starting worker pid=37150 on localhost:11968 at 12:56:16.609 starting worker pid=37250 on localhost:11968 at 12:56:29.706 starting worker pid=37395 on localhost:11606 at 13:01:53.609 starting worker pid=37495 on localhost:11606 at 13:02:06.932 starting worker pid=37951 on localhost:11029 at 13:04:47.210 starting worker pid=38090 on localhost:11029 at 13:05:01.238 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -1.58516643524827 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 23.3603070355029 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.137324167975176 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0589999999997417 seconds). 2023-09-29 13:32:09 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -1.58500255834176, 23.3446504697438 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.0288029393576734, 8.75809275724921 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All 1 | Overal Risk: 37.6938552673264 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 4.40700000000015 seconds. 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 4.44900000000007 seconds. 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.0288029393576734 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 8.75809275724921 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 196) ... 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -1.08500255834176 Max: 22.9149974416582, count: 25. 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:32:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.08500255834176) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.08500255834176), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.0850025583417562) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.0850025583417562), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.914997441658244) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.914997441658244), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.91499744165824), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.91499744165824), Wall clock time: 0.10799999999972 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.91499744165824), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.91499744165824) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.91499744165824), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.9149974416582), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.9149974416582), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.9149974416582), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.9149974416582), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with 19.9149974416582 in 0.5 radius. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.9149974416582), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 21.9149974416582), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.9149974416582) ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.9149974416582), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.778999999999996 seconds). 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:32:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.355999999999767 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.37900000000036 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 196) 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.189291647563585 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00800000000026557 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf3. Located at index 3. 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf3 will be replaced by cf3_pow2. 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 6.09299999999985 seconds. 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.189291647563585 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.121000000000095 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.189291647563585 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -4.07315505209547 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 24.7426492266682 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.140169663199327 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.01299999999992 seconds). 2023-09-29 13:32:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -4.07247406548328, 24.7418664542135 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.000279258256633697, 1.57494900965689 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All 1 | Overal Risk: 29.9719476547592 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 8.06399999999985 seconds. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 8.09900000000016 seconds. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.000279258256633697 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.57494900965689 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 490) ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 490) 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.40864976214405 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.01299999999992 seconds). 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00999999999976353 seconds). 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf6. Located at index 6. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf6 will be replaced by cf6_pow2. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 7.35941118386681, recommended min value: 49. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 8.62800000000016 seconds. 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.40864976214405 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0149999999998727 seconds). 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.40864976214405 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.01299999999992 seconds). 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -2.27473298880316 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 22.5287376718006 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.177196921705155 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:32:24 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -2.26992360207516, 22.5210901469866 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.0150459443158844, 0.325602034733182 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 29.5982705187204 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.911999999999807 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: m_xgboost_internal_All 1 | Overal risk: 7.71994103474014e-07 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 0.557999999999993 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.53099999999995 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.0150459443158844 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.325602034733182 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 196) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -1.76992360207516 Max: 22.2300763979248, count: 25. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.76992360207516) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.76992360207516), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.76992360207516) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.76992360207516), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.23007639792484), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.23007639792484), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.23007639792484), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.23007639792484), Wall clock time: 0.11200000000008 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.23007639792484), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.23007639792484), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.23007639792484), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.23007639792484), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.23007639792484), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.23007639792484) ... 2023-09-29 13:32:26 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.23007639792484), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.2300763979248), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.2300763979248), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.2300763979248), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.2300763979248), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.2300763979248), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.2300763979248), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.2300763979248), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.2300763979248), Wall clock time: 0.112999999999829 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.2300763979248), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.2300763979248), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.2300763979248), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with 21.2300763979248 in 0.5 radius. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.2300763979248) ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.2300763979248), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.865999999999985 seconds). 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.416000000000167 seconds). 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.4399999999996 seconds). 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 196) 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:32:27 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.287599046883584 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0139999999996689 seconds). 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 3.30500000000029 seconds. 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS CausalGPS:::check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS CausalGPS:::check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00799999999981083 seconds). 2023-09-29 13:32:28 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -10.2476078549239, 24.1533183502339 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 2.17961419394156, 390.503108919226 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 39.3147139770828 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.733000000000175 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.898999999999887 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 100) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -9.74760785492387 Max: 23.2523921450761, count: 34. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -9.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -9.74760785492387), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -8.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -8.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -7.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -7.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -6.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -6.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -5.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -5.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -4.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -4.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -3.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with -3.74760785492387 in 0.5 radius. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -2.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -2.74760785492387), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.74760785492387) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.74760785492387), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.747607854923871) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.747607854923871), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.252392145076129) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.252392145076129), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.25239214507613), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.25239214507613), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.25239214507613), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.25239214507613), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.25239214507613), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.25239214507613), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.25239214507613), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.25239214507613), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.25239214507613) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.25239214507613), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.2523921450761) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.2523921450761), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.2523921450761) ... 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.2523921450761), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:29 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.2523921450761), Wall clock time: 0.157999999999902 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.2523921450761), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.2523921450761), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.2523921450761), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.2523921450761), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.2523921450761), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.2523921450761), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.2523921450761), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.2523921450761), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with 21.2523921450761 in 0.5 radius. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with 22.2523921450761 in 0.5 radius. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 23.2523921450761) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS FUN WARN: There is no data to match with 23.2523921450761 in 0.5 radius. 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.26800000000003 seconds). 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.235999999999876 seconds). 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.258000000000266 seconds). 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 100) 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 1000) ... 2023-09-29 13:32:30 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 1000) 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -0.495686172640694 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 21.5009918437541 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.180368817179437 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0119999999997162 seconds). 2023-09-29 13:32:31 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -0.485435922979698, 21.4959046165934 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.0656452148235635, 0.488263627670401 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All 1 | Overal Risk: 35.553457314627 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 3.94500000000016 seconds. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: SL.xgboost_All 1 | Overal risk: 5.81597976091317e-05 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 3.48000000000002 seconds. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 7.51099999999997 seconds. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.0656452148235635 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.488263627670401 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 98) ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 98) 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.14245177962763 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00700000000006185 seconds). 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 7.82600000000002 seconds. 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -0.495686172640694 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 21.5009918437541 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.180368817179437 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0160000000000764 seconds). 2023-09-29 13:32:39 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -0.485435922979698, 21.4959046165934 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.0157719194278373, 0.296958042637475 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All, SL.earth_All, SL.gam_All 0, 0.0160649686382727, 0.983935031361727 | Overal Risk: 8.03031966578475 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 4.8420000000001 seconds. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: SL.xgboost_All, SL.earth_All, SL.gam_All 0, 0.494471326062494, 0.505528673937506 | Overal risk: 2.38185124916203 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 4.79299999999967 seconds. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 9.69799999999987 seconds. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.0157719194278373 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.296958042637475 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 98) ... 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 98) 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.0635860809712143 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00500000000010914 seconds). 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 10.1120000000001 seconds. 2023-09-29 13:32:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): TRUE, (iteration: 1 / 1) 2023-09-29 13:32:53 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -9.14393562574254, 21.5934694013594 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.554256030058272, 415.768260556639 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 35.5969298845667 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.623999999999796 seconds. 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.710000000000036 seconds. 2023-09-29 13:32:54 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -9.14393562574254, 21.5934694013594 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.554256030058272, 415.768260556639 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 33.3132801208073 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.661000000000058 seconds. 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.834000000000287 seconds. 2023-09-29 13:32:55 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -9.25333798909724, 28.8640518307243 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 3.53572305287984e-06, 2.16863312476544 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 34.5592501674081 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.21199999999999 seconds. 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.26099999999997 seconds. 2023-09-29 13:32:56 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 5, min_child_weight: 1. 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -9.25333798909724, 28.8640518307243 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 2.60597691922099e-05, 0.383842806846824 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 32.319353608914 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.42199999999957 seconds. 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.46900000000005 seconds. 2023-09-29 13:32:58 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 3, min_child_weight: 1. 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -6.59020103698258, 27.6927275174378 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00101197494797867, 0.329406264957123 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 29.5255890578912 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.11200000000008 seconds. 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: m_xgboost_internal_All 1 | Overal risk: 3.6253422398654 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 0.906999999999698 seconds. 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 2.08200000000033 seconds. 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 5, min_child_weight: 1. 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -4.80221004704958 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 23.8786809814931 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.150465485524499 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:33:00 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:12 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -4.79739717381833, 23.8775050609557 2023-09-29 13:33:12 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00311240379468208, 0.584172751492381 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All 1 | Overal Risk: 41.0210877287534 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 6.21199999999999 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: SL.xgboost_All 1 | Overal risk: 0.0463669055210653 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 6.13700000000017 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 12.5149999999999 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00311240379468208 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.584172751492381 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 392) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -4.29739717381833 Max: 23.7026028261817, count: 29. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -4.29739717381833) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -4.29739717381833), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -3.29739717381833) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -3.29739717381833), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -2.29739717381833) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -2.29739717381833), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.29739717381833) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.29739717381833), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.297397173818326) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.297397173818326), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.702602826181674) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.702602826181674), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.70260282618167), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.70260282618167), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.70260282618167), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.70260282618167), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.70260282618167), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.70260282618167) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.70260282618167), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7026028261817) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7026028261817) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7026028261817) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7026028261817) ... 2023-09-29 13:33:13 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7026028261817), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7026028261817), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7026028261817), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7026028261817), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 21.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.7026028261817), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 23.7026028261817) ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 23.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.25700000000006 seconds). 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.262000000000171 seconds). 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.284999999999854 seconds). 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 392) 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.176839055972827 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.012000000000171 seconds). 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00799999999981083 seconds). 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 29.6421112896137, recommended min value: 39.2. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 14.4110000000001 seconds. 2023-09-29 13:33:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) starting worker pid=40152 on localhost:11261 at 13:33:15.056 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS estimate_npmetric_erf INFO: The band width with the minimum risk value: 0.4. 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -4.80221004704958 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 23.8786809814931 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.150465485524499 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0180000000000291 seconds). 2023-09-29 13:33:17 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -4.79739717381833, 23.8775050609557 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.0030048213987705, 0.307963610809861 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All, SL.earth_All, SL.gam_All 0.000848135426807888, 0, 0.999151864573192 | Overal Risk: 9.57084272023736 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 7.90000000000009 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: SL.xgboost_All, SL.earth_All, SL.gam_All 0, 0, 1 | Overal risk: 3.33235988480283 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 7.13999999999987 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 15.1079999999997 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.0030048213987705 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.307963610809861 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 392) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -4.29739717381833 Max: 23.7026028261817, count: 29. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -4.29739717381833) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -4.29739717381833), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -3.29739717381833) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -3.29739717381833), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -2.29739717381833) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -2.29739717381833), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.29739717381833) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.29739717381833), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.297397173818326) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.297397173818326), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.702602826181674) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.702602826181674), Wall clock time: 0.121999999999844 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.70260282618167) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.70260282618167) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.70260282618167) ... 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.70260282618167), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:32 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.70260282618167), Wall clock time: 0.00499999999965439 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.70260282618167), Wall clock time: 0.00499999999965439 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.70260282618167) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.70260282618167), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7026028261817), Wall clock time: 0.00600000000031287 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7026028261817), Wall clock time: 0.00499999999965439 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7026028261817), Wall clock time: 0.00499999999965439 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7026028261817), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7026028261817), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7026028261817), Wall clock time: 0.144999999999982 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7026028261817), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7026028261817), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7026028261817), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.7026028261817) ... 2023-09-29 13:33:33 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.7026028261817) ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 21.7026028261817), Wall clock time: 0.00499999999965439 seconds. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.7026028261817) ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 23.7026028261817) ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 23.7026028261817), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.55200000000013 seconds). 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.451000000000022 seconds). 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.476999999999862 seconds). 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 392) 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.0778445846476731 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 17.5030000000002 seconds. 2023-09-29 13:33:34 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): TRUE, (iteration: 1 / 1) starting worker pid=40322 on localhost:11261 at 13:33:35.161 2023-09-29 13:33:37 5483c8ed59b5 32849 CausalGPS estimate_npmetric_erf INFO: The band width with the minimum risk value: 0.4. 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS estimate_pmetric_erf DEBUG: Giving equal weight for all samples. 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS estimate_semipmetric_erf DEBUG: Giving equal weight for all samples. 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -3.17517192511396 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 22.79495830403 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.168361310949805 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0150000000003274 seconds). 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:41 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -3.17509146925066, 22.79411830589 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00284013524540656, 0.675629890894811 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 27.9045874638125 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.43899999999985 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: m_xgboost_internal_All 1 | Overal risk: 0.00517348104431199 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 1.13700000000017 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 2.64000000000033 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00284013524540656 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.675629890894811 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 490) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -2.67509146925066 Max: 22.3249085307493, count: 26. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -2.67509146925066) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -2.67509146925066), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.67509146925066) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.67509146925066), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.675091469250656) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.675091469250656), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.324908530749344) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.324908530749344), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.32490853074934), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.32490853074934), Wall clock time: 0.114000000000033 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.32490853074934), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.32490853074934), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.32490853074934) ... 2023-09-29 13:33:44 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.32490853074934) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.32490853074934), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.3249085307493), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.3249085307493), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.3249085307493), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.3249085307493), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 21.3249085307493), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.3249085307493) ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.3249085307493), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.988000000000284 seconds). 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.25 seconds). 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.274000000000342 seconds). 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 490) 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.258048091037611 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0160000000000764 seconds). 2023-09-29 13:33:45 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00799999999981083 seconds). 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 26.1426863179163, recommended min value: 49. 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 4.36500000000024 seconds. 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 4% quantile for trim: 0.207666015921035 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 96% for trim: 20.5982368833387 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.158691055957486 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.012000000000171 seconds). 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:46 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00101528283367253, 6.74384458025444 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 20.1708268048142 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.32400000000007 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.37100000000009 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00101528283367253 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 6.74384458025444 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:33:47 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.105999999999767 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.588999999999942 seconds). 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.271999999999935 seconds). 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.293999999999869 seconds). 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.224179434843001 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0140000000001237 seconds). 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00800000000026557 seconds). 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 20.5023661048217, recommended min value: 46. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 2.59099999999989 seconds. 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:48 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 4% quantile for trim: 0.207666015921035 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 96% for trim: 20.5982368833387 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.158691055957486 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.012000000000171 seconds). 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:49 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00101528283367253, 6.74384458025444 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 21.2681323545753 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.38000000000011 seconds. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.42900000000009 seconds. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00101528283367253 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 6.74384458025444 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.375020906033869 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0149999999998727 seconds). 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 3.24085816396445, recommended min value: 46. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 1.62899999999991 seconds. 2023-09-29 13:33:50 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 4% quantile for trim: 0.207666015921035 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 96% for trim: 20.5982368833387 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.158691055957486 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0119999999997162 seconds). 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:51 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00101528283367253, 6.74384458025444 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 22.5261545902815 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.66300000000001 seconds. 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.73900000000003 seconds. 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00101528283367253 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 6.74384458025444 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:52 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.15099999999984 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:53 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.24400000000014 seconds). 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.226000000000113 seconds). 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.251999999999953 seconds). 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.224179434843001 2023-09-29 13:33:54 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0300000000002001 seconds). 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.164999999999964 seconds). 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf1 will be replaced by cf1_pow2. 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:55 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00105837344477495, 8.84738954002565 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 21.5956242398829 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.44500000000016 seconds. 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.50099999999975 seconds. 2023-09-29 13:33:56 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00105837344477495 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 8.84738954002565 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf1_pow2 was reset to cf1. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:57 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.878999999999905 seconds). 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.307999999999993 seconds). 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.332000000000335 seconds). 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.237156919031763 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0160000000000764 seconds). 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.0100000000002183 seconds). 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf1 will be replaced by cf1_pow3. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:33:58 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00101528283367253, 6.74384458025444 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 20.5169839666112 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.40800000000036 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.45100000000002 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00101528283367253 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 6.74384458025444 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf1_pow3 was reset to cf1. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:00 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.608000000000175 seconds). 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.214000000000397 seconds). 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.40099999999984 seconds). 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.224179434843001 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0159999999996217 seconds). 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf2 will be replaced by cf2_pow2. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:01 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00842066761312968, 7.00160101540833 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 22.7511926702889 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.33200000000033 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.3779999999997 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00842066761312968 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 7.00160101540833 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf2_pow2 was reset to cf2. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.659999999999854 seconds). 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:03 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.210000000000036 seconds). 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.23299999999972 seconds). 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.220977525690681 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0160000000000764 seconds). 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 4. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf4 will be replaced by cf4_pow2. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 20.5161021345085, recommended min value: 46. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 13.2730000000001 seconds. 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 4 / 4) 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 4% quantile for trim: 0.207666015921035 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 96% for trim: 20.5982368833387 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.200376265442201 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:04 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 9.68899183066205e-06, 1.19269276815244 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 25.2542555278307 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.885999999999967 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.927999999999884 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 9.68899183066205e-06 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.19269276815244 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:05 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.604000000000269 seconds). 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.0799999999999272 seconds). 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.102000000000317 seconds). 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.220899747333401 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.117000000000189 seconds). 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00499999999965439 seconds). 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf4 will be replaced by cf4_pow2. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:06 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.000304617986371484, 1.12756937320763 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 30.1993872018854 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.884000000000015 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.930000000000291 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.000304617986371484 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.12756937320763 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf4_pow2 was reset to cf4. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.114000000000033 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:07 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.721000000000004 seconds). 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.081000000000131 seconds). 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.215000000000146 seconds). 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.121933306973365 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.00900000000001455 seconds). 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00499999999965439 seconds). 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf4 will be replaced by cf4_pow3. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:08 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 9.68899183066205e-06, 1.19269276815244 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 24.5650196988406 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.880000000000109 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.925000000000182 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 9.68899183066205e-06 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.19269276815244 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf4_pow3 was reset to cf4. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:09 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.105999999999767 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.588999999999942 seconds). 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.203999999999724 seconds). 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.226999999999862 seconds). 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.220899747333401 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0089999999995598 seconds). 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00399999999990541 seconds). 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf2 will be replaced by cf2_pow2. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:10 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.000341664963197659, 1.06189904905095 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 27.5608963992916 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.878000000000156 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 0.922999999999774 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.000341664963197659 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.06189904905095 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf2_pow2 was reset to cf2. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:11 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.621000000000095 seconds). 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.282999999999902 seconds). 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.30600000000004 seconds). 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.228376991988564 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0100000000002183 seconds). 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:12 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00599999999985812 seconds). 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf2 will be replaced by cf2_pow3. 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:13 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 9.68899183066205e-06, 1.19269276815244 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 25.4112888375766 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.974999999999909 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.01800000000003 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 9.68899183066205e-06 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.19269276815244 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf2_pow3 was reset to cf2. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.148999999999887 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:14 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.242999999999938 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00599999999985812 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.30300000000034 seconds). 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.246000000000095 seconds). 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.273999999999887 seconds). 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.220899747333401 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.011000000000422 seconds). 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00600000000031287 seconds). 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf1 will be replaced by cf1_pow2. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:15 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:16 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:16 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00119884077500995, 1.25448897966009 2023-09-29 13:34:16 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 28.1335266624286 2023-09-29 13:34:16 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.953999999999724 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.00300000000016 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00119884077500995 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.25448897966009 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf1_pow2 was reset to cf1. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00200000000040745 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:17 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.784000000000106 seconds). 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.378000000000156 seconds). 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.415999999999713 seconds). 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.107690681312993 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.012000000000171 seconds). 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00700000000006185 seconds). 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: In the next iteration (if any) feature cf1 will be replaced by cf1_pow3. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Finished conducting covariate transform. 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:18 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: 0.212290662221324, 20.5916980795248 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 9.68899183066205e-06, 1.19269276815244 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 25.3114499633179 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 0.955999999999676 seconds. 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.01199999999972 seconds. 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 9.68899183066205e-06 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 1.19269276815244 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Transformed column cf1_pow3 was reset to cf1. 2023-09-29 13:34:19 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 460) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: 0.712290662221324 Max: 19.7122906622213, count: 20. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.712290662221324) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.712290662221324), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.71229066222132), Wall clock time: 0.000999999999748979 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.71229066222132) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.71229066222132), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.7122906622213), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.7122906622213), Wall clock time: 0.00100000000020373 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.7122906622213), Wall clock time: 0.00199999999995271 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.7122906622213) ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.7122906622213), Wall clock time: 0.0500000000001819 seconds. 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 0.796000000000276 seconds). 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:20 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.226999999999862 seconds). 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.257000000000062 seconds). 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 460) 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.220899747333401 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0100000000002183 seconds). 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.00500000000010914 seconds). 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: ------------ Started conducting covariate transform ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf4. Located at index 3. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf2. Located at index 2. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Feature with the worst covariate balance: cf1. Located at index 1. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop INFO: All possible combination of transformers has been tried. Retrying ... . 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 22.7748385392029, recommended min value: 46. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 16.9109999999996 seconds. 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 7 / 7) 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 1% quantile for trim: -3.17517192511396 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS preprocess_data DEBUG: 99% for trim: 22.79495830403 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.168361310949805 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.012000000000171 seconds). 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started to estimate gps ... 2023-09-29 13:34:21 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 6, min_child_weight: 1. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -3.17509146925066, 22.79411830589 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00284013524540656, 0.675629890894811 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 28.1080516458914 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.39499999999998 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting residuals: m_xgboost_internal_All 1 | Overal risk: 0.00517313801005564 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate residuals: 1.25300000000016 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 2.70500000000038 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 0% quantile for trim: 0.00284013524540656 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 100% for trim: 0.675629890894811 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished estimating gps. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Started compiling pseudo population ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Starting compiling pseudo population (original data size: 490) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Defaultbin seq is used. Min: -2.67509146925066 Max: 22.3249085307493, count: 26. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started generating matched set ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -2.67509146925066) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -2.67509146925066), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -1.67509146925066) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -1.67509146925066), Wall clock time: 0.00299999999970169 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = -0.675091469250656) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = -0.675091469250656), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 0.324908530749344) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 0.324908530749344), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 1.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 1.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 2.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 2.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 3.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 3.32490853074934), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 4.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 4.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 5.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 5.32490853074934), Wall clock time: 0.00599999999985812 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 6.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 6.32490853074934), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 7.32490853074934) ... 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 7.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:24 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 8.32490853074934) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 8.32490853074934), Wall clock time: 0.125 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 9.32490853074934) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 9.32490853074934), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 10.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 10.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 11.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 11.3249085307493), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 12.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 12.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 13.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 13.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 14.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 14.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 15.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 15.3249085307493), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 16.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 16.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 17.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 17.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 18.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 18.3249085307493), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 19.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 19.3249085307493), Wall clock time: 0.00399999999990541 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 20.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 20.3249085307493), Wall clock time: 0.121999999999844 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 21.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 21.3249085307493), Wall clock time: 0.00500000000010914 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Started matching on single w value (w = 22.3249085307493) ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS FUN DEBUG: Finished matching on single w value (w = 22.3249085307493), Wall clock time: 0.00400000000036016 seconds. 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished generating matched set (Wall clock time: 1.23999999999978 seconds). 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on compiling ... 2023-09-29 13:34:25 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Started working on merging the frequency table ... 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished binding the frequency table (Wall clock time: 0.284000000000106 seconds). 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS create_matching DEBUG: Finished compiling (vectorized) (Wall clock time: 0.485000000000127 seconds). 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS compile_pseudo_pop INFO: Finished compiling pseudo population (Pseudo population data size: 490) 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Finished compiling pseudo population. 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS check_covar_balance DEBUG: Started checking covariate balance ... 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: mean absolute correlation: 0.258048091037611 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS post_process_abs DEBUG: Finished checking covariate balance (Wall clock time: 0.0140000000001237 seconds). 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Started checking Kolmogorov-Smirnov (KS) statistics ... 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS check_kolmogorov_smirnov DEBUG: Finished KS (Wall clock time: 0.0109999999999673 seconds). 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop WARN: Effective sample size is less than recommended.Current: 26.1426863179163, recommended min value: 49. 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Wall clock time to run generate_pseudo_pop: 4.77300000000014 seconds. 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS generate_pseudo_pop DEBUG: Covariate balance condition has been met (TRUE/FALSE): FALSE, (iteration: 1 / 1) 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS log_system_info INFO: System name: Linux, OS type: unix, machine architecture: x86_64, user: rstudio, R version 4.2.3 (2023-03-15), detected cores: 8 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 20, eta: 0.3, max_depth: 4, min_child_weight: 1. 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 20, eta: 0.3, max_depth: 4, min_child_weight: 1. 2023-09-29 13:34:26 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_ranger: num.trees: 55, write.forest: TRUE, replace: TRUE, verbose: FALSE, family: Gaussian. 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -7.6539241417645, 25.691699934404 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 0.00253767269603885, 0.0965022682515482 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: SL.xgboost_All, SL.earth_All, SL.gam_All, SL.ranger_All 0, 0, 0.844734799185699, 0.155265200814301 | Overal Risk: 5.84653013435412 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 6.59400000000005 seconds. 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 6.63599999999997 seconds. 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS matching_fn DEBUG: Started matching on single w value (w = 10) ... 2023-09-29 13:34:33 5483c8ed59b5 32849 CausalGPS matching_fn DEBUG: Finished matching on single w value (w = 10), Wall clock time: 0.00300000000015643 seconds. 2023-09-29 13:34:35 5483c8ed59b5 32849 CausalGPS smooth_erf DEBUG: Giving equal weight for all samples. 2023-09-29 13:34:47 5483c8ed59b5 32849 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 4, min_child_weight: 1. 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of treatment: -12.5490913420629, 29.4615124308086 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Min Max of gps: 4.95234130889587e-05, 0.421318727974416 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 35.3427511097454 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.11600000000044 seconds. 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.16499999999996 seconds. 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 5% quantile for trim: 0.0400263136641833 2023-09-29 13:34:48 5483c8ed59b5 32849 CausalGPS trim_gps DEBUG: 80% for trim: 0.413924872688417 starting worker pid=64936 on localhost:11082 at 16:11:18.710 2023-09-29 16:11:31.472268 CRANWIN3 171020 CausalGPS smooth_erf DEBUG: Giving equal weight for all samples. 2023-09-29 16:11:45.257844 CRANWIN3 171020 CausalGPS gen_wrap_sl_lib DEBUG: Hyperparameters for m_xgboost: ntrees: 100, eta: 0.3, max_depth: 4, min_child_weight: 1. 2023-09-29 16:11:46.68751 CRANWIN3 171020 CausalGPS estimate_gps DEBUG: Min Max of treatment: -12.5490913420629, 29.4615124308086 2023-09-29 16:11:46.691438 CRANWIN3 171020 CausalGPS estimate_gps DEBUG: Min Max of gps: 4.95234130889587e-05, 0.421318727974416 2023-09-29 16:11:46.694892 CRANWIN3 171020 CausalGPS estimate_gps DEBUG: Weights for the select libraries in predicting e_gps: m_xgboost_internal_All 1 | Overal Risk: 35.3427511097454 2023-09-29 16:11:46.697956 CRANWIN3 171020 CausalGPS estimate_gps DEBUG: Wall clock time to estimate e_gps: 1.43000000000001 seconds. 2023-09-29 16:11:46.701465 CRANWIN3 171020 CausalGPS estimate_gps DEBUG: Wall clock time to run estimate_gps function: 1.44000000000001 seconds. 2023-09-29 16:11:46.705422 CRANWIN3 171020 CausalGPS trim_gps DEBUG: 5% quantile for trim: 0.0400263136641833 2023-09-29 16:11:46.708047 CRANWIN3 171020 CausalGPS trim_gps DEBUG: 80% for trim: 0.413924872688417