softverse · PyPI · Python

nltk

Loaded by the replication code of 104 papers

11.4% of the 909 deposits with Python code; 81 from Dataverse, 23 from Zenodo.

Share of Python deposits, by year

0%12%24%20202021202220232024202520262020: 8 of 39 deposits, 20.5%2021: 13 of 82 deposits, 15.9%2022: 12 of 69 deposits, 17.4%2023: 10 of 107 deposits, 9.3%2024: 15 of 152 deposits, 9.9%2025: 23 of 206 deposits, 11.2%2026: 11 of 176 deposits, 6.2%

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

Journals

JournalDeposits
culturalanalytics16
Economic Journal11
pan10
ajps6
jop5
PSRM5
rfs5
Journal of the European Economic Association5
the_review4
lsq4
Review of Economic Studies4
jlc3
FPA3
Econometrica; Quantitative Economics; Theoretical Economics3
BJPolS3
researchandpolitics2
qje2
perspectives2
lcnapsa2
restat1
rbcp1
ipsr-risp1
rac1
JPE1
cps1
jhpe1
JPE_Microeconomics1
isq1

Functions called

FunctionDepositsCalls
stopwords4583
word_tokenize3497
download3299
WordNetLemmatizer2340
sent_tokenize1938
SnowballStemmer1645
PorterStemmer1015
wordnet926
pos_tag920
RegexpTokenizer917
bigrams711
SentimentIntensityAnalyzer78
ngrams512
corpus.stopwords.words56
FreqDist423
data.find416
BigramAssocMeasures49
BigramCollocationFinder46
regexp_tokenize39
data.load38
Text35
TweetTokenizer35
stem.WordNetLemmatizer33
trigrams33
wordpunct_tokenize33
everygrams25
tag.pos_tag25
RegexpParser23
names23
tokenize23
words23
ClassifierBasedTagger22
ToktokTokenizer22
TrigramAssocMeasures22
WordPunctTokenizer22
python_2_unicode_compatible157
Tree137
compat120
corpus.names.words119
CFG114
Expression113
TokenizerI113
perceptron.PerceptronTagger113
AlignedSent112
ParserI112
raise_unorderable_types112
CorpusReader111
DependencyGraph111
IBMModel111
Nonterminal111

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

Versions researchers stated

VersionStated inDeposits
==3.8.1requirements_txt4
==3.7requirements_txt2
~=3.5requirements_txt1
==3.4.4requirements_txt1
>=3.8requirements_txt1
==3.2.4requirements_txt1
>=3.8.0requirements_txt1
==3.3requirements_txt1
==3.4.5requirements_txt1
==3.6.7requirements_txt1
==3.9.1requirements_txt1
>=3.2.4requirements_txt1

The 104 deposits

DepositJournalYear
doi:10.7910/DVN/8UOOEWPSRM2026
doi:10.7910/DVN/AD7GJYBJPolS2026
doi:10.7910/DVN/GZIEPSisq2026
doi:10.7910/DVN/HH6GQMBJPolS2026
doi:10.7910/DVN/K1OANOculturalanalytics2026
doi:10.7910/DVN/QNC3ZLjlc2026
zenodo:18511743Economic Journal2026
zenodo:20160674Journal of the European Economic Association2026
zenodo:21210596Journal of the European Economic Association2026
zenodo:21244470Economic Journal2026
zenodo:22093200Economic Journal2026
doi:10.7910/DVN/1GDQYYajps2025
doi:10.7910/DVN/2YQ2CFjop2025
doi:10.7910/DVN/5CSZWGcps2025
doi:10.7910/DVN/B8FPFMculturalanalytics2025
doi:10.7910/DVN/DQRO8Lqje2025
doi:10.7910/DVN/J0ALHIperspectives2025
doi:10.7910/DVN/KVP7HAPSRM2025
doi:10.7910/DVN/OKPRJGpan2025
doi:10.7910/DVN/OXMPTRBJPolS2025
doi:10.7910/DVN/QS5M9Xjhpe2025
doi:10.7910/DVN/SCOKXEFPA2025
doi:10.7910/DVN/SGHZJ8rfs2025
doi:10.7910/DVN/USRFMHJPE_Microeconomics2025
doi:10.7910/DVN/YITNSVpan2025
zenodo:14772418Economic Journal2025
zenodo:14983360Journal of the European Economic Association2025
zenodo:15311300Review of Economic Studies2025
zenodo:15420524Econometrica; Quantitative Economics; Theoretical Economics2025
zenodo:17267939Economic Journal2025
zenodo:17397753Economic Journal2025
zenodo:17437372Economic Journal2025
zenodo:17561380Journal of the European Economic Association2025
zenodo:17963303Journal of the European Economic Association2025
doi:10.7910/DVN/1LXMYJrac2024
doi:10.7910/DVN/3TZAEBjop2024
doi:10.7910/DVN/8NINQKculturalanalytics2024
doi:10.7910/DVN/EAM9BKjlc2024
doi:10.7910/DVN/IMCSW1JPE2024
doi:10.7910/DVN/IYN1YNthe_review2024
doi:10.7910/DVN/K8R6MVculturalanalytics2024
doi:10.7910/DVN/PPNPH5jop2024
doi:10.7910/DVN/T0UKCNjop2024
doi:10.7910/DVN/TQCGERrfs2024
doi:10.7910/DVN/TTKT4Arfs2024
doi:10.7910/DVN/XS0ULPPSRM2024
doi:10.7910/DVN/YFM0BWpan2024
zenodo:10856384Econometrica; Quantitative Economics; Theoretical Economics2024
zenodo:13941268Econometrica; Quantitative Economics; Theoretical Economics2024
doi:10.7910/DVN/HLJW1QPSRM2023
doi:10.7910/DVN/HRN6TPipsr-risp2023
doi:10.7910/DVN/JOEVPNpan2023
doi:10.7910/DVN/RKNNVLajps2023
doi:10.7910/DVN/WUMYRWFPA2023
doi:10.7910/DVN/Y5INRMpan2023
doi:10.7910/DVN/YSZQPFFPA2023
zenodo:10120113Review of Economic Studies2023
zenodo:8178952Economic Journal2023
zenodo:8373069Economic Journal2023
doi:10.7910/DVN/2ET6VLlsq2022
doi:10.7910/DVN/3BRWKKpan2022
doi:10.7910/DVN/GDIFBKrestat2022
doi:10.7910/DVN/JC61AKlcnapsa2022
doi:10.7910/DVN/JSZI4Vrbcp2022
doi:10.7910/DVN/QIGOVKlcnapsa2022
doi:10.7910/DVN/QVSYV8rfs2022
doi:10.7910/DVN/VA00ZIajps2022
doi:10.7910/DVN/WCMZOKculturalanalytics2022
zenodo:6611867Review of Economic Studies2022
zenodo:7014805Economic Journal2022
zenodo:7050175Review of Economic Studies2022
doi:10.7910/DVN/1SCTXGqje2021
doi:10.7910/DVN/CQURIWculturalanalytics2021
doi:10.7910/DVN/DT3KUEresearchandpolitics2021
doi:10.7910/DVN/JSKPQVculturalanalytics2021
doi:10.7910/DVN/NERBWLjlc2021
doi:10.7910/DVN/OD5MBXlsq2021
doi:10.7910/DVN/PNHXF6rfs2021
doi:10.7910/DVN/QYDSAVlsq2021
doi:10.7910/DVN/S3DFCUculturalanalytics2021
doi:10.7910/DVN/S9C7NNculturalanalytics2021
doi:10.7910/DVN/SOVPA4pan2021
doi:10.7910/DVN/T2FZK3perspectives2021
zenodo:5748084Economic Journal2021
doi:10.7910/DVN/1XXDMWthe_review2020
doi:10.7910/DVN/9ULNMUjop2020
doi:10.7910/DVN/KFVTMIPSRM2020
doi:10.7910/DVN/MXKRDEpan2020
doi:10.7910/DVN/QEMNP1ajps2020
doi:10.7910/DVN/QUGW8Vculturalanalytics2020
doi:10.7910/DVN/VXEK7Aculturalanalytics2020
doi:10.7910/DVN/WIQ6CBculturalanalytics2020
doi:10.7910/DVN/K0OYQFpan2019
doi:10.7910/DVN/NFZLI3the_review2019
doi:10.7910/DVN/D3KFLPculturalanalytics2018
doi:10.7910/DVN/D9H5LHlsq2018
doi:10.7910/DVN/DAKZHRculturalanalytics2018
doi:10.7910/DVN/2IGRV9the_review2017
doi:10.7910/DVN/9AWUYJajps2017
doi:10.7910/DVN/5WKTZVculturalanalytics2016
doi:10.7910/DVN/EXPXYTculturalanalytics2016
doi:10.7910/DVN/FMJDCDajps2016
doi:10.7910/DVN/LVHLZKpan2016
doi:10.7910/DVN/2XSVWAresearchandpolitics2015

Badge

replication code: 104 papers

[![replication code](https://img.shields.io/endpoint?url=https%3A%2F%2Frecite.github.io%2Fsoftverse%2Fbadges%2Fpypi%2Fnltk.json)](https://recite.github.io/softverse/p/pypi/nltk/)

copy · without shields.io: [![replication code](https://recite.github.io/softverse/badges/pypi/nltk.svg)](https://recite.github.io/softverse/p/pypi/nltk/)