softverse · PyPI · Python

scipy

Loaded by the replication code of 335 papers

36.9% of the 909 deposits with Python code; 225 from Dataverse, 110 from Zenodo.

Share of Python deposits, by year

0%26%51%20202021202220232024202520262020: 14 of 39 deposits, 35.9%2021: 26 of 82 deposits, 31.7%2022: 29 of 69 deposits, 42.0%2023: 39 of 107 deposits, 36.4%2024: 67 of 152 deposits, 44.1%2025: 68 of 206 deposits, 33.0%2026: 68 of 176 deposits, 38.6%

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

Journals

JournalDeposits
Review of Economic Studies37
Econometrica; Quantitative Economics; Theoretical Economics34
Economic Journal30
rfs29
pan28
culturalanalytics24
restat21
qje19
JPE19
JAERE13
PSRM9
jop9
ajps7
JPE_Macroeconomics7
the_review6
Journal of the European Economic Association5
JPE_Microeconomics4
perspectives4
Econometrics Journal3
world-politics2
polbehavior2
researchandpolitics2
ntj2
FPA2
jlc2
jri2
economics1
technology_science1
AEA Data Editor's office (multiple AEA titles)1
hsscomms1
lsq1
ipsr-risp1
revistadados1
isq1
IOJ1
xps1
rcfs1
cps1
raps1

Functions called

FunctionDepositsCalls
stats65178
norm64172
minimize56187
sparse24106
optimize2286
fsolve2040
pearsonr18102
root1733
ttest_ind15144
interp1d1459
csr_matrix13157
chi21325
optimize.minimize1324
quad1253
beta1227
gamma1140
spearmanr10120
linalg1037
winsorize1037
LinearConstraint1020
least_squares1020
Bounds1018
loadmat966
entropy941
brentq921
block_diag821
factorial821
lognorm819
t819
logsumexp815
interpolate814
minimize_scalar811
root_scalar89
linalg.lu_factor88
linalg.lu_solve88
mannwhitneyu738
norm.ppf733
differential_evolution79
zscore636
stats.norm.ppf625
fmin623
cosine622
io.loadmat621
sem618
stats.norm.cdf616
NonlinearConstraint614
integrate614
comb613
squareform613
curve_fit611

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

Versions researchers stated

VersionStated inDeposits
==1.10.1requirements_txt7
==1.17.1requirements_txt5
==1.9.3requirements_txt4
==1.13.1requirements_txt4
==1.14.1requirements_txt3
==1.13.0requirements_txt3
==1.7.0requirements_txt3
==1.4.1requirements_txt3
==1.15.1requirements_txt3
==1.10.0requirements_txt3
==1.8.0requirements_txt2
==1.7.3requirements_txt2
==1.11.1requirements_txt2
==1.15.3requirements_txt2
==1.12.0requirements_txt2
==1.16.0requirements_txt2
==1.7.1requirements_txt2
~=1.4.1requirements_txt2
>=1.10.0requirements_txt1
==1.11.4requirements_txt1
==1.2.0requirements_txt1
==1.2.1requirements_txt1
==1.3.3requirements_txt1
==1.14.0requirements_txt1
==1.0.0requirements_txt1
==1.3.0requirements_txt1
>=1.10requirements_txt1
>=1.2.0requirements_txt1
~=1.11.2requirements_txt1
>=1.9requirements_txt1
==1.1.0requirements_txt1
>=0.19.1requirements_txt1
>=1.10.1requirements_txt1
>=1.13.1requirements_txt1
>=1.11requirements_txt1
>=1.5requirements_txt1
==1.5.4requirements_txt1
<1.18,>=1.14requirements_txt1
==1.16.3requirements_txt1
==1.17.0requirements_txt1
==1.9.1requirements_txt1
==1.11.2requirements_txt1

The 335 deposits

DepositJournalYear
doi:10.7910/DVN/0C6XEQPSRM2026
doi:10.7910/DVN/0WKIRTqje2026
doi:10.7910/DVN/7UDPFLculturalanalytics2026
doi:10.7910/DVN/7X30QRculturalanalytics2026
doi:10.7910/DVN/9W5DBMpan2026
doi:10.7910/DVN/A2SO4Irfs2026
doi:10.7910/DVN/BAG8WIrfs2026
doi:10.7910/DVN/BO8SQ8rfs2026
doi:10.7910/DVN/C5L1D4rcfs2026
doi:10.7910/DVN/DQIG06JPE_Macroeconomics2026
doi:10.7910/DVN/EEFXATJPE2026
doi:10.7910/DVN/ENFEILJAERE2026
doi:10.7910/DVN/FPEQGKrfs2026
doi:10.7910/DVN/LCZERWthe_review2026
doi:10.7910/DVN/NHTDLGJAERE2026
doi:10.7910/DVN/O9SUR0perspectives2026
doi:10.7910/DVN/QNC3ZLjlc2026
doi:10.7910/DVN/QXEODWJPE2026
doi:10.7910/DVN/RPDNMNPSRM2026
doi:10.7910/DVN/SNJDM4qje2026
doi:10.7910/DVN/TBT0WJJPE_Macroeconomics2026
doi:10.7910/DVN/TK7Y3Vcps2026
doi:10.7910/DVN/VH6QHQrestat2026
doi:10.7910/DVN/VLBWJHFPA2026
doi:10.7910/DVN/XTFISNJAERE2026
doi:10.7910/DVN/XUXCSOntj2026
doi:10.7910/DVN/YFO1TPJPE_Macroeconomics2026
doi:10.7910/DVN/ZJUK4Araps2026
doi:10.7910/DVN/ZUIIHLpolbehavior2026
zenodo:18203246Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:18281694Economic Journal2026
zenodo:18336693Journal of the European Economic Association2026
zenodo:18378461Review of Economic Studies2026
zenodo:18432755Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:18464228Review of Economic Studies2026
zenodo:18701687Economic Journal2026
zenodo:18760575Review of Economic Studies2026
zenodo:18780294Review of Economic Studies2026
zenodo:18825108Review of Economic Studies2026
zenodo:18939177Review of Economic Studies2026
zenodo:19010088Review of Economic Studies2026
zenodo:19120432Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:19175276Review of Economic Studies2026
zenodo:19416797Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:19445012Review of Economic Studies2026
zenodo:19598770Review of Economic Studies2026
zenodo:19648410Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:19709901Review of Economic Studies2026
zenodo:19811755Journal of the European Economic Association2026
zenodo:20079600Economic Journal2026
zenodo:20088465Journal of the European Economic Association2026
zenodo:20206066Economic Journal2026
zenodo:20214821Review of Economic Studies2026
zenodo:20267014Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:20442708Review of Economic Studies2026
zenodo:20801242Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:20932318Economic Journal2026
zenodo:20965592Economic Journal2026
zenodo:21029056Econometrics Journal2026
zenodo:21030557Econometrics Journal2026
zenodo:21353468Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:21358842Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:21712473Econometrics Journal2026
zenodo:22042613Journal of the European Economic Association2026
zenodo:22093200Economic Journal2026
zenodo:22128372Economic Journal2026
zenodo:22659715Econometrica; Quantitative Economics; Theoretical Economics2026
zenodo:22698510Econometrica; Quantitative Economics; Theoretical Economics2026
doi:10.7910/DVN/2XHVKYworld-politics2025
doi:10.7910/DVN/3KZHG9rfs2025
doi:10.7910/DVN/3Q5NPYrfs2025
doi:10.7910/DVN/3VOFQCJPE_Macroeconomics2025
doi:10.7910/DVN/8BE6M9pan2025
doi:10.7910/DVN/AON5GRJAERE2025
doi:10.7910/DVN/AUMLXMxps2025
doi:10.7910/DVN/CTBTDXjop2025
doi:10.7910/DVN/D2G7CCqje2025
doi:10.7910/DVN/DPI7GDrestat2025
doi:10.7910/DVN/DVFCT3perspectives2025
doi:10.7910/DVN/E2BV85PSRM2025
doi:10.7910/DVN/F4UHHWpan2025
doi:10.7910/DVN/FUAUR2rfs2025
doi:10.7910/DVN/FZVF5Xpan2025
doi:10.7910/DVN/K3I16Epan2025
doi:10.7910/DVN/KHNBZLpan2025
doi:10.7910/DVN/KUDWJJculturalanalytics2025
doi:10.7910/DVN/KVP7HAPSRM2025
doi:10.7910/DVN/MBBSGVrfs2025
doi:10.7910/DVN/MN8OH2rfs2025
doi:10.7910/DVN/MXNQ7Fpan2025
doi:10.7910/DVN/N67BDIPSRM2025
doi:10.7910/DVN/N7534Zqje2025
doi:10.7910/DVN/NQIKURJAERE2025
doi:10.7910/DVN/OKPRJGpan2025
doi:10.7910/DVN/P3IWKHrfs2025
doi:10.7910/DVN/QDXHUYqje2025
doi:10.7910/DVN/SHHGAHajps2025
doi:10.7910/DVN/SKCRV7rfs2025
doi:10.7910/DVN/SRUHG8JPE2025
doi:10.7910/DVN/SV5VHHpan2025
doi:10.7910/DVN/UKMYBQqje2025
doi:10.7910/DVN/UNHX5NJAERE2025
doi:10.7910/DVN/V8CXDQJPE2025
doi:10.7910/DVN/XFF5FIJPE_Microeconomics2025
doi:10.7910/DVN/YITNSVpan2025
doi:10.7910/DVN/YWZJOPrfs2025
doi:10.7910/DVN/ZAKR8Crfs2025
zenodo:14549060Review of Economic Studies2025
zenodo:14794937Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:14807135Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:14927953Review of Economic Studies2025
zenodo:15020648Economic Journal2025
zenodo:15042114Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:15044955Review of Economic Studies2025
zenodo:15104193Review of Economic Studies2025
zenodo:15182049Economic Journal2025
zenodo:15344715Economic Journal2025
zenodo:15599527Review of Economic Studies2025
zenodo:15773758Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:15801749Review of Economic Studies2025
zenodo:15837650Economic Journal2025
zenodo:15851727Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:16963156Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:16987699Review of Economic Studies2025
zenodo:16999405Journal of the European Economic Association2025
zenodo:17122639Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:17397753Economic Journal2025
zenodo:17552893Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:17573595Review of Economic Studies2025
zenodo:17582180Economic Journal2025
zenodo:17727412Economic Journal2025
zenodo:17834787Review of Economic Studies2025
zenodo:17903904Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:17915327Economic Journal2025
zenodo:18019831Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:18118635Economic Journal2025
doi:10.7910/DVN/1UZGWLjop2024
doi:10.7910/DVN/38SN2YJPE2024
doi:10.7910/DVN/3BLHJAqje2024
doi:10.7910/DVN/45ZFC8JAERE2024
doi:10.7910/DVN/4C6F3Krfs2024
doi:10.7910/DVN/4HURK4JPE2024
doi:10.7910/DVN/51YSDWrfs2024
doi:10.7910/DVN/7DOXQYthe_review2024
doi:10.7910/DVN/ADJ93RJPE2024
doi:10.7910/DVN/AKICURJPE2024
doi:10.7910/DVN/D5DXCEjop2024
doi:10.7910/DVN/DLKIACculturalanalytics2024
doi:10.7910/DVN/DXED4CJAERE2024
doi:10.7910/DVN/E6XIGJJAERE2024
doi:10.7910/DVN/EAM9BKjlc2024
doi:10.7910/DVN/EZSAL2culturalanalytics2024
doi:10.7910/DVN/F7M8UXrestat2024
doi:10.7910/DVN/FAJIQPqje2024
doi:10.7910/DVN/FSK6NZpan2024
doi:10.7910/DVN/GITE0MJPE2024
doi:10.7910/DVN/GLDGADpan2024
doi:10.7910/DVN/GSH8OMJPE2024
doi:10.7910/DVN/IASUQMjri2024
doi:10.7910/DVN/IFSAMYculturalanalytics2024
doi:10.7910/DVN/IVVKASrfs2024
doi:10.7910/DVN/KPAM5Brfs2024
doi:10.7910/DVN/MMTCPMisq2024
doi:10.7910/DVN/N2OEAQJPE2024
doi:10.7910/DVN/NDGZ8GIOJ2024
doi:10.7910/DVN/NRKU1FJAERE2024
doi:10.7910/DVN/NWIGJKJAERE2024
doi:10.7910/DVN/OF8XAXqje2024
doi:10.7910/DVN/PXXSXPrfs2024
doi:10.7910/DVN/RM32DWJPE_Microeconomics2024
doi:10.7910/DVN/RT0ZVPresearchandpolitics2024
doi:10.7910/DVN/RXZWK4restat2024
doi:10.7910/DVN/S9WCJBrfs2024
doi:10.7910/DVN/TQCGERrfs2024
doi:10.7910/DVN/TTKT4Arfs2024
doi:10.7910/DVN/TTNHNGJPE2024
doi:10.7910/DVN/VBC6H9JPE_Microeconomics2024
doi:10.7910/DVN/VIIPYQjop2024
doi:10.7910/DVN/WWUPFIperspectives2024
doi:10.7910/DVN/XKZRKSJAERE2024
doi:10.7910/DVN/XS0ULPPSRM2024
doi:10.7910/DVN/Y1O8WNjop2024
doi:10.7910/DVN/YFM0BWpan2024
doi:10.7910/DVN/YJQY2Ijri2024
doi:10.7910/DVN/ZZF0D3JPE2024
zenodo:10318826Review of Economic Studies2024
zenodo:10601297Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:10856384Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:10884477Economic Journal2024
zenodo:11092578Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:11106460Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:12674972Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:12698079Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:12737020Economic Journal2024
zenodo:12784903Review of Economic Studies2024
zenodo:12811612Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:13349310Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:13350919Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:13985924Economic Journal2024
zenodo:14013936Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:14048457Economic Journal2024
zenodo:14283611Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:14427583Economic Journal2024
doi:10.7910/DVN/4ROL8Span2023
doi:10.7910/DVN/9XR53Qrfs2023
doi:10.7910/DVN/AWYAP2JPE_Macroeconomics2023
doi:10.7910/DVN/AXBEYCperspectives2023
doi:10.7910/DVN/B97TGXresearchandpolitics2023
doi:10.7910/DVN/BVDLMHJPE2023
doi:10.7910/DVN/CMBSPFJPE_Macroeconomics2023
doi:10.7910/DVN/ELKQNRJAERE2023
doi:10.7910/DVN/FEECALJPE2023
doi:10.7910/DVN/GZWFAUrestat2023
doi:10.7910/DVN/HRN6TPipsr-risp2023
doi:10.7910/DVN/IIGRGArfs2023
doi:10.7910/DVN/IODRCArfs2023
doi:10.7910/DVN/JOEVPNpan2023
doi:10.7910/DVN/K4AAAFculturalanalytics2023
doi:10.7910/DVN/KVGOP9rfs2023
doi:10.7910/DVN/LKURN4qje2023
doi:10.7910/DVN/OMAYRBrestat2023
doi:10.7910/DVN/PZKLINrestat2023
doi:10.7910/DVN/PZYLYUpan2023
doi:10.7910/DVN/QVT8TPntj2023
doi:10.7910/DVN/RY1SJEqje2023
doi:10.7910/DVN/T1NXVQajps2023
doi:10.7910/DVN/TBWMCGpan2023
doi:10.7910/DVN/TPRHUQrfs2023
doi:10.7910/DVN/VIWCTKrfs2023
doi:10.7910/DVN/VUBTJLrevistadados2023
doi:10.7910/DVN/WZMGVYJPE2023
doi:10.7910/DVN/YGSUFWJPE2023
doi:10.7910/DVN/YSZQPFFPA2023
zenodo:10015766Review of Economic Studies2023
zenodo:10032298Economic Journal2023
zenodo:10438859Economic Journal2023
zenodo:7786023Economic Journal2023
zenodo:7926854Review of Economic Studies2023
zenodo:7963179Economic Journal2023
zenodo:8226000Econometrica; Quantitative Economics; Theoretical Economics2023
zenodo:8325645Economic Journal2023
zenodo:8423395Econometrica; Quantitative Economics; Theoretical Economics2023
doi:10.7910/DVN/27VMOTqje2022
doi:10.7910/DVN/3BRWKKpan2022
doi:10.7910/DVN/ANCGMYJPE2022
doi:10.7910/DVN/AQ2P12ajps2022
doi:10.7910/DVN/BD9CE8culturalanalytics2022
doi:10.7910/DVN/BHDTTJculturalanalytics2022
doi:10.7910/DVN/DDXRXIpan2022
doi:10.7910/DVN/E8Q4BXrestat2022
doi:10.7910/DVN/FXXLYZqje2022
doi:10.7910/DVN/HNH7BXthe_review2022
doi:10.7910/DVN/KKOHWPpolbehavior2022
doi:10.7910/DVN/KPUOACrestat2022
doi:10.7910/DVN/MHSJE5PSRM2022
doi:10.7910/DVN/MIWSW2restat2022
doi:10.7910/DVN/N3KNUKrestat2022
doi:10.7910/DVN/OGAMMYculturalanalytics2022
doi:10.7910/DVN/PV7LVYJPE2022
doi:10.7910/DVN/SGHWJIJPE_Microeconomics2022
doi:10.7910/DVN/UCIS0Trfs2022
doi:10.7910/DVN/VA00ZIajps2022
doi:10.7910/DVN/VQV9ABJPE_Macroeconomics2022
doi:10.7910/DVN/Y4HXIVrestat2022
zenodo:6304625Review of Economic Studies2022
zenodo:6611867Review of Economic Studies2022
zenodo:6626339Economic Journal2022
zenodo:7014805Economic Journal2022
zenodo:7050175Review of Economic Studies2022
zenodo:7459498Review of Economic Studies2022
zenodo:7476147Review of Economic Studies2022
doi:10.7910/DVN/3ZGCQIhsscomms2021
doi:10.7910/DVN/4ATJCFculturalanalytics2021
doi:10.7910/DVN/5HXT8Kjop2021
doi:10.7910/DVN/661FJFculturalanalytics2021
doi:10.7910/DVN/BMJYANpan2021
doi:10.7910/DVN/DHI3LFrestat2021
doi:10.7910/DVN/FWD9Q9jop2021
doi:10.7910/DVN/GNHESMpan2021
doi:10.7910/DVN/GXLO3Pqje2021
doi:10.7910/DVN/IOLEBArfs2021
doi:10.7910/DVN/IUFTLZrestat2021
doi:10.7910/DVN/J89DNMculturalanalytics2021
doi:10.7910/DVN/JM3TPYqje2021
doi:10.7910/DVN/MHARGOrestat2021
doi:10.7910/DVN/MK6SXTculturalanalytics2021
doi:10.7910/DVN/MME5SSjop2021
doi:10.7910/DVN/OD5MBXlsq2021
doi:10.7910/DVN/S9C7NNculturalanalytics2021
doi:10.7910/DVN/SOVPA4pan2021
doi:10.7910/DVN/TKOEA1culturalanalytics2021
doi:10.7910/DVN/UBRTKSqje2021
doi:10.7910/DVN/XE7YVIrestat2021
zenodo:5464854Review of Economic Studies2021
zenodo:5555850Review of Economic Studies2021
zenodo:5715212Review of Economic Studies2021
zenodo:5748084Economic Journal2021
doi:10.7910/DVN/1XXDMWthe_review2020
doi:10.7910/DVN/B2OMH2restat2020
doi:10.7910/DVN/B4D4H3culturalanalytics2020
doi:10.7910/DVN/CSAJQYpan2020
doi:10.7910/DVN/GNUL8Eqje2020
doi:10.7910/DVN/KTWYZ6restat2020
doi:10.7910/DVN/PGHVYPculturalanalytics2020
doi:10.7910/DVN/RKPFLBrestat2020
doi:10.7910/DVN/UNYOLFpan2020
doi:10.7910/DVN/VXEK7Aculturalanalytics2020
doi:10.7910/DVN/YD3FMGqje2020
zenodo:3925391Review of Economic Studies2020
zenodo:4088940Review of Economic Studies2020
zenodo:4115399Review of Economic Studies2020
doi:10.7910/DVN/1JBNDCPSRM2019
doi:10.7910/DVN/BLEBHIrestat2019
doi:10.7910/DVN/FMX62Wjop2019
doi:10.7910/DVN/MRVKIRpan2019
doi:10.7910/DVN/P81WBZqje2019
doi:10.7910/DVN/RLLL1Vajps2019
doi:10.7910/DVN/SEOCQ0the_review2019
doi:10.7910/DVN/WBH8KWrestat2019
doi:10.7910/DVN/0ZCBTBpan2018
doi:10.7910/DVN/DAKZHRculturalanalytics2018
doi:10.7910/DVN/EBM4G6world-politics2018
doi:10.7910/DVN/JFU71Rpan2018
doi:10.7910/DVN/NNJXDYPSRM2018
doi:10.7910/DVN/QOFLEZculturalanalytics2018
doi:10.7910/DVN/VW13KSculturalanalytics2018
doi:10.7910/DVN/2IGRV9the_review2017
doi:10.7910/DVN/3J38FXculturalanalytics2017
doi:10.7910/DVN/XBNJD9ajps2017
doi:10.7910/DVN/YTPJ1Npan2017
zenodo:345385AEA Data Editor's office (multiple AEA titles)2017
doi:10.7910/DVN/4ZVSKAculturalanalytics2016
doi:10.7910/DVN/FMJDCDajps2016
doi:10.7910/DVN/GFTHANtechnology_science2015
doi:10.7910/DVN/OVEALHeconomics2012

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