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Part 1: Document Description
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Citation |
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Title: |
Replication Data for: Globalization, Internal Migration, and Public Goods Provision in Emerging Economies |
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Identification Number: |
doi:10.7910/DVN/E0BJIZ |
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Distributor: |
Harvard Dataverse |
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Date of Distribution: |
2025-08-29 |
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Version: |
1 |
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Bibliographic Citation: |
Helms, Benjamin; Lim, Junghyun, 2025, "Replication Data for: Globalization, Internal Migration, and Public Goods Provision in Emerging Economies", https://doi.org/10.7910/DVN/E0BJIZ, Harvard Dataverse, V1, UNF:6:EbN4wqG4zr4b6UC4KUaz6Q== [fileUNF] |
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Citation |
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Title: |
Replication Data for: Globalization, Internal Migration, and Public Goods Provision in Emerging Economies |
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Identification Number: |
doi:10.7910/DVN/E0BJIZ |
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Authoring Entity: |
Helms, Benjamin (Texas A&M University) |
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Lim, Junghyun (University of North Carolina at Chapel Hill) |
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Producer: |
Benjamin Helms |
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Distributor: |
Harvard Dataverse |
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Access Authority: |
Benjamin Helms |
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Depositor: |
Helms, Benjamin |
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Date of Deposit: |
2025-06-06 |
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Holdings Information: |
https://doi.org/10.7910/DVN/E0BJIZ |
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Study Scope |
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Keywords: |
Social Sciences, Globalization, Internal migration, Public goods |
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Abstract: |
Globalization can introduce new employment opportunities to emerging economies in multinational corporations and exporting firms. Who is best positioned to benefit, and what are the political consequences for ``left behind" areas? We argue that primarily advantaged groups seize these opportunities through internal migration toward centers of global production - a costly activity not everyone can undertake. This selective out-migration creates demographic shifts in left-behind areas, weakening public goods provision. We test our argument in India, first documenting selective internal migration of advantaged groups. We then leverage the Indian IT export boom and explore its consequences for public goods provision. We find that the IT boom increased migration toward centers of production and away from left-behind localities. We also find that public goods provision was relatively weaker in unexposed localities, especially geographically distant ones. We identify migration as a mechanism through which globalization drives political change even in unexposed areas. |
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Notes: |
This dataset underwent an independent verification process, complying with the AJPS Verification Policy updated June 2023, which replicated the tables and figures in the primary article. For the supplementary materials, verification was performed solely for the successful execution of the code. The verification process was carried out by the Cornell Center for Social Sciences at Cornell University. <br></br> The associated article has been awarded the Open Materials Badge. Learn more about the Open Practice Badges from the <a href="https://www.cos.io/">Center for Open Science</a>. <br></br> <img src="https://socialsciences.cornell.edu/sites/default/files/2024-04/materials_large_color.png" alt="Open Materials Badge " width="60" height="60"> <br></br> Open Materials Badge |
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Methodology and Processing |
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Sources Statement |
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Data Sources: |
Desai, Sonalde, Vanneman, Reeve, and National Council of Applied Economic Research, New Delhi. India Human Development Survey (IHDS), 2005. Inter-university Consortium for Political and Social Research [distributor], 2018-08-08. https://doi.org/10.3886/ICPSR22626.v12. <br></br> Desai, Sonalde, Vanneman, Reeve, and National Council of Applied Economic Research. India Human Development Survey-II (IHDS-II), 2011-12. Inter-university Consortium for Political and Social Research [distributor], 2018-08-08. https://doi.org/10.3886/ICPSR36151.v6. <br></br> National Sample Survey Office (NSSO), Ministry of Statistics and Programme Implementation (MOSPI), Government of India. National Sample Survey on Employment, Unemployment, and Migration 2007-2008 (64th round). Delhi, India. Accessed via MOSPI National Data Archive. https://microdata.gov.in/NADA/index.php/catalog/117. <br></br> Shastry, Kartini. 2012. “Human Capital Response to Globalization: Education and Information Technology in India.” Journal of Human Resources, 47 (2): 287–330. https://doi.org/10.3368/jhr.47.2.287. <br></br> Center for Monitoring the Indian Economy (CMIE). CapEx Database, 1999-2010. Mumbai, India. Accessed via CMIE website. https://capex.cmie.com/. <br></br> Ministry of Statistics and Programme Implementation, Government of India. Fourth, Fifth, and Sixth Economic Census (1998, 2005, and 2013). Delhi, India. Accessed via MOSPI National Data Archive. <br></br> - Fourth Economic Census: https://microdata.gov.in/NADA/index.php/catalog/56. <br></br> - Fifth Economic Census: https://microdata.gov.in/NADA/index.php/catalog/46. <br></br> - Sixth Economic Census: https://microdata.gov.in/NADA/index.php/catalog/47. <br></br> Office of the Registrar General & Census Commissioner, Government of India. Census of India, 1991, 2001, and 2011. Delhi, India. Accessed via website of the Office of the Registrar General and Census Commissioner. https://censusindia.gov.in/census.website/data/census-tables. |
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Data Access |
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Disclaimer: |
The <i>American Journal of Political Science</i> and the Cornell Center for Social Sciences are not responsible for the accuracy or quality of data uploaded within the <i>AJPS</i> Dataverse, for the use of those data, or for interpretations or conclusions based on their use. |
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Notes: |
This dataset is made available with limited information on how it can be used. You may wish to communicate with the Contact(s) specified before use. |
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Other Study Description Materials |
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File Description--f11834877 |
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File: capex_analysis_dataset.tab |
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Notes: |
UNF:6:EFxaxJCjPNITzxkTQJsVHA== |
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District panel of CapEx IT investment projects. |
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File Description--f11834875 |
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File: economic_census_analysis_dataset.tab |
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Notes: |
UNF:6:IabN9azT7Kp0lrF5U2aExw== |
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District panel of IT employment. |
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File Description--f11834872 |
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File: ihds_panel_analysis_dataset.tab |
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Notes: |
UNF:6:qlV0sY9cM0qI7WeTIRjmzQ== |
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Household-level panel dataset of key India Human Development Survey (IHDS) Wave 1 and Wave 2 variables. |
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File Description--f11834878 |
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File: ihds_wave1_analysis_dataset.tab |
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Notes: |
UNF:6:wFkFa8sdOQ4QcnaC5TF5TQ== |
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Household-level dataset of key India Human Development Survey (IHDS) Wave 1 variables. |
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File Description--f11834870 |
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File: language_analysis_dataset.tab |
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Notes: |
UNF:6:WeRnqk0QPOUBPNtBc+6iGw== |
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Language-level dataset of multilingual and English speakers. |
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File Description--f11834871 |
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File: migration_bilateral_analysis_dataset.tab |
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Notes: |
UNF:6:H/h97ooaZKEZ8Ae0yV0E0g== |
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Origin state-destination district dyad panel of internal migration. |
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File Description--f11834873 |
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File: migration_district_analysis_dataset.tab |
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Notes: |
UNF:6:FBHQPh9kyPkV1ltrcFVX4A== |
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District panel of internal migration. |
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File Description--f11834874 |
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File: nss_analysis_dataset.tab |
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Notes: |
UNF:6:zbgV8VkqsSTUcUMmXOud0A== |
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Individual-level dataset of key National Sample Survey (NSS) variables. |
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File Description--f11835044 |
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File: public_goods_analysis_dataset.tab |
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Notes: |
UNF:6:L/f5ILLS7B6uxe/N5EGKeA== |
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District panel of public goods. |
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List of Variables: |
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Variables |
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f11834877 Location: |
Variable Format: character Notes: UNF:6:pJfnhZC/2EjoHhakxVK2zQ== |
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f11834877 Location: |
Variable Format: character Notes: UNF:6:otSlB14bHXiR2roObQHxXg== |
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f11834877 Location: |
Summary Statistics: StDev 0.43303551304471205; Valid 9492.0; Min. 0.0; Mean 0.25; Max. 1.0; Variable Format: numeric Notes: UNF:6:5VTgv7eNYi1sTe4hHLWgGg== |
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f11834877 Location: |
Summary Statistics: Mean 0.05488832701222025; Valid 9492.0; StDev 0.6201752500784438; Min. 0.0; Max. 20.0 Variable Format: numeric Notes: UNF:6:K90Fzr/+VsOERdH1J0r0Gg== |
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f11834877 Location: |
Summary Statistics: Max. 2010.0; Mean 2000.0; Valid 9492.0; Min. 1990.0; StDev 6.0556197020426 Variable Format: numeric Notes: UNF:6:x2oRngZ5KEcVjUNrEqMpbA== |
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f11834875 Location: |
Summary Statistics: Max. 452.0; Mean 226.20014771048605; StDev 130.3899624999824; Valid 1354.0; Min. 1.0 Variable Format: numeric Notes: UNF:6:6k6ut9qn3kRj76ss+1WFFQ== |
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f11834875 Location: |
Variable Format: character Notes: UNF:6:Fcf5OfjVpKHc31R5S3izmA== |
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f11834875 Location: |
Variable Format: character Notes: UNF:6:M9jGTjRSA8VWBYAZfhHrUg== |
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f11834875 Location: |
Summary Statistics: Min. 1998.0; Mean 2005.3330871491876; Valid 1354.0; Max. 2013.0; StDev 6.128265465605834; Variable Format: numeric Notes: UNF:6:HqaZV3LVWhDNPjfdgl4EZg== |
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f11834875 Location: |
Summary Statistics: Valid 1354.0; Min. 0.0; Max. 1.0; StDev 0.43338576238793663; Mean 0.2503692762186108; Variable Format: numeric Notes: UNF:6:8F+WTJHDItPPxX35wBtOzA== |
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f11834875 Location: |
Summary Statistics: Mean 0.5623088111447164; StDev 0.33865170424696966; Max. 1.0; Min. 0.0; Valid 1354.0 Variable Format: numeric Notes: UNF:6:Y+oypUKkJH2ZTAjRmmfvig== |
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f11834875 Location: |
Summary Statistics: Mean 0.6669128508124077; Valid 1354.0; Max. 1.0; StDev 0.4714915519965656; Min. 0.0; Variable Format: numeric Notes: UNF:6:7+qJXIYIoULpRHkWHJ5Enw== |
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f11834875 Location: |
Summary Statistics: StDev 1.153880670551494; Max. 14.6391603; Min. 0.0; Mean 0.2580947308512203; Valid 1354.0 Variable Format: numeric Notes: UNF:6:G5DrWIiMcwjc8Jq7oHQioQ== |
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f11834875 Location: |
Summary Statistics: StDev 0.7435216667574438; Min. 0.0; Valid 1354.0; Mean 0.17984488590718228; Max. 18.07540546466713; Variable Format: numeric Notes: UNF:6:Mg4OjFIc2U6UsuaXoeThoQ== |
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f11834875 Location: |
Summary Statistics: Mean 0.012268714464139003; StDev 0.04973311395762064; Min. 0.0; Valid 1354.0; Max. 0.6697812583297491 Variable Format: numeric Notes: UNF:6:cAjP30LDB+zzYq6fFGyhMw== |
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f11834875 Location: |
Summary Statistics: Valid 1354.0; StDev 5.468944837113745; Max. 44.572011557362366; Mean 11.67533363018769; Min. 5.24347003473501; Variable Format: numeric Notes: UNF:6:z+nfFrui5heqLHl72XbyGg== |
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f11834875 Location: |
Summary Statistics: Mean 2228338.214374206; StDev 1713595.5861513335; Valid 1354.0; Max. 1.67927E7; Min. 7488.0 Variable Format: numeric Notes: UNF:6:mX6t6nUCMVGVuOF8hP+9BQ== |
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f11834875 Location: |
Summary Statistics: Min. 0.36774598618710197; StDev 20.757233440773206; Max. 98.29158684835122; Mean 30.06145313303552; Valid 1354.0; Variable Format: numeric Notes: UNF:6:UVLub6uX4EJWTbEZjmu+Rg== |
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f11834875 Location: |
Summary Statistics: StDev 14.694062736147941; Max. 88.70239812552636; Mean 53.30610887209348; Min. 14.536471441651443; Valid 1354.0; Variable Format: numeric Notes: UNF:6:vFUl8NneTkfeVAVdetrcPg== |
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f11834875 Location: |
Summary Statistics: Valid 1354.0; StDev 7.2436245902754335; Min. 21.081113403294765; Max. 67.07478647644734; Mean 38.89110544459161 Variable Format: numeric Notes: UNF:6:ueMloR3QhGXuJo70uxxajA== |
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f11834875 Location: |
Summary Statistics: Min. 34.89190160735377; Valid 1354.0; StDev 1.6786038483972554; Mean 48.330533839197045; Max. 54.65258083088902 Variable Format: numeric Notes: UNF:6:NoDeDhB4rvMYKPmlQbrTLQ== |
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f11834875 Location: |
Summary Statistics: Mean 23.95779385396429; Min. 0.0; StDev 18.60789683988411; Max. 100.0; Valid 1354.0; Variable Format: numeric Notes: UNF:6:ItCHzGPCecWJ13W+L5C1BQ== |
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f11834872 Location: |
Summary Statistics: Mean 24960.319415448863; Valid 42152.0; StDev 14426.618097019133; Max. 50000.0; Min. 1.0 Variable Format: numeric Notes: UNF:6:wJhvB9IgbonqhdUoWoGhkg== |
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f11834872 Location: |
Summary Statistics: StDev 9.846163178576113; Valid 42152.0; Min. 1.0; Max. 34.0; Mean 18.379507496673433 Variable Format: numeric Notes: UNF:6:nPOUczn6aYWGb1BPeQalOA== |
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f11834872 Location: |
Variable Format: character Notes: UNF:6:seinXLytkbYo5XHNY95T1w== |
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f11834872 Location: |
Summary Statistics: Mean 1856.9139762868638; StDev 991.569978644826; Min. 102.0; Valid 38966.0; Max. 3330.0; Variable Format: numeric Notes: UNF:6:GUiIhZlBjKbXIoOkqvcphw== |
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f11834872 Location: |
Summary Statistics: Min. 0.0; StDev 0.42619683927394153; Valid 42152.0; Max. 1.0; Mean 0.2385414689694553 Variable Format: numeric Notes: UNF:6:u0RNKdqxOsHaJFI89zcMmQ== |
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f11834872 Location: |
Summary Statistics: StDev 0.30293777049913634; Mean 0.10221731766155447; Min. 0.0; Max. 1.0; Valid 38966.0 Variable Format: numeric Notes: UNF:6:pahe79I0a5863rsYl1dHHQ== |
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f11834872 Location: |
Summary Statistics: Min. 0.0; Mean 0.09959195293225871; Max. 1.0; Valid 42152.0; StDev 0.2994587171475161; Variable Format: numeric Notes: UNF:6:NNtHik65SkzZycukYm5wEA== |
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f11834872 Location: |
Summary Statistics: StDev 0.20609314072927584; Valid 38966.0; Mean 0.04444900682645998; Max. 1.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:GivaPsA+1fF+t9WKwVF+VQ== |
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f11834872 Location: |
Summary Statistics: Min. 0.0; Valid 42152.0; StDev 0.13019233915407202; Max. 1.0; Mean 0.01724710571265703 Variable Format: numeric Notes: UNF:6:P+KTye1KPyTv5ujhfqkKEA== |
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f11834872 Location: |
Summary Statistics: Valid 42152.0; Max. 1.0; Mean 0.08319889922185249; StDev 0.2761859011596869; Min. 0.0 Variable Format: numeric Notes: UNF:6:y0dmpfCyhrtBPE8V3G8rUw== |
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f11834872 Location: |
Summary Statistics: Mean 0.6364995514801048; StDev 0.4810311169055466; Valid 10033.0; Max. 1.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:nPOYFvHykERlBE3zC5EVMQ== |
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f11834872 Location: |
Summary Statistics: Valid 42071.0; Max. 3.0; Mean 2.4350502721589815; StDev 0.678549657691184; Min. 1.0 Variable Format: numeric Notes: UNF:6:xE60YLRNf69wpkSzfswStg== |
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f11834872 Location: |
Summary Statistics: Max. 3.0; Valid 38731.0; StDev 0.6389864126273163; Mean 2.562882445586232; Min. 1.0 Variable Format: numeric Notes: UNF:6:iPu5fNSXQiEF0cMWltVYFA== |
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f11834872 Location: |
Summary Statistics: StDev 0.6487106002658197; Max. 3.0; Min. 1.0; Mean 2.5029128522173125; Valid 42055.0 Variable Format: numeric Notes: UNF:6:NI8nD8OTwJc5FeZQXmm1oQ== |
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f11834872 Location: |
Summary Statistics: Valid 38542.0; Mean 2.6276788957501007; StDev 0.5997065643398604; Max. 3.0; Min. 1.0; Variable Format: numeric Notes: UNF:6:OjSe3fmuOqAzXS86Cm/L6Q== |
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f11834872 Location: |
Variable Format: character Notes: UNF:6:HWHnm75w3sa2skJY0YTSkQ== |
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f11834872 Location: |
Variable Format: character Notes: UNF:6:baKYAQ0t7CvPCAfApLaTXw== |
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f11834872 Location: |
Summary Statistics: Mean 0.052148026484618866; Valid 38966.0; StDev 0.2223283120905559; Max. 1.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:JpXITfsvLss1O7AR45v0eg== |
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f11834872 Location: |
Summary Statistics: Mean 0.11553662167016336; Valid 38966.0; Max. 1.0; StDev 0.3196725407032054; Min. 0.0 Variable Format: numeric Notes: UNF:6:MdD4e8cVdS2iNk0tDyg5iQ== |
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f11834872 Location: |
Summary Statistics: Max. 1.0; StDev 0.45434608961222916; Valid 38966.0; Mean 0.29125391366833425; Min. 0.0; Variable Format: numeric Notes: UNF:6:x3vhEajQI+f9IYs2ms9WVw== |
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f11834872 Location: |
Summary Statistics: Min. 0.0; Valid 38966.0; Mean 0.0; StDev 0.0; Max. 0.0; Variable Format: numeric Notes: UNF:6:ymwfq1zxKuOOJy9HKIevng== |
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f11834872 Location: |
Summary Statistics: Max. 1.0; StDev 0.4170374420206854; Mean 0.22416628128049382; Min. 0.0; Valid 38922.0; Variable Format: numeric Notes: UNF:6:T1yLQjUc+A3AYOYyWahAmw== |
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f11834872 Location: |
Summary Statistics: Mean 0.8673466766013206; StDev 0.33920403213796135; Min. 0.0; Max. 1.0; Valid 38921.0 Variable Format: numeric Notes: UNF:6:dFbhTMf9Ck0zLTBEH8hK0w== |
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f11834872 Location: |
Summary Statistics: StDev 3.046016711066706; Max. 38.0; Valid 38966.0; Min. 1.0; Mean 5.869142329210162; Variable Format: numeric Notes: UNF:6:qQzpduvlwSmSgOk4zTdg2A== |
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f11834872 Location: |
Summary Statistics: Valid 38935.0; Mean 75.8786695775007; Max. 90.0; StDev 27.677785586020672; Min. 1.0 Variable Format: numeric Notes: UNF:6:IPitHOFp0FMOaspxEB0nTA== |
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f11834872 Location: |
Summary Statistics: Mean 0.051148466572566435; Max. 1.0; Min. 0.0; StDev 0.2203033057117196; Valid 38965.0; Variable Format: numeric Notes: UNF:6:8CSG3rpCD4k9NB17Aie0LQ== |
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f11834872 Location: |
Summary Statistics: Valid 42152.0; Max. 1.0; StDev 0.33934231134128456; Mean 0.13278136268742197; Min. 0.0 Variable Format: numeric Notes: UNF:6:NiDteAHr5Zp3CfUJ+lY6JQ== |
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f11834872 Location: |
Summary Statistics: StDev 0.47097911263805015; Valid 38390.0; Mean 0.33211773899452973; Min. 0.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:7XRL10nj5lVE+6sql2s3tA== |
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f11834872 Location: |
Summary Statistics: Min. 83833.0; Mean 695486.605708045; StDev 701184.3693287956; Max. 2426870.0; Valid 32235.0 Variable Format: numeric Notes: UNF:6:VrYV2VDKATy5d/Wh6puQgw== |
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f11834872 Location: |
Summary Statistics: Min. 6097564.0; StDev 4.55459136392759E7; Max. 1.74065776935102E8; Valid 32235.0; Mean 6.719710756384097E7; Variable Format: numeric Notes: UNF:6:M6FHct0+RycamMK1d2nsdw== |
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f11834872 Location: |
Summary Statistics: Mean 0.9911273438081881; Valid 32235.0; Max. 2.62057769664474; Min. 0.488886534325219; StDev 0.4089510665861285; Variable Format: numeric Notes: UNF:6:9ElfEelagZivVTrVcup/jQ== |
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f11834872 Location: |
Summary Statistics: Mean 0.7706052631580315; StDev 0.4204490975008331; Max. 1.0; Valid 38000.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:YWqT6DzUfsz6w/8z23BgHQ== |
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f11834878 Location: |
Summary Statistics: Valid 41554.0; Mean 75021.64672474368; Min. 50000.0; Max. 100000.0; StDev 14429.409685083558 Variable Format: numeric Notes: UNF:6:T9aPJH/3qm8ZphuHmxZMbQ== |
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f11834878 Location: |
Variable Format: character Notes: UNF:6:T5JKlaJDcM07cvubeXzpDA== |
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f11834878 Location: |
Summary Statistics: Min. 0.0; Mean 0.34953142969000883; StDev 0.4768278228106868; Valid 40869.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:Eg5+FPvOAYuq2cPBTtqEHQ== |
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f11834878 Location: |
Summary Statistics: Valid 41554.0; Max. 1.0; Min. 0.0; StDev 0.2991868617424763; Mean 0.09938874717235317; Variable Format: numeric Notes: UNF:6:264quFyP8nnzlXazB00eOQ== |
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f11834878 Location: |
Summary Statistics: StDev 0.201399098386437; Valid 41554.0; Mean 0.04235452664003007; Max. 1.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:xCOGzV1iEeo9rtsVfYI5kQ== |
|
f11834878 Location: |
Summary Statistics: Min. 0.0; Mean 0.28329402704914824; StDev 0.45060338163577623; Valid 41554.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:3qrM9uVxhc1ntrDU7P/GwA== |
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f11834878 Location: |
Summary Statistics: StDev 0.3169609729027471; Mean 0.11329835876208703; Min. 0.0; Valid 41554.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:uGrxXK3sXI4GLiMtqw8SBA== |
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f11834878 Location: |
Summary Statistics: Max. 1.0; Valid 41499.0; Min. 0.0; Mean 0.8348393937203313; StDev 0.3713299113252959 Variable Format: numeric Notes: UNF:6:BCJsO44pdQ1DQHPWhErnFQ== |
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f11834878 Location: |
Summary Statistics: Valid 41491.0; Max. 1.0; Min. 0.0; Mean 0.19582560073272107; StDev 0.39683967845224355 Variable Format: numeric Notes: UNF:6:Z4CPpf6OPYpIaeNvhTfjrg== |
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f11834878 Location: |
Summary Statistics: Valid 41554.0; Mean 5.192135534485526; Max. 38.0; StDev 2.487840087221691; Min. 1.0; Variable Format: numeric Notes: UNF:6:V0Y5lSaOtH1pHWOsgENkZQ== |
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f11834878 Location: |
Summary Statistics: StDev 31.237325955054718; Mean 71.22374033109193; Min. 1.0; Max. 90.0; Valid 41499.0 Variable Format: numeric Notes: UNF:6:6zV4QqpWErYmUboXm03KQA== |
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f11834878 Location: |
Summary Statistics: Valid 41554.0; Mean 18.781296626072695; StDev 9.841064146752517; Min. 1.0; Max. 34.0 Variable Format: numeric Notes: UNF:6:sOupCq3paB/uVgRYiC5nHg== |
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f11834870 Location: |
Variable Format: character Notes: UNF:6:mR1KilNIQPvnLuBHT71qvw== |
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f11834870 Location: |
Summary Statistics: StDev 1.2684167939146436; Mean 4.477876106194691; Max. 5.0; Valid 113.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:q57QB2VPe3b9fBmtQi9T3Q== |
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f11834870 Location: |
Summary Statistics: StDev 3.41457121073714E7; Mean 7414366.274336284; Min. 10144.0; Max. 3.37272113E8; Valid 113.0; Variable Format: numeric Notes: UNF:6:aYsiBbIFeQF1zsfplInHGA== |
|
f11834870 Location: |
Summary Statistics: Min. 2740.0; Max. 3.7139617E7; StDev 4673345.647438233; Valid 113.0; Mean 1438413.1061946906; Variable Format: numeric Notes: UNF:6:zlMB7GH6pBBK1dAIY5eyog== |
|
f11834870 Location: |
Summary Statistics: Min. 0.0; Mean 576577.6725663716; Valid 113.0; StDev 2832681.9318278707; Max. 2.7569676E7; Variable Format: numeric Notes: UNF:6:4JYmVdN0S0vfD7y/Ei4+zg== |
|
f11834870 Location: |
Summary Statistics: Valid 113.0; Mean 232568.47787610616; StDev 859503.7256763148; Min. 0.0; Max. 6479857.0; Variable Format: numeric Notes: UNF:6:Wtrl+Z6GtRC6KIq+S0CkFQ== |
|
f11834870 Location: |
Summary Statistics: Valid 113.0; Min. 0.0; Mean 5.7740341385290055; StDev 5.73038674515449; Max. 22.39574835085429 Variable Format: numeric Notes: UNF:6:Mn2efpdLa91zdBH4fgUQow== |
|
f11834870 Location: |
Summary Statistics: StDev 20.692736193778025; Max. 76.3565382470851; Mean 18.442337846741502; Valid 113.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:mUu+dQs5JhQhd5sDWoaFRw== |
|
f11834870 Location: |
Summary Statistics: StDev 0.13244276964543109; Valid 113.0; Mean 0.017699115044247773; Min. 0.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:x+bn539KP8M0iLvFb8pqrw== |
|
f11834871 Location: |
Variable Format: character Notes: UNF:6:8HpqwseINjGAp14RgXYzJg== |
|
f11834871 Location: |
Variable Format: character Notes: UNF:6:lOJwC7BsYs/Us8POID1UaQ== |
|
f11834871 Location: |
Variable Format: character Notes: UNF:6:9y6I62lwsrjIh4xZzj8J0g== |
|
f11834871 Location: |
Summary Statistics: Mean 226.5; Max. 452.0; Min. 1.0; StDev 130.48161751901353; Valid 84072.0; Variable Format: numeric Notes: UNF:6:BCIUbAo6VHqdJJU0YaR++g== |
|
f11834871 Location: |
Summary Statistics: Valid 84072.0; Min. 3.0; Max. 14447.0; StDev 4158.34497848312; Mean 7209.467741934603 Variable Format: numeric Notes: UNF:6:m1qM3EkTWkYEMgFN1oXzBQ== |
|
f11834871 Location: |
Summary Statistics: Min. 1992.0; StDev 6.209348932266675; Valid 84072.0; Mean 2001.6666666666667; Max. 2011.0; Variable Format: numeric Notes: UNF:6:iUUYBUlCMgn2ZCfy8t9nUg== |
|
f11834871 Location: |
Summary Statistics: Min. 2001.0; Max. 2011.0; Mean 2006.0; Valid 84072.0; StDev 5.000029736681684; Variable Format: numeric Notes: UNF:6:AwkZSUHBNItldlY3XoY5sw== |
|
f11834871 Location: |
Summary Statistics: Mean 1997.6666666666667; Min. 1991.0; StDev 4.714073243921185; Valid 84072.0; Max. 2001.0; Variable Format: numeric Notes: UNF:6:fGbkQAGuQJ5CWp/SVVH0Zg== |
|
f11834871 Location: |
Summary Statistics: Min. 1.0; Max. 6.0; Mean 3.5; StDev 1.7078352846703717; Valid 84072.0 Variable Format: numeric Notes: UNF:6:Etk+ChvTZLzlcYPL8FrSxw== |
|
f11834871 Location: |
Summary Statistics: Min. 1.0; Mean 3.3333333333333335; Max. 5.0; StDev 1.6996832797249872; Valid 84072.0; Variable Format: numeric Notes: UNF:6:7nyAVD2MzrpLIQTwasCgHQ== |
|
f11834871 Location: |
Variable Format: character Notes: UNF:6:W0iSoN5yKmJLdlNJfwCbOg== |
|
f11834871 Location: |
Summary Statistics: Valid 84072.0; Mean 433.7397587780896; Min. 0.0; StDev 4882.932764090075; Max. 506500.0 Variable Format: numeric Notes: UNF:6:v6Kd4bcPSgm5ljgPhkSlLA== |
|
f11834871 Location: |
Summary Statistics: Min. 0.0; StDev 0.43832980829470786; Max. 1.0; Mean 0.25943952802356096; Valid 81360.0 Variable Format: numeric Notes: UNF:6:l0Eeqy+cJhWR4bXX43Ptzg== |
|
f11834871 Location: |
Summary Statistics: Min. 0.0; StDev 0.4330152771643956; Mean 0.25; Valid 84072.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:/NjtEnDWuNnQxst4Ecp3tw== |
|
f11834871 Location: |
Summary Statistics: Min. 0.0; StDev 0.3924547558234128; Valid 81360.0; Max. 1.0; Mean 0.1901917404129905; Variable Format: numeric Notes: UNF:6:Qfof5Q3In82x9/5mQqvlww== |
|
f11834871 Location: |
Summary Statistics: Max. 1.0; Valid 81360.0; StDev 0.23713271141198183; Mean 0.0598082595870101; Min. 0.0 Variable Format: numeric Notes: UNF:6:Tjsb2lFq+yfxHkMhjTeASQ== |
|
f11834871 Location: |
Summary Statistics: StDev 0.3997256421230821; Max. 1.0; Mean 0.1996312684365664; Valid 81360.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:hnYHuTNbH/MxysgErUomlA== |
|
f11834871 Location: |
Summary Statistics: Min. 0.0; Max. 1.0; StDev 0.49745957875824764; Valid 81360.0; Mean 0.5503687315634316; Variable Format: numeric Notes: UNF:6:pjZgN13rad7SIWuTj+3dgQ== |
|
f11834871 Location: |
Summary Statistics: StDev 0.4714073243923818; Min. 0.0; Valid 84072.0; Max. 1.0; Mean 0.6666666666666666 Variable Format: numeric Notes: UNF:6:bCE1D4EufXST7kbAIxhJZw== |
|
f11834871 Location: |
Summary Statistics: StDev 3.828517691700906E7; Min. 51707.0; Max. 1.740657769351016E8; Valid 81360.0; Mean 2.941853430288587E7 Variable Format: numeric Notes: UNF:6:ogMMB84BiL9zzD5qB3lORQ== |
|
f11834871 Location: |
Summary Statistics: StDev 26.139011057784778; Max. 95.49727210102606; Valid 81360.0; Min. 1.7967914438502672; Mean 34.89296596106537 Variable Format: numeric Notes: UNF:6:hCExGJxTDWC929+VqMRL6A== |
|
f11834871 Location: |
Summary Statistics: Valid 81360.0; Mean 56.94468406998907; Max. 80.05893863958197; Min. 30.567943894066378; StDev 11.961197387487882 Variable Format: numeric Notes: UNF:6:+F8jziP2wCg7j3yjKcRGxg== |
|
f11834871 Location: |
Summary Statistics: Mean 38.712955549330296; Max. 55.2118555230299; StDev 6.593489559851152; Valid 81360.0; Min. 23.95807144100412 Variable Format: numeric Notes: UNF:6:32lzLlhJYi5hGncx3kxeVg== |
|
f11834871 Location: |
Summary Statistics: Min. 41.38580491673275; StDev 1.8192605457973616; Valid 81360.0; Mean 47.86421068866347; Max. 51.41792242560522 Variable Format: numeric Notes: UNF:6:TeUkrWms0E+dXBAcWJAQiA== |
|
f11834871 Location: |
Summary Statistics: Min. 8.054999980731509; Valid 81360.0; Max. 93.14967920337695; StDev 19.8311922622446; Mean 31.262883110911943 Variable Format: numeric Notes: UNF:6:FPp58KMMdub45JUgund49A== |
|
f11834871 Location: |
Summary Statistics: Mean 2100352.8174055517; StDev 1567456.829261983; Valid 84072.0; Min. 7488.0; Max. 1.3854884E7; Variable Format: numeric Notes: UNF:6:OKifDSRpxaSOWOasuWFkxA== |
|
f11834871 Location: |
Summary Statistics: Min. 0.36774598618710197; Mean 29.687258487527902; StDev 20.712987831131453; Max. 98.12361178613445; Valid 84072.0; Variable Format: numeric Notes: UNF:6:LG+wxg6AiXPXs8At9zyXjg== |
|
f11834871 Location: |
Summary Statistics: Mean 50.34539068045158; Max. 85.49856890310632; StDev 13.720826243070457; Valid 84072.0; Min. 14.536471441651443 Variable Format: numeric Notes: UNF:6:o1EWxbHITCbj2mWbAab8GQ== |
|
f11834871 Location: |
Summary Statistics: Max. 62.8567021440691; Valid 84072.0; Min. 21.081113403294765; StDev 7.182693723154727; Mean 38.64200126798612; Variable Format: numeric Notes: UNF:6:gtNu4YjvycoNkVfdteLjbw== |
|
f11834871 Location: |
Summary Statistics: StDev 1.6778733468074518; Valid 84072.0; Max. 54.65258083088902; Mean 48.22993395152116; Min. 37.08668606486736 Variable Format: numeric Notes: UNF:6:2Xp8X0f5sT5wonE/BHfurw== |
|
f11834871 Location: |
Summary Statistics: Valid 84072.0; Mean 22.788150452744404; StDev 17.980416310451513; Max. 100.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:giNyZQXBmAoDCgWdabzfVw== |
|
f11834871 Location: |
Summary Statistics: Mean 0.16666666666666669; Min. 0.0; Max. 1.0; StDev 0.3726802126911179; Valid 84072.0 Variable Format: numeric Notes: UNF:6:rBNVx3qRKrptDiCOz0zXcg== |
|
f11834871 Location: |
Summary Statistics: Max. 1.0; Mean 0.16666666666666669; Valid 84072.0; StDev 0.3726802126911179; Min. 0.0; Variable Format: numeric Notes: UNF:6:SkICJYkw80YjznPzF9YrFw== |
|
f11834871 Location: |
Summary Statistics: Valid 84072.0; Min. 0.0; Max. 1.0; StDev 0.3726802126911179; Mean 0.16666666666666669 Variable Format: numeric Notes: UNF:6:NCKIZr/hBWwhRQc5MRi+hw== |
|
f11834871 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; Mean 0.16666666666666669; StDev 0.3726802126911179; Valid 84072.0 Variable Format: numeric Notes: UNF:6:W245LDcoZiqOU9uNWZdryQ== |
|
f11834871 Location: |
Summary Statistics: Mean 0.16666666666666669; Min. 0.0; StDev 0.37268021269111795; Max. 1.0; Valid 84072.0 Variable Format: numeric Notes: UNF:6:eKdT8BBie7WmMGiqrsC8hw== |
|
f11834871 Location: |
Summary Statistics: StDev 0.37268021269111795; Valid 84072.0; Min. 0.0; Max. 1.0; Mean 0.16666666666666669 Variable Format: numeric Notes: UNF:6:K2Ugmy48Z9RnoCDDgJY9YQ== |
|
f11834873 Location: |
Variable Format: character Notes: UNF:6:xY9YcsjEzrjE94AtJvTBxw== |
|
f11834873 Location: |
Variable Format: character Notes: UNF:6:rho9N8IOhf0Si4A3qVCHdA== |
|
f11834873 Location: |
Summary Statistics: Mean 226.5; StDev 130.50490436266173; Max. 452.0; Min. 1.0; Valid 2712.0; Variable Format: numeric Notes: UNF:6:O/LCIfgXkara1zHp7LVTzw== |
|
f11834873 Location: |
Summary Statistics: Min. 1992.0; StDev 6.210457104746419; Max. 2011.0; Mean 2001.6666666666667; Valid 2712.0; Variable Format: numeric Notes: UNF:6:iDICi3ONpMkNL3jePRQ5jw== |
|
f11834873 Location: |
Summary Statistics: Mean 2006.0; Max. 2011.0; Min. 2001.0; StDev 5.000922083917475; Valid 2712.0 Variable Format: numeric Notes: UNF:6:WTCiajNZaNNB4BGaU/6Ncg== |
|
f11834873 Location: |
Summary Statistics: Min. 1.0; Valid 2712.0; Max. 6.0; Mean 3.5; StDev 1.708140079276748 Variable Format: numeric Notes: UNF:6:iZnHDYQw3gycUm+oL7xTLw== |
|
f11834873 Location: |
Summary Statistics: Min. 1.0; Valid 2712.0; Mean 3.3333333333333335; StDev 1.6999866194567863; Max. 5.0 Variable Format: numeric Notes: UNF:6:/Uns+rPPoa5AEtYDD/ubBQ== |
|
f11834873 Location: |
Variable Format: character Notes: UNF:6:z3Zlena1sCwqWYX0AAwh8Q== |
|
f11834873 Location: |
Summary Statistics: Valid 2712.0; Max. 1.0; StDev 0.43309255670191477; Mean 0.25; Min. 0.0; Variable Format: numeric Notes: UNF:6:57uEHca9Cs3GyWZJBPZUpQ== |
|
f11834873 Location: |
Summary Statistics: Mean 0.6666666666666666; Min. 0.0; StDev 0.4714914556964749; Max. 1.0; Valid 2712.0 Variable Format: numeric Notes: UNF:6:G5TwivIec6jYv4YkJOjVog== |
|
f11834873 Location: |
Summary Statistics: Mean 14236.396755162255; Valid 2712.0; Min. 5.0; StDev 52161.96539722665; Max. 1056978.0 Variable Format: numeric Notes: UNF:6:po85I72aobhWJGFAycI1Zg== |
|
f11834873 Location: |
Summary Statistics: Min. 7488.0; Valid 2712.0; StDev 1567736.5707520053; Max. 1.3854884E7; Mean 2100352.8174055545 Variable Format: numeric Notes: UNF:6:wQzEqC+PvgPrnA7q/b3elQ== |
|
f11834873 Location: |
Summary Statistics: StDev 13.7232749767814; Max. 85.49856890310632; Valid 2712.0; Mean 50.34539068045158; Min. 14.536471441651443 Variable Format: numeric Notes: UNF:6:38gtdeW/cuo1z/9xYywYWQ== |
|
f11834873 Location: |
Summary Statistics: Mean 38.64200126798612; Min. 21.081113403294765; Valid 2712.0; Max. 62.8567021440691; StDev 7.183975606908814 Variable Format: numeric Notes: UNF:6:w+IWvn6y+tIzSnlZEyK7Uw== |
|
f11834873 Location: |
Summary Statistics: Mean 22.788150452744404; Min. 0.0; StDev 17.983625246326174; Valid 2712.0; Max. 100.0; Variable Format: numeric Notes: UNF:6:sYvOlULcZBSugwCb8TUGgQ== |
|
f11834873 Location: |
Summary Statistics: Valid 2712.0; Max. 54.65258083088902; Mean 48.22993395152116; StDev 1.6781727941550668; Min. 37.08668606486736 Variable Format: numeric Notes: UNF:6:5s45C15WJ0ekFsdqJH6dWw== |
|
f11834873 Location: |
Summary Statistics: Valid 2712.0; StDev 20.716684444633316; Min. 0.36774598618710197; Max. 98.12361178613445; Mean 29.6872584875279 Variable Format: numeric Notes: UNF:6:4pn4iCIgzaU9lnRAEXpGpg== |
|
f11834874 Location: |
Summary Statistics: Mean 4.7806887491755615E10; Valid 572254.0; StDev 2.344157014078603E10; Min. 1.1000110101E10; Max. 6.9999230203E10 Variable Format: numeric Notes: UNF:6:602byoFkdI4yf7X1WfjtbQ== |
|
f11834874 Location: |
Summary Statistics: Min. 1.10001101E8; Mean 4.780688748858923E8; Max. 6.99992302E8; Valid 572254.0; StDev 2.3441570140686926E8 Variable Format: numeric Notes: UNF:6:Big43YOC+W8nr6lsNqWnFQ== |
|
f11834874 Location: |
Variable Format: character Notes: UNF:6:xG1ni4q90E6iZ9BiFgfeRg== |
|
f11834874 Location: |
Variable Format: character Notes: UNF:6:ltYIr+0dKnauaAQAT5gGwA== |
|
f11834874 Location: |
Variable Format: character Notes: UNF:6:svpQRB04r1ozSA6+2hEvfA== |
|
f11834874 Location: |
Variable Format: character Notes: UNF:6:kt45+DEtVhrDTcAR8i3+4Q== |
|
f11835044 Location: |
Summary Statistics: StDev 0.16562044087944547; Min. 0.0; Mean 0.05747022694594529; Max. 2.16681781075955; Valid 1384.0 Variable Format: numeric Notes: UNF:6:pw7hvR9vg0RjqwcWBTCfeA== |
|
f11835044 Location: |
Summary Statistics: Mean 0.18808260553755982; StDev 0.2564170886028132; Max. 3.60740313393147; Min. 0.0; Valid 1372.0 Variable Format: numeric Notes: UNF:6:ld61kLEv8TDSdkHtD+nLRw== |
|
f11835044 Location: |
Summary Statistics: Mean 0.9586008631804281; Max. 7.16421834434257; Valid 1384.0; Min. 0.0218980250864154; StDev 0.5999128291374132 Variable Format: numeric Notes: UNF:6:iHHfDmuPN3C8ij92HpviYw== |
|
f11835044 Location: |
Summary Statistics: Max. 1.0; Valid 1372.0; StDev 0.291929243018675; Min. 0.0; Mean 0.6159875178292408; Variable Format: numeric Notes: UNF:6:zRnKzVwjkNbt7EOv2F3ZvA== |
|
f11835044 Location: |
Summary Statistics: Valid 1352.0; Min. 0.0; Max. 1.0; StDev 0.3871575162621385; Mean 0.5850108101925238 Variable Format: numeric Notes: UNF:6:aR4aWL5hN+jhXbKwj6YXTg== |
|
f11835044 Location: |
Summary Statistics: Max. 4.9994917; Mean 3.248867986283186; Valid 1356.0; Min. 1.0014215; StDev 1.3531103072485864; Variable Format: numeric Notes: UNF:6:QorKf+pyiT4AtpSMoTvGbQ== |
|
f11835044 Location: |
Summary Statistics: Valid 1356.0; Max. 1.0; Mean 0.5621328225510362; StDev 0.3384408576038982; Min. 0.0 Variable Format: numeric Notes: UNF:6:5aWTl/LRkDFIN+WiMN0Lvw== |
|
f11835044 Location: |
Summary Statistics: StDev 0.43317245570761287; Mean 0.25; Valid 1356.0; Min. 0.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:LkWroTB7PXGRl7t5EdNZKA== |
|
f11835044 Location: |
Summary Statistics: Min. 0.0; Valid 1384.0; Mean 0.6734104046242809; Max. 1.0; StDev 0.4691352199359567; Variable Format: numeric Notes: UNF:6:03BXu51HiNExL72g5XdjNA== |
|
f11835044 Location: |
Summary Statistics: Min. 1991.0; Mean 2001.1011560693642; Valid 1384.0; Max. 2011.0; StDev 8.146606679955523; Variable Format: numeric Notes: UNF:6:qC2MrxQdEz8lIVzhfKvq8g== |
|
f11835044 Location: |
Summary Statistics: Min. 2001.0; Max. 33004.0; Valid 1384.0; Mean 14549.597543352644; StDev 8133.320004500758 Variable Format: numeric Notes: UNF:6:P5Lpwo+oce2lyBjIIovuAQ== |
|
f11835044 Location: |
Summary Statistics: Valid 1356.0; Min. 28.0; Mean 35640.663716813986; Max. 2288939.0; StDev 124040.60400664205; Variable Format: numeric Notes: UNF:6:6N43qtH4bV4HO5AFeeAO2A== |
|
f11835044 Location: |
Summary Statistics: Valid 1356.0; StDev 130.52898053745614; Mean 226.5; Max. 452.0; Min. 1.0; Variable Format: numeric Notes: UNF:6:CCVzek5ctBHwb4e/adh0Tg== |
|
f11835044 Location: |
Summary Statistics: Valid 1356.0; Mean 0.16666666666666716; Max. 1.0; StDev 0.3728154904425212; Min. 0.0 Variable Format: numeric Notes: UNF:6:qyEYwUOLjsne4Zsft9MJBw== |
|
f11835044 Location: |
Summary Statistics: Valid 1384.0; Min. 7488.0; Max. 1.67927E7; StDev 1710064.9154233064; Mean 2201875.4514927715 Variable Format: numeric Notes: UNF:6:PxYOwQv3ML9WsNQ/iqIeNw== |
|
f11835044 Location: |
Summary Statistics: Mean 0.38864549392564696; Valid 1384.0; Min. 0.210811134032948; Max. 0.670747864764473; StDev 0.07241796474763723 Variable Format: numeric Notes: UNF:6:YPwbnMINBxp0lmFzlvg0rg== |
|
f11835044 Location: |
Summary Statistics: Min. 0.145364714416514; Valid 1384.0; Max. 0.887023981255264; Mean 0.532378859721341; StDev 0.14621921078632755 Variable Format: numeric Notes: UNF:6:erGqNm9/nHMLmUBqDp+ODQ== |
|
f11835044 Location: |
Summary Statistics: StDev 0.18568484880242964; Valid 1384.0; Min. 0.0; Mean 0.23820914571727275; Max. 1.0 Variable Format: numeric Notes: UNF:6:uGdhzcrEUzqn0M4rRre+2A== |
|
f11835044 Location: |
Summary Statistics: Mean 0.30035504090424303; StDev 0.20847900627415922; Min. 0.00367745986187102; Max. 0.982915868483512; Valid 1384.0 Variable Format: numeric Notes: UNF:6:WpSDGN2Kz+sACXc+keVmFQ== |
|
f11835044 Location: |
Summary Statistics: Min. 0.348919016073538; Mean 0.4829831788930724; Valid 1384.0; StDev 0.0168836073557962; Max. 0.54652580830889 Variable Format: numeric Notes: UNF:6:eMfBTSu5e1STLfT9u7jP+Q== |
|
f11835044 Location: |
Summary Statistics: StDev 0.4551344636872322; Min. 0.0; Max. 1.0; Valid 1384.0; Mean 0.29263005780346846 Variable Format: numeric Notes: UNF:6:Rga8UejNR8zEseHQsW+bOQ== |
|
f11835044 Location: |
Summary Statistics: Valid 1384.0; Max. 1.0; StDev 0.39641067612648423; Mean 0.195086705202312; Min. 0.0 Variable Format: numeric Notes: UNF:6:QBkVnHGffFx5d4qwWXv2tQ== |
|
f11835044 Location: |
Variable Format: character Notes: UNF:6:5VQB/uSsKPRBm7kotHDOLA== |
|
f11835044 Location: |
Summary Statistics: Valid 1384.0; Min. 2.0; Mean 14.534682080924899; Max. 33.0; StDev 8.1314372246089; Variable Format: numeric Notes: UNF:6:7vyqZ6fuUuRAOXb4k0PuEA== |
|
Label: |
Codebook.pdf |
|
Text: |
Codebook for "Globalization, Internal Migration, and Public Goods Provision in Emerging Economies." |
|
Notes: |
application/pdf |
|
Label: |
employment_language_replication_code.R |
|
Text: |
This script includes code to replicate all results regarding language and IT employment (Tables S1, S2, S3, S4, S5; Figure 2). |
|
Notes: |
type/x-r-syntax |
|
Label: |
individual_level_replication_code.R |
|
Text: |
This script includes code to replicate all results regarding individual-level selective migration patterns (Tables 1, 5, S15, S16; Figures 1, 4, S1, S2). |
|
Notes: |
type/x-r-syntax |
|
Label: |
migration_replication_code.R |
|
Text: |
This script includes code to replicate all internal migration-related results (Tables 2, S6, S7, S8; Figure 3). |
|
Notes: |
type/x-r-syntax |
|
Label: |
publicgoods_replication_code.R |
|
Text: |
This script includes code to replicate all public goods-related results (Tables 3, 4, S9, S10, S11, S12, S13, S14; Figure S3). |
|
Notes: |
type/x-r-syntax |
|
Label: |
readme.txt |
|
Text: |
Readme file for repository. |
|
Notes: |
text/plain |