├── .gitignore ├── .idea └── .gitignore ├── README.md ├── __init__.py ├── ch04 ├── imports │ └── movielens │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_movielens.py │ │ ├── import_movielens_parallel.py │ │ └── requirements.txt ├── queries │ ├── query_4.1.txt │ ├── query_4.2.txt │ ├── query_4.3.txt │ ├── query_4.4.txt │ ├── query_4.5.txt │ ├── query_4.6.txt │ ├── query_4.7.txt │ ├── query_4.8.txt │ └── query_4.9.txt └── recommendation │ ├── Makefile │ ├── README.md │ ├── content_based_recommendation_second_approach.py │ ├── content_based_recommendation_third_approach.py │ ├── optimization_queries.txt │ ├── requirements.txt │ └── similarity.py ├── ch05 ├── imports │ └── retail_rocket │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_retail_rocket_ui.py │ │ └── requirements.txt ├── java │ ├── pom.xml │ └── src │ │ └── main │ │ └── java │ │ └── com │ │ └── gpml │ │ ├── reco │ │ ├── cf │ │ │ ├── CollaborativeFilteringRecommender.java │ │ │ ├── RecommendationElement.java │ │ │ └── SimilarityItem.java │ │ └── util │ │ │ └── FixedSizeOrderedList.java │ │ └── vector │ │ └── SparseVector.java └── recommendation │ └── collaborative_filtering │ ├── Makefile │ ├── README.md │ ├── recommender.py │ └── requirements.txt ├── ch06 ├── imports │ └── yoochoose │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_yoochoose.py │ │ ├── import_yoochoose_advanced.py │ │ └── requirements.txt └── recommendation │ ├── Makefile │ ├── README.md │ ├── requirements.txt │ ├── session_based_recommendation_iknn_approach.py │ ├── session_based_recommendation_iknn_approach_advanced.py │ ├── session_based_recommendation_sknn_approach.py │ ├── session_based_recommendation_sknn_approach_advanced.py │ ├── similarity_item_example.py │ └── similarity_session_example.py ├── ch07 ├── imports │ └── depaulmovie │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_depaulmovie.py │ │ └── requirements.txt └── recommendations │ └── context_aware_recommendation_approach.py ├── ch08 ├── import │ ├── ieee │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_ieee.py │ │ └── requirements.txt │ └── paysim │ │ ├── Makefile │ │ ├── README.md │ │ ├── import_paysim.py │ │ └── requirements.txt ├── queries │ ├── ieee.cypher │ ├── paysim.cypher │ ├── simple_fraud_dataset.cypher │ ├── simple_ring_fraud.cypher │ └── simple_ring_fraud_IP.cypher └── util │ └── similarity_calls_example.py ├── ch09 ├── analysis │ ├── Makefile │ ├── analysis.xlsx │ ├── array_second_run.txt │ ├── distance_based_analysis.py │ ├── distance_based_analysis_ga.py │ └── requirements.txt └── import │ └── creditcard │ ├── Makefile │ ├── README.md │ ├── import_credit_card.py │ └── requirements.txt ├── ch10 └── analysis │ └── DegreeAnalysis.xlsx ├── ch11 ├── 01_spacy_basic_nlp_tasks.py ├── 01_stanford_basic_nlp_tasks.py ├── 02_spacy_first_schema.py ├── 03_spacy_deependency_schema.py ├── Makefile └── requirements.txt ├── ch12 ├── 04_spacy_ner_schema.py ├── 05_spacy_coref_schema.py ├── 06_spacy_entity_relationship_extraction.py ├── 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