├── .gitignore ├── LICENSE ├── README.md ├── Simulated-Data.ipynb └── causal-inference-in-python ├── 01-Introduction-To-Causal-Inference.ipynb ├── 02-Randomised-Experiments-and-Stats-Review.ipynb ├── 03-Graphical-Models.ipynb ├── 04-The-Unreasonable-Effectiveness-of-Linear-Regression.ipynb ├── 05-Propensity-Score.ipynb ├── 06-Effect-Heterogeneity.ipynb ├── 07-Meta-Learners.ipynb ├── 08-Difference-in-Differences.ipynb ├── 09-Synthetic-Control.ipynb ├── 10-Geo-and-Switchback-Experiments.ipynb ├── 11-Non-Compliance-and-Instruments.ipynb └── data ├── br_cities.csv ├── cross_sell_email.csv ├── daily_restaurant_sales.csv ├── discount_data.csv ├── email_obs_data.csv ├── email_rnd_data.csv ├── enem_scores.csv ├── interest_rate.csv ├── management_training.csv ├── offline_mkt_staggered.csv ├── online_classroom.csv ├── online_mkt.csv ├── online_mkt_cov.csv ├── prime_card.csv ├── prime_card_discontinuity.csv ├── rec_ab_test.csv ├── risk_data.csv ├── risk_data_rnd.csv ├── sb_exp_every.csv ├── sb_exp_opt.csv ├── short_offline_mkt_all_regions.csv ├── short_offline_mkt_south.csv ├── spend_data.csv ├── spend_data_rnd.csv ├── wage.csv └── xmas_sales.csv /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/README.md -------------------------------------------------------------------------------- /Simulated-Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/Simulated-Data.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/01-Introduction-To-Causal-Inference.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/01-Introduction-To-Causal-Inference.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/02-Randomised-Experiments-and-Stats-Review.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/02-Randomised-Experiments-and-Stats-Review.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/03-Graphical-Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/03-Graphical-Models.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/04-The-Unreasonable-Effectiveness-of-Linear-Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/04-The-Unreasonable-Effectiveness-of-Linear-Regression.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/05-Propensity-Score.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/05-Propensity-Score.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/06-Effect-Heterogeneity.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/06-Effect-Heterogeneity.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/07-Meta-Learners.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/07-Meta-Learners.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/08-Difference-in-Differences.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/08-Difference-in-Differences.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/09-Synthetic-Control.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/09-Synthetic-Control.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/10-Geo-and-Switchback-Experiments.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/10-Geo-and-Switchback-Experiments.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/11-Non-Compliance-and-Instruments.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/11-Non-Compliance-and-Instruments.ipynb -------------------------------------------------------------------------------- /causal-inference-in-python/data/br_cities.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/br_cities.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/cross_sell_email.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/cross_sell_email.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/daily_restaurant_sales.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/daily_restaurant_sales.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/discount_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/discount_data.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/email_obs_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/email_obs_data.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/email_rnd_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/email_rnd_data.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/enem_scores.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/enem_scores.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/interest_rate.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/interest_rate.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/management_training.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/management_training.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/offline_mkt_staggered.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/offline_mkt_staggered.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/online_classroom.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/online_classroom.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/online_mkt.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/online_mkt.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/online_mkt_cov.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/online_mkt_cov.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/prime_card.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/prime_card.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/prime_card_discontinuity.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/prime_card_discontinuity.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/rec_ab_test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/rec_ab_test.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/risk_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/risk_data.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/risk_data_rnd.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/risk_data_rnd.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/sb_exp_every.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/sb_exp_every.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/sb_exp_opt.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/sb_exp_opt.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/short_offline_mkt_all_regions.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/short_offline_mkt_all_regions.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/short_offline_mkt_south.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/short_offline_mkt_south.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/spend_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/spend_data.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/spend_data_rnd.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/spend_data_rnd.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/wage.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/wage.csv -------------------------------------------------------------------------------- /causal-inference-in-python/data/xmas_sales.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matheusfacure/causal-inference-in-python-code/HEAD/causal-inference-in-python/data/xmas_sales.csv --------------------------------------------------------------------------------