Replication Data for: Introducing ReChat: A Lab-in-the-Cloud for Text Discussions (doi:10.7910/DVN/PWHPTG)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

Document Description

Citation

Title:

Replication Data for: Introducing ReChat: A Lab-in-the-Cloud for Text Discussions

Identification Number:

doi:10.7910/DVN/PWHPTG

Distributor:

Harvard Dataverse

Date of Distribution:

2024-10-13

Version:

1

Bibliographic Citation:

Schulz, William; Xiaoxiao Shen, 2024, "Replication Data for: Introducing ReChat: A Lab-in-the-Cloud for Text Discussions", https://doi.org/10.7910/DVN/PWHPTG, Harvard Dataverse, V1, UNF:6:IJfW/DDOe70es90zpgQGJA== [fileUNF]

Study Description

Citation

Title:

Replication Data for: Introducing ReChat: A Lab-in-the-Cloud for Text Discussions

Identification Number:

doi:10.7910/DVN/PWHPTG

Authoring Entity:

Schulz, William (Stanford University)

Xiaoxiao Shen (Yale University)

Distributor:

Harvard Dataverse

Access Authority:

Schulz, William

Depositor:

Schulz, William

Date of Deposit:

2024-09-12

Holdings Information:

https://doi.org/10.7910/DVN/PWHPTG

Study Scope

Keywords:

Social Sciences

Abstract:

<p>This repository contains all materials needed to replicate results presented in the paper <em>"Introducing ReChat: A Lab-in-the-Cloud for Text Discussions"</em> by Xiaoxiao Shen and William Small Schulz.</p> <p>The results can be reproduced by running the <code>code/analyses.R</code> script, which will rerun all data cleaning, model estimation, analyses, and visualizations from the paper, and which will output all the results presented in the paper.</p> <p>The results shown in the paper were generated by running this script on an AWS r5d.4xlarge machine (with 16-core CPU and 120 GB memory, though this is significantly greater compute and memory than is necessary), running Ubuntu (18.04) and R (4.2.1), with the following R packages installed:</p> <ul> <li><code>dplyr</code> (version 1.1.4) for data manipulation,</li> <li><code>haven</code> (version 2.5.4) for reading and writing data formats like SPSS, SAS, and Stata,</li> <li><code>lmtest</code> (version 0.9-40) for diagnostic tests for linear models,</li> <li><code>lubridate</code> (version 1.9.3) for working with dates and times,</li> <li><code>moments</code> (version 0.14.1) for calculating moments of a dataset (e.g., skewness and kurtosis),</li> <li><code>pdftools</code> (version 3.4.0) for extracting text, metadata, and other content from PDF files,</li> <li><code>psych</code> (version 2.3.6) for psychological and statistical analysis,</li> <li><code>purrr</code> (version 1.0.2) for functional programming tools,</li> <li><code>readr</code> (version 2.1.5) for reading rectangular data quickly and efficiently,</li> <li><code>sandwich</code> (version 3.0-2) for robust covariance matrix estimators,</li> <li><code>sentimentr</code> (version 2.9.0) for text sentiment analysis,</li> <li><code>stargazer</code> (version 5.2.3) for creating LaTeX, HTML, and ASCII tables from regression models,</li> <li><code>stringr</code> (version 1.5.1) for string manipulation,</li> <li><code>tidyr</code> (version 1.3.1) for tidying data,</li> <li><code>webshot</code> (version 0.5.5) for taking screenshots of web pages.</li> </ul> <p>The R package <code>webshot</code> depends on <code>libpoppler-cpp-dev</code> (version 0.62.0-2ubuntu2.14), which was installed with <code>apt-get</code>, and on running the following line of code after installing the above packages:</p> <pre><code>Rscript -e "webshot::install_phantomjs()"</code></pre> <p>Finally, our custom R package <code>rechat</code> (sourced from GitHub under the repository <code>willschulz/rechat</code> with commit hash <code>b68ee000e295cee1442c8a0d1fe3e73a92cae728</code>) is also installed.</p>

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

File Description--f10522714

File: Data Misestimating AP September 5 2020.tab

  • Number of cases: 5191

  • No. of variables per record: 50

  • Type of File: text/tab-separated-values

Notes:

UNF:6:IJfW/DDOe70es90zpgQGJA==

Variable Description

List of Variables:

Variables

Wave1PID

f10522714 Location:

Summary Statistics: Valid 5183.0; StDev 2.045555796918218; Min. 1.0; Mean 3.360601967972211; Max. 7.0

Variable Format: numeric

Notes: UNF:6:ENvzIGR/Sl091RypKjTHsg==

Education

f10522714 Location:

Summary Statistics: Valid 5112.0; Mean 3.14319248826291; Min. 1.0; StDev 0.9566195351142253; Max. 5.0

Variable Format: numeric

Notes: UNF:6:hcyrEx/+jg0MraSMd0NEMg==

Income

f10522714 Location:

Summary Statistics: Valid 5101.0; Mean 2.2201529111938862; StDev 1.0848121081306688; Min. 1.0; Max. 5.0

Variable Format: numeric

Notes: UNF:6:WSlJqRp6o/oE0xhdwQ1KvA==

Religion

f10522714 Location:

Summary Statistics: Valid 5110.0; Min. 1.0; Mean 4.230528375733856; StDev 2.528461499023254; Max. 7.0

Variable Format: numeric

Notes: UNF:6:KS2wQ0wYn8GutVggatQ5cA==

Religion_other

f10522714 Location:

Variable Format: character

Notes: UNF:6:1rx282ma/Vr4PC5A8HK+dQ==

Race

f10522714 Location:

Summary Statistics: StDev 1.1752781160068282; Min. 1.0; Valid 5112.0; Max. 6.0; Mean 1.6400625978090762

Variable Format: numeric

Notes: UNF:6:PB4oJGXJtZY4Qx+c6G61rQ==

Race_other

f10522714 Location:

Variable Format: character

Notes: UNF:6:E8mHAWRlWttf2UPcfGCDtQ==

Gender

f10522714 Location:

Summary Statistics: StDev 0.5310143382130212; Valid 5106.0; Mean 1.5242851547199356; Max. 4.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:IAlAXwxZqGCsZrFmToRGKg==

Age

f10522714 Location:

Summary Statistics: Mean 4.090250587314017; Valid 5108.0; StDev 1.1420882079293748; Max. 6.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:y7q+/lylwpRx0q9xyX8WiQ==

Condition

f10522714 Location:

Summary Statistics: Mean 7.010066290203589; StDev 4.110715646245544; Valid 4073.0; Min. 1.0; Max. 13.0

Variable Format: numeric

Notes: UNF:6:f6qJVN4XAQA6dPxlQurpZA==

Wave2PID

f10522714 Location:

Summary Statistics: Valid 4073.0; Min. 1.0; Max. 7.0; StDev 2.0921112794083845; Mean 3.336115885096981;

Variable Format: numeric

Notes: UNF:6:KJqp0DTztZt9ORP0fDjgzg==

Feelingtherm_outgroup

f10522714 Location:

Summary Statistics: Valid 3450.0; Max. 100.0; Min. 0.0; StDev 25.727066335979668; Mean 40.592753623188415

Variable Format: numeric

Notes: UNF:6:dl5LsDEZH+qdbuvM6xC+yg==

Feelingtherm_ingroup

f10522714 Location:

Summary Statistics: Min. 0.0; Mean 62.71035879629643; Max. 100.0; Valid 3456.0; StDev 23.571236789942695;

Variable Format: numeric

Notes: UNF:6:YkzjlMeI4DgIcJNah37IRQ==

Patriotic_outgroup

f10522714 Location:

Summary Statistics: Valid 3415.0; Max. 5.0; StDev 1.05490418297761; Mean 2.8111273792093723; Min. 1.0

Variable Format: numeric

Notes: UNF:6:39oGbBqgdj1I3xi+GHPPbA==

Intelligent_outgroup

f10522714 Location:

Summary Statistics: Valid 3413.0; Mean 2.7746850278347495; Max. 5.0; StDev 1.0316976281912633; Min. 1.0

Variable Format: numeric

Notes: UNF:6:JRykJJjhYCfCuJUhI+XpUw==

Honest_outgroup

f10522714 Location:

Summary Statistics: Valid 3412.0; Min. 1.0; StDev 1.0809556116402257; Max. 5.0; Mean 2.5791324736225096;

Variable Format: numeric

Notes: UNF:6:hcuQ+RMWXAWxuXPXrqjeEQ==

Openminded_outgroup

f10522714 Location:

Summary Statistics: Max. 5.0; StDev 1.1386015650184007; Mean 2.3297186400937857; Min. 1.0; Valid 3412.0

Variable Format: numeric

Notes: UNF:6:dVwkn5kz2DfhkT4I7JOWhQ==

Generous_outgroup

f10522714 Location:

Summary Statistics: Max. 5.0; Mean 2.4923753665689143; Valid 3410.0; StDev 1.0690863675806188; Min. 1.0

Variable Format: numeric

Notes: UNF:6:yhAWzgiP3HXf2lT29VV2cA==

Hypocritical_outgroup

f10522714 Location:

Summary Statistics: Max. 5.0; Mean 3.370750293083237; Valid 3412.0; Min. 1.0; StDev 1.2218091558762856

Variable Format: numeric

Notes: UNF:6:eISJq6JygheaQZEIUjxgbA==

Selfish_outgroup

f10522714 Location:

Summary Statistics: StDev 1.212770596311508; Min. 1.0; Mean 3.204745166959577; Max. 5.0; Valid 3414.0

Variable Format: numeric

Notes: UNF:6:MMwpQsi9jJdf6a/WdyosOw==

Mean_outgroup

f10522714 Location:

Summary Statistics: Valid 3410.0; Mean 2.9527859237536656; StDev 1.2165619742427458; Min. 1.0; Max. 5.0

Variable Format: numeric

Notes: UNF:6:ylw4KXZk7vEx/0Pkt6J3Sw==

Patriotic_ingroup

f10522714 Location:

Summary Statistics: StDev 0.9915171313481711; Mean 3.4575278265963676; Min. 1.0; Max. 5.0; Valid 3414.0;

Variable Format: numeric

Notes: UNF:6:4BCYxg2WeYSLVAmcFicNpg==

Intelligent_ingroup

f10522714 Location:

Summary Statistics: Min. 1.0; Valid 3409.0; Mean 3.4963332355529477; Max. 5.0; StDev 0.9205855463108354

Variable Format: numeric

Notes: UNF:6:Hsj0h4RatLKKCwDll5MBJg==

Honest_ingroup

f10522714 Location:

Summary Statistics: Min. 1.0; Mean 3.2991202346041058; StDev 0.9509682827997352; Max. 5.0; Valid 3410.0

Variable Format: numeric

Notes: UNF:6:idxWGneUfAprbDMR8fyL6Q==

Openminded_ingroup

f10522714 Location:

Summary Statistics: StDev 1.0697898408664344; Mean 3.392961876832845; Valid 3410.0; Min. 1.0; Max. 5.0

Variable Format: numeric

Notes: UNF:6:eTcMN4nrAaGyMiBK65KMjQ==

Generous_ingroup

f10522714 Location:

Summary Statistics: Max. 5.0; Min. 1.0; Mean 3.3692848769050405; Valid 3412.0; StDev 0.9836990145001622

Variable Format: numeric

Notes: UNF:6:Gk86aQiilBDjQ0tJesaPgg==

Hypocritical_ingroup

f10522714 Location:

Summary Statistics: StDev 1.0620059904720611; Max. 5.0; Min. 1.0; Mean 2.5723915592028135; Valid 3412.0

Variable Format: numeric

Notes: UNF:6:+ffvRa651rTX6XQ/J/cF4A==

Selfish_ingroup

f10522714 Location:

Summary Statistics: Min. 1.0; Max. 5.0; StDev 1.0423773122104378; Valid 3412.0; Mean 2.390679953106682

Variable Format: numeric

Notes: UNF:6:1E4+H+TfuztKbSNSueeulA==

Mean_ingroup

f10522714 Location:

Summary Statistics: Mean 2.2426643192488265; StDev 1.060306124558152; Min. 1.0; Max. 5.0; Valid 3408.0;

Variable Format: numeric

Notes: UNF:6:LMW+svnx0QTTZ9XoaCA3BA==

Trust_outgroup

f10522714 Location:

Summary Statistics: Valid 3413.0; Min. 1.0; StDev 0.9815546462431897; Mean 2.1508936419572207; Max. 5.0;

Variable Format: numeric

Notes: UNF:6:PPklmS9XTGvQ47ehRBs80g==

Trust_ingroup

f10522714 Location:

Summary Statistics: StDev 0.9831846912807493; Mean 3.218411023160364; Max. 5.0; Valid 3411.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:Sv8nkOdq6JOyXVKAH+rqLg==

Friends_outgroup

f10522714 Location:

Summary Statistics: StDev 0.9449276212000063; Min. 1.0; Mean 2.723298122065727; Valid 3408.0; Max. 4.0;

Variable Format: numeric

Notes: UNF:6:wpxuYd4tJs11hYZHPMxKnw==

Neighbors_outgroup

f10522714 Location:

Summary Statistics: Min. 1.0; Max. 4.0; Mean 2.8186619718309838; StDev 0.9260811986198701; Valid 3408.0;

Variable Format: numeric

Notes: UNF:6:0HGOSl1luLcMY4X34EXAVQ==

Marry_outgroup

f10522714 Location:

Summary Statistics: Max. 4.0; StDev 0.9531696336675256; Min. 1.0; Valid 3408.0; Mean 2.1144366197183118;

Variable Format: numeric

Notes: UNF:6:ZRfiNBuzkoIHj3zQM4tR8Q==

Friends_ingroup

f10522714 Location:

Summary Statistics: Min. 1.0; StDev 0.7687351016988134; Mean 3.3198356807511766; Max. 4.0; Valid 3408.0

Variable Format: numeric

Notes: UNF:6:rGqMXdNmr7d/5dko/QT35Q==

Neighbors_ingroup

f10522714 Location:

Summary Statistics: Mean 3.3178749633108326; StDev 0.7770832086673468; Valid 3407.0; Min. 1.0; Max. 4.0

Variable Format: numeric

Notes: UNF:6:5KMiS23M++e6/koDGVoGaw==

Marry_ingroup

f10522714 Location:

Summary Statistics: Max. 4.0; Mean 1.5745305164319272; Valid 3408.0; Min. 1.0; StDev 0.8331742973073962

Variable Format: numeric

Notes: UNF:6:9rp7XXsmK20Ie+bY3IZOSQ==

Category_outgroup

f10522714 Location:

Summary Statistics: Min. 1.0; Max. 4.0; Mean 1.2015276145710927; Valid 3404.0; StDev 0.5832796249609401

Variable Format: numeric

Notes: UNF:6:GrxaQGmWyYD9nszqZgeDEg==

Category_ingroup

f10522714 Location:

Summary Statistics: Mean 1.1820052925610114; Min. 1.0; Valid 3401.0; StDev 0.5558085588488528; Max. 4.0

Variable Format: numeric

Notes: UNF:6:3uPLnAaZkdKAo2RZlC/JgA==

Ideology_outparty

f10522714 Location:

Summary Statistics: Min. 1.0; Mean 2.1859813084112147; StDev 0.8297495421736005; Max. 3.0; Valid 1070.0

Variable Format: numeric

Notes: UNF:6:7gu7+qtm2lZrz5Sz322CKQ==

Ideology_party

f10522714 Location:

Summary Statistics: Min. 1.0; StDev 0.7043490126552994; Max. 3.0; Valid 1069.0; Mean 1.8933582787652008;

Variable Format: numeric

Notes: UNF:6:ufMOwEVGdI2Tjvg+tiSfRw==

Talk_Freq_outparty

f10522714 Location:

Summary Statistics: Valid 1069.0; StDev 0.6199488536520397; Max. 3.0; Mean 2.5509822263797943; Min. 1.0

Variable Format: numeric

Notes: UNF:6:zDMx3RuVJNIH0jX/TRjD3w==

Talk_Freq_party

f10522714 Location:

Summary Statistics: Valid 1068.0; Mean 2.415730337078652; StDev 0.6025684873494855; Max. 3.0; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:Urs1GYrDF43E4ebDXoA+WQ==

Category_outparty

f10522714 Location:

Summary Statistics: Max. 4.0; StDev 0.689599548550295; Mean 1.263837638376384; Valid 542.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:3WFZD28XVuvcSGxfdL/E8g==

Category_party

f10522714 Location:

Summary Statistics: StDev 0.6887142929291248; Max. 4.0; Min. 1.0; Mean 1.2680221811460257; Valid 541.0

Variable Format: numeric

Notes: UNF:6:Fnugh3KSihWhlLlEkhyisg==

wave3pid

f10522714 Location:

Summary Statistics: Mean 3.3014105419450597; Min. 1.0; Max. 7.0; Valid 4041.0; StDev 2.0809652391884663

Variable Format: numeric

Notes: UNF:6:wXYrt0ImvgqQbgfMuyIwIA==

Political_descriptorwave3

f10522714 Location:

Summary Statistics: StDev 0.6692333417200859; Max. 3.0; Valid 3526.0; Mean 1.8944980147475887; Min. 1.0

Variable Format: numeric

Notes: UNF:6:Rs3H8T8flmyda5ZB3O1SUA==

Talk_freqwave3

f10522714 Location:

Summary Statistics: StDev 0.7206098496327752; Min. 1.0; Valid 3528.0; Max. 3.0; Mean 1.9733560090702955

Variable Format: numeric

Notes: UNF:6:+pmvcSOziKsbM4Bobl7DGg==

inwave3

f10522714 Location:

Summary Statistics: Mean 0.7798112117125803; Max. 1.0; Valid 5191.0; StDev 0.41441376635809385; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:M4NkgKEeYfpNk/bTNeyG4A==

inwave2

f10522714 Location:

Summary Statistics: Min. 0.0; StDev 0.4107195050761898; Valid 5191.0; Max. 1.0; Mean 0.7852051627817471;

Variable Format: numeric

Notes: UNF:6:xLBeeuv9IbuIZxR/Ws/90A==

Other Study-Related Materials

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REPRODUCING.md

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text/markdown

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analyses.R

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type/x-r-syntax

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LICENSE

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text/plain; charset=US-ASCII

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Data Key Misestimating AP September 5 2020.docx

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application/vnd.openxmlformats-officedocument.wordprocessingml.document

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3583fe12-0f20-44b6-a08d-878ce3842b58.csv

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text/csv

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47cb1084-4cf5-4697-be97-f6447c9f186a.csv

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text/csv

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raw_survey_data.rds

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application/gzip

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dem_chats.csv

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text/csv

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raw_survey_data.rds

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application/gzip

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rep_chats.csv

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text/csv

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Dockerfile

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application/x-docker-file

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postInstall

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text/plain; charset=US-ASCII

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Introducing_ReChat_Study_1.qsf

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application/octet-stream

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Introducing_ReChat_Study_2.qsf

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application/octet-stream

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ReChat_Template.qsf

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application/octet-stream

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lee_bounds.pdf

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output

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text/plain; charset=UTF-8

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pooled_pid_dist.pdf

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s12_mobile_loq.tex

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s12_mobile_percentage.txt

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s12_mobile_tech.tex

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s1_chat_example_1.pdf

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s1_chat_example_2.pdf

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s1_chat_example_3.pdf

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s1_chat_example_4.pdf

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s1_chat_example_5.pdf

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s1_chat_example_6.pdf

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s1_college_p.txt

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s1_consent_complete_perc.txt

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s1_consent_noncomplete_perc.txt

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s1_consent_percentage.txt

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s1_expressor_p.txt

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s1_extro_corr_otherpredictors.tex

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s1_extro_p.txt

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s1_loquaciousness_resized.tex

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s1_polint_p.txt

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s1_recruitment_timehist.pdf

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s1_selection_into_chat.tex

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s1_selection_into_chat_resized.tex

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s1_sm_p.txt

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s2_affpol_change_ttest_p.txt

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s2_analysis_n.txt

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s2_charcount_meansd.txt

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s2_char_hist.pdf

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s2_char_ideoext_p.txt

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s2_char_male_p.txt

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s2_char_treatment_p.txt

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s2_chatroom_n.txt

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s2_chat_example_1.pdf

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s2_chat_example_2.pdf

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s2_chat_example_3.pdf

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s2_chat_example_4.pdf

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s2_chat_example_5.pdf

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application/pdf

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s2_chat_example_6.pdf

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application/pdf

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s2_coefplot_char.pdf

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application/pdf

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s2_coefplot_mess.pdf

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application/pdf

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s2_completed_treatment_percentage.txt

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s2_extro_p.txt

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s2_group_polarization_interactions.tex

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s2_group_polarization_interactions_withtreat.tex

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s2_group_polarization_main.tex

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s2_mean_affpol_change.txt

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s2_mess_hist.pdf

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s2_mess_ideoext_p.txt

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s2_mess_male_p.txt

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s2_mess_treatment_p.txt

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s2_prereg_loquaciousness.tex

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s2_prereg_loquaciousness_logged.tex

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s2_chat_exports_629680fb499503a34431dd82.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

s2_chat_exports_62968311499503a34431dd9d.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

s2_chat_exports_629685d8499503a34431ddbe.pdf

Notes:

application/pdf