├── .gitignore ├── Chapter_01.ipynb ├── Chapter_02.ipynb ├── Chapter_03.ipynb ├── Chapter_04.ipynb ├── Chapter_05.ipynb ├── Chapter_06.ipynb ├── Chapter_07.ipynb ├── Chapter_08.ipynb ├── Chapter_09.ipynb ├── Chapter_10.ipynb ├── Chapter_11.1.ipynb ├── Chapter_11.2.ipynb ├── Chapter_13.ipynb ├── Chapter_14.ipynb ├── EXP -- Chapter_09.ipynb ├── Extras_01__DGPs.ipynb ├── Extras_02__Additional_computations.ipynb ├── LICENSE ├── README.md ├── causal-pymc.yml ├── causal_book_py39_apple_m1_(experimental-by-ferrari-leo).txt ├── causal_book_py39_cuda117.yml ├── causal_model.png ├── data ├── ch_01_drug_data.csv ├── data_11_no_interaction_test.csv ├── data_11_no_interaction_train.csv ├── data_11_with_interaction_test.csv ├── data_11_with_interaction_train.csv ├── gt_social_media_data.csv ├── hillstrom_clean.csv ├── hillstrom_clean_label_mapping.json ├── hillstrom_original.csv ├── manga.csv ├── manga_processed.csv ├── ml_earnings.csv ├── ml_earnings_interaction_test.csv ├── ml_earnings_interaction_train.csv └── shpitser_thesis1.grapl ├── docs └── himsolt-gml-technical-report.pdf ├── errata ├── Errata - Early Print (ordered before June 13 2023).ipynb ├── Errata - Non-Early Print (ordered after June 13 2023).ipynb ├── img │ ├── ch_04__fig_4_1.png │ ├── ch_06__fig_6_3.png │ ├── ch_06__fig_6_4.png │ ├── ch_06__fig_6_5.png │ └── ch_07__fig_7_6.png └── minor-errors.txt ├── img ├── ch_03_graph_01 ├── ch_03_graph_01.png ├── ch_03_graph_02 ├── ch_03_graph_02.png ├── ch_04_graph_DAG ├── ch_04_graph_DAG.png ├── ch_04_graph_DCG ├── ch_04_graph_DCG.png ├── ch_04_graph_Fully connected ├── ch_04_graph_Fully connected.png ├── ch_04_graph_Partially connected ├── ch_04_graph_Partially connected.png ├── ch_04_graph_Undirected ├── ch_04_graph_Undirected.png ├── ch_04_graph_adj_00 ├── ch_04_graph_adj_00.png ├── ch_04_graph_adj_01 ├── ch_04_graph_adj_01.png ├── ch_04_graph_adj_02 ├── ch_04_graph_adj_02.png ├── ch_05_chain_00 ├── ch_05_chain_00.png ├── ch_05_collider_00 ├── ch_05_collider_00.png ├── ch_05_fork_00 ├── ch_05_fork_00.png ├── ch_05_markov_01 ├── ch_05_markov_01.png ├── ch_05_markov_02 ├── ch_05_markov_02.png ├── ch_06_confounding_00 ├── ch_06_confounding_00.png ├── ch_06_d_sep_00 ├── ch_06_d_sep_00.png ├── ch_06_d_sep_01 ├── ch_06_d_sep_01.png ├── ch_06_d_sep_02 ├── ch_06_d_sep_02.png ├── ch_06_d_sep_03 ├── ch_06_d_sep_03.png ├── ch_06_d_sep_04 ├── ch_06_d_sep_04.png ├── ch_06_equivalent_estimands_00 ├── ch_06_equivalent_estimands_00.png ├── ch_06_equivalent_estimands_01 ├── ch_06_equivalent_estimands_01.png ├── ch_06_gps_00 ├── ch_06_gps_00.png ├── ch_06_gps_01 ├── ch_06_gps_01.png ├── ch_06_gps_02 ├── ch_06_gps_02.png ├── ch_06_gps_03 ├── ch_06_gps_03.png ├── ch_06_icecream ├── ch_06_icecream.png ├── ch_06_instrumental_00 ├── ch_06_instrumental_00.png ├── ch_07_full_example ├── ch_07_full_example.png ├── ch_08_modularity ├── ch_08_modularity.png ├── ch_08_modularity_mod ├── ch_08_modularity_mod.png ├── ch_08_selection ├── 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