Psi Chi R - August 2024
by Alan Lam
Start Date: August 5, 2024
Report Date: 30 August 2024
Happy August! This month we are using data from the Psi Chi NICE project: Understanding Family Dynamics in a Cross-Cultural Sample. The manuscript for this project, which was the first ever NICE project, was recently published.
Codebook: https://osf.io/ey7ph
Load packages and import data
#library(tidyverse)
#library(purr)
library(dplyr)
library(ggplot2)
dataset=read.csv('https://osf.io/download/j58c7')#skimr::skim(dataset)Data processing (level 1)
Filter out participants who have progress values less than 100
dataset1 = dataset %>%
filter(Progress < 100)
slice_sample(dataset1,n=5)| Progress | Duration_in_seconds | UserLanguage | Age | Gender | Countryborn | Stateborn | Countrycurrent | Statecurrent | Yearscurrent | Ethnicity | Race | OtherText | SexOrient | Childbiodad | Childbiomom | Childstepdad | Childstepmom | Childadoptdad | Childadoptmom | Childaunt | Childuncle | Childgrandfather | Childgrandmother | Childfosterdad | Childfostermom | Currentbiodad | Currentbiomom | Currentstepdad | Currentstepmom | Currentadoptdad | Currentadoptmom | Currentaunt | Currentuncle | Currentgrandfather | Currentgrandmother | Currentfosterdad | Currentfostermom | Primarychild | Primarynow | Samesex | Parentdecease | Parentdeceasetext | Siblings | Primmomnow | Primdadnow | Hoursmom | Hoursdad | SubSES | FatherEd | FatherEdText | MotherEd | MotherEdText | Religionnow | ReligChristother | ReligOther | OtherMaternal | OtherMaternalText | DyadM1 | DyadM2 | DyadM3 | DyadM4 | DyadM5 | DyadM6 | DyadM7 | DyadM8 | DyadM9 | DyadM10 | DyadM11 | DyadM12 | DyadM13 | DyadM14 | DyadM15 | DyadM16 | DyadM17 | DyadM18 | DyadM19 | DyadM20 | DyadM21 | DyadM22 | DyadM23 | DyadM24 | DyadM25 | NRIM1 | NRIM2 | NRIM3 | NRIM4 | NRIM5 | NRIM6 | NRIM7 | NRIM8 | NRIM9 | NRIM10 | NRIM11 | NRIM12 | NRIM13 | NRIM14 | NRIM15 | NRIM16 | NRIM17 | NRIM18 | NRIM19 | NRIM20 | NRIM21 | NRIM22 | NRIM23 | NRIM24 | NRIM25 | NRIM26 | NRIM27 | NRIM28 | NRIM29 | NRIM30 | NRIM31 | NRIM32 | NRIM33 | NRIM34 | NRIM35 | NRIM36 | NRIM37 | NRIM38 | NRIM39 | NRIM40 | NRIM41 | NRIM42 | NRIM43 | NRIM44 | NRIM45 | NRIM46 | NRIM47 | NRIM48 | NRIM49 | NRIM50 | NRIM51 | NRIM52 | NRIM53 | NRIM54 | NRIM55 | NRIM56 | NRIM57 | NRIM58 | NRIM59 | NRIM60 | NRIM61 | NRIM62 | NRIM63 | NRIM64 | OtherPaternal | OtherPaternalText | DyadF1 | DyadF2 | DyadF3 | DyadF4 | DyadF5 | DyadF6 | DyadF7 | DyadF8 | DyadF9 | DyadF10 | DyadF11 | DyadF12 | DyadF13 | DyadF14 | DyadF15 | DyadF16 | DyadF17 | DyadF18 | DyadF19 | DyadF20 | DyadF21 | DyadF22 | DyadF23 | DyadF24 | DyadF25 | NRIF1 | NRIF2 | NRIF3 | NRIF4 | NRIF5 | NRIF6 | NRIF7 | NRIF8 | NRIF9 | NRIF10 | NRIF11 | NRIF12 | NRIF13 | NRIF14 | NRIF15 | NRIF16 | NRIF17 | NRIF18 | NRIF19 | NRIF20 | NRIF21 | NRIF22 | NRIF23 | NRIF24 | NRIF25 | NRIF26 | NRIF27 | NRIF28 | NRIF29 | NRIF30 | NRIF31 | NRIF32 | NRIF33 | NRIF34 | NRIF35 | NRIF36 | NRIF37 | NRIF38 | NRIF39 | NRIF40 | NRIF41 | NRIF42 | NRIF43 | NRIF44 | NRIF45 | NRIF46 | NRIF47 | NRIF48 | NRIF49 | NRIF50 | NRIF51 | NRIF52 | NRIF53 | NRIF54 | NRIF55 | NRIF56 | NRIF57 | NRIF58 | NRIF59 | NRIF60 | NRIF61 | NRIF62 | NRIF63 | NRIF64 | COS1 | COS2 | COS3 | COS4 | COS5 | COS6 | COS7 | COS8 | COS9 | COS10 | COS11 | COS12 | COS13 | COS14 | COS15 | COS16 | FPS1 | FPS2 | FPS3 | FPS4 | FPS5 | FPS6 | FPS7 | FPS8 | FPS9 | FPS10 | SBQ1 | SBQ2 | SBQ3 | SBQ4 | SBQ5 | SBQ6 | SBQ7 | SBQ8 | SBQ9 | SBQ10 | SBQ11 | SBQ12 | SBQ13 | SBQ14 | SBQ15 | SBQ16 | SBQ17 | SBQ18 | SBQ19 | SBQ20 | SBQ21 | SBQ22 | SBQ23 | SBQ24 | SBQ25 | YRBS1 | YRBS2 | YRBS3 | YRBS4 | YRBS5 | YRBS6 | YRBS7 | YRBS8 | YRBS9 | YRBS10 | YRBS11 | YRBS12 | YRBS13 | YRBS14 | YRBS15 | YRBS16 | YRBS17 | SDQ1 | SDQ2 | SDQ3 | SDQ4 | SDQ5 | SDQ6 | SDQ7 | SDQ8 | SDQ9 | SDQ10 | SDQ11 | SDQ12 | SDQ13 | SDQ14 | SDQ15 | SDQ16 | SDQ17 | SDQ18 | SDQ19 | SDQ20 | SDQ21 | SDQ22 | SDQ23 | SDQ23b | SDQ24 | SDQ25 | FACES1 | FACES2 | FACES3 | FACES4 | FACES5 | FACES6 | FACES7 | FACES8 | FACES9 | FACES10 | FACES11 | FACES12 | FACES13 | FACES14 | FACES15 | FACES16 | FACES17 | FACES18 | FACES19 | FACES20 | FACES21 | FACES22 | FACES23 | FACES24 | FACES25 | FACES26 | FACES27 | FACES28 | FACES29 | FACES30 | FACES31 | FACES32 | FACES33 | FACES34 | FACES35 | FACES36 | FACES37 | FACES38 | FACES39 | FACES40 | FACES41 | FACES42 | FACES43 | FACES44 | FACES45 | FACES46 | FACES47 | FACES48 | FACES49 | FACES50 | FACES51 | FACES52 | FACES53 | FACES54 | FACES55 | FACES56 | FACES57 | FACES58 | FACES59 | FACES60 | FACES61 | FACES62 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 20055 | EN | 18 | 1 | 187 | 25 | 187 | 19 | 10 | 1 | straight | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 3 | 2 | 2 | 3 | 2 | 3 | 11 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 2 | 4 | 2 | 2 | 2 | 2 | 4 | 4 | 2 | 2 | 3 | 3 | 3 | 3 | 4 | 4 | 3 | 3 | 4 | 4 | 5 | 5 | 3 | 3 | 2 | 2 | 3 | 3 | 3 | 3 | 2 | 2 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 3 | 3 | 3 | 4 | 4 | 2 | 4 | 3 | 3 | 2 | 3 | 4 | 4 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 3 | 3 | 2 | 3 | 4 | 3 | 2 | 2 | 2 | 2 | 3 | 2 | 5 | 5 | 4 | 4 | 5 | 5 | 4 | 4 | 3 | 2 | 4 | 3 | 3 | 3 | 2 | 2 | 3 | 3 | 4 | 4 | 3 | 3 | 5 | 5 | 4 | 3 | 4 | 3 | 4 | 3 | 1 | 1 | 7 | 6 | 4 | 8 | 7 | 8 | 6 | 8 | 7 | 9 | 6 | 8 | 6 | 5 | 7 | 7 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 3 | 1 | 2 | 2 | 2 | 1 | 1 | 2 | 1 | 3 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 4 | 3 | 3 | 4 | 2 | 2 | 4 | 4 | 2 | 2 | 2 | 2 | 4 | 4 | 2 | 2 | 2 | 1 | 4 | 3 | 2 | 2 | 4 | 3 | 4 | 4 | 4 | 3 | 4 | 1 | 4 | 4 | 4 | 2 | 4 | 3 | 4 | 3 | 3 | 3 | 3 | NA | 3 | 4 | 3 | 3 | 4 | 4 | 4 | 3 | 3 | 3 | 3 | 2 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | |||||||||||
| 87 | 673 | EN | 19 | 1 | 187 | 25 | 187 | 25 | 19 | white | 1 | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | NA | NA | 1 | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 2 | NA | 2 | 1 | 1 | 5 | 3 | 3 | 13 | NA | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 3 | NA | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 3 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 8 | 7 | 6 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 1 | 2 | 3 | 4 | NA | 4 | 3 | 2 | 1 | 2 | 3 | 4 | NA | 4 | 3 | 2 | 1 | 2 | 3 | 4 | NA | 4 | 3 | 2 | 1 | 1 | 1 | 1 | 7 | 1 | 7 | 6 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | 5 | 4 | 3 | 2 | 1 | 2 | |||||||||||
| 84 | 2197 | EN | 18 | 1 | 187 | 25 | 187 | 25 | 18 | American | 1 | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 6 | 3 | 4 | 1 | Southern Baptist | NA | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 4 | 5 | 5 | 5 | 5 | 4 | 2 | 5 | 2 | 4 | 1 | 5 | 2 | 4 | 3 | 2 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 5 | 5 | 4 | 4 | 2 | 5 | 3 | 3 | 1 | 4 | 3 | 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 5 | 2 | 4 | 4 | 4 | 4 | 2 | 3 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 2 | 5 | 5 | 2 | 2 | NA | 2 | 3 | 2 | 3 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 5 | 4 | 4 | 4 | 2 | 4 | 3 | 3 | 1 | 3 | 4 | 5 | 1 | 5 | 2 | 3 | 4 | 5 | 5 | 5 | 4 | 5 | 3 | 4 | 5 | 5 | 4 | 5 | 1 | 5 | 5 | 5 | 2 | 3 | 1 | 3 | 4 | 4 | 5 | 5 | 4 | 5 | 5 | 5 | 3 | 4 | 1 | 5 | 4 | 4 | 1 | 5 | 1 | 3 | 4 | 5 | 5 | 5 | 4 | 4 | 5 | 5 | 4 | 5 | 2 | 3 | 4 | 5 | 1 | 1 | 8 | 3 | 7 | 7 | 8 | 4 | 8 | 6 | 8 | 9 | 7 | 7 | 9 | 6 | 8 | 8 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4 | 3 | 5 | 3 | 1 | NA | 2 | NA | NA | 1 | NA | NA | NA | NA | NA | 3 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 3 | 2 | 3 | 3 | 2 | 3 | 1 | 3 | 1 | 2 | 3 | 1 | 3 | 3 | 1 | 2 | 3 | 2 | 1 | 2 | 1 | 1 | 2 | 4 | 2 | 2 | 2 | 4 | 2 | 4 | 4 | 1 | 1 | 4 | 2 | 4 | 4 | 2 | 2 | 4 | 2 | 5 | 4 | 2 | 3 | 3 | 4 | 5 | 1 | 2 | 1 | 4 | 2 | 4 | 4 | 3 | 1 | 4 | 2 | 5 | 3 | 4 | 3 | 2 | 2 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 3 | 2 | 3 | 4 | 3 | 3 | 4 | 3 | 4 | 4 | 3 | 3 | 3 | |||||||||
| 84 | 1437 | EN | 18 | 1 | 187 | 44 | 187 | 25 | 18 | White | 1 | 1 | 1 | 1 | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 3 | Step-father | 1 | 2 | 7 | 4 | 2 | 1 | Methodist | NA | 3 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 4 | NA | 5 | 4 | 5 | 3 | 4 | 4 | 2 | 3 | 2 | 5 | 3 | 5 | 2 | 4 | 2 | 5 | 3 | 3 | 5 | 5 | 5 | 5 | 2 | 5 | 4 | 3 | 3 | 2 | 3 | 3 | 4 | 5 | 3 | 3 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 3 | 2 | 3 | 2 | 5 | 4 | 5 | 2 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 5 | 5 | 5 | 4 | 5 | 5 | 3 | 3 | NA | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 2 | 5 | 5 | 5 | 2 | 5 | 3 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 2 | 4 | 5 | 5 | 2 | 4 | 3 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 2 | 4 | 5 | 5 | 3 | 5 | 3 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 3 | 3 | 9 | 9 | 7 | 9 | 7 | 8 | 9 | 9 | 7 | 6 | 7 | 6 | 9 | 1 | 9 | 7 | 5 | 5 | 5 | 4 | 4 | 5 | 5 | 5 | 3 | 5 | 2 | 1 | 2 | 4 | 3 | 3 | 1 | 2 | 4 | 4 | 4 | 3 | 3 | 4 | 1 | 4 | 1 | 3 | 3 | 2 | 4 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 3 | 1 | 2 | 2 | 2 | 3 | 1 | 3 | 1 | 1 | 3 | 2 | 2 | 3 | 1 | 1 | 3 | 3 | 1 | 2 | 2 | 1 | 2 | 5 | 4 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 2 | 2 | 2 | 5 | 5 | 2 | 3 | 2 | 1 | 4 | 4 | 1 | 2 | 4 | 2 | 5 | 4 | 2 | 2 | 2 | 2 | 4 | 2 | 2 | 1 | 4 | 1 | 5 | 3 | 4 | 1 | 2 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 4 | 5 | 5 | 5 | 5 | 4 | 4 | 5 | 5 | |||||||||
| 84 | 16722 | EN | 18 | 1 | 187 | 25 | 187 | 25 | 18 | Bengali | 4 | straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 1 | 2 | 1 | Mother | 1 | 1 | 1 | 6 | 1 | 1 | 8 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 2 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 3 | 3 | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 2 | 3 | 2 | 3 | 3 | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 5 | 5 | 4 | 5 | 5 | 3 | 3 | 5 | 5 | 3 | 3 | 3 | 5 | 5 | 3 | 4 | 5 | 5 | 4 | 5 | 4 | 3 | 4 | 5 | 5 | 4 | 5 | 4 | 5 | 4 | 5 | 4 | 4 | 5 | 3 | 4 | 5 | 4 | 5 | 2 | 4 | 4 | 4 | 3 | NA | 5 | 5 | 5 | 5 | 3 | 5 | 4 | 5 | 5 | 4 | 4 | 3 | 5 | 5 | 5 | 4 | 4 |
Filter out participants who are missing values for age and for gender.
dataset2 = dataset1 %>%
filter(!is.na(Age),
!is.na(Gender))
slice_sample(dataset2,n=5)| Progress | Duration_in_seconds | UserLanguage | Age | Gender | Countryborn | Stateborn | Countrycurrent | Statecurrent | Yearscurrent | Ethnicity | Race | OtherText | SexOrient | Childbiodad | Childbiomom | Childstepdad | Childstepmom | Childadoptdad | Childadoptmom | Childaunt | Childuncle | Childgrandfather | Childgrandmother | Childfosterdad | Childfostermom | Currentbiodad | Currentbiomom | Currentstepdad | Currentstepmom | Currentadoptdad | Currentadoptmom | Currentaunt | Currentuncle | Currentgrandfather | Currentgrandmother | Currentfosterdad | Currentfostermom | Primarychild | Primarynow | Samesex | Parentdecease | Parentdeceasetext | Siblings | Primmomnow | Primdadnow | Hoursmom | Hoursdad | SubSES | FatherEd | FatherEdText | MotherEd | MotherEdText | Religionnow | ReligChristother | ReligOther | OtherMaternal | OtherMaternalText | DyadM1 | DyadM2 | DyadM3 | DyadM4 | DyadM5 | DyadM6 | DyadM7 | DyadM8 | DyadM9 | DyadM10 | DyadM11 | DyadM12 | DyadM13 | DyadM14 | DyadM15 | DyadM16 | DyadM17 | DyadM18 | DyadM19 | DyadM20 | DyadM21 | DyadM22 | DyadM23 | DyadM24 | DyadM25 | NRIM1 | NRIM2 | NRIM3 | NRIM4 | NRIM5 | NRIM6 | NRIM7 | NRIM8 | NRIM9 | NRIM10 | NRIM11 | NRIM12 | NRIM13 | NRIM14 | NRIM15 | NRIM16 | NRIM17 | NRIM18 | NRIM19 | NRIM20 | NRIM21 | NRIM22 | NRIM23 | NRIM24 | NRIM25 | NRIM26 | NRIM27 | NRIM28 | NRIM29 | NRIM30 | NRIM31 | NRIM32 | NRIM33 | NRIM34 | NRIM35 | NRIM36 | NRIM37 | NRIM38 | NRIM39 | NRIM40 | NRIM41 | NRIM42 | NRIM43 | NRIM44 | NRIM45 | NRIM46 | NRIM47 | NRIM48 | NRIM49 | NRIM50 | NRIM51 | NRIM52 | NRIM53 | NRIM54 | NRIM55 | NRIM56 | NRIM57 | NRIM58 | NRIM59 | NRIM60 | NRIM61 | NRIM62 | NRIM63 | NRIM64 | OtherPaternal | OtherPaternalText | DyadF1 | DyadF2 | DyadF3 | DyadF4 | DyadF5 | DyadF6 | DyadF7 | DyadF8 | DyadF9 | DyadF10 | DyadF11 | DyadF12 | DyadF13 | DyadF14 | DyadF15 | DyadF16 | DyadF17 | DyadF18 | DyadF19 | DyadF20 | DyadF21 | DyadF22 | DyadF23 | DyadF24 | DyadF25 | NRIF1 | NRIF2 | NRIF3 | NRIF4 | NRIF5 | NRIF6 | NRIF7 | NRIF8 | NRIF9 | NRIF10 | NRIF11 | NRIF12 | NRIF13 | NRIF14 | NRIF15 | NRIF16 | NRIF17 | NRIF18 | NRIF19 | NRIF20 | NRIF21 | NRIF22 | NRIF23 | NRIF24 | NRIF25 | NRIF26 | NRIF27 | NRIF28 | NRIF29 | NRIF30 | NRIF31 | NRIF32 | NRIF33 | NRIF34 | NRIF35 | NRIF36 | NRIF37 | NRIF38 | NRIF39 | NRIF40 | NRIF41 | NRIF42 | NRIF43 | NRIF44 | NRIF45 | NRIF46 | NRIF47 | NRIF48 | NRIF49 | NRIF50 | NRIF51 | NRIF52 | NRIF53 | NRIF54 | NRIF55 | NRIF56 | NRIF57 | NRIF58 | NRIF59 | NRIF60 | NRIF61 | NRIF62 | NRIF63 | NRIF64 | COS1 | COS2 | COS3 | COS4 | COS5 | COS6 | COS7 | COS8 | COS9 | COS10 | COS11 | COS12 | COS13 | COS14 | COS15 | COS16 | FPS1 | FPS2 | FPS3 | FPS4 | FPS5 | FPS6 | FPS7 | FPS8 | FPS9 | FPS10 | SBQ1 | SBQ2 | SBQ3 | SBQ4 | SBQ5 | SBQ6 | SBQ7 | SBQ8 | SBQ9 | SBQ10 | SBQ11 | SBQ12 | SBQ13 | SBQ14 | SBQ15 | SBQ16 | SBQ17 | SBQ18 | SBQ19 | SBQ20 | SBQ21 | SBQ22 | SBQ23 | SBQ24 | SBQ25 | YRBS1 | YRBS2 | YRBS3 | YRBS4 | YRBS5 | YRBS6 | YRBS7 | YRBS8 | YRBS9 | YRBS10 | YRBS11 | YRBS12 | YRBS13 | YRBS14 | YRBS15 | YRBS16 | YRBS17 | SDQ1 | SDQ2 | SDQ3 | SDQ4 | SDQ5 | SDQ6 | SDQ7 | SDQ8 | SDQ9 | SDQ10 | SDQ11 | SDQ12 | SDQ13 | SDQ14 | SDQ15 | SDQ16 | SDQ17 | SDQ18 | SDQ19 | SDQ20 | SDQ21 | SDQ22 | SDQ23 | SDQ23b | SDQ24 | SDQ25 | FACES1 | FACES2 | FACES3 | FACES4 | FACES5 | FACES6 | FACES7 | FACES8 | FACES9 | FACES10 | FACES11 | FACES12 | FACES13 | FACES14 | FACES15 | FACES16 | FACES17 | FACES18 | FACES19 | FACES20 | FACES21 | FACES22 | FACES23 | FACES24 | FACES25 | FACES26 | FACES27 | FACES28 | FACES29 | FACES30 | FACES31 | FACES32 | FACES33 | FACES34 | FACES35 | FACES36 | FACES37 | FACES38 | FACES39 | FACES40 | FACES41 | FACES42 | FACES43 | FACES44 | FACES45 | FACES46 | FACES47 | FACES48 | FACES49 | FACES50 | FACES51 | FACES52 | FACES53 | FACES54 | FACES55 | FACES56 | FACES57 | FACES58 | FACES59 | FACES60 | FACES61 | FACES62 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 1786 | EN | 18 | 1 | 111 | NA | 187 | 1 | 12 | Hispanic | NA | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 8 | 4 | 4 | 1 | Baptist/catholic | NA | 3 | 3 | 3 | 4 | 1 | 2 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 2 | 4 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 2 | 4 | 4 | 5 | 1 | 5 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 3 | 5 | 2 | 5 | 5 | 5 | 2 | 5 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 4 | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 1 | 5 | 4 | 5 | 2 | 3 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 3 | 5 | 1 | 5 | 4 | 5 | 2 | 3 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 1 | 5 | 4 | 4 | 1 | 4 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 8 | 8 | 8 | 9 | 8 | 6 | 8 | 9 | 6 | 6 | 9 | 8 | 5 | 6 | 8 | 8 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 1 | 4 | 1 | 4 | 1 | 1 | 1 | 1 | 4 | 4 | 4 | 4 | 4 | NA | 1 | 2 | 1 | 3 | 4 | 4 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 2 | 1 | 3 | 2 | 3 | 3 | 3 | 2 | 2 | 3 | 1 | 2 | 3 | 1 | 1 | 3 | 3 | 1 | 3 | 1 | 2 | 3 | 5 | 4 | 2 | 2 | 3 | 4 | 5 | 2 | 1 | 2 | 3 | 2 | 5 | 4 | 5 | 5 | 3 | 1 | 5 | NA | 1 | 4 | 1 | 2 | 5 | 4 | 1 | 3 | 4 | 2 | 5 | 4 | 1 | 3 | 4 | 2 | 2 | 4 | 4 | 4 | 2 | 2 | 4 | 4 | 5 | 5 | 4 | 5 | 4 | 5 | 1 | 5 | 5 | 4 | 4 | 5 | 5 | 4 | 5 | 3 | 3 | 5 | |||||||||
| 87 | 3386 | EN | 19 | 2 | 187 | 25 | 187 | 25 | 19 | white | 1 | straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | NA | 3 | 1 | 1 | 7 | 5 | 3 | 11 | NA | 2 | 2 | 2 | 1 | 1 | 1 | 3 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 3 | 2 | 1 | 4 | 3 | 2 | 1 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 2 | 3 | 5 | 5 | 4 | 4 | 2 | 2 | 5 | 5 | 2 | 1 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 2 | 1 | 4 | 4 | 2 | 1 | 3 | 3 | 4 | 4 | 5 | 5 | 3 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 3 | NA | 3 | 3 | 3 | 2 | 2 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 6 | 9 | 6 | 5 | 6 | 6 | 7 | 7 | 7 | 6 | 5 | 8 | 7 | 6 | 9 | 7 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 1 | 4 | 4 | 1 | 4 | 1 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 4 | 4 | 4 | 4 | 1 | 4 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 3 | 1 | 2 | 2 | 2 | 3 | 3 | 2 | 3 | 2 | 1 | 2 | 2 | 3 | 2 | 1 | 1 | 3 | 2 | 2 | 2 | 2 | 3 | 2 | 5 | 2 | 2 | 3 | 2 | 1 | 4 | 1 | 1 | 2 | 3 | 1 | 5 | 4 | 1 | 2 | 1 | 1 | 5 | 4 | 1 | 3 | 4 | 1 | 5 | 2 | 1 | 1 | 4 | 1 | 4 | 2 | 2 | 1 | 4 | 2 | 4 | 4 | 3 | 3 | 2 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | ||||||||||
| 83 | 2609 | EN | 19 | 1 | 163 | NA | 187 | 25 | 19 | 2 | NA | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 1 | Step Father | 2 | 1 | 7 | 3 | 2 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 2 | 4 | 5 | 5 | 1 | 5 | 5 | 5 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 3 | 1 | 4 | 5 | 5 | 5 | 5 | 1 | 4 | 3 | 3 | 1 | 3 | 1 | 3 | 1 | 3 | 1 | 5 | 1 | 3 | 1 | 3 | 5 | 5 | 4 | 4 | 3 | 3 | 2 | 1 | 1 | 4 | 1 | 1 | 1 | 5 | 1 | 4 | 1 | 4 | 1 | 3 | 1 | 3 | 1 | 4 | 1 | 3 | 1 | 2 | 3 | 2 | 5 | 5 | 7 | 7 | 7 | 8 | 8 | 8 | 8 | 8 | 9 | 9 | 6 | 6 | 8 | 7 | 8 | 8 | 3 | 3 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 4 | 4 | 2 | 1 | 1 | 1 | 4 | 4 | 4 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 1 | 4 | 4 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 1 | 3 | 2 | 3 | 3 | 2 | 3 | 1 | 2 | 3 | 2 | 2 | 3 | 1 | 2 | 3 | 3 | 1 | 1 | 2 | 2 | 2 | 4 | 3 | 2 | 2 | 2 | 2 | 4 | 4 | 3 | 3 | 2 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | |||||||||||
| 84 | 4942 | EN | 18 | 1 | 187 | 25 | 187 | 25 | 18 | Black African American | 2 | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 1 | 2 | 2 | 2 | Biological mother | Biological mother | 1 | 1 | 7 | 4 | 5 | 11 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 3 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 1 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 3 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 9 | 1 | 9 | 9 | 9 | 8 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 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 | NA | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 3 | 1 | 1 | 1 | 1 | 3 | 3 | 3 | 3 | 1 | 3 | 1 | 1 | 3 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 1 | 3 | 3 | 1 | 3 | 5 | 4 | 2 | 3 | 4 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 4 | 3 | 3 | 4 | 2 | 2 | 1 | 1 | 4 | 4 | 2 | 4 | 2 | 3 | 4 | 3 | 2 | 4 | 3 | 2 | 3 | 3 | 3 | NA | 2 | NA | 2 | 2 | 4 | 5 | 5 | 4 | 5 | 4 | 4 | 3 | 2 | 4 | 2 | 4 | 5 | NA | 5 | 5 | 5 | 5 | 4 | 4 | 3 | 2 | ||||||||
| 84 | 3061 | EN | 18 | 1 | 187 | 44 | 187 | 44 | 18 | white | 1 | straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 1 | dad | 1 | my mom | step dad | 2 | 1 | 7 | 3 | 3 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 1 | 5 | 1 | 5 | 2 | 3 | 2 | 4 | 2 | 5 | 5 | 5 | 5 | 5 | 3 | 3 | 5 | 5 | 4 | 5 | 2 | 5 | 4 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 5 | 2 | 5 | 4 | 5 | 3 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 4 | 4 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 2 | 2 | 2 | 2 | 1 | 3 | 2 | 1 | 2 | 3 | 3 | 2 | 1 | 4 | 2 | 3 | 3 | 4 | 3 | 5 | 4 | 3 | 2 | 3 | 1 | 3 | 3 | 3 | 2 | 3 | 4 | 3 | 1 | 3 | 1 | 3 | 2 | 3 | 2 | 3 | 2 | 4 | 1 | 4 | 2 | 3 | 2 | 3 | 2 | 3 | 1 | 3 | 1 | 3 | 1 | 4 | 2 | 3 | 2 | 3 | 2 | 3 | 2 | 3 | 3 | 3 | 1 | 1 | 8 | 8 | 5 | 4 | 6 | 7 | 7 | 9 | 6 | 9 | 6 | 7 | 7 | 5 | 7 | 7 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 4 | 5 | 5 | 4 | 1 | 4 | 3 | 1 | 1 | 1 | 1 | 4 | 2 | 4 | 1 | 3 | 4 | 2 | 2 | 2 | 1 | 4 | 3 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 3 | 1 | 1 | 5 | 5 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 2 | 1 | 2 | 3 | 1 | 3 | 2 | 3 | 1 | 1 | 3 | 2 | 2 | 3 | 1 | 1 | 2 | 2 | 1 | 2 | 1 | 1 | 2 | 4 | 4 | 3 | 4 | 4 | 3 | 3 | 2 | 1 | 3 | 4 | 1 | 3 | 2 | 4 | 3 | 4 | 2 | 2 | 3 | 2 | 3 | 3 | 1 | 4 | 3 | 2 | 5 | 3 | 1 | 3 | 5 | 3 | 2 | 3 | 1 | 2 | 2 | 2 | 4 | 4 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 2 | 2 | 3 | 3 | 3 | 2 | 3 | 3 | 2 | 2 | 2 | 2 | 3 |
Descriptive Statistics (level 2)
Create a variable called FACEcomm (Family Communication) by adding together the following items FACES43 + FACES44 + FACES45 + FACES46 + FACES47 + FACES48 + FACES49 + FACES50 + FACES51 + FACES52
dataset3=dataset2 %>%
mutate(FACEcomm = FACES43 + FACES44 + FACES45 + FACES46 + FACES47 + FACES48 + FACES49 + FACES50 + FACES51 + FACES52) %>%
select(FACEcomm,everything())
#skimr::skim(dataset3$FACEcomm)-Note the average, standard deviation, and median values for the FACEcomm variable. Find the range as well.
desc_stat = function(x){
c(mean = mean(x,na.rm = T),
standard_dev = sd(x,na.rm = T),
median = median(x,na.rm = T),
range = range(x,na.rm = T))
}
desc_stat(dataset3$FACEcomm)## mean standard_dev median range1 range2
## 37.314286 5.666057 38.000000 26.000000 50.000000#mean:37.31, SD: 5.67, median: 38, range: 26 to 50Data visualization (level 3)
Create a box plot of the FACEcomm variable to identify any outliers
dataset4=dataset3 %>%
filter(!is.na(FACEcomm))
boxplot(dataset4$FACEcomm)
dataset4 %>%
ggplot(aes(y=FACEcomm))+
geom_boxplot()
Create a histogram on the FACEcomm variable to help visualize the distribution
hist(dataset4$FACEcomm)
dataset4 %>%
ggplot(aes(x=FACEcomm))+
geom_histogram(binwidth = 5)
dataset4 %>%
ggplot(aes(x=FACEcomm))+
geom_density()
Inferential statistics (level 4)
If you identified outliers in the previous step, filter them out from the data.
dataset5=dataset4 %>%
filter(FACEcomm >= 33,
FACEcomm <= 40)
slice_sample(dataset4,n=5)| FACEcomm | Progress | Duration_in_seconds | UserLanguage | Age | Gender | Countryborn | Stateborn | Countrycurrent | Statecurrent | Yearscurrent | Ethnicity | Race | OtherText | SexOrient | Childbiodad | Childbiomom | Childstepdad | Childstepmom | Childadoptdad | Childadoptmom | Childaunt | Childuncle | Childgrandfather | Childgrandmother | Childfosterdad | Childfostermom | Currentbiodad | Currentbiomom | Currentstepdad | Currentstepmom | Currentadoptdad | Currentadoptmom | Currentaunt | Currentuncle | Currentgrandfather | Currentgrandmother | Currentfosterdad | Currentfostermom | Primarychild | Primarynow | Samesex | Parentdecease | Parentdeceasetext | Siblings | Primmomnow | Primdadnow | Hoursmom | Hoursdad | SubSES | FatherEd | FatherEdText | MotherEd | MotherEdText | Religionnow | ReligChristother | ReligOther | OtherMaternal | OtherMaternalText | DyadM1 | DyadM2 | DyadM3 | DyadM4 | DyadM5 | DyadM6 | DyadM7 | DyadM8 | DyadM9 | DyadM10 | DyadM11 | DyadM12 | DyadM13 | DyadM14 | DyadM15 | DyadM16 | DyadM17 | DyadM18 | DyadM19 | DyadM20 | DyadM21 | DyadM22 | DyadM23 | DyadM24 | DyadM25 | NRIM1 | NRIM2 | NRIM3 | NRIM4 | NRIM5 | NRIM6 | NRIM7 | NRIM8 | NRIM9 | NRIM10 | NRIM11 | NRIM12 | NRIM13 | NRIM14 | NRIM15 | NRIM16 | NRIM17 | NRIM18 | NRIM19 | NRIM20 | NRIM21 | NRIM22 | NRIM23 | NRIM24 | NRIM25 | NRIM26 | NRIM27 | NRIM28 | NRIM29 | NRIM30 | NRIM31 | NRIM32 | NRIM33 | NRIM34 | NRIM35 | NRIM36 | NRIM37 | NRIM38 | NRIM39 | NRIM40 | NRIM41 | NRIM42 | NRIM43 | NRIM44 | NRIM45 | NRIM46 | NRIM47 | NRIM48 | NRIM49 | NRIM50 | NRIM51 | NRIM52 | NRIM53 | NRIM54 | NRIM55 | NRIM56 | NRIM57 | NRIM58 | NRIM59 | NRIM60 | NRIM61 | NRIM62 | NRIM63 | NRIM64 | OtherPaternal | OtherPaternalText | DyadF1 | DyadF2 | DyadF3 | DyadF4 | DyadF5 | DyadF6 | DyadF7 | DyadF8 | DyadF9 | DyadF10 | DyadF11 | DyadF12 | DyadF13 | DyadF14 | DyadF15 | DyadF16 | DyadF17 | DyadF18 | DyadF19 | DyadF20 | DyadF21 | DyadF22 | DyadF23 | DyadF24 | DyadF25 | NRIF1 | NRIF2 | NRIF3 | NRIF4 | NRIF5 | NRIF6 | NRIF7 | NRIF8 | NRIF9 | NRIF10 | NRIF11 | NRIF12 | NRIF13 | NRIF14 | NRIF15 | NRIF16 | NRIF17 | NRIF18 | NRIF19 | NRIF20 | NRIF21 | NRIF22 | NRIF23 | NRIF24 | NRIF25 | NRIF26 | NRIF27 | NRIF28 | NRIF29 | NRIF30 | NRIF31 | NRIF32 | NRIF33 | NRIF34 | NRIF35 | NRIF36 | NRIF37 | NRIF38 | NRIF39 | NRIF40 | NRIF41 | NRIF42 | NRIF43 | NRIF44 | NRIF45 | NRIF46 | NRIF47 | NRIF48 | NRIF49 | NRIF50 | NRIF51 | NRIF52 | NRIF53 | NRIF54 | NRIF55 | NRIF56 | NRIF57 | NRIF58 | NRIF59 | NRIF60 | NRIF61 | NRIF62 | NRIF63 | NRIF64 | COS1 | COS2 | COS3 | COS4 | COS5 | COS6 | COS7 | COS8 | COS9 | COS10 | COS11 | COS12 | COS13 | COS14 | COS15 | COS16 | FPS1 | FPS2 | FPS3 | FPS4 | FPS5 | FPS6 | FPS7 | FPS8 | FPS9 | FPS10 | SBQ1 | SBQ2 | SBQ3 | SBQ4 | SBQ5 | SBQ6 | SBQ7 | SBQ8 | SBQ9 | SBQ10 | SBQ11 | SBQ12 | SBQ13 | SBQ14 | SBQ15 | SBQ16 | SBQ17 | SBQ18 | SBQ19 | SBQ20 | SBQ21 | SBQ22 | SBQ23 | SBQ24 | SBQ25 | YRBS1 | YRBS2 | YRBS3 | YRBS4 | YRBS5 | YRBS6 | YRBS7 | YRBS8 | YRBS9 | YRBS10 | YRBS11 | YRBS12 | YRBS13 | YRBS14 | YRBS15 | YRBS16 | YRBS17 | SDQ1 | SDQ2 | SDQ3 | SDQ4 | SDQ5 | SDQ6 | SDQ7 | SDQ8 | SDQ9 | SDQ10 | SDQ11 | SDQ12 | SDQ13 | SDQ14 | SDQ15 | SDQ16 | SDQ17 | SDQ18 | SDQ19 | SDQ20 | SDQ21 | SDQ22 | SDQ23 | SDQ23b | SDQ24 | SDQ25 | FACES1 | FACES2 | FACES3 | FACES4 | FACES5 | FACES6 | FACES7 | FACES8 | FACES9 | FACES10 | FACES11 | FACES12 | FACES13 | FACES14 | FACES15 | FACES16 | FACES17 | FACES18 | FACES19 | FACES20 | FACES21 | FACES22 | FACES23 | FACES24 | FACES25 | FACES26 | FACES27 | FACES28 | FACES29 | FACES30 | FACES31 | FACES32 | FACES33 | FACES34 | FACES35 | FACES36 | FACES37 | FACES38 | FACES39 | FACES40 | FACES41 | FACES42 | FACES43 | FACES44 | FACES45 | FACES46 | FACES47 | FACES48 | FACES49 | FACES50 | FACES51 | FACES52 | FACES53 | FACES54 | FACES55 | FACES56 | FACES57 | FACES58 | FACES59 | FACES60 | FACES61 | FACES62 |
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| 42 | 84 | 1786 | EN | 18 | 1 | 111 | NA | 187 | 1 | 12 | Hispanic | NA | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 8 | 4 | 4 | 1 | Baptist/catholic | NA | 3 | 3 | 3 | 4 | 1 | 2 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 2 | 4 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 2 | 4 | 4 | 5 | 1 | 5 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 3 | 5 | 2 | 5 | 5 | 5 | 2 | 5 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 4 | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 1 | 5 | 4 | 5 | 2 | 3 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 3 | 5 | 1 | 5 | 4 | 5 | 2 | 3 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 1 | 5 | 4 | 4 | 1 | 4 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 8 | 8 | 8 | 9 | 8 | 6 | 8 | 9 | 6 | 6 | 9 | 8 | 5 | 6 | 8 | 8 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 1 | 4 | 1 | 4 | 1 | 1 | 1 | 1 | 4 | 4 | 4 | 4 | 4 | NA | 1 | 2 | 1 | 3 | 4 | 4 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 2 | 1 | 3 | 2 | 3 | 3 | 3 | 2 | 2 | 3 | 1 | 2 | 3 | 1 | 1 | 3 | 3 | 1 | 3 | 1 | 2 | 3 | 5 | 4 | 2 | 2 | 3 | 4 | 5 | 2 | 1 | 2 | 3 | 2 | 5 | 4 | 5 | 5 | 3 | 1 | 5 | NA | 1 | 4 | 1 | 2 | 5 | 4 | 1 | 3 | 4 | 2 | 5 | 4 | 1 | 3 | 4 | 2 | 2 | 4 | 4 | 4 | 2 | 2 | 4 | 4 | 5 | 5 | 4 | 5 | 4 | 5 | 1 | 5 | 5 | 4 | 4 | 5 | 5 | 4 | 5 | 3 | 3 | 5 | |||||||||
| 50 | 84 | 471 | EN | 19 | 1 | 187 | 25 | 187 | 25 | 19 | White | 1 | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 6 | 3 | 3 | 11 | NA | 5 | 4 | 4 | 4 | 4 | 5 | 3 | 5 | 4 | 5 | 4 | 5 | 3 | 4 | 3 | 4 | 4 | 3 | 5 | 4 | 4 | 3 | 4 | 4 | 4 | 4 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | NA | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | ||||||||||
| 45 | 87 | 1311 | EN | 18 | 2 | 187 | 44 | 187 | 44 | 18 | Czech, Native American | 1 | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | NA | 3 | 1 | 1 | 9 | 3 | 3 | 1 | NA | 2 | 3 | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 3 | 1 | 5 | 5 | 5 | 2 | 5 | 3 | 5 | 3 | 3 | 5 | 5 | 5 | 5 | 2 | 3 | 5 | 5 | 3 | 3 | 2 | 5 | 5 | 5 | 1 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 3 | 1 | 5 | 4 | 4 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 2 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 2 | 1 | 5 | 5 | 5 | 1 | 5 | 2 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 2 | 5 | 1 | 5 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 3 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | 5 | 9 | 9 | 9 | 9 | 1 | 9 | 5 | 5 | 5 | 4 | 9 | 9 | 5 | 9 | 9 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 1 | 1 | 2 | 2 | 3 | 1 | 3 | 1 | 1 | 3 | 2 | 1 | 3 | 1 | 1 | 3 | 3 | 1 | 2 | 1 | 2 | 2 | 5 | 4 | 2 | 1 | 1 | 1 | 4 | 3 | 1 | 1 | 1 | 1 | 5 | 5 | 3 | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 1 | 5 | 3 | 5 | 1 | 2 | 1 | 5 | 3 | 5 | 1 | 3 | 1 | 5 | 3 | 3 | 1 | 1 | 1 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 3 | 3 | 3 | 5 | 3 | 3 | 3 | 3 | 5 | 5 | ||||||||||
| 40 | 87 | 8477 | EN | 18 | 1 | 187 | 1 | 187 | 25 | 18 | White | 1 | Straight | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | NA | 1 | 3 | 3 | 6 | 3 | 3 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 4 | 1 | 4 | 4 | 5 | 1 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 2 | 4 | 5 | 5 | 4 | 4 | 2 | 4 | 4 | 4 | 4 | 4 | 2 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 4 | 5 | 5 | 2 | 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 5 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 4 | 4 | 4 | 5 | 5 | 3 | 5 | 3 | 3 | 1 | 3 | 4 | 4 | 1 | 4 | 3 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 2 | 4 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 2 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 4 | 5 | 1 | 1 | 9 | 9 | 1 | 4 | 8 | 8 | 6 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 2 | 1 | 3 | 2 | 1 | 3 | 2 | 3 | 2 | 1 | 3 | 1 | 2 | 3 | 1 | 1 | 2 | 3 | 1 | 3 | 1 | 1 | 3 | 5 | 3 | 2 | 2 | 3 | 2 | 4 | 3 | 1 | 3 | 3 | 2 | 4 | 4 | 2 | 2 | 3 | 2 | 4 | 4 | 2 | 3 | 4 | 3 | 3 | 3 | 2 | 2 | 2 | 1 | 4 | 4 | 2 | 3 | 4 | 2 | 4 | 3 | 2 | 2 | 3 | 2 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | ||||||||||
| 31 | 83 | 2609 | EN | 19 | 1 | 163 | NA | 187 | 25 | 19 | 2 | NA | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 1 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 2 | 2 | 2 | 1 | Step Father | 2 | 1 | 7 | 3 | 2 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 2 | 4 | 5 | 5 | 1 | 5 | 5 | 5 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 1 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 3 | 1 | 4 | 5 | 5 | 5 | 5 | 1 | 4 | 3 | 3 | 1 | 3 | 1 | 3 | 1 | 3 | 1 | 5 | 1 | 3 | 1 | 3 | 5 | 5 | 4 | 4 | 3 | 3 | 2 | 1 | 1 | 4 | 1 | 1 | 1 | 5 | 1 | 4 | 1 | 4 | 1 | 3 | 1 | 3 | 1 | 4 | 1 | 3 | 1 | 2 | 3 | 2 | 5 | 5 | 7 | 7 | 7 | 8 | 8 | 8 | 8 | 8 | 9 | 9 | 6 | 6 | 8 | 7 | 8 | 8 | 3 | 3 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 4 | 4 | 2 | 1 | 1 | 1 | 4 | 4 | 4 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 1 | 4 | 4 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 1 | 3 | 1 | 3 | 2 | 3 | 3 | 2 | 3 | 1 | 2 | 3 | 2 | 2 | 3 | 1 | 2 | 3 | 3 | 1 | 1 | 2 | 2 | 2 | 4 | 3 | 2 | 2 | 2 | 2 | 4 | 4 | 3 | 3 | 2 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 |
Is there a significant difference in FACEcomm between people who identify with ‘Religionnow’ = 1 and ‘Religionnow’ = 11?
religion_1=dataset5 %>%
filter(Religionnow=='1') %>%
select(Religionnow,everything())
religion_11=dataset5 %>%
filter(Religionnow=='11') %>%
select(Religionnow,everything())
shapiro.test(religion_1$FACEcomm)##
## Shapiro-Wilk normality test
##
## data: religion_1$FACEcomm
## W = 0.89318, p-value = 0.2917shapiro.test(religion_11$FACEcomm)##
## Shapiro-Wilk normality test
##
## data: religion_11$FACEcomm
## W = 0.98684, p-value = 0.7804hist(religion_1$FACEcomm)
hist(religion_11$FACEcomm)
#no significant difference
t.test(religion_1$FACEcomm,religion_11$FACEcomm)##
## Welch Two Sample t-test
##
## data: religion_1$FACEcomm and religion_11$FACEcomm
## t = 1.0092, df = 2.9257, p-value = 0.3889
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -3.560630 6.798725
## sample estimates:
## mean of x mean of y
## 38.28571 36.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