Index

A

accuracy() (in module target_extraction.analysis.sentiment_metrics) add() (target_extraction.data_types.TargetTextCollection method) add_metadata_to_df() (in module target_extraction.analysis.util) add_unique_key() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) AllenNLPModel (class in target_extraction.allen.allennlp_model)

anonymised() (target_extraction.data_types.TargetText property) (target_extraction.data_types.TargetTextCollection property) AnonymisedError ark_twokenize() (in module target_extraction.tokenizers) as_padded_tensor_dict() (target_extraction.allen.token_indexers.custom_elmo_indexer.CustomELMoTokenCharactersIndexer method) ATAEClassifier (class in target_extraction.allen.models.target_sentiment.atae) average_target_per_sentences() (in module target_extraction.analysis.dataset_statistics)

B

beginning_of_sentence_character (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) beginning_of_sentence_characters (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute)

beginning_of_word_character (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) bos_token (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute)

C

CACHE_DIRECTORY (in module target_extraction.dataset_parsers) category_count() (target_extraction.data_types.TargetTextCollection method) check_anonymised() (in module target_extraction.data_types) combine() (target_extraction.data_types.TargetTextCollection static method) combine_data_on_id() (target_extraction.data_types.TargetTextCollection method) combine_metrics() (in module target_extraction.analysis.util)

concat_position_embeddings() (in module target_extraction.allen.models.target_sentiment.util) convert_word_to_char_ids() (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper method) count_error_key_occurrence() (in module target_extraction.analysis.sentiment_error_analysis) count_vocab_items() (target_extraction.allen.token_indexers.custom_elmo_indexer.CustomELMoTokenCharactersIndexer method) create_subset_heatmap() (in module target_extraction.analysis.util) CustomELMoTokenCharactersIndexer (class in target_extraction.allen.token_indexers.custom_elmo_indexer)

D

dataset_target_extraction_statistics() (in module target_extraction.analysis.dataset_statistics) dataset_target_sentiment_statistics() (in module target_extraction.analysis.dataset_statistics) de_anonymise() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method)

dict_iterator() (target_extraction.data_types.TargetTextCollection method) different_sentiment() (in module target_extraction.analysis.sentiment_error_analysis) distinct_sentiment() (in module target_extraction.analysis.sentiment_error_analysis) download_election_folder() (in module target_extraction.dataset_parsers)

E

elmo_input_reshape() (in module target_extraction.allen.models.target_sentiment.util) elmo_input_reverse() (in module target_extraction.allen.models.target_sentiment.util) ELMoCharacterMapper (class in target_extraction.allen.token_indexers.custom_elmo_indexer) end() (target_extraction.data_types_util.Span property) end_of_sentence_character (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) end_of_sentence_characters (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute)

end_of_word_character (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) eos_token (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) error_analysis_wrapper() (in module target_extraction.analysis.sentiment_error_analysis) error_split_df() (in module target_extraction.analysis.sentiment_error_analysis) ERROR_SPLIT_SUBSET_NAMES (in module target_extraction.analysis.sentiment_error_analysis) exact_match_score() (target_extraction.data_types.TargetTextCollection method)

F

find_k_estimator() (in module target_extraction.analysis.statistical_analysis) fit() (target_extraction.allen.allennlp_model.AllenNLPModel method) force_targets() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) forward() (target_extraction.allen.models.target_sentiment.atae.ATAEClassifier method) (target_extraction.allen.models.target_sentiment.in_context.InContextClassifier method) (target_extraction.allen.models.target_sentiment.interactive_attention_network.InteractivateAttentionNetworkClassifier method) (target_extraction.allen.models.target_sentiment.split_contexts.SplitContextsClassifier method) (target_extraction.allen.models.target_tagger.TargetTagger method) (target_extraction.allen.modules.inter_target.inter_target.InterTarget method) (target_extraction.allen.modules.inter_target.sequence_inter_target.SequenceInterTarget method) (target_extraction.allen.modules.target_position_weight.relative_target_position_weight.RelativeTargetPositionWeight method) (target_extraction.allen.modules.target_position_weight.target_position_weight.TargetPositionWeight method) (target_extraction.allen.modules.word_dropout.WordDrouput method)

from_conll() (target_extraction.data_types.TargetText method) from_json() (target_extraction.data_types.TargetText static method) (target_extraction.data_types.TargetTextCollection static method)

G

get_empty_token_list() (target_extraction.allen.token_indexers.custom_elmo_indexer.CustomELMoTokenCharactersIndexer method) get_input_dim() (target_extraction.allen.modules.inter_target.inter_target.InterTarget method) (target_extraction.allen.modules.inter_target.sequence_inter_target.SequenceInterTarget method) get_labels() (in module target_extraction.analysis.sentiment_metrics) get_metrics() (target_extraction.allen.models.target_sentiment.atae.ATAEClassifier method) (target_extraction.allen.models.target_sentiment.in_context.InContextClassifier method) (target_extraction.allen.models.target_sentiment.interactive_attention_network.InteractivateAttentionNetworkClassifier method) (target_extraction.allen.models.target_sentiment.split_contexts.SplitContextsClassifier method) (target_extraction.allen.models.target_tagger.TargetTagger method)

get_output_dim() (target_extraction.allen.modules.inter_target.inter_target.InterTarget method) (target_extraction.allen.modules.inter_target.sequence_inter_target.SequenceInterTarget method) get_sentiment_counts() (in module target_extraction.analysis.dataset_statistics) get_sequence_indexs() (target_extraction.data_types.TargetText method) get_sequence_spans() (target_extraction.data_types.TargetText method) get_softmax_labels() (target_extraction.allen.models.target_tagger.TargetTagger method) get_targets_from_sequence_labels() (target_extraction.data_types.TargetText method)

I

in_order() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) InContextClassifier (class in target_extraction.allen.models.target_sentiment.in_context)

InteractivateAttentionNetworkClassifier (class in target_extraction.allen.models.target_sentiment.interactive_attention_network) InterTarget (class in target_extraction.allen.modules.inter_target.inter_target) is_character_preserving() (in module target_extraction.tokenizers)

K

key_difference() (target_extraction.data_types.TargetTextCollection method)

known_sentiment_known_target() (in module target_extraction.analysis.sentiment_error_analysis)

L

LabelError left_right_target_contexts() (target_extraction.data_types.TargetText method) load() (target_extraction.allen.allennlp_model.AllenNLPModel method) load_conll() (target_extraction.data_types.TargetTextCollection method) load_json() (target_extraction.data_types.TargetTextCollection static method) LOADED_SPACY_MODELS (in module target_extraction.taggers_helper)

logger (in module target_extraction.allen.dataset_readers.target_conll) (in module target_extraction.allen.dataset_readers.target_extraction) (in module target_extraction.allen.dataset_readers.target_sentiment) (in module target_extraction.allen.dataset_readers.text_sentiment) long_format_metrics() (in module target_extraction.analysis.util) loss_weight_order() (in module target_extraction.allen.models.target_sentiment.util)

M

macro_f1() (in module target_extraction.analysis.sentiment_metrics) make_output_human_readable() (target_extraction.allen.models.target_sentiment.atae.ATAEClassifier method) (target_extraction.allen.models.target_sentiment.in_context.InContextClassifier method) (target_extraction.allen.models.target_sentiment.interactive_attention_network.InteractivateAttentionNetworkClassifier method) (target_extraction.allen.models.target_sentiment.split_contexts.SplitContextsClassifier method) (target_extraction.allen.models.target_tagger.TargetTagger method)

max_word_length (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) metric_df() (in module target_extraction.analysis.util) metric_error_checks() (in module target_extraction.analysis.sentiment_metrics) metric_p_values() (in module target_extraction.analysis.util) multi_aspect_multi_sentiment_acsa() (in module target_extraction.dataset_parsers) multi_aspect_multi_sentiment_atsa() (in module target_extraction.dataset_parsers)

N

n_shot_subsets() (in module target_extraction.analysis.sentiment_error_analysis) n_shot_targets() (in module target_extraction.analysis.sentiment_error_analysis) name() (target_extraction.data_types.TargetTextCollection property)

NoSamplesError num_targets_subset() (in module target_extraction.analysis.sentiment_error_analysis) number_categories() (target_extraction.data_types.TargetTextCollection method) number_targets() (target_extraction.data_types.TargetTextCollection method)

O

one_sample_per_span() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) one_sentiment_text() (target_extraction.data_types.TargetTextCollection method)

one_tailed_p_value() (in module target_extraction.analysis.statistical_analysis) overall_metric_results() (in module target_extraction.analysis.util) OverLappingTargetsError OverwriteError

P

padding_character (target_extraction.allen.token_indexers.custom_elmo_indexer.ELMoCharacterMapper attribute) plot_error_subsets() (in module target_extraction.analysis.util) PLOT_SUBSET_ABBREVIATION (in module target_extraction.analysis.sentiment_error_analysis)

pos_text() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) predict_into_collection() (target_extraction.allen.allennlp_model.AllenNLPModel method) predict_sequences() (target_extraction.allen.allennlp_model.AllenNLPModel method)

R

re_order() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) reduce_collection_by_key_occurrence() (in module target_extraction.analysis.sentiment_error_analysis)

reduce_collection_by_sentiment_class() (in module target_extraction.analysis.sentiment_error_analysis) RelativeTargetPositionWeight (class in target_extraction.allen.modules.target_position_weight.relative_target_position_weight) replace_target() (target_extraction.data_types.TargetText method) reset_parameters() (target_extraction.allen.models.target_sentiment.atae.ATAEClassifier method)

S

same_data() (target_extraction.data_types.TargetTextCollection static method) same_multi_sentiment() (in module target_extraction.analysis.sentiment_error_analysis) same_one_sentiment() (in module target_extraction.analysis.sentiment_error_analysis) samples_with_targets() (target_extraction.data_types.TargetTextCollection method) sanitize() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) semeval_2014() (in module target_extraction.dataset_parsers) semeval_2016() (in module target_extraction.dataset_parsers) sentence_length_plot() (in module target_extraction.analysis.dataset_plots) sequence_labels() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) SequenceInterTarget (class in target_extraction.allen.modules.inter_target.sequence_inter_target) similar_sentiment() (in module target_extraction.analysis.sentiment_error_analysis) spacy_downloader() (in module target_extraction.taggers_helper)

spacy_tagger() (in module target_extraction.pos_taggers) spacy_tokenizer() (in module target_extraction.tokenizers) Span (class in target_extraction.data_types_util) SplitContextsClassifier (class in target_extraction.allen.models.target_sentiment.split_contexts) stanford() (in module target_extraction.pos_taggers) (in module target_extraction.tokenizers) stanford_downloader() (in module target_extraction.taggers_helper) start() (target_extraction.data_types_util.Span property) strict_text_accuracy() (in module target_extraction.analysis.sentiment_metrics) subset_metrics() (in module target_extraction.analysis.sentiment_error_analysis) subset_name_to_error_split() (in module target_extraction.analysis.sentiment_error_analysis) SUBSET_NAMES_ERROR_SPLIT (in module target_extraction.analysis.sentiment_error_analysis) swap_and_reduce() (in module target_extraction.analysis.sentiment_error_analysis) swap_list_dimensions() (in module target_extraction.analysis.sentiment_error_analysis)

T

target_count() (target_extraction.data_types.TargetTextCollection method) target_extraction (module) target_extraction.allen (module) target_extraction.allen.allennlp_model (module) target_extraction.allen.dataset_readers (module) target_extraction.allen.dataset_readers.target_conll (module) target_extraction.allen.dataset_readers.target_extraction (module) target_extraction.allen.dataset_readers.target_sentiment (module) target_extraction.allen.dataset_readers.text_sentiment (module) target_extraction.allen.models (module) target_extraction.allen.models.target_sentiment (module) target_extraction.allen.models.target_sentiment.atae (module) target_extraction.allen.models.target_sentiment.in_context (module) target_extraction.allen.models.target_sentiment.interactive_attention_network (module) target_extraction.allen.models.target_sentiment.split_contexts (module) target_extraction.allen.models.target_sentiment.util (module) target_extraction.allen.models.target_tagger (module) target_extraction.allen.modules (module) target_extraction.allen.modules.inter_target (module) target_extraction.allen.modules.inter_target.inter_target (module) target_extraction.allen.modules.inter_target.sequence_inter_target (module) target_extraction.allen.modules.target_position_weight (module) target_extraction.allen.modules.target_position_weight.relative_target_position_weight (module) target_extraction.allen.modules.target_position_weight.target_position_weight (module) target_extraction.allen.modules.word_dropout (module) target_extraction.allen.predictors (module) target_extraction.allen.predictors.target_sentiment (module) target_extraction.allen.predictors.target_tagger (module) target_extraction.allen.token_indexers (module) target_extraction.allen.token_indexers.custom_elmo_indexer (module) target_extraction.analysis (module) target_extraction.analysis.dataset_plots (module) target_extraction.analysis.dataset_statistics (module) target_extraction.analysis.sentiment_error_analysis (module) target_extraction.analysis.sentiment_metrics (module) target_extraction.analysis.statistical_analysis (module) target_extraction.analysis.util (module) target_extraction.data_types (module)

target_extraction.data_types_util (module) target_extraction.dataset_parsers (module) target_extraction.pos_taggers (module) target_extraction.taggers_helper (module) target_extraction.tokenizers (module) target_length_plot() (in module target_extraction.analysis.dataset_plots) target_sentiments() (target_extraction.data_types.TargetTextCollection method) target_text_from_prediction() (target_extraction.data_types.TargetText static method) TargetConllDatasetReader (class in target_extraction.allen.dataset_readers.target_conll) TargetExtractionDatasetReader (class in target_extraction.allen.dataset_readers.target_extraction) TargetPositionWeight (class in target_extraction.allen.modules.target_position_weight.target_position_weight) targets_from_spans() (target_extraction.data_types.TargetText static method) TargetSentimentDatasetReader (class in target_extraction.allen.dataset_readers.target_sentiment) TargetSentimentPredictor (class in target_extraction.allen.predictors.target_sentiment) TargetTagger (class in target_extraction.allen.models.target_tagger) TargetTaggerPredictor (class in target_extraction.allen.predictors.target_tagger) TargetText (class in target_extraction.data_types) TargetTextCollection (class in target_extraction.data_types) text_to_instance() (target_extraction.allen.dataset_readers.target_conll.TargetConllDatasetReader method) (target_extraction.allen.dataset_readers.target_extraction.TargetExtractionDatasetReader method) (target_extraction.allen.dataset_readers.target_sentiment.TargetSentimentDatasetReader method) (target_extraction.allen.dataset_readers.text_sentiment.TextSentimentReader method) TextSentimentReader (class in target_extraction.allen.dataset_readers.text_sentiment) to_conll() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) to_conll_file() (target_extraction.data_types.TargetTextCollection method) to_json() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) to_json_file() (target_extraction.data_types.TargetTextCollection method) token_index_alignment() (in module target_extraction.tokenizers) tokenize() (target_extraction.data_types.TargetText method) (target_extraction.data_types.TargetTextCollection method) tokens_per_sentence() (in module target_extraction.analysis.dataset_statistics) tokens_per_target() (in module target_extraction.analysis.dataset_statistics) tokens_to_indices() (target_extraction.allen.token_indexers.custom_elmo_indexer.CustomELMoTokenCharactersIndexer method) tssr_raw() (in module target_extraction.analysis.sentiment_error_analysis) tssr_subset() (in module target_extraction.analysis.sentiment_error_analysis) tssr_target_value() (in module target_extraction.analysis.sentiment_error_analysis)

U

unique_distinct_sentiments() (target_extraction.data_types.TargetTextCollection method)

unknown_sentiment_known_target() (in module target_extraction.analysis.sentiment_error_analysis) unknown_targets() (in module target_extraction.analysis.sentiment_error_analysis)

W

wang_2017_election_twitter_test() (in module target_extraction.dataset_parsers) wang_2017_election_twitter_train() (in module target_extraction.dataset_parsers)

whitespace() (in module target_extraction.tokenizers) WordDrouput (class in target_extraction.allen.modules.word_dropout)