softverse · PyPI · Python

scikit-learn

Loaded by the replication code of 271 papers

29.8% of the 909 deposits with Python code; 220 from Dataverse, 51 from Zenodo.

Share of Python deposits, by year

0%23%46%20202021202220232024202520262020: 11 of 39 deposits, 28.2%2021: 21 of 82 deposits, 25.6%2022: 23 of 69 deposits, 33.3%2023: 33 of 107 deposits, 30.8%2024: 60 of 152 deposits, 39.5%2025: 54 of 206 deposits, 26.2%2026: 47 of 176 deposits, 26.7%

Years with fewer than 30 deposits containing Python code are left out.

Journals

JournalDeposits
pan47
culturalanalytics27
rfs22
Economic Journal19
Econometrica; Quantitative Economics; Theoretical Economics16
restat14
PSRM13
jop10
ajps9
the_review9
qje9
Review of Economic Studies9
JPE8
researchandpolitics7
BJPolS7
lsq6
JAERE6
Journal of the European Economic Association6
perspectives5
ipsr-risp2
raps2
FPA2
isq2
jlc2
cps2
internationalinteractions1
rbcp1
lcnapsa1
ntj1
rac1
JJPS1
jhpe1
JPE_Microeconomics1
rcfs1
Econometrics Journal1

Functions called

FunctionDepositsCalls
train_test_split73291
accuracy_score56187
CountVectorizer53115
TfidfVectorizer5194
f1_score47147
LogisticRegression47144
classification_report43195
confusion_matrix41112
StandardScaler37107
PCA3771
precision_score3578
recall_score3477
RandomForestClassifier33147
LinearRegression29128
GridSearchCV2862
cosine_similarity2642
KFold2577
roc_auc_score2474
KMeans2460
Pipeline2267
MultinomialNB2031
linear_model1943
mean_squared_error1869
precision_recall_fscore_support1856
SVC1855
Lasso1788
r2_score1662
metrics1643
preprocessing1639
LabelEncoder1533
RandomForestRegressor1492
roc_curve1433
auc1430
cross_val_score1345
LinearSVC1238
resample1133
StratifiedKFold1128
TfidfTransformer1115
ElasticNet1052
MinMaxScaler1045
LatentDirichletAllocation1028
balanced_accuracy_score1028
svm1021
PolynomialFeatures1018
cohen_kappa_score1017
GradientBoostingClassifier947
BaseEstimator937
mean_absolute_error922
TSNE920
MLPClassifier836

A call is counted only where the code names the package, as in scikit-learn::f() or through an import alias, so these undercount calls made after a plain library().

Versions researchers stated

VersionStated inDeposits
==1.4.2requirements_txt6
==1.6.1requirements_txt5
==1.3.2requirements_txt4
==1.2.2requirements_txt3
==0.24.2requirements_txt2
==1.1.3requirements_txt2
==0.20.3requirements_txt2
==1.7.0requirements_txt2
==1.0.2requirements_txt2
>=1.1requirements_txt1
==0.21.2requirements_txt1
==1.3.1requirements_txt1
==1.5.2requirements_txt1
>=1.2.1requirements_txt1
==1.5.1requirements_txt1
==1.7requirements_txt1
==1.8.0requirements_txt1
==0.20.0requirements_txt1
==0.23.1requirements_txt1
>=1.1.0requirements_txt1
==0.19.1requirements_txt1
>=1.2requirements_txt1
==0.20.0shell_install1
==0.22.2.post1requirements_txt1
~=1.6.1requirements_txt1
>=0.23.1requirements_txt1
==0.20.2requirements_txt1
==1.7.2requirements_txt1
==1.0requirements_txt1
==1.0.0requirements_txt1

The 271 deposits

DepositJournalYear
doi:10.7910/DVN/0C6XEQPSRM2026
doi:10.7910/DVN/0WKIRTqje2026
doi:10.7910/DVN/7UDPFLculturalanalytics2026
doi:10.7910/DVN/8UOOEWPSRM2026
doi:10.7910/DVN/9AEOAUJPE2026
doi:10.7910/DVN/9W5DBMpan2026
doi:10.7910/DVN/ACHCR7JPE_Microeconomics2026
doi:10.7910/DVN/AD7GJYBJPolS2026
doi:10.7910/DVN/BO8SQ8rfs2026
doi:10.7910/DVN/FPEQGKrfs2026
doi:10.7910/DVN/GZIEPSisq2026
doi:10.7910/DVN/HU6OQOqje2026
doi:10.7910/DVN/K1OANOculturalanalytics2026
doi:10.7910/DVN/LAUK6Gculturalanalytics2026
doi:10.7910/DVN/LCZERWthe_review2026
doi:10.7910/DVN/O9SUR0perspectives2026
doi:10.7910/DVN/OB3AWJrcfs2026
doi:10.7910/DVN/OHZFKDrfs2026
doi:10.7910/DVN/QNC3ZLjlc2026
doi:10.7910/DVN/RQRM1GJPE2026
doi:10.7910/DVN/STDKZ2PSRM2026
doi:10.7910/DVN/TK7Y3Vcps2026
doi:10.7910/DVN/UC27B9JPE2026
doi:10.7910/DVN/VH6QHQrestat2026
doi:10.7910/DVN/XHM6OTrestat2026
doi:10.7910/DVN/XOWF9Cpan2026
doi:10.7910/DVN/XTFISNJAERE2026
doi:10.7910/DVN/YMSVMXrfs2026
zenodo:18134104Economic Journal2026
zenodo:18378461Review of Economic Studies2026
zenodo:18511743Economic Journal2026
zenodo:18825108Review of Economic Studies2026
zenodo:18967487Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:19671529Economic Journal2026
zenodo:20331866Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:20442708Review of Economic Studies2026
zenodo:20474536Journal of the European Economic Association2026
zenodo:20752290Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:20801242Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:21030557Econometrics Journal2026
zenodo:21353468Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:21358842Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:21452316Journal of the European Economic Association2026
zenodo:22002983Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:22042613Journal of the European Economic Association2026
zenodo:22093200Economic Journal2026
zenodo:22128372Economic Journal2026
doi:10.7910/DVN/0MUGE6researchandpolitics2025
doi:10.7910/DVN/1GDQYYajps2025
doi:10.7910/DVN/2NOOLTrestat2025
doi:10.7910/DVN/2YQ2CFjop2025
doi:10.7910/DVN/3QAQ9Othe_review2025
doi:10.7910/DVN/6K5E3YPSRM2025
doi:10.7910/DVN/8BE6M9pan2025
doi:10.7910/DVN/ANAYPOculturalanalytics2025
doi:10.7910/DVN/B8FPFMculturalanalytics2025
doi:10.7910/DVN/D2G7CCqje2025
doi:10.7910/DVN/DPI7GDrestat2025
doi:10.7910/DVN/E2BV85PSRM2025
doi:10.7910/DVN/F4UHHWpan2025
doi:10.7910/DVN/FUAUR2rfs2025
doi:10.7910/DVN/FZVF5Xpan2025
doi:10.7910/DVN/IXILARPSRM2025
doi:10.7910/DVN/J0ALHIperspectives2025
doi:10.7910/DVN/K3I16Epan2025
doi:10.7910/DVN/K9EZ32BJPolS2025
doi:10.7910/DVN/KDO5AMpan2025
doi:10.7910/DVN/KHNBZLpan2025
doi:10.7910/DVN/KUDWJJculturalanalytics2025
doi:10.7910/DVN/KVP7HAPSRM2025
doi:10.7910/DVN/MSY9L1pan2025
doi:10.7910/DVN/NUWHQPpan2025
doi:10.7910/DVN/OKPRJGpan2025
doi:10.7910/DVN/OXMPTRBJPolS2025
doi:10.7910/DVN/QCOQ0TBJPolS2025
doi:10.7910/DVN/QEAFZFjop2025
doi:10.7910/DVN/QS5M9Xjhpe2025
doi:10.7910/DVN/SCOKXEFPA2025
doi:10.7910/DVN/SGHZJ8rfs2025
doi:10.7910/DVN/SRUHG8JPE2025
doi:10.7910/DVN/SV5VHHpan2025
doi:10.7910/DVN/WL3KLHresearchandpolitics2025
doi:10.7910/DVN/X7E1KHcps2025
doi:10.7910/DVN/YITNSVpan2025
doi:10.7910/DVN/YWZJOPrfs2025
zenodo:14794937Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:14807135Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:14927953Review of Economic Studies2025
zenodo:14983360Journal of the European Economic Association2025
zenodo:15182049Economic Journal2025
zenodo:15311300Review of Economic Studies2025
zenodo:15420524Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:15533368Economic Journal2025
zenodo:15837650Economic Journal2025
zenodo:16987699Review of Economic Studies2025
zenodo:17397753Economic Journal2025
zenodo:17437372Economic Journal2025
zenodo:17561380Journal of the European Economic Association2025
zenodo:17733936Economic Journal2025
zenodo:17834787Review of Economic Studies2025
zenodo:17915327Economic Journal2025
doi:10.7910/DVN/1LXMYJrac2024
doi:10.7910/DVN/26P4MCajps2024
doi:10.7910/DVN/3TZAEBjop2024
doi:10.7910/DVN/4HURK4JPE2024
doi:10.7910/DVN/51YSDWrfs2024
doi:10.7910/DVN/7DOXQYthe_review2024
doi:10.7910/DVN/8783YNPSRM2024
doi:10.7910/DVN/A3E9ATraps2024
doi:10.7910/DVN/AOY4D6qje2024
doi:10.7910/DVN/APXALFPSRM2024
doi:10.7910/DVN/BLGFDUajps2024
doi:10.7910/DVN/D5DXCEjop2024
doi:10.7910/DVN/DLKIACculturalanalytics2024
doi:10.7910/DVN/DXED4CJAERE2024
doi:10.7910/DVN/DZ7QXWraps2024
doi:10.7910/DVN/E6XIGJJAERE2024
doi:10.7910/DVN/F7M8UXrestat2024
doi:10.7910/DVN/F9CB7Glsq2024
doi:10.7910/DVN/FKNRIKperspectives2024
doi:10.7910/DVN/FSK6NZpan2024
doi:10.7910/DVN/GGJEZTFPA2024
doi:10.7910/DVN/IFSAMYculturalanalytics2024
doi:10.7910/DVN/IMCSW1JPE2024
doi:10.7910/DVN/IVVKASrfs2024
doi:10.7910/DVN/IYN1YNthe_review2024
doi:10.7910/DVN/J1PYTZJJPS2024
doi:10.7910/DVN/JJ5BBXpan2024
doi:10.7910/DVN/KPAM5Brfs2024
doi:10.7910/DVN/MMTCPMisq2024
doi:10.7910/DVN/NWIGJKJAERE2024
doi:10.7910/DVN/OAOJQZthe_review2024
doi:10.7910/DVN/OF8XAXqje2024
doi:10.7910/DVN/PPNPH5jop2024
doi:10.7910/DVN/QVOLDNpan2024
doi:10.7910/DVN/QZTGLCculturalanalytics2024
doi:10.7910/DVN/RT0ZVPresearchandpolitics2024
doi:10.7910/DVN/RXZWK4restat2024
doi:10.7910/DVN/S9WCJBrfs2024
doi:10.7910/DVN/T0UKCNjop2024
doi:10.7910/DVN/TFTEF2pan2024
doi:10.7910/DVN/TQCGERrfs2024
doi:10.7910/DVN/TTKT4Arfs2024
doi:10.7910/DVN/TTNHNGJPE2024
doi:10.7910/DVN/V2P6YLresearchandpolitics2024
doi:10.7910/DVN/VIIPYQjop2024
doi:10.7910/DVN/WL2VZ4jlc2024
doi:10.7910/DVN/XKZRKSJAERE2024
doi:10.7910/DVN/XS0ULPPSRM2024
doi:10.7910/DVN/Y1O8WNjop2024
doi:10.7910/DVN/YFM0BWpan2024
doi:10.7910/DVN/ZRSGXQrfs2024
zenodo:10318826Review of Economic Studies2024
zenodo:10573133Economic Journal2024
zenodo:10884477Economic Journal2024
zenodo:11092578Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:11106460Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:12674972Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:14048457Economic Journal2024
zenodo:14071530Journal of the European Economic Association2024
zenodo:14283611Econometrica; Quantitative Economics; Theoretical Economics2024
doi:10.7910/DVN/4ROL8Span2023
doi:10.7910/DVN/7PCLRIpan2023
doi:10.7910/DVN/8ACDTTpan2023
doi:10.7910/DVN/9XR53Qrfs2023
doi:10.7910/DVN/AXBEYCperspectives2023
doi:10.7910/DVN/B97TGXresearchandpolitics2023
doi:10.7910/DVN/DOOZJZrfs2023
doi:10.7910/DVN/FMT8KRpan2023
doi:10.7910/DVN/GM1VRQthe_review2023
doi:10.7910/DVN/GZWFAUrestat2023
doi:10.7910/DVN/HLJW1QPSRM2023
doi:10.7910/DVN/HRN6TPipsr-risp2023
doi:10.7910/DVN/I8AZ8Orfs2023
doi:10.7910/DVN/IODRCArfs2023
doi:10.7910/DVN/JOEVPNpan2023
doi:10.7910/DVN/K4AAAFculturalanalytics2023
doi:10.7910/DVN/M8XUF0rfs2023
doi:10.7910/DVN/PZKLINrestat2023
doi:10.7910/DVN/PZYLYUpan2023
doi:10.7910/DVN/QVT8TPntj2023
doi:10.7910/DVN/QWMJMLlsq2023
doi:10.7910/DVN/RY1SJEqje2023
doi:10.7910/DVN/TBWMCGpan2023
doi:10.7910/DVN/TPRHUQrfs2023
doi:10.7910/DVN/VIWCTKrfs2023
doi:10.7910/DVN/W8VGJFBJPolS2023
doi:10.7910/DVN/XOCJOFJPE2023
doi:10.7910/DVN/Y5INRMpan2023
doi:10.7910/DVN/YV95EIresearchandpolitics2023
zenodo:7963179Economic Journal2023
zenodo:8226000Econometrica; Quantitative Economics; Theoretical Economics2023
zenodo:8373069Economic Journal2023
zenodo:8423395Econometrica; Quantitative Economics; Theoretical Economics2023
doi:10.7910/DVN/27VMOTqje2022
doi:10.7910/DVN/2ET6VLlsq2022
doi:10.7910/DVN/3BRWKKpan2022
doi:10.7910/DVN/6SWKPRpan2022
doi:10.7910/DVN/AQ2P12ajps2022
doi:10.7910/DVN/BD9CE8culturalanalytics2022
doi:10.7910/DVN/BHDTTJculturalanalytics2022
doi:10.7910/DVN/C9SAIXpan2022
doi:10.7910/DVN/DDXRXIpan2022
doi:10.7910/DVN/DWYLMEajps2022
doi:10.7910/DVN/GDIFBKrestat2022
doi:10.7910/DVN/JPV20Kpan2022
doi:10.7910/DVN/JSZI4Vrbcp2022
doi:10.7910/DVN/KIXUIFBJPolS2022
doi:10.7910/DVN/KPUOACrestat2022
doi:10.7910/DVN/MUYYG4pan2022
doi:10.7910/DVN/NEC17ZPSRM2022
doi:10.7910/DVN/QIGOVKlcnapsa2022
doi:10.7910/DVN/UCIS0Trfs2022
doi:10.7910/DVN/VA00ZIajps2022
doi:10.7910/DVN/WCMZOKculturalanalytics2022
doi:10.7910/DVN/Y4HXIVrestat2022
zenodo:7014805Economic Journal2022
doi:10.7910/DVN/4031ULpan2021
doi:10.7910/DVN/BMJYANpan2021
doi:10.7910/DVN/CHTWUBpan2021
doi:10.7910/DVN/EAAG94culturalanalytics2021
doi:10.7910/DVN/EUPMKLculturalanalytics2021
doi:10.7910/DVN/FWD9Q9jop2021
doi:10.7910/DVN/GXLO3Pqje2021
doi:10.7910/DVN/J89DNMculturalanalytics2021
doi:10.7910/DVN/MME5SSjop2021
doi:10.7910/DVN/OD5MBXlsq2021
doi:10.7910/DVN/QYDSAVlsq2021
doi:10.7910/DVN/S3DFCUculturalanalytics2021
doi:10.7910/DVN/SOVPA4pan2021
doi:10.7910/DVN/T2FZK3perspectives2021
doi:10.7910/DVN/TGBRZOrestat2021
doi:10.7910/DVN/TKOEA1culturalanalytics2021
doi:10.7910/DVN/UBRTKSqje2021
doi:10.7910/DVN/UPBNUIJAERE2021
doi:10.7910/DVN/XE7YVIrestat2021
zenodo:5555850Review of Economic Studies2021
zenodo:5748084Economic Journal2021
doi:10.7910/DVN/1XXDMWthe_review2020
doi:10.7910/DVN/B4D4H3culturalanalytics2020
doi:10.7910/DVN/KFVTMIPSRM2020
doi:10.7910/DVN/MXKRDEpan2020
doi:10.7910/DVN/NGHYPIrestat2020
doi:10.7910/DVN/PGHVYPculturalanalytics2020
doi:10.7910/DVN/QEMNP1ajps2020
doi:10.7910/DVN/QUNOJSBJPolS2020
doi:10.7910/DVN/UNYOLFpan2020
doi:10.7910/DVN/UPL4TTpan2020
doi:10.7910/DVN/VXEK7Aculturalanalytics2020
doi:10.7910/DVN/AA96D2the_review2019
doi:10.7910/DVN/CGNX3Mpan2019
doi:10.7910/DVN/K0OYQFpan2019
doi:10.7910/DVN/MRVKIRpan2019
doi:10.7910/DVN/NIPYJ8pan2019
doi:10.7910/DVN/RLLL1Vajps2019
doi:10.7910/DVN/0ZCBTBpan2018
doi:10.7910/DVN/D9H5LHlsq2018
doi:10.7910/DVN/E05GUNipsr-risp2018
doi:10.7910/DVN/IDXGOHpan2018
doi:10.7910/DVN/UA0XBLculturalanalytics2018
doi:10.7910/DVN/VW13KSculturalanalytics2018
doi:10.7910/DVN/2IGRV9the_review2017
doi:10.7910/DVN/3J38FXculturalanalytics2017
doi:10.7910/DVN/YTPJ1Npan2017
doi:10.7910/DVN/4ZVSKAculturalanalytics2016
doi:10.7910/DVN/EXPXYTculturalanalytics2016
doi:10.7910/DVN/FMJDCDajps2016
doi:10.7910/DVN/LVHLZKpan2016
doi:10.7910/DVN/QVI6MSinternationalinteractions2016
doi:10.7910/DVN/XKQOQMculturalanalytics2016
doi:10.7910/DVN/2XSVWAresearchandpolitics2015

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replication code: 271 papers

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