Index

A

accepts_sentences_and_collocates() (in module dstk.adaptors.adaptors) accepts_tags() (in module dstk.adaptors.adaptors)

alphanumeric_raw_tokenizer() (in module dstk.modules.tokenizer) apply_model() (in module dstk.modules.tokenizer)

B

base_type (dstk.lib_types.dstk_types.WorkflowTemplate attribute)

Bigram (class in dstk.lib_types.dstk_types) BigramList (in module dstk.lib_types.dstk_types)

C

chaining (dstk.lib_types.dstk_types.StepConfig attribute) collocate (dstk.lib_types.dstk_types.Bigram attribute) Collocates (in module dstk.lib_types.dstk_types) CollocatesList (in module dstk.lib_types.dstk_types)

cos_similarity() (dstk.models.models.DistanceMeasurements method) (in module dstk.modules.geometric_distance) count_collocates() (in module dstk.modules.ngrams) create_co_occurrence_matrix() (in module dstk.modules.text_matrix_builder) create_dtm() (in module dstk.modules.text_matrix_builder)

D

DirectedCollocateList (in module dstk.lib_types.dstk_types) DirectedCollocates (in module dstk.lib_types.dstk_types) DistanceMeasurements (class in dstk.models.models) dstk module dstk.adaptors module dstk.adaptors.adaptors module dstk.adaptors.typeguards module dstk.hooks module dstk.hooks.hook_tools module dstk.hooks.type_conversion module dstk.lib_types module dstk.lib_types.dstk_types module dstk.lib_types.fasttext_types module dstk.lib_types.gensim_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.models module dstk.models.model_tools module

dstk.models.models module dstk.modules module dstk.modules.count_models module dstk.modules.data_visualization module dstk.modules.data_visualization.clustering module dstk.modules.data_visualization.embeddings module dstk.modules.geometric_distance module dstk.modules.ngrams module dstk.modules.predict_models module dstk.modules.text_matrix_builder module dstk.modules.text_processor module dstk.modules.tokenizer module dstk.modules.weight_matrix module dstk.templates module dstk.templates.rules module dstk.templates.templates module dstk.workflows module dstk.workflows.stage_workflows module dstk.workflows.workflow_tools module

E

elbow_method() (in module dstk.modules.data_visualization.clustering) euclidean_distance() (in module dstk.modules.geometric_distance) exclude (dstk.lib_types.dstk_types.ExcludedMethods attribute) (dstk.lib_types.dstk_types.StepConfig attribute) ExcludedMethods (class in dstk.lib_types.dstk_types)

extract_collocates() (in module dstk.modules.ngrams) extract_directed_bigrams() (in module dstk.modules.ngrams) extract_ngrams() (in module dstk.modules.ngrams) extract_silhouette_score() (in module dstk.modules.data_visualization.clustering) extract_undirected_bigrams() (in module dstk.modules.ngrams)

F

fastText() (in module dstk.modules.predict_models)

filter_by_pos() (in module dstk.modules.tokenizer)

G

get_sentences() (in module dstk.modules.tokenizer)

get_tokens() (in module dstk.modules.tokenizer) get_vocabulary() (in module dstk.modules.text_processor)

H

Hook (class in dstk.hooks.hook_tools)

I

include (dstk.lib_types.dstk_types.StepConfig attribute) is_collocates() (in module dstk.adaptors.typeguards) is_pos_tags() (in module dstk.adaptors.typeguards)

is_sentence() (in module dstk.adaptors.typeguards) is_token_collocates() (in module dstk.adaptors.typeguards) is_workflow() (in module dstk.adaptors.typeguards)

J

join() (in module dstk.modules.text_processor)

L

Labels (in module dstk.lib_types.dstk_types)

load_model() (in module dstk.modules.predict_models)

M

manhattan_distance() (in module dstk.modules.geometric_distance) Matrix (in module dstk.lib_types.dstk_types) model_to_dataframe() (in module dstk.hooks.type_conversion) ModelBuilder (class in dstk.models.model_tools) module dstk dstk.adaptors dstk.adaptors.adaptors dstk.adaptors.typeguards dstk.hooks dstk.hooks.hook_tools dstk.hooks.type_conversion dstk.lib_types dstk.lib_types.dstk_types dstk.lib_types.fasttext_types dstk.lib_types.gensim_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.models dstk.models.model_tools dstk.models.models dstk.modules dstk.modules.count_models dstk.modules.data_visualization dstk.modules.data_visualization.clustering dstk.modules.data_visualization.embeddings dstk.modules.geometric_distance dstk.modules.ngrams dstk.modules.predict_models dstk.modules.text_matrix_builder dstk.modules.text_processor dstk.modules.tokenizer dstk.modules.weight_matrix dstk.templates dstk.templates.rules dstk.templates.templates dstk.workflows dstk.workflows.stage_workflows dstk.workflows.workflow_tools

N

name (dstk.lib_types.dstk_types.StepResult attribute) nearest_neighbors() (dstk.models.models.DistanceMeasurements method) (in module dstk.modules.geometric_distance)

Neighbor (class in dstk.lib_types.dstk_types) Neighbors (in module dstk.lib_types.dstk_types) NeuralModels (in module dstk.lib_types.dstk_types) Number (in module dstk.lib_types.dstk_types)

P

pca_embeddings() (in module dstk.modules.count_models) plot_embeddings() (in module dstk.modules.data_visualization.embeddings) PlotEmbeddings() (in module dstk.workflows.stage_workflows) pmi() (in module dstk.modules.weight_matrix)

pos (dstk.lib_types.dstk_types.POSTaggedWord attribute) pos_tagger() (in module dstk.modules.tokenizer) POSTaggedWord (class in dstk.lib_types.dstk_types) POSTaggedWordList (in module dstk.lib_types.dstk_types)

R

remove_stop_words() (in module dstk.modules.tokenizer) rename() (dstk.hooks.hook_tools.Hook method) repeat (dstk.lib_types.dstk_types.StepConfig attribute)

result (dstk.lib_types.dstk_types.StepResult attribute) ResultGenerator (in module dstk.lib_types.dstk_types) RulesTemplate (in module dstk.lib_types.dstk_types)

S

save_model() (in module dstk.modules.predict_models) save_to_file() (in module dstk.modules.text_processor) scale_matrix() (in module dstk.modules.count_models) score (dstk.lib_types.dstk_types.Neighbor attribute) Sentences (in module dstk.lib_types.dstk_types) SGNSModel() (in module dstk.models.models) StageModules (in module dstk.lib_types.dstk_types) StageTemplate (in module dstk.lib_types.dstk_types)

StageWorkflow (in module dstk.lib_types.dstk_types) StageWorkflowBuilder (class in dstk.workflows.workflow_tools) StandardModel() (in module dstk.models.models) step_name (dstk.lib_types.dstk_types.StepConfig attribute) StepConfig (class in dstk.lib_types.dstk_types) StepGenerator (in module dstk.lib_types.dstk_types) StepResult (class in dstk.lib_types.dstk_types) steps (dstk.lib_types.dstk_types.WorkflowTemplate attribute) svd_embeddings() (in module dstk.modules.count_models)

T

TaggedSentences (in module dstk.lib_types.dstk_types) TaggedWordsList (in module dstk.lib_types.dstk_types) target_word (dstk.lib_types.dstk_types.Bigram attribute) TextProcessing() (in module dstk.workflows.stage_workflows)

tf_idf() (in module dstk.modules.weight_matrix) to_lower() (in module dstk.modules.text_processor) tokens_to_text() (in module dstk.modules.text_processor) triggers (dstk.lib_types.dstk_types.WorkflowTemplate attribute)

W

Word (class in dstk.lib_types.dstk_types) word (dstk.lib_types.dstk_types.Neighbor attribute) (dstk.lib_types.dstk_types.POSTaggedWord attribute) word2vec() (in module dstk.modules.predict_models) WordCounts (in module dstk.lib_types.dstk_types)

Words (in module dstk.lib_types.dstk_types) WordSenteces (in module dstk.lib_types.dstk_types) Workflow (in module dstk.lib_types.dstk_types) WorkflowBuilder (class in dstk.workflows.workflow_tools) WorkflowTemplate (class in dstk.lib_types.dstk_types) Wrapper (class in dstk.workflows.workflow_tools)