Index

A

add_method() (dstk.models.tools.Wrapper method) annotate_corpus() (in module dstk.corpus.annotation)

approximate_nearest_neighbors() (dstk.models.tools.DistanceMeasurements method) (in module dstk.parameters.vector_similarity.geometric_measures.similarity)

B

Bigram (class in dstk.lib_types.dstk_types)

C

cluster_embeddings() (in module dstk.utilities.clustering) collocate (dstk.lib_types.dstk_types.Bigram attribute) collocate_frequency() (in module dstk.utilities.context_extraction) Collocates (in module dstk.lib_types.dstk_types) Concordance (class in dstk.lib_types.dstk_types) conllu_to_df() (in module dstk.utilities.data_conversion)

ContextGenerator (in module dstk.lib_types.dstk_types) Contexts (in module dstk.lib_types.dstk_types) cos_similarity() (dstk.models.tools.DistanceMeasurements method) (in module dstk.parameters.vector_similarity.geometric_measures.similarity) create_word_by_document_matrix() (in module dstk.parameters.co_matrix.creation.document) create_word_by_word_matrix() (in module dstk.parameters.co_matrix.creation.linguistic.word.window)

D

df_to_conllu() (in module dstk.utilities.data_conversion) DirectedCollocates (in module dstk.lib_types.dstk_types) DistanceMeasurements (class in dstk.models.tools) DocumentIndex (in module dstk.lib_types.dstk_types) dstk module dstk.corpus module dstk.corpus.analysis module dstk.corpus.annotation module dstk.data_visualization module dstk.data_visualization.plot_embeddings module dstk.hooks module dstk.hooks.data_conversion module dstk.hooks.tools module dstk.lib_types module dstk.lib_types.conllu_types module dstk.lib_types.dstk_types module dstk.lib_types.fasttext_types module dstk.lib_types.gensim_types module dstk.lib_types.nltk_types module dstk.lib_types.numpy_types module dstk.lib_types.pandas_types module dstk.lib_types.plotly_types module dstk.lib_types.sklearn_types module dstk.lib_types.spacy_types module dstk.lib_types.stanza_types module dstk.models module dstk.models.count module dstk.models.count.matrix module dstk.models.count.matrix.classical module dstk.models.predict module dstk.models.predict.word2vec module dstk.models.tools module dstk.parameters module

dstk.parameters.co_matrix module dstk.parameters.co_matrix.creation module dstk.parameters.co_matrix.creation.document module dstk.parameters.co_matrix.creation.linguistic module dstk.parameters.co_matrix.creation.linguistic.word module dstk.parameters.co_matrix.creation.linguistic.word.window module dstk.parameters.co_matrix.weighting module dstk.parameters.co_matrix.weighting.associative_measures module dstk.parameters.co_matrix.weighting.relevance_measures module dstk.parameters.context module dstk.parameters.context.extraction module dstk.parameters.context.extraction.linguistic module dstk.parameters.context.extraction.linguistic.word module dstk.parameters.context.extraction.linguistic.word.window module dstk.parameters.context.selection module dstk.parameters.context.selection.lexical module dstk.parameters.context.selection.unit module dstk.parameters.dimensionality_reduction module dstk.parameters.vector_similarity module dstk.parameters.vector_similarity.geometric_measures module dstk.parameters.vector_similarity.geometric_measures.dissimilarity module dstk.parameters.vector_similarity.geometric_measures.similarity module dstk.utilities module dstk.utilities.clustering module dstk.utilities.context_extraction module dstk.utilities.data_conversion module dstk.utilities.dataframe_manipulation module dstk.utilities.matrix_manipulation module dstk.utilities.typeguards module dstk.utilities.word2vec module

E

euclidean_distance() (in module dstk.parameters.vector_similarity.geometric_measures.dissimilarity) extract_collocates() (in module dstk.parameters.context.extraction.linguistic.word.window)

extract_directed_bigrams() (in module dstk.parameters.context.extraction.linguistic.word.window) extract_ngrams() (in module dstk.parameters.context.extraction.linguistic.word.window) extract_undirected_bigrams() (in module dstk.parameters.context.extraction.linguistic.word.window)

F

Fasttext() (in module dstk.models.predict.word2vec) filter_by_frequency() (in module dstk.parameters.context.selection.lexical)

filter_by_ner() (in module dstk.parameters.context.selection.lexical) filter_by_pos() (in module dstk.parameters.context.selection.lexical)

G

get_collocations() (in module dstk.corpus.analysis) get_column() (in module dstk.utilities.dataframe_manipulation) get_concordances() (in module dstk.corpus.analysis) get_row() (in module dstk.utilities.dataframe_manipulation)

get_sentences() (in module dstk.parameters.context.selection.unit) get_tokens() (in module dstk.parameters.context.selection.unit) get_vocabulary() (in module dstk.corpus.analysis) get_words() (in module dstk.parameters.context.selection.unit)

H

Hook (class in dstk.hooks.tools)

I

is_collocates() (in module dstk.utilities.typeguards) is_document_index() (in module dstk.utilities.typeguards) is_documents() (in module dstk.utilities.typeguards) is_sentences() (in module dstk.utilities.typeguards)

is_sequences() (in module dstk.utilities.typeguards) is_sparse_dataframe() (in module dstk.utilities.dataframe_manipulation) is_tokens() (in module dstk.utilities.typeguards) is_words() (in module dstk.utilities.typeguards) is_workflow() (in module dstk.utilities.typeguards)

L

LatentSemanticAnalysis() (in module dstk.models.count.matrix.classical) left_context (dstk.lib_types.dstk_types.Concordance attribute) LexicalItem (in module dstk.lib_types.dstk_types)

LexicalItemSequence (in module dstk.lib_types.dstk_types) LinguisticSequences (in module dstk.lib_types.dstk_types) load_annotations() (in module dstk.corpus.annotation) load_neural_model() (in module dstk.utilities.word2vec)

M

manhattan_distance() (in module dstk.parameters.vector_similarity.geometric_measures.dissimilarity) MethodDict (in module dstk.lib_types.dstk_types) ModelBuilder (class in dstk.models.tools) module dstk dstk.corpus dstk.corpus.analysis dstk.corpus.annotation dstk.data_visualization dstk.data_visualization.plot_embeddings dstk.hooks dstk.hooks.data_conversion dstk.hooks.tools dstk.lib_types dstk.lib_types.conllu_types dstk.lib_types.dstk_types dstk.lib_types.fasttext_types dstk.lib_types.gensim_types dstk.lib_types.nltk_types dstk.lib_types.numpy_types dstk.lib_types.pandas_types dstk.lib_types.plotly_types dstk.lib_types.sklearn_types dstk.lib_types.spacy_types dstk.lib_types.stanza_types dstk.models dstk.models.count dstk.models.count.matrix dstk.models.count.matrix.classical dstk.models.predict dstk.models.predict.word2vec dstk.models.tools dstk.parameters dstk.parameters.co_matrix dstk.parameters.co_matrix.creation dstk.parameters.co_matrix.creation.document dstk.parameters.co_matrix.creation.linguistic dstk.parameters.co_matrix.creation.linguistic.word dstk.parameters.co_matrix.creation.linguistic.word.window dstk.parameters.co_matrix.weighting dstk.parameters.co_matrix.weighting.associative_measures dstk.parameters.co_matrix.weighting.relevance_measures dstk.parameters.context dstk.parameters.context.extraction dstk.parameters.context.extraction.linguistic dstk.parameters.context.extraction.linguistic.word dstk.parameters.context.extraction.linguistic.word.window dstk.parameters.context.selection dstk.parameters.context.selection.lexical dstk.parameters.context.selection.unit dstk.parameters.dimensionality_reduction dstk.parameters.vector_similarity dstk.parameters.vector_similarity.geometric_measures dstk.parameters.vector_similarity.geometric_measures.dissimilarity dstk.parameters.vector_similarity.geometric_measures.similarity dstk.utilities dstk.utilities.clustering dstk.utilities.context_extraction dstk.utilities.data_conversion dstk.utilities.dataframe_manipulation dstk.utilities.matrix_manipulation dstk.utilities.typeguards dstk.utilities.word2vec

N

name (dstk.lib_types.dstk_types.ParameterResult attribute) nearest_neighbors() (dstk.models.tools.DistanceMeasurements method) (in module dstk.parameters.vector_similarity.geometric_measures.similarity)

Neighbor (class in dstk.lib_types.dstk_types) Neighbors (in module dstk.lib_types.dstk_types) neural_model_to_dataframe() (in module dstk.utilities.data_conversion) NeuralModels (in module dstk.lib_types.dstk_types)

P

ParameterResult (class in dstk.lib_types.dstk_types) pca() (in module dstk.parameters.dimensionality_reduction)

plot_embeddings() (in module dstk.data_visualization.plot_embeddings) pmi() (in module dstk.parameters.co_matrix.weighting.associative_measures) process() (dstk.corpus.annotation.StemmerProcessor method)

R

remove_punctuation() (in module dstk.parameters.context.selection.lexical) remove_stop_words() (in module dstk.parameters.context.selection.lexical) result (dstk.lib_types.dstk_types.ParameterResult attribute)

ReturnAllGenerator (in module dstk.lib_types.dstk_types) ReturnParameterGenerator (in module dstk.lib_types.dstk_types) right_context (dstk.lib_types.dstk_types.Concordance attribute)

S

save_neural_model() (in module dstk.utilities.word2vec) scale_matrix() (in module dstk.utilities.matrix_manipulation) score (dstk.lib_types.dstk_types.Neighbor attribute) sequence_to_string() (in module dstk.utilities.data_conversion) set_default_args() (dstk.hooks.tools.Hook method)

set_main_arg() (dstk.hooks.tools.Hook method) SGNS() (in module dstk.models.predict.word2vec) StandardModel() (in module dstk.models.count.matrix.classical) StemmerProcessor (class in dstk.corpus.annotation) svd() (in module dstk.parameters.dimensionality_reduction)

T

target_word (dstk.lib_types.dstk_types.Bigram attribute) text (dstk.lib_types.dstk_types.Concordance attribute)

tf_idf() (in module dstk.parameters.co_matrix.weighting.relevance_measures) to_base_form() (in module dstk.parameters.context.selection.lexical) to_lower() (in module dstk.parameters.context.selection.lexical)

W

word (dstk.lib_types.dstk_types.Neighbor attribute) word_frequency() (in module dstk.corpus.analysis)

Workflow (in module dstk.lib_types.dstk_types) Wrapper (class in dstk.models.tools)