Índice

A

Accuracy (classe em aibox.nlp.metrics.accuracy) AdaBoostClassifier (classe em aibox.nlp.estimators.classification.adaboost_classifier) AdaBoostRegressor (classe em aibox.nlp.estimators.regression.adaboost_regressor) add_feature_pipeline() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) add_implicit_vectorizer_pipeline() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) add_metric() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) add_vectorizer_pipeline() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) adjacent_sents_cos_sim() (método estático aibox.nlp.features.portuguese.overlap.OverlapExtractor) adjacent_sents_rouge() (método estático aibox.nlp.features.portuguese.overlap.OverlapExtractor) AggregatedFeatureExtractor (classe em aibox.nlp.features.utils.aggregator) AggregatedFeatures (classe em aibox.nlp.features.utils.aggregator) AgreementExtractor (classe em aibox.nlp.features.portuguese.agreement) AgreementFeatures (classe em aibox.nlp.features.portuguese.agreement) aibox.nlp.cache module aibox.nlp.cache.features module aibox.nlp.cache.mixed_feature_cache module aibox.nlp.cache.vectorizers module aibox.nlp.core module aibox.nlp.core.dataset module aibox.nlp.core.estimator module aibox.nlp.core.experiment module aibox.nlp.core.feature_extractor module aibox.nlp.core.metric module aibox.nlp.core.pipeline module aibox.nlp.core.vectorizer module aibox.nlp.data module aibox.nlp.data.corpus module aibox.nlp.data.datasets module aibox.nlp.data.datasets.dataset_df module aibox.nlp.data.datasets.essay_br module aibox.nlp.data.datasets.portuguese_narrative_essays module aibox.nlp.data.datasets.utils module aibox.nlp.estimators module aibox.nlp.estimators.classification module aibox.nlp.estimators.classification.adaboost_classifier module aibox.nlp.estimators.classification.catboost_classifier module aibox.nlp.estimators.classification.extra_trees_classifier module aibox.nlp.estimators.classification.gaussian_nb module aibox.nlp.estimators.classification.kn_classifier module aibox.nlp.estimators.classification.lgbm_classifier module aibox.nlp.estimators.classification.lstm_classifier module aibox.nlp.estimators.classification.mlp_classifier module aibox.nlp.estimators.classification.random_forest_classifier module aibox.nlp.estimators.classification.svm module aibox.nlp.estimators.classification.transformer_classifier module aibox.nlp.estimators.classification.xgboost_classifier module aibox.nlp.estimators.generic module aibox.nlp.estimators.generic.lstm module aibox.nlp.estimators.generic.mlp module aibox.nlp.estimators.generic.transformers module aibox.nlp.estimators.regression module aibox.nlp.estimators.regression.adaboost_regressor module aibox.nlp.estimators.regression.catboost_regressor module aibox.nlp.estimators.regression.extra_trees_regressor module aibox.nlp.estimators.regression.kn_regressor module aibox.nlp.estimators.regression.lgbm_regressor module aibox.nlp.estimators.regression.lstm_regressor module aibox.nlp.estimators.regression.mlp_regressor module aibox.nlp.estimators.regression.random_forest_regressor module aibox.nlp.estimators.regression.svr module aibox.nlp.estimators.regression.transformer_regressor module aibox.nlp.estimators.regression.xgboost_regressor module aibox.nlp.estimators.sklearn_estimator module aibox.nlp.experiments module aibox.nlp.experiments.simple_experiment module aibox.nlp.factory module aibox.nlp.factory.class_registry module aibox.nlp.factory.dataset module aibox.nlp.factory.estimators module aibox.nlp.factory.experiment module aibox.nlp.factory.feature_extractor module aibox.nlp.factory.metric module aibox.nlp.factory.pipeline module aibox.nlp.factory.vectorizer module aibox.nlp.features module aibox.nlp.features.english module aibox.nlp.features.portuguese module aibox.nlp.features.portuguese.agreement module aibox.nlp.features.portuguese.bert_similarity module aibox.nlp.features.portuguese.cohmetrix module aibox.nlp.features.portuguese.conjugation module aibox.nlp.features.portuguese.connectives_v1 module aibox.nlp.features.portuguese.connectives_v2 module aibox.nlp.features.portuguese.descriptive module aibox.nlp.features.portuguese.fuzzy_search_similarity module aibox.nlp.features.portuguese.lexical_diversity module aibox.nlp.features.portuguese.liwc module aibox.nlp.features.portuguese.nilc_similarity module aibox.nlp.features.portuguese.orthography module aibox.nlp.features.portuguese.overlap module aibox.nlp.features.portuguese.readability module aibox.nlp.features.portuguese.referential_cohesion module aibox.nlp.features.portuguese.regency module aibox.nlp.features.portuguese.semantic_cohesion module

aibox.nlp.features.portuguese.semantic_cohesion_transformers module aibox.nlp.features.portuguese.sequential_cohesion module aibox.nlp.features.portuguese.syntactic_complexity module aibox.nlp.features.portuguese.syntactic_patterns_density module aibox.nlp.features.portuguese.textual_simplicity module aibox.nlp.features.portuguese.tfidf_similarity module aibox.nlp.features.portuguese.word_morphosyntactic_information module aibox.nlp.features.portuguese.word_segmentation module aibox.nlp.features.utils module aibox.nlp.features.utils.aggregator module aibox.nlp.features.utils.clauses_parser module aibox.nlp.features.utils.dataclass_feature_set module aibox.nlp.features.utils.dict_feature_set module aibox.nlp.features.utils.patterns module aibox.nlp.features.utils.sentencizers module aibox.nlp.lazy_loading module aibox.nlp.lazy_loading.module module aibox.nlp.lazy_loading.patches module aibox.nlp.metrics module aibox.nlp.metrics.accuracy module aibox.nlp.metrics.errors module aibox.nlp.metrics.f1_score module aibox.nlp.metrics.kappa module aibox.nlp.metrics.precision module aibox.nlp.metrics.recall module aibox.nlp.metrics.utils module aibox.nlp.pipelines module aibox.nlp.pipelines.cohmetrix_extratrees_classification module aibox.nlp.pipelines.postprocessing module aibox.nlp.pipelines.tfidf_extratrees_classification module aibox.nlp.resources module aibox.nlp.serialization module aibox.nlp.serialization.pipeline module aibox.nlp.typing module aibox.nlp.vectorizers module aibox.nlp.vectorizers.bert_vectorizer module aibox.nlp.vectorizers.fasttext_word_vectorizer module aibox.nlp.vectorizers.identity module aibox.nlp.vectorizers.tfidf_vectorizer module ArrayLike (no módulo aibox.nlp.typing) as_dict() (método aibox.nlp.cache.features.DictFeatureCache) (método aibox.nlp.cache.features.FeatureCache) (método aibox.nlp.cache.mixed_feature_cache.MixedFeatureCache) (método aibox.nlp.cache.vectorizers.DictVectorizerCache) (método aibox.nlp.cache.vectorizers.VectorizerCache) (método aibox.nlp.core.feature_extractor.FeatureSet) (método aibox.nlp.features.portuguese.agreement.AgreementFeatures) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityFeatures) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixFeatures) (método aibox.nlp.features.portuguese.conjugation.ConjugationFeatures) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesFeaturesV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesFeaturesV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveFeatures) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityFeatures) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityFeatures) (método aibox.nlp.features.portuguese.liwc.LiwcFeatures) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityFeatures) (método aibox.nlp.features.portuguese.orthography.OrtographyFeatures) (método aibox.nlp.features.portuguese.overlap.OverlapFeatures) (método aibox.nlp.features.portuguese.readability.ReadabilityFeatures) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesion) (método aibox.nlp.features.portuguese.regency.RegencyFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticFeaturesTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionFeatures) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityFeatures) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityFeatures) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityFeatures) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityFeatures) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationFeatures) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationFeatures) (método aibox.nlp.features.utils.aggregator.AggregatedFeatures) (método aibox.nlp.features.utils.dataclass_feature_set.DataclassFeatureSet) (método aibox.nlp.features.utils.dict_feature_set.DictFeatureSet) as_numpy() (método aibox.nlp.core.feature_extractor.FeatureSet) (método aibox.nlp.features.portuguese.agreement.AgreementFeatures) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityFeatures) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixFeatures) (método aibox.nlp.features.portuguese.conjugation.ConjugationFeatures) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesFeaturesV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesFeaturesV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveFeatures) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityFeatures) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityFeatures) (método aibox.nlp.features.portuguese.liwc.LiwcFeatures) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityFeatures) (método aibox.nlp.features.portuguese.orthography.OrtographyFeatures) (método aibox.nlp.features.portuguese.overlap.OverlapFeatures) (método aibox.nlp.features.portuguese.readability.ReadabilityFeatures) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesion) (método aibox.nlp.features.portuguese.regency.RegencyFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticFeaturesTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionFeatures) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityFeatures) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityFeatures) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityFeatures) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityFeatures) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationFeatures) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationFeatures) (método aibox.nlp.features.utils.aggregator.AggregatedFeatures) (método aibox.nlp.features.utils.dataclass_feature_set.DataclassFeatureSet) (método aibox.nlp.features.utils.dict_feature_set.DictFeatureSet) as_tensor() (método aibox.nlp.core.feature_extractor.FeatureSet) (método aibox.nlp.features.portuguese.agreement.AgreementFeatures) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityFeatures) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixFeatures) (método aibox.nlp.features.portuguese.conjugation.ConjugationFeatures) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesFeaturesV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesFeaturesV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveFeatures) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityFeatures) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityFeatures) (método aibox.nlp.features.portuguese.liwc.LiwcFeatures) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityFeatures) (método aibox.nlp.features.portuguese.orthography.OrtographyFeatures) (método aibox.nlp.features.portuguese.overlap.OverlapFeatures) (método aibox.nlp.features.portuguese.readability.ReadabilityFeatures) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesion) (método aibox.nlp.features.portuguese.regency.RegencyFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticFeaturesTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionFeatures) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityFeatures) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityFeatures) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityFeatures) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityFeatures) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationFeatures) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationFeatures) (método aibox.nlp.features.utils.aggregator.AggregatedFeatures) (método aibox.nlp.features.utils.dataclass_feature_set.DataclassFeatureSet) (método aibox.nlp.features.utils.dict_feature_set.DictFeatureSet) available_datasets() (no módulo aibox.nlp.factory.class_registry) available_estimators() (no módulo aibox.nlp.factory.class_registry) available_extractors() (no módulo aibox.nlp.factory.class_registry) available_metrics() (no módulo aibox.nlp.factory.class_registry) available_vectorizers() (no módulo aibox.nlp.factory.class_registry)

B

BERTSimilarityExtractor (classe em aibox.nlp.features.portuguese.bert_similarity) BERTSimilarityFeatures (classe em aibox.nlp.features.portuguese.bert_similarity)

BertVectorizer (classe em aibox.nlp.vectorizers.bert_vectorizer) best_criteria() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) build() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder)

C

CachedExtractor (classe em aibox.nlp.cache.features) CachedVectorizer (classe em aibox.nlp.cache.vectorizers) candidates() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) CatBoostClassifier (classe em aibox.nlp.estimators.classification.catboost_classifier) CatBoostRegressor (classe em aibox.nlp.estimators.regression.catboost_regressor) classification() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) CohensKappaScore (classe em aibox.nlp.metrics.kappa) CohMetrixExtractor (classe em aibox.nlp.features.portuguese.cohmetrix) CohMetrixExtraTreesClassification (classe em aibox.nlp.pipelines.cohmetrix_extratrees_classification) CohMetrixFeatures (classe em aibox.nlp.features.portuguese.cohmetrix) competence (propriedade aibox.nlp.data.datasets.essay_br.DatasetEssayBR ) (propriedade aibox.nlp.data.datasets.portuguese_narrative_essays.DatasetPortugueseNarrativeEssays ) compute() (método aibox.nlp.core.metric.Metric) (método aibox.nlp.metrics.accuracy.Accuracy) (método aibox.nlp.metrics.errors.MAE) (método aibox.nlp.metrics.errors.MSE) (método aibox.nlp.metrics.errors.R2) (método aibox.nlp.metrics.errors.RMSE) (método aibox.nlp.metrics.f1_score.F1Score) (método aibox.nlp.metrics.kappa.CohensKappaScore) (método aibox.nlp.metrics.kappa.NeighborCohensKappaScore) (método aibox.nlp.metrics.precision.Precision) (método aibox.nlp.metrics.recall.Recall) compute_adapted_dalechall() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_adj_arg_ovl() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_adj_cw_ovl() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_adj_stem_ovl() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_adjacent_refs() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_anaphoric_refs() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_arg_ovl() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor)

compute_brunet_indice() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_coreference_pronoun_ratio() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_demonstrative_pronoun_ratio() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_doc2vec() (método estático aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) compute_flesch_indice() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_gerund_verbs() (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityExtractor) compute_gunning_fox_indice() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_honore_statistics() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_min_max_mean_noun_phrases() (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityExtractor) compute_readibility_indice() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_similarity() (método estático aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) compute_stem_ovl() (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) compute_token_var_idx() (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) compute_word2vec() (método estático aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) config() (método aibox.nlp.core.experiment.Experiment) (método aibox.nlp.experiments.simple_experiment.SimpleExperiment) Conjugation (classe em aibox.nlp.features.portuguese.conjugation) ConjugationExtractor (classe em aibox.nlp.features.portuguese.conjugation) ConjugationFeatures (classe em aibox.nlp.features.portuguese.conjugation) ConnectivesExtractorV1 (classe em aibox.nlp.features.portuguese.connectives_v1) ConnectivesExtractorV2 (classe em aibox.nlp.features.portuguese.connectives_v2) ConnectivesFeaturesV1 (classe em aibox.nlp.features.portuguese.connectives_v1) ConnectivesFeaturesV2 (classe em aibox.nlp.features.portuguese.connectives_v2) correction() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) count_connectives_in_sentence() (no módulo aibox.nlp.features.utils.patterns) count_connectives_in_sentences() (no módulo aibox.nlp.features.utils.patterns) custom_dataset() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) cv_splits() (método aibox.nlp.core.dataset.Dataset) (método aibox.nlp.data.datasets.dataset_df.DatasetDF) (método aibox.nlp.data.datasets.essay_br.DatasetEssayBR) (método aibox.nlp.data.datasets.portuguese_narrative_essays.DatasetPortugueseNarrativeEssays)

D

DataclassFeatureSet (classe em aibox.nlp.features.utils.dataclass_feature_set) DataFrameLike (no módulo aibox.nlp.typing) Dataset (classe em aibox.nlp.core.dataset) dataset() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) DatasetDF (classe em aibox.nlp.data.datasets.dataset_df) DatasetEssayBR (classe em aibox.nlp.data.datasets.essay_br) DatasetPortugueseNarrativeEssays (classe em aibox.nlp.data.datasets.portuguese_narrative_essays)

datasets (propriedade aibox.nlp.factory.class_registry.Registry ) DescriptiveExtractor (classe em aibox.nlp.features.portuguese.descriptive) DescriptiveFeatures (classe em aibox.nlp.features.portuguese.descriptive) dice() (método estático aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityExtractor) DictFeatureCache (classe em aibox.nlp.cache.features) DictFeatureSet (classe em aibox.nlp.features.utils.dict_feature_set) DictVectorizerCache (classe em aibox.nlp.cache.vectorizers) distance (propriedade aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker )

E

edit_distance_1() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) edit_distance_2() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) Estimator (classe em aibox.nlp.core.estimator) estimator (propriedade aibox.nlp.core.pipeline.Pipeline ) (propriedade aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification ) (propriedade aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification ) estimators (propriedade aibox.nlp.factory.class_registry.Registry ) Experiment (classe em aibox.nlp.core.experiment) ExperimentConfiguration (classe em aibox.nlp.core.experiment) ExperimentResult (classe em aibox.nlp.core.experiment) export() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) extract() (método aibox.nlp.cache.features.CachedExtractor) (método aibox.nlp.core.feature_extractor.FeatureExtractor) (método aibox.nlp.features.portuguese.agreement.AgreementExtractor) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityExtractor) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixExtractor) (método aibox.nlp.features.portuguese.conjugation.ConjugationExtractor) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesExtractorV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesExtractorV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveExtractor) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityExtractor) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityExtractor) (método aibox.nlp.features.portuguese.liwc.LiwcExtractor) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityExtractor) (método aibox.nlp.features.portuguese.orthography.OrthographyExtractor) (método aibox.nlp.features.portuguese.overlap.OverlapExtractor) (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) (método aibox.nlp.features.portuguese.regency.RegencyExtractor) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticExtractorTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionExtractor) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityExtractor) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityExtractor) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityExtractor) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityExtractor) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationExtractor) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationExtractor) (método aibox.nlp.features.utils.aggregator.AggregatedFeatureExtractor)

extractors (propriedade aibox.nlp.features.utils.aggregator.AggregatedFeatureExtractor ) ExtraTreesClassifier (classe em aibox.nlp.estimators.classification.extra_trees_classifier) ExtraTreesRegressor (classe em aibox.nlp.estimators.regression.extra_trees_regressor)

F

F1Score (classe em aibox.nlp.metrics.f1_score) FasttextWordVectorizer (classe em aibox.nlp.vectorizers.fasttext_word_vectorizer) feature_set (propriedade aibox.nlp.cache.features.CachedExtractor ) (propriedade aibox.nlp.core.feature_extractor.FeatureExtractor ) (propriedade aibox.nlp.features.portuguese.agreement.AgreementExtractor ) (propriedade aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityExtractor ) (propriedade aibox.nlp.features.portuguese.cohmetrix.CohMetrixExtractor ) (propriedade aibox.nlp.features.portuguese.conjugation.ConjugationExtractor ) (propriedade aibox.nlp.features.portuguese.connectives_v1.ConnectivesExtractorV1 ) (propriedade aibox.nlp.features.portuguese.connectives_v2.ConnectivesExtractorV2 ) (propriedade aibox.nlp.features.portuguese.descriptive.DescriptiveExtractor ) (propriedade aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityExtractor ) (propriedade aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityExtractor ) (propriedade aibox.nlp.features.portuguese.liwc.LiwcExtractor ) (propriedade aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityExtractor ) (propriedade aibox.nlp.features.portuguese.orthography.OrthographyExtractor ) (propriedade aibox.nlp.features.portuguese.overlap.OverlapExtractor ) (propriedade aibox.nlp.features.portuguese.readability.ReadabilityExtractor ) (propriedade aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor ) (propriedade aibox.nlp.features.portuguese.regency.RegencyExtractor ) (propriedade aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor ) (propriedade aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticExtractorTransformers ) (propriedade aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionExtractor ) (propriedade aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityExtractor ) (propriedade aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityExtractor ) (propriedade aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityExtractor ) (propriedade aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityExtractor ) (propriedade aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationExtractor ) (propriedade aibox.nlp.features.portuguese.word_segmentation.WordSegmentationExtractor ) (propriedade aibox.nlp.features.utils.aggregator.AggregatedFeatureExtractor ) FeatureCache (classe em aibox.nlp.cache.features) FeatureExtractor (classe em aibox.nlp.core.feature_extractor) features_br (propriedade aibox.nlp.factory.class_registry.Registry ) features_experiment() (método de classe aibox.nlp.factory.experiment.SimpleExperimentBuilder) features_sets (propriedade aibox.nlp.features.utils.aggregator.AggregatedFeatures ) FeatureSet (classe em aibox.nlp.core.feature_extractor) fit() (método aibox.nlp.cache.vectorizers.TrainableCachedVectorizer) (método aibox.nlp.core.estimator.Estimator) (método aibox.nlp.core.pipeline.Pipeline) (método aibox.nlp.core.vectorizer.TrainableVectorizer) (método aibox.nlp.estimators.classification.adaboost_classifier.AdaBoostClassifier) (método aibox.nlp.estimators.classification.catboost_classifier.CatBoostClassifier) (método aibox.nlp.estimators.classification.extra_trees_classifier.ExtraTreesClassifier) (método aibox.nlp.estimators.classification.gaussian_nb.GaussianNBClassifier) (método aibox.nlp.estimators.classification.kn_classifier.KNeighborsClassifier) (método aibox.nlp.estimators.classification.lgbm_classifier.LGBMClassifier) (método aibox.nlp.estimators.classification.lstm_classifier.LSTMClassifier) (método aibox.nlp.estimators.classification.mlp_classifier.MLPClassifier) (método aibox.nlp.estimators.classification.random_forest_classifier.RandomForestClassifier) (método aibox.nlp.estimators.classification.svm.SVM) (método aibox.nlp.estimators.classification.transformer_classifier.TransformerClassifier) (método aibox.nlp.estimators.classification.xgboost_classifier.XGBoostClassifier) (método aibox.nlp.estimators.generic.lstm.LSTMEstimator) (método aibox.nlp.estimators.generic.mlp.MLPEstimator) (método aibox.nlp.estimators.generic.transformers.TransformerEstimator) (método aibox.nlp.estimators.regression.adaboost_regressor.AdaBoostRegressor) (método aibox.nlp.estimators.regression.catboost_regressor.CatBoostRegressor) (método aibox.nlp.estimators.regression.extra_trees_regressor.ExtraTreesRegressor) (método aibox.nlp.estimators.regression.kn_regressor.KNeighborsRegressor) (método aibox.nlp.estimators.regression.lgbm_regressor.LGBMRegressor) (método aibox.nlp.estimators.regression.lstm_regressor.LSTMRegressor) (método aibox.nlp.estimators.regression.mlp_regressor.MLPRegressor) (método aibox.nlp.estimators.regression.random_forest_regressor.RandomForestRegressor) (método aibox.nlp.estimators.regression.svr.SVR) (método aibox.nlp.estimators.regression.transformer_regressor.TransformerRegressor) (método aibox.nlp.estimators.regression.xgboost_regressor.XGBoostRegressor) (método aibox.nlp.estimators.sklearn_estimator.SklearnEstimator) (método aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification) (método aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification) (método aibox.nlp.vectorizers.tfidf_vectorizer.TFIDFVectorizer)

from_desinencia() (método estático aibox.nlp.features.portuguese.conjugation.Conjugation) from_verb() (método estático aibox.nlp.features.portuguese.conjugation.Conjugation) FTAggregationStrategy (classe em aibox.nlp.vectorizers.fasttext_word_vectorizer) FTTokenizerStrategy (classe em aibox.nlp.vectorizers.fasttext_word_vectorizer) FuzzySearchSimilarityExtractor (classe em aibox.nlp.features.portuguese.fuzzy_search_similarity) FuzzySearchSimilarityFeatures (classe em aibox.nlp.features.portuguese.fuzzy_search_similarity)

G

GaussianNBClassifier (classe em aibox.nlp.estimators.classification.gaussian_nb) get() (método aibox.nlp.cache.features.DictFeatureCache) (método aibox.nlp.cache.features.FeatureCache) (método aibox.nlp.cache.mixed_feature_cache.MixedFeatureCache) (método aibox.nlp.cache.vectorizers.DictVectorizerCache) (método aibox.nlp.cache.vectorizers.VectorizerCache) get_class() (no módulo aibox.nlp.factory.class_registry)

get_dataset() (no módulo aibox.nlp.factory.dataset) get_estimator() (no módulo aibox.nlp.factory.estimators) get_extractor() (no módulo aibox.nlp.factory.feature_extractor) get_metric() (no módulo aibox.nlp.factory.metric) get_path() (método aibox.nlp.factory.class_registry.Registry) get_pipeline() (no módulo aibox.nlp.factory.pipeline) get_registry_for() (método aibox.nlp.factory.class_registry.Registry) get_vectorizer() (no módulo aibox.nlp.factory.vectorizer)

H

hyperparameters (propriedade aibox.nlp.core.estimator.Estimator ) (propriedade aibox.nlp.estimators.classification.adaboost_classifier.AdaBoostClassifier ) (propriedade aibox.nlp.estimators.classification.catboost_classifier.CatBoostClassifier ) (propriedade aibox.nlp.estimators.classification.extra_trees_classifier.ExtraTreesClassifier ) (propriedade aibox.nlp.estimators.classification.gaussian_nb.GaussianNBClassifier ) (propriedade aibox.nlp.estimators.classification.kn_classifier.KNeighborsClassifier ) (propriedade aibox.nlp.estimators.classification.lgbm_classifier.LGBMClassifier ) (propriedade aibox.nlp.estimators.classification.lstm_classifier.LSTMClassifier ) (propriedade aibox.nlp.estimators.classification.mlp_classifier.MLPClassifier ) (propriedade aibox.nlp.estimators.classification.random_forest_classifier.RandomForestClassifier ) (propriedade aibox.nlp.estimators.classification.svm.SVM ) (propriedade aibox.nlp.estimators.classification.transformer_classifier.TransformerClassifier ) (propriedade aibox.nlp.estimators.classification.xgboost_classifier.XGBoostClassifier ) (propriedade aibox.nlp.estimators.generic.lstm.LSTMEstimator ) (propriedade aibox.nlp.estimators.generic.mlp.MLPEstimator ) (propriedade aibox.nlp.estimators.generic.transformers.TransformerEstimator ) (propriedade aibox.nlp.estimators.regression.adaboost_regressor.AdaBoostRegressor ) (propriedade aibox.nlp.estimators.regression.catboost_regressor.CatBoostRegressor ) (propriedade aibox.nlp.estimators.regression.extra_trees_regressor.ExtraTreesRegressor ) (propriedade aibox.nlp.estimators.regression.kn_regressor.KNeighborsRegressor ) (propriedade aibox.nlp.estimators.regression.lgbm_regressor.LGBMRegressor ) (propriedade aibox.nlp.estimators.regression.lstm_regressor.LSTMRegressor ) (propriedade aibox.nlp.estimators.regression.mlp_regressor.MLPRegressor ) (propriedade aibox.nlp.estimators.regression.random_forest_regressor.RandomForestRegressor ) (propriedade aibox.nlp.estimators.regression.svr.SVR ) (propriedade aibox.nlp.estimators.regression.transformer_regressor.TransformerRegressor ) (propriedade aibox.nlp.estimators.regression.xgboost_regressor.XGBoostRegressor ) (propriedade aibox.nlp.estimators.sklearn_estimator.SklearnEstimator )

I

IdentityVectorizer (classe em aibox.nlp.vectorizers.identity)

is_extended (propriedade aibox.nlp.data.datasets.essay_br.DatasetEssayBR )

J

jaccard() (método estático aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityExtractor)

K

KNeighborsClassifier (classe em aibox.nlp.estimators.classification.kn_classifier)

KNeighborsRegressor (classe em aibox.nlp.estimators.regression.kn_regressor) known() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker)

L

languages() (método de classe aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) lazy_import() (no módulo aibox.nlp.lazy_loading.module) LexicalDiversityExtractor (classe em aibox.nlp.features.portuguese.lexical_diversity) LexicalDiversityFeatures (classe em aibox.nlp.features.portuguese.lexical_diversity) LGBMClassifier (classe em aibox.nlp.estimators.classification.lgbm_classifier) LGBMRegressor (classe em aibox.nlp.estimators.regression.lgbm_regressor) LiwcExtractor (classe em aibox.nlp.features.portuguese.liwc)

LiwcFeatures (classe em aibox.nlp.features.portuguese.liwc) load_from_kaggle() (método de classe aibox.nlp.data.datasets.dataset_df.DatasetDF) load_pipeline() (no módulo aibox.nlp.serialization.pipeline) load_raw() (método de classe aibox.nlp.data.datasets.essay_br.DatasetEssayBR) (método de classe aibox.nlp.data.datasets.portuguese_narrative_essays.DatasetPortugueseNarrativeEssays) LSTMClassifier (classe em aibox.nlp.estimators.classification.lstm_classifier) LSTMEstimator (classe em aibox.nlp.estimators.generic.lstm) LSTMRegressor (classe em aibox.nlp.estimators.regression.lstm_regressor)

M

MAE (classe em aibox.nlp.metrics.errors) make_pipeline() (no módulo aibox.nlp.factory.pipeline) Metric (classe em aibox.nlp.core.metric) metrics (propriedade aibox.nlp.factory.class_registry.Registry ) MixedFeatureCache (classe em aibox.nlp.cache.mixed_feature_cache) MLPClassifier (classe em aibox.nlp.estimators.classification.mlp_classifier) MLPEstimator (classe em aibox.nlp.estimators.generic.mlp) MLPRegressor (classe em aibox.nlp.estimators.regression.mlp_regressor) module aibox.nlp.cache aibox.nlp.cache.features aibox.nlp.cache.mixed_feature_cache aibox.nlp.cache.vectorizers aibox.nlp.core aibox.nlp.core.dataset aibox.nlp.core.estimator aibox.nlp.core.experiment aibox.nlp.core.feature_extractor aibox.nlp.core.metric aibox.nlp.core.pipeline aibox.nlp.core.vectorizer aibox.nlp.data aibox.nlp.data.corpus aibox.nlp.data.datasets aibox.nlp.data.datasets.dataset_df aibox.nlp.data.datasets.essay_br aibox.nlp.data.datasets.portuguese_narrative_essays aibox.nlp.data.datasets.utils aibox.nlp.estimators aibox.nlp.estimators.classification aibox.nlp.estimators.classification.adaboost_classifier aibox.nlp.estimators.classification.catboost_classifier aibox.nlp.estimators.classification.extra_trees_classifier aibox.nlp.estimators.classification.gaussian_nb aibox.nlp.estimators.classification.kn_classifier aibox.nlp.estimators.classification.lgbm_classifier aibox.nlp.estimators.classification.lstm_classifier aibox.nlp.estimators.classification.mlp_classifier aibox.nlp.estimators.classification.random_forest_classifier aibox.nlp.estimators.classification.svm aibox.nlp.estimators.classification.transformer_classifier aibox.nlp.estimators.classification.xgboost_classifier aibox.nlp.estimators.generic aibox.nlp.estimators.generic.lstm aibox.nlp.estimators.generic.mlp aibox.nlp.estimators.generic.transformers aibox.nlp.estimators.regression aibox.nlp.estimators.regression.adaboost_regressor aibox.nlp.estimators.regression.catboost_regressor aibox.nlp.estimators.regression.extra_trees_regressor aibox.nlp.estimators.regression.kn_regressor aibox.nlp.estimators.regression.lgbm_regressor aibox.nlp.estimators.regression.lstm_regressor aibox.nlp.estimators.regression.mlp_regressor aibox.nlp.estimators.regression.random_forest_regressor aibox.nlp.estimators.regression.svr aibox.nlp.estimators.regression.transformer_regressor aibox.nlp.estimators.regression.xgboost_regressor aibox.nlp.estimators.sklearn_estimator aibox.nlp.experiments aibox.nlp.experiments.simple_experiment aibox.nlp.factory aibox.nlp.factory.class_registry aibox.nlp.factory.dataset aibox.nlp.factory.estimators aibox.nlp.factory.experiment aibox.nlp.factory.feature_extractor aibox.nlp.factory.metric aibox.nlp.factory.pipeline aibox.nlp.factory.vectorizer aibox.nlp.features aibox.nlp.features.english aibox.nlp.features.portuguese aibox.nlp.features.portuguese.agreement aibox.nlp.features.portuguese.bert_similarity aibox.nlp.features.portuguese.cohmetrix aibox.nlp.features.portuguese.conjugation aibox.nlp.features.portuguese.connectives_v1 aibox.nlp.features.portuguese.connectives_v2 aibox.nlp.features.portuguese.descriptive aibox.nlp.features.portuguese.fuzzy_search_similarity aibox.nlp.features.portuguese.lexical_diversity aibox.nlp.features.portuguese.liwc aibox.nlp.features.portuguese.nilc_similarity aibox.nlp.features.portuguese.orthography aibox.nlp.features.portuguese.overlap aibox.nlp.features.portuguese.readability aibox.nlp.features.portuguese.referential_cohesion aibox.nlp.features.portuguese.regency aibox.nlp.features.portuguese.semantic_cohesion aibox.nlp.features.portuguese.semantic_cohesion_transformers aibox.nlp.features.portuguese.sequential_cohesion aibox.nlp.features.portuguese.syntactic_complexity aibox.nlp.features.portuguese.syntactic_patterns_density aibox.nlp.features.portuguese.textual_simplicity aibox.nlp.features.portuguese.tfidf_similarity aibox.nlp.features.portuguese.word_morphosyntactic_information aibox.nlp.features.portuguese.word_segmentation aibox.nlp.features.utils aibox.nlp.features.utils.aggregator aibox.nlp.features.utils.clauses_parser aibox.nlp.features.utils.dataclass_feature_set aibox.nlp.features.utils.dict_feature_set aibox.nlp.features.utils.patterns aibox.nlp.features.utils.sentencizers aibox.nlp.lazy_loading aibox.nlp.lazy_loading.module aibox.nlp.lazy_loading.patches aibox.nlp.metrics aibox.nlp.metrics.accuracy aibox.nlp.metrics.errors aibox.nlp.metrics.f1_score aibox.nlp.metrics.kappa aibox.nlp.metrics.precision aibox.nlp.metrics.recall aibox.nlp.metrics.utils aibox.nlp.pipelines aibox.nlp.pipelines.cohmetrix_extratrees_classification aibox.nlp.pipelines.postprocessing aibox.nlp.pipelines.tfidf_extratrees_classification aibox.nlp.resources aibox.nlp.serialization aibox.nlp.serialization.pipeline aibox.nlp.typing aibox.nlp.vectorizers aibox.nlp.vectorizers.bert_vectorizer aibox.nlp.vectorizers.fasttext_word_vectorizer aibox.nlp.vectorizers.identity aibox.nlp.vectorizers.tfidf_vectorizer

MSE (classe em aibox.nlp.metrics.errors)

N

name (propriedade aibox.nlp.core.pipeline.Pipeline ) (propriedade aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification ) (propriedade aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification ) name() (método aibox.nlp.core.metric.Metric) (método aibox.nlp.metrics.accuracy.Accuracy) (método aibox.nlp.metrics.errors.MAE) (método aibox.nlp.metrics.errors.MSE) (método aibox.nlp.metrics.errors.R2) (método aibox.nlp.metrics.errors.RMSE) (método aibox.nlp.metrics.f1_score.F1Score) (método aibox.nlp.metrics.kappa.CohensKappaScore) (método aibox.nlp.metrics.kappa.NeighborCohensKappaScore) (método aibox.nlp.metrics.precision.Precision) (método aibox.nlp.metrics.recall.Recall) names() (método aibox.nlp.core.feature_extractor.FeatureSet) (método aibox.nlp.features.portuguese.agreement.AgreementFeatures) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityFeatures) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixFeatures) (método aibox.nlp.features.portuguese.conjugation.ConjugationFeatures) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesFeaturesV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesFeaturesV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveFeatures) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityFeatures) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityFeatures) (método aibox.nlp.features.portuguese.liwc.LiwcFeatures) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityFeatures) (método aibox.nlp.features.portuguese.orthography.OrtographyFeatures) (método aibox.nlp.features.portuguese.overlap.OverlapFeatures) (método aibox.nlp.features.portuguese.readability.ReadabilityFeatures) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesion) (método aibox.nlp.features.portuguese.regency.RegencyFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticFeatures) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticFeaturesTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionFeatures) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityFeatures) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityFeatures) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityFeatures) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityFeatures) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationFeatures) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationFeatures) (método aibox.nlp.features.utils.aggregator.AggregatedFeatures) (método aibox.nlp.features.utils.dataclass_feature_set.DataclassFeatureSet) (método aibox.nlp.features.utils.dict_feature_set.DictFeatureSet)

NeighborCohensKappaScore (classe em aibox.nlp.metrics.kappa) NILCSimilarityExtractor (classe em aibox.nlp.features.portuguese.nilc_similarity) NILCSimilarityFeatures (classe em aibox.nlp.features.portuguese.nilc_similarity) NorvigHypoSegmentaton (classe em aibox.nlp.features.portuguese.word_segmentation)

O

OrthographyExtractor (classe em aibox.nlp.features.portuguese.orthography) OrtographyFeatures (classe em aibox.nlp.features.portuguese.orthography)

OverlapExtractor (classe em aibox.nlp.features.portuguese.overlap) OverlapFeatures (classe em aibox.nlp.features.portuguese.overlap)

P

params (propriedade aibox.nlp.core.estimator.Estimator ) (propriedade aibox.nlp.estimators.classification.adaboost_classifier.AdaBoostClassifier ) (propriedade aibox.nlp.estimators.classification.catboost_classifier.CatBoostClassifier ) (propriedade aibox.nlp.estimators.classification.extra_trees_classifier.ExtraTreesClassifier ) (propriedade aibox.nlp.estimators.classification.gaussian_nb.GaussianNBClassifier ) (propriedade aibox.nlp.estimators.classification.kn_classifier.KNeighborsClassifier ) (propriedade aibox.nlp.estimators.classification.lgbm_classifier.LGBMClassifier ) (propriedade aibox.nlp.estimators.classification.lstm_classifier.LSTMClassifier ) (propriedade aibox.nlp.estimators.classification.mlp_classifier.MLPClassifier ) (propriedade aibox.nlp.estimators.classification.random_forest_classifier.RandomForestClassifier ) (propriedade aibox.nlp.estimators.classification.svm.SVM ) (propriedade aibox.nlp.estimators.classification.transformer_classifier.TransformerClassifier ) (propriedade aibox.nlp.estimators.classification.xgboost_classifier.XGBoostClassifier ) (propriedade aibox.nlp.estimators.generic.lstm.LSTMEstimator ) (propriedade aibox.nlp.estimators.generic.mlp.MLPEstimator ) (propriedade aibox.nlp.estimators.generic.transformers.TransformerEstimator ) (propriedade aibox.nlp.estimators.regression.adaboost_regressor.AdaBoostRegressor ) (propriedade aibox.nlp.estimators.regression.catboost_regressor.CatBoostRegressor ) (propriedade aibox.nlp.estimators.regression.extra_trees_regressor.ExtraTreesRegressor ) (propriedade aibox.nlp.estimators.regression.kn_regressor.KNeighborsRegressor ) (propriedade aibox.nlp.estimators.regression.lgbm_regressor.LGBMRegressor ) (propriedade aibox.nlp.estimators.regression.lstm_regressor.LSTMRegressor ) (propriedade aibox.nlp.estimators.regression.mlp_regressor.MLPRegressor ) (propriedade aibox.nlp.estimators.regression.random_forest_regressor.RandomForestRegressor ) (propriedade aibox.nlp.estimators.regression.svr.SVR ) (propriedade aibox.nlp.estimators.regression.transformer_regressor.TransformerRegressor ) (propriedade aibox.nlp.estimators.regression.xgboost_regressor.XGBoostRegressor ) (propriedade aibox.nlp.estimators.sklearn_estimator.SklearnEstimator ) path() (no módulo aibox.nlp.resources) Pipeline (classe em aibox.nlp.core.pipeline) PostProcessing (no módulo aibox.nlp.typing) postprocessing() (método aibox.nlp.core.pipeline.Pipeline) (método aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification) (método aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification)

Precision (classe em aibox.nlp.metrics.precision) predict() (método aibox.nlp.core.estimator.Estimator) (método aibox.nlp.core.pipeline.Pipeline) (método aibox.nlp.estimators.classification.adaboost_classifier.AdaBoostClassifier) (método aibox.nlp.estimators.classification.catboost_classifier.CatBoostClassifier) (método aibox.nlp.estimators.classification.extra_trees_classifier.ExtraTreesClassifier) (método aibox.nlp.estimators.classification.gaussian_nb.GaussianNBClassifier) (método aibox.nlp.estimators.classification.kn_classifier.KNeighborsClassifier) (método aibox.nlp.estimators.classification.lgbm_classifier.LGBMClassifier) (método aibox.nlp.estimators.classification.lstm_classifier.LSTMClassifier) (método aibox.nlp.estimators.classification.mlp_classifier.MLPClassifier) (método aibox.nlp.estimators.classification.random_forest_classifier.RandomForestClassifier) (método aibox.nlp.estimators.classification.svm.SVM) (método aibox.nlp.estimators.classification.transformer_classifier.TransformerClassifier) (método aibox.nlp.estimators.classification.xgboost_classifier.XGBoostClassifier) (método aibox.nlp.estimators.generic.lstm.LSTMEstimator) (método aibox.nlp.estimators.generic.mlp.MLPEstimator) (método aibox.nlp.estimators.generic.transformers.TransformerEstimator) (método aibox.nlp.estimators.regression.adaboost_regressor.AdaBoostRegressor) (método aibox.nlp.estimators.regression.catboost_regressor.CatBoostRegressor) (método aibox.nlp.estimators.regression.extra_trees_regressor.ExtraTreesRegressor) (método aibox.nlp.estimators.regression.kn_regressor.KNeighborsRegressor) (método aibox.nlp.estimators.regression.lgbm_regressor.LGBMRegressor) (método aibox.nlp.estimators.regression.lstm_regressor.LSTMRegressor) (método aibox.nlp.estimators.regression.mlp_regressor.MLPRegressor) (método aibox.nlp.estimators.regression.random_forest_regressor.RandomForestRegressor) (método aibox.nlp.estimators.regression.svr.SVR) (método aibox.nlp.estimators.regression.transformer_regressor.TransformerRegressor) (método aibox.nlp.estimators.regression.xgboost_regressor.XGBoostRegressor) (método aibox.nlp.estimators.sklearn_estimator.SklearnEstimator) (método aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification) (método aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification) Pwords() (método aibox.nlp.features.portuguese.word_segmentation.NorvigHypoSegmentaton)

R

R2 (classe em aibox.nlp.metrics.errors) random_state (propriedade aibox.nlp.core.estimator.Estimator ) (propriedade aibox.nlp.estimators.classification.adaboost_classifier.AdaBoostClassifier ) (propriedade aibox.nlp.estimators.classification.catboost_classifier.CatBoostClassifier ) (propriedade aibox.nlp.estimators.classification.extra_trees_classifier.ExtraTreesClassifier ) (propriedade aibox.nlp.estimators.classification.gaussian_nb.GaussianNBClassifier ) (propriedade aibox.nlp.estimators.classification.kn_classifier.KNeighborsClassifier ) (propriedade aibox.nlp.estimators.classification.lgbm_classifier.LGBMClassifier ) (propriedade aibox.nlp.estimators.classification.lstm_classifier.LSTMClassifier ) (propriedade aibox.nlp.estimators.classification.mlp_classifier.MLPClassifier ) (propriedade aibox.nlp.estimators.classification.random_forest_classifier.RandomForestClassifier ) (propriedade aibox.nlp.estimators.classification.svm.SVM ) (propriedade aibox.nlp.estimators.classification.transformer_classifier.TransformerClassifier ) (propriedade aibox.nlp.estimators.classification.xgboost_classifier.XGBoostClassifier ) (propriedade aibox.nlp.estimators.generic.lstm.LSTMEstimator ) (propriedade aibox.nlp.estimators.generic.mlp.MLPEstimator ) (propriedade aibox.nlp.estimators.generic.transformers.TransformerEstimator ) (propriedade aibox.nlp.estimators.regression.adaboost_regressor.AdaBoostRegressor ) (propriedade aibox.nlp.estimators.regression.catboost_regressor.CatBoostRegressor ) (propriedade aibox.nlp.estimators.regression.extra_trees_regressor.ExtraTreesRegressor ) (propriedade aibox.nlp.estimators.regression.kn_regressor.KNeighborsRegressor ) (propriedade aibox.nlp.estimators.regression.lgbm_regressor.LGBMRegressor ) (propriedade aibox.nlp.estimators.regression.lstm_regressor.LSTMRegressor ) (propriedade aibox.nlp.estimators.regression.mlp_regressor.MLPRegressor ) (propriedade aibox.nlp.estimators.regression.random_forest_regressor.RandomForestRegressor ) (propriedade aibox.nlp.estimators.regression.svr.SVR ) (propriedade aibox.nlp.estimators.regression.transformer_regressor.TransformerRegressor ) (propriedade aibox.nlp.estimators.regression.xgboost_regressor.XGBoostRegressor ) (propriedade aibox.nlp.estimators.sklearn_estimator.SklearnEstimator )

RandomForestClassifier (classe em aibox.nlp.estimators.classification.random_forest_classifier) RandomForestRegressor (classe em aibox.nlp.estimators.regression.random_forest_regressor) ReadabilityExtractor (classe em aibox.nlp.features.portuguese.readability) ReadabilityFeatures (classe em aibox.nlp.features.portuguese.readability) Recall (classe em aibox.nlp.metrics.recall) ReferentialCohesion (classe em aibox.nlp.features.portuguese.referential_cohesion) ReferentialCohesionExtractor (classe em aibox.nlp.features.portuguese.referential_cohesion) RegencyExtractor (classe em aibox.nlp.features.portuguese.regency) RegencyFeatures (classe em aibox.nlp.features.portuguese.regency) Registry (classe em aibox.nlp.factory.class_registry) registry (no módulo aibox.nlp.factory.class_registry) regression() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) RMSE (classe em aibox.nlp.metrics.errors) round_to_integer() (no módulo aibox.nlp.pipelines.postprocessing) run() (método aibox.nlp.core.experiment.Experiment) (método aibox.nlp.experiments.simple_experiment.SimpleExperiment)

S

save() (método aibox.nlp.cache.features.DictFeatureCache) (método aibox.nlp.cache.features.FeatureCache) (método aibox.nlp.cache.mixed_feature_cache.MixedFeatureCache) (método aibox.nlp.cache.vectorizers.DictVectorizerCache) (método aibox.nlp.cache.vectorizers.VectorizerCache) save_pipeline() (no módulo aibox.nlp.serialization.pipeline) seed() (método aibox.nlp.factory.experiment.SimpleExperimentBuilder) segment() (método aibox.nlp.features.portuguese.word_segmentation.NorvigHypoSegmentaton) SemanticExtractor (classe em aibox.nlp.features.portuguese.semantic_cohesion) SemanticExtractorTransformers (classe em aibox.nlp.features.portuguese.semantic_cohesion_transformers) SemanticFeatures (classe em aibox.nlp.features.portuguese.semantic_cohesion) SemanticFeaturesTransformers (classe em aibox.nlp.features.portuguese.semantic_cohesion_transformers) SequentialCohesionExtractor (classe em aibox.nlp.features.portuguese.sequential_cohesion) SequentialCohesionFeatures (classe em aibox.nlp.features.portuguese.sequential_cohesion)

SimpleExperiment (classe em aibox.nlp.experiments.simple_experiment) SimpleExperimentBuilder (classe em aibox.nlp.factory.experiment) SimpleExperimentExtras (classe em aibox.nlp.experiments.simple_experiment) SklearnEstimator (classe em aibox.nlp.estimators.sklearn_estimator) split_words() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker) splits() (método aibox.nlp.features.portuguese.word_segmentation.NorvigHypoSegmentaton) (no módulo aibox.nlp.data.datasets.utils) stratified_splits_clf() (no módulo aibox.nlp.data.datasets.utils) SVM (classe em aibox.nlp.estimators.classification.svm) SVR (classe em aibox.nlp.estimators.regression.svr) SyntacticComplexityExtractor (classe em aibox.nlp.features.portuguese.syntactic_complexity) SyntacticComplexityFeatures (classe em aibox.nlp.features.portuguese.syntactic_complexity) SyntacticPatternsDensityExtractor (classe em aibox.nlp.features.portuguese.syntactic_patterns_density) SyntacticPatternsDensityFeatures (classe em aibox.nlp.features.portuguese.syntactic_patterns_density)

T

target_features (propriedade aibox.nlp.cache.mixed_feature_cache.MixedFeatureCache ) TextArrayLike (no módulo aibox.nlp.typing) TextualSimplicityExtractor (classe em aibox.nlp.features.portuguese.textual_simplicity) TextualSimplicityFeatures (classe em aibox.nlp.features.portuguese.textual_simplicity) TFIDFExtraTreesClassification (classe em aibox.nlp.pipelines.tfidf_extratrees_classification) TFIDFSimilarityExtractor (classe em aibox.nlp.features.portuguese.tfidf_similarity) TFIDFSimilarityFeatures (classe em aibox.nlp.features.portuguese.tfidf_similarity) TFIDFVectorizer (classe em aibox.nlp.vectorizers.tfidf_vectorizer) to_float32_array() (no módulo aibox.nlp.metrics.utils) to_frame() (método aibox.nlp.core.dataset.Dataset) (método aibox.nlp.data.datasets.dataset_df.DatasetDF) (método aibox.nlp.data.datasets.essay_br.DatasetEssayBR) (método aibox.nlp.data.datasets.portuguese_narrative_essays.DatasetPortugueseNarrativeEssays)

train_test() (no módulo aibox.nlp.data.datasets.utils) train_test_clf() (no módulo aibox.nlp.data.datasets.utils) train_test_split() (método aibox.nlp.core.dataset.Dataset) (método aibox.nlp.data.datasets.dataset_df.DatasetDF) (método aibox.nlp.data.datasets.essay_br.DatasetEssayBR) (método aibox.nlp.data.datasets.portuguese_narrative_essays.DatasetPortugueseNarrativeEssays) TrainableCachedVectorizer (classe em aibox.nlp.cache.vectorizers) TrainableVectorizer (classe em aibox.nlp.core.vectorizer) TransformerClassifier (classe em aibox.nlp.estimators.classification.transformer_classifier) TransformerEstimator (classe em aibox.nlp.estimators.generic.transformers) TransformerRegressor (classe em aibox.nlp.estimators.regression.transformer_regressor)

U

unknown() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker)

UspSpellChecker (classe em aibox.nlp.features.portuguese.word_segmentation)

V

vectorize() (método aibox.nlp.cache.features.CachedExtractor) (método aibox.nlp.cache.vectorizers.CachedVectorizer) (método aibox.nlp.cache.vectorizers.TrainableCachedVectorizer) (método aibox.nlp.core.feature_extractor.FeatureExtractor) (método aibox.nlp.core.vectorizer.TrainableVectorizer) (método aibox.nlp.core.vectorizer.Vectorizer) (método aibox.nlp.features.portuguese.agreement.AgreementExtractor) (método aibox.nlp.features.portuguese.bert_similarity.BERTSimilarityExtractor) (método aibox.nlp.features.portuguese.cohmetrix.CohMetrixExtractor) (método aibox.nlp.features.portuguese.conjugation.ConjugationExtractor) (método aibox.nlp.features.portuguese.connectives_v1.ConnectivesExtractorV1) (método aibox.nlp.features.portuguese.connectives_v2.ConnectivesExtractorV2) (método aibox.nlp.features.portuguese.descriptive.DescriptiveExtractor) (método aibox.nlp.features.portuguese.fuzzy_search_similarity.FuzzySearchSimilarityExtractor) (método aibox.nlp.features.portuguese.lexical_diversity.LexicalDiversityExtractor) (método aibox.nlp.features.portuguese.liwc.LiwcExtractor) (método aibox.nlp.features.portuguese.nilc_similarity.NILCSimilarityExtractor) (método aibox.nlp.features.portuguese.orthography.OrthographyExtractor) (método aibox.nlp.features.portuguese.overlap.OverlapExtractor) (método aibox.nlp.features.portuguese.readability.ReadabilityExtractor) (método aibox.nlp.features.portuguese.referential_cohesion.ReferentialCohesionExtractor) (método aibox.nlp.features.portuguese.regency.RegencyExtractor) (método aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) (método aibox.nlp.features.portuguese.semantic_cohesion_transformers.SemanticExtractorTransformers) (método aibox.nlp.features.portuguese.sequential_cohesion.SequentialCohesionExtractor) (método aibox.nlp.features.portuguese.syntactic_complexity.SyntacticComplexityExtractor) (método aibox.nlp.features.portuguese.syntactic_patterns_density.SyntacticPatternsDensityExtractor) (método aibox.nlp.features.portuguese.textual_simplicity.TextualSimplicityExtractor) (método aibox.nlp.features.portuguese.tfidf_similarity.TFIDFSimilarityExtractor) (método aibox.nlp.features.portuguese.word_morphosyntactic_information.WordMorphosyntacticInformationExtractor) (método aibox.nlp.features.portuguese.word_segmentation.WordSegmentationExtractor) (método aibox.nlp.features.utils.aggregator.AggregatedFeatureExtractor) (método aibox.nlp.vectorizers.bert_vectorizer.BertVectorizer) (método aibox.nlp.vectorizers.fasttext_word_vectorizer.FasttextWordVectorizer) (método aibox.nlp.vectorizers.identity.IdentityVectorizer) (método aibox.nlp.vectorizers.tfidf_vectorizer.TFIDFVectorizer)

Vectorizer (classe em aibox.nlp.core.vectorizer) vectorizer (propriedade aibox.nlp.core.pipeline.Pipeline ) (propriedade aibox.nlp.pipelines.cohmetrix_extratrees_classification.CohMetrixExtraTreesClassification ) (propriedade aibox.nlp.pipelines.tfidf_extratrees_classification.TFIDFExtraTreesClassification ) VectorizerCache (classe em aibox.nlp.cache.vectorizers) vectorizers (propriedade aibox.nlp.factory.class_registry.Registry )

W

withdraw_characters() (método estático aibox.nlp.features.portuguese.semantic_cohesion.SemanticExtractor) word_frequency (propriedade aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker ) word_usage_frequency() (método aibox.nlp.features.portuguese.word_segmentation.UspSpellChecker)

WordMorphosyntacticInformationExtractor (classe em aibox.nlp.features.portuguese.word_morphosyntactic_information) WordMorphosyntacticInformationFeatures (classe em aibox.nlp.features.portuguese.word_morphosyntactic_information) WordSegmentationExtractor (classe em aibox.nlp.features.portuguese.word_segmentation) WordSegmentationFeatures (classe em aibox.nlp.features.portuguese.word_segmentation)

X

XGBoostClassifier (classe em aibox.nlp.estimators.classification.xgboost_classifier)

XGBoostRegressor (classe em aibox.nlp.estimators.regression.xgboost_regressor)