" "No" NA ...
## $ LSS_3 : chr [1:184] "You were not hired for a job." "Yes" "Yes" "No" ...
## $ LSS_4 : chr [1:184] "You were not given a promotion." "Yes" NA "No" ...
## $ LSS_5 : chr [1:184] "You were fired." "No" NA "No" ...
## $ LSS_6 : chr [1:184] "You were prevented from renting or buying a home in the neighborhood you wanted." "Yes" NA "No" ...
## $ LSS_7 : chr [1:184] "You were prevented from remaining in a neighborhood because neighbors made life so uncomfortable." "Yes" NA "Yes" ...
## $ LSS_8 : chr [1:184] "You were hassled by the police." "No" "Yes" "No" ...
## $ LSS_9 : chr [1:184] "You were denied a bank loan." "No" NA "No" ...
## $ LSS_10 : chr [1:184] "You were denied or provided inferior medical care." "No" "Yes" "No" ...
## $ LSS_11 : chr [1:184] "You were denied or provided inferior service by a plumber, car mechanic, or other service provider." "No" NA "No" ...
## $ DSS_1 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Less than once a year" "A few times a year" "A few times a year" ...
## $ DSS_2 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Less than once a year" "A few times a year" "A few times a year" ...
## $ DSS_3 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Never" "Less than once a year" "Less than once a year" ...
## $ DSS_4 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Never" "Less than once a year" "Never" ...
## $ DSS_5 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Never" "Never" "Never" ...
## $ DSS_6 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "A few times a year" "Never" "Never" ...
## $ DSS_7 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Less than once a year" "A few times a month" "A few times a year" ...
## $ DSS_8 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "A few times a year" "Never" "Less than once a year" ...
## $ DSS_9 : chr [1:184] "How many times in your life have you been discriminated against in each of the following ways because of such t"| __truncated__ "Less than once a year" "Never" "Less than once a year" ...
## $ Q210 : chr [1:184] "What do you think is the main reason for these experiences? (Check more than one if volunteered) - Selected Choice" "Your ancestry or national origins,Your gender,Your race,Your sexual orientation" "Your ancestry or national origins,Your gender,Your race,Your age,Your education or income level,A physical disa"| __truncated__ "Your gender,Your race" ...
## $ Q210_15_TEXT : chr [1:184] "What do you think is the main reason for these experiences? (Check more than one if volunteered) - Not listed, "| __truncated__ NA NA NA ...
## $ PR_PF_1 : chr [1:184] "Please respond to each question or statement by marking one box per row. - Are you able to do chores such as va"| __truncated__ "With some difficulty" "With much difficulty" "With much difficulty" ...
## $ PR_PF_2 : chr [1:184] "Please respond to each question or statement by marking one box per row. - Are you able to go up and down stair"| __truncated__ "Without any difficulty" "With some difficulty" "With much difficulty" ...
## $ PR_PF_3 : chr [1:184] "Please respond to each question or statement by marking one box per row. - Are you able to go for a walk of at "| __truncated__ "Without any difficulty" "With a little difficulty" "With some difficulty" ...
## $ PR_PF_4 : chr [1:184] "Please respond to each question or statement by marking one box per row. - Are you able to run errands and shop?" "With some difficulty" "With a little difficulty" "With some difficulty" ...
## $ PR_AD_1 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt fearful" "Sometimes" "Often" "Never" ...
## $ PR_AD_2 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I found it hard to focus on anything"| __truncated__ "Often" "Sometimes" "Never" ...
## $ PR_AD_3 : chr [1:184] "Please respond to each question or statement by marking one box per row. - My worries overwhelmed me" "Often" "Sometimes" "Rarely" ...
## $ PR_AD_4 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt uneasy" "Often" "Sometimes" "Never" ...
## $ PR_AD_5 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt worthless" "Often" "Sometimes" "Sometimes" ...
## $ PR_AD_6 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt helpless" "Often" "Rarely" "Sometimes" ...
## $ PR_AD_7 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt depressed" "Often" "Often" "Sometimes" ...
## $ PR_AD_8 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I felt hopeless" "Often" "Sometimes" "Never" ...
## $ PR_SR_1 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I have trouble doing all of my regul"| __truncated__ "Sometimes" "Sometimes" "Often" ...
## $ PR_SR_2 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I have trouble doing all of the fami"| __truncated__ "Always" "Sometimes" "Often" ...
## $ PR_SR_3 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I have trouble doing all of my usual"| __truncated__ "Always" "Sometimes" "Sometimes" ...
## $ PR_SR_4 : chr [1:184] "Please respond to each question or statement by marking one box per row. - I have trouble doing all of the acti"| __truncated__ "Always" "Sometimes" "Often" ...
## $ PR_PI_1 : chr [1:184] "Please respond to each question or statement by marking one box per row. - How much did pain interfere with you"| __truncated__ "Quite a bit" "Quite a bit" "Quite a bit" ...
## $ PR_PI_2 : chr [1:184] "Please respond to each question or statement by marking one box per row. - How much did pain interfere with wor"| __truncated__ "Quite a bit" "Quite a bit" "Quite a bit" ...
## $ PR_PI_3 : chr [1:184] "Please respond to each question or statement by marking one box per row. - How much did pain interfere with you"| __truncated__ "Quite a bit" "Quite a bit" "Very much" ...
## $ PR_PI_4 : chr [1:184] "Please respond to each question or statement by marking one box per row. - How much did pain interfere with you"| __truncated__ "Quite a bit" "Quite a bit" "Quite a bit" ...
## $ PR_INT : chr [1:184] "How would you rate your pain on average?" "6" "6" "8" ...
## $ ANG_1 : chr [1:184] "Please respond to each item by marking one box per row. \n\nIn the past 7 days... - I was irritated more than people knew." "Rarely" "Sometimes" "Sometimes" ...
## $ ANG_2 : chr [1:184] "Please respond to each item by marking one box per row. \n\nIn the past 7 days... - I felt angry." "Never" "Sometimes" "Sometimes" ...
## $ ANG_3 : chr [1:184] "Please respond to each item by marking one box per row. \n\nIn the past 7 days... - I felt like I was ready to explode." "Never" "Rarely" "Rarely" ...
## $ ANG_4 : chr [1:184] "Please respond to each item by marking one box per row. \n\nIn the past 7 days... - I was grouchy." "Sometimes" "Often" "Sometimes" ...
## $ ANG_5 : chr [1:184] "Please respond to each item by marking one box per row. \n\nIn the past 7 days... - I felt annoyed." "Sometimes" "Often" "Often" ...
## $ CSA_1 : chr [1:184] "Please choose the best response to the right of each statement. - I feel unrefreshed when I wake up in the morning" "Always" "Rarely" "Always" ...
## $ CSA_2 : chr [1:184] "Please choose the best response to the right of each statement. - My muscles feel stiff and achy" "Often" "Often" "Often" ...
## $ CSA_3 : chr [1:184] "Please choose the best response to the right of each statement. - I have anxiety attacks" "Often" "Sometimes" "Never" ...
## $ CSA_4 : chr [1:184] "Please choose the best response to the right of each statement. - I grind or clench my teeth" "Always" "Often" "Sometimes" ...
## $ CSA_5 : chr [1:184] "Please choose the best response to the right of each statement. - I have problems with diarrhea and/or constipation" "Always" "Often" "Sometimes" ...
## $ CSA_6 : chr [1:184] "Please choose the best response to the right of each statement. - I need help in performing my daily activities" "Rarely" "Sometimes" "Sometimes" ...
## $ CSA_7 : chr [1:184] "Please choose the best response to the right of each statement. - I am sensitive to bright lights" "Never" "Often" "Rarely" ...
## $ CSA_8 : chr [1:184] "Please choose the best response to the right of each statement. - I get tired very easily when I am physically active" "Often" "Often" "Sometimes" ...
## $ CSA_9 : chr [1:184] "Please choose the best response to the right of each statement. - I feel pain all over my body" "Rarely" "Often" "Rarely" ...
## $ CSA_10 : chr [1:184] "Please choose the best response to the right of each statement. - I have headaches" "Sometimes" "Always" "Rarely" ...
## $ CSA_11 : chr [1:184] "Please choose the best response to the right of each statement. - I feel discomfort in my bladder and/or burnin"| __truncated__ "Never" "Sometimes" "Rarely" ...
## $ CSA_12 : chr [1:184] "Please choose the best response to the right of each statement. - I do not sleep well" "Always" "Often" "Always" ...
## $ CSA_13 : chr [1:184] "Please choose the best response to the right of each statement. - I have difficulty concentrating" "Always" "Often" "Sometimes" ...
## $ CSA_14 : chr [1:184] "Please choose the best response to the right of each statement. - I have skin problems such as dryness, itchiness, or rashes" "Never" "Always" "Often" ...
## $ CSA_15 : chr [1:184] "Please choose the best response to the right of each statement. - Stress makes my physical symptoms get worse" "Always" "Often" "Often" ...
## $ CSA_16 : chr [1:184] "Please choose the best response to the right of each statement. - I feel sad or depressed" "Always" "Sometimes" "Sometimes" ...
## $ CSA_17 : chr [1:184] "Please choose the best response to the right of each statement. - I have low energy" "Always" "Often" "Sometimes" ...
## $ CSA_18 : chr [1:184] "Please choose the best response to the right of each statement. - I have muscle tension in my neck and shoulders" "Always" "Sometimes" "Rarely" ...
## $ CSA_19 : chr [1:184] "Please choose the best response to the right of each statement. - I have pain in my jaw" "Sometimes" "Sometimes" "Never" ...
## $ CSA_20 : chr [1:184] "Please choose the best response to the right of each statement. - Certain smells, such as perfumes, make me fee"| __truncated__ "Often" "Often" "Sometimes" ...
## $ CSA_21 : chr [1:184] "Please choose the best response to the right of each statement. - I have to urinate frequently" "Never" "Sometimes" "Often" ...
## $ CSA_22 : chr [1:184] "Please choose the best response to the right of each statement. - My legs feel uncomfortable and restless when "| __truncated__ "Never" "Rarely" "Sometimes" ...
## $ CSA_23 : chr [1:184] "Please choose the best response to the right of each statement. - I have difficulty remembering things" "Never" "Sometimes" "Rarely" ...
## $ CSA_24 : chr [1:184] "Please choose the best response to the right of each statement. - I suffered trauma as a child" "Often" "Sometimes" "Sometimes" ...
## $ CSA_25 : chr [1:184] "Please choose the best response to the right of each statement. - I have pain in my pelvic area" "Never" "Sometimes" "Sometimes" ...
## $ IEQ_1 : chr [1:184] "Chronic health and mental health conditions can have profound effects on our lives. This scale was designed to "| __truncated__ "Often" "Sometimes" "Often" ...
## $ IEQ_2 : chr [1:184] "Chronic health and mental health conditions can have profound effects on our lives. This scale was designed to "| __truncated__ "Often" "Sometimes" "Often" ...
## $ IEQ_3 : chr [1:184] "Chronic health and mental health conditions can have profound effects on our lives. This scale was designed to "| __truncated__ "Often" "Often" "Sometimes" ...
## [list output truncated]summary(d)## StartDate EndDate Status IPAddress
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## Progress Duration (in seconds) Finished RecordedDate
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ResponseId RecipientLastName RecipientFirstName RecipientEmail
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ExternalReference LocationLatitude LocationLongitude DistributionChannel
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## UserLanguage Q40 Q51 Q192_1
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## Q192_2 Q192_3 Q192_4 LSS_1
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## LSS_2 LSS_3 LSS_4 LSS_5
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## LSS_6 LSS_7 LSS_8 LSS_9
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## LSS_10 LSS_11 DSS_1 DSS_2
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## DSS_3 DSS_4 DSS_5 DSS_6
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## DSS_7 DSS_8 DSS_9 Q210
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## Q210_15_TEXT PR_PF_1 PR_PF_2 PR_PF_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PR_PF_4 PR_AD_1 PR_AD_2 PR_AD_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PR_AD_4 PR_AD_5 PR_AD_6 PR_AD_7
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PR_AD_8 PR_SR_1 PR_SR_2 PR_SR_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PR_SR_4 PR_PI_1 PR_PI_2 PR_PI_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PR_PI_4 PR_INT ANG_1 ANG_2
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ANG_3 ANG_4 ANG_5 CSA_1
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_2 CSA_3 CSA_4 CSA_5
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_6 CSA_7 CSA_8 CSA_9
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_10 CSA_11 CSA_12 CSA_13
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_14 CSA_15 CSA_16 CSA_17
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_18 CSA_19 CSA_20 CSA_21
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## CSA_22 CSA_23 CSA_24 CSA_25
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## IEQ_1 IEQ_2 IEQ_3 IEQ_4
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## IEQ_5 PCL5_1 PCL5_2 PCL5_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## PCL5_4 RISC_1 RISC_2 RISC_3
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## RISC_4 RISC_5 RISC_6 RISC_7
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## RISC_8 RISC_9 RISC_10 RISC_11
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ESCA_1 ESCA_2 ESCA_3 ESCA_4
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ESCA_5 ESCA_6 ESCA_7 ESCA_8
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ESCA_9 ESCA_10 SLESQ_1 SLESQ_2
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## SLESQ_3 SLESQ_4 SLESQ_5 SLESQ_6
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## SLESQ_7 SLESQ_8 SLESQ_9 SLESQ_10
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## SLESQ_11 SLESQ_12 SLESQ_13 INT...140
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## IMM...141 IMM_4_TEXT...142 AGE ETHN
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## ETHN_10_TEXT GEN GEN_8_TEXT EDU
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## EDU_11_TEXT EMP INS_1 INS_2
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
## INC INT...154 IMM...155 IMM_4_TEXT...156
## Length:184 Length:184 Length:184 Length:184
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :characterIdentify dulicate entries
duplicate_rows <- d[duplicated(d), ] # Find duplicate rows
print(duplicate_rows)## # A tibble: 0 × 156
## # ℹ 156 variables: StartDate <chr>, EndDate <chr>, Status <chr>,
## # IPAddress <chr>, Progress <chr>, Duration (in seconds) <chr>,
## # Finished <chr>, RecordedDate <chr>, ResponseId <chr>,
## # RecipientLastName <chr>, RecipientFirstName <chr>, RecipientEmail <chr>,
## # ExternalReference <chr>, LocationLatitude <chr>, LocationLongitude <chr>,
## # DistributionChannel <chr>, UserLanguage <chr>, Q40 <chr>, Q51 <chr>,
## # Q192_1 <chr>, Q192_2 <chr>, Q192_3 <chr>, Q192_4 <chr>, LSS_1 <chr>, …The tibble has 0 rows and 156 columns, which means that no duplicate entries were found when checking for duplicates in the dataset.
Review response distributions
ggplot(d, aes(x = Finished)) +
geom_bar()
Include those who finished survey
d_finished <- (filter(d, Finished == 'True'))
finished_survey <- nrow(d_finished)
finished_survey## [1] 146184 opened the survey, of those 146 finished
Check for missing data
missing_summary <- d %>%
summarise_all(~sum(is.na(.))/n()) # Calculate the proportion of missing values for each variable
print(missing_summary) ## # A tibble: 1 × 156
## StartDate EndDate Status IPAddress Progress `Duration (in seconds)` Finished
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0 0 0 0 0 0 0
## # ℹ 149 more variables: RecordedDate <dbl>, ResponseId <dbl>,
## # RecipientLastName <dbl>, RecipientFirstName <dbl>, RecipientEmail <dbl>,
## # ExternalReference <dbl>, LocationLatitude <dbl>, LocationLongitude <dbl>,
## # DistributionChannel <dbl>, UserLanguage <dbl>, Q40 <dbl>, Q51 <dbl>,
## # Q192_1 <dbl>, Q192_2 <dbl>, Q192_3 <dbl>, Q192_4 <dbl>, LSS_1 <dbl>,
## # LSS_2 <dbl>, LSS_3 <dbl>, LSS_4 <dbl>, LSS_5 <dbl>, LSS_6 <dbl>,
## # LSS_7 <dbl>, LSS_8 <dbl>, LSS_9 <dbl>, LSS_10 <dbl>, LSS_11 <dbl>, …Calculate degree of item level missingness
d$nmiss <- d%>%
select(Q192_1:IMM_4_TEXT...156) %>%
is.na %>%
rowSums
d <- d%>%
mutate(prop_miss = (nmiss/88)*100)Descriptives of proportion missing
casemiss <- psych::describe(d$prop_miss)
casemiss## vars n mean sd median trimmed mad min max range skew kurtosis
## X1 1 184 12.78 24.66 6.82 7.88 1.68 0 155.68 155.68 5.26 26.87
## se
## X1 1.82missmin <- digits(casemiss$min, 0)
missmax <- digits(casemiss$max, 0)There is a total of 184 observations (cases or rows) in the dataset. On average, each observation has approximately 12.78% missing values. The standard deviation of the proportion of missing values is 24.66, indicating variability in the extent of missingness across observations. The proportion of missing values ranges from 0% to 155.68% (which seems unusual and may need further investigation).
Eliminate missing based on proportion of item level missingness
d <- filter(d, prop_miss <= 80) #update df to have only those w/ 80% dataCreate ID variables
d <- d %>%
mutate(ID = row_number())
d <- d %>%
select(ID, everything())Update df
d <- d %>%
select (-c(ID, nmiss, prop_miss))calculate proportions of cells and cases w/ missing
cellsmiss <- percent(mean(is.na(d)))
casecomplete <- percent(mean(complete.cases(d)))
cellsmiss## [1] 7.76%casecomplete## [1] 0.56%Proportions of Cells with Missing Values (cellsmiss):7.76% of cells in the dataset contain missing values. This means that for each variable in the dataset, on average, about 7.76% of the values are missing. Proportions of Cases with Complete Data (casecomplete):The output suggests that approximately 0.56% of cases (or observations) in the dataset d are complete, meaning they have no missing values across all variables.
Item level missingness
library(mice)##
## Attaching package: 'mice'## The following object is masked from 'package:stats':
##
## filter## The following objects are masked from 'package:base':
##
## cbind, rbindmice_out <- md.pattern(d, plot = TRUE, rotate.names = TRUE)
mice_out## StartDate EndDate Status IPAddress Progress Duration (in seconds) Finished
## 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0
## RecordedDate ResponseId DistributionChannel UserLanguage Q40 Q51 PR_AD_4
## 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0
## PR_AD_6 PR_AD_8 CSA_1 CSA_2 CSA_3 CSA_4 CSA_5 CSA_6 CSA_11 CSA_12 CSA_13
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0 0 0 0 0
## CSA_14 CSA_15 CSA_17 CSA_18 CSA_19 CSA_20 CSA_21 CSA_22 CSA_23 CSA_24 CSA_25
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0 0 0 0 0
## SLESQ_1 SLESQ_2 SLESQ_3 SLESQ_4 SLESQ_5 SLESQ_6 SLESQ_7 SLESQ_8 SLESQ_9
## 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0 0 0
## SLESQ_10 SLESQ_12 SLESQ_13 IMM...141 Q192_1 Q192_2 Q192_3 Q192_4 DSS_1 DSS_2
## 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 0 0 0 0 0 0
## 0 0 0 0 1 1 1 1 1 1
## DSS_3 DSS_4 DSS_6 DSS_7 DSS_8 DSS_9 PR_PF_1 PR_PF_2 PR_PF_3 PR_PF_4 PR_AD_1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 0 0 0 0 1
## 1 0 0 0 0 0 0 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## PR_AD_3 PR_AD_5 PR_AD_7 PR_SR_1 PR_SR_2 PR_SR_3 PR_SR_4 PR_PI_1 PR_PI_2
## 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 0 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## 1 0 0 1 0 0 0 0 0 0
## 1 1 1 1 1 1 1 1 1
## PR_PI_3 PR_PI_4 PR_INT ANG_1 ANG_2 ANG_3 ANG_4 ANG_5 CSA_7 CSA_8 CSA_9
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 0 0
## 1 1 1 1 1 1 1 1 1 0 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 0 0 0 0 0 0 0 0 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## CSA_10 CSA_16 IEQ_1 IEQ_2 IEQ_4 IEQ_5 PCL5_1 PCL5_3 PCL5_4 RISC_1 RISC_2
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 0 0
## 1 1 1 0 0 0 0 1 1 1 1 1
## 1 1 0 1 1 1 1 1 1 1 1 1
## 1 0 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 0 0 0 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## RISC_3 RISC_4 RISC_5 RISC_6 RISC_7 RISC_8 RISC_9 RISC_10 RISC_11 SLESQ_11
## 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 0
## 1 0 0 0 0 0 0 0 0 0 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1
## INT...140 DSS_5 Q210 PR_AD_2 IEQ_3 PCL5_2 ESCA_1 ESCA_2 ESCA_3 ESCA_4 ESCA_5
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 0 1 1 1 1 1
## 1 1 1 1 1 0 1 1 1 1 1 1
## 1 1 1 1 0 1 1 1 1 1 1 1
## 2 1 1 0 1 1 1 1 1 1 1 1
## 1 1 0 1 1 1 1 1 1 1 1 1
## 1 0 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 0 1 0 0 0 0 0
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 0 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 0 1 1 1 0 0 0 0 0 0
## 1 2 2 2 2 2 2 2 2 2 2
## ESCA_6 ESCA_7 ESCA_8 ESCA_9 ESCA_10 LSS_3 AGE GEN EDU EMP INS_1 INC
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 4 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 0 0 0 0 0 0
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## 1 1 1 1 1 1 0 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2 2 2 2 2 3 3 3 3 3 3 3
## INT...154 IMM...155 ETHN LSS_1 LSS_10 LSS_8 LSS_11 INS_2 LSS_7 LSS_5 LSS_4
## 1 1 1 1 1 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 63 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 3 1 1 1 1 1 1 1 1 1 1 1
## 12 1 1 1 1 1 1 1 1 1 1 1
## 5 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 1 1 1 1 0
## 2 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 1 1 1 1 0
## 1 1 1 1 1 1 1 1 1 1 1 0
## 2 1 1 1 1 1 1 1 1 1 0 1
## 1 1 1 1 1 1 1 1 1 1 0 1
## 1 1 1 1 1 1 1 1 1 1 0 1
## 1 1 1 1 1 1 1 1 1 1 0 1
## 1 1 1 1 1 1 1 1 1 1 0 0
## 1 1 1 1 1 1 1 1 1 0 1 1
## 1 1 1 1 1 1 1 1 1 0 1 1
## 1 1 1 1 1 1 1 1 1 0 1 1
## 1 1 1 1 1 1 1 1 1 0 0 1
## 2 1 1 1 1 1 1 1 0 1 1 1
## 1 1 1 1 1 1 1 1 0 1 1 1
## 4 1 1 1 1 1 1 1 0 1 1 1
## 1 1 1 1 1 1 1 1 0 1 1 1
## 2 1 1 1 1 1 1 1 0 1 1 1
## 1 1 1 1 1 1 1 1 0 1 1 0
## 1 1 1 1 1 1 1 1 0 0 1 1
## 1 1 1 1 1 1 1 0 1 1 1 1
## 1 1 1 1 1 1 1 0 1 1 1 0
## 1 1 1 1 1 1 1 0 1 0 0 0
## 1 1 1 1 1 1 1 0 1 0 0 0
## 1 1 1 1 1 1 1 0 0 0 0 0
## 1 1 1 1 1 1 0 1 1 1 1 1
## 1 1 1 1 1 1 0 1 1 1 1 1
## 1 1 1 1 1 1 0 1 1 1 1 1
## 1 1 1 1 1 1 0 1 1 1 0 1
## 1 1 1 1 1 1 0 1 1 1 0 1
## 2 1 1 1 1 1 0 0 1 0 0 0
## 1 1 1 1 1 1 0 0 1 0 0 0
## 1 1 1 1 1 0 1 1 1 1 1 1
## 1 1 1 1 1 0 1 1 1 0 1 1
## 1 1 1 1 1 0 1 0 1 1 0 0
## 1 1 1 1 1 0 1 0 1 0 0 1
## 1 1 1 1 1 0 1 0 1 0 0 0
## 1 1 1 1 1 0 0 1 1 0 1 1
## 1 1 1 1 1 0 0 1 1 0 1 0
## 1 1 1 1 1 0 0 0 1 0 0 1
## 1 1 1 1 0 1 1 1 1 1 1 1
## 1 1 1 1 0 1 1 1 0 1 1 1
## 1 1 1 1 0 0 0 0 1 0 0 0
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 2 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 0 1 1 1 1 0 0 0
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 0 0 0 1 1 1 1 0 1 1 1
## 1 0 0 0 0 0 0 0 0 0 0 0
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 0 1 0 0 0
## 1 1 1 0 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 1 1 1 1 1 1 1 1
## 1 1 1 1 0 0 0 0 0 0 0 0
## 1 0 0 0 0 0 0 0 0 0 0 0
## 3 3 4 7 12 15 17 18 23 25 26
## LSS_2 LocationLatitude LocationLongitude LSS_6 LSS_9 Q210_15_TEXT
## 1 1 1 1 1 1 1
## 9 1 1 1 1 1 1
## 2 1 1 1 1 1 0
## 1 1 1 1 1 1 0
## 63 1 1 1 1 1 0
## 5 1 1 1 1 0 0
## 3 1 1 1 0 1 0
## 3 1 0 0 1 1 1
## 12 1 0 0 1 1 0
## 5 0 1 1 1 1 0
## 1 0 1 1 1 0 0
## 1 0 1 1 0 0 1
## 1 0 0 0 1 1 0
## 1 1 1 1 1 1 1
## 1 1 1 1 1 1 0
## 1 1 0 0 1 0 0
## 2 0 1 1 1 1 0
## 1 0 1 1 1 0 1
## 1 0 1 1 0 1 1
## 1 0 0 0 1 1 0
## 2 1 1 1 1 1 1
## 1 1 1 1 1 1 0
## 1 1 1 1 1 0 0
## 1 1 1 1 1 0 0
## 1 1 1 1 0 0 0
## 1 1 0 0 0 1 0
## 1 0 1 1 0 0 0
## 1 0 1 1 0 0 0
## 1 0 1 1 0 0 0
## 2 1 1 1 1 1 1
## 1 1 1 1 1 1 0
## 4 1 1 1 1 1 0
## 1 1 0 0 1 1 0
## 2 0 1 1 1 1 0
## 1 0 1 1 0 1 0
## 1 1 0 0 0 1 1
## 1 1 1 1 0 0 0
## 1 1 1 1 0 0 1
## 1 1 1 1 0 0 0
## 1 1 1 1 0 0 0
## 1 1 1 1 1 0 0
## 1 1 1 1 1 1 0
## 1 1 1 1 0 0 0
## 1 1 0 0 1 1 0
## 1 1 1 1 1 1 0
## 1 0 1 1 1 1 0
## 2 1 1 1 0 0 0
## 1 0 1 1 0 0 0
## 1 1 0 0 1 1 0
## 1 1 1 1 0 0 0
## 1 0 0 0 0 0 0
## 1 1 1 1 0 1 0
## 1 1 1 1 0 0 0
## 1 1 0 0 0 1 0
## 1 1 1 1 0 0 0
## 1 1 1 1 1 0 0
## 1 0 1 1 0 1 0
## 1 0 1 1 1 1 0
## 1 0 1 1 0 0 0
## 1 1 1 1 1 1 0
## 1 1 0 0 1 1 0
## 1 1 1 1 1 1 0
## 2 1 1 1 1 1 0
## 1 1 1 1 1 1 0
## 1 0 1 1 0 1 0
## 1 1 0 0 1 1 0
## 1 1 0 0 1 1 1
## 1 0 0 0 0 0 0
## 1 1 1 1 1 1 0
## 1 1 0 0 0 0 0
## 1 1 1 1 1 1 0
## 1 1 0 0 1 1 0
## 1 1 1 1 1 1 0
## 1 1 1 1 1 1 0
## 1 0 1 1 0 0 0
## 1 0 0 0 0 0 0
## 29 32 32 33 34 155
## IMM_4_TEXT...142 IMM_4_TEXT...156 ETHN_10_TEXT GEN_8_TEXT RecipientLastName
## 1 1 1 1 1 1
## 9 0 0 0 0 0
## 2 1 1 0 0 0
## 1 0 1 0 0 0
## 63 0 0 0 0 0
## 5 0 0 0 0 0
## 3 0 0 0 0 0
## 3 0 0 0 0 0
## 12 0 0 0 0 0
## 5 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 0 0
## 1 1 1 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 1 1 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 1 0
## 4 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 1 0 1 0 0
## 1 0 0 1 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 1 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 1 0 0 0 0 0
## 173 173 176 176 178
## RecipientFirstName RecipientEmail ExternalReference EDU_11_TEXT
## 1 1 1 1 1 0
## 9 0 0 0 0 9
## 2 0 0 0 0 8
## 1 0 0 0 0 9
## 63 0 0 0 0 10
## 5 0 0 0 0 11
## 3 0 0 0 0 11
## 3 0 0 0 0 11
## 12 0 0 0 0 12
## 5 0 0 0 0 11
## 1 0 0 0 0 12
## 1 0 0 0 0 12
## 1 0 0 0 0 13
## 1 0 0 0 0 10
## 1 0 0 0 0 11
## 1 0 0 0 0 14
## 2 0 0 0 0 12
## 1 0 0 0 0 12
## 1 0 0 0 0 12
## 1 0 0 0 0 14
## 2 0 0 0 0 10
## 1 0 0 0 0 11
## 1 0 0 0 0 10
## 1 0 0 0 0 12
## 1 0 0 0 0 14
## 1 0 0 0 0 14
## 1 0 0 0 0 12
## 1 0 0 0 0 14
## 1 0 0 0 0 15
## 2 0 0 0 0 10
## 1 0 0 0 0 10
## 4 0 0 0 0 11
## 1 0 0 0 0 13
## 2 0 0 0 0 12
## 1 0 0 0 0 14
## 1 0 0 0 0 14
## 1 0 0 0 0 13
## 1 0 0 0 0 13
## 1 0 0 0 0 14
## 1 0 0 0 0 15
## 1 0 0 0 0 16
## 1 0 0 0 0 11
## 1 0 0 0 0 13
## 1 0 0 0 0 13
## 1 0 0 0 0 12
## 1 0 0 0 0 13
## 2 0 0 0 0 17
## 1 0 0 0 0 18
## 1 0 0 0 0 12
## 1 0 0 0 0 14
## 1 0 0 0 0 19
## 1 0 0 0 0 15
## 1 0 0 0 0 17
## 1 0 0 0 0 16
## 1 0 0 0 0 16
## 1 0 0 0 0 16
## 1 0 0 0 0 13
## 1 0 0 0 0 13
## 1 0 0 0 0 20
## 1 0 0 0 0 11
## 1 0 0 0 0 13
## 1 0 0 0 0 11
## 2 0 0 0 0 11
## 1 0 0 0 0 11
## 1 0 0 0 0 17
## 1 0 0 0 0 13
## 1 0 0 0 0 32
## 1 0 0 0 0 48
## 1 0 0 0 0 12
## 1 0 0 0 0 19
## 1 0 0 0 0 13
## 1 0 0 0 0 13
## 1 0 0 0 0 11
## 1 0 0 0 0 12
## 1 0 0 0 0 25
## 1 0 0 0 0 76
## 178 178 178 178 2166write.csv(mice_out, file = "mice_out.csv")