From bae48fd536e63555ec4db2c90695dc894eed860b Mon Sep 17 00:00:00 2001 From: Hening Wang Date: Mon, 18 Nov 2024 13:52:10 +0100 Subject: [PATCH] add first analysis of first data v1 --- experiments/pilot-indirectSource/.DS_Store | Bin 10244 -> 10244 bytes .../analysis/analysis-script-pilot-v1.Rmd | 145 ++++++++++++++++++ .../analysis/analysis-script-pilot-v1.pdf | Bin 0 -> 270595 bytes .../analysis/analysis.Rproj | 13 ++ .../pilot-indirectSource/data/.DS_Store | Bin 0 -> 6148 bytes .../data/pilot-v1/results.csv | 41 +++++ 6 files changed, 199 insertions(+) create mode 100644 experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.Rmd create mode 100644 experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.pdf create mode 100644 experiments/pilot-indirectSource/analysis/analysis.Rproj create mode 100644 experiments/pilot-indirectSource/data/.DS_Store create mode 100644 experiments/pilot-indirectSource/data/pilot-v1/results.csv diff --git a/experiments/pilot-indirectSource/.DS_Store b/experiments/pilot-indirectSource/.DS_Store index 325f415298f31e62418d79fe31269fc712f5c21f..b1b3e2f25a2e1187c7677537fe2eb2761c1b0fe3 100644 GIT binary patch delta 360 zcmZn(XbG6$FDl8vz`)4BAi%&-$xzIY$xxh=ZWz3=a2or>2Hwr=94s95AQc=8i41u_ zoP(??IX|}mCpv{k2)@drIRlR8f?}P zc+AMj!jJ+qrGz1IvY1cmgK;yv!Y`K1KgF1t0Z}j$ZU6uP diff --git a/experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.Rmd b/experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.Rmd new file mode 100644 index 0000000..fa9a6b9 --- /dev/null +++ b/experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.Rmd @@ -0,0 +1,145 @@ +--- +title: "Analysis Script Pilot Indirect Source v1" +author: "Hening Wang" +date: "2024-11-18" +output: pdf_document +editor_options: + markdown: + wrap: 72 +--- +Supress messages in this document so that the output is cleaner +```{r setup, include=FALSE} +knitr::opts_chunk$set(warning = FALSE, message = FALSE) +``` +Import packages. +```{r} +rm(list = ls()) + +options(warn = -1) +library(tidyverse) +library(lme4) +library(lmerTest) +library(ggplot2) +library(aida) +``` + +Set up theme for ggplot. + +```{r} +theme_set(theme_aida()) + +################################################## +## CSP-colors +################################################## +CSP_colors = c( + "#7581B3", "#99C2C2", "#C65353", "#E2BA78", "#5C7457", "#575463", + "#B0B7D4", "#66A3A3", "#DB9494", "#D49735", "#9BB096", "#D4D3D9", + "#414C76", "#993333" + ) +# setting theme colors globally +scale_colour_discrete <- function(...) { + scale_colour_manual(..., values = CSP_colors) +} +scale_fill_discrete <- function(...) { + scale_fill_manual(..., values = CSP_colors) +} +``` + +# Data Import & Preprocessing + +Import data + +```{r} +data <- read.csv("../data/pilot-v1/results.csv") +``` + +Factorise variables: id, item, informationSource, listenerRole + +```{r} +data$id <- as.factor(1:nrow(data)) +data$item <- as.factor(data$condition) +data$informationSource <- as.factor(data$informationSource) +data$listenerRole <- as.factor(data$listenerRole) +``` + +Recruitment criteria: 1. English native speakers 2. Approval rate \> 90% +3. Completion \> 5 times 4. Not included in the prior studies of +CommuniCause + +# Plots + +## A histogram showing the distribution of probs. +**Interpretation: Data is left-skewed.** + +```{r} +ggplot(data, aes(x = probs)) + + geom_histogram(binwidth = 5, fill = CSP_colors[1]) + + labs(title = "Distribution of Slider Ratings", + x = "Slider Ratings", + y = "Frequency") + +``` + +## Plot the dependent variable "probs" against conditions. + +**Interpretation:** + +1. No significant difference between conditions. +2. Perhaps due to: + + not enough sample size. + + the empirical distribution is severe skewed. This is problem of slider rating in general. + + manipulation too subtle. +3. We can try to observe some trends though: + + "Direct" information seems to have a higher mean rating than "indirect", as expected. + + The role "scientist" seems to be more sensitive to indirectness of information. This could lead to a potential interaction as expected. + +Next step: It seems that manipulation did have some effects given 3.2, but it was too subtle to be statistically significant. We should probably rework the design of the study by addressing the three points in 2. + +```{r} +ggplot(data, aes(x = informationSource, y = probs, fill = listenerRole)) + + geom_boxplot() + + labs(title = "Slider Ratings by Conditions", + x = "Information Source", + y = "Slider Ratings", + fill = "Listener Role") +``` + +## Plot transformed data + +Given that data is left-skewed. We perform a log transformation, and +show a QQ plot after data transformation. + +It does not really help. Now the data is right-skewed. + +```{r} +data$transformed_probs <- log(max(data$probs+1) - data$probs) +qqnorm(data$transformed_probs) +``` + +Another empirical plot with transformed data. +Nothing really interesting here. +```{r} +ggplot(data, aes(x = informationSource, y = transformed_probs, fill = listenerRole)) + + geom_boxplot() + + labs(title = "log transformed Slider Ratings by Conditions", + x = "Information Source", + y = "Slider Ratings", + fill = "Listener Role") +``` + +# Statistical Analysis +**Note: Nothing is significant here.** + +Fit a linear model with full interaction. +```{r} +model_full <- lm(probs ~ informationSource * listenerRole, data = data) +summary(model_full) + +``` + +Fit another lm with transformed data. + +```{r} +model_full_transformed <- lm(transformed_probs ~ informationSource * listenerRole, data = data) +summary(model_full_transformed) +``` diff --git a/experiments/pilot-indirectSource/analysis/analysis-script-pilot-v1.pdf 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High-school,123734,1731674315461,1731674191727,male,indirect,spaceColony,2,English,scientist,,83,627218ff9eeedee1aa9c45f5,67374040f97a36e40efb3458,67373c1dff5d8c820f450e62,87236,,0 +37,30,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Graduated College,155792,1731674348803,1731674193011,male,direct,spaceColony,1,english,scientist,,90,6426124fd4520b59c2330332,67374042135bbac77fe09a85,67373c1dff5d8c820f450e62,71430,,0 +28,24,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,indirect_scientist,Graduated College,206802,1731674276088,1731674069286,other,indirect,spaceColony,2,English,scientist,,70,60dee81a675c2b4280e62726,67373fcbcba3b77571418a88,67373c1dff5d8c820f450e62,140259,,0 +29,53,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,indirect_scientist,Higher degree,117190,1731674249531,1731674132341,female,indirect,spaceColony,2,English,scientist,,69,5f589d27b9bdc9016c605c7e,67374029b6a6d1a4211f277d,67373c1dff5d8c820f450e62,54156,,0 +30,31,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Higher degree,108892,1731674292426,1731674183534,male,indirect,spaceColony,4,English,colonist,,100,5ebfe132d46d24025eccd30d,6737403aeb242cad3b625335,67373c1dff5d8c820f450e62,31858,,0 +32,65,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Higher degree,171879,1731674304306,1731674132427,male,direct,spaceColony,3,English,colonist,,100,63076cd447ae6e2366804685,67374005c30edb7574759629,67373c1dff5d8c820f450e62,105174,,0 +33,41,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Graduated High-school,63876,1731674309161,1731674245285,female,direct,spaceColony,1,english,scientist,,25,5eb9499bcbc2140180e31037,6737407d77a96cc286967fc4,67373c1dff5d8c820f450e62,50858,,0 +35,26,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Graduated College,177336,1731674318959,1731674141623,female,direct,spaceColony,1,ENGLISH,scientist,,88,63d50bcf290a52a9f24cc357,6737400f490c87a0dd116a3e,67373c1dff5d8c820f450e62,114342,,0 +38,49,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Higher degree,182917,1731674362239,1731674179322,male,indirect,spaceColony,4,english,colonist,,100,572bcdbb34b25a0010ddd977,673740378e905a73f01cf718,67373c1dff5d8c820f450e62,77303,,0 +40,44,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated College,104663,1731674383170,1731674278507,female,indirect,spaceColony,4,English,colonist,,90,653bb9ac59c92c4b9f32f258,67374090834499a073b86dcc,67373c1dff5d8c820f450e62,64215,,0 +36,56,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated College,131250,1731674336781,1731674205531,female,direct,spaceColony,3,english,colonist,,76,66feea3ea82be9c8e036bd6e,67374051b57b3be2f4a6ed21,67373c1dff5d8c820f450e62,66880,,0 +41,28,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Higher degree,112506,1731674393558,1731674281052,male,direct,spaceColony,1,"English, Welsh",scientist,,95,628f93509647b89df3644ad1,6737409f117151cafbc009ad,67373c1dff5d8c820f450e62,56796,,0 +42,58,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Higher degree,115279,1731674395538,1731674280259,female,direct,spaceColony,3,english,colonist,,76,60c6906540d3bc4eed4c35a0,6737409a513a6110e34b0e6c,67373c1dff5d8c820f450e62,53149,,0 +43,50,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated College,127911,1731674403714,1731674275803,male,direct,spaceColony,3,English,colonist,,61,56296779c8ffc200055134c9,67374095135bbac77fe09a94,67373c1dff5d8c820f450e62,57045,,0 +44,30,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Higher degree,206760,1731674417852,1731674211092,male,direct,spaceColony,1,English,scientist,,91,568d0641b5a2c2000cb657d0,6737405ee77fb67372825e0f,67373c1dff5d8c820f450e62,108988,,0 +45,22,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,Interesting survey,direct_colonist,Higher degree,136728,1731674440035,1731674303307,male,direct,spaceColony,3,English,colonist,,80,662fa014fd36bb7b70097c24,673740b4aceb9e06c5ccccea,67373c1dff5d8c820f450e62,67415,,0 +46,47,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Higher degree,306472,1731674453561,1731674147089,male,direct,spaceColony,1,English,scientist,,92,6554cfc335ac9ff968a5f162,67373fedcf3e3a0cb79b29fc,67373c1dff5d8c820f450e62,238960,,0 +47,29,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Graduated College,189325,1731674460366,1731674271041,male,direct,spaceColony,1,"english, japanese",scientist,,79,5d7f74f4ed58b60016490887,67374071f852ab52f5b5af50,67373c1dff5d8c820f450e62,132840,,0 +48,46,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,None,direct_scientist,Graduated College,179794,1731674485554,1731674305760,male,direct,spaceColony,1,English,scientist,,100,6661734a551b4354f952cd57,673740af0b7cebfefd3e85fc,67373c1dff5d8c820f450e62,78824,,0 +49,24,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,direct_scientist,Graduated High-school,115060,1731674501310,1731674386250,female,direct,spaceColony,1,English,scientist,,52,5f8375aef397bf12ad765a62,67373f9ace8dec57ac9fcbbd,67373c1dff5d8c820f450e62,53554,,0 +50,38,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated College,177975,1731674518247,1731674340272,female,direct,spaceColony,3,english,colonist,,100,5ffcf2992e58f31b272ab721,673740aa4860c94a523f131f,67373c1dff5d8c820f450e62,63445,,0 +51,55,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Higher degree,435195,1731674646569,1731674211374,female,direct,spaceColony,3,English,colonist,,66,5713cc324cfd6f0009aa7329,673740543a11eec3de007729,67373c1dff5d8c820f450e62,77116,,0 +52,29,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated College,299893,1731674646822,1731674346929,female,indirect,spaceColony,4,"English , IsiZulu",colonist,,61,5fb57363656d5607d4a94149,673740b5556763cc6f01579d,67373c1dff5d8c820f450e62,139704,,0 +53,78,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated High-school,355294,1731674647938,1731674292644,female,indirect,spaceColony,4,English,colonist,,50,60b94f837bfda8b1977feef0,673740994649b52eeff1f7af,67373c1dff5d8c820f450e62,137400,,0 +54,23,Ensure that there is a steady supply of Xeliherb to meet daily survival needs,true,,direct_colonist,Graduated High-school,187239,1731674891503,1731674704264,female,direct,spaceColony,3,English,colonist,,99,606dea112436631b694c56ad,6737422ccf5b84eaeaf6fba6,67373c1dff5d8c820f450e62,88100,,0 +55,39,Gather data to uncover patterns in Xeliherb growth that could inform future research,true,,indirect_scientist,Higher degree,815226,1731675079403,1731674264177,female,indirect,spaceColony,2,Xhosa,scientist,,89,5fa4faf94527261b54915c03,6737408881a9922c5bb08ec6,67373c1dff5d8c820f450e62,21900,,0