Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora (doi:10.7910/DVN/K0OYQF)

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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
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Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora

doi:10.7910/DVN/K0OYQF

Harvard Dataverse

2019-05-05

1

Rheault, Ludovic; Cochrane, Christopher, 2019, "Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora", https://doi.org/10.7910/DVN/K0OYQF, Harvard Dataverse, V1, UNF:6:9j21+ISD1w1OJjOTpjQ35A== [fileUNF]

Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora

doi:10.7910/DVN/K0OYQF

Rheault, Ludovic (University of Toronto)

Cochrane, Christopher (University of Toronto)

Political Analysis

Harvard Dataverse

Rheault, Ludovic

Rheault, Ludovic

2019-04-15

Volume #, Issue #

https://doi.org/10.7910/DVN/K0OYQF

Computer and Information Science, Social Sciences, Word Embeddings, Political Ideology, Document Embeddings

Replication files for the study "Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora." A public GitHub page is also available at https://www.github.com/lrheault/partyembed

<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>

Select one option from below, remove everything else: Rheault, Ludovic and Christopher Cochrane. 2019. "Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora." Forthcoming, Political Analysis.

Select one option from below, remove everything else: Rheault, Ludovic and Christopher Cochrane. 2019. "Word Embeddings for the Analysis of Ideological Placement in Parliamentary Corpora." Forthcoming, Political Analysis.

• Number of cases: 108

• No. of variables per record: 19

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

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• Number of cases: 96

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UNF:6:1TmiFLuJ0n+8UBk2j8qvkg==

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• Number of cases: 144

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• Number of cases: 352

• No. of variables per record: 3

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

UNF:6:H40SaZe/t33/OiC1kCNePA==

• label - label
• ep5_dim100_delta15_lr025 - ep5_dim100_delta15_lr025
• ep5_dim200_delta15_lr025 - ep5_dim200_delta15_lr025
• ep5_dim300_delta15_lr025 - ep5_dim300_delta15_lr025
• ep5_dim100_delta20_lr025 - ep5_dim100_delta20_lr025
• ep5_dim200_delta20_lr025 - ep5_dim200_delta20_lr025
• ep5_dim300_delta20_lr025 - ep5_dim300_delta20_lr025
• ep5_dim100_delta30_lr025 - ep5_dim100_delta30_lr025
• ep5_dim200_delta30_lr025 - ep5_dim200_delta30_lr025
• ep5_dim300_delta30_lr025 - ep5_dim300_delta30_lr025
• ep5_dim200_delta20_lr01 - ep5_dim200_delta20_lr01
• ep5_dim200_delta20_lr02 - ep5_dim200_delta20_lr02
• ep5_dim200_delta20_lr03 - ep5_dim200_delta20_lr03
• ep5_dim200_delta20_lr04 - ep5_dim200_delta20_lr04
• ep5_dim200_delta20_lr05 - ep5_dim200_delta20_lr05
• ep1_dim200_delta20_lr025 - ep1_dim200_delta20_lr025
• ep3_dim200_delta20_lr025 - ep3_dim200_delta20_lr025
• ep10_dim200_delta20_lr025 - ep10_dim200_delta20_lr025
• ep15_dim200_delta20_lr025 - ep15_dim200_delta20_lr025
• parliament - parliament
• year - year
• euclidean_distance - euclidean_distance
• party - party
• year - year
• label - label
• rile - rile
• vanilla - vanilla
• legacy - legacy
• experts - experts
• experts_source - experts_source
• experts_n - experts_n
• experts_stand - experts_stand
• party - party
• year - year
• label - label
• congress - congress
• voteview - voteview
• experts - experts
• experts_source - experts_source
• experts_n - experts_n
• experts_stand - experts_stand
• rile - rile
• vanilla - vanilla
• legacy - legacy
• party - party
• year - year
• label - label
• congress - congress
• voteview - voteview
• experts - experts
• experts_source - experts_source
• experts_n - experts_n
• experts_stand - experts_stand
• rile - rile
• vanilla - vanilla
• legacy - legacy
• speakerid - speakerid
• party - party
• bioname - bioname
• bioguide_id - bioguide_id
• govtrack - govtrack
• ACU_2016 - ACU_2016
• ACU_2015 - ACU_2015
• ACU_Life - ACU_Life
• nominate_dim1 - nominate_dim1
• nokken_poole_dim1 - nokken_poole_dim1
• senator_embedding_pca1 - senator_embedding_pca1
• senator_embedding_pca2 - senator_embedding_pca2
• party - party
• year - year
• label - label
• rile - rile
• vanilla - vanilla
• legacy - legacy
• experts - experts
• experts_source - experts_source
• experts_n - experts_n
• experts_stand_alt - experts_stand_alt
• experts_stand - experts_stand
• label - label
• ep5_dim100_delta15_lr025 - ep5_dim100_delta15_lr025
• ep5_dim200_delta15_lr025 - ep5_dim200_delta15_lr025
• ep5_dim300_delta15_lr025 - ep5_dim300_delta15_lr025
• ep5_dim100_delta20_lr025 - ep5_dim100_delta20_lr025
• ep5_dim200_delta20_lr025 - ep5_dim200_delta20_lr025
• ep5_dim300_delta20_lr025 - ep5_dim300_delta20_lr025
• ep5_dim100_delta30_lr025 - ep5_dim100_delta30_lr025
• ep5_dim200_delta30_lr025 - ep5_dim200_delta30_lr025
• ep5_dim300_delta30_lr025 - ep5_dim300_delta30_lr025
• ep5_dim200_delta20_lr01 - ep5_dim200_delta20_lr01
• ep5_dim200_delta20_lr02 - ep5_dim200_delta20_lr02
• ep5_dim200_delta20_lr03 - ep5_dim200_delta20_lr03
• ep5_dim200_delta20_lr04 - ep5_dim200_delta20_lr04
• ep5_dim200_delta20_lr05 - ep5_dim200_delta20_lr05
• ep1_dim200_delta20_lr025 - ep1_dim200_delta20_lr025
• ep3_dim200_delta20_lr025 - ep3_dim200_delta20_lr025
• ep10_dim200_delta20_lr025 - ep10_dim200_delta20_lr025
• ep15_dim200_delta20_lr025 - ep15_dim200_delta20_lr025
• label - label
• ep5_dim100_delta15_lr025 - ep5_dim100_delta15_lr025
• ep5_dim200_delta15_lr025 - ep5_dim200_delta15_lr025
• ep5_dim300_delta15_lr025 - ep5_dim300_delta15_lr025
• ep5_dim100_delta20_lr025 - ep5_dim100_delta20_lr025
• ep5_dim200_delta20_lr025 - ep5_dim200_delta20_lr025
• ep5_dim300_delta20_lr025 - ep5_dim300_delta20_lr025
• ep5_dim100_delta30_lr025 - ep5_dim100_delta30_lr025
• ep5_dim200_delta30_lr025 - ep5_dim200_delta30_lr025
• ep5_dim300_delta30_lr025 - ep5_dim300_delta30_lr025
• ep5_dim200_delta20_lr01 - ep5_dim200_delta20_lr01
• ep5_dim200_delta20_lr02 - ep5_dim200_delta20_lr02
• ep5_dim200_delta20_lr03 - ep5_dim200_delta20_lr03
• ep5_dim200_delta20_lr04 - ep5_dim200_delta20_lr04
• ep5_dim200_delta20_lr05 - ep5_dim200_delta20_lr05
• ep1_dim200_delta20_lr025 - ep1_dim200_delta20_lr025
• ep3_dim200_delta20_lr025 - ep3_dim200_delta20_lr025
• ep10_dim200_delta20_lr025 - ep10_dim200_delta20_lr025
• ep15_dim200_delta20_lr025 - ep15_dim200_delta20_lr025
• label - label
• ep5_dim100_delta15_lr025 - ep5_dim100_delta15_lr025
• ep5_dim200_delta15_lr025 - ep5_dim200_delta15_lr025
• ep5_dim300_delta15_lr025 - ep5_dim300_delta15_lr025
• ep5_dim100_delta20_lr025 - ep5_dim100_delta20_lr025
• ep5_dim200_delta20_lr025 - ep5_dim200_delta20_lr025
• ep5_dim300_delta20_lr025 - ep5_dim300_delta20_lr025
• ep5_dim100_delta30_lr025 - ep5_dim100_delta30_lr025
• ep5_dim200_delta30_lr025 - ep5_dim200_delta30_lr025
• ep5_dim300_delta30_lr025 - ep5_dim300_delta30_lr025
• ep5_dim200_delta20_lr01 - ep5_dim200_delta20_lr01
• ep5_dim200_delta20_lr02 - ep5_dim200_delta20_lr02
• ep5_dim200_delta20_lr03 - ep5_dim200_delta20_lr03
• ep5_dim200_delta20_lr04 - ep5_dim200_delta20_lr04
• ep5_dim200_delta20_lr05 - ep5_dim200_delta20_lr05
• ep1_dim200_delta20_lr025 - ep1_dim200_delta20_lr025
• ep3_dim200_delta20_lr025 - ep3_dim200_delta20_lr025
• ep10_dim200_delta20_lr025 - ep10_dim200_delta20_lr025
• ep15_dim200_delta20_lr025 - ep15_dim200_delta20_lr025
• parliament - parliament
• year - year
• euclidean_distance - euclidean_distance
• parliament - parliament
• year - year
• euclidean_distance - euclidean_distance
• year - year
• democrat - democrat
• republican - republican
• year - year
• democrat - democrat
• republican - republican
• love - love
• sex - sex
• 6.77 - 6.77

f3425030 Location:

Variable Format: character

Notes: UNF:6:/oG6F0H5HmisscxpMvhRSQ==

f3425030 Location:

Summary Statistics: Min. -9.944237180426118; Mean 2.631639762074445E-16; Max. 11.46589029908771; Valid 108.0; StDev 5.245770247052739;

Variable Format: numeric

Notes: UNF:6:+sWUU38+mK8iXTPtwlCddA==

f3425030 Location:

Summary Statistics: Valid 108.0; StDev 6.284500624349995; Mean 7.56596431596403E-16; Min. -13.848806587260377; Max. 13.79576414756422;

Variable Format: numeric

Notes: UNF:6:VGHBkeoo1hVAfu3YEcv7Iw==

f3425030 Location:

Summary Statistics: Valid 108.0; Min. -14.265455005543947; StDev 6.493114833865211; Mean -9.868649107779169E-17; Max. 12.960472239200323;

Variable Format: numeric

Notes: UNF:6:UffECXYzoVPSxPu71e7v3Q==

f3425030 Location:

Summary Statistics: Mean -3.289549702593056E-16; Valid 108.0; Max. 14.047162595855019; Min. -12.414758907425204; StDev 6.272967304022828

Variable Format: numeric

Notes: UNF:6:tDsqseDcFs+TOoNHvTGv3Q==

f3425030 Location:

Summary Statistics: Mean 6.579099405186112E-16; Valid 108.0; Max. 14.983511408180139; StDev 7.4380325314468205; Min. -16.456830774631744

Variable Format: numeric

Notes: UNF:6:mIkLsIlqaYVcYnv2KIb5VA==

f3425030 Location:

Summary Statistics: Mean 1.1184468988816392E-15; StDev 7.451297885608001; Min. -17.429705455740912; Valid 108.0; Max. 14.040152715467507

Variable Format: numeric

Notes: UNF:6:dg+MNRfIKv8yI6MwKWjspQ==

f3425030 Location:

Summary Statistics: Valid 108.0; Mean -8.881784197001252E-16; Min. -15.898034539562993; Max. 16.607981828726118; StDev 7.640528035684183

Variable Format: numeric

Notes: UNF:6:oWo+CnAlT9o5rcgIyM1Xug==

f3425030 Location:

Summary Statistics: Valid 108.0; Max. 17.48769005159299; Mean -2.730326253152237E-15; StDev 8.8708466802167; Min. -18.43158177130219;

Variable Format: numeric

Notes: UNF:6:iLRytwvClEIJ3N/gAVDmEQ==

f3425030 Location:

Summary Statistics: Mean -1.348715378063153E-15; Max. 16.778068530011353; Valid 108.0; StDev 8.966661819640548; Min. -21.078392932368395

Variable Format: numeric

Notes: UNF:6:DoIciqoomvBqMYFwwXuv9g==

f3425030 Location:

Summary Statistics: Min. -21.378778110282198; Valid 108.0; StDev 9.281260331190289; Mean 8.552829226741946E-16; Max. 19.856045237850324

Variable Format: numeric

Notes: UNF:6:XUs4Ll7j/csg3WOx90DnZQ==

f3425030 Location:

Summary Statistics: Mean -2.30268479181514E-16; Min. -16.879408283346105; Max. 15.907209901949791; Valid 108.0; StDev 7.803920197827994

Variable Format: numeric

Notes: UNF:6:bsSNa5v8aVW4ge9O6u7gDQ==

f3425030 Location:

Summary Statistics: Min. -15.168053716905609; Max. 13.639972896858568; Mean -8.223874256482641E-16; Valid 108.0; StDev 6.953627299649717

Variable Format: numeric

Notes: UNF:6:UPyqir6zuvTRlcDdvAj4QA==

f3425030 Location:

Summary Statistics: Max. 12.951165799111063; Valid 108.0; Min. -14.197984140313483; Mean 8.881784197001252E-16; StDev 6.381917787770105;

Variable Format: numeric

Notes: UNF:6:wzXo0nc0/yP9EIhc4ukO0A==

f3425030 Location:

Summary Statistics: Valid 108.0; StDev 6.112701916219169; Max. 11.851420574558992; Min. -16.303019549712776; Mean 1.1513423959075697E-15

Variable Format: numeric

Notes: UNF:6:3OzLLFnX2/2kYlH0UCBS8w==

f3425030 Location:

Summary Statistics: Min. -12.536892427044826; Valid 108.0; StDev 5.105429055445962; Max. 11.378132363095748; Mean -7.730441801093683E-16;

Variable Format: numeric

Notes: UNF:6:8jptBEKDCxaVEwZrM3j8qA==

f3425030 Location:

Summary Statistics: Valid 108.0; Min. -15.46770905296264; Mean 1.3158198810372235E-16; StDev 7.092940927884199; Max. 14.235698026648986;

Variable Format: numeric

Notes: UNF:6:/YgrCBZ1hqVe7Fg+JTwiAA==

f3425030 Location:

Summary Statistics: Max. 16.1745867654424; Min. -16.628601112039142; StDev 7.577850357557269; Mean 8.881784197001252E-16; Valid 108.0

Variable Format: numeric

Notes: UNF:6:6FdCyftz+SLypDmssu/T7g==

f3425030 Location:

Summary Statistics: Mean 6.579099405186112E-16; Max. 13.113532707943971; Valid 108.0; Min. -19.729442882931092; StDev 8.04695861631419;

Variable Format: numeric

Notes: UNF:6:jhpUTLV069Gtgfi/5eXrSg==

f3425058 Location:

Summary Statistics: StDev 7.359800721939872; Max. 42.0; Min. 18.0; Valid 25.0; Mean 30.0

Variable Format: numeric

Notes: UNF:6:ZtgnsmZrcHK60UBIzeRDBw==

f3425058 Location:

Summary Statistics: Mean 1976.24; Min. 1935.0; Max. 2015.0; StDev 23.66657276976678; Valid 25.0

Variable Format: numeric

Notes: UNF:6:GKXndNtqkdZxdej2gU5sHQ==

f3425058 Location:

Summary Statistics: StDev 3.245224769239501; Mean 20.260640821058605; Max. 31.095479021041463; Min. 14.953340781416937; Valid 25.0;

Variable Format: numeric

Notes: UNF:6:lyPrBC/btiRqkASNJFc9Gw==

f3425057 Location:

Variable Format: character

Notes: UNF:6:sP9+ylaXXTWiFdTLAe+Kxg==

f3425057 Location:

Summary Statistics: Valid 80.0; StDev 21.30620266851648; Max. 2015.0; Mean 1982.7125; Min. 1945.0;

Variable Format: numeric

Notes: UNF:6:y99QBkVKAGDXm0vXbNTsdg==

f3425057 Location:

Variable Format: character

Notes: UNF:6:CIGPajbbX34IBv5LLOI3zw==

f3425057 Location:

Summary Statistics: StDev 19.59162672976275; Valid 80.0; Min. -50.5; Max. 40.449; Mean -7.343675

Variable Format: numeric

Notes: UNF:6:DubdQknGsu3ZNbdqfd4tcA==

f3425057 Location:

Summary Statistics: Min. -7.984617; Mean -5.437475325; Max. -2.736016; StDev 1.2774665853534592; Valid 80.0;

Variable Format: numeric

Notes: UNF:6:JeerlqfphidbffP8+185dQ==

f3425057 Location:

Summary Statistics: StDev 3.5336735630157823; Min. -8.253752; Valid 80.0; Max. 6.729686; Mean -0.8975916487499995;

Variable Format: numeric

Notes: UNF:6:xnoqe3xsJT1E2PfZeh/FIQ==

f3425057 Location:

Summary Statistics: StDev 4.512700931478808; Min. 2.9; Max. 17.5; Mean 7.341666666666667; Valid 12.0;

Variable Format: numeric

Notes: UNF:6:H9u3NZWeam4I1xM3utguDg==

f3425057 Location:

Variable Format: character

Notes: UNF:6:ng9yeAEyg1MY7Pmd96Cfew==

f3425057 Location:

Summary Statistics: Min. 3.0; Max. 101.0; StDev 48.917989502530624; Mean 45.666666666666664; Valid 12.0

Variable Format: numeric

Notes: UNF:6:/n3Uh2+FiRQVNx1MRMbA3g==

f3425057 Location:

Summary Statistics: Max. 1.36310264568639; Min. -1.41603867076159; Mean -0.17643600327155515; Valid 12.0; StDev 0.9837192645096992

Variable Format: numeric

Notes: UNF:6:YXHmY9O/smF0xvSZbRV+LA==

f3425002 Location:

Variable Format: character

Notes: UNF:6:OrzaY3sS9cj4MGWxvwzG5g==

f3425002 Location:

Summary Statistics: Min. 1921.0; Valid 96.0; Max. 2015.0; StDev 27.85224171267104; Mean 1968.0

Variable Format: numeric

Notes: UNF:6:Ovkhtr7fTjs+Vzt2s2iitw==

f3425002 Location:

Variable Format: character

Notes: UNF:6:hnUC18KBzvzBnSBpORXrnA==

f3425002 Location:

Summary Statistics: Valid 96.0; Max. 114.0; Min. 67.0; StDev 13.92612085633552; Mean 90.5

Variable Format: numeric

Notes: UNF:6:Jo5iqtDc0x9Att8unTd8Hg==

f3425002 Location:

Summary Statistics: Min. -0.395031579; Valid 96.0; Max. 0.484075; Mean 0.014946559062499904; StDev 0.3285711688192932

Variable Format: numeric

Notes: UNF:6:w7cJAspPFXhYyGyq27N5GQ==

f3425002 Location:

Summary Statistics: StDev 4.519144461805428; Mean 7.716666666666667; Max. 16.6; Min. 4.15; Valid 6.0;

Variable Format: numeric

Notes: UNF:6:9vS8XscB5hLs8GnUG0mOBA==

f3425002 Location:

Variable Format: character

Notes: UNF:6:/B9Ooxt1NjUj2PqcHVWacg==

f3425002 Location:

Summary Statistics: StDev 81.39287438099235; Min. 6.0; Valid 6.0; Max. 167.0; Mean 62.0;

Variable Format: numeric

Notes: UNF:6:BYPKJ2h0QKTyWjTa/paWgg==

f3425002 Location:

Summary Statistics: Min. -0.930791774238929; StDev 0.9039830862322503; Valid 6.0; Max. 1.1645925516544; Mean 0.19655170191709836

Variable Format: numeric

Notes: UNF:6:5bribfkEI5sSUjIjrxUSyQ==

f3425002 Location:

Summary Statistics: StDev 16.966260482674357; Mean 1.555499999999999; Min. -23.0; Max. 33.6; Valid 48.0;

Variable Format: numeric

Notes: UNF:6:xJk49NqvNYW5dZBTknmPjw==

f3425002 Location:

Summary Statistics: StDev 0.984387031878494; Max. -3.364958; Min. -6.841173; Mean -5.225820041666667; Valid 48.0

Variable Format: numeric

Notes: UNF:6:s1I7pdyi0OhG2QO44wUdqg==

f3425002 Location:

Summary Statistics: Min. -4.680799; StDev 2.850512938049643; Mean 0.09514752291666607; Max. 5.412153; Valid 48.0;

Variable Format: numeric

Notes: UNF:6:8RyX+XCjuIJ5ttbPBoPDcw==

f3425038 Location:

Variable Format: character

Notes: UNF:6:OrzaY3sS9cj4MGWxvwzG5g==

f3425038 Location:

Summary Statistics: Valid 96.0; Mean 1968.0; Min. 1921.0; Max. 2015.0; StDev 27.85224171267104

Variable Format: numeric

Notes: UNF:6:Ovkhtr7fTjs+Vzt2s2iitw==

f3425038 Location:

Variable Format: character

Notes: UNF:6:hnUC18KBzvzBnSBpORXrnA==

f3425038 Location:

Summary Statistics: Min. 67.0; Max. 114.0; Valid 96.0; StDev 13.92612085633552; Mean 90.5

Variable Format: numeric

Notes: UNF:6:Jo5iqtDc0x9Att8unTd8Hg==

f3425038 Location:

Summary Statistics: Valid 96.0; Mean 0.02520356968858749; Max. 0.481648148148148; StDev 0.3048343318381113; Min. -0.333136363636364

Variable Format: numeric

Notes: UNF:6:PGSbx9QVzmG2zQoaWsy39Q==

f3425038 Location:

Summary Statistics: Max. 16.6; Mean 7.716666666666667; StDev 4.519144461805428; Min. 4.15; Valid 6.0

Variable Format: numeric

Notes: UNF:6:9vS8XscB5hLs8GnUG0mOBA==

f3425038 Location:

Variable Format: character

Notes: UNF:6:/B9Ooxt1NjUj2PqcHVWacg==

f3425038 Location:

Summary Statistics: Max. 167.0; Mean 62.0; StDev 81.39287438099235; Min. 6.0; Valid 6.0

Variable Format: numeric

Notes: UNF:6:BYPKJ2h0QKTyWjTa/paWgg==

f3425038 Location:

Summary Statistics: Valid 6.0; Max. 1.1645925516544; Min. -0.930791774238929; StDev 0.9039830862322503; Mean 0.19655170191709836;

Variable Format: numeric

Notes: UNF:6:5bribfkEI5sSUjIjrxUSyQ==

f3425038 Location:

Summary Statistics: Max. 33.6; Min. -23.0; Valid 48.0; StDev 16.966260482674357; Mean 1.555499999999999

Variable Format: numeric

Notes: UNF:6:xJk49NqvNYW5dZBTknmPjw==

f3425038 Location:

Summary Statistics: Valid 48.0; Max. -3.364958; Min. -6.841173; Mean -5.225820041666667; StDev 0.984387031878494;

Variable Format: numeric

Notes: UNF:6:s1I7pdyi0OhG2QO44wUdqg==

f3425038 Location:

Summary Statistics: StDev 2.850512938049643; Max. 5.412153; Mean 0.09514752291666607; Min. -4.680799; Valid 48.0;

Variable Format: numeric

Notes: UNF:6:8RyX+XCjuIJ5ttbPBoPDcw==

f3425008 Location:

Summary Statistics: Mean 1.1411979130612245E8; Min. 1.14118101E8; Valid 98.0; StDev 1678.4771289276675; Max. 1.14123431E8

Variable Format: numeric

Notes: UNF:6:qXpwKUqgS/Bz/L0LDlawvQ==

f3425008 Location:

Variable Format: character

Notes: UNF:6:v85Y4+Rq1CI0PDmmWoZdpA==

f3425008 Location:

Variable Format: character

Notes: UNF:6:iRvPvbj+kjKP7NbxybpWkA==

f3425008 Location:

Variable Format: character

Notes: UNF:6:K8EOqEEK4Ru9XsZ5az28JA==

f3425008 Location:

Summary Statistics: Min. 0.0; Max. 1.0; Valid 98.0; StDev 0.30621864597309356; Mean 0.5465408163265306

Variable Format: numeric

Notes: UNF:6:lSOPPVZvnLkTzQmQs0+tTA==

f3425008 Location:

Summary Statistics: Valid 98.0; Min. 0.0; Max. 100.0; Mean 42.70408163265306; StDev 37.68868932128252

Variable Format: numeric

Notes: UNF:6:AGmeD9QeFU8Ni933deCpog==

f3425008 Location:

Summary Statistics: Min. 0.0; Valid 98.0; Mean 44.724489795918366; Max. 100.0; StDev 40.44973477726945

Variable Format: numeric

Notes: UNF:6:foPgIT9fNL4DRMjhgJZuUQ==

f3425008 Location:

Summary Statistics: Min. 0.8; Max. 100.0; Valid 98.0; Mean 49.71234693877551; StDev 39.77239543659636;

Variable Format: numeric

Notes: UNF:6:W5hLBSV+8Ix2NpYSVkrTIA==

f3425008 Location:

Summary Statistics: StDev 0.43483714276976065; Min. -0.776; Max. 0.919; Valid 98.0; Mean 0.11582653061224488

Variable Format: numeric

Notes: UNF:6:Xg5b4CLRJ3w0zR+zVOTGtQ==

f3425008 Location:

Summary Statistics: Mean 0.10890816326530614; StDev 0.45090312779390157; Max. 0.919; Valid 98.0; Min. -0.702;

Variable Format: numeric

Notes: UNF:6:ofo+mD9QPO2CsAfEfk8akA==

f3425008 Location:

Summary Statistics: StDev 8.399441127805932; Min. -18.684815741392; Valid 98.0; Max. 19.4626432831128; Mean -4.803413902459861E-16;

Variable Format: numeric

Notes: UNF:6:ukrQhW8Uoi9dCPaj8XKzAA==

f3425008 Location:

Summary Statistics: Min. -17.6644119893199; Max. 18.2439149167706; StDev 7.306615612170391; Mean 3.8971093925617744E-16; Valid 98.0

Variable Format: numeric

Notes: UNF:6:t44R+8F+c5QZSbMySx/d5Q==

f3425036 Location:

Variable Format: character

Notes: UNF:6:PjkMwUa+9uTU3IpbfQXWfA==

f3425036 Location:

Summary Statistics: Min. 1945.0; Mean 1975.6666666666667; Max. 2010.0; StDev 19.58436033704754; Valid 54.0

Variable Format: numeric

Notes: UNF:6:c18e2q8tzAwzFvDWhLSYKA==

f3425036 Location:

Variable Format: character

Notes: UNF:6:vGF83108COVYq/a6j9Dhkg==

f3425036 Location:

Summary Statistics: Min. -48.5; StDev 19.711224200911577; Valid 54.0; Max. 30.468; Mean -6.255537037037037

Variable Format: numeric

Notes: UNF:6:6iIXwQiCIRDPKAMfUf/RAw==

f3425036 Location:

Summary Statistics: Max. -2.980784; Mean -5.680368944444444; StDev 1.0756596697997005; Valid 54.0; Min. -7.762794

Variable Format: numeric

Notes: UNF:6:jIYKowZhP4sNyM6m/1B6Pg==

f3425036 Location:

Summary Statistics: StDev 3.060595627848907; Max. 5.582949; Min. -5.823625; Valid 54.0; Mean 0.04482243518518508;

Variable Format: numeric

Notes: UNF:6:cSbECCw092jeHbR7p8SHoQ==

f3425036 Location:

Summary Statistics: Valid 18.0; StDev 3.1985306639919417; Max. 16.4; Min. 2.3; Mean 6.399055555555556

Variable Format: numeric

Notes: UNF:6:1zDGyemoOkcta295y/r3nA==

f3425036 Location:

Variable Format: character

Notes: UNF:6:v/3hPgCFtEbqUVCUAaS1ww==

f3425036 Location:

Summary Statistics: Valid 9.0; StDev 20.79062288629179; Min. 14.0; Max. 57.0; Mean 29.333333333333332

Variable Format: numeric

Notes: UNF:6:V4LIE456tMSxHHjZeZ1XIw==

f3425036 Location:

Summary Statistics: StDev 0.8660254037844384; Mean -3.3306690738754696E-16; Valid 9.0; Min. -0.993884635963762; Max. 1.12439445950459

Variable Format: numeric

Notes: UNF:6:CjN+eLJw+V3tt3PG4t6ctA==

f3425036 Location:

Summary Statistics: Valid 9.0; Min. -1.58523838705643; Max. 1.44782968152683; StDev 1.034784872284433; Mean 0.10421353641734112;

Variable Format: numeric

Notes: UNF:6:z3Cg+VdMN2bke0KUhm8yug==

f3425007 Location:

Variable Format: character

Notes: UNF:6:YwD6NM8rmPGNDjBe256KiQ==

f3425007 Location:

Summary Statistics: Max. 9.80494209057328; Min. -10.19672308024871; Valid 144.0; StDev 3.318088105691375; Mean -1.4802973661668753E-16

Variable Format: numeric

Notes: UNF:6:j/Yof4NXqFmvHCC3Z3BciQ==

f3425007 Location:

Summary Statistics: Mean 8.388351741612294E-16; Max. 10.02451984172111; Valid 144.0; Min. -9.780983362261274; StDev 4.387448689992759

Variable Format: numeric

Notes: UNF:6:vM9HYPwB/swvGVQUMqNOhg==

f3425007 Location:

Summary Statistics: Mean 4.194175870806147E-16; Valid 144.0; StDev 4.465560440307481; Max. 8.931069175793155; Min. -10.092697565833385

Variable Format: numeric

Notes: UNF:6:oPxoSb6uPV/jNUmc7/xhCw==

f3425007 Location:

Summary Statistics: Max. 11.66641615885323; Valid 144.0; Min. -12.109397559426064; Mean 2.960594732333751E-16; StDev 4.010735953062378

Variable Format: numeric

Notes: UNF:6:MX/szXql5DH4llmMPc2Xag==

f3425007 Location:

Summary Statistics: Mean 1.7270135938613546E-16; Max. 11.690889884843637; Valid 144.0; StDev 5.087314924494304; Min. -11.539284492291056

Variable Format: numeric

Notes: UNF:6:vxsOYc08XjgKvewGx8LVWw==

f3425007 Location:

Summary Statistics: Max. 10.601003795716863; StDev 5.054233310262722; Mean 7.401486830834377E-17; Min. -11.569847903633462; Valid 144.0

Variable Format: numeric

Notes: UNF:6:/1dfq5pxieo0tttRy6gOFg==

f3425007 Location:

Summary Statistics: Mean -3.9474596431116675E-16; Valid 144.0; StDev 4.94518805173577; Min. -14.073915778410592; Max. 14.36730407487934

Variable Format: numeric

Notes: UNF:6:phWXVMNNz3jw59md/UWvUg==

f3425007 Location:

Summary Statistics: Mean 3.7007434154171886E-16; Valid 144.0; StDev 5.955375833971054; Max. 13.656169536961004; Min. -13.698873531761667

Variable Format: numeric

Notes: UNF:6:vVHhh7+val3xIywNTiZ71w==

f3425007 Location:

Summary Statistics: Min. -13.634565272143577; StDev 5.852439603011903; Valid 144.0; Max. 13.449805317407492; Mean -4.440892098500626E-16

Variable Format: numeric

Notes: UNF:6:IWJF7B3jx7L8Fx2AwhQxYg==

f3425007 Location:

Summary Statistics: Min. -16.90809229831503; Max. 17.70490808174476; StDev 7.421192639766755; Valid 144.0; Mean 2.4671622769447922E-17

Variable Format: numeric

Notes: UNF:6:4t8DPH6LHE3Tzy4YXbvDxw==

f3425007 Location:

Summary Statistics: Valid 144.0; Min. -12.912902210756275; Max. 13.677404811119658; Mean -7.894919286223335E-16; StDev 5.643795774287866

Variable Format: numeric

Notes: UNF:6:ivbwp97eTU/Emo0oPuyoWQ==

f3425007 Location:

Summary Statistics: Mean 1.0115365335473648E-15; Min. -10.30363972144807; Valid 144.0; StDev 4.68913283255864; Max. 10.560893801041866;

Variable Format: numeric

Notes: UNF:6:rJ2SbvWfv3x8OKIZwG2FjA==

f3425007 Location:

Summary Statistics: Min. -9.910065734139373; Max. 9.661660220000133; StDev 4.224031096147484; Valid 144.0; Mean 2.220446049250313E-16;

Variable Format: numeric

Notes: UNF:6:zy2EIOTJfx8R2Bpf/cqh0A==

f3425007 Location:

Summary Statistics: Max. 13.306067686501564; Mean -2.0970879354030734E-16; StDev 4.004983950551518; Valid 144.0; Min. -9.555896678066368;

Variable Format: numeric

Notes: UNF:6:bmos0ZcImbSzh5WcekDDuw==

f3425007 Location:

Summary Statistics: Min. -6.232849579202631; Valid 144.0; Max. 5.877852160387904; Mean 2.729298268870176E-16; StDev 3.3066731897405264;

Variable Format: numeric

Notes: UNF:6:xOBJ/R855dUZW/AKGNrjIg==

f3425007 Location:

Summary Statistics: Mean -7.894919286223336E-16; Min. -9.642410131891856; Valid 144.0; Max. 9.646588504902862; StDev 4.743496057432257;

Variable Format: numeric

Notes: UNF:6:NKwPu9kgcjHHETAbYnFGLg==

f3425007 Location:

Summary Statistics: Max. 13.736481984418354; StDev 5.516315452885014; Valid 144.0; Min. -13.044325584325332; Mean 7.401486830834377E-17

Variable Format: numeric

Notes: UNF:6:rN6IbTSZgua6JTMbVeMhtQ==

f3425007 Location:

Summary Statistics: Max. 14.860151774109246; Valid 144.0; StDev 5.742086345158655; Min. -13.691997983939125; Mean -8.635067969306773E-16

Variable Format: numeric

Notes: UNF:6:Tvr5/h7ZWALM7AKSdl+1Zg==

f3425052 Location:

Variable Format: character

Notes: UNF:6:YwD6NM8rmPGNDjBe256KiQ==

f3425052 Location:

Summary Statistics: Mean -8.635067969306773E-16; StDev 3.9204933625957756; Valid 144.0; Max. 10.895577007732042; Min. -10.89030671736731;

Variable Format: numeric

Notes: UNF:6:TQquP//KM7/pHj3V4O81DA==

f3425052 Location:

Summary Statistics: Min. -10.071684846954634; StDev 4.647867179446933; Valid 144.0; Mean 1.1102230246251565E-15; Max. 9.979527192982337

Variable Format: numeric

Notes: UNF:6:HNztrnTya1G0KAFBy0Bxfg==

f3425052 Location:

Summary Statistics: StDev 4.58495445337721; Min. -10.533345383584964; Mean 4.194175870806147E-16; Max. 10.032874816410706; Valid 144.0

Variable Format: numeric

Notes: UNF:6:5EIKIucZ1RV+3YMQh+/aqA==

f3425052 Location:

Summary Statistics: Min. -11.909440621962624; Max. 13.183094371554345; StDev 4.6915382902818665; Mean -4.9343245538895844E-17; Valid 144.0;

Variable Format: numeric

Notes: UNF:6:FVfJ3R5faXEGup/Ig8XR1A==

f3425052 Location:

Summary Statistics: Mean 7.154770603139898E-16; Max. 12.133529760061117; StDev 5.415395432342557; Min. -10.944767275119773; Valid 144.0

Variable Format: numeric

Notes: UNF:6:7GEt//i+vjZsnm5JDHPUhw==

f3425052 Location:

Summary Statistics: StDev 5.222306880700792; Mean -9.375216652390211E-16; Min. -12.35806690731258; Valid 144.0; Max. 12.799197237964622

Variable Format: numeric

Notes: UNF:6:eFuU2a8eECDrxSiLAWiPLw==

f3425052 Location:

Summary Statistics: Mean 5.674473236973024E-16; Max. 15.986202723052974; StDev 5.868639015334073; Valid 144.0; Min. -13.752481301399797

Variable Format: numeric

Notes: UNF:6:AEDfRpyEPu+dcU+Bb/ZXIw==

f3425052 Location:

Summary Statistics: Max. 16.00090991214774; Valid 144.0; Mean -7.648203058528857E-16; StDev 6.284749818108917; Min. -14.094367648702713

Variable Format: numeric

Notes: UNF:6:eFwQ/QwXLIDrn2q6jUgPgA==

f3425052 Location:

Summary Statistics: Max. 15.51924424542514; Valid 144.0; StDev 5.934337936457595; Mean -4.440892098500626E-16; Min. -13.97457028324636;

Variable Format: numeric

Notes: UNF:6:+ZYDBC2TS7oAv/FbfiCTAg==

f3425052 Location:

Summary Statistics: StDev 7.688082807142365; Min. -17.072904583375507; Mean 1.1472304587793285E-15; Max. 17.99798974980162; Valid 144.0

Variable Format: numeric

Notes: UNF:6:qiEcJIiLeDO30psW7dbmVQ==

f3425052 Location:

Summary Statistics: Valid 144.0; Min. -12.774589309305226; StDev 5.897143959193576; Mean 8.635067969306772E-16; Max. 13.79769894475356

Variable Format: numeric

Notes: UNF:6:4Da9C/kjygkGn0m6XO4qLQ==

f3425052 Location:

Summary Statistics: Min. -10.797525345450905; Max. 11.285622841029454; StDev 4.981050233780679; Valid 144.0; Mean 8.635067969306773E-16;

Variable Format: numeric

Notes: UNF:6:NYByIiPn4QvDNqunwpbOAg==

f3425052 Location:

Summary Statistics: Min. -10.550166220182023; Max. 9.655291006722488; Valid 144.0; Mean -3.885780586188048E-16; StDev 4.3459867078400745

Variable Format: numeric

Notes: UNF:6:QUIb1egonyRGgbkRzreXhw==

f3425052 Location:

Summary Statistics: Min. -11.964818805781626; Valid 144.0; Mean -3.3306690738754696E-16; Max. 10.842958659794318; StDev 4.128997641401972

Variable Format: numeric

Notes: UNF:6:qnr41BBh8xrko9kpT1DJEA==

f3425052 Location:

Summary Statistics: Mean -4.425472334269721E-16; Min. -6.8549970293078335; Max. 6.820423605285864; StDev 3.5565374816884225; Valid 144.0

Variable Format: numeric

Notes: UNF:6:/zCTa4aJv1Xl63hFb4ko9g==

f3425052 Location:

Summary Statistics: Mean -5.859510407743883E-16; StDev 5.122496500947084; Max. 9.773433228625967; Valid 144.0; Min. -9.977724039669782

Variable Format: numeric

Notes: UNF:6:H1/Wx3HhUJ0oJxXc5MhYVA==

f3425052 Location:

Summary Statistics: StDev 5.879212995958284; Mean -1.1595662701640524E-15; Min. -13.077241372661543; Max. 13.529295030910879; Valid 144.0

Variable Format: numeric

Notes: UNF:6:hIP1NlvARW5H4zFNZ/T1Ug==

f3425052 Location:

Summary Statistics: Mean 8.141635513917814E-16; StDev 6.175382094682979; Valid 144.0; Min. -14.282038349093101; Max. 15.601946638761724

Variable Format: numeric

Notes: UNF:6:UF3TkP8aIvntlpNqpe0CTw==

f3425009 Location:

Variable Format: character

Notes: UNF:6:H7ym0kFqiF8OIE9qnM+iWw==

f3425009 Location:

Summary Statistics: Min. -11.516624569888814; Mean 7.791038769299344E-16; StDev 5.734170230664267; Max. 9.86015248651641; Valid 57.0

Variable Format: numeric

Notes: UNF:6:yeSRgbEvfCQJBztB2QtoKw==

f3425009 Location:

Summary Statistics: StDev 6.643039327999341; Min. -13.206537992331457; Valid 57.0; Mean 6.856114116983422E-16; Max. 11.616580369974107

Variable Format: numeric

Notes: UNF:6:swWe/axHZpSl/wQ0uMTnNw==

f3425009 Location:

Summary Statistics: Valid 57.0; Mean 6.232831015439475E-17; StDev 6.5174833876360445; Max. 12.443248647792041; Min. -12.43797432374315

Variable Format: numeric

Notes: UNF:6:X6TaWLobBRjkhcUzpc9P2Q==

f3425009 Location:

Summary Statistics: StDev 6.8665888017089936; Mean 1.402386978473882E-15; Max. 12.45859711467003; Valid 57.0; Min. -13.446189240464824;

Variable Format: numeric

Notes: UNF:6:3sqrNwUZr+HDQRcVRJNuAA==

f3425009 Location:

Summary Statistics: StDev 7.769882003065176; Max. 13.796479556319373; Mean -1.4335511335510794E-15; Min. -15.942100783853977; Valid 57.0

Variable Format: numeric

Notes: UNF:6:fxbDyy1a12Yp6R0wjjxjyw==

f3425009 Location:

Summary Statistics: Valid 57.0; Mean -5.921189464667501E-16; Min. -15.551533814267994; Max. 14.910001947042858; StDev 7.593792397926705;

Variable Format: numeric

Notes: UNF:6:gRZWj+eTqm2RmiIlaDbpew==

f3425009 Location:

Summary Statistics: Min. -16.694353931040737; Mean 1.246566203087895E-16; Valid 57.0; Max. 16.309047056087987; StDev 8.497834725406502;

Variable Format: numeric

Notes: UNF:6:PD2+K2gUuDikrkcz3ExNuA==

f3425009 Location:

Summary Statistics: Max. 16.322608742580957; Mean 1.1219095827791055E-15; Min. -17.774966052225906; Valid 57.0; StDev 9.33141823945686

Variable Format: numeric

Notes: UNF:6:qruuybmhL9W/yLu6DoPacg==

f3425009 Location:

Summary Statistics: Max. 17.54700371943251; Mean 6.856114116983422E-16; Min. -18.054560192908063; StDev 8.90392823968131; Valid 57.0

Variable Format: numeric

Notes: UNF:6:wWlzxOqKqgI70jEgx5+Vcw==

f3425009 Location:

Summary Statistics: Max. 19.72717664207029; Mean 0.0; Min. -21.302476474883647; StDev 10.38779878682266; Valid 57.0;

Variable Format: numeric

Notes: UNF:6:burs98fbci14N6P7KBEhRA==

f3425009 Location:

Summary Statistics: Mean -5.297906363123554E-16; StDev 8.285061520182994; Max. 15.167386562543946; Valid 57.0; Min. -16.04937037452713

Variable Format: numeric

Notes: UNF:6:2g4co1mNKStQa0vshfQJGw==

f3425009 Location:

Summary Statistics: Min. -15.161112740436115; Max. 13.257161026059629; StDev 7.329324569423318; Valid 57.0; Mean 2.243819165558211E-15

Variable Format: numeric

Notes: UNF:6:LNcYyFh4YbYY9KhBTxxJ7w==

f3425009 Location:

Summary Statistics: Mean -3.1164155077197375E-17; StDev 6.479844147931598; Valid 57.0; Min. -11.688817744502895; Max. 14.036847528926499;

Variable Format: numeric

Notes: UNF:6:DGEonFVsFI08rZi4m/0cUQ==

f3425009 Location:

Summary Statistics: Mean 1.0907454277019082E-15; StDev 6.100795139726263; Min. -13.419738754647502; Valid 57.0; Max. 13.811924055594638;

Variable Format: numeric

Notes: UNF:6:ODfBvERMitk95kETx87x1g==

f3425009 Location:

Summary Statistics: Min. -11.466688446748437; Mean 1.8698493046318425E-16; StDev 5.5711161257361415; Valid 57.0; Max. 11.097576290474498

Variable Format: numeric

Notes: UNF:6:a1nfiM/zApJFTpJN69kuNw==

f3425009 Location:

Summary Statistics: Max. 14.378075909848167; StDev 7.3638248486329845; Mean 8.414321870843291E-16; Min. -14.369563596028678; Valid 57.0

Variable Format: numeric

Notes: UNF:6:sAM4JaFpY9OldcEjKwEqbQ==

f3425009 Location:

Summary Statistics: StDev 8.00573083938237; Max. 14.975080626002322; Valid 57.0; Mean -1.153073737856303E-15; Min. -14.585712751218194

Variable Format: numeric

Notes: UNF:6:i1kqG8PaCZkXjjAu+0lYnw==

f3425009 Location:

Summary Statistics: Mean -4.98626481235158E-16; Max. 15.63903403104529; StDev 8.337340786899722; Min. -16.55885852549805; Valid 57.0

Variable Format: numeric

Notes: UNF:6:WLQFyxutP6Fxfl77l+EmGg==

f3425034 Location:

Summary Statistics: StDev 5.627314338711377; Max. 55.0; Mean 46.0; Valid 19.0; Min. 37.0

Variable Format: numeric

Notes: UNF:6:VB1AuD+9ZlzcP2lXxtP8EQ==

f3425034 Location:

Summary Statistics: StDev 21.529135705144466; Max. 2010.0; Mean 1973.542105263158; Valid 19.0; Min. 1935.0

Variable Format: numeric

Notes: UNF:6:FDdEt0j7bwSgzF09qm8xgw==

f3425034 Location:

Summary Statistics: StDev 4.5897335490025934; Min. 16.7661239426599; Max. 33.080834070234054; Mean 23.446126159843022; Valid 19.0;

Variable Format: numeric

Notes: UNF:6:FSXu08J8G93l+M/lqK6ZlA==

f3425028 Location:

Summary Statistics: StDev 20.92844953645635; Max. 114.0; Valid 72.0; Min. 43.0; Mean 78.5

Variable Format: numeric

Notes: UNF:6:JjW9CIWQPGwcuHVg+od5oQ==

f3425028 Location:

Summary Statistics: Valid 72.0; Min. 1873.0; Mean 1944.0; Max. 2015.0; StDev 41.8568990729127

Variable Format: numeric

Notes: UNF:6:eaI0KVSBMmPETnlGyMG6Sg==

f3425028 Location:

Summary Statistics: Max. 27.403060954029716; StDev 4.8058720494370215; Mean 14.224891853196308; Min. 7.624533343896542; Valid 72.0;

Variable Format: numeric

Notes: UNF:6:wRCCnrR4qyBEPAej3sKf9Q==

f3425060 Location:

Summary Statistics: Valid 72.0; Mean 1944.0; StDev 41.8568990729127; Max. 2015.0; Min. 1873.0

Variable Format: numeric

Notes: UNF:6:eaI0KVSBMmPETnlGyMG6Sg==

f3425060 Location:

Summary Statistics: Mean 0.0028717758772759147; Max. 1.42395511217263; StDev 1.003329996437748; Min. -1.32854930239662; Valid 72.0

Variable Format: numeric

Notes: UNF:6:zFegOEWJqtOeY7RodQ2Vcg==

f3425060 Location:

Summary Statistics: Valid 72.0; Max. 1.43402714405555; StDev 1.0036915356744427; Min. -1.33014321352263; Mean -0.002871775877275785;

Variable Format: numeric

Notes: UNF:6:M0oMq0KxEl0T9dABeuapNA==

f3425014 Location:

Summary Statistics: StDev 3.1622776601683795; Valid 5.0; Max. 2015.0; Min. 2007.0; Mean 2011.0;

Variable Format: numeric

Notes: UNF:6:AgBShwQNBYkOK7XX6f2l8Q==

f3425014 Location:

Summary Statistics: StDev 0.6381214459952961; Valid 5.0; Mean -0.7919393078982078; Max. -0.010098376305588; Min. -1.61364914214172;

Variable Format: numeric

Notes: UNF:6:1P3z1usD3kGyeQFXde4rbQ==

f3425014 Location:

Summary Statistics: Mean 0.7919393078982078; StDev 0.5242912851413235; Min. 0.016039421996892; Valid 5.0; Max. 1.32107162481628;

Variable Format: numeric

Notes: UNF:6:3yO36cqFBoz6uJIC/Gyw8Q==

f3425037 Location:

Variable Format: character

Notes: UNF:6:5DYmDbGOQ2uaPvhbEXIq0g==

f3425037 Location:

Variable Format: character

Notes: UNF:6:lcLs2V8uPIBu2ouJMrgwew==

f3425037 Location:

Summary Statistics: Valid 352.0; StDev 2.1780269848459564; Min. 0.23; Mean 5.853267045454546; Max. 10.0

Variable Format: numeric

Notes: UNF:6:22YiV1WLhYvNneFmLyvvFw==

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appendix_results.py

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main_results.py

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polarization.R

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canada200

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canada200.trainables.syn1neg.npy

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house200

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partyembeddings_house.py

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