softverse · PyPI · Python

numpy

Loaded by the replication code of 684 papers

75.2% of the 909 deposits with Python code; 487 from Dataverse, 197 from Zenodo.

Share of Python deposits, by year

0%46%93%20202021202220232024202520262020: 29 of 39 deposits, 74.4%2021: 54 of 82 deposits, 65.9%2022: 51 of 69 deposits, 73.9%2023: 79 of 107 deposits, 73.8%2024: 117 of 152 deposits, 77.0%2025: 160 of 206 deposits, 77.7%2026: 142 of 176 deposits, 80.7%

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

Journals

JournalDeposits
pan60
Review of Economic Studies59
Economic Journal56
Econometrica; Quantitative Economics; Theoretical Economics53
rfs52
restat51
culturalanalytics44
qje39
JPE31
jop22
JAERE21
Journal of the European Economic Association21
the_review20
PSRM17
ajps14
BJPolS13
JPE_Macroeconomics9
perspectives8
JPE_Microeconomics8
researchandpolitics7
lsq6
FPA6
Econometrics Journal6
hsscomms5
rcfs5
ntj4
raps4
isq4
cps4
jlc3
JJPS3
economics2
AEA Data Editor's office (multiple AEA titles)2
ipsr-risp2
world-politics2
EDCC2
polbehavior2
xps2
ps2
jri2
technology_science1
internationalinteractions1
JPublicPolicy1
lcnapsa1
rbcp1
revistadados1
rac1
IOJ1
jhr1
se1
jhpe1

Functions called

FunctionDepositsCalls
array29120,443
zeros2026,288
arange1925,841
mean1853,094
sum1773,113
log1752,640
sqrt1562,341
where1551,744
linspace1441,941
abs1381,544
random.seed1381,347
exp1371,902
ones1323,393
concatenate1221,260
max119878
asarray962,533
isnan961,093
round83618
unique79667
min79447
std70495
random.choice69329
dot681,986
argmax67272
empty661,361
vstack66541
argsort64356
maximum63391
append62914
sort62420
diag60484
cumsum56208
repeat55801
tile54481
random.normal54372
hstack53538
eye52630
zeros_like52496
linalg.inv51211
full50588
median47301
floor47189
minimum44195
all42895
any42307
percentile41359
random.uniform41305
column_stack40363
linalg.norm40276
var38311

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

Versions researchers stated

VersionStated inDeposits
==1.26.4requirements_txt13
==1.24.4requirements_txt4
==1.20.3requirements_txt4
==1.24.3requirements_txt4
==2.1.3requirements_txt4
==1.21.6requirements_txt3
==1.26.2requirements_txt3
==2.0.2requirements_txt3
==1.23.5requirements_txt3
==2.4.6requirements_txt2
==1.24.2requirements_txt2
==1.21.5requirements_txt2
==1.22.3requirements_txt2
==2.3.2requirements_txt2
==1.15.4requirements_txt2
==1.19.5requirements_txt2
>=1.24requirements_txt2
==2.3.5requirements_txt2
==1.18.1requirements_txt2
==2.0.0requirements_txt1
==2.3.1requirements_txt1
==1.14.5requirements_txt1
<2.0,>=1.23requirements_txt1
==2.1.0requirements_txt1
>=1.19.0requirements_txt1
>=1.26.4requirements_txt1
==1.16.4shell_install1
>=1.13.3requirements_txt1
==1.17.2requirements_txt1
==1.13.1requirements_txt1
>=1.17.0requirements_txt1
==1.24.0requirements_txt1
==1.19.2requirements_txt1
<2.0.0,>=1.23.5requirements_txt1
==2.2.3requirements_txt1
==1.21.2requirements_txt1
==1.15.1requirements_txt1
==2.2.6requirements_txt1
==1.14.5shell_install1
==2.1.1requirements_txt1
==2.0.1requirements_txt1
==1.25.2requirements_txt1
>1.26.0requirements_txt1
>=1.12.0requirements_txt1
<2requirements_txt1
==1.23.1requirements_txt1
==1.21.0requirements_txt1
~=1.18.5requirements_txt1
>=1.23requirements_txt1
>=1.21.0requirements_txt1

The 684 deposits

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