Replication Data for: Making a Difference: The Consequences of Electoral Experiments (doi:10.7910/DVN/1UWD3M)

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Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
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Replication Data for: Making a Difference: The Consequences of Electoral Experiments

doi:10.7910/DVN/1UWD3M

Harvard Dataverse

2023-12-14

1

Slough, Tara, 2023, "Replication Data for: Making a Difference: The Consequences of Electoral Experiments", https://doi.org/10.7910/DVN/1UWD3M, Harvard Dataverse, V1, UNF:6:xV+QAnIELKJwLNk109odtA== [fileUNF]

Replication Data for: Making a Difference: The Consequences of Electoral Experiments

doi:10.7910/DVN/1UWD3M

Slough, Tara (New York University)

Harvard Dataverse

Slough, Tara

Code Ocean

https://doi.org/10.7910/DVN/1UWD3M

Social Sciences

While experiments on elections represent a popular tool in social science, the possibility that experimental interventions could affect who wins office remains a central ethical concern. I formally characterize electoral experimental designs to derive an upper bound on aggregate electoral impact under different assumptions about interference. I then introduce a decision rule based on comparison of this bound to predicted election outcomes to determine whether an experiment should be implemented. Researchers can mitigate the possibility of affecting aggregate outcomes by reducing the saturation of treatment or focusing experiments in districts and electoral systems where treated voters are less likely to be pivotal. These conditions identify novel trade-offs between adhering to ethical commitments and the statistical power and external validity of electoral experiments. More broadly, this paper shows that the formalization of an ethical objective facilitates a closer mapping between ethical considerations and experimental design than is currently practiced.

Forthcoming, Political Analysis

Forthcoming, Political Analysis

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• Year - Year
• Election Type - Election Type
• County - County
• Precinct - Precinct
• Office/Issue/Judgeship - Office/Issue/Judgeship
• Candidate - Candidate
• Party - Party
• Candidate Votes - Candidate Votes
• Yes Votes - Yes Votes
• No Votes - No Votes
• Title - Title
• Url - Url
• Last update date - Last update date
• Published at - Published at
• First registered on - First registered on
• RCT_ID - RCT_ID
• DOI Number - DOI Number
• EE - EE
• Primary Investigator - Primary Investigator
• Status - Status
• Start date - Start date
• End date - End date
• Keywords - Keywords
• Country names - Country names
• Other Primary Investigators - Other Primary Investigators
• Jel code - Jel code
• Secondary IDs - Secondary IDs
• repeat - repeat
• Treatment - Treatment
• Country - Country
• Election - Election
• Office - Office
• Abstract - Abstract
• External Links - External Links
• Sponsors - Sponsors
• Partners - Partners
• Intervention start date - Intervention start date
• Intervention end date - Intervention end date
• Intervention - Intervention
• Primary outcome end points - Primary outcome end points
• Primary outcome explanation - Primary outcome explanation
• Secondary outcome end points - Secondary outcome end points
• Secondary outcome explanation - Secondary outcome explanation
• Experimental design - Experimental design
• Experimental design details - Experimental design details
• Randomization method - Randomization method
• Randomization unit - Randomization unit
• Sample size number clusters - Sample size number clusters
• Sample size number observations - Sample size number observations
• Sample size number arms - Sample size number arms
• Minimum effect size - Minimum effect size
• IRB - IRB
• Analysis Plan Documents - Analysis Plan Documents
• Intervention completion date - Intervention completion date
• Data collection completion - Data collection completion
• Data collection completion date - Data collection completion date
• Number of clusters - Number of clusters
• Attrition correlated - Attrition correlated
• Total number of observations - Total number of observations
• Treatment arms - Treatment arms
• Public data - Public data
• Public data url - Public data url
• Program files - Program files
• Program files url - Program files url
• Post trial documents csv - Post trial documents csv
• Relevant papers for csv - Relevant papers for csv
• qnum - qnum
• muni - muni
• codeibge - codeibge
• codesetor - codesetor
• group - group
• incumbent_wins - incumbent_wins
• acc_status - acc_status
• age - age
• politics_interest - politics_interest
• turnout_2012 - turnout_2012
• vote_2012 - vote_2012
• same_race_mayor - same_race_mayor
• turnout_2014 - turnout_2014
• vote_2014 - vote_2014
• partisan - partisan
• pid - pid
• muni_biggest_prob - muni_biggest_prob
• politician_helped - politician_helped
• mayor_pid - mayor_pid
• govt_eval_baseline - govt_eval_baseline
• acc_eval_baseline - acc_eval_baseline
• uncertain_acc_baseline - uncertain_acc_baseline
• edu_eval_baseline - edu_eval_baseline
• uncertain_edu_baseline - uncertain_edu_baseline
• tce_knowledge - tce_knowledge
• ana_knowledge - ana_knowledge
• child_school - child_school
• confid_fedgov - confid_fedgov
• confid_justice - confid_justice
• confid_tce - confid_tce
• confid_muni - confid_muni
• acc_responsible - acc_responsible
• edu_responsible - edu_responsible
• prob_vote_buying - prob_vote_buying
• prob_vote_monitoring - prob_vote_monitoring
• prob_vote_count - prob_vote_count
• acc_rejected_prior - acc_rejected_prior
• tce_prior_cert - tce_prior_cert
• ana_prior - ana_prior
• edu_prior_uncert - edu_prior_uncert
• years_edu - years_edu
• race - race
• religion - religion
• income - income
• relative_wellbeing - relative_wellbeing
• muni_biggest_prob_noimpute - muni_biggest_prob_noimpute
• govt_eval_baseline_noimpute - govt_eval_baseline_noimpute
• confid_fedgov_noimpute - confid_fedgov_noimpute
• confid_justice_noimpute - confid_justice_noimpute
• confid_tce_noimpute - confid_tce_noimpute
• confid_muni_noimpute - confid_muni_noimpute
• ana - ana
• accounts - accounts
• acc_rejected - acc_rejected
• control - control
• female - female
• edu_rank1 - edu_rank1
• acc_rank1 - acc_rank1
• info_corrupt_welfare1 - info_corrupt_welfare1
• source_cred1_survey - source_cred1_survey
• free_fair - free_fair
• flier - flier
• turnout - turnout
• vote_choice - vote_choice
• campaign_issue - campaign_issue
• pol_effort - pol_effort
• vote_vig - vote_vig
• rejected_should_rerun - rejected_should_rerun
• vote_vig_cont - vote_vig_cont
• pol_honesty_noimpute - pol_honesty_noimpute
• vig_treatment - vig_treatment
• valid_vote - valid_vote
• vote - vote
• vote_vig_strict - vote_vig_strict
• attrited - attrited
• ibge7_code - ibge7_code
• ibge6_code - ibge6_code
• tse_code - tse_code
• mesoregion - mesoregion
• microregion - microregion
• UF - UF
• COUNTY - COUNTY
• PRECINCT - PRECINCT
• ACTIVE* - ACTIVE*
• INACTIVE - INACTIVE
• TOTAL - TOTAL
• Race - Race
• First - First
• Second - Second
• Dif - Dif
• Party_win - Party_win
• Uncontested - Uncontested
• Lag_First - Lag_First
• Lag_Second - Lag_Second
• Lag_Dif - Lag_Dif
• Lag_Party_win - Lag_Party_win
• Code - Code
• Party - Party
• Name - Name
• Obama.2012.Margin - Obama.2012.Margin
• Clinton.Margin - Clinton.Margin
• Dem.House.Margin.Prev2 - Dem.House.Margin.Prev2
• Dem.House.Margin.Prev - Dem.House.Margin.Prev
• PartisanLean - PartisanLean
• Open - Open
• Freshman - Freshman
• Uncontested.Prev - Uncontested.Prev
• Uncontested - Uncontested
• Dem.Quality - Dem.Quality
• Open.2016 - Open.2016
• final_rating - final_rating
• Incumbent - Incumbent
• Incumbent.Prev - Incumbent.Prev
• year - year
• Dummy2016 - Dummy2016
• implied_d - implied_d
• implied_d_sd - implied_d_sd
• Fundamental - Fundamental
• vote_2p_pred - vote_2p_pred
• model_sd - model_sd
• Fundamental_plus_cawa - Fundamental_plus_cawa
• model_sd_plus_cawa - model_sd_plus_cawa
• D.Polling.Margin - D.Polling.Margin
• posterior.mu - posterior.mu
• posterior.sigma - posterior.sigma
• forecast_dem_margin - forecast_dem_margin
• forecast_dem_sigma - forecast_dem_sigma
• Dem_Win - Dem_Win
• DemWinProb - DemWinProb
• simulated_dem_share - simulated_dem_share
• Sim_Dem_Win - Sim_Dem_Win
• ID1
• PERSONS - household size
• WARD
• MAILGRP - assigned to mail group
• PERSNGRP - assigned to personal visits group
• APPEAL - voter turnout appeal
• PHONGOTV - assigned to phone group
• V98_1 - 1998 vote person 1
• V98_2 - 1998 vote person 2
• V96_1_1 - voted 1996 person 1
• V96_1_0 - abstained in 1996 person 1
• V96_2_1 - voted 1996 person 2
• V96_2_0 - abstained in 1996 person 2
• AGE1 - age of person 1
• AGE2 - age of person 2
• MAJPTY1 - registered to major party, person 1
• MAJPTY2 - registered to major party, person 2
• AGE1MISS - missing values on age1
• AGE2MISS - missing values on age 2
• BLOOD - selected for giving blood appeal
• RCT_ID - RCT_ID
• IRB - IRB
• Ethics_not_IRB - Ethics_not_IRB
• No_pdf - No_pdf
• Study - Study
• lwr - lwr
• upr - upr
• type - type
• rand_type - rand_type

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Summary Statistics: StDev 267.2333794472109; Max. 1956.0; Min. 0.0; Valid 226021.0; Mean 172.08933683149075

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Summary Statistics: Min. 0.0; Max. 2143.0; Valid 226021.0; Mean 106.19852580072289; StDev 185.10473829748014

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Summary Statistics: Mean 0.8504521963824289; Max. 1.0; Valid 3096.0; StDev 0.3566852270383825; Min. 0.0;

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f7667255 Location:

Summary Statistics: Mean 0.6472868217054264; Min. 0.0; StDev 0.4778915760060558; Max. 1.0; Valid 3096.0

Variable Format: numeric

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Summary Statistics: Valid 3096.0; Max. 1.0; Mean 0.48869509043927517; Min. 0.0; StDev 0.4999529309558648;

Variable Format: numeric

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f7667255 Location:

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Summary Statistics: Min. 0.0; Valid 3096.0; StDev 0.4910412249479558; Max. 1.0; Mean 0.40536175710594585

Variable Format: numeric

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f7667255 Location:

Variable Format: character

Notes: UNF:6:HcvHIyaYX4Oit8LHGZ5Eyg==

f7667255 Location:

Variable Format: character

Notes: UNF:6:HhGy/1zQNNiA2pInj6AZCA==

f7667255 Location:

Summary Statistics: Mean 0.20381136950904358; Min. 0.0; Valid 3096.0; Max. 1.0; StDev 0.4028954276668123

Variable Format: numeric

Notes: UNF:6:DL0I456xx8D/nPfVNDLopg==

f7667255 Location:

Summary Statistics: StDev 2.3770514754378267; Max. 7.0; Valid 3096.0; Min. 1.0; Mean 3.5054909560723524

Variable Format: numeric

Notes: UNF:6:tsLtq+hOrKq/03YjpAZvEQ==

f7667255 Location:

Summary Statistics: Min. 1.0; Valid 3096.0; StDev 1.3810977240688673; Max. 5.0; Mean 3.028423772609822

Variable Format: numeric

Notes: UNF:6:+ljivcIcW/ff+Um1tmMFMg==

f7667255 Location:

Variable Format: character

Notes: UNF:6:DF/5Npt9x7Fj3Tythnay/w==

f7667255 Location:

Summary Statistics: Max. 7.0; Valid 3096.0; Mean 6.210594315245476; StDev 1.309674762183786; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:cOfgrXzQvj+WG/RLNFc9yQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:UV7j/7CPOEjNfLwhx7ktPA==

f7667255 Location:

Summary Statistics: Max. 7.0; Min. 1.0; StDev 1.3640472856140042; Valid 3096.0; Mean 6.169896640826876;

Variable Format: numeric

Notes: UNF:6:2PX3rMqi0aK76bxkPJwpew==

f7667255 Location:

Summary Statistics: Valid 3096.0; Min. 0.0; Mean 0.5723514211886308; StDev 0.49481749761532373; Max. 1.0

Variable Format: numeric

Notes: UNF:6:Z3J9C7CbvAyxc1OWCekpOQ==

f7667255 Location:

Summary Statistics: StDev 0.4247598495798688; Min. 0.0; Mean 0.23611111111111074; Max. 1.0; Valid 3096.0

Variable Format: numeric

Notes: UNF:6:l2ujeGzkvzA/iNH4Ai2P2Q==

f7667255 Location:

Summary Statistics: Mean 0.3126614987080104; Max. 1.0; StDev 0.4636525874945157; Valid 3096.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:fUj3x/jg6i6UUSXeJyYMAA==

f7667255 Location:

Summary Statistics: StDev 2.1269165150874025; Min. 1.0; Valid 3096.0; Mean 3.5645994832041326; Max. 7.0

Variable Format: numeric

Notes: UNF:6:VDGcUIK0Z4QnRMmJNodG0w==

f7667255 Location:

Summary Statistics: Max. 7.0; Valid 3096.0; StDev 2.093373298111483; Mean 4.0041989664082696; Min. 1.0

Variable Format: numeric

Notes: UNF:6:wj/BYMDp00V6AjwmZ67k6Q==

f7667255 Location:

Summary Statistics: Min. 1.0; Mean 4.399870801033594; Valid 3096.0; Max. 7.0; StDev 1.9901989207631752;

Variable Format: numeric

Notes: UNF:6:/9PJstsRvAIL+nwChS8NBw==

f7667255 Location:

Summary Statistics: Max. 7.0; StDev 2.3126260893776944; Valid 3096.0; Min. 1.0; Mean 4.191214470284235

Variable Format: numeric

Notes: UNF:6:xBMTQjPYfExVCMRfAEzaMA==

f7667255 Location:

Summary Statistics: Mean 6.137919896640829; StDev 1.586912162456358; Min. 1.0; Max. 7.0; Valid 3096.0

Variable Format: numeric

Notes: UNF:6:7oTdIZAs2v0s9YSfITi5vA==

f7667255 Location:

Summary Statistics: StDev 1.6455632224873478; Max. 7.0; Mean 6.104974160206715; Valid 3096.0; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:rlyflNDDDgMWMUKqAiTySQ==

f7667255 Location:

Summary Statistics: Max. 4.0; Valid 3096.0; Mean 1.985788113695089; StDev 1.264831197048981; Min. 1.0

Variable Format: numeric

Notes: UNF:6:9z4SyTBNjN+A7o7o61unDQ==

f7667255 Location:

Summary Statistics: StDev 1.1558621868103574; Min. 1.0; Valid 3096.0; Mean 1.919573643410853; Max. 4.0

Variable Format: numeric

Notes: UNF:6:SzwOEGWSYgt64pEIqJFotw==

f7667255 Location:

Summary Statistics: Valid 3096.0; Mean 1.779392764857884; Min. 1.0; StDev 1.1188392985124904; Max. 4.0

Variable Format: numeric

Notes: UNF:6:+ah1May18NxtMzFfAFzdFw==

f7667255 Location:

Summary Statistics: StDev 0.48186482625974797; Valid 3096.0; Max. 1.0; Mean 0.36627906976744073; Min. 0.0

Variable Format: numeric

Notes: UNF:6:yotN4wJvkkIW0RXy6wPjCQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:CdXP90tfGM+4iAIyzguyNw==

f7667255 Location:

Summary Statistics: Min. 1.0; Mean 77.84528423772599; Valid 3096.0; StDev 53.054100748079414; Max. 185.0;

Variable Format: numeric

Notes: UNF:6:nTpe6lG9jytHXxyJrU0cBQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:qiV6qdUbvPimAfyYUCgD5Q==

f7667255 Location:

Summary Statistics: Valid 3095.0; Min. 0.0; Max. 18.0; StDev 4.815150191385661; Mean 7.445234248788364

Variable Format: numeric

Notes: UNF:6:Yp3NlmDyWS7Zwxgw8S8i/g==

f7667255 Location:

Variable Format: character

Notes: UNF:6:1TeiAHGC+ZS9KIEBvLik2g==

f7667255 Location:

Variable Format: character

Notes: UNF:6:tb9DMAC+hiW0iZhPECmaLA==

f7667255 Location:

Summary Statistics: Mean 3.8572351421188618; Max. 11.0; Min. 1.0; StDev 1.4912667613187354; Valid 3096.0

Variable Format: numeric

Notes: UNF:6:oNlrl8hVAqxz9qmei14pLA==

f7667255 Location:

Summary Statistics: Min. 1.0; StDev 0.5970563901371032; Max. 5.0; Mean 3.1702196382428944; Valid 3096.0

Variable Format: numeric

Notes: UNF:6:GDFK1TgDMKg7eUJjzSejQA==

f7667255 Location:

Variable Format: character

Notes: UNF:6:vJPHe9mQqe6BdpN2Db2q9g==

f7667255 Location:

Summary Statistics: StDev 1.3792987074965246; Max. 5.0; Min. 1.0; Mean 3.0225342913128688; Valid 3062.0

Variable Format: numeric

Notes: UNF:6:veMHSkePl/Bz/EiabO9ILw==

f7667255 Location:

Summary Statistics: StDev 2.1141253522312433; Max. 7.0; Valid 2885.0; Mean 3.6194107452339686; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:XRs7M9EKNF226Mbjv7XS4g==

f7667255 Location:

Summary Statistics: Valid 2955.0; Min. 1.0; Mean 4.0257191201353635; Max. 7.0; StDev 2.07787172270789

Variable Format: numeric

Notes: UNF:6:sG+M/uPX6g9Hcc7dzQG17w==

f7667255 Location:

Summary Statistics: Mean 4.435557240333587; Valid 2638.0; Min. 1.0; Max. 7.0; StDev 1.969673828542275;

Variable Format: numeric

Notes: UNF:6:43/SQnMDmOa14/MBP0RA7g==

f7667255 Location:

Summary Statistics: Valid 2995.0; Min. 1.0; Mean 4.202003338898162; StDev 2.3107593002610565; Max. 7.0;

Variable Format: numeric

Notes: UNF:6:DCPuyvs1xAtDeMItF1UwBA==

f7667255 Location:

Summary Statistics: Valid 3096.0; StDev 0.47136633064287947; Max. 1.0; Mean 0.3330103359173127; Min. 0.0

Variable Format: numeric

Notes: UNF:6:lraEFx1icjQluXTy6egqUg==

f7667255 Location:

Summary Statistics: Mean 0.333656330749354; StDev 0.4715947612605913; Valid 3096.0; Min. 0.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:gjKPtE5R0rIM42Ba7U4G3A==

f7667255 Location:

Summary Statistics: StDev 0.5000657431324578; Mean 0.4961240310077511; Min. 0.0; Max. 1.0; Valid 3096.0

Variable Format: numeric

Notes: UNF:6:5neIj40zeRWAP37njv04lw==

f7667255 Location:

Summary Statistics: Min. 0.0; StDev 0.4714806704596889; Valid 3096.0; Max. 1.0; Mean 0.33333333333333337;

Variable Format: numeric

Notes: UNF:6:5q4HhQGrBFZes3cei8yWyw==

f7667255 Location:

Summary Statistics: Min. 0.0; Valid 3096.0; StDev 0.5000681431150505; Max. 1.0; Mean 0.5035529715762274

Variable Format: numeric

Notes: UNF:6:x+FaO/m/njoYc3BOEF9ePA==

f7667255 Location:

Summary Statistics: Min. 0.0; StDev 0.43835806108325714; Mean 0.25936692506459935; Valid 3096.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:BNIHWrVqkI/mcjN6HeX0hw==

f7667255 Location:

Summary Statistics: StDev 0.4394166819874405; Mean 0.26130490956072444; Max. 1.0; Valid 3096.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:lCv5MUwNwz6NHrBH8B/CZw==

f7667255 Location:

Summary Statistics: Mean 0.23546511627906966; Max. 1.0; Valid 3096.0; StDev 0.4243577034709846; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:4iT8jojBAqsj1kKBe+dRTA==

f7667255 Location:

Summary Statistics: Min. 0.0; StDev 0.2509375955421489; Max. 1.0; Valid 3096.0; Mean 0.06750645994832027

Variable Format: numeric

Notes: UNF:6:n1j2ymKFjVIERd68Gm2g1A==

f7667255 Location:

Summary Statistics: StDev 1.5497601766112425; Mean 3.6989664082687317; Valid 3096.0; Min. 2.0; Max. 8.0

Variable Format: numeric

Notes: UNF:6:OT/poyJ58KlGBzXaPkdkFQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:hh1ImJbO38lajRsBDExgXQ==

f7667255 Location:

Summary Statistics: Min. 0.0; Valid 2533.0; Mean 0.9628898539281485; StDev 0.18906902359445057; Max. 1.0

Variable Format: numeric

Notes: UNF:6:hjPe5/HpPB4GBWfvM7QROQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:O8q13YWmUo314YvIErhkLQ==

f7667255 Location:

Variable Format: character

Notes: UNF:6:s8zSLVRjqYMgn7Bv18yBZA==

f7667255 Location:

Summary Statistics: Valid 2400.0; Min. 1.0; StDev 1.4397413596597997; Max. 5.0; Mean 3.0304166666666656

Variable Format: numeric

Notes: UNF:6:vDWEgF9gbhDD4FjR5QSRqQ==

f7667255 Location:

Summary Statistics: Min. 0.0; Mean 0.6201768488745973; Max. 1.0; Valid 2488.0; StDev 0.4854402543313977

Variable Format: numeric

Notes: UNF:6:Rwq5xJq39j6g9gAhJrOqOw==

f7667255 Location:

Variable Format: character

Notes: UNF:6:o3uBeCvaztrrJKhU6QKzrw==

f7667255 Location:

Summary Statistics: Max. 4.0; Min. 1.0; Mean 2.221864951768488; StDev 1.146931807922368; Valid 2488.0;

Variable Format: numeric

Notes: UNF:6:N7Qyu7NoYPS3DfLDEIYTaA==

f7667255 Location:

Variable Format: character

Notes: UNF:6:tPdNwBtVnK9oQ3JqMUP6XA==

f7667255 Location:

Summary Statistics: Mean 0.5; Max. 1.0; Valid 3072.0; Min. 0.0; StDev 0.5000814000819394

Variable Format: numeric

Notes: UNF:6:yKWg/K0RSjSlp8ztMstemA==

f7667255 Location:

Summary Statistics: StDev 0.2845507376161154; Min. 0.0; Max. 1.0; Mean 0.9111725227003558; Valid 2533.0

Variable Format: numeric

Notes: UNF:6:LJWJEignP0rDq8QX0/J2OA==

f7667255 Location:

Summary Statistics: Min. 0.0; StDev 0.4945878918148162; Mean 0.42597710225029567; Valid 2533.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:B7Gt/weWeZr7EBx4MCutgQ==

f7667255 Location:

Summary Statistics: Max. 1.0; Mean 0.36454983922829565; StDev 0.481400456590906; Min. 0.0; Valid 2488.0

Variable Format: numeric

Notes: UNF:6:fdwalEwqbHFIOHb0ys/kJA==

f7667255 Location:

Summary Statistics: Min. 0.0; Max. 1.0; Mean 0.17545572916666702; StDev 0.38041835527996876; Valid 3072.0

Variable Format: numeric

Notes: UNF:6:DuT//5QP8SNP841Y3lF7OA==

f7667262 Location:

Summary Statistics: Max. 5300108.0; Mean 3253053.4353998215; Valid 5565.0; Min. 1100015.0; StDev 984521.4813154908

Variable Format: numeric

Notes: UNF:6:OBcOfWLt9bKes255obUR4w==

f7667262 Location:

Summary Statistics: StDev 98452.14807242599; Mean 325304.89415991836; Min. 110001.0; Valid 5565.0; Max. 530010.0;

Variable Format: numeric

Notes: UNF:6:+9szzyAMn1fXmqaYYhKthg==

f7667262 Location:

Summary Statistics: Mean 51474.247253735426; Max. 99074.0; Min. 19.0; Valid 5553.0; StDev 29366.652483317223

Variable Format: numeric

Notes: UNF:6:50WWEcCSL75dB4crL674IA==

f7667262 Location:

Summary Statistics: Max. 5301.0; Mean 3241.498292902109; Valid 5565.0; Min. 1101.0; StDev 983.2466090370889;

Variable Format: numeric

Notes: UNF:6:dbe34dYYwSO/4VIxG7E/uw==

f7667262 Location:

Summary Statistics: Min. 11001.0; Mean 32389.965678347373; Max. 53001.0; Valid 5565.0; StDev 9831.020443190462

Variable Format: numeric

Notes: UNF:6:L0ur40KDdLgK6FJdeNTb/Q==

f7667262 Location:

Variable Format: character

Notes: UNF:6:pD2RRvp2CWoXhcbgXgtpYA==

f7667284 Location:

Variable Format: character

Notes: UNF:6:ujsksLbLRzvlu4kSYbXLXg==

f7667284 Location:

Summary Statistics: Max. 7.253401029E9; Mean 4.0200205119471827E9; Valid 3124.0; Min. 1.160116112E9; StDev 1.9382406951716692E9

Variable Format: numeric

Notes: UNF:6:2SZF4rqgLabf1XMqaUF7vw==

f7667284 Location:

Summary Statistics: Valid 3124.0; Min. 1.0; StDev 448.12333553459905; Max. 4693.0; Mean 1073.7109475032005;

Variable Format: numeric

Notes: UNF:6:7Z1z54PIsc9XA5Epryj9og==

f7667284 Location:

Summary Statistics: Mean 192.83039435716546; StDev 159.74099594442225; Max. 4003.0; Valid 3119.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:gIjpvREM4MJ1ZWNp6elpUQ==

f7667284 Location:

Summary Statistics: Mean 1266.2327144686285; Valid 3124.0; Min. 1.0; Max. 5075.0; StDev 541.985794358237

Variable Format: numeric

Notes: UNF:6:VBezvTul0eAXTLrBLMv1dA==

f7667290 Location:

Variable Format: character

Notes: UNF:6:/Egn03Wvh8YvNFt7Huv1zQ==

f7667290 Location:

Summary Statistics: Max. 631588.0; Mean 202641.33333333334; StDev 265820.47389721725; Valid 18.0; Min. 1996.0;

Variable Format: numeric

Notes: UNF:6:5mOMALPcmKKX40UWp1Bzwg==

f7667290 Location:

Summary Statistics: Max. 433889.0; Min. 0.0; Valid 18.0; Mean 122255.0; StDev 170235.4935801303

Variable Format: numeric

Notes: UNF:6:hK36HBIPXR6UjK1mVd04+w==

f7667290 Location:

Summary Statistics: Valid 21.0; Min. 0.0; Max. 349299.0; StDev 113093.20605216364; Mean 68902.57142857143;

Variable Format: numeric

Notes: UNF:6:FTGNZe+FXejF8VjnuMJSNQ==

f7667290 Location:

Variable Format: character

Notes: UNF:6:+zUl6+3dTR6ZFOudR7h30Q==

f7667290 Location:

Variable Format: character

Notes: UNF:6:91n3tZeLaAmxttSb5Q1Qag==

f7667290 Location:

Summary Statistics: Valid 11.0; Mean 20340.272727272724; Min. 3171.0; Max. 137106.0; StDev 39380.16948691539;

Variable Format: numeric

Notes: UNF:6:YT9k69mG/d/JyQk8q+Mzhw==

f7667290 Location:

Summary Statistics: Valid 11.0; StDev 17660.45652915524; Mean 6297.272727272727; Max. 59335.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:vPs4pEvIlwbC+2WZAD586Q==

f7667290 Location:

Summary Statistics: Mean 11882.53846153846; Max. 77771.0; Valid 13.0; StDev 20777.05311000329; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:bCLLpZ4vaZ5qnQBuWwrBDg==

f7667290 Location:

Variable Format: character

Notes: UNF:6:qfr/ChCZ7NScEinKUfrw5A==

f7667274 Location:

Variable Format: character

Notes: UNF:6:VVwOCOhpKmigVZ5IyV3arQ==

f7667274 Location:

Summary Statistics: Min. -1.0; Max. 1.0; StDev 0.9957800679603009; Valid 435.0; Mean -0.10344827586206959

Variable Format: numeric

Notes: UNF:6:kLejm9O+n2aWTnZQyunVVA==

f7667274 Location:

Variable Format: character

Notes: UNF:6:9xh4127y2BCFXS89DCPeEQ==

f7667274 Location:

Summary Statistics: Valid 435.0; StDev 31.463413741339323; Mean 4.530344827586204; Min. -61.7; Max. 93.7;

Variable Format: numeric

Notes: UNF:6:PL1ppjXJHEdNQT55ylYYnw==

f7667274 Location:

Summary Statistics: Valid 435.0; StDev 33.706092112244384; Max. 88.9; Min. -63.0; Mean 3.2179310344827576;

Variable Format: numeric

Notes: UNF:6:Jld71bI6uNRwM0DnPvu1BQ==

f7667274 Location:

Summary Statistics: Valid 435.0; StDev 48.30079288978031; Min. -100.0; Max. 100.0; Mean -3.162298850574711

Variable Format: numeric

Notes: UNF:6:DXTG9K0+LkRdjcMH3BcuWA==

f7667274 Location:

Summary Statistics: Valid 435.0; Mean 0.31034482758620546; Min. -71.85; StDev 37.40159942143841; Max. 91.7

Variable Format: numeric

Notes: UNF:6:5s+U/Suelxqck+1vXWzKlA==

f7667274 Location:

Summary Statistics: Valid 435.0; Max. 87.6; Mean 0.9974712643678146; StDev 32.932900894587135; Min. -65.2

Variable Format: numeric

Notes: UNF:6:fMu4db5FURUDOxtcuHgqKw==

f7667274 Location:

Summary Statistics: Min. 0.0; Mean 0.14942528735632157; Valid 435.0; StDev 0.3569176682930129; Max. 1.0

Variable Format: numeric

Notes: UNF:6:krZP62dhrETio8YrVkeBWg==

f7667274 Location:

Summary Statistics: Max. 1.0; Mean -0.013793103448276008; StDev 0.3589450793623025; Min. -1.0; Valid 435.0

Variable Format: numeric

Notes: UNF:6:aLInzxxv3HV0lT+07Ue6sg==

f7667274 Location:

Summary Statistics: Min. -1.0; Mean 0.03448275862068971; Valid 435.0; StDev 0.39723340078856506; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:5JMHcoF0Jq7MzWRatSCrzQ==

f7667274 Location:

Summary Statistics: Mean 0.08275862068965516; Max. 1.0; StDev 0.29984900061297565; Valid 435.0; Min. -1.0;

Variable Format: numeric

Notes: UNF:6:3h6+0x69C5dlHHVy2NuYvg==

f7667274 Location:

Summary Statistics: Min. 0.0; StDev 0.0; Mean 0.0; Max. 0.0; Valid 435.0

Variable Format: numeric

Notes: UNF:6:lHJrZe7uvFLmKdpRuweMCg==

f7667274 Location:

Summary Statistics: Min. 0.0; Mean 0.10804597701149424; StDev 0.31079591255956357; Max. 1.0; Valid 435.0;

Variable Format: numeric

Notes: UNF:6:8jmv8hlesxaFEcReg2Og0A==

f7667274 Location:

Summary Statistics: Valid 435.0; StDev 2.6866037906550875; Min. -3.0; Max. 3.0; Mean 0.12183908045977139;

Variable Format: numeric

Notes: UNF:6:JYW8tJlPlqm8cEweffmoHQ==

f7667274 Location:

Summary Statistics: Valid 435.0; Max. 1.0; Mean -0.05517241379310401; Min. -1.0; StDev 0.9216743205461988

Variable Format: numeric

Notes: UNF:6:/mijYZjo9IKTYAw5piDiZw==

f7667274 Location:

Summary Statistics: Mean -0.08735632183907983; StDev 0.9414672094038894; Valid 435.0; Min. -1.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:CzRPH5e8JDqK0+bN1+TlYA==

f7667274 Location:

Summary Statistics: Min. 2018.0; Valid 435.0; Mean 2018.0; Max. 2018.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:+uEOiuGjHFOAM+jpE2NMEA==

f7667274 Location:

Summary Statistics: StDev 0.0; Valid 435.0; Min. 1.0; Max. 1.0; Mean 1.0;

Variable Format: numeric

Notes: UNF:6:9hUtOnkyMUXr3rEoqiP4ZA==

f7667274 Location:

Summary Statistics: Valid 435.0; Mean 0.43940595093178797; StDev 18.194378325424417; Max. 19.8171781302577; Min. -20.7048801642107;

Variable Format: numeric

Notes: UNF:6:mdUPVamfafYLQx/IEoHf3g==

f7667274 Location:

Summary Statistics: StDev 3.1939557352416386; Valid 435.0; Min. 7.57491739972267; Mean 10.752296980446424; Max. 14.4713210693894

Variable Format: numeric

Notes: UNF:6:CvdzAh3u0uz8m+BguRs9vw==

f7667274 Location:

Summary Statistics: Min. -59.7217194706463; StDev 37.37149618429778; Max. 107.304280592286; Valid 435.0; Mean 12.389026214809562

Variable Format: numeric

Notes: UNF:6:9O2kamfYk70PW55RHQZi7Q==

f7667274 Location:

Summary Statistics: Min. -32.0078540703215; Mean 19.06636230472432; Valid 46.0; Max. 71.7451468548956; StDev 24.619906019944096;

Variable Format: numeric

Notes: UNF:6:w8sUX/9S0qo1T5YUrRlaxw==

f7667274 Location:

Summary Statistics: Min. 7.85623751960295; Max. 9.26230766802055; Valid 435.0; StDev 0.5018512788296223; Mean 8.066339955573396

Variable Format: numeric

Notes: UNF:6:C6K0rds66b3CAFtFfPG12w==

f7667274 Location:

Summary Statistics: Max. 107.304280592286; Mean 11.775783162965944; Min. -59.7217194706463; Valid 435.0; StDev 36.837095773963696

Variable Format: numeric

Notes: UNF:6:wwDLqvpJmz1QyobjP9YDuA==

f7667274 Location:

Summary Statistics: Valid 435.0; Max. 9.26230766802055; Min. 5.16669153972761; StDev 1.0057497858297746; Mean 7.778494319794042

Variable Format: numeric

Notes: UNF:6:csoaTVzBk9ESFJfCItkQuA==

f7667274 Location:

Summary Statistics: Min. -40.0814057543439; Mean -3.8890121092844447; Valid 156.0; Max. 37.4273996812132; StDev 13.351689845330904

Variable Format: numeric

Notes: UNF:6:DMxFSDHWke6Hl1Vf3n9pRA==

f7667274 Location:

Summary Statistics: StDev 14.716047555637969; Max. 42.6865011976029; Mean -4.638568593414313; Min. -38.8925960099484; Valid 156.0

Variable Format: numeric

Notes: UNF:6:wcmdj1d4xWqou9VLlzsJJA==

f7667274 Location:

Summary Statistics: Min. 4.2553260044425; Max. 7.31118064395559; Valid 156.0; StDev 0.5553028616319456; Mean 5.658412816832192;

Variable Format: numeric

Notes: UNF:6:s/4C3JEvPrOXh/EATHUc8w==

f7667274 Location:

Summary Statistics: Max. 100.0; Valid 435.0; Mean 14.73327111316744; StDev 42.68342001968434; Min. -100.0;

Variable Format: numeric

Notes: UNF:6:3Gs5PrdR9w4bW3th1wXuxg==

f7667274 Location:

Summary Statistics: Min. 4.2553260044425; Max. 9.26230766802055; StDev 1.222763826222581; Valid 435.0; Mean 7.161790118848633;

Variable Format: numeric

Notes: UNF:6:j9f8AyWzs1L3/CZPj6j1bg==

f7667274 Location:

Variable Format: character

Notes: UNF:6:dbFXF+0AzQovfD/hIgn/dg==

f7667274 Location:

Summary Statistics: Valid 435.0; StDev 45.80693551382274; Min. 0.0; Mean 53.29658464301979; Max. 100.0;

Variable Format: numeric

Notes: UNF:6:9s9e19LJcxWklhVNTTCc0Q==

f7667274 Location:

Summary Statistics: Max. 100.005645979975; Valid 435.0; Min. -99.9943540200252; StDev 42.67477782377367; Mean 14.739336128831814;

Variable Format: numeric

Notes: UNF:6:gIWc3eXel2sAZHsp/JTshg==

f7667274 Location:

Variable Format: character

Notes: UNF:6:dbFXF+0AzQovfD/hIgn/dg==

f7667295 Location:

Summary Statistics: Valid 23450.0; Min. 1.0; Max. 23450.0; StDev 6769.576242276912; Mean 11725.5;

Variable Format: numeric

Notes: UNF:6:j/b6+JwDt4wXM1YZPoLmXA==

f7667295 Location:

Summary Statistics: Max. 2.0; Valid 23450.0; Mean 1.3261407249466934; StDev 0.468809476075856; Min. 1.0

Variable Format: numeric

Notes: UNF:6:oMKbQa5EWlPhDPF67Msyvw==

f7667295 Location:

Summary Statistics: Mean 16.060810234541577; Max. 30.0; StDev 8.042615620827132; Valid 23450.0; Min. 2.0

Variable Format: numeric

Notes: UNF:6:bPT83aLGGs4ikwEdE22OGg==

f7667295 Location:

Summary Statistics: Max. 1.0; Valid 23450.0; Mean 0.5015351812366737; StDev 0.5000083044844892; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:g6/Bnbq+m+UYqGws9g7axA==

f7667295 Location:

Summary Statistics: Min. 0.0; Mean 0.19808102345423337; Max. 1.0; Valid 23450.0; StDev 0.398562047442351;

Variable Format: numeric

Notes: UNF:6:aSvKwOyhcCBMSSlrF6KRQw==

f7667295 Location:

Summary Statistics: StDev 0.8170436790673736; Max. 3.0; Valid 23450.0; Mean 1.9959914712153521; Min. 1.0

Variable Format: numeric

Notes: UNF:6:EXnX2cT0LCBjaA/P5CeE4g==

f7667295 Location:

Summary Statistics: StDev 0.4175561214521916; Min. 0.0; Max. 1.0; Mean 0.22494669509594914; Valid 23450.0

Variable Format: numeric

Notes: UNF:6:L4c+1PbmPGlQURof5YD22w==

f7667295 Location:

Summary Statistics: Max. 99.0; Mean 4.821705756929692; StDev 20.335339095039483; Valid 23450.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:PMbYK+vd74eeJFel6gEXzQ==

f7667295 Location:

Summary Statistics: Mean 4.855394456289957; StDev 20.40940164043993; Min. 0.0; Max. 99.0; Valid 23450.0

Variable Format: numeric

Notes: UNF:6:hHPph1tFo5Pccsy3yrAztA==

f7667295 Location:

Summary Statistics: Min. 0.0; StDev 0.49997347255374114; Valid 23450.0; Mean 0.49390191897654473; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:2SGJwlcNS9D6rTagN0d4cw==

f7667295 Location:

Summary Statistics: StDev 0.4449687808523208; Min. 0.0; Mean 0.2719402985074637; Valid 23450.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:3L9fj3ZnpO5TBrORGV7rtQ==

f7667295 Location:

Summary Statistics: Max. 1.0; Valid 23450.0; Mean 0.49663113006396753; StDev 0.4999993116663633; Min. 0.0

Variable Format: numeric

Notes: UNF:6:4eKMhU5N+SpmMzhnchApyQ==

f7667295 Location:

Summary Statistics: Mean 0.08106609808102294; Valid 23450.0; Max. 1.0; Min. 0.0; StDev 0.27294241643856154

Variable Format: numeric

Notes: UNF:6:CFAtg55pZclUlKYdfyHRaQ==

f7667295 Location:

Summary Statistics: Min. 18.0; Valid 23450.0; Mean 61.206481876332894; Max. 999.0; StDev 108.09213990376529

Variable Format: numeric

Notes: UNF:6:dDyhtzTCTqD2a0KPBh/3jQ==

f7667295 Location:

Summary Statistics: Max. 999.0; Min. 18.0; StDev 107.39666341187827; Mean 61.004008528785036; Valid 23450.0

Variable Format: numeric

Notes: UNF:6:830as0unQPLvi/NvAyAYdA==

f7667295 Location:

Summary Statistics: Valid 23450.0; Mean 0.740085287846481; StDev 0.43859691956767005; Max. 1.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:0YGH5oNY9yDZMZuIss88Qg==

f7667295 Location:

Summary Statistics: Max. 1.0; Valid 23450.0; Min. 0.0; StDev 0.4395957417944827; Mean 0.7382515991471228

Variable Format: numeric

Notes: UNF:6:nXZqy6fHphecadnWyXT8Kg==

f7667295 Location:

Summary Statistics: Valid 23450.0; Mean 0.012707889125799659; Max. 1.0; Min. 0.0; StDev 0.11201309624434051;

Variable Format: numeric

Notes: UNF:6:mjAHBY2T2h+3Ps5VIQknDw==

f7667295 Location:

Summary Statistics: StDev 0.11126840146470086; Max. 1.0; Valid 23450.0; Mean 0.012537313432835623; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:5NtEzBNmzWjmpPBxYxnNMQ==

f7667295 Location:

Summary Statistics: Min. 0.0; StDev 0.21600148198415633; Max. 2.0; Valid 23450.0; Mean 0.0374840085287845

Variable Format: numeric

Notes: UNF:6:ksg6mOjsjvN4eKFlUoImyg==

f7667247 Location:

Variable Format: character

Notes: UNF:6:tFpdO4pQrPTYNKpdzvUDJA==

f7667247 Location:

Variable Format: character

Notes: UNF:6:I9X69aEdI7aUX2Clh0Ux/A==

f7667247 Location:

Variable Format: character

Notes: UNF:6:efwHacx+gPALswr/ifC+Ag==

f7667247 Location:

Variable Format: character

Notes: UNF:6:XuSGPh9XSpKL3Zse8jXULw==

f7667269 Location:

Summary Statistics: Mean 3.5; Min. 1.0; Valid 6.0; StDev 1.8708286933869707; Max. 6.0;

Variable Format: numeric

Notes: UNF:6:VxWdqGLO9z1LjKj+NmEFLA==

f7667269 Location:

Summary Statistics: Max. 0.279; StDev 0.10486642297068527; Min. 0.008; Mean 0.13416666666666666; Valid 6.0

Variable Format: numeric

Notes: UNF:6:B01ROfVK5nnay/k3sXHP9w==

f7667269 Location:

Summary Statistics: Valid 6.0; Max. 0.594; Min. 0.008; Mean 0.27299999999999996; StDev 0.22158339287952064

Variable Format: numeric

Notes: UNF:6:8sgkOsD2EV5dTI3l4HUwFA==

f7667269 Location:

Variable Format: character

Notes: UNF:6:HS5A+JX0qDN2w22u9Jij8Q==

f7667269 Location:

Variable Format: character

Notes: UNF:6:ZzELtzi9BsoOb9F5k2sQ0w==

Label:

.gitignore

Text:

application/octet-stream

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REPRODUCING.md

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text/markdown

Label:

01_data_processing.R

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type/x-r-syntax

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02_info_exps.R

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type/x-r-syntax

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03_colorado_sim.R

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04_pap_analysis.R

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type/x-r-syntax

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05_existing_applications.R

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type/x-r-syntax

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capsule.Rproj

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application/octet-stream

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codebook.pdf

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application/pdf

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LICENSE

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text/plain; charset=US-ASCII

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readme.pdf

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application/pdf

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run

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text/plain; charset=US-ASCII

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persistent-state

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text/plain; charset=US-ASCII

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lock_file

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text/plain; charset=US-ASCII

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patch-chunk-names

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application/octet-stream

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LICENSE

Text:

text/plain; charset=US-ASCII

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2010GeneralPrecinctResults.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

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2012GeneralPrecinctLevelResults.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

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2014GeneralPrecinctResults.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

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2018GEPrecinctLevelResults.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

Label:

egap_merged.csv

Text:

text/csv

Label:

partisan_reg_sh.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

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partisan_reg_sh_2016_on.xlsx

Text:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet

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Dockerfile

Text:

application/x-docker-file

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metadata.yml

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application/octet-stream

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bhm.Rdata

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application/gzip

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colorado.Rdata

Text:

application/gzip

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Figure_1.pdf

Text:

application/pdf

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Figure_2.pdf

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application/pdf

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Figure_3.pdf

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application/pdf

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Figure_A10.pdf

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application/pdf

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Figure_A11.pdf

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application/pdf

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Figure_A2.pdf

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application/pdf

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Figure_A3.pdf

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application/pdf

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Figure_A4.pdf

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application/pdf

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Figure_A5.pdf

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application/pdf

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Figure_A6.pdf

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application/pdf

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Figure_A7.pdf

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application/pdf

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Figure_A8.pdf

Text:

application/pdf

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Figure_A9.pdf

Text:

application/pdf

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gg.Rdata

Text:

application/x-rlang-transport

Label:

output

Text:

text/plain; charset=UTF-8

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pap_data.Rdata

Text:

application/gzip

Label:

Table_A2.csv

Text:

text/csv

Label:

Table_A6.tex

Text:

application/x-tex