Man pages for hjmbigdatabowl/bdb2021
Our Big Data Bowl 2021 Submission
| add_receiver_target_rates | add_receiver_target_rates calculate how frequently receivers... |
| add_throw_vector_to_positions | add_throw_vector_to_positions takes player positions at... |
| aggregate_week_files | aggregate_week_files aggregate all of the PBP data |
| build_final_leaderboard | build_final_leaderboard The top-15 leaderboard in the final... |
| build_raw_stat_table | build_raw_stat_table Get data on speed, acceleration to use... |
| build_target_prob_tune_results | build_target_prob_tune_results function to create target prob... |
| build_target_results | build_target_results output all of the results of the target... |
| build_weather_df | build_weather_df returns a dataframe with parsed weather... |
| catch_prob_diagnostic_plots | catch_prob_diagnostic_plots make catch prob model diagnostic... |
| connect_to_heroku_postgres | connect_to_heroku_postgres |
| convert_secret | convert_secret |
| create_throw_vectors | create_throw_vectors returns a data frame with throw vectors |
| divvy_credit | divvy_credit divvy credit between defenders |
| do_catch_prob_arrival_feat_eng | do_catch_prob_arrival_feat_eng build a data frame of catch... |
| do_catch_prob_throw_feat_eng | do_catch_prob_throw_feat_eng build a data frame of catch prob... |
| do_target_prob_feature_eng | do_target_prob_feat_eng build a data frame of target prob... |
| fit_catch_prob_xgb | fit_catch_prob_xgb fit the xgboost catch prob model |
| fit_logit_platt_scaler | fit_logit_platt_scaler fit the Platt scaler to calibrate the... |
| fit_logit_target_platt_scaler | fit_logit_target_platt_scaler fit the Platt scaler to... |
| fit_prior_target_prob | fit_prior_target_prob create an estimate of the likelihood a... |
| fit_target_prob_rf | fit_target_prob_rf fit the rf target prob model |
| fit_target_prob_xgb | fit_target_prob_xgb fit the xgb target prob model |
| generate_man_zone_class | full feature engineering and classification for man v zone... |
| get_constants | get_constants get project-wide constants |
| get_defense_locs_at_arrival | get_defense_locs_at_arrival returns a data from of the... |
| get_defense_locs_at_throw | get_defense_locs_at_throw returns a data from of the... |
| get_football_location_at_arrival | get_football_location_at_arrival returns a data frame of the... |
| get_football_locations | get_football_locations get a data frame of the location of... |
| get_heights | get_heights returns a data frame of player heights |
| get_max_throw_velo | get_max_throw_velo returns a data frame of maximum throw... |
| get_pi_and_sack | get_pi_and_sack returns a data frame of pass interferences... |
| get_play_outcomes | get_play_outcomes returns a data frame of play outcomes |
| get_targeted_receiver | get_targeted_receiver get a data frame of the targeted... |
| get_target_location_at_arrival | get_target_location_at_arrival returns a data frame of the... |
| get_target_location_at_throw | get_target_location_at_throw returns a data frame of the... |
| get_throw_dists | get_throw_dists returns a data frame of throw distances on... |
| get_weather | get_weather return the weather forecast in a given week |
| gt_theme_538 | gt_theme_538 the Fivethirtyeight GT theme Credit to Thomas... |
| heroku_postgres_inserts | heroku_postgres_inserts |
| load_encrypted | load_encrypted |
| load_key_and_nonce | load_key_and_nonce |
| load_player_summary_table | load_player_summary_table Function that builds the overall... |
| make_catch_prob_table | make_catch_prob_table makes the drops added table |
| make_tendency_table | make_tendency_table makes the deterrence table |
| read_from_data | read_from_data load data from csv file |
| read_individual_week | read_individual_week load a single week of PBP data |
| read_non_week_files | read_non_week_files read all of the non-PBP data |
| read_pff | read_pff load PFF grades |
| recalc_prob | recalc_prob recalculate the catch probabilities after... |
| run_catch_prob_tuning_pipeline | run_catch_prob_tuning_pipeline runs the catch prob tuning... |
| run_catch_prob_tuning_pipelines | run_catch_prob_tuning_pipeline runs the catch prob tuning... |
| run_target_prob_tuning_pipeline | run_target_prob_tuning_pipeline pipeline for target prob... |
| save_encrypted | save_encrypted |
| standardize_position_coordinates | standardize_position_coordinates Takes raw position data and... |
| stepwise_catch_prob_predict | stepwise_catch_prob_predict Make calibrated predictions from... |
| stepwise_target_prob_predict | stepwise_target_prob_predict Make calibrated predictions from... |
| stepwise_target_prob_predict_xgb | stepwise_target_prob_predict Make calibrated predictions from... |
| target_prob_diagnostic_plots | target_prob_diagnostic_plots same diagnostic plots for target... |
| tune_catch_prob_xgb | tune_catch_prob_xgb tune the xgboost catch prob model |
| tune_target_prob_rf | tune_target_prob_rf tune the rf target prob model |
| tune_target_prob_xgb | tune_target_prob_xgb tune the XGB target probability model... |
