Index

A

add_document_to_index() (Index method) add_edge() (LinkGraph method) add_node() (LinkGraph method)

adjusted_rand_score() (ClusteringMetrics method) aggregate_scores() (SearchEngine method) analogy() (FastText method)

B

BasicClassifier (class in Logic.core.classification.basic_classifier)

BLUE (color attribute) build_characteristic_matrix() (MinHashLSH method)

C

cacluate_DCG() (Evaluation method) cacluate_MRR() (Evaluation method) cacluate_NDCG() (Evaluation method) cacluate_RR() (Evaluation method) calculate_AP() (Evaluation method) calculate_evaluation() (Evaluation method) calculate_F1() (Evaluation method) calculate_MAP() (Evaluation method) calculate_precision() (Evaluation method) calculate_recall() (Evaluation method) check_add_remove_is_correct() (Index method) check_if_index_loaded_correctly() (Index method) check_if_indexing_is_good() (Index method) check_if_key_exists() (Index method) cluster_hierarchical_average() (ClusteringUtils method) cluster_hierarchical_complete() (ClusteringUtils method) cluster_hierarchical_single() (ClusteringUtils method)

cluster_hierarchical_ward() (ClusteringUtils method) cluster_kmeans() (ClusteringUtils method) cluster_kmeans_WCSS() (ClusteringUtils method) ClusteringMetrics (class in Logic.core.clustering.clustering_metrics) ClusteringUtils (class in Logic.core.clustering.clustering_utils) color (class in UI.main) compute_score_with_unigram_model() (Scorer method) compute_scores_with_unigram_model() (Scorer method) compute_scores_with_vector_space_model() (Scorer method) compute_socres_with_okapi_bm25() (Scorer method) convert_to_2d_tsne() (DimensionReduction method) convert_to_tiered_index() (Tiered_index method) correct_text() (in module Logic.utils) crawl() (IMDbCrawler method) crawl_page_info() (IMDbCrawler method) create_metadata_index() (Metadata_index method) create_train_data() (FastTextDataLoader method) CYAN (color attribute)

D

DeepModelClassifier (class in Logic.core.classification.deep) delete_dummy_keys() (Index method) DimensionReduction (class in Logic.core.clustering.dimension_reduction)

DOCUMENT_LENGTH (Index_types attribute) DocumentLengthsIndex (class in Logic.core.indexer.document_lengths_index) DOCUMENTS (Indexes attribute)

E

Evaluation (class in Logic.core.utility.evaluation) expand_graph() (LinkAnalyzer method)

extract_movie_info() (IMDbCrawler method) extract_top_250() (IMDbCrawler method)

F

FastText (class in Logic.core.word_embedding.fasttext_model) FastTextDataLoader (class in Logic.core.word_embedding.fasttext_data_loader) find_nearest_words() (SpellCorrection method) find_scores_with_safe_ranking() (SearchEngine method) find_scores_with_unigram_model() (SearchEngine method) find_scores_with_unsafe_ranking() (SearchEngine method)

find_snippet() (Snippet method) fit() (BasicClassifier method) (DeepModelClassifier method) (KnnClassifier method) (NaiveBayes method) (SVMClassifier method) forward() (MLPModel method)

G

GENRES (Indexes attribute) get_average_document_field_length() (Metadata_index method) get_budget() (IMDbCrawler method) get_countries_of_origin() (IMDbCrawler method) get_director() (IMDbCrawler method) get_documents_length() (DocumentLengthsIndex method) get_embeddings() (ReviewLoader method) get_first_page_summary() (IMDbCrawler method) get_genres() (IMDbCrawler method) get_gross_worldwide() (IMDbCrawler method) get_id_from_URL() (IMDbCrawler method) get_idf() (Scorer method) get_imdb_instance() (IMDbCrawler method) get_index() (Index_reader method) get_languages() (IMDbCrawler method) get_list_of_documents() (Scorer method) get_most_frequent_words() (ClusteringUtils method) get_movie_by_id() (in module Logic.utils) get_mpaa() (IMDbCrawler method) get_okapi_bm25_score() (Scorer method) get_percent_of_positive_reviews() (BasicClassifier method) (NaiveBayes method)

get_posting_list() (Index method) get_predecessors() (LinkGraph method) get_query_embedding() (FastText method) get_query_tfs() (Scorer method) get_rating() (IMDbCrawler method) get_related_links() (IMDbCrawler method) get_release_year() (IMDbCrawler method) get_review_link() (IMDbCrawler method) get_reviews_with_scores() (IMDbCrawler method) get_stars() (IMDbCrawler method) get_successors() (LinkGraph method) get_summary() (IMDbCrawler method) get_summary_link() (IMDbCrawler method) get_summary_with_snippet() (in module UI.main) get_synopsis() (IMDbCrawler method) get_title() (IMDbCrawler method) get_top_x_movies_by_rank() (in module UI.main) get_vector_space_model_score() (Scorer method) get_writers() (IMDbCrawler method) GREEN (color attribute)

H

headers (IMDbCrawler attribute)

hits() (LinkAnalyzer method)

I

IMDbCrawler (class in Logic.core.utility.crawler) Index (class in Logic.core.indexer.index) index_documents() (Index method) index_genres() (Index method) Index_reader (class in Logic.core.indexer.index_reader)

index_stars() (Index method) index_summaries() (Index method) Index_types (class in Logic.core.indexer.indexes_enum) Indexes (class in Logic.core.indexer.indexes_enum) initiate_params() (LinkAnalyzer method)

J

jaccard_score() (MinHashLSH method) (SpellCorrection method)

jaccard_similarity_test() (MinHashLSH method)

K

KnnClassifier (class in Logic.core.classification.knn)

L

LinkAnalyzer (class in Logic.core.link_analysis.analyzer) LinkGraph (class in Logic.core.link_analysis.graph) load_data() (ReviewLoader method) load_index() (Index method) load_model() (FastText method) log_evaluation() (Evaluation method) Logic.core.classification.basic_classifier module Logic.core.classification.data_loader module Logic.core.classification.deep module Logic.core.classification.knn module Logic.core.classification.naive_bayes module Logic.core.classification.svm module Logic.core.clustering.clustering_metrics module Logic.core.clustering.clustering_utils module Logic.core.clustering.dimension_reduction module Logic.core.clustering.main module Logic.core.indexer.document_lengths_index module Logic.core.indexer.index module Logic.core.indexer.index_reader module

Logic.core.indexer.indexes_enum module Logic.core.indexer.LSH module Logic.core.indexer.metadata_index module Logic.core.indexer.tiered_index module Logic.core.link_analysis.analyzer module Logic.core.link_analysis.graph module Logic.core.search module Logic.core.utility.crawler module Logic.core.utility.evaluation module Logic.core.utility.preprocess module Logic.core.utility.scorer module Logic.core.utility.snippet module Logic.core.utility.spell_correction module Logic.core.word_embedding.fasttext_data_loader module Logic.core.word_embedding.fasttext_model module Logic.utils module lsh_buckets() (MinHashLSH method)

M

MAGENTA (color attribute) main() (in module Logic.core.utility.crawler) (in module UI.main) merge_scores() (SearchEngine method) METADATA (Index_types attribute) Metadata_index (class in Logic.core.indexer.metadata_index) method (FastText attribute) min_hash_signature() (MinHashLSH method) MinHashLSH (class in Logic.core.indexer.LSH) MLPModel (class in Logic.core.classification.deep) model (FastText attribute) module Logic.core.classification.basic_classifier Logic.core.classification.data_loader Logic.core.classification.deep Logic.core.classification.knn Logic.core.classification.naive_bayes Logic.core.classification.svm Logic.core.clustering.clustering_metrics Logic.core.clustering.clustering_utils Logic.core.clustering.dimension_reduction Logic.core.clustering.main Logic.core.indexer.document_lengths_index Logic.core.indexer.index Logic.core.indexer.index_reader Logic.core.indexer.indexes_enum Logic.core.indexer.LSH Logic.core.indexer.metadata_index Logic.core.indexer.tiered_index Logic.core.link_analysis.analyzer Logic.core.link_analysis.graph Logic.core.search Logic.core.utility.crawler Logic.core.utility.evaluation Logic.core.utility.preprocess Logic.core.utility.scorer Logic.core.utility.snippet Logic.core.utility.spell_correction Logic.core.word_embedding.fasttext_data_loader Logic.core.word_embedding.fasttext_model Logic.utils UI.main

N

NaiveBayes (class in Logic.core.classification.naive_bayes)

normalize() (Preprocessor method)

P

pca_reduce_dimension() (DimensionReduction method) perform_lsh() (MinHashLSH method) plot_kmeans_cluster_scores() (ClusteringUtils method) predict() (BasicClassifier method) (DeepModelClassifier method) (KnnClassifier method) (NaiveBayes method) (SVMClassifier method) prediction_report() (BasicClassifier method) (DeepModelClassifier method) (KnnClassifier method) (NaiveBayes method) (SVMClassifier method)

prepare() (FastText method) preprocess() (Preprocessor method) preprocess_text() (in module Logic.core.word_embedding.fasttext_model) Preprocessor (class in Logic.core.utility.preprocess) print_evaluation() (Evaluation method) purity_score() (ClusteringMetrics method)

R

read_data_to_df() (FastTextDataLoader method) read_documents() (Metadata_index method) read_from_file_as_json() (IMDbCrawler method) RED (color attribute) remove_document_from_index() (Index method)

remove_links() (Preprocessor method) remove_punctuations() (Preprocessor method) remove_stop_words_from_query() (Snippet method) remove_stopwords() (Preprocessor method) ReviewDataSet (class in Logic.core.classification.deep) ReviewLoader (class in Logic.core.classification.data_loader)

S

save_model() (FastText method) Scorer (class in Logic.core.utility.scorer) search() (in module Logic.utils) (SearchEngine method) search_handling() (in module UI.main) search_time() (in module UI.main) SearchEngine (class in Logic.core.search) set_test_dataloader() (DeepModelClassifier method) shingle_document() (MinHashLSH method) shingle_word() (SpellCorrection method) shingling_and_counting() (SpellCorrection method) silhouette_score() (ClusteringMetrics method)

Snippet (class in Logic.core.utility.snippet) spell_check() (SpellCorrection method) SpellCorrection (class in Logic.core.utility.spell_correction) split_data() (ReviewLoader method) STARS (Indexes attribute) start_crawling() (IMDbCrawler method) store_document_lengths_index() (DocumentLengthsIndex method) store_index() (Index method) store_metadata_index() (Metadata_index method) store_tiered_index() (Tiered_index method) SUMMARIES (Indexes attribute) SVMClassifier (class in Logic.core.classification.svm)

T

TIERED (Index_types attribute) Tiered_index (class in Logic.core.indexer.tiered_index)

tokenize() (Preprocessor method) top_250_URL (IMDbCrawler attribute) train() (FastText method)

U

UI.main module

V

visualize_elbow_method_wcss() (ClusteringUtils method)

visualize_kmeans_clustering_wandb() (ClusteringUtils method)

W

wandb_plot_2d_tsne() (DimensionReduction method) wandb_plot_explained_variance_by_components() (DimensionReduction method)

wandb_plot_hierarchical_clustering_dendrogram() (ClusteringUtils method) WHITE (color attribute) write_to_file_as_json() (IMDbCrawler method)

Y

YELLOW (color attribute)