Function reference

Functions

Functions for downloading models

download_pretrained()

Download specified pretrained model

Topic Models

Available topic models

stm_envsoc

Pre-estimated STM Model for Environmental Sociology Abstracts

stm_fiction_cohort

Pre-estimated STM Model for Fiction-Author Cohort Study

Embedding Models

Available embedding models

vecs_fasttext300_commoncrawl

2 million English-language fastText word embeddings

vecs_fasttext300_wiki_news

1 million English-language fastText word embeddings

vecs_fasttext300_wiki_news_subword

1 million English-language fastText word embeddings, w/subword information

vecs_glove300_wiki_gigaword

400k English-language GloVe word embeddings (300 dimensions)

vecs_sgns300_bnc_pos

160k English-language SGNS word embeddings trained on the British National Corpus

vecs_cbow300_googlenews

3 million English-language CBOW word embeddings trained on Google News corpus

vecs_sgns300_googlengrams_kte_en

1 million English-language SGNS word embeddings trained on Google N-Grams

Diachronic Embedding Models

Available diachronic embedding models

vecs_sgns300_coha_histwords

50k diachronic English-language SGNS word embeddings over 20 decades

vecs_sgns300_googlengrams_histwords

100k diachronic English-language SGNS word embeddings, 20 decades, Google Books corpus

vecs_sgns300_googlengrams_fic_histwords

100k diachronic English-language SGNS word embeddings, 20 decades, Google Books Fiction corpus

vecs_sgns300_googlengrams_histwords_fr

100k diachronic French-language SGNS word embeddings, 20 decades, Google Books corpus

vecs_sgns300_googlengrams_histwords_de

100k diachronic German-language SGNS word embeddings, 20 decades, Google Books corpus

vecs_sgns300_googlengrams_histwords_zh

30k diachronic Chinese-language SGNS word embeddings, 5 decades, Google Books corpus

vecs_svd300_googlengrams_histwords

75k diachronic English-language SVD word embeddings, 20 decades, Google Books corpus

vecs_sgns200_british_news

79k diachronic English-language SNGS word embeddings, 12 decades, British News corpus