├── .gitignore ├── LICENSE ├── README.md ├── __init__.py ├── analyze topics (MALLET).ipynb ├── analyze topics.ipynb ├── bayesequal.py ├── count_mentions.py ├── count_names.py ├── gensim LDA.ipynb ├── get_descriptors.py ├── get_lexicon_averages.py ├── get_topic_prominence.py ├── get_topics.py ├── get_wikidata_attributes.py ├── get_word_counts.py ├── helpers.py ├── mallet.sh ├── peoplefiles ├── .DS_Store ├── README.md ├── descriptors │ ├── America_A_Narrative_History_WWNorton_10th.txt │ ├── America_Past_And_Present_Pearson_10th.txt │ ├── Americas_History_Bedford_8th.txt │ ├── Give_Me_Liberty_An_American_History_WWNorton_3rd.txt │ ├── The_American_Pageant_Cengage_14th.txt │ ├── The_Unfinished_Nation_A_Concise_History_of_the_American_People_McGraw-Hill_8th.txt │ ├── Visions_of_America_A_History_of_the_United_States_Pearson_2nd.txt │ ├── american_history_connecting_with_the_past.txt │ ├── by_the_people.txt │ ├── history_alive_united_states_thru_industrialism.txt │ ├── hmh_the_americans_us_history_since_1877.txt │ ├── mastering_the_teks.txt │ ├── pearson_us_history.txt │ ├── teks_us_history.txt │ └── us_history_early_colonial_period_through_reconstruction.txt └── word_positions.json ├── requirements.txt ├── results ├── .DS_Store ├── .gitkeep ├── figure8_topic_ratios.pdf ├── figure8_topic_ratios.png ├── full2wikiname.json ├── named_people │ ├── America_A_Narrative_History_WWNorton_10th │ ├── America_Past_And_Present_Pearson_10th │ ├── Americas_History_Bedford_8th │ ├── Give_Me_Liberty_An_American_History_WWNorton_3rd │ ├── The_American_Pageant_Cengage_14th │ ├── The_Unfinished_Nation_A_Concise_History_of_the_American_People_McGraw-Hill_8th │ ├── Visions_of_America_A_History_of_the_United_States_Pearson_2nd │ ├── american_history_connecting_with_the_past │ ├── by_the_people │ ├── history_alive_united_states_thru_industrialism │ ├── hmh_the_americans_us_history_since_1877 │ ├── mastering_the_teks │ ├── pearson_us_history │ ├── teks_us_history │ └── us_history_early_colonial_period_through_reconstruction ├── word_counts.txt ├── wordcloud.png ├── wordcloud_o.pdf └── wordcloud_w.pdf ├── run_coref.py ├── run_lda.py ├── run_log_odds.py ├── run_word2vec.py ├── topic_diversity.py ├── topics └── .DS_Store ├── tutorials ├── EDUC423B - Topic modeling in Python.ipynb ├── WiDS workshop.ipynb └── __init__.py ├── word2vec_calculate_similarity.py ├── word2vec_get_closest.py ├── wordcloud.ipynb └── wordlists ├── .DS_Store ├── famous_people ├── famous_people.txt ├── liwc_queries.json ├── man_terms.txt ├── people_terms.csv ├── stopwords ├── .DS_Store ├── README.md ├── build.py ├── en │ ├── 99webtools.txt │ ├── _none.txt │ ├── atire_ncbi.txt │ ├── atire_puurula.txt │ ├── bow_short.txt │ ├── choi_2000naacl.txt │ ├── cook1988_function_words.txt │ ├── corenlp_acronym.txt │ ├── corenlp_hardcoded.txt │ ├── corenlp_stopwords.txt │ ├── datasciencedojo.txt │ ├── ebscohost_medline_cinahl.txt │ ├── galago_forumstop.txt │ ├── galago_rmstop.txt │ ├── galago_structured.txt │ ├── gate_keyphrase.txt │ ├── gilner_morales.txt │ ├── glasgow_stop_words.txt │ ├── indri.txt │ ├── lexisnexis.txt │ ├── lingpipe.txt │ ├── lucene_elastisearch.txt │ ├── mallet.txt │ ├── mysql_innodb.txt │ ├── mysql_myisam.txt │ ├── nltk.txt │ ├── okapi_cacm.txt │ ├── okapi_cacm_expanded.txt │ ├── okapi_sample.txt │ ├── okapi_sample_expanded.txt │ ├── okapiframework.txt │ ├── onix.txt │ ├── ovid.txt │ ├── postgresql.txt │ ├── ranksnl_default.txt │ ├── ranksnl_large.txt │ ├── ranksnl_oldgoogle.txt │ ├── reuters_wos.txt │ ├── rouge_155.txt │ ├── scikitlearn.txt │ ├── smart.txt │ ├── snowball_expanded.txt │ ├── snowball_original.txt │ ├── spacy_gensim.txt │ ├── sphinx_500.txt │ ├── sphinx_astellar.txt │ ├── t101_minimal.txt │ ├── taporware.txt │ ├── terrier.txt │ ├── textfixer.txt │ ├── tonybsk_1.txt │ ├── tonybsk_6.txt │ ├── voyant_taporware.txt │ ├── vw_lda.txt │ ├── weka.txt │ └── zettair.txt └── en_stopwords.csv └── woman_terms.txt /.gitignore: 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