From d1d016b2ed431b2bbe65130fb03e487fad7c096c Mon Sep 17 00:00:00 2001 From: dan Date: Fri, 12 Dec 2025 20:19:59 +0300 Subject: [PATCH] init files --- .gitignore | 3 + dataset/ds.csv | 118190 +++++++++++++++++++ dataset/fullinfo.md | 53 + dataset/shortinfo.md | 4 + preanalysis/01_load_and_clean.ipynb | 2383 + preanalysis/02_univariate_bivariate.ipynb | 1508 + preanalysis/03_time_and_lags.ipynb | 1296 + preanalysis/04_clients_segmentation.ipynb | 1987 + preanalysis/05_exploratory_models.ipynb | 449 + preanalysis/eda_report.ipynb | 55 + preanalysis/eda_report.md | 41 + preanalysis/eda_utils.py | 154 + preanalysis/task.md | 368 + 13 files changed, 126491 insertions(+) create mode 100644 .gitignore create mode 100644 dataset/ds.csv create mode 100644 dataset/fullinfo.md create mode 100644 dataset/shortinfo.md create mode 100644 preanalysis/01_load_and_clean.ipynb create mode 100644 preanalysis/02_univariate_bivariate.ipynb create mode 100644 preanalysis/03_time_and_lags.ipynb create mode 100644 preanalysis/04_clients_segmentation.ipynb create mode 100644 preanalysis/05_exploratory_models.ipynb create mode 100644 preanalysis/eda_report.ipynb create mode 100644 preanalysis/eda_report.md create mode 100644 preanalysis/eda_utils.py create mode 100644 preanalysis/task.md diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..82cf965 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +.idea +.venv +__pycache__ diff --git a/dataset/ds.csv b/dataset/ds.csv new file mode 100644 index 0000000..94e1b2e --- /dev/null +++ b/dataset/ds.csv @@ -0,0 +1,118190 @@ 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+6312,2025-09-04,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,2,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,42,IOS +3017,2025-09-24,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,6,0,0,0,0,0,0,0,M,39,iOS +7072,2025-05-29,0.0,1.0,2.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,63,Android +7825,2025-05-06,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,7.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,45,iOS +2302,2025-05-11,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,3,0,0,0,0,0,0,0,F,66,IOS +2379,2025-10-09,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,34,Android +6993,2025-04-09,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,47,Android +788,2025-03-06,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0,0,2,0,0,0,0,0,0,0,M,41,Android 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+6253,2025-05-31,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,1,0,0,8.0,1.0,0.0,0.0,8.0,0.0,10.0,0.0,0,0,0,0,0,0,0,0,0,1,F,29,iOS +3878,2025-06-11,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,F,33,Android +1150,2025-09-19,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,46,iOS +7531,2025-04-28,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,F,48,iOS +5816,2025-03-28,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,4.0,1.0,0,0,0,0,0,0,0,0,0,0,M,42,Android +4759,2025-10-28,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,Android +2534,2025-06-25,0.0,0.0,1.0,1.0,0.0,0.0,2.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,42,Android +6055,2025-10-20,0.0,0.0,0.0,0.0,2.0,3.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,M,49,Android 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+6968,2025-08-31,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,32,iOS +4653,2025-08-18,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0,0,0,0,0,1,0,0,0,1,F,31,iOS +6030,2025-07-19,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,1,0,0,0,M,41,Android +7263,2025-04-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,46,Android +2914,2025-07-29,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,1,0,0,0,M,39,IOS +1542,2025-08-02,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,39,iOS +4746,2025-06-05,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,F,55,Android +823,2025-02-09,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,55,Android 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+7987,2025-05-18,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,F,66,Android +234,2025-08-28,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,44,iOS +4907,2025-07-09,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,41,IOS +971,2025-04-19,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,47,Android +2179,2025-07-23,0.0,0.0,0.0,0.0,1.0,0.0,2.0,3.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,47,Android +4659,2025-08-28,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,2.0,0.0,2.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,36,iOS +2241,2025-02-22,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,2.0,0.0,2,0,0,0,0,0,0,0,0,0,F,37,IOS +5304,2025-08-30,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,34,iOS 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+4028,2025-05-16,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,2,0,2,0,0,0,0,0,0,0,F,35,Android +3294,2025-05-11,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,1,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,F,48,iOS +2571,2025-08-16,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,49,Android +7446,2025-08-16,0.0,0.0,0.0,0.0,3.0,4.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,52,IOS +8334,2025-10-31,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,37,iOS +7012,2025-10-09,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,43,Android +3312,2025-08-03,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,IOS +6575,2025-04-20,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,39,IOS +1688,2025-06-17,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,28,IOS +3301,2025-07-30,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,2,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1,0,0,0,0,0,F,56,Android +7662,2025-03-11,0.0,0.0,3.0,1.0,0.0,0.0,1.0,0.0,1,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,64,Android +8131,2025-05-09,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,47,Android +2740,2025-08-04,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,43,iOS +2116,2025-03-25,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,2,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,0.0,0,0,0,0,0,0,0,0,0,0,F,53,Android +7972,2025-05-14,0.0,0.0,0.0,0.0,2.0,3.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,25,Android +1077,2025-10-07,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,6.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,41,iOS 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+5373,2025-09-29,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,27,Android +8016,2025-06-05,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,M,40,Android +6630,2025-08-20,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,52,Android +4555,2025-10-26,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,F,37,Android +991,2025-10-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,1,0,0,0,0,0,0,0,0,M,44,Android +7010,2025-09-19,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,64,iOS +574,2025-04-10,0.0,0.0,3.0,0.0,3.0,1.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,Android +921,2025-08-04,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,M,39,Android 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+6938,2025-08-22,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,4.0,0.0,3.0,0.0,4.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,F,39,Android +6022,2025-05-26,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,iOS +805,2025-10-16,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,41,Android +4662,2025-10-16,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,iPadOS +6154,2025-02-12,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,47,iOS +3940,2025-07-31,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,2,0,0,0,0,0,0,0,F,45,iPadOS +2668,2025-10-17,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,2,1,1,0,0,0,0,0,0,0,F,33,iOS +5574,2025-07-24,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0,0,1,0,0,0,0,0,0,0,M,41,Android 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+263,2025-05-05,0.0,0.0,3.0,0.0,3.0,1.0,0.0,0.0,1,0,0,0,1.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,46,Android +7692,2025-04-22,0.0,0.0,3.0,2.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,51,Android +7779,2025-07-12,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,30,Android +2144,2025-10-31,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,2,1,0,0,1.0,0.0,0.0,0.0,1.0,0.0,4.0,0.0,0,0,0,0,0,0,0,0,0,0,M,37,iOS +501,2025-03-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,48,IOS +3712,2025-07-09,0.0,0.0,0.0,0.0,5.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,62,Android +5002,2025-09-16,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,5,0,0,0,0,0,0,0,0,0,M,39,iOS +6116,2025-06-01,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,45,IOS +2781,2025-09-28,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,45,iOS +7556,2025-02-15,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,47,Android +8246,2025-02-28,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0,0,0,0,0,0,F,34,iOS +7801,2025-10-15,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,25,iOS +2161,2025-09-26,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,40,Android +4093,2025-09-19,0.0,0.0,0.0,0.0,2.0,1.0,1.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,IOS +3915,2025-05-15,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,40,IOS +2291,2025-04-02,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,33,Android 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+750,2025-05-09,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,41,iOS +2403,2025-02-02,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,1,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0,0,0,0,0,0,0,0,0,0,M,25,IOS +4431,2025-06-19,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,27,Android +1765,2025-09-12,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,44,IOS +3660,2025-10-15,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,42,IOS +7090,2025-05-16,1.0,2.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,1,0,3,0,0,0,0,0,0,0,M,25,iOS +7342,2025-04-02,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,37,iOS +4755,2025-10-31,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,3.0,0.0,0.0,0.0,4.0,0.0,1,1,0,0,0,0,0,0,0,0,F,45,Android 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+5474,2025-04-19,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,60,iOS +3955,2025-07-05,1.0,1.0,0.0,0.0,0.0,0.0,0.0,3.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,59,iOS +482,2025-03-28,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,1,0,5.0,0.0,0.0,0.0,3.0,0.0,5.0,0.0,0,0,0,0,0,0,0,0,0,0,M,40,IOS +4632,2025-06-09,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,3.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,36,Android +616,2025-05-31,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,M,36,iPadOS +4635,2025-08-28,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,2,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,Android +6153,2025-10-11,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,38,iOS +1551,2025-02-05,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,3.0,0.0,0.0,0.0,0.0,0.0,7.0,1.0,0,0,1,0,0,0,0,1,0,0,M,44,Android 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+4467,2025-04-30,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +3319,2025-07-11,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,12.0,4.0,3.0,0.0,0.0,0.0,2.0,0.0,0,0,1,0,1,0,0,0,0,0,F,36,Android +715,2025-06-07,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,2,0,2,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,0,1,0,0,0,0,0,0,0,M,34,Android +7746,2025-06-04,0.0,0.0,2.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,66,Android +4075,2025-05-02,0.0,0.0,3.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,52,IOS +7317,2025-10-24,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,56,Android +1827,2025-04-10,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,10,0,0,0,0,0,0,0,0,0,M,36,iOS +4568,2025-07-05,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,2.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,F,49,Android 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+6396,2025-08-30,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,53,iOS +2355,2025-08-02,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,36,iOS +2382,2025-05-17,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,49,iOS +575,2025-06-29,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,1.0,1.0,0.0,0,0,1,0,0,0,1,0,0,0,M,60,Android +3704,2025-08-08,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,1,0,1,0,0,0,0,F,28,iOS +5450,2025-03-09,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,64,Android +2913,2025-05-21,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,2.0,0.0,3,0,1,0,0,0,0,0,0,0,M,59,Android +8302,2025-08-04,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,F,61,iOS 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+7011,2025-08-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,56,Android +3768,2025-03-25,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,40,IOS +5776,2025-08-21,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,57,iOS +7693,2025-06-14,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,22,IOS +7158,2025-02-22,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,56,Android +6352,2025-03-05,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,44,iOS +2633,2025-07-21,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,37,iOS +4838,2025-07-16,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0.0,1,1,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,Android 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+7702,2025-08-27,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,1,0,0,0,F,49,iOS +1325,2025-05-31,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,1,0,0,0,0,0,M,36,iOS +1762,2025-09-24,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,F,51,iOS +4620,2025-09-12,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,6.0,0.0,0,0,1,1,0,0,0,0,0,0,M,43,Android +5395,2025-04-07,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8,0,0,0,0,0,0,0,0,0,F,54,iOS +2159,2025-10-30,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,Android +517,2025-09-08,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,F,39,Android +5751,2025-07-18,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,Android 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+7052,2025-08-03,1.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,55,Android +7068,2025-06-30,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,F,32,IOS +2633,2025-08-03,3.0,2.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,37,iOS +3872,2025-08-22,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,59,IOS +3782,2025-06-17,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,1,0,0,0,M,72,Android +3316,2025-03-27,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,0,0,0,1,0,0,0,0,0,F,63,Android +5947,2025-09-25,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,2,1,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,27,iOS +2847,2025-05-29,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,41,iOS 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+8007,2025-07-30,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,1,1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,34,IOS +4223,2025-08-04,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,43,Android +1582,2025-04-03,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,7.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,35,iOS +4076,2025-06-18,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,39,Android +3607,2025-07-28,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,0,0.0,0.0,0.0,0.0,3.0,0.0,2.0,0.0,0,0,9,0,0,0,1,0,0,0,F,42,iOS +249,2025-06-27,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1,1,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,40,iOS +1193,2025-04-25,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,1.0,0.0,0.0,2.0,0.0,4.0,0.0,1,0,0,0,1,0,0,0,0,0,F,39,iOS +1641,2025-02-07,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,33,iOS 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+580,2025-07-23,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,67,Android +7783,2025-04-10,0.0,0.0,4.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,49,Android +509,2025-02-22,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,32,iOS +2856,2025-05-29,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,33,iOS +1530,2025-08-29,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,29,iOS +5908,2025-09-19,1.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,1,1,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,0,0,0,0,0,1,0,0,0,M,22,iOS +4453,2025-08-30,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,10,0,0,0,0,0,0,0,0,0,M,45,iOS +2678,2025-04-02,0.0,0.0,0.0,0.0,4.0,1.0,0.0,0.0,1,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,51,iOS 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+5540,2025-08-23,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,30,IOS +2357,2025-08-02,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,57,Android +413,2025-03-19,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,48,iOS +2735,2025-05-22,0.0,0.0,3.0,2.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,4.0,0.0,2,0,0,0,0,0,0,0,0,0,M,53,Android +3123,2025-05-06,0.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,38,Android +5393,2025-04-11,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,12.0,0.0,24,0,0,0,0,0,0,0,0,0,M,26,iOS +6849,2025-03-21,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,48,iOS +543,2025-07-27,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,3.0,0.0,1.0,0.0,0.0,0.0,1,0,3,0,0,0,1,0,0,0,F,50,Android 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+53,2025-03-30,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1,1,0,0,1.0,0.0,0.0,0.0,4.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,1,0,M,54,Android +1202,2025-10-10,1.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,31,iOS +3225,2025-08-18,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,33,IOS +4397,2025-06-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,2,0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,M,40,Android +4331,2025-10-13,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,61,IOS +4843,2025-09-06,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,36,Android +4843,2025-02-19,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,1,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,36,Android +3313,2025-07-24,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,4,2,0,0,0,0,0,0,M,60,Android 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+4789,2025-03-30,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,1.0,0.0,0.0,7.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,IOS +3720,2025-09-16,0.0,0.0,0.0,0.0,0.0,0.0,3.0,1.0,4,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,5,0,0,0,0,0,0,0,0,0,M,29,iOS +858,2025-08-02,2.0,1.0,2.0,2.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,4.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,45,Android +7409,2025-04-02,0.0,0.0,0.0,0.0,2.0,1.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,38,iOS +6019,2025-03-02,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,3.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,41,Android +5748,2025-06-15,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,49,Android +1449,2025-09-11,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,37,IOS +5869,2025-08-20,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,29,iOS 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+5899,2025-04-07,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,IOS +3642,2025-04-22,0.0,0.0,3.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,Android +4435,2025-06-14,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8,0,0,0,0,0,0,0,0,0,M,28,iOS +3567,2025-06-07,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1,1,1,1,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,32,IOS +1627,2025-03-05,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,60,Android +4561,2025-10-12,1.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,26,IOS +4561,2025-09-27,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,26,IOS +1916,2025-02-17,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,M,44,Android 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+7253,2025-02-15,0.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,F,38,Android +7621,2025-07-02,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,3,0,0,0,0,0,0,0,M,44,iOS +6,2025-08-10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,47,Android +7724,2025-10-06,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,29,Android +1956,2025-06-05,0.0,0.0,3.0,1.0,3.0,0.0,3.0,0.0,1,1,1,1,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,47,Android +1271,2025-10-07,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,39,Android +4128,2025-07-27,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,3.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,57,iOS +2407,2025-07-23,2.0,1.0,0.0,2.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,5,0,0,0,0,0,0,0,M,53,Android 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+2992,2025-07-19,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,31,iOS +6568,2025-10-19,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,8,1,0,0,0,0,1,0,0,0,M,32,iOS +522,2025-06-05,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,5.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,2,0,1,0,0,0,0,0,0,0,M,35,Android +5327,2025-04-01,0.0,0.0,0.0,0.0,0.0,0.0,3.0,2.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,32,Android +579,2025-08-03,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,1,0,0,0,0,0,0,F,38,Android +8121,2025-09-01,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,43,IOS +4229,2025-09-02,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,1.0,0.0,2.0,0.0,4.0,0.0,0,0,0,0,0,0,1,0,0,0,M,32,IOS +5231,2025-06-18,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,44,IOS +1924,2025-10-17,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,IOS +7730,2025-06-06,0.0,0.0,3.0,0.0,1.0,0.0,3.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,71,Android +2637,2025-10-01,1.0,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0,0,0,0,5.0,0.0,0.0,0.0,5.0,0.0,10.0,0.0,1,0,2,0,0,0,0,0,0,0,M,32,iOS +7463,2025-09-01,0.0,0.0,0.0,0.0,3.0,1.0,2.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,11,0,0,0,0,0,0,0,0,0,M,44,iOS +4863,2025-07-16,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,57,Android +7730,2025-10-18,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,71,Android +1004,2025-05-15,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,3,0,3,0,0,0,0,0,0,0,M,41,iOS +2380,2025-09-08,0.0,0.0,1.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,1,1,0,0,0,0,0,0,M,62,Android 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+2897,2025-04-22,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,46,IOS +6789,2025-09-05,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,39,iOS +2173,2025-06-07,0.0,0.0,3.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,33,iOS +450,2025-09-18,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,4.0,0.0,0,0,1,1,0,0,0,0,0,0,M,36,iOS +1808,2025-02-21,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,3,0,0,0,0,0,0,0,F,37,iOS +6704,2025-04-01,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,48,Android +5327,2025-04-07,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,6,0,0,0,0,0,0,0,0,0,M,32,Android +3183,2025-03-07,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,27,iOS +1,2025-05-21,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,58,Android +5787,2025-09-11,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,40,Android +2669,2025-09-20,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,42,Android +2929,2025-09-12,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,51,IOS +7856,2025-10-06,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,66,iOS +4303,2025-06-08,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,3,0,3,0,0,0,1,0,0,0,M,38,Android +8069,2025-07-19,1.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,3,0,0,0,2,0,0,0,M,24,IOS +817,2025-03-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,40,iOS 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+5008,2025-06-06,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,2,0,0,0,0,0,0,0,M,30,IOS +4158,2025-06-26,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,58,Android +3009,2025-09-20,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,2,1,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,1,0,0,0,0,0,0,0,0,M,50,iPadOS +5925,2025-05-17,0.0,0.0,3.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,F,59,iOS +7536,2025-10-04,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,1,0,0,0,0,0,0,0,M,28,iOS +4673,2025-03-05,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,50,Android +7585,2025-10-10,0.0,0.0,2.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,11,0,0,0,0,0,0,0,0,0,F,51,iOS +2062,2025-09-24,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,1,0,0,0,0,0,0,0,F,40,Android 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+1450,2025-05-03,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,46,iOS +618,2025-03-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,14.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1,0,0,0,0,0,M,40,iOS +1527,2025-06-06,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,3,1,3,1,0.0,0.0,6.0,0.0,1.0,0.0,6.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,Android +3030,2025-08-25,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,37,IOS +330,2025-07-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,37,Android +7867,2025-04-02,2.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,3,0,0,0,0,0,0,0,0,0,M,50,Android +5549,2025-08-29,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,56,iOS +2936,2025-11-02,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,25,iOS 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+4502,2025-04-27,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,46,iOS +3880,2025-05-18,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,5,0,0,0,0,0,0,0,0,0,M,38,Android +1619,2025-02-24,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,2.0,0.0,3.0,1.0,1,0,0,0,0,0,0,0,0,0,M,41,Android +5679,2025-09-18,0.0,0.0,2.0,0.0,1.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,5,0,0,0,0,0,0,0,M,36,IOS +2754,2025-07-24,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,45,iOS +7059,2025-05-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,Android +6579,2025-05-23,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,43,iOS +1176,2025-07-29,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,49,Android 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+1866,2025-03-30,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1,0,0,0,0,0,0,0,0,0,F,42,Android +2827,2025-05-16,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +3105,2025-10-20,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,59,iOS +2037,2025-03-05,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,Android +3718,2025-05-30,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,30,iOS +1517,2025-05-06,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,36,Android +4278,2025-05-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,1,1.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,35,Android +714,2025-05-07,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,0,0,M,37,iOS 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+4675,2025-05-07,0.0,0.0,0.0,0.0,4.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,62,Android +3085,2025-03-25,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,61,Android +5484,2025-04-13,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,1.0,2.0,0.0,2,0,0,0,0,0,1,0,0,0,M,54,Android +7184,2025-05-19,1.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,42,IOS +4675,2025-07-11,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,0,0,0,0,0,1,0,0,0,M,62,Android +6073,2025-10-31,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,1,1,0,0,0,0,0,0,M,69,Android +1581,2025-07-29,0.0,0.0,1.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,33,Android +7463,2025-05-03,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,iOS 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+3106,2025-04-28,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,38,iOS +5403,2025-05-05,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,8,0,0,0,0,0,0,0,0,0,M,42,iOS +2464,2025-05-07,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,F,45,iOS +8172,2025-05-02,0.0,0.0,3.0,0.0,3.0,1.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11,1,0,0,0,0,0,0,0,0,M,40,Android +2992,2025-07-24,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,31,iOS +6570,2025-07-19,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,19,iOS +4345,2025-10-24,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,1,0,0,0,0,0,0,0,0,M,27,IOS +7101,2025-06-26,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,49,Android 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+8226,2025-10-10,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,12.0,0.0,6,0,0,0,0,0,0,0,0,0,M,44,iOS +2725,2025-05-03,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,4,1,0,0,0,0,0,0,0,0,M,38,iOS +2058,2025-03-03,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,35,IOS +3824,2025-10-03,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,2.0,0.0,0.0,0.0,2.0,0.0,4,1,0,0,0,0,0,0,0,1,F,37,Android +7898,2025-05-29,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,3,0,1,0,0,0,0,0,0,0,F,47,IOS +2544,2025-10-01,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,3,0,1,0,0,0,0,0,0,0,F,59,IOS +4458,2025-04-02,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,35,iOS +3041,2025-07-21,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,79,Android 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+2929,2025-07-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,3,0,0,0,0,0,0,0,M,51,IOS +7589,2025-07-03,0.0,0.0,2.0,3.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,F,33,IOS +1554,2025-07-06,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,61,Android +7740,2025-07-03,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,38,Android +7271,2025-04-02,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,38,iOS +7450,2025-05-07,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,1,0,0,0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,40,iOS +6541,2025-05-12,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,44,IOS +5661,2025-07-25,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,34,Android 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+1620,2025-05-10,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,53,Android +4739,2025-08-05,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,2,0,1,0,0,0,0,0,0,0,M,36,Android +8069,2025-09-26,1.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1,1,0,0,0,0,1,0,0,0,M,24,IOS +3953,2025-05-05,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,F,34,Android +817,2025-03-09,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,iOS +4309,2025-08-23,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,29,IOS +3450,2025-07-05,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,42,iOS +4590,2025-03-28,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,5.0,2.0,0.0,0.0,2.0,0.0,1.0,0.0,2,1,0,0,0,0,0,0,0,0,F,27,Android 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+4243,2025-02-25,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,33,iOS +1554,2025-05-10,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,2,1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,61,Android +679,2025-07-18,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,39,iOS +3417,2025-06-05,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,3.0,0.0,0.0,0.0,2.0,0.0,12.0,0.0,0,0,4,1,0,0,0,0,0,0,F,27,iOS +6484,2025-10-17,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,38,Android +1802,2025-10-13,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,1,1,0,0,0,0,0,0,M,60,Android +3928,2025-03-09,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,2,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,IOS +2561,2025-06-06,0.0,0.0,0.0,0.0,2.0,1.0,0.0,1.0,1,0,1,0,2.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,57,iOS +8177,2025-05-18,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,32,iOS +4459,2025-04-23,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,34,iOS +1470,2025-09-12,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,2,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +8200,2025-09-27,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,29,IOS +4038,2025-08-29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,1,0,2.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,27,Android +7302,2025-07-24,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,0.0,1,0,1,0,0,0,0,0,0,0,F,65,iOS +2557,2025-05-15,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,23,IOS +4365,2025-05-27,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,1,2.0,0.0,2.0,0.0,3.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,30,iOS +6839,2025-06-26,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,F,30,Android +8329,2025-09-13,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,3.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,3,0,0,0,0,0,0,0,M,48,iOS +4953,2025-05-16,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,48,Android +6362,2025-07-11,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,1,0,0,0,M,46,Android +5678,2025-02-17,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,M,27,IOS +494,2025-03-28,0.0,0.0,0.0,0.0,3.0,1.0,1.0,0.0,1,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,3,0,0,0,0,0,1,0,0,0,M,37,Android +494,2025-06-05,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,5,0,0,0,0,0,0,0,M,37,Android +3719,2025-04-04,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,F,49,Android 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+1229,2025-08-09,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,55,IOS +1595,2025-08-29,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,36,IOS +6912,2025-06-06,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,3.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,2,0,2,0,0,0,0,0,0,0,F,21,IOS +7558,2025-06-20,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,1,0,0,0,M,38,iOS +164,2025-04-01,0.0,0.0,3.0,2.0,3.0,0.0,1.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,F,39,Android +1051,2025-04-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,38,iOS +7483,2025-02-24,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,46,iOS +5424,2025-04-13,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,2,0,0,0,0,0,0,0,0,0,M,42,Android 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+6080,2025-11-01,0.0,0.0,1.0,0.0,1.0,1.0,1.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,53,Android +4332,2025-05-29,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,40,IOS +175,2025-08-21,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,1,0,0,0,M,42,iOS +6290,2025-05-03,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,0.0,0.0,2.0,0.0,2.0,0.0,4.0,0.0,3,0,1,0,0,0,0,1,0,0,M,41,Android +6130,2025-02-10,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,54,Android +6619,2025-09-24,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,40,iOS +5943,2025-05-01,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,2,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,1,1,0,0,0,0,0,0,0,F,53,Android +3979,2025-05-16,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,2,0,0,0,0,0,0,0,F,74,Android 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+3999,2025-03-20,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,IOS +8041,2025-09-02,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,46,iOS +7766,2025-04-06,0.0,0.0,3.0,2.0,0.0,0.0,0.0,0.0,2,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,53,Android +1947,2025-10-02,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,1.0,2.0,0.0,0.0,0.0,0.0,0.0,3,1,0,0,0,0,0,0,0,0,M,41,Android +5100,2025-05-02,0.0,0.0,3.0,2.0,3.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,51,Android +5486,2025-08-21,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,iOS +5173,2025-08-02,2.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,52,Android +4070,2025-10-01,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,59,Android 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+7628,2025-04-05,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,57,Android +2167,2025-07-05,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,30,Android +3596,2025-05-02,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,F,27,IOS +5597,2025-10-18,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,6.0,0.0,1,0,1,0,0,0,0,0,0,0,M,39,iOS +3286,2025-04-02,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,54,iOS +7003,2025-07-30,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,25,iOS +7003,2025-02-22,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,25,iOS +223,2025-06-18,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,45,iOS 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+1912,2025-05-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,7.0,0.0,0.0,0.0,9.0,0.0,0,0,1,0,0,0,0,0,0,0,F,43,Android +6165,2025-03-06,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,44,Android +6292,2025-10-24,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,1,0,0,0,0,F,58,Android +130,2025-10-10,1.0,0.0,0.0,0.0,4.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,Android +7602,2025-02-25,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,56,Android +5608,2025-04-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,54,iOS +3451,2025-07-23,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,3,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +3382,2025-08-17,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,77,iOS 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+6004,2025-08-22,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,6.0,0.0,1,0,0,0,0,0,0,0,0,0,F,29,iOS +5774,2025-05-05,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,52,iOS +4921,2025-04-22,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,3.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,58,iOS +1337,2025-04-30,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,41,iOS +7943,2025-05-09,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,59,Android +1664,2025-05-08,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,M,55,IOS +992,2025-10-17,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,F,51,Android +1414,2025-09-06,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,36,iOS 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+5192,2025-09-19,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0,0,1,0,0,0,0,0,0,0,F,30,IOS +6248,2025-02-25,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,3.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,29,iOS +859,2025-06-20,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1,0,0,0,0,0,F,70,Android +5929,2025-02-12,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,F,57,iOS +624,2025-06-20,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,60,iOS +3593,2025-06-29,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0,0,3,0,0,0,0,0,0,0,M,36,Android +6703,2025-10-15,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,56,Android +1990,2025-02-19,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,36,Android 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+1908,2025-02-21,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,38,iOS +3891,2025-05-19,0.0,0.0,2.0,2.0,3.0,3.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,M,57,Android +572,2025-05-10,0.0,0.0,0.0,0.0,2.0,3.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,43,IOS +6581,2025-09-03,0.0,0.0,2.0,2.0,1.0,0.0,0.0,0.0,2,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,0,1,M,28,Android +8046,2025-09-19,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,0,0,F,23,iOS +2038,2025-03-25,0.0,0.0,1.0,1.0,3.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,52,Android +7547,2025-08-08,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,F,41,Android +6176,2025-06-05,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5,0,1,0,0,0,0,0,0,0,M,38,iOS 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+7176,2025-07-15,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,45,Android +5016,2025-06-26,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,2,1,1.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,49,Android +3777,2025-09-09,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,35,iOS +3905,2025-06-07,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,4.0,0.0,1.0,0.0,2,0,2,0,0,0,0,0,0,0,M,37,iOS +6895,2025-07-22,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,30,IOS +376,2025-06-05,2.0,1.0,2.0,0.0,3.0,0.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,42,iOS +5969,2025-04-20,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,26,IOS +3638,2025-05-27,1.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,4.0,0.0,2.0,0.0,1,0,0,0,0,0,0,0,0,0,M,41,Android 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+5718,2025-09-02,0.0,0.0,2.0,2.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,16,Android +7292,2025-08-03,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,3,0,0,0,0,0,0,1,0,0,M,21,IOS +6117,2025-09-18,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,50,Android +2946,2025-07-27,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,2,0,2,1,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,35,iOS +2987,2025-09-10,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,32,iOS +6620,2025-02-24,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,43,Android +6138,2025-10-18,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,F,29,iOS +6485,2025-09-20,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,33,iOS 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+6936,2025-05-24,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,51,IOS +6165,2025-04-07,0.0,0.0,3.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,44,Android +6292,2025-10-18,0.0,1.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2,0,0,0,0,1,0,0,0,0,F,58,Android +6165,2025-07-12,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,4.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,44,Android +6512,2025-03-20,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,1,0,0,0,0,0,0,0,0,0,M,49,Android +1497,2025-05-05,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,2,0,2,0,0,0,0,0,0,0,M,34,IOS +6936,2025-04-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,51,IOS +4996,2025-04-18,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,27,iOS 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+6148,2025-04-17,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,0,0,0,0,0,0,0,0,0,M,45,Android +619,2025-07-26,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,2,1,2.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,45,iOS +3851,2025-04-30,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,2.0,0.0,4.0,0.0,0.0,0.0,1,0,2,0,0,0,0,0,0,0,M,34,Android +1351,2025-07-19,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,3,0,0,0,0,0,0,0,M,41,Android +3970,2025-05-16,1.0,0.0,3.0,2.0,0.0,0.0,1.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,43,iOS +7773,2025-10-20,0.0,0.0,0.0,0.0,2.0,2.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,1,0,0,0,0,0,0,0,0,F,51,Android +2405,2025-07-17,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,M,26,Android +7367,2025-07-27,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,53,Android 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+6700,2025-05-29,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,41,Android +1368,2025-07-04,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,3,0,0,0,0,0,0,0,M,34,iOS +2000,2025-04-01,0.0,0.0,3.0,1.0,3.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,33,IOS +7456,2025-07-03,0.0,0.0,0.0,1.0,0.0,1.0,2.0,1.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,62,Android +7444,2025-03-31,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,M,34,Android +7444,2025-03-29,1.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,34,Android +143,2025-09-05,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,42,IOS +3232,2025-10-09,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,28,iOS 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+5611,2025-04-02,1.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,33,IOS +5458,2025-09-06,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,43,Android +7765,2025-02-11,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,46,Android +6625,2025-07-16,0.0,0.0,1.0,2.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,37,Android +1468,2025-02-04,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,2,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,Android +5320,2025-08-30,1.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,38,Android +704,2025-07-04,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,10.0,1.0,1.0,0.0,0.0,0.0,2.0,0.0,0,0,3,1,1,0,0,0,0,0,F,56,Android +3408,2025-08-21,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,1,0,0,0,0,0,0,F,34,IOS +5481,2025-02-21,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,42,iOS +7345,2025-03-05,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,1,0,0,1,0,0,0,0,F,31,iOS +3526,2025-07-27,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,0,0,2,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,48,Android +2804,2025-06-17,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,28,IOS +4219,2025-04-07,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,1.0,0.0,0.0,0.0,3.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,0,0,F,51,Android +4219,2025-02-14,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0.0,0.0,3.0,1.0,2.0,0.0,5.0,0.0,0,0,2,0,0,0,0,0,0,0,F,51,Android +3068,2025-09-01,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,0,0,1,0,0,0,1,0,0,0,F,37,iOS +4123,2025-08-07,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,IOS +5212,2025-04-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,36,iOS +8294,2025-10-12,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,60,iPadOS +7784,2025-05-15,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,7,0,0,0,0,0,0,0,0,0,M,49,iOS +7275,2025-08-10,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,32,iOS +3132,2025-09-07,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,2.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,41,Android +6857,2025-10-26,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,6,0,3,0,0,0,0,0,0,0,M,26,iOS +2313,2025-10-28,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,39,Android +2329,2025-08-28,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,Android 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+5175,2025-06-08,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1,0,1,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,50,Android +605,2025-07-14,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,46,Android +8047,2025-08-20,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,F,35,Android +4393,2025-02-28,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,2,0,0,0,0,0,0,0,0,0,M,56,Android +1731,2025-02-03,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,47,Android +7402,2025-06-03,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,2.0,0.0,0,0,1,0,0,0,0,0,0,0,M,62,Android +4704,2025-07-07,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,56,Android +7713,2025-10-27,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,2,1,0,0,0,0,0,0,0,0,F,54,Android 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+4436,2025-05-02,0.0,0.0,2.0,1.0,0.0,0.0,2.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,38,iOS +4716,2025-04-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,6.0,0.0,0.0,0.0,11,1,0,0,0,0,0,0,0,0,M,32,iOS +1733,2025-07-11,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,Android +1733,2025-08-30,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,2,0,0,0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,Android +1886,2025-08-18,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,2,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +4716,2025-09-02,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,3.0,0.0,1.0,0.0,0.0,0.0,0,0,2,1,0,0,0,0,0,2,M,32,iOS +5203,2025-06-27,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,35,Android +8164,2025-04-11,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,1,0,0,F,45,Android 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+964,2025-08-24,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,39,IOS +3341,2025-09-02,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0,0,2,1,0,0,0,0,0,0,F,51,IOS +7148,2025-08-22,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,Android +2993,2025-07-03,0.0,0.0,2.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,1.0,0.0,3.0,0.0,0,0,1,0,0,0,1,0,0,0,F,33,iOS +7148,2025-02-17,1.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,2.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,2,0,0,M,41,Android +4049,2025-10-07,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,34,Android +6398,2025-11-04,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,2,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,5,1,1,0,0,0,0,0,0,0,M,62,Android +3938,2025-09-19,1.0,0.0,0.0,1.0,2.0,1.0,0.0,0.0,0,0,1,0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,36,IOS 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+6186,2025-05-11,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,23,IOS +5194,2025-09-28,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,53,iOS +4682,2025-02-21,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,52,Android +6186,2025-07-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,F,23,IOS +6760,2025-05-13,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,46,iOS +324,2025-04-25,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,F,54,Android +1502,2025-05-05,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,47,iOS +2343,2025-04-02,1.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,34,Android 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+1173,2025-04-24,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,1,0,0,0,0,0,0,M,52,Android +8207,2025-04-27,0.0,0.0,0.0,0.0,0.0,0.0,3.0,2.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,65,Android +2825,2025-02-05,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,3.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,38,IOS +5608,2025-05-02,0.0,0.0,3.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,F,54,iOS +157,2025-09-11,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,7,0,0,0,0,0,0,0,M,46,Android +1145,2025-06-04,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,37,iOS +6232,2025-09-20,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,1,0,0,0,0,0,0,0,0,M,46,IOS +4975,2025-07-23,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,33,IOS +4339,2025-10-03,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,56,Android +4201,2025-07-23,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,48,Android +4201,2025-07-08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,2.0,0.0,0.0,6.0,0.0,0.0,0.0,2,0,0,0,0,1,0,0,0,0,M,48,Android +2916,2025-07-06,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,43,Android +3341,2025-06-06,0.0,0.0,0.0,0.0,2.0,1.0,1.0,1.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,F,51,IOS +7148,2025-03-29,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,41,Android +6151,2025-10-30,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,25,IOS +284,2025-07-17,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,1,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,48,Android 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+3829,2025-10-14,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,2.0,0.0,3.0,0.0,1,0,2,0,0,0,0,0,0,0,M,38,iOS +2567,2025-08-06,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,56,iOS +4682,2025-07-03,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,52,Android +3783,2025-04-14,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,51,Android +1514,2025-10-19,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,2,0,2,0,0,0,0,0,0,0,M,36,iOS +5873,2025-06-04,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,28,Android +5214,2025-05-31,0.0,0.0,2.0,1.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,1,0,0,0,0,0,0,0,M,64,Android +3499,2025-09-21,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,39,Android 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+5732,2025-09-27,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,F,37,IOS +6555,2025-09-21,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,1,0,0,0,0,0,0,0,0,F,52,Android +765,2025-09-27,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,9,0,0,0,0,0,0,0,0,0,M,37,iOS +4104,2025-08-27,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,1,0,0.0,0.0,2.0,0.0,2.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,Android +7519,2025-09-08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1,0,0,0,0,0,0,0,0,0,F,59,IOS +1977,2025-10-06,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,1,0,0,0,0.0,0.0,2.0,0.0,1.0,0.0,2.0,0.0,5,1,0,0,0,0,0,0,0,0,M,49,Android +3331,2025-10-12,0.0,0.0,0.0,0.0,4.0,2.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,8,0,2,0,0,0,0,0,0,0,M,47,iOS +1502,2025-05-11,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,47,iOS 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+6673,2025-09-29,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,61,Android +5370,2025-08-19,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,40,iOS +6673,2025-07-24,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,61,Android +7376,2025-04-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,44,Android +986,2025-04-27,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0,0,2,0,0,0,0,0,0,0,M,36,iOS +2887,2025-05-14,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,49,Android +3523,2025-04-29,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,iOS +2654,2025-08-31,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,2.0,0.0,1.0,0.0,0.0,0.0,0,0,2,0,0,0,0,0,0,0,M,30,Android 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+4100,2025-07-12,1.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0,0,1,0,0,0,0,0,0,0,M,22,Android +7549,2025-07-05,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,52,Android +8250,2025-10-12,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,1,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,29,iOS +7549,2025-09-20,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,1,0,0,0,0,1,0,0,0,M,52,Android +3303,2025-08-01,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,43,Android +6333,2025-09-30,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,36,iOS +6766,2025-03-08,1.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,2,1,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,53,Android +6333,2025-05-18,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,36,iOS 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+3845,2025-05-21,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,35,IOS +1561,2025-07-03,1.0,0.0,2.0,1.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,34,iOS +2227,2025-10-05,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,34,Android +27,2025-03-06,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0,0,0,0,0,0,0,0,0,0,M,42,Android +5937,2025-11-03,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,3.0,0.0,1.0,0.0,0.0,0.0,4.0,0.0,3,0,0,0,0,0,0,0,0,0,F,61,Android +3350,2025-10-15,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,2,1,0,0,0,0,0,0,0,0,M,45,iOS +6778,2025-05-20,0.0,0.0,1.0,2.0,0.0,0.0,0.0,0.0,0,0,0,0,5.0,0.0,6.0,0.0,0.0,0.0,0.0,0.0,5,0,5,0,0,0,0,0,0,0,M,38,iOS +5669,2025-05-10,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,3,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,52,Android 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+4844,2025-09-09,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,46,Android +5763,2025-08-02,2.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,M,51,Android +491,2025-10-19,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,2,1,0,0,0,0,0,0,0,M,36,Android +2607,2025-08-19,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,30,Android +2002,2025-05-03,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,45,IOS +5505,2025-07-26,0.0,0.0,2.0,2.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,47,Android +821,2025-05-15,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,3.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,M,37,Android +587,2025-07-02,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,3.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,41,Android 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+4290,2025-05-21,1.0,0.0,5.0,3.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,2,0,0,0,0,0,0,0,F,46,Android +37,2025-06-26,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,Android +3282,2025-05-19,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,1,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,iOS +5249,2025-07-21,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,39,iOS +2946,2025-08-19,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,2,1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,35,iOS +3715,2025-08-03,5.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1,0,2,0,0,0,1,0,0,0,M,61,Android +7665,2025-04-21,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,2,0,1,0,0,0,0,0,0,0,F,48,iOS +4139,2025-04-02,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,21.0,0.0,0,0,0,0,0,0,0,0,2,0,F,33,IOS +2135,2025-09-25,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,35,iOS +3027,2025-10-13,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,M,48,IOS +3688,2025-08-03,1.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,F,33,Android +5296,2025-04-02,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,40,Android +597,2025-09-15,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,47,Android +7769,2025-05-24,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,1,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,4,0,0,0,1,0,0,1,M,41,Android +3392,2025-07-14,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,M,37,iOS +5572,2025-07-08,0.0,0.0,2.0,1.0,0.0,0.0,2.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,39,Android 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+4120,2025-02-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,49,Android +6958,2025-05-16,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,47,Android +6522,2025-04-07,0.0,0.0,0.0,0.0,3.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,6.0,0.0,1,0,0,0,0,0,1,0,0,0,M,42,Android +3602,2025-08-29,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,49,Android +6871,2025-10-04,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,1,0,0,0,0,1,0,0,0,M,56,Android +7807,2025-09-22,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,4.0,0.0,1,0,0,0,0,0,0,0,0,0,F,35,Android +7853,2025-05-03,0.0,0.0,3.0,1.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,6,0,0,0,0,0,0,0,0,0,F,32,iPadOS +1119,2025-06-01,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,1,0,0,0,0,0,0,0,F,37,iOS +962,2025-04-13,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,45,Android +5791,2025-09-18,1.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,38,iOS +1834,2025-08-14,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,51,IOS +4873,2025-06-13,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,3,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,36,Android +7093,2025-07-16,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,M,42,Android +7157,2025-05-16,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,48,Android +4873,2025-09-09,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,1,0,0,0,0,0,0,0,0,M,36,Android +6864,2025-02-18,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,F,59,Android 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+4426,2025-08-04,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,38,IOS +5701,2025-09-14,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,20,iOS +415,2025-03-01,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,49,Android +491,2025-02-15,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,4.0,0.0,2.0,0.0,2.0,0.0,0,0,2,0,0,0,0,0,0,0,M,36,Android +7644,2025-06-30,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,38,Android +1651,2025-04-22,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,4,0,0,0,0,0,0,0,0,0,M,37,iOS +1726,2025-08-21,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,38,IOS +8139,2025-05-10,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,63,Android 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+3818,2025-08-31,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,2,1,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,F,30,iOS +2488,2025-07-24,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,1,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,0,0,0,0,0,0,0,0,M,41,Android +5641,2025-08-12,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,iOS +4089,2025-03-07,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,6.0,0.0,2.0,0.0,0,0,0,0,0,0,0,0,0,0,M,33,Android +4250,2025-02-21,0.0,0.0,0.0,0.0,4.0,2.0,1.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,41,IOS +6735,2025-05-26,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,1,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,32,Android +2034,2025-03-25,1.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,44,Android +1651,2025-05-09,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,37,iOS 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+2467,2025-08-03,5.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,42,Android +3531,2025-02-08,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,2,1,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0,0,7,0,0,0,0,0,0,0,F,61,Android +2467,2025-06-30,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,1.0,0.0,0.0,2.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,42,Android +883,2025-06-26,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,1,2.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,50,IOS +681,2025-08-20,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,1,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,F,61,IOS +6762,2025-04-18,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,41,iOS +5255,2025-05-06,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,4.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,39,Android +3748,2025-03-24,0.0,0.0,0.0,0.0,3.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,54,Android 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+4027,2025-04-26,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,1,1,0,0,0,0,0,0,F,52,Android +3306,2025-05-03,0.0,0.0,3.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,0.0,3.0,0.0,8,0,3,0,0,0,0,0,0,0,F,45,IOS +2137,2025-07-06,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0,0,1,0,0,0,0,0,0,0,M,40,iOS +5217,2025-07-01,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,2,0,0,0,0,F,36,iOS +395,2025-10-12,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,F,59,Android +4440,2025-10-12,0.0,0.0,0.0,0.0,2.0,2.0,0.0,0.0,1,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,48,iOS +8288,2025-10-05,0.0,0.0,2.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,28,iOS +6821,2025-05-25,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1,0,0,0,0,0,0,0,0,0,M,26,Android 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+685,2025-03-04,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,32,IOS +930,2025-05-11,0.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,2.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,M,74,Android +930,2025-02-09,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,74,Android +6920,2025-06-30,0.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1,0,0,0,0,0,0,0,M,39,Android +6613,2025-10-29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1,0,0,0,0,0,0,0,0,0,F,32,iOS +776,2025-05-08,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,3,0,0,0,0,0,0,0,0,0,F,61,iOS +7,2025-03-07,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0,6.0,0.0,0,0,0,0,0,0,0,0,0,0,M,42,iOS +633,2025-09-13,0.0,0.0,0.0,0.0,2.0,1.0,0.0,0.0,0,0,0,0,0.0,0.0,1.0,0.0,3.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,M,46,iOS 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+781,2025-06-04,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2,0,0,0,0,0,0,0,0,0,M,33,iPadOS +685,2025-05-10,0.0,0.0,0.0,0.0,1.0,2.0,0.0,0.0,0,0,0,0,2.0,0.0,0.0,0.0,5.0,1.0,0.0,0.0,3,0,1,0,0,0,1,0,0,0,M,32,IOS diff --git a/dataset/fullinfo.md b/dataset/fullinfo.md new file mode 100644 index 0000000..62cb203 --- /dev/null +++ b/dataset/fullinfo.md @@ -0,0 +1,53 @@ +Коммуникации в Городе +Город в Т-Банке — это группа сервисов, которые помогают пользователям решать +ежедневные задачи: купить билеты в кино, заказать продукты, путешествовать. +В банке есть множество видов коммуникаций с клиентами. Первое разделение — +на внутренние и внешние. Внешние демонстрируются за пределами банка: например, +реклама в интернете, на телевидении и т. п. Внутренние — в приложении банка: +например, пуши, баннеры и т. д. Причем внутренние делятся еще на активные +и пассивные каналы. К активным каналам относятся пуши, СМС, имейлы, чаты; +к пассивным — баннеры, сторис и фулскрины. +В текущем датасете вам дано число коммуникаций в разбивке на активные и пассивные +и то, как клиенты реагировали на них: открыли, совершили покупку или просто получили. +Учтите, что клиент мог сделать заказ не только день в день коммуникации, но и позже. +Это в большей степени касается тяжелых сервисов, например путешествий. +Описание переменных +id уникальный идентификатор клиента +business_dt Дата +active_imp_ent Показы активных коммуникаций (Развлечения) +active_click_ent Касания активных коммуникаций (Развлечения) +active_imp_super Показы активных коммуникаций (Супермаркеты) +active_click_super Касания активных коммуникаций (Супермаркеты) +active_imp_transport Показы активных коммуникаций (Транспорт) +active_click_transport Касания активных коммуникаций (Транспорт) +active_imp_shopping Показы активных коммуникаций (Шопинг) +active_click_shopping Касания активных коммуникаций (Шопинг) +active_imp_hotel Показы активных коммуникаций (Отели) +active_click_hotel Касания активных коммуникаций (Отели) +active_imp_avia Показы активных коммуникаций (Авиабилеты) +active_click_avia Касания активных коммуникаций (Авиабилеты) +passive_imp_ent Показы пассивных коммуникаций (Развлечения) +passive_click_ent Касания пассивных коммуникаций (Развлечения) +passive_imp_super Показы пассивных коммуникаций (Супермаркеты) +passive_click_super Касания пассивных коммуникаций (Супермаркеты) +passive_imp_transport Показы пассивных коммуникаций (Транспорт) +passive_click_transport +Касания пассивных коммуникаций (Транспорт) +passive_imp_shopping Показы пассивных коммуникаций (Шопинг) +passive_click_ +shopping +Касания пассивных коммуникаций (Шопинг) +passive_imp_hotel Показы пассивных коммуникаций (Отели) +passive_click_hotel Касания пассивных коммуникаций (Отели) +passive_imp_avia Показы пассивных коммуникаций (Авиабилеты) +passive_click_avia Касания пассивных коммуникаций (Авиабилеты) +orders_amt_ent Число заказов (Развлечения) +orders_amt_super Число заказов (Супермаркеты) +orders_amt_transport Число заказов (Транспорт) +orders_amt_shopping Число заказов (Шопинг) +orders_amt_hotel Число заказов (Отели) +orders_amt_avia Число заказов (Авиабилеты) +gender_cd Пол (M/F) +age Возраст в годах +device_platform_cd Обратная связь клиента + diff --git a/dataset/shortinfo.md b/dataset/shortinfo.md new file mode 100644 index 0000000..24efc8c --- /dev/null +++ b/dataset/shortinfo.md @@ -0,0 +1,4 @@ +Т-Банк: коммуникации в городе + +Датасет содержит данные о коммуникациях с клиентами внутри экосистемы Город Т-Банка, включая активные и пассивные каналы и реакцию пользователей на них. Для каждого клиента по дням указано количество показов, кликов и совершенных заказов по разным категориям сервисов: развлечения, транспорт, шопинг, отели, супермаркеты и авиабилеты. Клиент мог совершить покупку как в день коммуникации, так и позже, что особенно важно для сложных сервисов вроде путешествий. Дополнительно доступны демографические признаки клиентов и информация об устройстве. + diff --git a/preanalysis/01_load_and_clean.ipynb b/preanalysis/01_load_and_clean.ipynb new file mode 100644 index 0000000..6cb29fe --- /dev/null +++ b/preanalysis/01_load_and_clean.ipynb @@ -0,0 +1,2383 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9329c5bc", + "metadata": {}, + "source": [ + "# 01. Загрузка, структура и первичная чистка\n", + "\n", + "Цели: понять схему данных, проверить пропуски/аномалии, стандартизировать категориальные признаки и подготовить базовые фичи (totals, CTR/CR, флаги)." + ] + }, + { + "cell_type": "code", + "id": "d95e51be", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:34.945440Z", + "start_time": "2025-12-05T18:56:34.939453Z" + } + }, + "source": [ + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from eda_utils import (\n", + " load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n", + " ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n", + " describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n", + ")\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.options.display.float_format = '{:,.3f}'.format\n", + "sns.set_theme(style=\"ticks\", palette=\"deep\")\n" + ], + "outputs": [], + "execution_count": 20 + }, + { + "cell_type": "code", + "id": "314922b8", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:35.382790Z", + "start_time": "2025-12-05T18:56:34.963314Z" + } + }, + "source": [ + "raw_df = pd.read_csv(DATA_PATH)\n", + "df = load_data()\n", + "print(f'Raw shape: {raw_df.shape}, clean shape: {df.shape}')" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Raw shape: (118189, 35), clean shape: (118189, 52)\n" + ] + } + ], + "execution_count": 21 + }, + { + "cell_type": "code", + "id": "c7980291", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:35.431410Z", + "start_time": "2025-12-05T18:56:35.400332Z" + } + }, + "source": [ + "import io\n", + "buf_raw, buf_clean = io.StringIO(), io.StringIO()\n", + "raw_df.info(buf=buf_raw)\n", + "df[raw_df.columns].info(buf=buf_clean)\n", + "print('Raw info:\\n', buf_raw.getvalue())\n", + "print('Clean info:\\n', buf_clean.getvalue())" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Raw info:\n", + " \n", + "RangeIndex: 118189 entries, 0 to 118188\n", + "Data columns (total 35 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 118189 non-null int64 \n", + " 1 business_dt 118189 non-null object \n", + " 2 active_imp_ent 118189 non-null float64\n", + " 3 active_click_ent 118189 non-null float64\n", + " 4 active_imp_super 118189 non-null float64\n", + " 5 active_click_super 118189 non-null float64\n", + " 6 active_imp_transport 118189 non-null float64\n", + " 7 active_click_transport 118189 non-null float64\n", + " 8 active_imp_shopping 118189 non-null float64\n", + " 9 active_click_shopping 118189 non-null float64\n", + " 10 active_imp_hotel 118189 non-null int64 \n", + " 11 active_click_hotel 118189 non-null int64 \n", + " 12 active_imp_avia 118189 non-null int64 \n", + " 13 active_click_avia 118189 non-null int64 \n", + " 14 passive_imp_ent 118189 non-null float64\n", + " 15 passive_click_ent 118189 non-null float64\n", + " 16 passive_imp_super 118189 non-null float64\n", + " 17 passive_click_super 118189 non-null float64\n", + " 18 passive_imp_transport 118189 non-null float64\n", + " 19 passive_click_transport 118189 non-null float64\n", + " 20 passive_imp_shopping 118189 non-null float64\n", + " 21 passive_click_shopping 118189 non-null float64\n", + " 22 passive_imp_hotel 118189 non-null int64 \n", + " 23 passive_click_hotel 118189 non-null int64 \n", + " 24 passive_imp_avia 118189 non-null int64 \n", + " 25 passive_click_avia 118189 non-null int64 \n", + " 26 orders_amt_ent 118189 non-null int64 \n", + " 27 orders_amt_super 118189 non-null int64 \n", + " 28 orders_amt_transport 118189 non-null int64 \n", + " 29 orders_amt_shopping 118189 non-null int64 \n", + " 30 orders_amt_hotel 118189 non-null int64 \n", + " 31 orders_amt_avia 118189 non-null int64 \n", + " 32 gender_cd 118189 non-null object \n", + " 33 age 118189 non-null int64 \n", + " 34 device_platform_cd 118189 non-null object \n", + "dtypes: float64(16), int64(16), object(3)\n", + "memory usage: 31.6+ MB\n", + "\n", + "Clean info:\n", + " \n", + "RangeIndex: 118189 entries, 0 to 118188\n", + "Data columns (total 35 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 118189 non-null int64 \n", + " 1 business_dt 118189 non-null datetime64[ns]\n", + " 2 active_imp_ent 118189 non-null float64 \n", + " 3 active_click_ent 118189 non-null float64 \n", + " 4 active_imp_super 118189 non-null float64 \n", + " 5 active_click_super 118189 non-null float64 \n", + " 6 active_imp_transport 118189 non-null float64 \n", + " 7 active_click_transport 118189 non-null float64 \n", + " 8 active_imp_shopping 118189 non-null float64 \n", + " 9 active_click_shopping 118189 non-null float64 \n", + " 10 active_imp_hotel 118189 non-null int64 \n", + " 11 active_click_hotel 118189 non-null int64 \n", + " 12 active_imp_avia 118189 non-null int64 \n", + " 13 active_click_avia 118189 non-null int64 \n", + " 14 passive_imp_ent 118189 non-null float64 \n", + " 15 passive_click_ent 118189 non-null float64 \n", + " 16 passive_imp_super 118189 non-null float64 \n", + " 17 passive_click_super 118189 non-null float64 \n", + " 18 passive_imp_transport 118189 non-null float64 \n", + " 19 passive_click_transport 118189 non-null float64 \n", + " 20 passive_imp_shopping 118189 non-null float64 \n", + " 21 passive_click_shopping 118189 non-null float64 \n", + " 22 passive_imp_hotel 118189 non-null int64 \n", + " 23 passive_click_hotel 118189 non-null int64 \n", + " 24 passive_imp_avia 118189 non-null int64 \n", + " 25 passive_click_avia 118189 non-null int64 \n", + " 26 orders_amt_ent 118189 non-null int64 \n", + " 27 orders_amt_super 118189 non-null int64 \n", + " 28 orders_amt_transport 118189 non-null int64 \n", + " 29 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countmeanstdmin25%50%75%max
active_imp_ent118,189.0000.3140.6140.0000.0000.0000.0009.000
active_imp_super118,189.0000.3800.8090.0000.0000.0000.00011.000
active_imp_transport118,189.0000.5740.9440.0000.0000.0001.00024.000
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active_imp_hotel118,189.0000.1410.4830.0000.0000.0000.0007.000
active_imp_avia118,189.0000.1930.5230.0000.0000.0000.0006.000
passive_imp_ent118,189.0000.5521.2560.0000.0000.0001.00042.000
passive_imp_super118,189.0000.2800.8590.0000.0000.0000.00026.000
passive_imp_transport118,189.0000.7941.4720.0000.0000.0001.00043.000
passive_imp_shopping118,189.0000.6891.7680.0000.0000.0001.00083.000
passive_imp_hotel118,189.0000.9871.8110.0000.0000.0001.00044.000
passive_imp_avia118,189.0000.7021.4000.0000.0000.0001.00052.000
active_click_ent118,189.0000.2400.4830.0000.0000.0000.0006.000
active_click_super118,189.0000.2760.5420.0000.0000.0000.0009.000
active_click_transport118,189.0000.4430.6450.0000.0000.0001.00011.000
active_click_shopping118,189.0000.1990.4500.0000.0000.0000.0005.000
active_click_hotel118,189.0000.0350.1850.0000.0000.0000.0002.000
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passive_click_transport118,189.0000.0200.1550.0000.0000.0000.0007.000
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orders_amt_ent118,189.0000.0100.1150.0000.0000.0000.00011.000
orders_amt_super118,189.0000.0220.1550.0000.0000.0000.0004.000
orders_amt_transport118,189.0000.0530.2420.0000.0000.0000.0005.000
orders_amt_shopping118,189.0000.0080.1140.0000.0000.0000.00011.000
orders_amt_hotel118,189.0000.0040.0670.0000.0000.0000.0003.000
orders_amt_avia118,189.0000.0090.1090.0000.0000.0000.0006.000
age118,189.00042.3609.93015.00036.00041.00048.00080.000
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" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 28 + }, + { + "cell_type": "code", + "id": "3e7aa15f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.136503Z", + "start_time": "2025-12-05T18:56:36.004420Z" + } + }, + "source": [ + "zero_table = describe_zero_share(df, ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ORDER_COLS)\n", + "zero_table" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " col count mean median std min q25 q75 \\\n", + "0 active_imp_ent 118189 0.314 0.000 0.614 0.000 0.000 0.000 \n", + "1 active_imp_super 118189 0.380 0.000 0.809 0.000 0.000 0.000 \n", + "2 active_imp_transport 118189 0.574 0.000 0.944 0.000 0.000 1.000 \n", + "3 active_imp_shopping 118189 0.255 0.000 0.565 0.000 0.000 0.000 \n", + "4 active_imp_hotel 118189 0.141 0.000 0.483 0.000 0.000 0.000 \n", + "5 active_imp_avia 118189 0.193 0.000 0.523 0.000 0.000 0.000 \n", + "6 passive_imp_ent 118189 0.552 0.000 1.256 0.000 0.000 1.000 \n", + "7 passive_imp_super 118189 0.280 0.000 0.859 0.000 0.000 0.000 \n", + "8 passive_imp_transport 118189 0.794 0.000 1.472 0.000 0.000 1.000 \n", + "9 passive_imp_shopping 118189 0.689 0.000 1.768 0.000 0.000 1.000 \n", + "10 passive_imp_hotel 118189 0.987 0.000 1.811 0.000 0.000 1.000 \n", + "11 passive_imp_avia 118189 0.702 0.000 1.400 0.000 0.000 1.000 \n", + "12 active_click_ent 118189 0.240 0.000 0.483 0.000 0.000 0.000 \n", + "13 active_click_super 118189 0.276 0.000 0.542 0.000 0.000 0.000 \n", + "14 active_click_transport 118189 0.443 0.000 0.645 0.000 0.000 1.000 \n", + "15 active_click_shopping 118189 0.199 0.000 0.450 0.000 0.000 0.000 \n", + "16 active_click_hotel 118189 0.035 0.000 0.185 0.000 0.000 0.000 \n", + "17 active_click_avia 118189 0.054 0.000 0.227 0.000 0.000 0.000 \n", + "18 passive_click_ent 118189 0.027 0.000 0.190 0.000 0.000 0.000 \n", + "19 passive_click_super 118189 0.009 0.000 0.118 0.000 0.000 0.000 \n", + "20 passive_click_transport 118189 0.020 0.000 0.155 0.000 0.000 0.000 \n", + "21 passive_click_shopping 118189 0.011 0.000 0.128 0.000 0.000 0.000 \n", + "22 passive_click_hotel 118189 0.058 0.000 0.242 0.000 0.000 0.000 \n", + "23 passive_click_avia 118189 0.028 0.000 0.182 0.000 0.000 0.000 \n", + "24 orders_amt_ent 118189 0.010 0.000 0.115 0.000 0.000 0.000 \n", + "25 orders_amt_super 118189 0.022 0.000 0.155 0.000 0.000 0.000 \n", + "26 orders_amt_transport 118189 0.053 0.000 0.242 0.000 0.000 0.000 \n", + "27 orders_amt_shopping 118189 0.008 0.000 0.114 0.000 0.000 0.000 \n", + "28 orders_amt_hotel 118189 0.004 0.000 0.067 0.000 0.000 0.000 \n", + "29 orders_amt_avia 118189 0.009 0.000 0.109 0.000 0.000 0.000 \n", + "\n", + " max share_zero p95 p99 \n", + "0 9.000 0.755 2.000 2.000 \n", + "1 11.000 0.781 2.000 3.000 \n", + "2 24.000 0.665 3.000 3.000 \n", + "3 6.000 0.803 2.000 2.000 \n", + "4 7.000 0.902 1.000 2.000 \n", + "5 6.000 0.857 1.000 2.000 \n", + "6 42.000 0.709 3.000 6.000 \n", + "7 26.000 0.837 2.000 4.000 \n", + "8 43.000 0.597 3.000 7.000 \n", + "9 83.000 0.673 3.000 8.000 \n", + "10 44.000 0.535 4.000 8.000 \n", + "11 52.000 0.615 3.000 6.000 \n", + "12 6.000 0.781 1.000 2.000 \n", + "13 9.000 0.765 1.000 2.000 \n", + "14 11.000 0.630 2.000 2.000 \n", + "15 5.000 0.820 1.000 2.000 \n", + "16 2.000 0.965 0.000 1.000 \n", + "17 2.000 0.946 1.000 1.000 \n", + "18 11.000 0.976 0.000 1.000 \n", + "19 5.000 0.993 0.000 0.000 \n", + "20 7.000 0.981 0.000 1.000 \n", + "21 7.000 0.991 0.000 0.000 \n", + "22 8.000 0.944 1.000 1.000 \n", + "23 8.000 0.974 0.000 1.000 \n", + "24 11.000 0.991 0.000 0.000 \n", + "25 4.000 0.980 0.000 1.000 \n", + "26 5.000 0.950 0.000 1.000 \n", + "27 11.000 0.994 0.000 0.000 \n", + "28 3.000 0.996 0.000 0.000 \n", + "29 6.000 0.993 0.000 0.000 " + ], + "text/html": [ + "
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colcountmeanmedianstdminq25q75maxshare_zerop95p99
0active_imp_ent1181890.3140.0000.6140.0000.0000.0009.0000.7552.0002.000
1active_imp_super1181890.3800.0000.8090.0000.0000.00011.0000.7812.0003.000
2active_imp_transport1181890.5740.0000.9440.0000.0001.00024.0000.6653.0003.000
3active_imp_shopping1181890.2550.0000.5650.0000.0000.0006.0000.8032.0002.000
4active_imp_hotel1181890.1410.0000.4830.0000.0000.0007.0000.9021.0002.000
5active_imp_avia1181890.1930.0000.5230.0000.0000.0006.0000.8571.0002.000
6passive_imp_ent1181890.5520.0001.2560.0000.0001.00042.0000.7093.0006.000
7passive_imp_super1181890.2800.0000.8590.0000.0000.00026.0000.8372.0004.000
8passive_imp_transport1181890.7940.0001.4720.0000.0001.00043.0000.5973.0007.000
9passive_imp_shopping1181890.6890.0001.7680.0000.0001.00083.0000.6733.0008.000
10passive_imp_hotel1181890.9870.0001.8110.0000.0001.00044.0000.5354.0008.000
11passive_imp_avia1181890.7020.0001.4000.0000.0001.00052.0000.6153.0006.000
12active_click_ent1181890.2400.0000.4830.0000.0000.0006.0000.7811.0002.000
13active_click_super1181890.2760.0000.5420.0000.0000.0009.0000.7651.0002.000
14active_click_transport1181890.4430.0000.6450.0000.0001.00011.0000.6302.0002.000
15active_click_shopping1181890.1990.0000.4500.0000.0000.0005.0000.8201.0002.000
16active_click_hotel1181890.0350.0000.1850.0000.0000.0002.0000.9650.0001.000
17active_click_avia1181890.0540.0000.2270.0000.0000.0002.0000.9461.0001.000
18passive_click_ent1181890.0270.0000.1900.0000.0000.00011.0000.9760.0001.000
19passive_click_super1181890.0090.0000.1180.0000.0000.0005.0000.9930.0000.000
20passive_click_transport1181890.0200.0000.1550.0000.0000.0007.0000.9810.0001.000
21passive_click_shopping1181890.0110.0000.1280.0000.0000.0007.0000.9910.0000.000
22passive_click_hotel1181890.0580.0000.2420.0000.0000.0008.0000.9441.0001.000
23passive_click_avia1181890.0280.0000.1820.0000.0000.0008.0000.9740.0001.000
24orders_amt_ent1181890.0100.0000.1150.0000.0000.00011.0000.9910.0000.000
25orders_amt_super1181890.0220.0000.1550.0000.0000.0004.0000.9800.0001.000
26orders_amt_transport1181890.0530.0000.2420.0000.0000.0005.0000.9500.0001.000
27orders_amt_shopping1181890.0080.0000.1140.0000.0000.00011.0000.9940.0000.000
28orders_amt_hotel1181890.0040.0000.0670.0000.0000.0003.0000.9960.0000.000
29orders_amt_avia1181890.0090.0000.1090.0000.0000.0006.0000.9930.0000.000
\n", + "
" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 29 + }, + { + "cell_type": "code", + "id": "0c5c8616", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.238103Z", + "start_time": "2025-12-05T18:56:36.228864Z" + } + }, + "source": [ + "neg_counts = (df[ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ORDER_COLS] < 0).sum()\n", + "neg_counts[neg_counts > 0]" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 30 + }, + { + "cell_type": "code", + "id": "780634e5", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.258317Z", + "start_time": "2025-12-05T18:56:36.251836Z" + } + }, + "source": [ + "age_check = df['age'].describe(percentiles=[0.01, 0.25, 0.5, 0.75, 0.99])\n", + "age_outliers = df[(df['age'] < 14) | (df['age'] > 100)]\n", + "print(age_check)\n", + "print('Outlier share:', len(age_outliers) / len(df))" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 118,189.000\n", + "mean 42.360\n", + "std 9.930\n", + "min 15.000\n", + "1% 22.000\n", + "25% 36.000\n", + "50% 41.000\n", + "75% 48.000\n", + "99% 68.000\n", + "max 80.000\n", + "Name: age, dtype: float64\n", + "Outlier share: 0.0\n" + ] + } + ], + "execution_count": 31 + }, + { + "cell_type": "code", + "id": "cdcc7d3c", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.280304Z", + "start_time": "2025-12-05T18:56:36.275178Z" + } + }, + "source": [ + "categoricals = {col: df[col].value_counts(dropna=False) for col in CAT_COLS}\n", + "categoricals" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "{'gender_cd': gender_cd\n", + " M 81030\n", + " F 37159\n", + " Name: count, dtype: int64,\n", + " 'device_platform_cd': device_platform_cd\n", + " iOS 61679\n", + " Android 55232\n", + " iPadOS 1278\n", + " Name: count, dtype: int64}" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 32 + }, + { + "cell_type": "code", + "id": "34341432", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.414766Z", + "start_time": "2025-12-05T18:56:36.317343Z" + } + }, + "source": [ + "cnt_by_date = df.groupby('business_dt').size().reset_index(name='n_records')\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "sns.lineplot(data=cnt_by_date, x='business_dt', y='n_records', ax=ax)\n", + "ax.set_title('Количество записей по датам')\n", + "ax.set_ylabel('N')\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 33 + }, + { + "cell_type": "code", + "id": "5e909c0c", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.596471Z", + "start_time": "2025-12-05T18:56:36.421563Z" + } + }, + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", + "sns.boxplot(data=df, y='age', ax=axes[0])\n", + "axes[0].set_title('Возраст (boxplot)')\n", + "missing_plot = missing[missing['missing'] > 0].reset_index()\n", + "if not missing_plot.empty:\n", + " sns.barplot(data=missing_plot, x='index', y='missing_share', ax=axes[1])\n", + " axes[1].set_title('Доля NaN по столбцам')\n", + " axes[1].tick_params(axis='x', rotation=90)\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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0BFurh+rvqudrURL93eP6UJSQ90TbRZ9Hr08HLHRkW+nMgQ4eaAEdAIDj6aCtDoKWKlXK9LXRaT+pgZ3WHtF+V7O+NGNLg2IdQNW/0fr3XWdStSaK9k9Hjx41P2MNnsZGC3JpP6wD1tpPPCztZ7SvGjx4cJTjWrdF+zrtV3QdsxYl1e019feyBsTjYr+7hiPoIIIG0zrYre2o/aGmxOtgt/apcQW3er6epwG1VkvXNtd+NyED9tZAtwam+nMamOqyOi0uZg10awaD9rcqvvdM10JrYTWdada208BfC5zq5wP9LKbXE31ixGJVhtfvGiwn9n3RttFr151N9DOE1mcBoogE4LLq1q0bOXTo0EhXFBEREdm0adPI6dOnO+X1tV20fZJLx44dI997771kez0ASGmKFy+eoC/7fvHQoUOR/v7+keXLl4985plnIjt16hS5e/du89js2bMjfX19I1944YXIEydOxNmHaD+mz7t58+Y4z4lNSEiI+bmVK1fG+niPHj3M48HBweb+nTt3IkeNGhVZo0aNyLJly0Y2atQoctq0aeb1n3766ciwsLAH9v2fffaZeU79ubjo9eg5en3R29f+586cORPZr1+/yEqVKkWWK1cusnXr1pFbtmyJfJDjx49Hdu/e3bR5lSpVIvv06RPjtfR3tv/d7S1dujSySZMmkaVLlzZtMXLkyMhr166Zxxo2bGjaYvDgweZzRnzXf+/ePdN29erVMz+j7TZr1qwoP9e+fft4/1/S607o+2L/+lu3bjX3v/vuu3jbHCmTl/4nasgNwFXoVh9adMNRKWGOpjMHmg6uW1Ykd4EPnYnX9HyrkuejpAVrdLRe09piKwoDAHh4JUqUMLO0LVu2jPMczcrSmWZX7RfhHnTm3CpWFtdWZkBSsQYbQJJp5UztoDSVypPpBz6tDEtwDQAAgPiwBhtwYckxO/uw7NdJJ6fknL3Q9esAgEdLa3Y8qKK2rr1lsBMPS2vRWEXXAEcjRRwAAAAAAAcgRRwAAAAAAAcgwAYAAAAAwAFS3Bps3SdP97Vj/Q4AIDnpvvC63k/3p0fS0IcDAFy9D09xAfadO3fk/v37zr4MAEAKc+/ePWFnzIdDHw4AcPU+PMUF2Hny5DHfdd87AACSi25ph4dDHw4AcPU+nDXYAAAAAAA4AAE2AAAAAAAOQIANAACMiIgImTZtmtSqVUvKly8vXbt2lZCQkAT9nL+/v0yfPj3GYxs3bpQmTZpI2bJlxc/PT3bs2EFrAwA8VipXWDD+0UcfSd26deWZZ56Rdu3ayYEDB2yPHz58WNq3b286+nr16smiRYucer0AAHiqWbNmydKlS2XMmDGyfPlyW+Csu2/ERR8bNmyYbN++PcZjwcHBMnjwYGnTpo18/fXXUr16denWrZucOHHiEf8mAACk0AB79uzZ8tVXX5nOfPXq1fLEE0+YzvzixYty9epV6dKlixQqVEhWrlwpvXv3lsmTJ5vbAJLXqVOnpFmzZrYvvQ/Ac2igPH/+fOnbt6/UqVNHfH19ZerUqRIaGiqbN2+O9Wf27dsnLVu2NNuWZMmSJcbjn376qTRo0EA6duwoRYsWlaFDh0rp0qVl4cKFyfAbAQCQAgPsLVu2SNOmTaVmzZpSuHBhefvtt+Xff/81s9hffvmlpE2bVkaPHm065pdfflk6d+4sn3zyibMvG0hRNKDWD9329L4eB+AZjhw5Ijdu3DCzzBYNmkuVKiW7d++O9We2bdtm0sl1gDxz5sxRHtPZbw3A7Z9PVa1aNc7nAwDA3Tk9wM6ZM6d8//33cvbsWbM/9RdffGE28daRcx0Rr1KliqRJ87/dxKpVqyZ//fWXXLp0yanXDaQU9kF0qlSppEWLFuZ7bI8DcF86U63y588fY2ss67HoBgwYYGalfXx8YjwWHh4uN2/elHz58iX4+QAAcHdO3wd7+PDh0q9fP7O3WOrUqc0Hdy2Somnh2gEXL1481j0wz58/L7ly5XLSVQMpg30aeOPGjeXbb7816yjt71vn6fIOAO7r1q1b5rsOcttLnz69hIWFJfr5bt++Hefz3blzJ0l7jWrfH30AAAAAV+L0APv48eMmrWzmzJmSN29esx570KBBsmTJEtM5x9YxKzpn4NGzTwu3gunY7ut569at4y0B3Ji3t7dtLbZ12+pvM2TIkOjns/rr6AXSkvp8AAC4A6cG2DoSPXDgQFmwYIFUqlTJHCtTpowJunUWWzv42DpmlTFjRqdcM5DSaSro9evXnX0ZABzMmhnWIqOaRWbR+yVKlEj082XLls301frz9vS+DqjHJSgoKEmz2w8jIiJSUqXyeiTPDSQV/18C7smpAfavv/4q//33nwmq7ZUrV05+/PFHeeyxx2LtmJWrdc6Ap3vhhRfMfrZWcG3dB+AZtPaJDqDt3LnTFmDrOupDhw6Z7TITy8vLSypUqCC7du2SV155xXZcn98aVHcVGlzPXPaz/H0x8anwwKNQIE9W6d22Bo0LuCGnBthW4ZOjR49K2bJlbcePHTsmRYoUMYG27sOpxc90fba1p6au9dTiaACST/RgmuAa8Cy6JEsDad0OM0eOHFKgQAGZNGmS6asbNmxo+uIrV66YZV32KeTx0a02dd9rrUReu3Zts83m4cOHZezYseJqNLj+6++rzr4MAICbc2oVcQ2qK1asaCqQauCs1cE//PBD2bFjh+mQdVsunS3TQmiaNr5q1SqTTt69e3dnXjaQosW21y0Az6D1FFq1aiUjRoyQtm3bmsHtefPmmS0zdVmXbqm5YcOGBD+fnj9u3DhZtmyZ2YFA+/o5c+aYrTcBAPBETp3B1orhs2fPNkF1QECAqVKqVcM1iNbZazV37lwz0q0dc+7cuWXIkCHmNgDn0JRRAJ5JA+rBgwebr+gKFixoMs7isnXr1liP+/n5mS8AAFICp1cRz5o1q7z77rvmK65Zbt0bGwAAAAAAV+bUFHEAAAAAADwFATYAAAAAAA5AgA0g3iUcjjwPAAAA8GQE2ADipIUHHXkeAAAA4MkIsAEAAAAAcAACbAAJki5dunjvAwAAACkdATaABLl792689wEAAICUjgAbAAAAAAAHIMAGAAAAAMABCLABAAAAAHAAAmwAAAAAAByAABsAAAAAAAcgwAYAAAAAwAEIsAEAAAAAcAACbAAAAAAAHIAAGwAAAAAAByDABgAAAADAAQiwAQAAAABwAAJsAAAAAAAcgAAbAAAAAAAHIMAGAAAAAMABCLABAAAAAHAAAmwAAAAAAByAABsAAAAAAAcgwAYAAAAAwAEIsAEAAAAAcAACbAAAAAAAHIAAGwAAAAAAByDABgAAAADAAQiwAQAAAABwAAJsAAAAAAAcgAAbAAAAAAAHIMAGAABGRESETJs2TWrVqiXly5eXrl27SkhISJytc/XqVRk4cKBUrlxZqlSpIqNGjZJbt25FOWf9+vXStGlTKVeunDRp0kRWr15NawMAPBYBNgAAMGbNmiVLly6VMWPGyPLly03A7e/vL3fv3o21hfr27SunT5+WBQsWyEcffSTbtm2TkSNH2h4PDg6WIUOGSPv27eWbb76Rdu3aSUBAgDkPAABPRIANAABMED1//nwTNNepU0d8fX1l6tSpEhoaKps3b47RQvv375ddu3bJxIkTpXTp0lK9enUZPXq0rFmzRi5cuGDOCQoKkhIlSkibNm3k8ccfNwG2Pu/27dtpcQCARyLABgAAcuTIEblx44YJlC1ZsmSRUqVKye7du2O00J49eyR37txStGhR2zFNE/fy8pK9e/ea+zlz5pQ///zTzGRHRkbKzp075cSJE1K2bFlaHADgkdI4+wIAAIDz6Uy1yp8/f5TjefLksT1mT2epo5+bLl06yZYtm5w/f97c79Chgxw8eFA6deokqVOnlvv370uPHj3kpZdeivM66tevH+dj+rzRXxMAAFdCgA0AAGzFyTRItpc+fXoJCwuL9fzo51rn37lzxxYQayG0wMBAqVChgpnJ1rRzTRdv1aoVrQ4A8DgE2EgRdPbl+vXrzr4Mj3b8+HFnX4Lb8fHxkXz58jn7MgDD29vbthbbuq00WM6QIUOMVtJzYit+pudnzJjR3O7Tp4+pIK5rr1XJkiVNsD5p0iRp2bKlpEoVc6WarttOyuw2AACugAAbHk8/zHXv3t1Uw8WjM2DAAJo3kTS4WLRokWTNmpW2g9NZqdcXL16UQoUK2Y7rfS1UFp0ODm3ZsiXKMQ24r127ZtLKr1y5IidPnpQyZcpEOUe3/5o9e7Y5L0eOHI/s9wEAwBkIsOHxNHj5+OOPmcF+RMGzpnsi6TPYBNdwFVrdW/+f1EJkVoAdHh4uhw4dMttsRad7X0+ePNls01W4cGFzTKuKq4oVK5r/t3Xm++jRo1K7dm3bz+l9LZ5GcA0A8EQE2EgRSMN9OOvWrZNmzZrFehyAZ9D11BpIa9CswW+BAgVMKrf+/WzYsKEpUKaz0pkzZzbp4eXKlTPrqnUATve+vnnzpllr7efnJ3nz5jXP2bFjRzNbrdXGNejW6uI64Nm7d29n/7oAADwSBNgAEkSDaV1nrR+mdda6WLFitBzgYXQP7Hv37smIESPk9u3bZpZ63rx5kjZtWjl79qxZAz1+/Hizflq345oxY4aMGjXKVAnX4maNGzeWgIAA2/P169dPsmfPboJqLXhWsGBBGTx4sNkXGwAAT0SADQAADN1KSwNg/YpOg2NN77an+1xPmzYt3ufr0qWL+QIAICWIWb4TAAAAAAAkGgE2AAAAAAAOQIANAAAAAIADEGADAAAAAOAABNgAAAAAADgAVcQBAPAA27Ztk19++UUuXrwob731lhw+fFhKly5t9rMGAADJgwAbAAA3duvWLendu7cJrn18fOTGjRvi7+8vy5Ytk0OHDsmSJUvkqaeecvZlAgCQIpAiDgCAG/vggw/kjz/+kAULFkhwcLBERkaa4xMnTpS8efPKRx995OxLBODBIiL+728O4EoinPj/JTPYAAC4sY0bN5qU8GrVqsn9+/dtx/PkySM9e/aU0aNHO/X6AHi2VKm8ZOayn+Xvi2HOvhTAKJAnq/RuW0OchQAbAAA3Fh4eHuc666xZs8rNmzeT/ZoApCwaXP/191VnXwbgElwiRXz16tXSpEkTKVOmjLz44otmNN5y9uxZ6d69u1SoUEFq1qwpH374YZQRegAAUjJdX71u3bpYH9u6dSvrrwEASEkz2GvWrJHhw4fLsGHDpFatWrJ+/XqT6pYvXz55+umn5Y033pAiRYrI8uXL5cyZM+bcVKlSSd++fZ196QAAOJ2mgb/55pty7do1qVu3rnh5ecnu3btl1apVpu+cMmWKsy8RAIAUw6kBthZi0eIrHTt2lHbt2tk+KOzZs0d27dolf//9t5w7d06+/PJLk+ZWvHhxuXz5srz//vvSo0cPSZcunTMvHwAAp2vQoIFMmjTJBNK6VZeaMGGC5MyZU0aOHCmNGzd29iUCAJBiODXAPnXqlAmimzVrFuX4vHnzzHf9YKB7eGpwbdEiLtevXzf7e5YrVy7ZrxkAAFdy4sQJ04/q18mTJ81MdpYsWeTJJ580GV8AACAFBdhKC7BoKrju11mwYEEzi12vXj0JDQ01qeL2tCqqOn/+fJwBdv369eN8Tf25/PnzO/T3AADAWV577TUJCAgQPz8/E1QDAADncerQts5Eq6FDh0rTpk1l/vz5UqNGDenVq5fs2LFDbt++HSMNPH369Ob7nTt3nHLNAAC4krRp00r27NmdfRkAAMDZM9j6oUDp7HWLFi3M7ZIlS5qZ7M8++0y8vb3l7t27UX7GCqwzZswY5/MGBQXF+Vh8s9sAALibfv36mdok//77r/j6+sbaPz722GNOuTYAAFIapwbYefPmNd+1eJm9YsWKyQ8//CBVqlSRY8eORXns4sWLUX4WAICUTOuV6PaVgwcPjvMcrVsCAAA8PMDWAmaZMmWSX3/9VSpVqmQ7rkF1oUKFpHLlymaPbE0l9/HxMY8FBwebn9FRegAAUrr33nvP2ZcAAABcIcDWFHB/f3+ZOXOmmZEuW7as2Qf7559/lgULFkj58uXlww8/lP79+8ugQYPk7Nmz8sEHH8jrr7/OFl0AAIjYllgBAIAUHmArLWiWIUMGmTp1qly4cEGKFi0q06dPl6pVq5rH586dK6NGjZJXX33VbNel1VL1ZwAAwP/R/nPv3r1R6pZERETIrVu3ZM+ePaaPBQAAKSDAVl26dDFfsSlcuLCpLg4AAGL69ttvTZbXvXv3xMvLyxyLjIy03WbrLgAAUsg2XQAA4OHMmTPH1DRZtWqVtGzZUpo3b26WW2nRs9SpU8uwYcNoYgAAUtIMNgAASJpTp07JlClTpFSpUmZ5lWZ96XIr/bp06ZIJwGvUqEHzAgCQDJjBBgDAjaVKlcrUKLGWVZ08edKsv1a1a9eW48ePO/kKAQBIOQiwAQBwY7rGet++fbbbWujsyJEj5n54eHiUwmcAAODRIkUcAAA31qZNG3n33Xfl5s2bMmDAAKlWrZoEBARIq1atZMmSJWZ9NgAASB7MYAMA4MZeeeUVGT58uG2mevTo0XLnzh0ZO3asqSyujwEAgOTBDDYAAG6uXbt2ttuFChWSjRs3ytWrVyVHjhxOvS4AAFIaAmwAADzAjRs35N9//7UVOFPnzp0z3x977DEnXhkAACkHATYAAG7szJkz8tZbb8kff/wR5zmHDx9O1msCACClIsAGAMCNjRo1SkJCQqRHjx5SsGBBs20XAABwDgJsAADcmG7RpVXE/fz8Hvq5NL18xowZ8tVXX5l088qVK0tgYKA8/vjjsZ6v67zfe+89+fHHH8XLy0tefPFFGTJkiGTIkMF2zsGDB2XixIny22+/Sfbs2eXll1+WN998k4EAAIBHYpgbAAA3lilTJsmdO7dDnmvWrFmydOlSGTNmjCxfvtwE3P7+/nHupd23b185ffq0LFiwQD766CPZtm2bjBw50vb4qVOnpGPHjlK0aFFZu3atDBs2zJw7b948h1wvAACuhgAbAAA31rx5c1m0aJHcv3//oZ5Hg+j58+eboLlOnTri6+srU6dOldDQUNm8eXOM8/fv3y+7du0ys9O613b16tXNFmFr1qyRCxcumHM+/vhjKVasmEljL1KkiDRq1Eg6d+5sZt0BAPBEpIgDAOBmAgICbLd1r+vt27fL888/L2XLlo2Snq00dXvcuHEPfM4jR46YSuQaKFuyZMkipUqVkt27d0vTpk2jnL9nzx4zc66z05YqVaqY19u7d680adJEfvrpJzMDrscsGsADAOCpCLABAHAzO3fujHI/X758tvXO0dkHt/HRmWqVP3/+KMfz5Mlje8yezlJHPzddunSSLVs2OX/+vFy/fl3++ecfyZw5s0kN13XaGrDrWvE33nhDUqdOnaDrAgDAnRBgAwDgZrZu3erw57x165YtSLaXPn16CQsLi/X86Oda59+5c8cE2EpTyHUd9qeffmq2Cxs7dqzcvHlT+vfvH+t11K9fP85r1MA9elAPAIArIcAGAMDD/P7773Lu3DmpVq2amTVOCG9vb9tabOu20mA5etq5dX5sxc/0/IwZM0qaNP/3EePZZ581VcNVyZIl5cqVKzJz5kzp169fgmfXAQBwFwTYAAC4sYsXL8rAgQPN2ulevXrJkiVLzCxxZGSkSddevHixPPXUUw98HmtmWJ+vUKFCUZ6/RIkSMc7XtPQtW7ZEOaYB97Vr10xauW7JpbPZxYsXj3KOXovOYGugnTNnzhjPGxQUFOc1xje7DQCAK6CKOAAAbmzSpElmO6wyZcqYbbXmzJljZo1Xr15tKnhPmTIlQc+jVcN9fHyirO8ODw+XQ4cOmf2wo9NjujZbt+myaFVxVbFiRbPGukKFCvLrr79G+bmjR4+aWXUN/gEA8DQE2AAAuDGt1D106FCpVauW2f7q0qVLZs2zBsxawVurfSeErqdu3769TJ482cwia1XxAQMGmJnqhg0bmm3AtGjZ7du3zfnlypUzAbSeo8XVgoODJTAw0BQxy5s3rzmnZ8+epsL59OnT5cyZM7Jhwwb55JNPpFOnThQ5AwB4JAJsAADcmKZbW1XEtVK3Bsq69lrpbU0VTyjdQqtVq1YyYsQIadu2rQmC582bJ2nTpjUFxmrWrGmCZKXrp2fMmCEFCxY0AbMWLatdu7aMHDnS9nxVq1Y1e2F///33ZtsunW3v1q2bSWUHAMATsQYbAAA3VqRIETNLXb58edm0aZPZi1rXPqu1a9eaxxNKA+rBgwebr+g0kNb0bnu6hnratGnxPqfOrOsXAAApgUNmsLViaGJGyAEAgGN07drVzCRrkbOQkBDp0qWLOa4z0Rpg657TAADAxWewT548aUatf/nlF7PX5VdffSUrVqyQJ598Ujp06ODYqwQAALFq2rSpqQC+d+9eM3utM9lWETJN+da0bQAA4MIz2IcPHzYj43/88Yc0a9bMNnutqWXjxo2Tr7/+2tHXCQAA4qBVu3VtsxVcKy18Zh9ca4Vx3ebqzz//pB0BAHClGeyJEyfK008/LfPnzzf3P//8c/Ndi6JouviiRYukRYsWjr1SAACQZDoY/vfff5u9qgEAgAvNYB84cEA6d+4sadKkMVVE7WmV0L/++stR1wcAAAAAgOcG2Fqd1NoHM7pr166ZbUEAAAAAAEhJkhRg16hRwxQ4Cw0NtR3TmewbN26YtPFnn33WkdcIAAAAAIBnrsHW/TFbt24tjRs3Fl9fXxNcT5gwQU6dOmXWeH3wwQeOv1IAAAAAADxtBlu3A1mzZo106tTJBNSFChWSmzdvmq1CVq1aJY8//rjjrxQAAAAAAE/cBzt79uwyYMAAx14NbC5evCjh4eG0CFxKSEhIlO+Aq8iSJYvkyZPH2ZcBAABSuCQF2KtXr47zMU0Xz5Qpk5nVLl68+MNcW4oOrnv07Cn/sZUKXBTLQOBq0qZLJ3NmzybIBgAA7hdgDx8+XCIiIsxtTRG3WFt26TG9XbVqVZk9e7ZkyJDBUdebIujMtQbX3o9Vk1Tpsjj7cgDApUXcDZfb54LN305mseOm/XLlypXNIDgAAHChAHvu3LnSu3dv6dGjh1l3nStXLrl8+bJs2rTJVBcfMWKE5MiRQ0aOHGnuDx061PFXngJocJ06Qw5nXwYAwIUlJqts8eLFyXptAACkNEkKsCdOnChdu3aVbt26RSl81rlzZ7l3754sWbLEFDvr06ePzJw5kwAbAIBHhKwyAADcvIr4yZMnpWzZsrE+VrJkSTl+/Li5XbhwYbl06dLDXSEAAIg3q0yXYmnh0a1bt8rBgwfl+++/N4PbenzcuHFmudZff/1lssoAAICLBdi6DZemg8fmu+++M7PZKjQ01KSKAwCAR8M+q+yxxx6TdOnS2bLKevXqZbLK6tSpY7LK4uq7AQCAE1PE/f39JSAgwKy7btSokeTMmdPMVG/ZssUE2GPGjJFTp07Jhx9+KLVr13bQpQIAgMRmlVmz1mSVAQDgogF2ixYtTOEU7bSDgoJsx7WIyuTJk03hs/Xr10vRokVl4MCBjrxeAAAQS1ZZjRo1YrQLWWUAALhBgK38/PykZs2aZqY6bdq0cv/+fbM9yu3bt2XZsmXStm1befHFFx17tQAAIMFZZfo1evRossoAAHDlAPvIkSMyaNAgOXHiRKyP6+y2BtgAAODRii+rbNKkSWSVAQDg6gH2+++/L2FhYaZCqVYq1YIqdevWlR9//NF8LVq0yPFXCgAA4swq068zZ87IlStXJF++fObLohllZJUBAOCiVcR//fVX6devn6lQ2qRJE7l165a89tprMmfOHGnQoIEsXrzY8VcKAADipAPfOuCty7UiIiLk3Llzti8AAODCM9h3796VIkWKmNv6XVPGLS1btpR3333XcVcIAADidPr0aZNRpoPfcTl8+DAtCACAqwbYus9mSEiIVKpUyQTY169fl7Nnz0rBggXN6LmOogMAgEdPt8b866+/5M033zRp4alSJSk5DQAAOCvAbtiwoUyZMkUyZsxoKpY++eSTZs/rrl27yvz5882WIQAA4NHbvXu3jB071hQzAwAAzpWkYW4dJa9QoYKsWLHC3NftQXSvTS2wEhwcLH369HH0dQIAgFj4+PhI1qxZaRsAANx1Bjt9+vRmO5D//vvP3K9Vq5Z888038vvvv0vp0qXN1iAAAODRa968uXz++edSs2ZNs10XAABwswDbkjZtWtttTQsnNRwAgOSVIUMG2bt3rzz//PNSpkwZ8fb2jvK4Bt3jxo3jbQEAwNUDbAAA4Fxff/21ZM6c2WzNFVslcWa1AQBIPgTYAAC4sa1btzr7EgAAwP/HXh4AAAAAAHjaDPapU6ekZcuW8s4775jv6vDhw2b7ES2gliNHDuncubN07NjR2ZcKAIDT1K9fX2bOnCm+vr5Sr169eNPA9bEtW7Yk6/UBAJBSuUyArRXJBw0aJDdv3rQdu3r1qnTp0sV8eBg1apQcOHDAfM+UKZO8/PLL4uki7oQ7+xIAwOWlxL+VVapUMX2hdZt11gAAuAaXCbCnT59u9vK09+WXX5pK5aNHj5Y0adJI0aJF5fTp0/LJJ5+kiAD79vlgZ18CAMAFjR8/3nZ7woQJDnteLZQ2Y8YM+eqrr+Tff/+VypUrS2BgYJy7hOhA+HvvvSc//vijCfJffPFFGTJkiKlsHt3du3dN363beTrymgEAcCUuEWDv3r1bvvjiC1m9erXUqVPHdnzPnj1mZF6Da0u1atXk448/lkuXLkmuXLnEk3nnryap0mdx9mUAgMvPYKf0Acnr16/LjRs3JG/evCYjbPHixXLu3Dlp1KiRCZITatasWbJ06VITAOfLl08mTZok/v7+sm7dOkmXLl2M8/v27Su3bt2SBQsWSHh4uAwfPtxkok2cODHGue+//74cO3bMBNgAAHgqpwfY2iHraPeIESMkf/78UR4LDQ2V4sWLRzmWJ08e8/38+fNxBti6Ni0u+nPRX8dVaXCdOkMOZ18GAMCF6dZcGgS3adNGBg4caGaUddA6S5YsJljWDLH4+kX7Geb58+eb5VrWYPfUqVOlVq1asnnzZmnatGmU8/fv3y+7du2SDRs2mAwzpRlnei1vvfWWCfYt27dvl40bN8pTTz3l8N8fAABX4vQq4iNHjpRnnnlGmjVrFuOx27dvxxgxT58+vfl+586dZLtGAABc1YcffmgC3FdffdXMJq9Zs0Zee+01E/y2atVK5syZk6DnOXLkiJkFr169uu2YBumlSpUymWbRaZZZ7ty5bcG1/XrwvXv32o5duXJFAgICZMyYMZI9e/aH/n0BAHBlTp3B1pRw7aA19Sw23t7eZkTdnhVYZ8yYMc7nDQoKivOxhIziAwDgTjPYOtOs66S1Wrj2k82bNzePNWnSRNauXZug59GsMRU9y0szx6zH7F24cCHGuTooni1bNpMtZtG08bp165qCpZ999lmSfkcAANyFUwPslStXyuXLl6Osu1bvvvuuSTnT9V8XL16M8ph13z71DACAlCpVqlS27C5NxdZZ57Jly9rWZutgdULo7LeKLXMsLCws1vNjW5et51uD4cuXL5cTJ07IlClTEvz7eMoyLwBAyuTUAHvy5MkmDdxew4YNTdGUl156yaS5aed8//59SZ06tXk8ODhYnnjiCcmZM6eTrhoAANfx9NNPm6rfGkh/++23ZtBa07R1APvTTz81jyeEFYhr5ph9UK7BcmxVwWPLMrPO1yyzkydPmiJp8+bNizfrDAAAT+LUADuuWWgNnvUx3c5j7ty5Jr1Mi6YcPHjQVCrVvbABAIDI4MGDTR+5fv16yZEjh/Ts2dM0ixYl0223NMBNCGtmWDPFChUqZDuu90uUKBHjfM0y05R0expwX7t2zaSVayaarunu0qWL7XEdVN+3b59s2rTJFEmLDcu8AADuzOlVxOOjgbYG2GPHjpUWLVqYYipacVxvAwAAMdtefffddyYVW6t0W7PFWkS0QoUKpu9MCF9fX/Hx8ZGdO3faAmzd6ePQoUPSvn37GOfr9l+aiXb69GkpXLiwOaaF1VTFihXl2WefjVHAVCuUa2Cu3wEA8EQuF2AfPXo0yn1dR6bbjQAAgNhpYFyuXDnb/d9//92kiVtrsxNC11NrIK1Bs86EFyhQwKR4a0Csy7d0uZZWBM+cObNJD9fX0wB+wIABJpjX/a8DAwPFz8/PlqGmBc/s6c9lypTJFpADAOBpnL5NFwAASDpN4e7QoYPMmjXL3F+yZIm88sorpp6JBsZ//vlngp9Lf0a39hoxYoS0bdvW1D/RFPO0adOaAmM1a9Y0qd9KA/gZM2ZIwYIFpVOnTtK/f3+pXbu2CbYBAEipXG4GGwAAJJzOMp86dUq6detm1lzrvteanq1rs9977z1TwTuhe2FrQK0/p1/RaSAdPctMl3JNmzYtwde6ePHiBJ8LAIA7YgYbAAA39tNPP8nQoUOlVq1apoDYpUuXpGPHjmZNtRY/27Nnj7MvEQCAFIMAGwAAN6Zrn3WdtPrxxx/NWupq1aqZ+3o7MjLSyVcIAEDKQYANAIAbK1KkiJml/u+//8z2V1WqVLEVN1u7dq15HAAAJA/WYLuwiLvhzr4EAHB5Kf1vZdeuXU2KuBYjsyp5Ky1WpltsaVVwAACQPAiwXVCWLFkkbbp0cvtcsLMvBQDcgv7N1L+dKVHTpk0lf/78snfvXjN7Xb58eds+1VoVXCt7AwCA5EGA7YLy5Mkjc2bPlvDwlD0rA9cTEhIiH3zwgbz11lvy+OOPO/tyABsNrvVvZ0pVsWJF82VPZ7UBAEDyIsB2UfpBMSV/WIRr0+C6WLFizr4MIMUKCAiQXr16mX+Lejs+ul/1uHHjku3aAABIyQiwAQBwMzt37pROnTrZbgMAANdAgA0AgJvZunVrrLcBAIBzEWADAODGwsLCZNq0abJv375Ya3doiviWLVuccm0AAKQ0BNgAALixd955R4KCgqRWrVri6+vr7MsBACBFI8AGAMCN/fLLLzJixAhp27atsy8FAIAUL1WKbwEAANxYpkyZpGDBgs6+DAAAIEKADQCAO2vXrp3MmzdPbty44exLAQAgxSNFHAAAN9a+fXv5+uuv5bnnnpMnnnhCMmTIEKPI2cKFC512fQAApCSkiAMA4MYCAwPl1KlTkidPHvH29pbIyMgoXxEREc6+RAAAUgxmsAEAcGO6D/bAgQOla9euzr4UAABSPGawAQBwY+nSpZOnn37a2ZcBAABIEQcAwL01b95cli1bRio4AAAugBRxAADcWObMmWXFihVSr149KVu2rNm2K3qRs3Hjxjnt+gAASEkIsAEAcGOrVq2SrFmzmtu///57jMc1wAYAAMmDABsAADcvcgYAAFwDRc4AAAAAAHAAAmwAAAAAAByAABsAAAAAAAcgwAYAAAAAwAEIsAEAAAAAcAACbAAAAAAAHIAAGwAAAAAAByDABgAAAADAAQiwAQAAAABwAAJsAAAAAAAcgAAbAAAAAAAHIMAGAABGRESETJs2TWrVqiXly5eXrl27SkhISJytc/XqVRk4cKBUrlxZqlSpIqNGjZJbt25Feb65c+dKo0aNzPO9+OKL8tVXX9HaAACPRYANAACMWbNmydKlS2XMmDGyfPlyEyD7+/vL3bt3Y22hvn37yunTp2XBggXy0UcfybZt22TkyJG2xz/++GPz1a9fP1m7dq107NjRPL569WpaHADgkQiwAQCACaLnz59vguY6deqIr6+vTJ06VUJDQ2Xz5s0xWmj//v2ya9cumThxopQuXVqqV68uo0ePljVr1siFCxfMOcuWLZPXX39dmjRpIoUKFZLWrVtL8+bNmcUGAHgsAmwAACBHjhyRGzdumEDZkiVLFilVqpTs3r07Rgvt2bNHcufOLUWLFrUd0zRxLy8v2bt3r5n91uC7RYsWUT94pEol4eHhtDgAwCOlcfYFAAAA59OZapU/f/4ox/PkyWN7zJ7OUkc/N126dJItWzY5f/68CaTtg3V17tw5Wb9+vbRp0ybO66hfv36cj+nzRn9NAABcCTPYAADAVpxMg2R76dOnlzt37sR6fvRz4zv/0qVLpmhazpw5pWfPnrQ4AMAjMYMNAADE29vbthbbuq00WM6QIUOMFtJzYit+pudnzJgxyrGTJ09Kt27d5P79+7Jo0SKTeh6XoKCgJM1uAwDgCpjBBgAAttTrixcvRmkNvZ83b94YLZQvX74Y52rAfe3aNZNWbtH12JoSrkG6ViZ//PHHaW0AgMciwAYAAKZquI+Pj+zcudPWGlqM7NChQ2af6+j0mK7N1m26LFpVXFWsWNF8P3jwoNnm66mnnpLPP/881kAdAABPQoo4AAAw66nbt28vkydPlhw5ckiBAgVk0qRJZqa6YcOGJr37ypUrkjlzZpMeXq5cOalQoYIMGDDA7G198+ZNCQwMFD8/PxNI37t3TwYNGmTWXE+YMMGkjv/zzz+mpVOnTm1eAwAAT0OADQAADN0DWwPjESNGyO3bt80s9bx58yRt2rRy9uxZswZ6/Pjx0rJlS7Md14wZM2TUqFHSqVMnU9yscePGEhAQYJu9tma3GzRoEKWFNXjfunUrrQ4A8DgE2AAAwDazPHjwYPMVXcGCBeXo0aNRjuns9LRp02JtPZ3djn4+AACejjXYAAAAAAA4AAE2AAAAAAAOQIANAAAAAIADEGADAAAAAOAABNgAAAAAADgAATYAAAAAAJ4QYF+7dk0CAwOldu3aZkuPtm3byp49e2yP79ixw+y3Wa5cObO/5vr16516vQAAAAAAuGSA/dZbb8n+/fvlgw8+kJUrV0rJkiXljTfekJMnT8qJEyeke/fuUqtWLVm1apW88sorMmTIEBN0AwAAAADgStI488VPnz4tP//8syxdulQqVqxojr3zzjuyfft2WbdunVy+fFlKlCghAwYMMI8VLVpUDh06JHPnzpXq1as789IBAAAAAHCdGezs2bPLJ598ImXKlLEd8/LyMl/h4eEmVTx6IF2tWjXZu3evREZGOuGKAQAAAABwwRnsLFmyyHPPPRfl2KZNm8zM9rBhw+Trr7+WfPnyRXk8T548cuvWLbl69arkyJEj1uetX79+nK95/vx5yZ8/v4N+AwAAAAAAXGQNtr19+/ZJQECANGzYUOrUqSO3b9+WdOnSRTnHun/37l0nXSUAAAAAAC42g21vy5YtMmjQIFNJfPLkyeZY+vTpYwTS1v0MGTLE+VxBQUFxPhbf7DYAAAAAAG49g71kyRLp06eP1K1bV+bMmWMCa6Wp3BcvXoxyrt7PmDGjZM6c2UlXCwAAAACACwbYWkF8zJgx0q5dO7NVl31KeKVKlWTXrl1Rzg8ODjaz3KlSOf3SAQAAAABwjRTxU6dOybhx4+T55583+11funTJ9pi3t7d06NBBWrRoYVLG9fu2bdvk22+/Ndt0AQAAAADgSpwaYGvF8P/++0++++4782VPA+oJEybIrFmzZNKkSbJw4UIpWLCguc0e2EDy69mzp5w9e9bc1r3p9d/j7NmzeSsAAAAAVwiwe/ToYb7iU7t2bfMFPIzQ0FC5fv06jZhEGlBHp8F2s2bNZOrUqbRrEvn4+MTYihAAAADuy2WqiAOPSlhYmFmCEBERQSMnU/CNhNFaEosWLZKsWbPSZAAAAB6AABseT4OXjz/+mBnsJHjnnXcS1G46E6vFCpE42m4E1wAAAJ6DABspAmm4SZPQtHo9r1ixYkl8FQAAAMAzsNcVAAAAAAAOQIANIElZAGQFAAAAAFERYANIcCX2+O4DAAAAKR0BNgAAAAAADkCADQAAAACAAxBgAwAAAADgAATYAAAAAAA4AAE2AAAAAAAOQIANIE6BgYG2297e3lEes79vfx4AAACQUhFgA4hT5cqVbbdv375tvpcsWTLK/ejnAQAAACkVATaAeK1bty7K/cOHD8f7OAAAAJBSEWADeCANoqOnget9gmvAs0RERMi0adOkVq1aUr58eenatauEhITEef7Vq1dl4MCBJoulSpUqMmrUKLl161aUczZu3ChNmjSRsmXLip+fn+zYsSMZfhMAAJwjDQ0PICH0AzQBNeDZZs2aJUuXLpUJEyZIvnz5ZNKkSeLv72/+7adLly7G+X379jUB9YIFCyQ8PFyGDx8uN2/elIkTJ5rHg4ODZfDgwTJkyBCpUaOGrFixQrp16yarV6+WokWLOuE3BADg0WIGGwAAyN27d2X+/PkmaK5Tp474+vrK1KlTJTQ0VDZv3hyjhfbv3y+7du0ywXTp0qWlevXqMnr0aFmzZo1cuHDBnPPpp59KgwYNpGPHjiagHjp0qDl34cKFtDgAwCMRYAMAADly5IjcuHHDBMqWLFmySKlSpWT37t0xWmjPnj2SO3fuKDPRmibu5eUle/fuNenm+/bti/J8qmrVqrE+HwAAnoAAGwAAmJlqlT9//iitkSdPHttj9nSWOvq5mkaeLVs2OX/+vEkZ13RxTTVPyPMBAOAJUtwa7IsXL8r9+/elfv36zr4UAEAKokFn6tSpxVVZxcmir7VOnz69hIWFxXp+bOuy9fw7d+7YtvKL7fn08bjE1z+fPXvWtOGj6MPDr9+WexERDn9eICn+TJVKdq6d4jaNx78fePq/n/OJ6MNTXICtHbuuMwOQtD8uKvqsFYAHS5MmTawBqavw9vY237WPtG4rDYYzZMgQ6/mx9ad6fsaMGU1/az1f9Mdje76E0PRzbcdHIYvP/35nJA19RMrFv5+Hx78fz+nDU1yArWvGACSNNWsUFBREEwIexho400yvQoUK2Y7r/RIlSsQ4X1O/t2zZEuWYBtPXrl0zaeCaKq6Btv68Pb2fN2/eOK+Dvy/uiz4C4N8PWIMNAABETNVwHx8f2blzp609dB31oUOHzDZ90ekxXUt9+vRp2zGtKq4qVqxoZpsrVKhgO2bR569UqRJtDgDwSCluBhsAAMSkqW/t27eXyZMnS44cOaRAgQJmH2ydqW7YsKGpX3LlyhXJnDmzSQ8vV66cCaAHDBggI0eONAXNAgMDxc/PzzZD3aVLF7PvtVYir127tqxcuVIOHz4sY8eO5S0AAHgkqogDAABD98Bu1aqVjBgxQtq2bWsKusybN0/Spk1r1gfWrFlTNmzYYM7VGeoZM2ZIwYIFpVOnTtK/f38TRGuwbdHzx40bJ8uWLZMWLVpIcHCwzJkzJ8rWXgAAeBKvyMjISGdfBAD3wPo6AAB9BMBnLMSNGWwAAAAAAByAABsAAAAAAAcgRRwAAAAAAAdgBhsAAAAAAAcgwAYAAAAAwAEIsAEAAAAAcAACbAAAAAAAHIAAGwAAAAAAByDABgAAQJKcOXOGlgOS6JtvvpGwsDDaz8MQYAMAACBJ2rVrJwcPHqT1gCQYPXq0/PPPP7SdhyHABgAAQJKkTZtW0qRJQ+sBSVCkSBE5duwYbedh+IsIAACAJGnRooX4+/tL8+bNpXDhwuLt7R3lcT8/P1oWiIOvr68MGjRI5s6da4Lt9OnTR3l8/PjxtJ0b8oqMjIx09kUAAADAPQOEuHh5ecnhw4eT9XoAd9KhQ4d4H1+8eHGyXQschwAbAAAAAFyIrs3OnTu3sy8DScAabAAAACRJx44d5d9//41x/PLly6SHAw9QsmRJuXLlSozjZ8+elYYNG9J+boo12AAAAEiwbdu2yW+//WZu79q1S2bPni0ZM2aMcs7p06fl77//plWBaFasWCFr1641t3Wlbu/evU2xQHsXL16ULFmy0HZuigAbAAAACVagQAGzvZAGB7rOesOGDZIq1f+SIvWYBtxDhgyhVYFoGjRoIHv37rXdz5cvX4zigMWLFycDxI2xBhsAAABJUq9ePVm5cqVkz56dFgQSKSAgQIYPHy4+Pj60nQchwAYAAECSaZr4vXv35NlnnzX3J06cKPXr15dKlSrRqkA8IiIiZNasWZIrVy5p06aNOda6dWupW7eu9OjRg7ZzUxQ5AwAAQJKsX79eXn/99Sjbcena686dO8uWLVtoVSAe06ZNkyVLlkjOnDltx5o0aSILFiyQOXPm0HZuihlsAAAAJEnTpk3NzFv79u2jHF+0aJFJHV+zZg0tC8Thueeek7Fjx0rNmjVjFBLUOgdBQUG0nRtiBhsAAABJEhISYoKE6DTF9a+//qJVgXiEhYWZooHRFSlSxOyDDfdEgA0AAIAkyZ8/v+zevTvG8f3790vu3LlpVSAevr6+smrVqhjHNfOjWLFitJ2bYpsuAAAAJEnbtm1lzJgxcubMGSlXrpw5pntkL1y4UHr16kWrAvHQPbC7d+8ue/bskfLly9v+/Rw4cEBmzpxJ27kp1mADAAAgyT799FOz5tpKac2TJ49069YtxrpsABJrtocWOjt27JikSZNGihYtKv7+/mZ2G+6JABsAAAAP7erVq5I2bdpY9/TVgmeNGzeWTJky0dJAEvbLHjx4sOTIkYO2cwOswQYAAMBDy549e6zBtdJKyVeuXKGVgSTYtGmT3Lhxg7ZzEwTYAAAAeKQiIyNpYYB/PykCATYAAAAAAA5AgA0AAAAAgAMQYAMAAAAA4AAE2AAAAAAAOAABNgAAAAC4KC8vL2dfAhKBABsAAAAAXBRV+N0LATYAAAAe2t27d+N8rHfv3pItWzZaGYjFuXPnZPv27XL79m25fPlyjMc/++wzyZs3L23nJrwiGRIBAABAEi1btkw+/fRTCQ0NlU2bNsncuXNNMNCrVy/aFHjAoNTQoUNl48aNkipVKvPvZ+LEiXLjxg2ZPn26+Pj40H5uiBlsAAAAJMm6detkypQp0qJFC0mbNq05VrRoUZkzZ47Mnz+fVgXiMXv2bDly5IgsXLhQ0qdPb4516NBBTp8+LZMnT6bt3BQBNgAAAJJEg+jhw4dLnz59zAyc6tixowQGBsoXX3xBqwLxWL9+vbzzzjtStWpV2zG9PXbsWAkKCqLt3BQBNgAAAJLk1KlTUqlSpRjHNUg4f/48rQrE48KFC1KoUKEYx/Pnzy9hYWG0nZsiwAYAAECS5MqVywTZ0e3fv1/y5MlDqwLx0OUUO3bsiHVmu1ixYrSdm0rj7AsAAACAe2rdurWMHj1aAgICzP2TJ0/KTz/9JB9++KF06tTJ2ZcHuDRdWjFgwAA5fvy43L9/X77++mszYKXFzqZOnersy0MSUUUcAAAASfbBBx+YIk137twx99OkSSNt2rSRYcOG2dZlA4jdjz/+KB9//LEcOnRIIiIi5KmnnpKuXbtKo0aNaDI3RYANAACAh3Lr1i0zC6e7vz755JNsLwQkQEhIiDz++OO0lYchwAYAAECS1KtXT/z8/Mw2XQQKQOL4+vpKxYoVpWXLlvLCCy9IxowZaUIPQIANAACAJJkxY4Z88803Zt/eChUqmEChcePGkilTJloUeIDdu3ebveR1zfXdu3fl+eefN4NV1atXp+3cGAE2AAAAHsrBgwdl7dq18u2338qNGzekYcOGJlCoVq0aLQs8wH///Sc//PCDCba3bdsmOXPmNJkhffv2pe3cEAE2AAAAHEKLNC1btswUPrt586YcPnyYlgUS6MqVK7J69WqZOXOm3L59W/744w/azg2xTRcAAAAeyvnz583sm36dOHFCqlSpYtLFAcRPB6K+++47828nODhYChQoIG+88YbJAIF7YgYbAAAASbJ8+XKzBnvfvn0mMLAKnj322GO0KPAAuge2poZ7eXmZ2gU6KFWpUiXazc0RYAMAACBJnnnmGVtgULlyZVoRSIQOHTrIyy+/bPa8zpAhA23nIQiwAQAAkOT0VrYWAoD/IcAGAABAggUEBMjw4cPFx8fH3I7P+PHjaVnATv369WXFihWSPXt2s4+8pofHJSgoiLZzQxQ5AwAAQIKdPXvWVAu3bgNIOK1R4O3tbbsdX4AN98QMNgAAABzun3/+kdy5c9OyAFKUVM6+AAAAALinkiVLmr17o9OZ7YYNGzrlmgB3ottzhYaGmtuzZs2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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 34 + }, + { + "cell_type": "code", + "id": "bd9437d0", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:56:36.607880Z", + "start_time": "2025-12-05T18:56:36.605964Z" + } + }, + "source": [ + "# При желании можно сохранить чистую версию датасета\n", + "SAVE_CLEANED = False\n", + "if SAVE_CLEANED:\n", + " df.to_parquet('dataset/ds_clean.parquet', index=False)\n", + " print('Saved dataset/ds_clean.parquet')" + ], + "outputs": [], + "execution_count": 35 + } + ], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/preanalysis/02_univariate_bivariate.ipynb b/preanalysis/02_univariate_bivariate.ipynb new file mode 100644 index 0000000..f8bcf17 --- /dev/null +++ b/preanalysis/02_univariate_bivariate.ipynb @@ -0,0 +1,1508 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4da8c3f9", + "metadata": {}, + "source": [ + "# 02. Одномерный и парный анализ\n", + "\n", + "Цели: описать распределения показов/кликов/заказов, категоризировать демографию и устройство, изучить базовые парные связи и корреляции." + ] + }, + { + "cell_type": "code", + "id": "03456348", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:03.072465Z", + "start_time": "2025-12-05T18:34:02.753518Z" + } + }, + "source": [ + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from eda_utils import (\n", + " load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n", + " ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n", + " describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n", + ")\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.options.display.float_format = '{:,.3f}'.format\n", + "sns.set_theme(style=\"ticks\", palette=\"deep\")\n", + "\n", + "df = load_data()" + ], + "outputs": [], + "execution_count": 1 + }, + { + "cell_type": "code", + "id": "b806797c", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:03.217978Z", + "start_time": "2025-12-05T18:34:03.078068Z" + } + }, + "source": [ + "\n", + "stat_groups = {\n", + " 'active_imp': ACTIVE_IMP_COLS,\n", + " 'passive_imp': PASSIVE_IMP_COLS,\n", + " 'active_click': ACTIVE_CLICK_COLS,\n", + " 'passive_click': PASSIVE_CLICK_COLS,\n", + " 'orders': ORDER_COLS,\n", + "}\n", + "described = {name: describe_zero_share(df, cols) for name, cols in stat_groups.items()}\n", + "agg_totals = df[['active_imp_total', 'passive_imp_total', 'active_click_total', 'passive_click_total', 'orders_amt_total']].describe().T\n", + "agg_totals" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "active_imp_total 118,189.000 1.857 1.316 0.000 1.000 2.000 2.000 29.000\n", + "passive_imp_total 118,189.000 4.003 4.022 0.000 1.000 3.000 5.000 132.000\n", + "active_click_total 118,189.000 1.247 0.633 0.000 1.000 1.000 1.000 16.000\n", + "passive_click_total 118,189.000 0.153 0.431 0.000 0.000 0.000 0.000 12.000\n", + "orders_amt_total 118,189.000 0.105 0.356 0.000 0.000 0.000 0.000 11.000" + ], + "text/html": [ + "
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countmeanstdmin25%50%75%max
active_imp_total118,189.0001.8571.3160.0001.0002.0002.00029.000
passive_imp_total118,189.0004.0034.0220.0001.0003.0005.000132.000
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" + ] + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 3 + }, + { + "cell_type": "code", + "id": "b3a98135", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:06.591330Z", + "start_time": "2025-12-05T18:34:03.435168Z" + } + }, + "source": [ + "\n", + "def plot_histogram(cols, title):\n", + " fig, axes = plt.subplots(2, 3, figsize=(12, 6), sharey=False)\n", + " for ax, col in zip(axes.flat, cols):\n", + " sns.histplot(np.log1p(df[col]), bins=40, ax=ax)\n", + " ax.set_title(col)\n", + " ax.set_xlabel('log1p')\n", + " fig.suptitle(title)\n", + " plt.tight_layout()\n", + "\n", + "plot_histogram(ACTIVE_IMP_COLS, 'Активные показы')\n", + "plot_histogram(ACTIVE_CLICK_COLS, 'Активные клики')\n", + "plot_histogram(PASSIVE_IMP_COLS, 'Пассивные показы')\n", + "plot_histogram(PASSIVE_CLICK_COLS, 'Пассивные клики')\n", + "plot_histogram(ORDER_COLS, 'Заказы')" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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owZIlS8xVZ6Q/pXZMTEymd8/R4xdk6lL3ISWqzxO15dZSRdjdAGw9BtmBmGHP95VevFDEDAD+GDOIFzdGzADgrzEjSwXHd+/enZW3AQCCEDEDAEC8AIDgluXZ7rTGxrp16yQxMVFSUlLclukQi7Fjx3pj+wAAAYCYAQAgXgBA8ArJamHAcePGSYECBaREiRIm2eQq9XMAQPAiZgAAiBcAENyylHyaP3++tGrVysz2w6wTAABiBgAguzjHAIDAlTcrbzpx4oSZUprEEwCAmAEA8AbOMQAgcGUp+VSjRg357bffvL81AICAQ8wAABAvACC4ZWnY3csvvyzPP/+8FCpUSGrXri1hYWFp1rn11lu9sX0AAD9HzAAAEC8AILhlKfnUoUMHM8OdnlCkV1x8165d2d02AEAAIGYAAIgXABDcspR8Gj16NDPaAQCIGQAAr+EcAwACV5aST+3atfP+lgAAAhIxAwBAvACA4Jal5FNsbOwN14mIiMhK0wCAAEPMAAAQLwAguGUp+dS5c2cz7M7hcDhfS137iZpPAABiBgCAcwwAQJaSTx9++GGa1y5duiRbtmyRTz75RKZMmcKeBQAQMwAAnGMAALKWfGrQoIHH15s0aSKFChWSGTNmyLvvvsvuBQAQMwAAuX6OsX//flOD8JVXXnHWItSRGmPGjJFffvlFSpQoIV27dpUuXbo436Oze0+dOlWWLl0q58+fN2VFhg8fLrfffrtzHW+0AQDBIK+3G6xfv75s3rzZ280CAAIQMQMAYHe8uHr1qgwYMMCM1LCcPn1aunXrJhUqVJBly5ZJ7969Zfz48eaxZfr06bJw4UIzC9+iRYtMIqlnz55y5coVr7UBAMHC68mnb775RgoXLuztZgEAAYiYAQCwO15oSZAiRYq4vbZkyRIJDQ2VV199VSpXrizt27c3vZZmzZpllmtyaO7cudK3b1/T86patWoyYcIEiY+PlzVr1nitDQAIFlkadufaldSiWXw9kB45ckR69erljW0DAAQAYgYAILfihc64unjxYlm5cqVJAFm0Vq0O8wsJ+d/pUGRkpBnWd+LECTl69KhcvHhRGjZs6FxerFgxqVGjhmmzZcuWXmkDAIJFlpJPrrPcWfLmzStVqlSR6Ohok/UHAICYAQDIrXOMc+fOyaBBg2TYsGFSrlw5t2Wa0NJ2XZUuXdrcx8XFmeUq9ft0HWuZN9rwpFmzZuku03ZTtwcAAZt8+uc//+n9LQEABCRiBgAgN+LFyJEjpU6dOtKqVas0yy5fviz58+d3e61AgQLmPikpSRITE81jT+ucPXvWa20AQLDIUvLJsn79elP4T68q6OwO9erVk8aNG3tv6wAAAYOYAQDIqXihw+x0WNxnn33mcXnBggXTFP3WhJHSmfV0udJ1rMfWOmFhYV5rw5OYmJgs9YoCgIBLPukB9Nlnn5UffvhB8uXLJzfffLOZ7UHHN1vjnFNn+AEAwYmYAQDI6XihM86dPHnSrc6TGjFihHzxxRdStmxZSUhIcFtmPS9TpowkJyc7X9PZ7FzXqVq1qnnsjTYAIFjkzeqMEVu3bpVx48bJjh07TIDYvn27vP766/Lzzz/LjBkzvL+lAAC/RMwAAOR0vBg/frxJMmkPKOumdOa5MWPGSEREhPlZ165dc75n48aNUqlSJSlZsqSZmU5nyNu0aZNzufbE2rlzp3mv8kYbABAsspR8+vzzz6VPnz7SunVrc1VC6SwPbdq0Ma+n170VABB8iBkAgJyOF9rzqGLFim43pUkhXabFyy9cuCBDhw6Vffv2yfLly2XevHmmsLnSHlZRUVEmiaXD4Hbv3i39+/c3vZ1atGhh1vFGGwAQLLI07O7UqVNmilBP9PVjx45ld7sAAAGCmAEA8LV4oUmo2bNnm15Qbdu2lVKlSpmZ8fSxRXtJ6dA5nS1Pi4trb6U5c+ZIaGio19oAgGCRpeSTjlnWLqYNGzZMsyw2NjbL03/u379f2rVrJ6+88oq5V7t27TIH9F9++cUUHOzatat06dLF+Z6UlBSZOnWqLF26VM6fP28O6MOHD5fbb7/duY432gAAZI1dMQMAEFjsjhd79uxxe16rVi1ZvHhxuutr76uBAweaW3q80QYABIMsDbv7+9//bgr+aaY/Li5Orl69au7fe+89c9MuqJmlbQwYMEAuXbrkfE0LDHbr1s0EIi0a2Lt3b9NtVR9bpk+fLgsXLpTRo0fLokWLTCKpZ8+ezpknvNEGACDr7IgZAIDAQ7wAgMCVpZ5PHTp0MIXyNInz9ttvO193OBymm+lTTz2VpQKDWpDP1ZIlS0yX1FdffdWM965cubIcPHhQZs2aZU5WNDk0d+5ck7SyZrKYMGGCmYp1zZo10rJlS6+0AQDIOjtihqK3LAAEFrviBQDAT5NPmrDRYWzdu3eXzZs3y9mzZyVPnjzSvHlzk9zJLO1Gq91VdRYK1+lQt2zZIg0aNDBJI4s1zeqJEyfk6NGjcvHiRbeuucWKFTNjwrVNTRx5ow0AQNZ5O2bcqLds06ZNZdSoUWZmJL0vXLiws3eV1dP1jTfeMAVf33rrLdPTVYvYamFYb7QBAPCdeAEA8MPkk46Tfvnll00AeOaZZ0wQ0JtOGaoJHZ3OdOLEiWZ60YzS92phPi3Cl3ocd3x8vFSpUsXttdKlS5t7HbKhy1Xq9+k61jJvtOFJs2bN0l2m7VLDBECwsyNmWOgtCwCBw854AQDws5pPhw8fNkW6tbdQ6gO/DmvTBNKZM2ekY8eOmZqJYuTIkVKnTh1p1apVmmU6I0Tqq8gFChQw90lJSZKYmGgee1pHl3urDQBA5tgVM1x7y2rPI1fp9XQ9cOCA2Q6d4vp6PV291QYAwDfiBQDAD5NPWiPppptukhUrVsjDDz/stiwsLMzMIPfxxx+bpI0OacsIHWanf+iPGDHC4/KCBQumKfptJYQKFSpklitP6+g2easNT2JiYtK90esJQLCzI2ZkpLesDoPLbm/Z7LYBAMj9eAEA8NNhdxs2bDBF/kqUKJHuOqVKlTJjtBcsWJChNnXGuZMnT7rVeVKajNLutXoCkJCQ4LbMel6mTBlJTk52vqaz2bmuU7VqVfPYG20AADLHjphhZ29ZrSvirTY8Yag2AORsvAAA+GnySZMxd9xxxw3X0/pKGb36qzNZ6B/6rlq0aCF9+/aV1q1byyeffCKLFi2Sa9euSb58+czyjRs3mi65JUuWlKJFi5oZ8jZt2uRMHOlVcZ0lIyoqyjyPiIjIdhsAgMyxI2ZYvWW1sLcnmenpaj3OTm/Z9NoAAORuvAAA+HHySa9GpO5B5InOFFS8ePEMtak9jzzRpJAu05mFZs+eLUOHDjUzCe3YsUPmzZtnZh6yrjxrgkiTWLp9t912m5l1SHs7aRJLeaMNAEDm2BEz/Lm3rA7JzkqvKAAIdHbECwCAHyeftAfR8uXL5dFHH73hlWktvOoNmoTSxJFOudq2bVvT5VZrfehji/aS0pMBrf+hvah0O+fMmWMKFHqrDQBA5tgRM+gtCwCBJzfOMQAAPpx86ty5s3To0MHMLtS/f39nDQyLDkHQKVDXr19vCgdmZ6pVV7Vq1TKzGqVHh9INHDjQ3NLjjTYAABlnR8ygtywABJ6cOscAAPhJ8qlmzZoyZMgQGTt2rKnFpNNMly9f3tRSOnr0qKmZpN1h+/XrJ40bN7Z3qwEAPi03Yga9ZQHA/3COAQDBIcPJJ9WpUyepVq2aGZKm9SusIqyFCxeWRo0amVkoateubde2AgD8SE7EDHrLAoD/4xwDAAJfppJPql69euamTp06JSEhIVKsWDE7tg0A4OeIGQAA4gUAINPJp9SzUwAAQMwAAHgL5xgAEHjy5vYGAAAAAAAAIHCRfAIAAAAAAIBtSD4BAAAAAADANiSfAAAAAAAAYBuSTwAAAAAAALANyScAAAAAAADYhuQTAAAAAAAAbEPyCQAAAAAAALYh+QQAAAAAAADbkHwCAAAAAACAbUg+AQAAAAAAwDYknwAAAAAAAGAbkk8AAAAAAACwDcknAAAAAAAA2IbkEwAAAAAAAGxD8gkAAAAAAAC2IfkEAAAAAAAA25B8AgAAAAAAgG1IPgEAAAAIOGfOnJHhw4fL/fffL3Xr1pUOHTrIli1bnMs3bNgg7dq1k9q1a8vDDz8sq1atcnt/UlKSjBo1Sho2bCh16tSRF198UU6dOuW2jjfaAIBgQPIJAAAAQMB54YUXZNu2bfLOO+/IsmXLpHr16tKjRw/5448/5Pfff5fo6Ghp3LixLF++XJ544gkZNGiQSSZZRo4cKT/88INMmTJFPvjgA/O+vn37Opd7ow0ACBYhub0BAAAAAOBNBw8elB9//FEWLlwo9erVM6+98sor8v3338tnn30mJ0+elKpVq0r//v3NssqVK8vOnTtl9uzZppfSsWPHZOXKlTJz5kypX7++WUeTWNq7SRNa2otJk0nZbQMAggU9nwAAAAAElJtvvllmzZolNWvWdL6WJ08eczt37pwZfqcJIleRkZGydetWcTgc5t56zVKpUiUpU6aMxMbGmufeaAMAggXJJwAAAAABpVixYvLAAw9I/vz5na+tXr3a9IjSYXLx8fFStmxZt/eULl1aEhMT5fTp06bXkiawChQokGYdfa/yRhsAECxCfKEQoHY//fbbb+XChQum66oW4rO6puqY6bfeesuMqS5Xrpw899xz8uijj7oV8XvjjTfkq6++ksuXL0vTpk1l6NChUqJECec63mgDAAAAgH/66aefZMiQIdKiRQtp0qSJ+ZvfNTGlrOdXrlwxCaTUy5UmkvTcQXmjDU+aNWuW7rK4uDhzPgMA/ibXez5RCBAAAACAXdauXSvdu3eX8PBwGT9+vDMBpAkiV9bzsLAwKViwYJrlSpNGutxbbQBAsMjVnk8UAoS3nL2QJBcTr3pcVjgsVIoXce/uDMA/0VsWAJAZ8+fPlzFjxpgi32+++aazJ5L2HkpISHBbV58XKlRIihYtaobTaczR5JFr7yVdR2s2easNT2JiYrLUKyrYpPf3P3/7A74pV3s+UQgQ3qKBZ+rS7R5v6SWlAPgfessCADJKZ7obPXq0dOrUyZT5cE0AaYmPzZs3u62/ceNGqVu3ruTNm9fMkJeSkuIsGq72799v6jhFRER4rQ14/+9//vYHfFOILxQCdGUVAnz55ZdlxYoVFAIEABj0lgUAZJQmecaOHSsPPfSQREdHy4kTJ5zLdDhc586dpW3btmYYnt5/9913pv7r7NmzzTraM0lrxA4bNsy0o8PkRowYIQ0aNDDD95Q32gCAYJHrBcddUQgQAJCd3rLNmzd3e49Ob63DLTIy5XWdOnW80gYAIPfpBe2rV6/K119/bW6uNFGkkw1Nnz7dTEr0wQcfSPny5c3jhg0bOtfTXlOaNOrTp495fv/995tEkuVPf/pTttsAgGAR4kuFAAcMGGC6qVIIEAAQSL1lmbkIAHLW008/bW7Xo4kgvaVHaze99tpr5mZnGwAQDHwi+UQhQABAIPeWBQAAAIJZiK8UAtQx00OHDjXDJyyZKeJndW/NTiHA9NoAAPgWf+sty8xFAAAACGZ5fa0Q4PHjx83t/PnzJiG1Y8cOc2Lx+++/y9y5c00Rv549e6Yp4rdp0yazrs6ElLoQYHbbAAD4Du0t+9xzz8mDDz4oM2fOdA6By8yU16nXycq02em1AQAAAMCHkk+uhQAbNWrkdtPirlYRP505ok2bNrJ06VKPRfz0uRbx69Gjh9x5550yefJk53JvtAEA8A1Mmw0AAAD4n1wddkchQABARjFtNgAAAOCfcr3mEwAAGcG02QAAAIB/IvkEAPAL9JYFAAAA/FOu1nwCAAAAAABAYCP5BAAAAAAAANsw7A4AAAAAgEw4eyFJLiZe9biscFioFC9SgP0JuCD5BAAAAABAJmjiaerS7R6X9XmiNsknIBWG3QEAAAAAAMA2JJ8AAAAAAABgG5JPAAAAAAAAsA3JJwAAAAAAANiG5BMAAAAAAABsw2x3AAAgqKbBZgpsAACAnEXyCQAABNU02EyBDQAAkLMYdgcAAAAAAADbkHwCAAAAAACAbUg+AQAAAAAAwDbUfAIAAPCRYuiKgugAACDQkHwCAADwkWLoioLoAAAg0DDsDgAAAAAAALYh+QQAAAAAAADbMOwOAAAAAAA/qxNIjUD4E5JPQC6i4CwAAACArNQJpEYg/AnJJyAXUXAWAAAAABDoqPkEAAAAAAAA25B8AgAAAAAAgG0YdgcAABCEKGALAAByCsknAACAIEQBWwAAkFMYdgcAAAAAAADbkHz6r5SUFJk8ebI0btxYwsPDpVevXnLo0CH79jwAwG8RMwAAxAwAyDiST/81ffp0WbhwoYwePVoWLVpkTix69uwpV65cycTuBAAEA2IGAICYAQAZR/JJxCSY5s6dK3379pUmTZpItWrVZMKECRIfHy9r1qzJxO4EAAQ6YgYAgJgBAJlD8klEdu/eLRcvXpSGDRs6d0yxYsWkRo0aEhsbm8ldCgAIZMQMAAAxAwAyh9nuREwPJ1WuXDm3nVO6dGnnMiDYptpWhcNCpXiRAjm+TYAvI2YAAIgZ8Ff87Y/cQvJJRBITE83OyJ8/v9vOKVCggJw9e9bjjmvWrFm6O/Xw4cOSL1++666TnmvXHHL2YlKa1/+1pIDky5cn0+0Fi/T2m6/vO1/Y7uttQ/HCmd+GFIdDHClpX8+TVyRvHt/8HgJNXFycOQYhsGOGLxw/fJ0vx1Rf+P68vX84/vsnYoa9iBmBe4zPyeO4Nz9rVv/25xiP7MYMkk8iUrBgQWcdD+uxSkpKkrCwsEzv1Dx58khISEiWvkhPPbACiV2fUQ+SJYr977vzl8/oC9udlW243mc0CaYAyHv48/9HPf6kTowgsGKGP/9+5uRnyu1j7PU+U25vW1a3IRCP/8H+/4mYYS9ihn1y+jia+v9VTv58b/6srLbljWN8IB5vc0NcLu7H7MQMkk8uX1pCQoJUqFDBuXP0edWqVT3uuJiYGPE266q3HW37Cj5jYOB7RDDzhZgRiP8H+Uz+ge/JPwTi9+SviBmBg/9X7ENf0cxPj/EUHBcxs9sVKVJENm3a5Nwx586dk507d0pERERufj8AAB9DzAAAEDMAIHPo+fTfuh1RUVEyfvx4KVGihNx2223y1ltvSdmyZaVFixaZ3KUAgEBGzAAAEDMAIHNIPv1X3759JTk5WYYNGyaXL182PZ7mzJkjoaGhmdylAIBAR8wAABAzACDjSD79l1ZsHzhwoLkBAHA9xAwAQEYRMwCAmk8AAAAAAACwEQXHAQAAAAAAYJs8DofDYV/zAAAAAAAACGb0fAIAAAAAAADJJwAAAAAAAPgfej4BAAAAAADANiSfAAAAAAAAYBuSTzkoJSVFJk+eLI0bN5bw8HDp1auXHDp0KN31T58+LS+++KJERERIgwYNZNSoUZKYmCiB9Bk//fRTqVq1aprb4cOHxR+8++670rlz5+uu44/fY2Y/oz9+j2fOnJHhw4fL/fffL3Xr1pUOHTrIli1b0l1fP0t0dLRZt1GjRjJx4kS5du1ajm4zgkcgxotAjw+BGA8C5fgfaMf7zH6eGTNmePyOEPgye9yFd46L8M6xC2mdPHlSBg4cKJGRkVKnTh156qmn5Pfffxd/QfIpB02fPl0WLlwoo0ePlkWLFpmA0LNnT7ly5YrH9fv27SsHDx6UefPmyaRJk+S7776TkSNHSiB9xj179pg/wH/44Qe3W7ly5cTXLViwwPxBeiP++D1m9jP64/f4wgsvyLZt2+Sdd96RZcuWSfXq1aVHjx7yxx9/pFn36tWrZpnS32v9/j766COZNm1aLmw5gkEgxotAjg+BGA8C6fgfaMf7zHwe6zt67LHH0nxHCHyZPe7CO8dFeOfYhbR69+5t/o6YNWuWfPzxx1KwYEHp2rWrT1/IcuNAjkhKSnLUqVPHsWDBAudrZ8+eddSqVcvx2WefpVn/p59+clSpUsWxb98+52vff/+9o2rVqo74+PiA+IyqZ8+ejtGjRzv8ie7/6OhoR3h4uOPhhx92REVFpbuuP36Pmf2M/vg9HjhwwHwvW7Zscb6WkpLiaN68uWPixIlp1tff33vuucdx5swZ52uLFi1y1K1b1/zeA94UiPEiUONDIMaDQDv+B9rxPrOfR/31r391vP/++zm4lfDX4y68c1yEd45dcKdx6YUXXnDs2bPH+dquXbvMft2+fbvDH9DzKYfs3r1bLl68KA0bNnS+VqxYMalRo4bExsamWV+7IJYqVUoqV67sfE2vLObJk0e2bt0qgfAZratxrp/RH/z6668SGhpqhhrUrl37uuv64/eY2c/oj9/jzTffbK4Y1KxZ0/mafid6O3funMfv8e6775bixYs7X9PurhcuXJBdu3bl2HYjOARivAjU+BCI8SDQjv+BdrzP7OfRHi4HDhyQO++8M4e3FP543IV3jovI/rELaWlcevvtt6VKlSrm+alTp0xP6rJly8pdd90l/oDkUw6Jj48396m7oZcuXdq5zNWxY8fSrJs/f3656aabJC4uTgLhM549e9Z8Tv1Dr1WrVqauwrPPPiv79+8XX9a0aVOZMmWK3H777Tdc1x+/x8x+Rn/8HvWPrwceeMB8F5bVq1ebbqxaFyE1/f3VA3vq32vly98j/FMgxotAjQ+BGA8C7fgfaMf7zH6effv2mXpVus5f/vIXadKkiakXkpCQkMNbDl8/7sI7x0V459iF63vllVdMYnnVqlUyZswYKVSokPgDkk85xBqH6fofThUoUECSkpI8rp963eut74+f8bfffjP3DodDXn/9dTOGWtfr2LGjnDhxQgKBP36PmRUI3+NPP/0kQ4YMkRYtWpg/zFO7fPmyx99rFSjfI3xHIMYL4oN/fE/BcPwPtOP9jT7P3r17zX1YWJipM6YnKVpfpUuXLuazInBl9rgL+NKxC9f3j3/8w9TNatmypakDpb3z/EFIbm9AsNBiYFb3Z+ux0oO//kHgaX1PxQB1fV/NbGb2M9avX182bNhgumFql0s1depUcwBavny5qd7v7/zxe8wsf/8e165dKwMGDDCzbowfPz7D36P1h1ugfI/wHYEYL4gP/vE9BfrxP9CO9xn5PG3atDEzS5UoUcL52p/+9Cfz2jfffCOPPPJIDm4xfPm4C/jSsQvXZw2z0wsK27dvl/nz55uLQL6Onk85xOrymrqbsz4vU6ZMmvW1y3fqdTV46BSVVvdvf/+MSv8Ysv5gVRoMy5cvb7rxBwJ//B6zwl+/Rz1QP/fcc/Lggw/KzJkznVe3M/I9Ws/T+90GsioQ4wXxwT++p0A+/gfa8T6jn0e5Jp6U/r7pcE+GXgW2rBx3AV86dsGd1njSYXbJycnO1/LmzWsSUf4ylJrkUw6pVq2aFClSRDZt2uR8TYur7dy5UyIiItKsr6/pHwU6DtayefNmc1+vXj0JhM+4ePFiuffee+XSpUvO17SgpxbG9JeiaTfij99jZvnr92hNPdypUycz5aun4TCu36P+HuvnsmzcuFEKFy5sfu8BbwrEeEF88I/vKVCP/4F2vM/M55kwYYKp9aRDIy2HDx+W06dP+9R3hNw/7gK+dOxCWjqc/YUXXjA9ji1Xr141/6d9eeIPVySfcoj+54qKijJdC2NiYswMFP379zdX2HSsqxaDPH78uHP8vc6koF0RdZ0dO3aYP3yGDx9uuk/76tWKzH5G7fKdkpIigwYNMnUj/v3vf5tMuF6ha9eunfijQPgebyQQvkcthjt27Fh56KGHJDo62hzM9TPp7fz586Y3gj62hl40b97czFL1/PPPm99r7S6sQbN79+4ETnhdIMaLYIwP/vg93Yg/fk+BdrzP7OfR9Y4cOSIjR44079VZzvQ70t9FivwGthsddwFfOnbhxnSWO427r732mjmWa02/l156ySSVu3btKn7BgRyTnJzsGDdunCMyMtIRHh7u6NWrl+PQoUN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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 4 + }, + { + "cell_type": "code", + "id": "c4f340f9", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:07.305972Z", + "start_time": "2025-12-05T18:34:06.647160Z" + } + }, + "source": [ + "agg_cols = ['active_imp_total', 'passive_imp_total', 'active_click_total', 'passive_click_total', 'orders_amt_total']\n", + "melted = df[agg_cols].melt(var_name='metric', value_name='value')\n", + "plt.figure(figsize=(10, 4))\n", + "sns.boxplot(data=melted, x='metric', y='value')\n", + "plt.xticks(rotation=30)\n", + "plt.title('Агрегаты: boxplot')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 7 + }, + { + "cell_type": "code", + "id": "1492f73e", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:08.241394Z", + "start_time": "2025-12-05T18:34:07.629780Z" + } + }, + "source": [ + "\n", + "num_for_corr = ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ORDER_COLS + ['age']\n", + "corr = df[num_for_corr].corr(method='spearman')\n", + "plt.figure(figsize=(14, 10))\n", + "sns.heatmap(corr, cmap='coolwarm', center=0)\n", + "plt.title('Спирмен: числовые признаки')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 8 + }, + { + "cell_type": "code", + "id": "65c43375", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:10.553748Z", + "start_time": "2025-12-05T18:34:08.248621Z" + } + }, + "source": [ + "\n", + "fig, axes = plt.subplots(len(CATEGORIES), 2, figsize=(12, 16))\n", + "for i, cat in enumerate(CATEGORIES):\n", + " sns.scatterplot(data=df, x=f'active_imp_{cat}', y=f'active_click_{cat}', ax=axes[i, 0], alpha=0.3)\n", + " axes[i, 0].set_title(f'Active {cat}: imp->click')\n", + " sns.scatterplot(data=df, x=f'active_click_{cat}', y=f'orders_amt_{cat}', ax=axes[i, 1], alpha=0.3)\n", + " axes[i, 1].set_title(f'{cat}: click->order')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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Dhw939auUrFM9KbWPF/NIqVKl3M/A2qUejYgKTiwF8vYF1oWS4DpVen6KYRS3hhJ4PgAyjoLjQJzSF7ACHH3hq2ct8KJV7zQlTkXCFYDoy9gbKu354IMP3LQ8Td1TcHQsuh8FE+q50nQsDRn3gg8lPJRAUQJDK915F/X2qYhjcC+VR0O1k5OT3XkoKePdnxe4BfbyaZSPpvapWLcCm+Ch5IEU3Gi/2sILIL799lv3M3BqW25T4i6QVrFTEk/PXcFcYNtphRXvNiqa+emnn7ri4aGKXao3tUCBAmleYyWqlHwMNX0vkHpVtfqMCqV69LrceuutqYJH9RzqNVKwqKBQry0AAIkm2uMXL7nkjaD2aCGS4A7L9OICJYgCE1BK6GhaoGLLwJFIGoE9cOBANzpaBc5FcWdgTKOLns/s2bPdbV555RUXh1500UVpEj1ayEXxRnBhdMUpKjOgMhDpUQkDFSlXfBUoOD5S4knT+/RYgeeoc1Lcc6y4CUBojHwC4pRWAtE8dSWfQtH8e/VAqbdMSQT1tClBpKlS+sIdO3asG2mjkS1eD9mXX37pRtd4I12CKeF02223uXn83ip3oi9preSm4MPr8dq1a5dbZUS1ENIb1qztqgGgVVS0qonqGWjpXE3rkn379vmPrVOnjpt3r9XhNArraCNulIzR6nu6f/X4aQSPEjcKDgOHUisppqCndu3alhsUlGkVOdVR+OKLL1wwdKwEjoLVUHUSAmm6nXoe1VOq56OgSkHjG2+84Xr1jpVc1HLHWv1Qqx7q9VXQ+Oqrr7rEpIbBB1NvpYbXK7mlHsujBYIAAMSbaI9f9D2tTkidn+qB6vGVxFLcoRXpjkUr6yrOVLJJ9TzVwaVR2Donfe8H17RUJ5keTzWlunTp4kaChaL7OlZMo5hFHWeatqe6T4o9NXJc562Y9Zprrkn3tmonjR7T7TQSS+ekhJXioeDnp0STfur1U9yjKYCKmYOnCwLIOEY+AXFKQY5q/yioSa/XS6NplIDScrLDhg2zn3/+2X3xK0mhZWO94cbqYfvPf/7jEiEaDp0eBRcaqqzeIfUWBdJSvrq9AiUNLdfoGD2+khrpBSGqZaDbKEGlxIeSV6LbKICYN29equOV8FLiK71CnR49VxUAV40qDYvXaC1NE1NdgsD71FS3UDWqwkV1ndRjqOeq5JASgOedd95Rb3OsIM1zzz33uGBNPYXqiVVQpeWDlSQ6FgXCqr3gtdntt9/ueliVgErvtVNCs0qVKi64y4ki7gAAxIpYiF+UeLrqqqvcKCPFfhp1pLhDUwWPRaOHlCzTVDnVmFRCRtt0X+mVUlCMo5hFsUd2Yxp1iulc1VmqdlC7aBqiRiUF128KprjqySefdEknvTZKuAVPddTIfJWm0OhzxauKW1UUXqPClJACkDV5tORdFm8LAMgBSvppZJKSOUr0AQAAAEA8YeQTAAAAAAAAwobkEwAAAAAAAMKGaXcAAAAAAAAIG0Y+AQAAAAAAIGxIPgEAAAAAACBsSD4BAAAAAAAgbEg+AQAAAAAAIGzyh++u40ezZs0sJSXFypcvH+lTAQAAYbR582ZLSkqyefPm0c7ZQOwEAEBi2JzB2InkUwYkJyfb4cOHc+q1AQAAUerQoUPm8/kifRoxj9gJAIDEkNHYieRTBlSoUMH9nDlzZvZfGQAAELU6duwY6VOIC8ROAAAkho4ZjJ1ioubTjh07bODAgdamTRtr2rSpXX755Ucd0rVmzRrr27evO/b000+3MWPGMHIJAADgGKZNm2bnnHOONWzY0M4991z79NNPaTMAAJBtMZF8uvPOO+3XX3+10aNH29SpU+2kk06ya6+91v799980xx48eNDtkzfffNMeeeQRe+ONN+zZZ5+NwJkDAADEhg8++MAeeOABu/LKK2369Ol23nnn+WMwAACA7Ij6aXcrV660H374waZMmWKnnnqq2/bQQw/Zd999Zx999JH169cv1fGff/65rVu3zt5++20rWbKk1alTx7Zu3WojRoywG264wRXCAhLJ8jXbbNn6PbZ3X4oVL5pkNSoVsxrHlYn0aUW1let22NK1u2zP/2+zWlVK2AlVSkX6tKLe5m37bNm6HbZ3/0ErVjjJalYpaeXLFIn0aUW1PXtTbN2WPbY/+bAVLpjPqpQrZsWK8j2F3KdaDU899ZRdffXVLvkkN954oxtpPmfOHGvSpElUvCzJKYdsx+5kSzl0xJLy57VSxQtawaSoD2cBAEh4Uf9tXbp0aXv++efd8G9Pnjx53GXXrl1pjleQ1KBBA5d48rRs2dL27Nljf/31lzVu3DjXzh2ItNl/rLWpXy21v1fv8G+rc3wpu6hDbWvZsGpEzy1azflznWuzpWt2+rfVPq6ka7MWDapE9Nyi2cJ/t9jnP62wjdv2+7dVLFPYurSqbifXLBfRc4tWqzfusrmLNtq+A4f824oU2mrN61e04yuWiOi5IfEsX77c1q5da+eff36q7S+99JJFi+27Dtjy9Tvt0KH/FTVdu2WP1ahc0kqXKBTRcwMAADE+7a5EiRLWtm3bVCOWNLpJI6LOOOOMNMdv2LDBKlWqFLLo5fr163PhjIHoGfEUnHgSXdd27UfaEU/BiSfRdW3XfoQe8RSceBJd13btR9oRT8GJJ9F1bdd+ILeTT+49uG+fK1/QqlUru+SSS+yrr76KmhFPwYkn0XVt134AABC9on7kU7D58+fbgAEDrHPnztauXbs0+w8cOOASVoEKFizoX/Y3KxXalbSqXLlyts4byG2aahecePJou/Yz/S41TbULTjz5963Z6fYz/S7Ee23djjSJJ4+2az/T71LTVLvgxJNH27W/TlGmxyL3aIS49O/f32655Ra7++67XWffTTfdZC+//LJLRkUydtJUu+DEk0fbtb9i2ZgLawEASBgx9S09Y8YMFwxpFbuRI0eGPKZQoUKWkpK6x9hLOhUpQu0RJA7VeMrO/kSkGk/Z2Z+oVOMpO/sTkWo8ZWc/kNMKFCjgfmrUU7du3dzvWuBl0aJF6SafcpNqPGVnPwAAiKyYST699tprNmTIEDvrrLNs+PDh6RYO15S7v//+O9W2TZs2uZ8VK1ZM9/5nzpyZ7r6j9ewB0apokaRs7U9ExY7RJsfan6iKFi6Qrf2JSMXFs7MfyGlejKSFWgLVrl3bvv7664jHTiounp39AAAgsmLim1or3Q0ePNitvjJ69OijrljXvHlz10vnDR+X2bNnW9GiRa1evXq5dMZA5NWqXMwVFw9F27UfqdWuWsIVFw9F27UfId5rVUq54uKhaLv2IzWtalekUOj+H23XfiA3abEWxUq//fZbqu3q0KtWrVrEXwytapc/f56Q+7Rd+wEAQPTKGwsFMB9//HHr1KmT9e3b17Zs2WKbN292l927d7spdvrdm2p35plnWvny5e3222+3xYsXu6l6Slj17t37qEkrIN6onpNWaAtOQOn6fzvXod5TCKrnpDYLTkDp+sVnnki9p3SonpNWtQtOQOn6Oa1qUO8phGJFk9yqdsEJKF0/rX4ltx/ITSpbcN1119mzzz5rH3/8sa1atcrGjRtnP/zwg11zzTURfzEKJuV3q9oFJ6B0vWaVkm4/AACIXlH/Ta1ilwcPHrQvv/zSXQKpJoEuV199tb366qv2/9q7D/Aoyu7x+4cAgST0FooGBASk9/LQQYo8oDQbohQpKgIqCKJIEanSQYoiXX6ggAUFC8UuHZEWECFICUiHUBIC+17nft7df8oGskkm276f6wrZzCy7s7M7u2fPnPvctWrVMs3F582bJyNHjpQnnnhCcubMKZ06dTINMwF/U7tCEQnNHWSai2uPJx1qpxVPNBpPWs1yhSU0d7BpLq49nnSonVY80Wj87soXzyehuYJNc3Ht8aRD7bTiiUbjSbs/NIfkzpbVNBfXHk861E4rnkg8wV00VgoKCpIpU6bImTNnpESJEjJjxgwTX3mC3DmymgStNhfXHk861E4rnkg8AQDg+TLYbDbnU4cgUd+Cu/U2AAAA3o/PfPYjAABI+9jJ44fdAQAAAAAAwHuRfAIAAAAAAIBlSD4BAAAAAADAMiSfAAAAAAAAYBmSTwAAAAAAALAMyScAAAAAAABYhuQTAAAAAAAALEPyCQAAAAAAAJYh+QQAAAAAAADLkHwCAAAAAACAZUg+AQAAAAAAwDIknwAAAAAAAGAZkk8AAAAAAACwDMknAAAAAAAA+FbyKSoqyh13CwAAAAAAgHSWyYobjYmJkUWLFsnWrVvNZZvNZpbr7+vXr8vhw4dl9+7dVtw1AACA34iOjpaDBw/Gi7fu3LkjN27ckO3bt8vAgQPdvYkAAADWJJ8mTJggS5culVKlSsmFCxckS5YskidPHjl06JDcunVLXn75ZXY9AABAKmzZskX69+8vly9fdro+JCSE5BMAAPDdYXffffeddOvWTb788kvp3LmzlC9fXj799FOzvEiRIuaMHAAAAFJuypQpkjt3bpk+fbo8/PDD0rx5c5kzZ4506tRJMmTIIB9++CG7FwAA+G7ySaudGjRoYC5r9dOePXvM5dDQUOnVq5esXbvWirsFAADwGzrcTqvJmzVrJo0bN5bIyEhp2LChvP3229KxY0eZPXu2uzcRAADAuuRT9uzZTe8BVbRoURMM2ZuMFytWzPwNAACAlNNKcj2xZ4+3/vrrL8e6Fi1ayP79+9m9AADAd5NP1atXlyVLlphmlxoMBQUFyfr16826Xbt2SbZs2ay4WwAAAL8RFhZmqp/UAw88YOKuI0eOmL9jY2Pl2rVrbt5CAAAAC5NPWgL+xx9/mCF2mTJlMr0HtAS8ffv2Mm3aNHM2DgAAACnXpk0bmThxopnkRSd20R6bo0aNko0bN8r7778vJUuWZPcCAADfne2udOnSsm7dOjO7nRowYICpdtq5c6c0adLEJKUAAACQcj169JCLFy9f8u9lAABCLUlEQVTK7t27zQQvw4cPl549e8pLL71k4i56PgEAAJ9OPqn8+fObH6UzrrzwwgtW3RUAAIDfCQgIkMGDBzv+rlChgmlzoEPvihcvTpsDAADge8mnmTNnyuOPP24aX+rlu9FkVJ8+fdLqrgEAACBiEk4VK1ZkXwAAAN9NPjVo0IDkEwAAgEUeeughWbFihUkwlSlTxpzQS4quY8Y7AADgU8mn8PBwp5cBAACQNrRyXKvM7ZfvlnwCAADw6Z5PixYtMjOw6MwrAAAASLsZhe20sXjGjBnZtQAAwOMFWHGj7733nhmCp7ParV27VqKjo624GwAAAL9Vr149effdd2XPnj3u3hQAAID0Tz79/PPP8uabb8r169dlwIAB8p///EeGDBkiW7ZsSfVtz507V5599tm7XufLL7+U0qVLJ/o5ceJEqu8fAADAE7Ru3Vq+/fZbeeKJJ6Rly5YyZ84cOXnypLs3CwAAIH2ST7lz55ZOnTrJ0qVLZePGjaYs/NChQ9K1a1dp1KiRTJo0KUW3+/HHH8vUqVPveb2DBw9KzZo15Zdffon3U6hQoRTdLwAAgKd566235KeffpL58+dL9erVZcGCBdKsWTPp3LmzfPrpp3L16lV3byIAAIB1yae4NOHz/PPPy5QpU+SZZ56Rs2fPyrx581y6jTNnzsgLL7wgEydOlGLFit3z+pro0kqn/Pnzx/uhLwIAAPAl2nC8Tp06ZvidnmibNWuWib1Gjhwp9evXd/fmAQAAWJ98On36tDkb1759e2nRooV888035mzcqlWrXLqdffv2SebMmc1wukqVKiWr8qlEiRKp2HIAAADvERsba5JP2mtTq6GUJqUAAAB8drY7HR6nwc+uXbskMDBQmjZtKq+88oppjBkQ4Hq+q0mTJuYnOS5fvmwqpbZv3y7Lli2TixcvSsWKFeX111+XBx54IMn/p9uYlMjISIbsAQAAj2Kz2WTz5s3y9ddfy/fff29iII15+vXrJ61atTJtEAAAAHw2+TR69GjTc0l/N2/eXEJCQiS9/PXXX46AbOzYsXLz5k2ZPXu26UG1Zs0ayZcvX7ptCwAAgFV0WN358+elcOHCJs557LHHktWeAAAAwCeST5s2bZLQ0FBxB224+fvvv5uzfdoHQc2cOdM0Ol+9erX06tXL6f/bsGFDiqqiAAAA3EGrwh999FET+wAAAPhd8kkTTzr0bceOHRITE+NYfufOHblx44YZEqcNyK2SJ0+eeH8HBQXJfffdZ7YJAADAF7zzzjt3XX/kyBEpXrx4um0PAABAuiaftLH4wIEDTfNLe/WRDoOzX7YyEFqxYoVMnjzZVF8FBwebZVFRURIRESEdO3a07H4BAADSk/Z40pN5W7duNSf7NNZS+vv69etm/YEDB3hSAACAb852N2fOHClXrpwZ5qYz3WkPAm2GqU2/M2bMKG+++Waa3dft27fl7NmzpreTatCggamwGjRokOn/tGfPHunbt6+phtJtAQAA8AVjxoyRlStXStGiRU18lT17dqlQoYLcunVLrly5cs/KKAAAAK9OPh09elR69uwpZcuWlVq1akl4eLiUKFFCunfvLs8995xJTqUVnYlOZ9HT2fVUoUKFZOHCheaM39NPPy1du3Y1wdjixYslS5YsaXa/AAAA7vTzzz+bE2w6scqTTz4pBQsWlKlTp5oK9NKlS8vhw4d5ggAAgO8OuwsICJCcOXOay3o2TnsOaDWSLtfKpM8++yzFtz1u3Lh4f2svp4MHD8ZbplVX8+fPT/F9AAAAeDqtbqpSpYq5rCf57LGPzjKsJ/x0wpUhQ4a4eSsBAAAsqnzSnk47d+50XNY+BFr9ZA+U4jYhBwAAgOt0Zt+rV6+ay8WKFZPz58/LpUuX4k3+AgAA4LPJp6eeekqmTZtmmmDqkLfatWubM29LliyRSZMmmcokAAAApFydOnVMK4OTJ09KWFiYqTq3V5frxCuanEpp+wStqNLenQAAAB6bfHr88cflrbfeclQ4jRo1SqKjo2X06NFmBjxdBwAAgJTr37+/qXYaPHiwmVG4d+/eMn78eNNvU/tfdujQweXb1GblOmOx9s4EAADw6J5P6plnnnFcvv/++2XdunVy8eJFM+tcXJ9//rk0btzY0SMKAAAA91akSBEz4UpERIT5u1u3bpIvXz7T+qBixYrSrl07l3fjjBkzJFu2bB67+y9evikRpy/L9ZuxEpI1sxQtmENy58zq7s0C/F50TKxcuhotMbF3JDBTgOTKnkWyBFr2VROAF0q3dwQ9I5cw8XT79m0zHE+nCSb5BAAA4JqsWbNKmTJlHH+3adPG/MSlk740a9bMDNF78MEHk7ytbdu2yYoVK8yJwUaNGnncU3Honwvyw44TcvFqtGNZ7uxZpFG1+6RUWPwYE0D6uXjlphyNvCyxsTbHspPnouSBQjkldw6SwwAsHHbnCpvt/71JAQAAIO1jLe0LdbcJX3RCmEGDBsnQoUOlUKFCHlnxlDDxZJZfjf7f8ss33bZtgL9XPCVMPCn9W5fregBQ1EICAAD4uREjRpgm4wmrpu6madOmSa6LjIxM0ySWDrVLmHiy0+W6nuF3QPrToXYJE092ulzXh+blKycAkk8AAAB+TYfZbd++XdasWSOeSns8pWY9AGtoj6fUrAfgP0hDAwAA+LFVq1aZWfMS9nkaPny4aWg+b948p/9vw4YNKaqKSongrJlStR6ANbS5eGrWA/AffFIDAAD4sYkTJ8rNm/F7JjVv3lz69esnjz76qHiCYgVzmubizobe6XJdDyD96ax22lzc2dC7TJkymPUAYN4T2A0AAAD+KzQ01OnyvHnzJrkuvWk/J53Vztlsd02r30+/J8BNsgRmMrPaJWw6romn4oVzmvUAYN4X2A0AAADwdKXC8kj+nMGmubj2eNKhdqYiKidTuQPulDtHVnM8anNx7fGkQ+204onEE4C4SD4BAAAgnoMHD3rkHtFEE8kmwPNooolZ7QDcjSUd4MLDw5Ncd/XqVRk6dKi5nDFjRlm8eLE88MADVmwGAACAzzp16pTcunXL6bro6GjZuXOnuZwhQwapUaOGhISEpPMWAgAAWJh86tq1q9ME1LfffiutWrUyU/ra1axZU4KDg63YDAAAAJ+lM8odOHDA6bo///xTunXrZi4HBATIkiVLpFixYum8hQAAABYOuytbtqx06dJFFixYYC7/+++/8s4778j69eulUqVK8uGHH1pxtwAAAD5t/PjxcunSJXPZZrPJrFmzJHfu3Imup0mp7Nmzu2ELAQAA0in5NGfOHHn11VdNBdRzzz0nCxcuNCXfw4cPl6eeespcBgAAgGuKFy8us2fPNpc1ntq7d68EBgbGu462NdDE05AhQ9i9AADAd5NPGgRNnz5dBg8eLDNnzjR9BqZMmSL58uWz4u4AAAD8wuOPP25+VJMmTUzlU5kyZdy9WQAAAOmTfNq2bVuiZRocRUREmNJvXR83+aQJKQAAAKTMxo0b2XUAAMC/kk/PPvtsvOF02odA/9bfSofh2enypBpkAgAA4N5iYmJk6dKlZla7K1euJFqv8daiRYvYlQAAwHeST4sXL06rmwIAAMA96GQuK1eulAcffFBy5cqVaL39BCAAAIDPJJ9q1qwZ7+87d+7IoUOHHH0Izp49K/v375e6detKpkyWtJoCAADwG99//7307dtX+vTp4+5NAQAAuKsAscCZM2fksccek5dfftmxTBNPvXv3ls6dOzumCAYAAEDKBAQESJUqVdh9AADAP5NPEyZMMH0IJk6c6FjWsGFDWb16tUk8TZo0yYq7BQAA8Btt27Y1w+602hwAAMCTWTL+7bfffjN9CCpXrhxvedmyZaV///4yevRoK+4WAADAb7zyyismAdWiRQspV66cBAUFJWo4PmbMGLdtHwAAgKXJJ616ypgxo9N1Ghhdu3bNirsFAADwG1phfvToURNb/fnnn4nWx52FGAAAwOeST5UqVZIFCxZI/fr1JXPmzI7lsbGxZla8ihUrWnG3AAAAfuPLL7+Url27yqBBg0z/JwAAAL9KPvXr10+effZZadq0qTRo0EDy5s0rFy5ckF9//VXOnz8vS5YsseJuAQAA/Mbt27elcePGJJ4AAIDHs+Q0mfZ6WrFihfn9ww8/yEcffSTr1683/QiWL1+eqsqnuXPnmsTW3Vy8eFEGDBggNWrUkJo1a8rIkSPlxo0bKb5PAAAAT9OsWTNZt26duzcDAADAPZVP9ubi06dPT9Pb/Pjjj2Xq1KlSvXr1e1ZeabJp4cKFcuXKFXnrrbfk+vXrMn78+DTdHqS/w/9ckIgzUXLteoxkDwmUsALZpGRYHp4K9hmvMw/A8em646evyOETlyTqRoxkDw6UEkVyyf0Fc1jw7PiO6JhYuXQ1WmJi70hgpgDJlT2LZAm0LJzxaNrmQPs+hYeHS5UqVSQkJCRRz6c+ffqIL+F9BgAA75Rm0dq2bdtMwkkDH718L1qVlFxnzpyR4cOHy5YtW6RYsWJ3ve6uXbtk69atsnbtWilRooRZpjPv9ejRQ1577TUJDQ1N9v3Cs2zec1JWbTws4f9cciwrE5ZLOjQpKbUrFHHrtnkq9hn7jNea59p+4LSs/uGwRJy64lhWrHAOad+opFR/qKBbt81TXbxyU45GXpbYWJtj2clzUfJAoZySO0dW8TcjRowwv//44w/zk5CvJZ/4TAMAwHulWfJJh8J98sknZkidXtaAx2b7f8Ghsi/T3wcOHEj2be/bt880LtfGmu+//76cPHkyyetu375d8ufP70g8KR16p/e5Y8cOadWqVQofIdx9pjNh4knp37o8X84gKqDYZ7zO3ITjM2UVTwkTT0r/1uWhuYOpgHJS8ZQw8aT0b10enDWT31VAacWTv+B9BgAA75ZmUZrOYmdP+OjltNSkSRPzk9wqqUKFCsVbFhgYKLly5ZLIyMgk/582R0+K/r+Et4n0pUPtEiae7HS5rmf4HfuM15l7cHy6TofaJUw8Ofbnqf8NxWP4XXw61C5h4slOl+v60Lz+lXy6l6ioKMmWLZv4At5nAADwbmkWpWl1kbPL6U17PWmyKaEsWbJIdHS0W7YJqac9nlKz3h+xz9hnvNY8l/Z4Ss16f6Q9nlKz3hfFxMTIokWLTLsBvWyvONff2uvy8OHDsnv3bvEFfKYBAODd0iz5NHPmzGRf18oeBFmzZjUBWEKaeAoODk7y/23YsCFFVVFIHyHBgala74/YZ+wzXmueK1tQYKrW+yNtLp6a9b5owoQJsnTpUilVqpRcuHDBnGjLkyePHDp0SG7duiUvv/yy+Ao+0wAA8G4+l3wqWLCgrF+/Pt4yTUZdunRJChQoYMl9wnrFQrOZ5uLOht7pcl0P9hmvM/fg+HRdyftymebizobe6XJdj/h0VjttLu5s6F2mTBnMen/z3XffSbdu3WTw4MEyZ84c009z2rRppgVB586d5c4d36kG430GAADvFpCWTS+T++NKs3FX6Sx6p0+flmPHjjmWaTm6qlatmmX3C2tpPyed1U4TTXHp3080L0W/J/YZrzM34vh0nfZz0lntNNEUl/7dsVFJ+j05oc3EdVY7TTTFpX8XL5zT75qNK612atCggbms1U979uwxl3Vm3169epmZf30F7zMAAHg3yyI1nVlu8+bNjgqn/fv3y9y5c6Vnz55Svnz5NLuf27dvm+Are/bsZshdpUqVpGrVqvLqq6+aKYi158GwYcOkbdu2JhiD96pdoYiZ1U6bjmrvBy3B1zOhNBpnn/E6cz+OT9dVf6igmdVOm4trjycdaqcVTzQaT1ruHFnNrHbaXFx7POlQO6148sfEk9LYx95qoGjRomaCFHuT8WLFit11ohVvxPsMAADey5Jo7ccffzRJpwoVKjiSTzrULiIiQjp16iTz58+X6tWrp8l9aWClPZnGjh0r7du3N/ejQwBHjhwpXbp0Mf0PWrZsKUOGDEmT+4N7aaKJZBP7jNeZZ+L4dJ0mmkg2uUYTTcxq9z8aSy1ZssRM9KLJp6CgINN6QE+47dq1y2dmuouL9xkAALxTBpt9apQ01LFjRylRooSMGzfOJIPi0r4Ex48fl2XLlom3sDccv1tTcgAA4P286TP/4MGD8swzz8hDDz1kklATJ040s989+OCDZt3TTz8tQ4cOdcu2edN+BAAA1n/mW1L59Pfff8uAAQMSJZ6Uno2zqtk4AACAvyhdurSsW7fOzG6nNPbSaqedO3dKkyZNTN8nAAAAT5DJqh4ER48elTp16iRap1VPwcHBVtwtAACAX8mfP7/5UXrS74UXXkh0HZ31rmvXrvLOO++YXlAAAABeO9tdXM2aNTNT/W7atCne8p9//tks1/UAAACwnnZY0Jl/r127xu4GAAC+U/mkM83pdL8vvviiZM6cWXLlyiWXLl2S2NhYMxudloUDAAAAAADA91mSfNJ+A8uXLzez3mnfAU086VA8nZWlUaNGEhBgScEVAAAAAAAA/CH5pDTB1LhxY/OTFO1BoEPw5syZY2ZmAQAAAAAAgG8JcHcPgpMnT0pMTIw7NwMAAAAAAAAWYfwbAAAAAAAALEPyCQAAAAAAAJYh+QQAAAAAAADLkHwCAADwYRkyZJDChQtLYGCguzcFAAD4KctmuwMAAIC1jh8/biZuKVGihFy9elWmTp1qJnNp2bKltG3b1jED8caNG3kqAACA21D5BAAA4IV+/PFHeeSRR2TlypXm72HDhsny5cvlzJkzMmTIEPn000/dvYkAAAAGyScAAAAvNHv2bKlXr5706dNHrly5It9//7306tVLPvvsM/N78eLF7t5EAAAA9yeftAdBjRo1JCQkxJ2bAQAA4HXCw8OlS5cuki1bNvnpp5/k9u3b0qJFC7Oubt26cuzYMXdvIgAAgLU9n7T/gJaB//bbb3L27FkZM2aMbN26VcqVKycVK1Z09CBYsmSJVZsAAADgs7JkySKxsbHm8i+//CJ58+aVMmXKmL/PnTsnOXLkcOn2Ll26JJMnT5YffvhBoqKipHTp0jJgwACpXr26JdsPAAD8hyXJpwsXLpgzcUeOHJHixYvL4cOH5ebNmyaYGTdunCxcuFCqVKlixV0DAAD4BY2l5s+fb4bcffvtt9KuXTuzfO/evTJz5kypWrWqS7f32muvmROGmoDSRJaeIHz++efNMD6N5zzB4X8uSMSZKLl2PUayhwRKWIFsUjIsj7s3C/B7Fy/flIjTl+X6zVgJyZpZihbMIblzZvX7/QLA4uTThAkT5Nq1a7J27VopUqSIlC9f3iyfPn26CWL094IFC6y4awAAAL/w1ltvmd5OWp1UsmRJefHFF83y3r17S1BQkAwcODDZt6VD9H799VdZtmyZVKtWzSx7++235eeff5Y1a9ZI//79xd027zkpqzYelvB/LjmWlQnLJR2alJTaFYq4ddsAf3bonwvyw44TcvFqtGNZ7uxZpFG1+6QUyWEAViafNm3aJG+++aYULVrU9B+IWx7evXt3eeONN6y4WwAAAL+hLQ6+/vprU3GeL18+x/L3339fypYtK4GBgcm+rdy5c8sHH3wgFSpUiNebU3+0ssoTKp4SJp6U/q3L8+UMogIKcFPFU8LEk1l+Ndosz58zmAooANYln6KjoyVXrlxO12XMmFFu3bplxd0CAAD4jU6dOsmQIUOkbdu28ZZXrlzZ5dvS/lANGzaMt0yH8mlFlJ5QdKZp06ZJ3l5kZKQUKlRI0ooOtUuYeLLT5bqe4XdA+tOhdgkTT3a6XNcz/A6AZbPd6VkzLdt2Rku37cPwAAAAkDKZM2c2FUtW2Llzp0lsNW/eXBo1aiTupj2eUrMegDW0x1Nq1gPwH5ZUPmlfgK5du8pjjz1mzqJpyfZXX30lM2bMMLOxzJs3z4q7BQAA8Bsab2mfzatXr5pZ7oKDgxNdp3Dhwi7f7vr1602/KG1YPnHixCSvt2HDhiTX3a0qKiVCggNTtR6ANYKzZkrVegD+w5J3A52SVxuKT5o0ySSabDabmeFO+w/MnTtXateubcXdAgAA+I0RI0aY3pqvv/56ktc5cOCAS7e5dOlSGT16tLRs2VLGjx/vUt8oKxULzWaaizsbeqfLdT2A9FesYE7TXNzZ0DtdrusBQFmWiq5Ro4YsX75cbt68KZcvX5Zs2bJJSEgIex0AACANvPvuu2m6H7VlwqhRo+TZZ581M+lp5bqn0H5OOquds9nunmhein5PgJtoPyed1c7ZbHdNq99PvycA1iaftPGl/rRu3drMvpI1a1Yr7gYAAMBvtWvXLs1u6+jRozJmzBhp1qyZ9O7dW86dO+dYp3Fc9uzZxd1qVyhiZrXT5uLa40mH2mnFE43GAfcqFZbHzGqnzcW1x5MOtTMVUTn5DgjA4uST9hfQIXfvvfeeGWKniSgNZkhCAQAApJ2YmBhZuXKl/Pbbb3L27FmTQNq6dauUK1dOKlasmOzb0ZntdDbi77//3vwkTHKNGzfOI542TTSRbAI8jyaaSDYBSPfk06xZs0zzSw1k1q5dK2+88YYMHz7cJKC0CXmdOnU8qpQbAADA21y4cEG6dOkiR44ckeLFi8vhw4dNu4MffvjBJIu032aVKlWSdVsvvPCC+QEAALBCgCW3KmLKszt27Cjz58+Xn376SQYMGCCnTp2Snj17esSUvQAAAN5MZ7q7du2aOdH32WefmQle1PTp06VChQrmNwAAgE8nn+I6f/686R1w5coVMytLzpyuzXpw584dE0DVr19fKleubBJYx48fT/L6X375pZQuXTrRz4kTJ9Lg0QAAALjfpk2bpH///lK0aNF4FeVZsmSR7t27y759+9y6fQAAAJbPdqfJoa+++sqcjdMycG08rg3IddreMmXKuDyMT2dg0RLyggULml5SPXr0kDVr1jidAvjgwYNSs2ZNmTx5crzlefLkSfXjAgAA8ATR0dGSK1cup+syZsxoejgBAAD4bPKpQ4cOsn//ftNgXPs8ac8n7fMUEBCQokaaOnRv4MCBjuF6U6ZMMVVQ3333nUloJXTo0CFT6ZQ/f/40eTwAAACeRofW6cm5hg0bJlqnJ+jKly/vlu0CAABIl+STnoXTKqXmzZtLUFBQqm4rPDzc9DPQ5JVdjhw5pGzZsrJt2zanySetfGrSpEmq7hcAAMCT6ZC7rl27mslcNAGlQ++06nzGjBnyyy+/yLx589y9iQAAANb1fProo49MIJTaxJM6ffq0+V2oUKF4ywsUKOBYF9fly5flzJkzsn37dmnTpo3Uq1dPXnrpJTl69GiqtwUAAMBTVK9eXRYsWGDiLU00acNxneHu7NmzMnfuXKldu7a7NxEAACBtK5+ee+45GT58uJQoUcJcvhs9M7do0aJk3e6NGzfM74S9nbSZpiaaEvrrr7/Mbw3Axo4da6Ycnj17tnTq1MmUoGvvKWeaNm2a5DZERkYmSn4BAAC4W40aNWT58uUm3tG4KFu2bBISEuLuzQIAALAm+WSf3jfh5Xtd9160b5S995P9sr3JprPKKj0L+Pvvv0vu3LkdM7/MnDnT9ItavXq19OrVK9n3DQAA4A00RoobJwEAAPhk8mnJkiVOL6eWveLo33//lbCwMMdy/VubijuTcFY7TVLdd999ZjheUjZs2JDkurtVRQEAAKQXnTHYfnItOQ4cOGDp9gAAALit55MOu/v777+TbCCuvZhcCbK0hHzLli2OZVeuXDGz6WmpeUIrVqyQWrVqyfXr1x3LoqKiJCIiQkqWLOnyYwEAAPAUffr0cfz06NFDMmbMaFoeaH9LbX/Qr18/Mwuetid45ZVX3L25AAAAaVv5pA2+7cPptm7damaiu3DhQqLrbdq0SY4fP57s29VeT507d5aJEyeaiqYiRYrIe++9JwULFjSz6d2+fdvcT/bs2U25eYMGDcx1Bw0aZGaB0R4IkydPNv+3ffv2afVwAQAA0l3fvn0dl998803TVkBnt4tbDfXiiy/K66+/Lvv27eMZAgAAvpV8+vTTT+WLL74wwY/+jBw5MtF17Mmp1q1bu3T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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 + }, + { + "cell_type": "code", + "id": "68dbabeb", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:34:10.898323Z", + "start_time": "2025-12-05T18:34:10.592095Z" + } + }, + "source": [ + "\n", + "bin_frames = []\n", + "for channel, imp_tpl, click_tpl in [('active', 'active_imp_{}', 'active_click_{}'), ('passive', 'passive_imp_{}', 'passive_click_{}')]:\n", + " for cat in CATEGORIES:\n", + " imp_col = imp_tpl.format(cat)\n", + " click_col = click_tpl.format(cat)\n", + " bins = pd.qcut(df[imp_col], q=5, duplicates='drop')\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + " grouped = grouped.rename(columns={imp_col: 'imp_mean', click_col: 'click_mean'})\n", + " grouped['ctr'] = safe_divide(grouped['click_mean'], grouped['imp_mean'])\n", + " grouped['category'] = cat\n", + " grouped['channel'] = channel\n", + " grouped = grouped.reset_index().rename(columns={imp_col: 'imp_bin'})\n", + " bin_frames.append(grouped)\n", + "ctr_bins = pd.concat(bin_frames, ignore_index=True)\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=ctr_bins, x='imp_mean', y='ctr', hue='category', style='channel', markers=True)\n", + "plt.xscale('log')\n", + "plt.title('CTR по квантилям показов')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n", + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_25594/4204725324.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(bins).agg({imp_col: 'mean', click_col: 'mean'})\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 10 + } + ], + "metadata": { + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/preanalysis/03_time_and_lags.ipynb b/preanalysis/03_time_and_lags.ipynb new file mode 100644 index 0000000..74a81d8 --- /dev/null +++ b/preanalysis/03_time_and_lags.ipynb @@ -0,0 +1,1296 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "63ae0a4a", + "metadata": {}, + "source": [ + "# 03. Время, сезонность и лаги\n", + "\n", + "Цели: построить дневные агрегаты, CTR/CR во времени, сезонность по дням недели, лаги между коммуникациями и заказами." + ] + }, + { + "cell_type": "code", + "id": "8e14ab10", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:29.097764Z", + "start_time": "2025-12-05T18:35:28.681575Z" + } + }, + "source": [ + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from eda_utils import (\n", + " load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n", + " ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n", + " describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n", + ")\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.options.display.float_format = '{:,.3f}'.format\n", + "sns.set_theme(style=\"ticks\", palette=\"deep\")\n", + "\n", + "df = load_data()\n", + "daily = build_daily(df)\n" + ], + "outputs": [], + "execution_count": 1 + }, + { + "cell_type": "code", + "id": "899a0d83", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:29.146071Z", + "start_time": "2025-12-05T18:35:29.112908Z" + } + }, + "source": [ + "daily.describe().T" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " count mean \\\n", + "business_dt 284 2025-06-15 07:00:50.704225280 \n", + "active_imp_ent 284.000 130.644 \n", + "active_imp_super 284.000 158.236 \n", + "active_imp_transport 284.000 239.004 \n", + "active_imp_shopping 284.000 105.944 \n", + "active_imp_hotel 284.000 58.761 \n", + "active_imp_avia 284.000 80.282 \n", + "passive_imp_ent 284.000 229.817 \n", + "passive_imp_super 284.000 116.345 \n", + "passive_imp_transport 284.000 330.268 \n", + "passive_imp_shopping 284.000 286.606 \n", + "passive_imp_hotel 284.000 410.616 \n", + "passive_imp_avia 284.000 292.335 \n", + "active_click_ent 284.000 99.996 \n", + "active_click_super 284.000 114.680 \n", + "active_click_transport 284.000 184.342 \n", + "active_click_shopping 284.000 82.680 \n", + "active_click_hotel 284.000 14.673 \n", + "active_click_avia 284.000 22.430 \n", + "passive_click_ent 284.000 11.349 \n", + "passive_click_super 284.000 3.694 \n", + "passive_click_transport 284.000 8.482 \n", + "passive_click_shopping 284.000 4.514 \n", + "passive_click_hotel 284.000 23.930 \n", + "passive_click_avia 284.000 11.754 \n", + "orders_amt_ent 284.000 4.162 \n", + "orders_amt_super 284.000 9.063 \n", + "orders_amt_transport 284.000 22.113 \n", + "orders_amt_shopping 284.000 3.183 \n", + "orders_amt_hotel 284.000 1.634 \n", + "orders_amt_avia 284.000 3.644 \n", + "active_imp_total 284.000 772.870 \n", + "passive_imp_total 284.000 1,665.986 \n", + "active_click_total 284.000 518.799 \n", + "passive_click_total 284.000 63.722 \n", + "orders_amt_total 284.000 43.799 \n", + "click_total 284.000 582.521 \n", + "imp_total 284.000 2,438.856 \n", + "active_ctr 284.000 0.739 \n", + "passive_ctr 282.000 0.045 \n", + "ctr_all 284.000 0.258 \n", + "cr_click2order 284.000 0.079 \n", + "cr_imp2order 284.000 0.020 \n", + "\n", + " min 25% \\\n", + "business_dt 2025-01-09 00:00:00 2025-04-05 18:00:00 \n", + "active_imp_ent 0.000 29.000 \n", + "active_imp_super 0.000 38.000 \n", + "active_imp_transport 0.000 44.750 \n", + "active_imp_shopping 0.000 37.750 \n", + "active_imp_hotel 0.000 17.000 \n", + "active_imp_avia 0.000 7.000 \n", + "passive_imp_ent 0.000 70.750 \n", + "passive_imp_super 0.000 39.000 \n", + "passive_imp_transport 0.000 119.500 \n", + "passive_imp_shopping 0.000 141.250 \n", + "passive_imp_hotel 0.000 61.000 \n", + "passive_imp_avia 0.000 88.750 \n", + "active_click_ent 0.000 24.750 \n", + "active_click_super 0.000 40.750 \n", + "active_click_transport 0.000 55.750 \n", + "active_click_shopping 0.000 32.000 \n", + "active_click_hotel 0.000 3.000 \n", + "active_click_avia 0.000 2.000 \n", + "passive_click_ent 0.000 1.000 \n", + "passive_click_super 0.000 0.000 \n", + "passive_click_transport 0.000 1.000 \n", + "passive_click_shopping 0.000 0.750 \n", + "passive_click_hotel 0.000 1.000 \n", + "passive_click_avia 0.000 3.000 \n", + "orders_amt_ent 0.000 1.000 \n", + "orders_amt_super 0.000 4.000 \n", + "orders_amt_transport 0.000 9.000 \n", + "orders_amt_shopping 0.000 1.000 \n", + "orders_amt_hotel 0.000 0.000 \n", + "orders_amt_avia 0.000 1.000 \n", + "active_imp_total 4.000 326.750 \n", + "passive_imp_total 0.000 772.250 \n", + "active_click_total 3.000 257.000 \n", + "passive_click_total 0.000 23.000 \n", + "orders_amt_total 0.000 21.000 \n", + "click_total 3.000 293.750 \n", + "imp_total 4.000 1,147.000 \n", + "active_ctr 0.376 0.638 \n", + "passive_ctr 0.000 0.022 \n", + "ctr_all 0.168 0.211 \n", + "cr_click2order 0.000 0.057 \n", + "cr_imp2order 0.000 0.013 \n", + "\n", + " 50% 75% \\\n", + "business_dt 2025-06-15 12:00:00 2025-08-25 06:00:00 \n", + "active_imp_ent 73.500 164.000 \n", + "active_imp_super 93.500 197.500 \n", + "active_imp_transport 134.500 322.500 \n", + "active_imp_shopping 67.000 131.250 \n", + "active_imp_hotel 36.500 67.500 \n", + "active_imp_avia 27.500 88.000 \n", + "passive_imp_ent 146.500 265.250 \n", + "passive_imp_super 89.000 156.750 \n", + "passive_imp_transport 258.000 463.250 \n", + "passive_imp_shopping 245.500 381.250 \n", + "passive_imp_hotel 256.500 605.750 \n", + "passive_imp_avia 230.000 383.250 \n", + "active_click_ent 58.000 125.000 \n", + "active_click_super 76.000 144.000 \n", + "active_click_transport 125.000 251.500 \n", + "active_click_shopping 57.000 105.000 \n", + "active_click_hotel 7.000 17.000 \n", + "active_click_avia 8.000 31.000 \n", + "passive_click_ent 4.000 12.000 \n", + "passive_click_super 1.000 5.000 \n", + "passive_click_transport 2.500 7.000 \n", + "passive_click_shopping 2.000 5.000 \n", + "passive_click_hotel 6.000 17.000 \n", + "passive_click_avia 8.000 17.000 \n", + "orders_amt_ent 2.000 5.000 \n", + "orders_amt_super 7.000 12.000 \n", + "orders_amt_transport 17.000 29.000 \n", + "orders_amt_shopping 2.000 4.000 \n", + "orders_amt_hotel 1.000 2.000 \n", + "orders_amt_avia 3.000 5.000 \n", + "active_imp_total 581.500 990.750 \n", + "passive_imp_total 1,431.000 2,209.500 \n", + "active_click_total 423.500 693.250 \n", + "passive_click_total 46.500 88.000 \n", + "orders_amt_total 34.000 59.000 \n", + "click_total 504.000 793.250 \n", + "imp_total 2,001.500 3,296.000 \n", + "active_ctr 0.733 0.825 \n", + "passive_ctr 0.031 0.053 \n", + "ctr_all 0.242 0.284 \n", + "cr_click2order 0.071 0.095 \n", + "cr_imp2order 0.018 0.023 \n", + "\n", + " max std \n", + "business_dt 2025-11-04 00:00:00 NaN \n", + "active_imp_ent 2,066.000 193.570 \n", + "active_imp_super 1,621.000 202.249 \n", + "active_imp_transport 2,353.000 298.626 \n", + "active_imp_shopping 787.000 118.548 \n", + "active_imp_hotel 422.000 68.126 \n", + "active_imp_avia 1,022.000 133.998 \n", + "passive_imp_ent 1,782.000 265.838 \n", + "passive_imp_super 852.000 116.597 \n", + "passive_imp_transport 1,884.000 282.885 \n", + "passive_imp_shopping 988.000 198.064 \n", + "passive_imp_hotel 3,711.000 484.647 \n", + "passive_imp_avia 1,596.000 264.409 \n", + "active_click_ent 1,197.000 134.783 \n", + "active_click_super 1,250.000 130.122 \n", + "active_click_transport 959.000 183.123 \n", + "active_click_shopping 669.000 84.881 \n", + "active_click_hotel 161.000 21.294 \n", + "active_click_avia 258.000 34.353 \n", + "passive_click_ent 152.000 19.145 \n", + "passive_click_super 45.000 6.072 \n", + "passive_click_transport 116.000 16.013 \n", + "passive_click_shopping 50.000 6.915 \n", + "passive_click_hotel 836.000 62.580 \n", + "passive_click_avia 84.000 12.052 \n", + "orders_amt_ent 44.000 5.946 \n", + "orders_amt_super 72.000 8.018 \n", + "orders_amt_transport 124.000 19.553 \n", + "orders_amt_shopping 31.000 3.904 \n", + "orders_amt_hotel 11.000 1.785 \n", + "orders_amt_avia 15.000 3.043 \n", + "active_imp_total 5,369.000 683.514 \n", + "passive_imp_total 7,075.000 1,223.599 \n", + "active_click_total 2,084.000 365.193 \n", + "passive_click_total 904.000 71.187 \n", + "orders_amt_total 205.000 32.774 \n", + "click_total 2,163.000 399.912 \n", + "imp_total 11,433.000 1,826.622 \n", + "active_ctr 1.210 0.150 \n", + "passive_ctr 0.333 0.046 \n", + "ctr_all 0.750 0.073 \n", + "cr_click2order 0.333 0.037 \n", + "cr_imp2order 0.100 0.011 " + ], + "text/html": [ + "
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countmeanmin25%50%75%maxstd
business_dt2842025-06-15 07:00:50.7042252802025-01-09 00:00:002025-04-05 18:00:002025-06-15 12:00:002025-08-25 06:00:002025-11-04 00:00:00NaN
active_imp_ent284.000130.6440.00029.00073.500164.0002,066.000193.570
active_imp_super284.000158.2360.00038.00093.500197.5001,621.000202.249
active_imp_transport284.000239.0040.00044.750134.500322.5002,353.000298.626
active_imp_shopping284.000105.9440.00037.75067.000131.250787.000118.548
active_imp_hotel284.00058.7610.00017.00036.50067.500422.00068.126
active_imp_avia284.00080.2820.0007.00027.50088.0001,022.000133.998
passive_imp_ent284.000229.8170.00070.750146.500265.2501,782.000265.838
passive_imp_super284.000116.3450.00039.00089.000156.750852.000116.597
passive_imp_transport284.000330.2680.000119.500258.000463.2501,884.000282.885
passive_imp_shopping284.000286.6060.000141.250245.500381.250988.000198.064
passive_imp_hotel284.000410.6160.00061.000256.500605.7503,711.000484.647
passive_imp_avia284.000292.3350.00088.750230.000383.2501,596.000264.409
active_click_ent284.00099.9960.00024.75058.000125.0001,197.000134.783
active_click_super284.000114.6800.00040.75076.000144.0001,250.000130.122
active_click_transport284.000184.3420.00055.750125.000251.500959.000183.123
active_click_shopping284.00082.6800.00032.00057.000105.000669.00084.881
active_click_hotel284.00014.6730.0003.0007.00017.000161.00021.294
active_click_avia284.00022.4300.0002.0008.00031.000258.00034.353
passive_click_ent284.00011.3490.0001.0004.00012.000152.00019.145
passive_click_super284.0003.6940.0000.0001.0005.00045.0006.072
passive_click_transport284.0008.4820.0001.0002.5007.000116.00016.013
passive_click_shopping284.0004.5140.0000.7502.0005.00050.0006.915
passive_click_hotel284.00023.9300.0001.0006.00017.000836.00062.580
passive_click_avia284.00011.7540.0003.0008.00017.00084.00012.052
orders_amt_ent284.0004.1620.0001.0002.0005.00044.0005.946
orders_amt_super284.0009.0630.0004.0007.00012.00072.0008.018
orders_amt_transport284.00022.1130.0009.00017.00029.000124.00019.553
orders_amt_shopping284.0003.1830.0001.0002.0004.00031.0003.904
orders_amt_hotel284.0001.6340.0000.0001.0002.00011.0001.785
orders_amt_avia284.0003.6440.0001.0003.0005.00015.0003.043
active_imp_total284.000772.8704.000326.750581.500990.7505,369.000683.514
passive_imp_total284.0001,665.9860.000772.2501,431.0002,209.5007,075.0001,223.599
active_click_total284.000518.7993.000257.000423.500693.2502,084.000365.193
passive_click_total284.00063.7220.00023.00046.50088.000904.00071.187
orders_amt_total284.00043.7990.00021.00034.00059.000205.00032.774
click_total284.000582.5213.000293.750504.000793.2502,163.000399.912
imp_total284.0002,438.8564.0001,147.0002,001.5003,296.00011,433.0001,826.622
active_ctr284.0000.7390.3760.6380.7330.8251.2100.150
passive_ctr282.0000.0450.0000.0220.0310.0530.3330.046
ctr_all284.0000.2580.1680.2110.2420.2840.7500.073
cr_click2order284.0000.0790.0000.0570.0710.0950.3330.037
cr_imp2order284.0000.0200.0000.0130.0180.0230.1000.011
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" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 2 + }, + { + "cell_type": "code", + "id": "2f78c792", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:29.182075Z", + "start_time": "2025-12-05T18:35:29.175467Z" + } + }, + "source": [ + "dow_table = daily.groupby('day_of_week').agg({\n", + " 'active_imp_total': 'mean',\n", + " 'passive_imp_total': 'mean',\n", + " 'active_click_total': 'mean',\n", + " 'passive_click_total': 'mean',\n", + " 'orders_amt_total': 'mean',\n", + " 'active_ctr': 'mean',\n", + " 'passive_ctr': 'mean',\n", + " 'cr_click2order': 'mean',\n", + " 'cr_imp2order': 'mean',\n", + "}).reset_index()\n", + "dow_table" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " day_of_week active_imp_total passive_imp_total active_click_total \\\n", + "0 Friday 990.814 2,138.860 612.419 \n", + "1 Monday 728.463 1,410.805 492.902 \n", + "2 Saturday 824.179 1,803.513 557.077 \n", + "3 Sunday 627.050 1,388.750 460.300 \n", + "4 Thursday 777.610 1,739.780 519.683 \n", + "5 Tuesday 663.317 1,358.317 448.537 \n", + "6 Wednesday 787.692 1,805.564 537.462 \n", + "\n", + " passive_click_total orders_amt_total active_ctr passive_ctr \\\n", + "0 75.930 57.930 0.683 0.044 \n", + "1 49.122 32.878 0.753 0.038 \n", + "2 85.282 53.769 0.752 0.048 \n", + "3 64.200 49.425 0.803 0.052 \n", + "4 62.829 43.317 0.724 0.053 \n", + "5 46.171 31.122 0.742 0.046 \n", + "6 62.949 37.795 0.723 0.036 \n", + "\n", + " cr_click2order cr_imp2order \n", + "0 0.091 0.022 \n", + "1 0.060 0.016 \n", + "2 0.091 0.022 \n", + "3 0.102 0.026 \n", + "4 0.073 0.018 \n", + "5 0.069 0.019 \n", + "6 0.065 0.016 " + ], + "text/html": [ + "
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day_of_weekactive_imp_totalpassive_imp_totalactive_click_totalpassive_click_totalorders_amt_totalactive_ctrpassive_ctrcr_click2ordercr_imp2order
0Friday990.8142,138.860612.41975.93057.9300.6830.0440.0910.022
1Monday728.4631,410.805492.90249.12232.8780.7530.0380.0600.016
2Saturday824.1791,803.513557.07785.28253.7690.7520.0480.0910.022
3Sunday627.0501,388.750460.30064.20049.4250.8030.0520.1020.026
4Thursday777.6101,739.780519.68362.82943.3170.7240.0530.0730.018
5Tuesday663.3171,358.317448.53746.17131.1220.7420.0460.0690.019
6Wednesday787.6921,805.564537.46262.94937.7950.7230.0360.0650.016
\n", + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "cell_type": "code", + "id": "01a4b02f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:29.752895Z", + "start_time": "2025-12-05T18:35:29.258415Z" + } + }, + "source": [ + "fig, axes = plt.subplots(2, 2, figsize=(14, 8))\n", + "sns.lineplot(data=daily, x='business_dt', y='active_imp_total', ax=axes[0, 0], label='active')\n", + "sns.lineplot(data=daily, x='business_dt', y='passive_imp_total', ax=axes[0, 0], label='passive')\n", + "axes[0, 0].set_title('Impressions')\n", + "sns.lineplot(data=daily, x='business_dt', y='active_click_total', ax=axes[0, 1], label='active')\n", + "sns.lineplot(data=daily, x='business_dt', y='passive_click_total', ax=axes[0, 1], label='passive')\n", + "axes[0, 1].set_title('Clicks')\n", + "sns.lineplot(data=daily, x='business_dt', y='orders_amt_total', ax=axes[1, 0])\n", + "axes[1, 0].set_title('Orders')\n", + "sns.lineplot(data=daily, x='business_dt', y='active_ctr', ax=axes[1, 1], label='active_ctr')\n", + "sns.lineplot(data=daily, x='business_dt', y='passive_ctr', ax=axes[1, 1], label='passive_ctr')\n", + "sns.lineplot(data=daily, x='business_dt', y='cr_click2order', ax=axes[1, 1], label='cr_click2order')\n", + "axes[1, 1].set_title('CTR/CR')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 4 + }, + { + "cell_type": "code", + "id": "60fc88cf", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:30.073663Z", + "start_time": "2025-12-05T18:35:29.760009Z" + } + }, + "source": [ + "ctr_cols = ['active_ctr', 'passive_ctr', 'cr_click2order']\n", + "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n", + "order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", + "for ax, col in zip(axes, ctrcols):\n", + " sns.barplot(data=daily, x='day_of_week', y=col, ax=ax, order=order if set(order).issuperset(set(daily['day_of_week'])) else None)\n", + " ax.set_title(col)\n", + " ax.tick_params(axis='x', rotation=45)\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 5 + }, + { + "cell_type": "code", + "id": "4bd200bc", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:30.206172Z", + "start_time": "2025-12-05T18:35:30.077818Z" + } + }, + "source": [ + "orders_calendar = daily.copy()\n", + "orders_calendar['week'] = orders_calendar['business_dt'].dt.isocalendar().week\n", + "orders_calendar['dow'] = orders_calendar['business_dt'].dt.weekday\n", + "pivot = orders_calendar.pivot_table(index='week', columns='dow', values='orders_amt_total', aggfunc='sum')\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(pivot, cmap='YlGnBu')\n", + "plt.title('Heatmap заказов по неделям/дням недели')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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hre51bp4mO9qoxjkkU5fhuBN6n3p/2hBDl9/QOYJaUdI3lboGpN5f8jXbtKuqxqFvKHXenC7jcauKmCZomlzq0g3Dhg0zSYjGrUmqc06fNubRyowmn3ou9M38nDlzzGPU+75+7TtNonQ+5rPPPmseu1ZKPR2jdevWJg69nbPxkCac2v3R2SVTb6/7nW/KdciuPgda+U1Ohxw6hx0651Nq5S4tVRZ9Peh51PvXmHSpDz2uPi867DEt9Hzp3Dx9XDqUVythmkhrwqCJsg5P1uuVLklyM5rMaiKtMek51zmqOo9Nq3paqdPHr3Fq4q4NYLTT562q0EqfP31dJ29y5IkORdaESDsK3yxxTJ7QaRKj51Hpa/hmtMmNJkapkd7xeuvvh86V1d9hlbzD7fXPpc6/1A9H9LnU15x+6KLNsvQDK13CRp9H52tGP1jS37XU/B3RnwUApORI8tSdAgB8jFboNDlL7ZttZAxandXnVRPDO9lvR5q86gcKt3qtetqfUelQVU3gnYnh7e4HAKS/Ox8zBAAAAADwCySOAACfoMto6NDkO91vRzpn17mo/Z3sz6h0OK0+rls17fG0HwCQ/hiqCgAAAABwi4ojAAAAAIDEEQAAAABw56g4AgAAAADcInEEAAAAALgV5H43ACCjSBLfWsvPFyUlXbM6BLgR4CjD+QH8VOYiLb16/KtH/i0ZHRVHAAAAAIBbVBwBAAAA+DWHg3qaJ5aeoUOHDsmkSZNk+PDhsmbNmhv2X7p0Sfr162dJbAAAAAAAixPHbdu2SdOmTWXp0qWydu1a6dKli7z66qsSFxfnuk1MTIwsXrzYqhABAAAA+AGHBHh18wWWDVUdN26cNG/eXN5++21zeeXKldK/f3/p3r27TJ48WYKCbi+0qKgot/ujo6PTFC8AAAAA+CvL0t+9e/fKCy+84LrcsGFDmTZtmqlE9u3b16qwAAAAAPjhHEdvbr7AsopjWFiYnD59WooWLeq6rkqVKjJmzBjp0aOH3HPPPdKpU6dUH4+KIgAAAABfc+7cOXnvvffkhx9+MD1gSpYsKb1795aqVaua/Rs2bDA51IEDB6RAgQLyyiuvyBNPPOH6+djYWHn33XdlxYoVZipgvXr15K233pJcuXLdVhyWpb916tSRIUOGyPbt2yU+Pt51ff369c2Q1Y8//liGDh1qVXgAAAAA/ISdK469evWSn376ySSPX375pZQuXVo6dOggv//+u0kWtVdMrVq1ZOHChfLss89Knz59TDLpNHjwYFm3bp1pSqo5lv6cFupu+xwlJSUliQXOnz8vr732mnlQU6ZMkdq1a6fYP2/ePBkxYoRcu3ZNdu/ebUWIAJChJMleq0OAB0lJ1zhHNhbgKGN1CAAski2ivVePf/HgrDv6ucOHD8ujjz5qcqMHH3zQXKfpm17XuHFjM4JTc6XPP//c9TNajdQq5YwZM+T48eNSt25d00NGC3fq4MGD8thjj8n8+fOlcuXK9h+qmj17dpk5c6YcOXJEcubMecP+Vq1aSWRkpKxatcqS+AAAAAD4B4fDIXaUM2dOmTp1qpQvXz5FrLpduHBBtm7dakZsJlejRg155513TIKp/WOc1zlFRERIvnz5ZMuWLbeVOFo+U7NIkSKSLVu2m+7TB6WlVwAAAADwN+Hh4aZSGBIS4rpOV6PQSqQOTz127Jjkz58/xc/kzZtXrl69KmfPnjUVR00+Q0NDb7iN/uztsKziCABIXw4pySm1uSTZZXUIAAAL6mlR6bR04H//+1/p16+fGaqqQ1C12U3ypFI5L8fFxZkE8vr9ShNJbZpzOyyvOAIAAAAA3Fu9erW89NJLUqlSJRk7dqwrAdQEMTnn5cyZM0umTJlu2K80adT9t4OKIwAAAAC/5u21FtO6dODcuXPNvEVtajNq1ChXFVGX3zhx4kSK2+rlLFmymOmAOoxVG+Vo8pi88qi30XmOt4OKIwAAAADY1Lx582TYsGHSunVrsyRH8gRQ13LcvHlzittv3LhRqlSpIgEBAaYTa2JioqtJjrOrqs59rFat2m3FQeIIAAAAwK/ZdR3HgwcPmiUKGzRoYJqGnjp1Sk6ePGm2ixcvStu2beXnn382Q1d1TUddtWLFihXSsWNH8/NaVXziiSdkwIABsmnTJnNbXReyevXqZshrhljHEQAAf5OYRHMcO2MdR8B/5bi/q1ePf27/5Dv6OV1/cfz48Tfd16xZM3n33XdlzZo1MmbMGDl06JAUKlRIXnnlFWnUqJHrdleuXDHJp3ZjVbVr1zaJ5M2WRHSHxBEAgLuExNHeSBwB/5Xz/u5ePf7Z/R9KRsdQVQAAAACAW3RVBQAAAODXvN1V1RdwhgAAAAAAblFxBAAAAODXqDh6RuIIW0iS3VaHAA8cUppzBKRRgIP/dgEAGRP/gwEAAADwa1QcPWOOIwAAAAAg4yWOnTt3lhMnTlgdBgAAAAA/4PDyP19g2VDVxYsX33Lfpk2bZNmyZZIrVy5zuWnTpncxMgAAAABAco6kpKQksUDlypUlJibGfO8uBIfDIbt3e26cEhUV5XZ/dHT0HUSJu4XmOPZHcxwgPezjNNraA1YHAMAieUv19urxT+wZJxmdZRXHhQsXyuuvvy7h4eHy7rvvSr58+VIklUuWLJHChQtbFR4AAAAAP0FzHBsnjhEREbJgwQKZOHGiNGnSRAYOHCiNGjW64+NRUQQAAAAAH1yOIygoSHr16iW1atWSvn37ynfffSeDBg2yMiQAAAAAfoaKYwbpqlqtWjXTLEfnOjZu3Fji4+OtDgkAAAAAYIeKY3I613HcuHEmgdT5j6GhoVaHBAAAAMAv2KKeZmuWdVW9++hkZ290sgPSKkn2chJtzlfW8vJd/F9kd5cT1lgdAjzIGlQ7Q56j/GX6efX4x3aNlIzONhVHAAAAALACcxw9oyYLAAAAAHCLiiMAAAAAv0bF0TMqjgAAAAAAt6g4AgAAAPBrDuppHlFxBAAAAAC4RcURAAAAgF9jjqNnVBwBAAAAAG5RcQQAAADg1xwOh9Uh2B4VRwAAAACAW35Tcfzu7/1WhwA3auW/wvmxubjEC1aHAA+CA7JwjmzuwIVjVocAN/Jl3sv5sbnMgbmtDgE+ijmOnlFxBAAAAAC45TcVRwAAAAC4GdZxtHnFcceOHTJ16lTX5Y0bN0rXrl2lcePG0r17d9m6dauV4QEAAAAArEwcV6xYIS1btpTNmzeby99//720b99ekpKSpE6dOhIfHy/t2rUz1wMAAACAN+c4enPzBZYNVf3ggw+kR48epsKoPvroI/P9q6++6rqNXjdx4kR55JFHPB4vKirK7f635vROh6gBAAAAwP9Ylv4eOXJEnnjiCdflP//8Uxo2bJjiNjpk9cCBAxZEBwAAAMBfUHG0ccWxcOHCsn79enn++efN5dKlS8uePXukVKlSrtv8/PPPki9fvlQdLzo62u3+7/7+Jo0RAwAAAIB/sixx7NSpkwwYMMBUGp3NcN58802JjY2VEiVKmMY5//rXv+Tll1+2KkQAAAAAfoCuqjZOHJs2bSoOh8PMYZw+fbr5XhvjDBo0yOzPmjWrdOzYUV588UWrQgQAAAAAWL2OY5MmTcx28OBBs126dEmCgoIkf/78UrZsWQkNDeVJAgAAAOBdPtL51GcTR6eIiAizAQAAAADsxxaJ491Q5R6rI4B7SZwgm4tPvGx1CPAgKSmBc2RzsdesjgDuLD0SwgmyuRbUGeAlvrLWojdxhgAAAAAAbvlNxREAAAAAbkYbdcI9EkcAAAAAfo3lODxjqCoAAAAAwC0qjgAAAAD8Gs1xPKPiCAAAAABwi4ojAAAAAP9GcxyPqDgCAAAAANyi4ggAAADAv1FO84jEEQAAAAAygClTpsi6detkzpw55nLbtm1l8+bNN73tqFGjpGnTpnLt2jWpXLmyxMbGptj/8ssvyyuvvJLq+/abxDHQEWp1CHBj59m/OD82t/+C3/y5yLDiEuOsDgEe7DybmXNkY3kzX7M6BHhwLSmGcwS/neP46aefyvvvvy9Vq1Z1XTdp0iSJj493XU5KSpLXXntNzp8/Lw0aNDDXHTp0yCSNX331leTOndt12yxZstzW/fNOEAAAAABs6vjx4zJo0CDZtGmTFCtWLMW+HDlypLg8d+5c+fnnn02SmDVrVnPd3r17JSwsTEqVKpWmOBjNCwAAAMC/acXRm1sa7Ny5U4KDg2XJkiVSsWLFW97uzJkzpiLZrVs3ue+++1zXa+JYvHhxSStLK46nTp2S7du3S8mSJaVw4cKyZ88e+eCDD+Tw4cMmm+7cubOUL1/eyhABAAAAwDL16tUzmyfTpk2TTJkySYcOHVJcv2/fPklISDDXa76VL18+adeunTRp0iRjJI47duyQjh07ysWLFyU0NFQmTpwovXv3NklkrVq1TGbcsmVLmT17dopxvAAAAACQrrw8DjMqKsrt/ujo6DQd/9KlS/LZZ5+ZhjeaWyX322+/SWJiovTo0UPy588v//nPf6Rfv35mbuQzzzxj/8RxzJgx8thjj0nfvn1lwYIFpqNPs2bNZMiQIa7baKn1vffek3nz5qX5yVi8on+6xA0AAAAAdrJ69WqJi4uT5s2b37Bv2bJlprOqc86jznX8+++/ZcaMGRkjcdy1a5eMHDnSTNRs3769SRBbtGiR4jaaSOoETwAAAADwliQvd1WNTmNFMTWJY506dSQ8PPyGfTp89XoPPPCAmTN5OyxLHLUD0J9//mnmNh49etRkwSdOnJCyZcu6bnPs2LGbPvg7eTIuxnv3yQIAAAAAK2zduvWmazJeuHBB6tevL2+++aY8/fTTrut/+eUXKVGiRMZIHHUyZp8+faRx48byww8/mMCnT58u2bNnl3Llypk5jkOHDpVHHnnEqhABAAAA+AP7L+N4S1qEO3v27E2X29AiXI0aNWT8+PFmDceiRYvKqlWrTLVxypQpkiESR524GRAQYCqFBQsWlP79+8v+/ftNhx/t+qOqVKkiPXv2tCpEAAAAALC1kydP3nRNR6cRI0bIpEmTzFqQp0+fNktzaGNSbUh6OxxJSUlJYiM6PFU7rmrHnwoVKogjncYbM1TV3g5cuGp1CPBg/wVLV+9BKsQlcprsbufZYKtDgBt5M1/j/Nhchwf4v8juwoI9LxthRyXqTvXq8X/7obNkdLb77dOEUbf0FuTInO7HRPo5FRPL6bS5sjn/NxIA9vXOjmxWhwAPBlW6yDmysbBgW32Wjpu4Zq96B+BXbJc4AgAAAMBd5eWuqr7Ay0tdAgAAAAAyOiqOAAAAAPwbBUePqDgCAAAAANyi4ggAAADAvwVQcvSEiiMAAAAAwC0qjgAAAAD8G11VPaLiCAAAAABwi4ojAAAAAP/GFEePqDgCAAAAANyi4ggAAADAv9FVNeMkjmfOnJGjR49KbGysZMmSRfLmzSu5cuVKt+NfiD+VbsdC+jsRE8JptbnNJ4OtDgEevF7uIufI5k7FMhbKznKEJlodAjy4lhTHOYJ38OfZ/onjokWLZOrUqXLo0CFzOSkpyXx1OBwSEREhXbp0kSZNmlgcJQAAAAD4L0sTxzlz5sjYsWPlxRdflBo1apgqY0hIiMTFxcmJEydkw4YNMmjQILl8+bK0atXKylABAAAA+KgkluOwd+I4e/ZsGTx4sDRr1uyGfcWLF5fIyEgpVqyYfPjhhySOAAAAAOCPiaPOa6xYsaLb2+j+kydPejxWVFSU2/3zlr162/EBAAAA8AM0x/F8isRC5cqVk1mzZkli4s0no+t8x+nTp0vp0qXvemwAAAAAABtUHPv37y8vvfSSrFmzRqpVqyYFChRIMcdx69atcunSJZkxY4bHY0VHR7vdf/zqknSMHAAAAIDPoKuqvRNHrSQuX75cFixYINu2bZN9+/ZJTEyMhIaGmiTyueeek2eeeSZdl+UAAAAAAGSw5Thy5MhhltwAAAAAAEvQVdXecxwBAAAAAPZnacWxbdu24khldv/JJ594PR4AAAAAfoiuqvZOHGvWrCkTJkyQiIgIqVChglfvK1twTq8eH2nTtChnEEirkIC8nESbu5Twl9UhwI1swcU4PzaXmHTN6hAAv2Vp4qhzG8PCwmTcuHEyZcoUKVSokJXhAAAAAPBHdFW1/xzH1q1bS/Xq1WX06NFWhwIAAAAAsGNXVTV06FDZuXOn1WEAAAAA8Ed0Vc0YiWPevHnNBgAAAACwH1skjgAAAABgGSqO9p/jCAAAAACwNyqOAAAAAPwb5TSPOEUAAAAAALeoOAIAAADwb8xx9IiKIwAAAADA/hXH+Ph4uXz5suTIkeOGfYmJiXLs2DEpWLBgmu4jS1C+NP084O/iEy9bHQI8SJJEzpHNBTkyWR0C3EhIjOX82FzMtdNWhwAPsodk0FPksDoA+7O04hgbGytvvfWWVKlSRSIjI6VFixayc+fOFLc5c+aMREVFWRYjAAAAAPg7SxPHCRMmyPr162X48OEyatQoSUhIkFatWsnatWtT3C4pKcmyGAEAAAD4tqQAh1c3X2Bp4rhixQoZNmyYNGnSRJ566in57LPPpF69evLKK6/Itm3bXLdzMFkVAAAAAPwzcTx79qwULVrUdTkoKEjGjh0rVatWlW7dusn+/futDA8AAACAP9BClTc3H2Bpc5zixYubqmPnzp1d1wUGBpohrDpktWPHjjJ69OhUHcvTPMjo6I/SHC8AAAAA+CNLK47du3c3SWKHDh1k7969ruuzZs0q06dPl8yZM5vkEQAAAAC8xuHlzQdYWnHU+Ywff/yxLFiw4IYGOHny5DHXjxgxQpYvX+7xWNHR0R5usS+N0QIAAADwST7SwMabHEkZoGWpruUYEJDW4iiJI5AWrOMIpF3stbOcRhsLDshmdQjwgHUc7S97yGOSERVvO9+rxz8w53nJ6CytOKZW2pNGAAAAALgFH2lg47OJY9u2bVO91MYnn3zi9XgAAAAAADZLHGvWrGma40REREiFChW8el8x18549fhIm8SkeE6hzcUnXrE6BHjgcARyjmzux+P8rbOz+8MvWx0CPAhhEJrtZQ+RjImCo70Txy5dukhYWJiMGzdOpkyZIoUKFbIyHAAAAADATVj+uU3r1q2levXqqV6vEQAAAADSvauqNzcfYIvmOEOHDpWdO3daHQYAAAAAwI4VR5U3b1555JFHrA4DAAAAgD/KIBXHKVOmmAajyQ0YMEBKliyZYqtXr16KpQ0nTpwotWrVkkqVKkmnTp3kjz/+yJiJIwAAAADg1j799FN5//33b7h+79690rVrV1m3bp1r++KLL1z7P/zwQ5k3b54MGzZM5s+fbxLJjh07SlxcnNwOEkcAAAAAfi3J4d0tLY4fP24Sw7Fjx0qxYsVS7EtKSpL9+/dLuXLlJE+ePK4tV65cZr8mhzNnzpQePXpI3bp1pVSpUjJ+/Hg5duyYrFq16rbiIHEEAAAAAJvSXjDBwcGyZMkSqVixYop9R44ckStXrsh9991305/ds2ePXL58WSIjI13XhYeHS5kyZWTLli0ZrzkOAAAAAFjGy51Po6Ki3O6Pjo6+5T6dr5h8zmJy+/btM1/nzJkja9askYCAAKldu7a89tprki1bNlNZVAUKFLihx4xzX2pRcQQAAACADGjfvn0mWdREcPLkyfLmm2+aOY7du3c3cxmvXr1qbhcSEpLi50JDQyU2Nva27ouKIwAAAAD/5vBuxTHaTUUxLbp16yatWrWSnDlzmssPPPCAmePYokUL+eWXXyRTpkyuuY7O75UmjZkzZ76t+6LiCAAAAAAZUEBAgCtpdCpRooT5qkNRnUNUT5w4keI2ejlfvny+UXHctm2blC9f/oay6p06duVkuhwH3jHrt9v7xAN335pjYZx2mxtV7ZzVIcCDEC/PoUHa7D5n27dF+D/Fw69xLuAdGfTvc58+fUwSOHv2bNd1WmlU999/vxQuXFjCwsJk06ZNUqRIEXP9hQsXZNeuXdKmTRvfqDjqwpTaehYAAAAAcKOGDRvKhg0b5IMPPjAdVv/zn/9I//79pXHjxlK8eHFThNMEUZfy0OGy2mVVG+fkz59fHn30Ubkdln60pt2BHLcYT6wTOdu2bSuBgYFeHRcMAAAAwM/ZtpzmuVvr+++/L1OnTpVp06aZTqpPPvmk9OzZ03UbXcMxISFBBgwYIDExMVKtWjWZMWOGWeIjwySODz/8sHzxxRfy0EMPmQeQfCHLKVOmSP369SVHjhxWhggAAAAAtvDuu+/ecN3jjz9utlvRQtwbb7xhtrSwNHEcPny41K1bVwYOHGgWoezVq5cr8505c6a0a9fOjMtNj7VRZiz+/1k3AAAAANytrqq+wPKirFYVFy9ebNYgad68ufz2229WhwQAAAAASMYW7cN0wUodZztr1iyzDomuR3K7PM2BPHRxaRoiBAAAAOCzMmhXVb+qOCbXvn17mTNnjixatMhM3AQAAAAAWM8WFcfkSpUqJV9++aXs2LHDVCIBAAAAwJuSmOOY8RJHpeuNJO+yCgAAAADw08RR12m81TqO1/vkk0+8Hg8AAAAAP2SrCXz2ZGniWLNmTZkwYYJERERIhQoVvHpfV68x4dXOupS6anUI8ODVsjxHdrf5pC0HkSCZQRuzcT5sbGLt81aHAA82HL+9Bctx95VhCXafZem7jC5dukhYWJiMGzdOpkyZIoUKFbIyHAAAAAD+iK6q9i/Ktm7dWqpXry6jR4+2OhQAAAAAwE3YYlzT0KFDZefOnVaHAQAAAMAf0VU1YySOuuwGS28AAAAAsARDVe0/VBUAAAAAYG+2qDgCAAAAgGVYgMEjKo4AAAAAALeoOAIAAADwa0nMcfSIiiMAAAAAwC0qjgAAAAD8GxXHjJE4XrlyRbJkyeK6/Ouvv8qff/4pRYsWldKlS6fLfRTMYouHilvIFJibc2NzDtY3sr06+eOsDgEerHs6M+fIxmKv8TtkdwWyXLY6BMBvWZpNnT17Vvr27SuHDh2SVatWycWLF6V79+6yZcsW1xvVGjVqyKRJkyQsLMzKUAEAAAD4Kj4gt/ccx3feeUf+/vtvGThwoLk8ZswYOXPmjHz++eeyfft2mT9/vpw6dUpGjRplZZgAAAAA4NcsTRzXrl0rI0aMkJo1a5rL69atk/79+0v58uUlU6ZMUrFiRRk8eLCpRgIAAACA17Iib24+wNKHkZiYKCEhIa7LQUFBEh4enuI22bNnl7g45hwAAAAAgF/OcaxVq5YMHTpUPvjgA8mVK5c0bdpUpk+fLu+9954EBgaahHHChAny0EMPeTxWVFSU2/0Ll7+RjpEDAAAA8BnMcbR34tivXz9p37691K9fXyIjI6VQoUKyYcMGczkiIkL27NkjAQEBMm/ePCvDBAAAAAC/ZmnimCdPHlm4cKEsW7ZM1q9fb7qp5siRwwxZVW3btpXnn39ecubM6fFY0dHRbvefj1uRbnEDAAAA8CGs4+iR5Ysb6hzHp59+2mwAAAAAAPuxPHEEAAAAAEtRcbR34qhDUR2pnIj6ySefeD0eAAAAAIDNEkddv1G7pmojnAoVKnj1vpIk0avHR9qciT3GKbS5oIAkq0OAByEB/395I9jThhPnrA4Bbhy+FMj5sbl7MjFYzu6KhEmGlERXVY8s/e3r0qWLhIWFybhx42TKlCmmqyoAAAAAwF4CrA6gdevWUr16dRk9erTVoQAAAADw16zIm5sPsEW9f+jQobJz506rwwAAAAAA2DVxzJs3r9kAAAAA4K5jjqNHPlI4BQAAAAD4dMURAAAAACzDOo4eUXEEAAAAALhFxREAAACAf6Pi6BEVRwAAAACAW1QcAQAAAPg3h9UB2B8VRwAAAABAxqs47tmzRw4fPizFihWTkiVLpssxD15MTJfjwDvyZ+bM2t2Px4OtDgEe/Pv3LJwjm9v60R9WhwA3kkIDOT82l/upQlaHAA+eLJIxT1EScxztnTjGx8fLhAkTZO3atVKxYkV5++23zbZ48WKz3+FwSN26dWX8+PGSKVMmK0MFAAAA4KscjFW19VDViRMnyqJFiyQyMlK2bNkinTt3lo0bN8qsWbPkp59+knnz5smhQ4dMcgkAAAAA8MPE8euvv5bRo0fLm2++KdOmTZMNGzZI//79TSKZOXNmqVy5sgwcOFBWrVplZZgAAAAAfJkOVfXm5gMsHap67tw5KVLkfwOhCxYsKIGBgVK4cOEUtylUqJC5nSdRUVFu94/97LU0RgsAAAAA/snSimPZsmXNsNQrV66YrwEBAbJkyZIUt9GhrCVKlLAsRgAAAAA+zuHlzQdYWnHUIaodOnSQf//73+Zy165d5cCBA9K+fXspX7687N271zTOmTx5ssdjRUdHu93/0+ll6RY3AAAAAPiTIKsrjitWrJCtW7dK7ty5zZzGS5cuyZgxY+T777+XfPnyydSpU6VmzZpWhgkAAADAhwVkkNXtp0yZIuvWrZM5c+a4rvvuu+/kX//6l/z++++SM2dOadiwobz66quuVSm2bdsmrVq1uuFYn3zyiTz00EMZZx3HHDlySP369V2Xw8LCZMiQIZbGBAAAAAB28umnn8r7778vVatWdV2nBbiXX35ZevToIY899pgcPnzYNBfVHjEjR440t9FRnNpXRlesSC579uy3df+WJ44AAAAAYCU7L+N4/PhxGTRokGzatEmKFSuWYt/8+fNN1VCn/Cnd/9prr8mAAQNMMS4kJET27dsn999/v+TJkydNcViaOLZt21YcqXyWtJQKAAAAAP5k586dEhwcbJqI6pDUv/76y7XvpZdeMg1Gk9PL8fHxZgpgrly5TMXxwQcfTHMcliaOOndxwoQJEhERIRUqVPDqfXVYeXulWNxd4dkzyMByP5aYaHUE8GTLPz/gJNnch6tftDoEuPHh9qycH5s7fijO6hDgo+xccaxXr57ZbqZMmTIpLmvCOHv2bClXrpxJGtVvv/1m5j4+/fTTpnr5wAMPmKrk7eZfliaOXbp0MXMax40bZyZ66pqNAAAAAOBLojysOe9phYjUSEhIkD59+phEUedDqqNHj8rFixfN8oc6fDUwMFDmzp0rbdq0kYULF5ohrBlmjmPr1q3NkhujR4+WiRMnWh0OAAAAAD+T2ulzdqXDUnv27CmbN2+WDz74wFVNLFCggGzZskUyZ85shrsqXfZw165dpjPr7TQltTxxVEOHDjVjdwEAAADA10SnQ0XxVk6cOCGdOnUycx9nzJgh1apVS7E/PDz8hjmQxYsXN8NWb4ctJpblzZtXHnnkEavDAAAAAOCHtODozc1bzp8/L+3atZMzZ86Y4anXJ41r1qyRypUryx9//JFiSOuePXtua5iqbSqOAAAAAIDbo2s1alI4ffp00wzn5MmTrn16uUqVKqYxTt++faV///5muOrUqVPNOo8vvnh7DdtIHAEAAAD4tYw4xfHatWvyzTffmE6qWnW82fBYbT6qXVbHjh0rHTp0kNjYWLM0hzbIueeee27r/kgcAQAAACADePfdd13fa4fUn3/+2ePPFClSJF2akJI4AgAAAPBrDlt0frE3ThEAAAAAIGNUHHWCpo65zZIli2TLls3qcAAAAAD4iYw4x9GvEseNGzeaDkDbtm2TmJgY1/WaPGoHIF2PpHr16ulyX7MeO58ux4F3FAv734KksK+Ya7FWhwAPjv7UmnNkc703h1kdAtzoXukS58fmQh9MsjoEwG9ZljhqB6A+ffpIw4YNTWtYXcsxNDTUVB11EUtNKl966SUZN26cuQ0AAAAAeEMAFUf7Jo4ffPCB9OrVyySHN/Pss89K2bJlTQcgEkcAAAAA8MPmOH///bc88sgjbm9Tt25d+fPPP+9aTAAAAAD8c46jNzdfYFniWLx4cVm6dKnb2yxatEiKFSt212ICAAAAANhoqOrrr78uXbt2lfXr10uNGjWkQIECEhISInFxcWaO4+bNm2XHjh3y0Ucfpep4UVFRbve/9/lr6RQ5AAAAAF/iK1VBn0wcIyMjZeHChfLxxx/L6tWr5dixY6azqjbI0SSyatWqMnjwYLn//vutChEAAAAAYPVyHIGBgZInTx6TRNaqVUvq1KmTYv+lS5ekX79+MnLkSI/Hio6Odrt/x5llaY4XAAAAgO9xUHK07xxHXbuxadOmZp7j2rVrzbDVV1991QxVddIK5OLFi60KEQAAAABgZeKo6zM2b95cVq1aJStXrpT3339f1q1bJ927d5eEhASeHAAAAAB3hSPAu5svsOxh7N27V1544QXXZV2rcdq0aaYS2bdvX6vCAgAAAOBnWI7DxoljWFiYnD59OsV1VapUkTFjxsjy5ctTNa8RAAAAAODDzXG0Ec6QIUPMVrZsWQkODjbX169fX/r37y/Dhw+Xo0ePptv95QpNSrdjIf0duhTPabW5Qxf/9zsK+yoSds3qEOBBbBz/F9nZuTgfGU/mw+7Nwt85eAe9cTyz7C9k7969JXfu3NKyZUvZsGFDin1t2rSRgQMHynfffWdVeAAAAAAAqyuO2bNnl5kzZ8qRI0ckZ86cN+xv1aqVWaZDm+cAAAAAgLdQcbT5Oo6qSJEit9wXEREhXbp0uavxAAAAAABsljgCAAAAgJUCHJx/T5gFDgAAAABwi4ojAAAAAL/GHEfPqDgCAAAAANyi4ggAAADAr1Fx9IyKIwAAAADALSqOAAAAAPyag7aq9k0cExMTZfLkyfLFF1/I+fPnpXbt2vLGG29IwYIFXbc5deqU1KpVS3bv3p3m+zsdQ49dO8udKcnqEODB0SucIrv783Kg1SHAg6jCMZwjGzsRw0AsuyudI8HqEAC/ZdlfyOnTp8vMmTPlmWeekY4dO8p///tfefrpp2XXrl0pbpeUREIBAAAAwLtzHL25+QLLEscvv/xShg8fLt27d5du3brJsmXLpESJEtK+fXs5cOCA63YOXznTAAAAAJBBWZY4njhxQsqWLeu6nC1bNpkyZYrce++90qlTJzl+/LhVoQEAAADwI1QcbTzHsVChQrJx40YpXLiw67osWbKY5LFFixZm+OrYsWNTfbyoqCi3+8d99lqa4gUAAAAAf3XbFcdjx47dct+1a9fko48+StVxXnzxRRkyZIgMHDhQDh8+7Lo+T548Zv7j2bNn5YUXXrjd8AAAAADgtlBx9ELFsU2bNjJnzhwpUKBAiut//vlnGTBggPz2229mzqInzZs3l+DgYJk/f76cOXNGihYt6tpXvHhxc32/fv1k69atqYorOjra7f7tp5el6jgAAAAAgDRWHLNmzWqSx7/++stcvnr1qowYMUJatmwply5dMktspFaFChWkRo0a8vXXX8uaNWtuGMqq1cuHH374dkMEAAAAgFTTZRy9ufll4jh37ly55557pG3btrJo0SJ54oknZN68eaYb6jfffCN16tRJ1XG2bdsmzZo1M91U165dK126dJFXX31V4uLiXLeJiYmRH3/88XZDBAAAAABYmThq99NZs2aZimD//v0lZ86csnDhQnn99dclU6ZMqT7OuHHjzLqNq1atkpUrV8r7778v69atM8tzJCSwuCsAAACAu4M5jumUOP79998ptnPnzsngwYPNchonT540lcHk+1Nj7969KZrfNGzYUKZNm2YqkX379k3VMQAAAAAANmmOU69ePXFoGn6dpKQk8/W5555Lcf3u3bs9HjMsLExOnz6doilOlSpVZMyYMdKjRw8zHFbXc0wvhbMmptuxkP5u9vqCveTPfM3qEODB5wczc45s7rN+h6wOAW5kafcA58fmKuaMtzoE+CiHZavb+1jiqM1v0vuNvc6F1OU4dNPKpXZYVfXr1zdDYIcPHy5Hjx5N1/sEAAAAAHgpcdS5iOmtd+/e8tprr5lurFOmTJHatWu79mnX1oCAAJOwAgAAAIA3MfjNC+s4Ku18+sUXX5iOpzrHURO8zZs3m8qhLrGRGtmzZ5eZM2fKkSNHTIOd67Vq1UoiIyNN8xwAAAAAgHVuezTvmTNnpHnz5vLOO+/I4cOH5eeffzbNcX744QezRMdPP/10W8crUqSI6dR6MxEREWaZDgAAAADwFp2W583NLxPH0aNHy+XLl82ajbqOo7NBzsSJE6V8+fLmKwAAAADAd9x24vj999/Lq6++arqhJs+eQ0ND5aWXXpKdO3emd4wAAAAA4DWs4+iFOY6xsbGSI0eOm+4LDAyU+HjaJAMAAADIOHxkNKm9Ko46HHXevHk33bd06VIpV65cesQFAAAAAMioFUcdpvriiy9KkyZNzFqMOlx12bJlMmnSJFm3bp1Mnz7dO5ECAAAAgBdQcfRCxbFq1aoya9YsyZw5s0kStTnO7NmzzbIcuh5jjRo1JK2OHTsmiYmJaT4OAAAAACDtHEnOtqh3QJfhOH/+vISFhUnWrFklvVSpUkW++uorKVy4cLodc/PJr9PtWEh/hbLyQYHdZQvOYnUI8OBS/BXOkc3lCs1ndQhwIz7xEufH5oIDwqwOAR6EBlbPkOcoavl6rx4/+vF/iN8NVXU6cOCArF+/Xk6cOGHWb9y9e7eUKlXKJJGp8cILL7hNSF9//XXTqVV98skndxomAAAAAPiEKVOmmOmBc+bMcV2nedg777wjv/76q+TKlctMK0yea+lIzg8++EA+//xzuXjxolSrVk0GDhx420W62x6qqnc8YMAAady4sYwYMUJmzJghp06dkg8//FCaNm1qhpmmRnBwsGzevFni4uLk3nvvTbEFBARIvnz5XJcBAAAAwFsCHN7d0sOnn34q77//forrzp49K+3bt5ciRYrIl19+Kf/85z9l7Nix5nsnzdO0uemwYcNk/vz5Jp/r2LGjycO8WnHUO9buqcOHD5e6devKP/7xv7LrG2+8YQIdP368jBo1yuNxNOHUuZF6vCeffFJat27t2rdixQpzvPQcqgoAAAAAGc3x48dl0KBBsmnTJilWrFiKfZ999pkpyA0dOlSCgoKkePHicvjwYZk6dao0b97cJIczZ840ozk1d1Oar9WqVUtWrVplioFeqzhq9tqjRw8TSPL1HEuXLm2u1+GrqaVlVC2zaubbqVMnU7kEAAAAgLspwJHk1S0tdu7caZLDJUuWSMWKFVPs27p1q1SvXt0kjU7arPTQoUMmt9qzZ49cvnxZIiMjXfvDw8OlTJkysmXLFu9WHDUATRJvRoeXXrhw4baOV7JkSZOMjh492lQeBw8ebJb4uF1RUVFu94+c3+u2jwkAAAAAaeUpV4mOjr7lvnr16pntZnSa4AMPPJDiurx585qvR48edU0jLFCgwA23Se0UwztOHIsWLSr/+c9/5OGHH75hn85Z1P23KyQkxMybrF27tvTv31+uXr1628cAAAAAgDuRXvMQ7zZtKqq5VHLOBqOxsbGuvOpmt9HVMbyaOLZr18504YmPj5dHHnnEVAd1HK2OudXxs2+++Waqj6UlVJ0vqUFr0qiblmDXrFkjuXPnlkuXLpkOQSNHjvR4LHdZumI5DgAAAABWiPaQq9ypTJky3dDkRhNGlSVLFrNf6W2c3ztvkzlzZu8mjs8++6ycOXNGPvroI9OdR/Xq1cuMu9XuPC1btkzVcbZt2yYdOnQwZVJNPrVL0KOPPipjxowx3Vmdw2IXL16cqsQRAAAAAO7EbTd+sYn8+fOb5RGTc17WaYQJCQmu67TzavLb6JRBryaOmhxqpXHBggXmDs+dO2cmWOpEzeTNcjwZN26cabDz9ttvm8srV640w1S7d+8ukydPTjHBEwAAAACQkq7JqI1Gr127JoGBgea6jRs3SkREhBnBmS1bNgkLCzOjQ52Jo/ak2bVrl7Rp08a7ybWOj9WkT6uC2tBm//79JnG8naRR7d27N8XClA0bNpRp06aZSmTfvn1vNywAAAAA8Lmuqu5oIU6n97311lsmL1u4cKFZ8rBLly6u3E0TRF3bUYfLapfV1157zVQqdbSn19dx1JKntn5du3atfP/99zJlyhTJlSuXmaOo1UhNAj3RzPf06dMpmulUqVLFDFXVZT3uueces0QHAAAAAOBGWlWcPn266QvTrFkzyZMnj/Tp08d876S5leZv2oxUm+lolXLGjBlmquHtcCQlJaU5Bd6+fbtJ+LRaqPMVd+/e7fFntMHOjh07ZMiQIVK2bNkUgc+dO1eGDx9usuBvv/02Vcfz5EL86jQfA94TkGFHlvuPuMTLVocAD4ICbm+SO+6+tcfiOe02Vjn3/+YCwb7Cgvk7Z3fhwfUlI2qyeq1Xj/9V/VqS0d3RRMK//vrLLBipy2/o1z///NN05dGK40MPPZSqY/Tu3duUSbWZjlYs9WedtJwaEBAgI0aMuJPwAAAAAABWJo66+KQuJqlDTStUqCDPPPOMSRbLly/vmpCZGtmzZzfLdxw5ckRy5sx5w/5WrVpJZGSkrFq16nZDBAAAAIBUY+ybFxJHrQTq6Fad01i4cGHXdjtJY3LJ28JeT7sBOSd2AgAAAAAySOK4evVqM1R1w4YNZtPhpNrkRpO86tWrm+rj448/7p1oAQAAACCdBTg4pXelOc4vv/xi5ilqUpna5jh3G81x7I3mOPZHcxz7ozmO/dEcx95ojmN/NMexv4zaHKd5tHeb43wZ5afNcTTX/Pnnn+XHH380m3ZHTUxMNK1d69Spk/5RAgAAAICXOLy41qKvuO3E8Z///KfppqoLTebIkcN0Q9XOqLVq1ZJs2bJ5J0oAAAAAQMZJHLWjqi6XUbduXdNVVYemAgAAAEBGxRxHLySOCxcuvN0fAQAAAAD42xxHbzpz5ozp2lqoUKGbru8IAAAAAOmJdRxtnDjGxsbKqFGjTGOdL7/8UuLi4uTtt9+WJUuWmOY7QUFB0rRpUxk0aJAEBwen+f4yBeZIl7jhHXHXLnFqgTQ6fiWGc2hznx+kF4CdLT2SaHUI8CBLEA1M7O69h6yOAD6XXI8ePdos36GNddSECRPMupDjx4+Xr7/+2uxft26duR4AAAAAvCXAkeTVzRdYVnFcuXKljBkzRiIjI83lb7/9VgYOHCj16/9v7ZfixYubLq39+vWT119/3aowAQAAAMDvWZY4Xr58WfLly+e6HB8fLwULFkxxm8KFC5tlPwAAAADAW+iqauOhqtWqVTPDUjVhVA0bNpQvvvgixW1mz54t5cuXtyhCAAAAAP4gwMubL7Cs4ti/f3+zHuSjjz4qDRo0kLx588q0adNk165dUqJECfn555/lyJEjMmfOnFQdLyoqyu3+5d+OSqfIAQAAAMC/WJY4FitWTJYtWyZz5841TXAOHjxohqXu3r1bzp49ayqS77//vkRERFgVIgAAAAA/wFBVm6/jeO7cObP0Rrly5aRbt25Sp06dFPs1kdTmOCNHjvR4rOjoaLf74xK3pjleAAAAAPBHlg253bZtm1mncenSpbJ27Vrp2rWrvPrqq2Y9R6eYmBhZvHixVSECAAAA8AMsx2HjxHHcuHHSvHlzWbVqlVmaQ4el6pDV7t27S0JCglVhAQAAAADskjju3btXXnjhBddl7aqqzXG0Etm3b1+rwgIAAADgh3Mcvbn5AsvmOIaFhcnp06elaNGiruuqVKkiY8aMkR49esg999wjnTp1Srf7G/vz2XQ7FtLfSyWvclptLnNgqNUhwINFh32l4bfvirnmI+8efFSfCpetDgEeLDvC/0WAVSx7l6GNcIYMGSLbt293reWo6tevb5bq+Pjjj2Xo0KFWhQcAAADAT7COo40Tx969e0vu3LmlZcuWsmHDhhT7dH3HgQMHynfffWdVeAAAAAAAq4eqZs+eXWbOnClHjhyRnDlz3rC/VatWEhkZaZrnAAAAAIA3u6rCxus4qiJFitxyX0REhHTp0uWuxgMAAAAAsFniCAAAAABW8pXOp95ECz4AAAAAgFtUHAEAAAD4NSqOnlFxBAAAAAC4RcURAAAAgF+jmpYBz9HZs2fl119/lYsXL1odCgAAAADA6orjv//9b1m7dq1UqlRJOnfuLJMmTZIpU6ZIQkKCBAQEmLUc+/XrJ4GBgWm+r66lY9IlZnhHgCOYU2tzf12JtzoEePBCiUTOkc1Vyc3vkZ3lDuV3yO66lLpmdQjwUazjaOPEcebMmTJx4kSpVauWzJ49W/bv3y8//PCDDB482CSSe/bskXfffVfy5MnDWo4AAAAA4I+J4/z582XkyJHy+OOPy969e6VJkyYyYsQIefrpp83++++/XzJlyiRjx44lcQQAAADgNXRVtfEcx5MnT0r58uXN9yVLljTDUcuUKZPiNqVKlZLjx49bFCEAAAAAwNLEsXjx4rJ06VLz/ddffy1JSUmyZs2aFLf5/vvvpVixYhZFCAAAAMBfkiJvbr7AsqGqvXr1kq5du8rHH38s58+fl2eeeUY2btwoR44cMZVIHb762WefyTvvvJOq40VFRbnd//k3PdMpcgAAAADwL5Yljg8//LB89dVXpsqYO3duadSokRm+OmDAAFOBzJ8/vwwcONDMfQQAAAAAb2GOo82X43A4HHLhwgX5448/JDw8XGrXri3Tpk1z7b906ZJZjkOb6HgSHR3tdv+Z2P8NiwUAAAAA3B7Lhtxu27ZNmjZtauY56lqOXbp0kVdffVXi4uJct4mJiZHFixdbFSIAAAAAP+BwJHl18wWWJY7jxo2T5s2by6pVq2TlypXy/vvvy7p166R79+6SkJBgVVgAAAAAALskjtr85oUXXnBdbtiwoRmmqpXIvn37WhUWAAAAAD+c4+jNzRdYljiGhYXJ6dOnU1xXpUoVGTNmjCxfvjxV8xoBAAAAIK1YjsPGzXHq1KkjQ4YMMVvZsmUlODjYXF+/fn3p37+/DB8+XI4ePZpu95ctuFC6HQvpL/baeU6rzQU7LlkdAjw4FeMrK0X5ru+PhlodAtxY8Wcmzo/Nlc4Rb3UI8KBDSU6Rr7LsXUbv3r3NMhwtW7aUDRs2pNjXpk0bsxTHd999Z1V4AAAAAPxEgCPJq5svsKzimD17dpk5c6YcOXJEcubMecP+Vq1aSWRkpGmeAwAAAADw03UcVZEiRW65LyIiwizTAQAAAADe4isNbHw6cQQAAAAA3GjTpk0pVqJIrlChQhIdHS0fffSRWdrwZqtYpCcSRwAAAAB+za4Vx8qVK5u17pPbvn27vPLKK9K9e3dXgtikSRN54403vBoLiSMAAAAA2FBISIjkyZPHdfnKlStm2cJmzZpJ8+bNzXX79u2TFi1apLidN5A4AgAAAPBrgZIxTJ48Wa5evSp9+/Y1l+Pi4uTQoUNy3333ef2+WfQLAAAAAGzuzJkzMnv2bOnatavkyJHDXLd//365du2arFy5Uho2bCh169Y1Q1ZPnDiR7vdPxREAAACAX/P2WotRUVFu92uTG0/mzZsn2bJlk+eee851nQ5TVZkzZ5YJEybI6dOn5b333jMNdRYvXiyZMmUSn0ocNXs+evSoxMbGSpYsWSRv3rySK1cuq8MCAAAAAFvQRLBp06YpkkG9XLt27RS5U4kSJcx13333nTRq1Mg3EsdFixbJ1KlTzbhclZT0v0zf4XC41nDUDkHp4bcLf6XLceAdJ68yatruCmX17idxSLvPD2bmNNrcV7+GWB0C3GhSLo7zY3NDlwZbHQI86FAyY54ib3dVjU5FRdGdPXv2yB9//CFPPvnkDfuuL7hpEU6Hsh47dkzSk2WJ45w5c2Ts2LHy4osvSo0aNcwD1K5BOsFTx+Ru2LBBBg0aJJcvX5ZWrVpZFSYAAAAAWGrr1q2SO3duKVWqVIrrx48fLytWrDCbFt/Un3/+KWfPnpX777/fNxJHndg5ePBg00r2esWLF5fIyEgpVqyYfPjhhySOAAAAAPxuHUenXbt2ScmSN5ZzGzRoIDNmzDB5lRbkTp06JSNGjJAqVapIrVq1JD0FWDmvsWLFim5vo/tPnjx512ICAAAAALs5efKkq5NqcuXKlZNp06bJ3r175emnn5aXX35ZSpcubZbtcFYgM3zFUR/krFmzZMiQIRIQcGP+qvMdp0+fbh44AAAAAHhLoM0rjtOmTbvlPh2pqZu3WZY49u/fX1566SVZs2aNVKtWTQoUKJBijqOO47106ZIpvaZHi9tJX76WTpEDAAAAgH+xLHHUSuLy5ctlwYIFsm3bNrMGSUxMjGkvq0mkrk/yzDPPsCwHAAAAAL+e42gHli7HoQtV/uMf/5B27dqZhFEnfc6dO9dUHHUOZHx8fLq1uN11blk6RAwAAAAA/sey5ji///676QL07LPPmoUpf/zxR2ndurXs2LFDsmbNahLBp556Sg4cOGBViAAAAAD8QIAjyaubL7AscRw1apRUqlRJFi1aJNWrV5du3brJ448/LsuWLZMJEyaYYaw1a9aUkSNHWhUiAAAAAMDKxHHz5s3Ss2dPs4hlnz59JDY2Vtq0aeNqGxsUFCRdunQx8x8BAAAAwJtzHL25+QLL5jjqnMarV6+a73PlyiUtWrSQ0NDQFLe5cOGCZMuWLV3ub8SO9DkOvKNUeOrnswK4uWAf+Y/Jl7WpHGN1CHBj6ocXOD8258if1eoQAL9lWcVRh6EOGzZM9u/fby4PHTpUihcvbr5PTEyU9evXy4ABA6R+/fpWhQgAAADADwR6efMFliWO/fr1M18nT558w74VK1ZIhw4dpGjRotKrVy8LogMAAAAAWD5UVYenzp8/3wxHvV5kZKQsXbpUSpQoYUlsAAAAAPyHr8xD9Nl1HFV4ePgN1+XMmdNsAAAAAADrWZ44AgAAAICVfGWtRZ+c4wgAAAAAyBioOAIAAADwa4HMcfSIxBEAAACAX6M5jmcMVQUAAAAAuEXFEQAAAIBfo+KYARLH+Ph4uXz5suTIkeOGfYmJiXLs2DEpWLBgmu+nYOZraT4GvOfyNQaW292zxWKsDgEe/HLW8j/p8KBU9gTOkY39Y0gmq0OAB1tPBXKOAH8bqhobGytvvfWWVKlSRSIjI6VFixayc+fOFLc5c+aMREVFWRUiAAAAAD+pOHpz8wWWJY4TJkyQ9evXy/Dhw2XUqFGSkJAgrVq1krVr16a4XVISa6oAAAAAgF8mjitWrJBhw4ZJkyZN5KmnnpLPPvtM6tWrJ6+88ops27bNdTuHw0dSdAAAAAC2FOhI8urmCyxLHM+ePStFixZ1XQ4KCpKxY8dK1apVpVu3brJ//36rQgMAAAAAJGNZJ4XixYubqmPnzp1d1wUGBpohrDpktWPHjjJ69OhUH8/TXMgHR76VpngBAAAA+CbWKLTxOerevbtJEjt06CB79+51XZ81a1aZNm2aZM6c2SSPAAAAAAA/rTjqfMaPP/5YFixYcEMDnLx585rrR4wYIcuXL0/V8aKjo93u77P5uzTFCwAAAMA3+UrnU2+ydNGv8uXLS6ZMmaRYsWLm8u7du2Xu3Lly/PhxKVGihPTs2dMkjwAAAAAAPxyq+vvvv0uDBg3k2WeflUaNGsmPP/4oLVu2lO3bt5vhqqtXrzYdVw8ePGhViAAAAAD8AOs42jhx1LUbK1WqJIsWLZLq1aubTqqaQC5btszMfdQhqjVr1pSRI0daFSIAAAAAwMrEcfPmzWYoaqlSpaRPnz4SGxsrbdq0ca3bqMtzdOnSJcWajgAAAACQ3ljH0cZzHHVu49WrV833uXLlkhYtWkhoaGiK21y4cEGyZcuWLvfX/oEr6XIceEdwgG8sjOrLsofwHNldieyZrA4BHsRdi+Uc2VhwYBarQ4AHZXLwfg7wu4qjDkMdNmyY7N+/31weOnSoWdtRJSYmyvr162XAgAFSv359q0IEAAAA4AeY42jjxLFfv37m6+TJk2/Yt2LFCrO+Y9GiRaVXr14WRAcAAAAAsHyoqg5PnT9/vhmOer3IyEhZunSpWZIDAAAAALyJdRxtvo6jCg8Pv+G6nDlzmg0AAAAAYD3LE0cAAAAAsBIVRxvPcQQAAAAAZAxUHAEAAAD4tcD/LSUPN6g4AgAAAADcouIIAAAAwK8FOJKsDsH2bFlx3LZtm8TFxVkdBgAAAADArhXHTp06yVdffSWFCxdOt2MWzpol3Y6F9BcUwPNjd7vPnbI6BHiQKfAq58jmdp4NsToEuFExVwznx+ayBjMRDX5UTbMZyxLHevXqicNx81/+q1evStu2bSUwMNBcjo6OvsvRAQAAAAAsTxwffvhh+eKLL+Shhx6SatWqua5PSkqSKVOmSP369SVHjhxWhQcAAADAT7COo40Tx+HDh0vdunVl4MCBUqZMGenVq5cEBwebfTNnzpR27dql61BVAAAAAEAGHM6rVcXFixfLvn37pHnz5vLbb79ZGQ4AAAAAP6TrOHpz8wWWN8fJmzevzJgxQ2bNmiWtWrWSbt263dFxoqKi3O7/asVbdxghAAAAAF/GchwZqIFQ+/btZc6cObJo0SKJiaGrGQAAAADYhaUVx9jYWDM89f7775dMmTKZxjjly5eXnDlzyqeffiovvvii5M+fP1XH8tR59VL8d+kUNQAAAABfQnMcG1ccf//9d2nQoIE888wz0qhRI/nxxx+lZcuWsmPHDpM4aiLYpEkTOXDggFUhAgAAAACsTBxHjRollSpVMs1xqlevbuY2agK5bNkymTBhgixfvlxq1qwpI0eO5IkCAAAA4NWKoze3tDh+/LiULFnyhm3hwoVm/+7du6VNmzYmt6pXr5588skn4lNDVTdv3ixffvml3HfffdKnTx+TQOoDdjj+d2aDgoKkS5cu8txzz1kVIgAAAABYas+ePRIaGiqrV6925UoqW7ZscvbsWdMrRhPGIUOGyPbt283XrFmzmlUrfCJx1DmNV69eNd/nypVLWrRoYU5IchcuXDAnJD0EOP63RiTsKSGRhkh2lys0yeoQ4EGwbdqd4VYq5Erg5NhYtpBEq0OAB4cvBnKObK5gFsmQ7Pxf6L59+6RYsWJmNYrrffzxxxIcHCxDhw41hbfixYvL4cOHZerUqemeOFp2jnQY6rBhw2T//v3msj5YfaAqMTFR1q9fLwMGDDBrPQIAAACAP9q7d68rT7re1q1bzbQ/TRqdatSoIYcOHZJTp075RsWxX79+0r17d5k8ebKMHTs2xb4VK1ZIr169pE6dOuYrAAAAAHhLshGgXhHlYc15dytEaMVRm4e2bt1aDh48KEWLFjX9YWrXri3Hjh2TBx54IMXtnZXJo0ePyj333JPxE0cdnjp//nwzHPV6kZGRsnTpUilRooQlsQEAAACA1RISEsxqFLp84ZtvvilhYWHy9ddfS+fOnWXWrFkSExMjISEhKX7GOf1Plz70mXUcVXh4+A3XaUatGwAAAAB4m5cLjuJpzflb0SGomzZtksDAQNMjRpUrV05+++03mTFjhrkuLi4uxc84E8YsWbL4zTxQAAAAAPBrWbNmdSWNTjoyU5fpyJ8/v5w4cSLFPuflfPnypWscJI4AAAAAxN/nOHpzu1NaWaxSpYqpOib366+/muGr1apVk23btsm1a9dc+zZu3CgRERGSO3duSU8kjgAAAABgQ8WLFzfr3usKFNpB9cCBAzJy5EizXqM2yNElNy5duiRvvfWWWa1i4cKFMnv2bOnSpUu6x2L5HEcAAAAAsJJdq2kBAQFmFYpx48ZJz549TWPRMmXKmMY4zm6q06dPl3feeUeaNWsmefLkkT59+pjv05sjKSnJL1b1vpKw1uoQ4EZi0v8vr8OeTsdetDoEeBBs1//14HIp3tvtF5AW4SGJnECbO3wx0OoQ4MFDeZ/IkOfov6e+9urxq9yTMc9LclQcAQAAAPg1h8MvamkZO3G8cuVKilaxOtHzzz//NAtbli5d2tLYAAAAAAAWJo5nz56Vvn37yqFDh2TVqlVy8eJF6d69u2zZssXsdzgcUqNGDZk0aZJZ6DKt/r5yLh2ihrfsv2D5ZxjwIHsI4yDtjmfI/nad42+dnZXJkWB1CPAgWwhVIXgHEwls/D5DJ3D+/fffMnDgQHN5zJgxcubMGfn8889Nl6D58+fLqVOnZNSoUVaFCAAAAACwMnFcu3atjBgxQmrWrGkur1u3Tvr37y/ly5c3C1xWrFhRBg8ebKqRAAAAAOBv6zjaiWWJY2JiooSEhLguBwUFSXh4eIrbZM+eXeLi4iyIDgAAAADgZNlki1q1apmFLD/44APJlSuXNG3a1KxB8t5770lgYKBJGCdMmCAPPfRQqo4XFRXldv+URT3TKXIAAAAAvsRHioK+mTj269dP2rdvL/Xr15fIyEgpVKiQbNiwwVyOiIiQPXv2mAUv582bZ1WIAAAAAAArE8c8efLIwoULZdmyZbJ+/XrTTTVHjhxmyKp2VG3btq08//zzkjNnzlQdLzo62u3+/ReWplPkAAAAAHxJACVHjyztC56UlCQPPPCANGrUyDTE2bVrl8ydO1dOnDgh58+fZ34jAAAAAPhzc5zff/9dGjRoIM8++6xJHH/88Udp1aqV7NixQ7JmzWoqiE899ZQcOHDAqhABAAAA+AGHlzdfYFniqOszVqpUSRYtWiTVq1eXbt26mQRSh65qU5zly5ebpTpGjhxpVYgAAAAAACsTx82bN0vPnj2lVKlS0qdPH4mNjZU2bdqY+Y1K5zp26dJFtm3bxhMFAAAAwGtYx9HGcxx1TuPVq1fN97ocR4sWLSQ0NDTFbS5cuCDZsmVLl/vLlfLQsJl/5Pv/a3rCnhKTEqwOAR4lcY5srli2WKtDgBsX431lQJnvyp85fd4XAshAFUcdhjps2DDZv3+/uaxrOhYvXtx8n5iYaDqtDhgwwCzPAQAAAADewhxHGyeOuo6jmjx58g37VqxYIR06dJCiRYtKr169LIgOAAAAgL8gcfTMkaRrYlhIh6OGh4enuO7s2bNy6tQpKVGiRLrdz5lY1nG0s+CALFaHAA8YqpoRMFTV7mKuxVkdAtxgqKr9MVTV/sKC60pGtOfcMq8ev1SOxpLRWbqOo7o+aVQ5c+Y0GwAAAAB4WwBTnO07VBUAAAAAkDFYXnEEAAAAACtRcPSMiiMAAAAAwC0qjgAAAAD8msNBgzlPqDgCAAAAADJWxXHPnj1y+PBhKVasmJQsWdLqcAAAAAD4OOY42jhxjI+PlwkTJsjatWulYsWK8vbbb5tt8eLFZr/D4ZC6devK+PHjJVOmTGm+v6xB+dIhanjLtaR4Tq7NXUs6b3UI8CD2WgLnyOZG7gizOgS40axoDOfH5rIGXbQ6BHgQFswp8lWWDVWdOHGiLFq0SCIjI2XLli3SuXNn2bhxo8yaNUt++uknmTdvnhw6dMgklwAAAADgLQ6HdzdfYFni+PXXX8vo0aPlzTfflGnTpsmGDRukf//+JpHMnDmzVK5cWQYOHCirVq2yKkQAAAAAgJVDVc+dOydFihQx3xcsWFACAwOlcOHCKW5TqFAhczsAAAAA8BY6htr4HJUtW9YMS71y5Yr5GhAQIEuWLElxGx3KWqJECatCBAAAAABYWXHUIaodOnSQf//73+Zy165d5cCBA9K+fXspX7687N271zTOmTx5cqqOFxUV5Xb/N6tGpkvcAAAAAHyLr8xD9MnEUSuOK1askK1bt0ru3LnNnMZLly7J2LFj5fvvv5f8+fPL1KlTpWbNmlaFCAAAAACweh1HbYKjCeL9999vLv/xxx8SFxcnefPmleLFi7uuT43o6Gi3+2OvbU5zvAAAAAB8DwVHG89x/P3336VBgwby7LPPSqNGjeTHH3+Uli1byo4dOyQsLMwkgk2aNDHDVwEAAAAAfpg4jho1SipVqmQa4FSvXl26detmEshly5aZtRuXL19uhqmOHMncRAAAAADewzqONk4cN2/eLD179pRSpUpJnz59JDY2Vtq0aSOO/5uZGhQUJF26dJFt27ZZFSIAAAAAwMo5jpkyZZKrV6+a73PlyiUtWrSQ0NDQFLe5cOGCZMuWzaIIcTcFOAI54TaXNaig1SHAg40njnKObK7BvbFWhwA3jl5hJTe7K5czweoQ4KOY4+iZZX8hdRjqsGHDZP/+/eby0KFDTUMclZiYKOvXr5cBAwZI/fr1rQoRAAAAAGBl4tivXz/z9WbrNOoyHbrGY9GiRaVXr14WRAcAAADAXwQ4vLv5AsuGqurw1Pnz55vhqNeLjIyUpUuXSokSJSyJDQAAAABgk3UcVXh4+A3X5cyZ02wAAAAA4G0+UhT0KmaBAwAAAADsXXEEAAAAACs5HEk8AR5QcQQAAAAAuEXFEQAAAIBfY46jZ1QcAQAAAABuUXEEAAAA4NcclBwzRuJ45swZOXr0qMTGxkqWLFkkb968Zp1HAAAAAPA28kabJ46LFi2SqVOnyqFDh8zlpKT/dTNyOBwSEREhXbp0kSZNmqTLfV29dipdjgPvCHCEcGptLiHxhNUhwINa+XNwjmwuIfGK1SHAjavX4jg/NhdP40vA/xLHOXPmyNixY+XFF1+UGjVqmCpjSEiIxMXFyYkTJ2TDhg0yaNAguXz5srRq1cqqMAEAAAD4ODs3fjl37py899578sMPP8ilS5ekZMmS0rt3b6latarZ3759e/nxxx9T/Ez16tVNvuUTiePs2bNl8ODB0qxZsxv2FS9eXCIjI6VYsWLy4YcfkjgCAAAA8Eu9evWSkydPmuQxd+7cJiHs0KGDGb153333yd69e01eVb9+fdfPBAcHp3scQVbOa6xYsaLb2+h+PUkAAAAA4G/NcQ4fPizr16+XefPmyYMPPmiue/vtt2Xt2rWydOlSadOmjZw+fdrkTXny5PFqLJYljuXKlZNZs2bJkCFDJCDgxuKwznecPn26lC5dOlXHi4qKcrv/y+W97zhWAAAAALjbcubMaXrClC9f3nWd9oPR7cKFC6ba6OwP422WJY79+/eXl156SdasWSPVqlWTAgUKpJjjuHXrVjOGd8aMGVaFCAAAAMAv2LPkGB4eLnXq1Elx3cqVK00lUvOpffv2SbZs2WTo0KGmMqkrVDz22GPSvXt3k1v5ROKolcTly5fLggULZNu2beZBx8TESGhoqBQsWFCee+45eeaZZ1K9LEd0dLTb/efivkmnyAEAAAAg9TyNjvSUyzj997//lX79+smjjz4qdevWNcmjLmlYoUIF0yRn9+7dMnr0aPn777/N1/TkSHKugWEjnTt3luHDh5tOq+mFxNHeWI7D/lhGwP5CA1mOw+74PbI3luMA0i5/5qcy5Gk8G7vMq8d/ptH4NCeOq1evltdff12qVKkiH330kSm4JSQkmFUosmfP7rrdN998I6+99pqpQN5zzz2S4SuOixcvvuW+TZs2ybJly1zVxqZNm97FyAAAAAAg/USnsqJ4K3PnzpV33nnHDEMdNWqUaxhqUFBQiqRRlShRwnw9duyYbySO2hRHh6aqmxU9naVVnexJ4ggAAADAWxwO+67kOG/ePBk2bJi0bdtW3nrrLZMfOel1hQoVkpEjR7qu++WXX8xyHLq0YXqyLHFcuHChKbXqhM93331X8uXL59pXuXJlWbJkiRQuXNiq8AAAAADAUgcPHpQRI0ZIgwYNpEuXLnLq1CnXvkyZMknDhg3Nfp3jWLNmTZM0agFO13kMCwvzjcRRW8ZqY5yJEydKkyZNZODAgdKoUSOv3d+pmGteOzbSLlfoFU6jzQU40n8hWaSvo1fOc0ptruPa1DV8gzUW1DvNqbe5R7/MaXUI8GBHm4x6iuzZVXXlypUSHx8v3377rdmSa9asmSnAaQVyzpw5JoHUtRxffPFF0zMmvVmWOJo7DwqSXr16Sa1ataRv377y3XffyaBBg6wMCQAAAABsoWvXrmZzp3Xr1mbzNlsM5tV1HLVZjs51bNy4scmqAQAAAOBucHj5ny+wtOKYnM51HDdunEkgdf6jtpcFAAAAAFjPNomjk3ZQpYsqAAAAgLvHN6qCPj9UFQAAAABgX7arOAIAAADA3WTndRztgjMEAAAAAHCLiiMAAAAAP8ccR0+oOAIAAAAA7J046pqN586du+m+xMRE+fvvv+96TAAAAAD8B+s42nioamxsrAwdOlSWLFkiCQkJUr58eRk0aJCULVvWdZszZ85IVFSU7N69O833F0T1GUiTKwkJnEGb48+c/b330M0/KIU9nI+z/PN0eDCiziXOEWARy/5CTpgwQdavXy/Dhw+XUaNGmeSxVatWsnbt2hS3S0pKsipEAAAAAH6AiqONE8cVK1bIsGHDpEmTJvLUU0/JZ599JvXq1ZNXXnlFtm3b5rqdw8Fn6AAAAADgl4nj2bNnpWjRoq7LQUFBMnbsWKlatap069ZN9u/fb1VoAAAAAPwuLfLmlvFZ9iiKFy9uqo7JBQYGmiGsBQoUkI4dO8rvv/9uVXgAAAAAAKub43Tv3t0MS920aZP06dNHSpYsaa7PmjWrTJs2Tdq1a2eSx9TSJjruzFjcM80xAwAAAPA9TI+zccVR5zN+/PHHkitXrhsa4OTNm1cWLFggjRo1kpCQEKtCBAAAAABocp1kw7alnTt3Nt1WNYHUtRwDAtKe3x66uDRdYoN3hIfY7mWI68Rco1GV3V1lxRTbY7kHewsL5v8iu/vtQqDVIcCDJwo/niHP0eWENV49ftag2pLRWTZUdfHixbfcp8NXly1bZqqRqmnTpncxMgAAAAD+thwHbFpxrFy5ssTExJjv3YWg4413796d5vuj4mhvVBztj4qj/VFxtD8qjvZGxdH+qDjaX0atOF5JSLmWfHrLElRLMjrLKo4LFy6U119/XcLDw+Xdd9+VfPnypUgqlyxZIoULF7YqPAAAAAB+wzeWzPDJxDEiIsI0wJk4caI0adJEBg4caJrheEsIQ+JtLcBh2UsRqXaNc2VzeTNnsToEeJA7UyznyMauJCRaHQI8KJWdydyAX6bWQUFB0qtXL5k0aZKMHTvWVCAvXrxoZUgAAAAA/HCOozf/+QJb1GSrVatmmuXoXMfGjRtLfHy81SEBAAAAAP6PbcYH6lzHcePGmQRS5z+GhoZaHRIAAAAAP6ANOZFBEkcnXXqD5TcAAAAAwD5slzgCAAAAwN1FxTFDzHEEAAAAANgXFUcAAAAAfs1BPc0jKo4AAAAAALeoOAIAAADwc8xx9ISKIwAAAAAg4yWO27Ztk7i4OKvDAAAAAOAHdB1Hb26+wJZDVTt16iRfffWVFC5cON2OeTUh3Q4FLwhw8ATZ3bUk3/ij58uuJcVaHQI8iE/kb5298XfO7jLb8p0r4B8s+/WrV6/eLbPvq1evStu2bSUwMNBcjo6OvsvRAQAAAPAffHBk28Tx4Ycfli+++EIeeughqVatmuv6pKQkmTJlitSvX19y5MhhVXgAAAAAgP/jSNJMzSKrV6+WgQMHSpMmTaRXr14SHBxsrq9cubIsWbIkXYeqHriwNN2OhfSXNdiylyFSKT6RT+LsLlvw/0ZpwL4Yqmpv/J0D0q5glicz5GmMT/zJq8cPDqgsGZ2lI8W1qlihQgXp16+fNG/eXMaNGyclSpS4o2NFRUW53T91Uc87jBIAAAAA/JvlXVXz5s0rM2bMkGbNmkmrVq1k5syZVocEAAAAwK84vLxlfLbpTdW+fXuJjIyUN954Q2JiYm775z010GGoKgAAAABk0IpjcqVKlTINc7RZTmhoqNXhAAAAAPADDi//8wWWVRwXL158y307duyQZcuWSa5cuczlpk2b3sXIAAAAAAC26KqqnVOdQ1LdhaBrPe7evTvN98dQVXujq6r90W3Q/uiqan90VbU3/s4B/ttV9VrSz149fqCjgmR0llUcFy5cKK+//rqEh4fLu+++K/ny5XPt88ZyHAAAAACADJY4RkREyIIFC2TixIlmHUddz7FRo0Zeu798mbN67dhIu6CALJxGm8sUWMPqEAAAAPyh9YstWXqGgoKCpFevXjJp0iQZO3asqUBevHjRypAAAAAAAHZMrbWLqjbL0bmOjRs3lvj4eKtDAgAAAOAn6KqagdZx1LmO48aNMwmkzn9kOQ4AAAAA8POuqnfbpfjvrA4BbjDH0f6Y4wgAAHxVYtIurx4/wFFGMjrbVBwBAAAAwAq6BCAywBxHAAAAAMCNEhMTzUoUtWrVkkqVKkmnTp3kjz/+uOunisQRAAAAgJ8L8PJ25z788EOZN2+eDBs2TObPn28SyY4dO0pcXJzcTSSOAAAAAGBDcXFxMnPmTOnRo4fUrVtXSpUqJePHj5djx47JqlWr7mosJI4AAAAA/Jpdl+PYs2ePXL58WSIjI1OsRlGmTBnZsmWL3E00xwEAAAAAL4qKinK7Pzo6+qbXa2VRFShQIMX1efPmde27W/wmcQwLrie+9sK71QsM1uM5sj+eI3vj+bE/niP74zmyN54fu3lA7Ojq1avma0hISIrrdc378+fP39VY/CZxBAAAAAArRN9hwSdTpkyuuY7O71VsbKxkzpxZ7ibmOAIAAACADRX4vyGqJ06cSHG9Xs6XL99djYXEEQAAAABsqFSpUhIWFiabNm1yXXfhwgXZtWuXVKtW7a7GwlBVAAAAALChkJAQadOmjYwdO1Zy5col9957r4wZM0by588vjz766F2NhcQRAAAAAGyqR48ekpCQIAMGDJCYmBhTaZwxY4YEBwff1ThIHAEAAADApgIDA+WNN94wm5WY4wgAAAAAcMuRlJSU5P4mAAAAAAB/RsURAAAAAOAWiSMAAAAAwC0SRwAAAACAWySOAAAAAAC3SBwzkMTERJk4caLUqlVLKlWqJJ06dZI//vjD6rBwC1OmTJG2bdtyfmzm3LlzMnDgQKldu7ZUqVJFWrZsKVu3brU6LCRz+vRp03K8Ro0aUrlyZencubMcOHCAc2RDBw8eNM/RwoULrQ4FyRw/flxKlix5w8bzZC+LFy+WRo0aSfny5eWJJ56Q5cuXWx0S4BaJYwby4Ycfyrx582TYsGEyf/58k0h27NhR4uLirA4N1/n000/l/fff57zYUK9eveSnn36S9957T7788kspXbq0dOjQQX7//XerQ8P/+ec//ymHDx+WqVOnyhdffCGZMmWSF198Ua5evco5spH4+Hh5/fXX5cqVK1aHguvs2bNHQkNDZe3atbJu3TrXpkkK7OGrr76St956S1q3bi1ff/21NG7c2PX/E2BXJI4ZhCaHM2fOlB49ekjdunWlVKlSMn78eDl27JisWrXK6vCQ7FPerl27ytixY6VYsWKcF5vRZGT9+vUyePBgqVq1qkRERMjbb78tefPmlaVLl1odHkTk/Pnzcu+998rw4cOlQoUKUrx4cenevbucOHFCfvvtN86RjUyaNEnCwsKsDgM3sW/fPvN/kP5ty5Mnj2vTD2FgPV0Jb8KECfLCCy+YxLFIkSLSrVs3efjhh2Xz5s1WhwfcEoljBvr08PLlyxIZGem6Ljw8XMqUKSNbtmyxNDb8fzt37pTg4GBZsmSJVKxYkVNjMzlz5jRVLB0W5ORwOMx24cIFS2PD/2TPnl3GjRsnDzzwgLl85swZmT17tuTPn1/uv/9+TpNN6P87CxYskHfffdfqUHATe/fuNR+6wL5DvP/66y958sknU1w/Y8YM6dKli2VxAZ4EebwFbEEri6pAgQIprtdPE537YL169eqZDfakH7bUqVMnxXUrV640lcj+/ftbFhduTqvBn332mYSEhMhHH30kWbJk4VTZgH7I0qdPHxkwYMAN/yfBPhVH/aBMq1mapBQtWtRUtHRuN6ynz4nSYd46VWLXrl1SqFAh8xzxHgJ2RsUxg3DO7dE3UMnpHIbY2FiLogIytv/+97/Sr18/efTRR80QcNhLu3btzDxUnfuj8x61og/r6VBvbYhzfbUE9pCQkGDmbOuw71deecWMstCGetpkasOGDVaHBxG5dOmSOQ99+/Y1f990KtI//vEPMyyf5wh2RsUxg3DOS9C5jsnnKGjSmDlzZgsjAzKm1atXm8Ye2llV56TCfpxDU9955x3ZsWOHzJ07V0aOHGl1WOLvXSC1CzFzgu0rKChINm3aJIGBga73C+XKlTNzhHUoZPIpL7CGTmlRWm1s1qyZ+V4btWnlcdasWTxHsC0qjhmEcziQNohITi/ny5fPoqiAjEkTEP0k/pFHHpHJkyebyj3sQec0aodBrZo4BQQEmCTy+r9/uPu0AqzLpWiFXquOuqlBgwaZLt+wh6xZs97QCKdEiRKmgRus53zf5pzL7aR/5/7880+LogI8I3HMILSLqnav008Rk88z0U+nqlWrZmlsQEbiXNJG5/7okhzXD/+GtU6dOmVa0icfrqXLPujfOpp9WE+r8998842pPDo3pR2/tTIM62llUUdSJH+/oH799VcaTNlE2bJlTXKvIymun5uqHVYBu2Koagahb27btGlj/tPOlSuXaVc/ZswY02lQ52cBSF1DghEjRkiDBg1M5zpNUpz00/ls2bJxGi2mn8BrAw9djkM37bI6ZcoU80GZruUIa91qhEvu3LkZ/WIT+gHLfffdJ0OHDpUhQ4aYJjnaZGr79u2mYgzr6f83WqH/17/+ZX5vdOkhHWmhy0VpF2nArkgcMxD9RFeHb2knu5iYGFNp1PkKzrHyANzTDqpavfr222/NlpzOM2FpAXvQSrAuyfHaa6/JxYsXzZqbn376qRQsWNDq0ADb06HdOgRff4d69uxpPnTRpbt07tz1QyNhHW2Eoz0qdE1uHUKsCb+ujfrQQw/xtMC2HEm6CikAAAAAALfAHEcAAAAAgFskjgAAAAAAt0gcAQAAAABukTgCAAAAANwicQQAAAAAuEXiCAAAAABwi8QRAAAAAOAWiSMAAAAAwC0SRwCAJRYuXCglS5aUP//8k2cAAACbI3EEAAAAALhF4ggAAAAAcIvEEQDgdYmJifLhhx9K3bp1pWLFitK9e3c5f/58itv88ssv0qFDB3nooYekSpUq0rVrV/ntt9/Mvj179phhrd9++63r9lu3bjXXvf/++67rzp49K6VLl5Zly5bxrAIAkI5IHAEAXjdmzBj517/+Jc8884x88MEHkiNHDhk3bpxr/8aNG6Vly5bm+xEjRsjw4cPl6NGj8vzzz8uBAwekVKlSUqBAAfnxxx9dP7NhwwZXAum0fv16CQgIkFq1avGsAgCQjoLS82AAAFzvwoULMmfOHGnfvr28/PLL5jpN7E6cOCFr1641lzWJLFq0qEydOlUCAwPNdTVr1pQGDRrIxIkTZcKECVK7du0bEseyZcvKjh07JDY2VkJDQ83xtFqZPXt2nggAANIRFUcAgFdt375d4uPj5ZFHHklx/eOPP26+Xr161QxT1cvOpFGFh4ebn9m8ebO5rMNcDx06ZCqRV65ckZ9//tkMZ42LizPJY1JSkqxbt87cDgAApC8qjgAAr3LOZcyZM2eK6/PkyeOqSGrSd88999zws3rdxYsXzfeRkZGmqqhVR70+ODhY6tWrJ8WKFTPJZdasWeXUqVM3JKgAACDtSBwBAF7lTBhPnz4t9913n+v6c+fOuSqLDofDJH3XO3nypJkPqTJnzizVq1c3Q1Q16dQhqUFBQaaZjiaOWq3U4a7J7wMAAKQPhqoCALyqcuXKkilTJlmxYkWK67///ntXQliuXDlZvny5XLt2zbVfK40//PCDPPjgg67rdBjqpk2bTEMcTRhVjRo1zHDY1atXU20EAMBLSBwBAF6lQ0h1+Y158+bJ2LFjzTzEd955x5U4qt69e8vBgwelc+fOEh0dbZLMdu3amfmL//znP123q1Onjmmqo/Mbtfqo9Ks2x/n111+Z3wgAgJc4knRiCQAAXqadVT/++GM5fvy4qUJqM5zBgwebRLFQoUKmkqgdVDUBDAkJkapVq0qvXr2kRIkSKY7TqFEj0yBny5YtZqiqeuKJJ8xxdRirzn0EAADpi8QRAAAAAOAWQ1UBAAAAAG6ROAIAAAAA3CJxBAAAAAC4ReIIAAAAAHCLxBEAAAAA4BaJIwAAAADALRJHAAAAAIBbJI4AAAAAALdIHAEAAAAAbpE4AgAAAADcInEEAAAAALhF4ggAAAAAEHf+Hyv377R2+LWnAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 6 + }, + { + "cell_type": "code", + "id": "d8f2f590", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:30.390598Z", + "start_time": "2025-12-05T18:35:30.209938Z" + } + }, + "source": [ + "lag_results = []\n", + "max_lag = 7\n", + "for cat in ['hotel', 'avia']:\n", + " for channel, imp_tpl, click_tpl in [('active', 'active_imp_{}', 'active_click_{}'), ('passive', 'passive_imp_{}', 'passive_click_{}')]:\n", + " imp_col = imp_tpl.format(cat)\n", + " for lag in range(0, max_lag + 1):\n", + " corr_imp = daily['orders_amt_total'].corr(daily[imp_col].shift(lag))\n", + " corr_click = daily['orders_amt_total'].corr(daily[click_tpl.format(cat)].shift(lag))\n", + " lag_results.append({'category': cat, 'channel': channel, 'lag': lag, 'corr_orders_imp': corr_imp, 'corr_orders_click': corr_click})\n", + "lag_df = pd.DataFrame(lag_results)\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", + "sns.lineplot(data=lag_df, x='lag', y='corr_orders_imp', hue='category', style='channel', markers=True, ax=axes[0])\n", + "axes[0].set_title('Лаг vs corr(orders, impressions)')\n", + "sns.lineplot(data=lag_df, x='lag', y='corr_orders_click', hue='category', style='channel', markers=True, ax=axes[1])\n", + "axes[1].set_title('Лаг vs corr(orders, clicks)')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 7 + }, + { + "cell_type": "code", + "id": "9aac3573", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:30.475406Z", + "start_time": "2025-12-05T18:35:30.394860Z" + } + }, + "source": [ + "imp_mask = (df[ACTIVE_IMP_COLS + PASSIVE_IMP_COLS].sum(axis=1) > 0)\n", + "click_mask = (df[ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS].sum(axis=1) > 0)\n", + "order_mask = (df[ORDER_COLS].sum(axis=1) > 0)\n", + "first_imp = df.loc[imp_mask].groupby('id')['business_dt'].min()\n", + "first_click = df.loc[click_mask].groupby('id')['business_dt'].min()\n", + "first_order = df.loc[order_mask].groupby('id')['business_dt'].min()\n", + "lag_clients = pd.DataFrame({'first_imp_date': first_imp, 'first_click_date': first_click, 'first_order_date': first_order})\n", + "lag_clients['days_imp_to_order'] = (lag_clients['first_order_date'] - lag_clients['first_imp_date']).dt.days\n", + "lag_clients['days_click_to_order'] = (lag_clients['first_order_date'] - lag_clients['first_click_date']).dt.days\n", + "lag_clients.describe()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " first_imp_date first_click_date \\\n", + "count 8339 8339 \n", + "mean 2025-03-08 01:33:56.359275776 2025-03-08 01:33:56.359275776 \n", + "min 2025-01-09 00:00:00 2025-01-09 00:00:00 \n", + "25% 2025-02-12 00:00:00 2025-02-12 00:00:00 \n", + "50% 2025-02-25 00:00:00 2025-02-25 00:00:00 \n", + "75% 2025-03-30 00:00:00 2025-03-30 00:00:00 \n", + "max 2025-09-14 00:00:00 2025-09-14 00:00:00 \n", + "std NaN NaN \n", + "\n", + " first_order_date days_imp_to_order days_click_to_order \n", + "count 4710 4,710.000 4,710.000 \n", + "mean 2025-05-17 18:05:39.363057408 72.924 72.924 \n", + "min 2025-01-09 00:00:00 0.000 0.000 \n", + "25% 2025-03-28 06:00:00 13.000 13.000 \n", + "50% 2025-05-07 00:00:00 59.000 59.000 \n", + "75% 2025-07-04 00:00:00 113.000 113.000 \n", + "max 2025-11-04 00:00:00 274.000 274.000 \n", + "std NaN 66.935 66.935 " + ], + "text/html": [ + "
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first_imp_datefirst_click_datefirst_order_datedays_imp_to_orderdays_click_to_order
count8339833947104,710.0004,710.000
mean2025-03-08 01:33:56.3592757762025-03-08 01:33:56.3592757762025-05-17 18:05:39.36305740872.92472.924
min2025-01-09 00:00:002025-01-09 00:00:002025-01-09 00:00:000.0000.000
25%2025-02-12 00:00:002025-02-12 00:00:002025-03-28 06:00:0013.00013.000
50%2025-02-25 00:00:002025-02-25 00:00:002025-05-07 00:00:0059.00059.000
75%2025-03-30 00:00:002025-03-30 00:00:002025-07-04 00:00:00113.000113.000
max2025-09-14 00:00:002025-09-14 00:00:002025-11-04 00:00:00274.000274.000
stdNaNNaNNaN66.93566.935
\n", + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 8 + }, + { + "cell_type": "code", + "id": "1d13bafe", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:30.643470Z", + "start_time": "2025-12-05T18:35:30.502450Z" + } + }, + "source": [ + "plt.figure(figsize=(12, 4))\n", + "plt.subplot(1, 2, 1)\n", + "sns.histplot(lag_clients['days_imp_to_order'].dropna(), bins=40, kde=True)\n", + "plt.title('Days: first impression -> order')\n", + "plt.subplot(1, 2, 2)\n", + "sns.ecdfplot(lag_clients['days_imp_to_order'].dropna())\n", + "plt.title('ECDF lag')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 + } + ], + "metadata": { + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/preanalysis/04_clients_segmentation.ipynb b/preanalysis/04_clients_segmentation.ipynb new file mode 100644 index 0000000..953a1ba --- /dev/null +++ b/preanalysis/04_clients_segmentation.ipynb @@ -0,0 +1,1987 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "33fe93ef", + "metadata": {}, + "source": [ + "# 04. Клиентские агрегаты и сегментация\n", + "\n", + "Цели: агрегировать метрики на уровне клиента, сравнить эффективность по полу/возрасту/устройству, построить простые сегменты и оценить влияние 'заспамленности'." + ] + }, + { + "cell_type": "code", + "id": "e8c8418b", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.091038Z", + "start_time": "2025-12-05T18:35:31.190803Z" + } + }, + "source": [ + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from eda_utils import (\n", + " load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n", + " ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n", + " describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n", + ")\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.options.display.float_format = '{:,.3f}'.format\n", + "sns.set_theme(style=\"ticks\", palette=\"deep\")\n", + "\n", + "df = load_data()\n", + "client = build_client(df)\n", + "client.head()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " id active_imp_ent active_imp_super active_imp_transport \\\n", + "0 1 4.000 14.000 6.000 \n", + "1 2 5.000 13.000 7.000 \n", + "2 3 3.000 13.000 25.000 \n", + "3 4 6.000 2.000 2.000 \n", + "4 5 2.000 8.000 4.000 \n", + "\n", + " active_imp_shopping active_imp_hotel active_imp_avia passive_imp_ent \\\n", + "0 8.000 0 1 9.000 \n", + "1 2.000 0 0 9.000 \n", + "2 11.000 3 2 43.000 \n", + "3 5.000 1 4 3.000 \n", + "4 4.000 0 5 1.000 \n", + "\n", + " passive_imp_super passive_imp_transport passive_imp_shopping \\\n", + "0 3.000 4.000 6.000 \n", + "1 1.000 18.000 13.000 \n", + "2 18.000 59.000 60.000 \n", + "3 9.000 4.000 6.000 \n", + "4 0.000 2.000 4.000 \n", + "\n", + " passive_imp_hotel passive_imp_avia active_click_ent active_click_super \\\n", + "0 12 1 2.000 8.000 \n", + "1 34 14 2.000 8.000 \n", + "2 22 34 2.000 7.000 \n", + "3 5 10 4.000 1.000 \n", + "4 7 6 1.000 6.000 \n", + "\n", + " active_click_transport active_click_shopping active_click_hotel \\\n", + "0 1.000 3.000 0 \n", + "1 8.000 1.000 0 \n", + "2 18.000 8.000 1 \n", + "3 3.000 5.000 0 \n", + "4 5.000 0.000 0 \n", + "\n", + " active_click_avia passive_click_ent passive_click_super \\\n", + "0 0 0.000 0.000 \n", + "1 0 0.000 0.000 \n", + "2 1 0.000 0.000 \n", + "3 1 1.000 0.000 \n", + "4 1 1.000 0.000 \n", + "\n", + " passive_click_transport passive_click_shopping passive_click_hotel \\\n", + "0 0.000 2.000 1 \n", + "1 0.000 0.000 2 \n", + "2 0.000 0.000 0 \n", + "3 0.000 0.000 0 \n", + "4 0.000 0.000 0 \n", + "\n", + " passive_click_avia orders_amt_ent orders_amt_super orders_amt_transport \\\n", + "0 0 0 0 0 \n", + "1 2 0 0 3 \n", + "2 0 0 2 0 \n", + "3 0 0 0 0 \n", + "4 2 0 0 1 \n", + "\n", + " orders_amt_shopping orders_amt_hotel orders_amt_avia age gender_cd \\\n", + "0 0 0 0 58.000 M \n", + "1 0 0 0 54.000 M \n", + "2 0 0 0 70.000 F \n", + "3 0 0 0 43.000 F \n", + "4 0 0 0 46.000 M \n", + "\n", + " age_group device_platform_cd active_imp_total passive_imp_total \\\n", + "0 55+ Android 33.000 35.000 \n", + "1 45-54 Android 27.000 89.000 \n", + "2 55+ Android 57.000 236.000 \n", + "3 35-44 Android 20.000 37.000 \n", + "4 45-54 Android 23.000 20.000 \n", + "\n", + " active_click_total passive_click_total orders_amt_total click_total \\\n", + "0 14.000 3.000 0 17.000 \n", + "1 19.000 4.000 3 23.000 \n", + "2 37.000 0.000 2 37.000 \n", + "3 14.000 1.000 0 15.000 \n", + "4 13.000 3.000 1 16.000 \n", + "\n", + " imp_total active_ctr passive_ctr ctr_all cr_click2order cr_imp2order \\\n", + "0 68.000 0.424 0.086 0.250 0.000 0.000 \n", + "1 116.000 0.704 0.045 0.198 0.130 0.026 \n", + "2 293.000 0.649 0.000 0.126 0.054 0.007 \n", + "3 57.000 0.700 0.027 0.263 0.000 0.000 \n", + "4 43.000 0.565 0.150 0.372 0.062 0.023 \n", + "\n", + " has_active_comm has_passive_comm has_any_order order_categories_count \\\n", + "0 1 1 0 0 \n", + "1 1 1 1 1 \n", + "2 1 1 1 1 \n", + "3 1 1 0 0 \n", + "4 1 1 1 1 \n", + "\n", + " contact_days max_impressions_per_day avg_impressions_per_contact_day \n", + "0 13 9.000 5.231 \n", + "1 15 14.000 7.733 \n", + "2 31 21.000 9.452 \n", + "3 12 14.000 4.750 \n", + "4 10 9.000 4.300 " + ], + "text/html": [ + "
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" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 1 + }, + { + "cell_type": "code", + "id": "faffcfc1", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.136101Z", + "start_time": "2025-12-05T18:35:33.122490Z" + } + }, + "source": [ + "metrics = ['imp_total', 'click_total', 'orders_amt_total', 'ctr_all', 'cr_click2order', 'cr_imp2order']\n", + "by_gender = client.groupby('gender_cd')[metrics].mean().reset_index()\n", + "by_age = client.groupby('age_group')[metrics].mean().reset_index()\n", + "by_device = client.groupby('device_platform_cd')[metrics].mean().reset_index()\n", + "display(by_gender, by_age, by_device)" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_30652/1000924793.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " by_age = client.groupby('age_group')[metrics].mean().reset_index()\n" + ] + }, + { + "data": { + "text/plain": [ + " gender_cd imp_total click_total orders_amt_total ctr_all \\\n", + "0 F 82.524 19.760 1.555 0.261 \n", + "1 M 83.306 19.875 1.462 0.260 \n", + "\n", + " cr_click2order cr_imp2order \n", + "0 0.079 0.019 \n", + "1 0.076 0.018 " + ], + "text/html": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 3 + }, + { + "cell_type": "code", + "id": "488849b9", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.457343Z", + "start_time": "2025-12-05T18:35:33.358912Z" + } + }, + "source": [ + "funnel_rows = []\n", + "for channel, imp_tpl, click_tpl in [('active', 'active_imp_{}', 'active_click_{}'), ('passive', 'passive_imp_{}', 'passive_click_{}')]:\n", + " for cat in CATEGORIES:\n", + " imp_col, click_col, order_col = imp_tpl.format(cat), click_tpl.format(cat), f'orders_amt_{cat}'\n", + " impressions = df[imp_col].sum()\n", + " clicks = df[click_col].sum()\n", + " orders = df[order_col].sum()\n", + " funnel_rows.append({\n", + " 'channel': channel,\n", + " 'category': cat,\n", + " 'impressions': impressions,\n", + " 'clicks': clicks,\n", + " 'orders': orders,\n", + " 'CTR': safe_divide(clicks, impressions),\n", + " 'CR_click2order': safe_divide(orders, clicks),\n", + " 'CR_imp2order': safe_divide(orders, impressions),\n", + " })\n", + "funnel = pd.DataFrame(funnel_rows)\n", + "display(funnel)\n", + "plt.figure(figsize=(12, 5))\n", + "sns.barplot(data=funnel, x='category', y='CTR', hue='channel')\n", + "plt.title('CTR по категориям (active vs passive)')\n", + "plt.tight_layout()\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " channel category impressions clicks orders CTR CR_click2order \\\n", + "0 active ent 37,103.000 28,399.000 1182 0.765 0.042 \n", + "1 active super 44,939.000 32,569.000 2574 0.725 0.079 \n", + "2 active transport 67,877.000 52,353.000 6280 0.771 0.120 \n", + "3 active shopping 30,088.000 23,481.000 904 0.780 0.038 \n", + "4 active hotel 16,688.000 4,167.000 464 0.250 0.111 \n", + "5 active avia 22,800.000 6,370.000 1035 0.279 0.162 \n", + "6 passive ent 65,268.000 3,223.000 1182 0.049 0.367 \n", + "7 passive super 33,042.000 1,049.000 2574 0.032 2.454 \n", + "8 passive transport 93,796.000 2,409.000 6280 0.026 2.607 \n", + "9 passive shopping 81,396.000 1,282.000 904 0.016 0.705 \n", + "10 passive hotel 116,615.000 6,796.000 464 0.058 0.068 \n", + "11 passive avia 83,023.000 3,338.000 1035 0.040 0.310 \n", + "\n", + " CR_imp2order \n", + "0 0.032 \n", + "1 0.057 \n", + "2 0.093 \n", + "3 0.030 \n", + "4 0.028 \n", + "5 0.045 \n", + "6 0.018 \n", + "7 0.078 \n", + "8 0.067 \n", + "9 0.011 \n", + "10 0.004 \n", + "11 0.012 " + ], + "text/html": [ + "
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channelcategoryimpressionsclicksordersCTRCR_click2orderCR_imp2order
0activeent37,103.00028,399.00011820.7650.0420.032
1activesuper44,939.00032,569.00025740.7250.0790.057
2activetransport67,877.00052,353.00062800.7710.1200.093
3activeshopping30,088.00023,481.0009040.7800.0380.030
4activehotel16,688.0004,167.0004640.2500.1110.028
5activeavia22,800.0006,370.00010350.2790.1620.045
6passiveent65,268.0003,223.00011820.0490.3670.018
7passivesuper33,042.0001,049.00025740.0322.4540.078
8passivetransport93,796.0002,409.00062800.0262.6070.067
9passiveshopping81,396.0001,282.0009040.0160.7050.011
10passivehotel116,615.0006,796.0004640.0580.0680.004
11passiveavia83,023.0003,338.00010350.0400.3100.012
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 4 + }, + { + "cell_type": "code", + "id": "7cc4ed80", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.594597Z", + "start_time": "2025-12-05T18:35:33.461730Z" + } + }, + "source": [ + "seg_rows = []\n", + "for seg_col in ['gender_cd', 'age_group', 'device_platform_cd']:\n", + " grouped = df.groupby(seg_col).agg({\n", + " 'imp_total': 'sum',\n", + " 'click_total': 'sum',\n", + " 'orders_amt_total': 'sum',\n", + " })\n", + " grouped['CTR'] = safe_divide(grouped['click_total'], grouped['imp_total'])\n", + " grouped['CR_click2order'] = safe_divide(grouped['orders_amt_total'], grouped['click_total'])\n", + " grouped['CR_imp2order'] = safe_divide(grouped['orders_amt_total'], grouped['imp_total'])\n", + " grouped['segment'] = grouped.index\n", + " grouped['seg_col'] = seg_col\n", + " seg_rows.append(grouped.reset_index(drop=True))\n", + "seg_funnel = pd.concat(seg_rows, ignore_index=True)\n", + "display(seg_funnel)\n", + "plt.figure(figsize=(12, 5))\n", + "sns.barplot(data=seg_funnel, x='segment', y='CR_click2order', hue='seg_col')\n", + "plt.title('CR click->order по сегментам')\n", + "plt.tight_layout()\n" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_30652/2411478308.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = df.groupby(seg_col).agg({\n" + ] + }, + { + "data": { + "text/plain": [ + " imp_total click_total orders_amt_total CTR CR_click2order \\\n", + "0 216,709.000 51,889.000 4084 0.239 0.079 \n", + "1 475,926.000 113,547.000 8355 0.239 0.074 \n", + "2 14,284.000 3,153.000 167 0.221 0.053 \n", + "3 133,887.000 30,087.000 2354 0.225 0.078 \n", + "4 298,241.000 70,156.000 5662 0.235 0.081 \n", + "5 169,301.000 42,111.000 2897 0.249 0.069 \n", + "6 76,922.000 19,929.000 1359 0.259 0.068 \n", + "7 322,501.000 79,329.000 6394 0.246 0.081 \n", + "8 362,301.000 84,301.000 5921 0.233 0.070 \n", + "9 7,833.000 1,806.000 124 0.231 0.069 \n", + "\n", + " CR_imp2order segment seg_col \n", + "0 0.019 F gender_cd \n", + "1 0.018 M gender_cd \n", + "2 0.012 <25 age_group \n", + "3 0.018 25-34 age_group \n", + "4 0.019 35-44 age_group \n", + "5 0.017 45-54 age_group \n", + "6 0.018 55+ age_group \n", + "7 0.020 Android device_platform_cd \n", + "8 0.016 iOS device_platform_cd \n", + "9 0.016 iPadOS device_platform_cd " + ], + "text/html": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 5 + }, + { + "cell_type": "code", + "id": "5586e7b7", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.605066Z", + "start_time": "2025-12-05T18:35:33.599434Z" + } + }, + "source": [ + "from scipy import stats\n", + "groups = [g.dropna() for _, g in client.groupby('gender_cd')['ctr_all']]\n", + "stat, p = stats.mannwhitneyu(groups[0], groups[1], alternative='two-sided')\n", + "print({'stat': stat, 'pvalue': p})" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'stat': np.float64(7612187.5), 'pvalue': np.float64(0.2769307059762368)}\n" + ] + } + ], + "execution_count": 6 + }, + { + "cell_type": "code", + "id": "607472ee", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.617651Z", + "start_time": "2025-12-05T18:35:33.608114Z" + } + }, + "source": [ + "client['channel_segment'] = np.select([\n", + " (client['has_active_comm'] == 1) & (client['has_passive_comm'] == 0),\n", + " (client['has_active_comm'] == 0) & (client['has_passive_comm'] == 1),\n", + " (client['has_active_comm'] == 1) & (client['has_passive_comm'] == 1),\n", + "], ['only_active', 'only_passive', 'both'], default='none')\n", + "segment_summary = client.groupby('channel_segment')[metrics + ['has_any_order']].agg(['mean', 'count'])\n", + "segment_summary" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " imp_total click_total orders_amt_total \\\n", + " mean count mean count mean count \n", + "channel_segment \n", + "both 83.060 8339 19.839 8339 1.492 8339 \n", + "\n", + " ctr_all cr_click2order cr_imp2order \\\n", + " mean count mean count mean count \n", + "channel_segment \n", + "both 0.260 8339 0.077 8339 0.018 8339 \n", + "\n", + " has_any_order \n", + " mean count \n", + "channel_segment \n", + "both 0.565 8339 " + ], + "text/html": [ + "
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imp_totalclick_totalorders_amt_totalctr_allcr_click2ordercr_imp2orderhas_any_order
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" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 8 + }, + { + "cell_type": "code", + "id": "6d26da08", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.800320Z", + "start_time": "2025-12-05T18:35:33.725190Z" + } + }, + "source": [ + "spam_bins = pd.qcut(client['avg_impressions_per_contact_day'].fillna(0), q=5, duplicates='drop')\n", + "spam_table = client.groupby(spam_bins)[['ctr_all', 'cr_click2order', 'cr_imp2order', 'imp_total', 'click_total']].mean().reset_index().rename(columns={'avg_impressions_per_contact_day': 'spam_bin'})\n", + "plt.figure(figsize=(10, 4))\n", + "sns.lineplot(data=spam_table, x=spam_table.index, y='ctr_all', marker='o')\n", + "plt.title('CTR vs уровень контактов (спамность)')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_30652/3650128803.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " spam_table = client.groupby(spam_bins)[['ctr_all', 'cr_click2order', 'cr_imp2order', 'imp_total', 'click_total']].mean().reset_index().rename(columns={'avg_impressions_per_contact_day': 'spam_bin'})\n" + ] + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 + }, + { + "cell_type": "code", + "id": "2c4dd7e9", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:33.882163Z", + "start_time": "2025-12-05T18:35:33.804842Z" + } + }, + "source": [ + "plt.figure(figsize=(8,4))\n", + "sns.histplot(client['avg_impressions_per_contact_day'].dropna(), bins=30)\n", + "plt.title('Распределение avg_impressions_per_contact_day')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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R602OnzJ5dMc6dBkvDSyU9q06UaozZVKBi75PlRtVdLz1aFQWBXpKWUiugq0yKvDT8l6g8dVXX4VtpyhlTRVJVRbV8qM72qHfrRSW0GOtu58azSqtz9PQIEKjE+nYeudNUjTKkyqNOsdCj4n2jVrd9Hm1ZCltxxuRSOeNRoZSAOeNUqYO7Rq9S3ROKehTMKE796GtCaFpcko9CZ2nAEDBmr7fb8uByqQWDlWgdY4p1U+de1UZ98qWEqHHUMf0448/dte2yqPjrmtK00P3lc5VBcGhaU3n4mx/Q3SsVI7QQRm89B9ta3ItI0mJvJb9XhtKl9KNidAgQgGjAjWvs3lky5wfOoY611auXBmcpu8IHU1L57NGwVKgo+DQ+7vgBQ+hrStewK9zQTeJQtMNgfSIFgggDildSXdbdadVObm6U6Y7YMq59VJz1JSuHGzdCVW+tCq2+uerSlLkiEVno3+EyunW6C76R6/P6+6j90RWDVOpirl+tm/f3t29U5qNhm3VqCS6U6eUDq+soXf2VGb9Y9Yy+ies71Dagr5HOemq8GlbVaFUOpIqC7r7r3/WSaXWeM5WppRSpV0Bm/Z9UtQfQpVW9d9Qfr/SyZS+ogqgRqdJiiq2Cl50x1J3eFXJVOXDu6Mcmmal/aF8fA3nqoAqNBBT5Vd59krD0t3gv/3tby5IWrduXZo+dFDlV0VOI+uoD4HSjsqWLXtaznwoHSd9Rq09qsxrO3Xs9V7bovNaQbP2lwIELaPzRpU5VRi1/719olFxFHSpEq91aDQhVbqVUhaZe69WKF0fGiXIu/Otfa2RtKZMmeJ7m1VpVuVWd6a1HlUWlcqkdJ7IvgR+aIhWVVIVCCuAVSCvB66Jgihtp849vdRXRS0eOt/U9+JMqXN+nO1viAJtbaOCFe0vXa+qdOtY6QZHaP+Ns/FuhOjuvLZDwYmfa0PXt1KCdM7o2Ksc+lujz2jIWNFndQNDfW8UcPi5JhSg67t0Xuhvkv7WaL2hQb3+Himw0f7R3xj9LdOoYxq6VULPMQUPun71N0F/H1KaygacbwQQQBzSP0rdodM/OP3zVh8I/cPTP0YFEqp065+m/rHpH70qHFpe/5hVuUjp3S9VSPUPUrm++setO736Z+rdqVeFVp2L1UqgO2yq8Cj9RHcpdQdRnSG9cdA15GIkVfxU2dGQtBouUpUuVdr0z1YpGqqU6a6nUgSuv/56909bFZczBRBnK1NKqYKjoRnPVNlSZUeVZKVNKehSZVnHxxvjPikKjlQm7SNVKlTx0r7VvtadXC9IEx1jHUtVwCPvqup7tf+0vbrzrO9URSVyOM/zSZU13cn1+peoc6/2zdkqTxqqVLnms2fPdueBglW1Wmi4UK+iqfNaLRKqrOrc1jWgyp7Xd+Khhx5y36M+EDoG+py+P7ljqP4R+j6tUwGmriUFi7rGQgcQ8NNnQWVWubTdul60bnU8Tqrvxdno3NU1rUBGndAVFHnl0Tmgmwj6Li2jO+8675VGpwAmGs72N0QpYQrSFGzpetXfBAUdOoYp6Xeha1nl1jr090BpZn6uDR13HTeV01tOQaeuBy/FSjc/tC61Uukmgv6enY3Wo23Wd6kMOh/uuOMO9zfISw1UipiuN+0fBcn6Pt0k0XDaKpv3rAeP0iS1fWoNA9K7TBqKKa0LASB26Z+y7vhHpjGkdB2iCu65zMeZKaVHqRUKGtRh16OHnaniGfngr/PBC3xUmULK6U62Ahn17UiNTsI4//T8ELWgpmVQD/hFCwQAxDndiVYQpgBCrStKd1K6h/Llhw4d6pbxkw+v9ZxLvjj883scUpPScEJTcZKTXOf/WKZ+LWe7r6rWhjP1r0optWKpo7/SJ72hl4H0Lv6ufgAx52wjofyV0Vrwf+PT68nLStVR6ogqqUo1UdqX0p2Ul36mNCqPUoCUkoLUc6ZhjD3qO5DUKGTRotGA/LRKqQ9NvNFzNLxndiRH+z6aLWdKZVJAr6djn6n/D5CekMIEABmcOnf6qQwqf5+x6VNX6Kg+Z+pInpppSwookxpiN9LZhpOORboOvAe8JUd9sCKHpQUyGgIIAAAAAL6RzAoAAADANwIIAAAAAL7RifocaIxt5UhqHHIAAAAg1u3atcs940Qd+8+GAOIc6IFTGuoNAAAAiAcaoc/v4+EIIM6BRiIRPcAHAAAAiHV+hvP20AcCAAAAgG8EEAAAAAB8I4AAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAAvhFAAAAAAPCNAAIAAACAbwQQAAAAAGIngNi3b5/169fP6tevb9WrV7dWrVrZ8uXLg/MXLVpkt956q1WpUsWuu+46e//998M+f+zYMRswYIDVrVvXqlWrZo888ojt2bMnbJmzrQMAAABAjAQQDz/8sH333Xc2atQoe/PNN+2yyy6zDh062C+//GI///yzderUyerVq2dz586122+/3Xr37u0CAs/TTz9tCxcutHHjxtnLL7/sPte9e/fgfD/rAAAAAOBPFktDmzdvtm+++cZmz55tNWrUcNOeeuop+/rrr23evHn2xx9/WLly5axnz55uXunSpW316tU2ZcoU1+KwY8cOe/vtt23ixIlWs2ZNt4wCEbUyKChRi4SCijOtA6krMTFgCQmZ0v06AQAAEAMBRP78+W3y5MlWqVKl4LRMmTK51/79+10qU+PGjcM+U6dOHRs8eLAFAgFbsWJFcJqnZMmSVqRIEVu2bJkLIM62Dn0XUo8q+q9/st527T0clfUVyp/L7mxSNirrAgAAQIwFEPny5bNrrrkmbNr8+fNdy0SfPn3srbfesqJFi4bNL1y4sB05csT27t3rWiAUhGTPnv20ZbZv3+5+188zraNAgQKptn34Pwoeft99iN0BAAAQB9I0gIj07bff2hNPPGFNmza1Bg0a2NGjRy1btmxhy3jvjx8/7oKAyPmigEKdq+Vs60hOo0aNkp23bds2K1asWAq3DgAAAIh9ad6J2vPpp59a+/btrWrVqjZy5MhgIBBZyffe58yZ03LkyJFkEKDgQfP9rAMAAABAjLVAzJw50/VJUOfnZ555JthCoLv8O3fuDFtW73PlymV58+Z1qUkaBlYBQWgrg5ZRPwg/60jOggULzql1AgAAAIhnad4CoRGYBg0aZK1bt3YjKIUGAhpZaenSpWHLL1682D0vIiEhwY3clJiYGOxMLRs3bnR9I2rVquVrHQAAAAD8S9MatCr7Q4YMsSZNmrhnNezevdt27drlXgcOHLC2bdvaDz/84FKa9DyHadOm2UcffWQdO3Z0n1crww033GB9+/a1JUuWuGX1XInatWu7VCg52zoAAAAAxEgKk0ZcOnHihH3yySfuFapFixY2bNgwmzBhgo0YMcI9z+Hiiy92v4c+v0GtFwpCunbt6t7ridYKKDxlypQ56zoAAAAA+JMpoIchIEW8PhBn6ieB/2f8nO+jNozr3y7KbV3v+L/WJQAAAJz/+i2dAAAAAAD4RgABAAAAwDcCCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAAAAAL4RQAAAAADwjQACAAAAgG8EEAAAAAB8I4AAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAAvhFAAAAAAPCNAAIAAACAbwQQAAAAAHwjgEBMyZMrqyUmBqK+3tRYJwAAQDzKYunIpEmTbOHChTZjxgz3vm3btrZ06dIkl33mmWfslltusVOnTlm1atXs2LFjYfO7du1q3bp1c79v3brVBg0aZMuWLbNcuXLZbbfd5uZlzpz5PGwVoilntiyWkJDJXv9kve3aezgq6yyUP5fd2aRsVNYFAAAQ79JNADFr1iwbM2aM1axZMzht3LhxduLEieD7QCBgPXv2tD///NOaNGnipm3atMkFD++8844VLFgwuKwCBdHnO3ToYCVKlLDXXnvNfv31V3vyySctISHBunfvfl63EdGj4OH33YfYpQAAABktgNixY4f179/flixZ4ir5oS688MKw9zNnzrQffvjBBQu5c+d209atW2d58uSx8uXLJ7n++fPn2++//25z5syxCy64wMqWLWt//PGHDR8+3Dp37mzZsmVLxa0DAAAA4kua94FYtWqVZc2a1d59912rUqVKssvt2bPHtVB06dLFSpUqFZyuAKJ06dLJfm758uV2+eWXu+DBU6dOHTt48KCtWbMmilsCAAAAxL80b4Fo2LChe53Niy++aDly5HDpSKHWr19vJ0+edNPXrl1rRYoUsXvuucduvvlmN3/79u1WtGjRsM8ULlzY/dy2bVuyQUujRo2SLYs+V6xYMV/bBwAAAMSTNA8g/FBrgVKQ1DE6e/bsYfM2bNhgiYmJrj+DAoUvv/zSnnjiCdf3QZ2ljx49avny5Qv7jLeOyI7XAAAAAOIggPj000/t+PHj1rJly9Pmvffee24kJq9PhPpCqM/D1KlTXQChVgt9NpQXOHgdrZOyYMGCZOedqXUCAAAAiGdp3gfCbwBxzTXXnNaSIAoQvODBo47SSl0StUrs3LkzbL73XulOAAAAAOIsgFBH6Lp16542ff/+/Va7dm2bO3du2PSVK1damTJl3O+1atWy1atXuzQoz+LFi13QkdzITQAAAABiNIBQh+W9e/cmWdlXi4RGVBo9erTr+6BnQkyePNmN6OQ9RK5x48ZWqFAh69Gjh+tkrdaMUaNGWfv27RnCFQAAAIi3PhC7du1K8pkQniFDhrgHzulZEnq+g4Z0HTt2rNWrVy/YYXrKlCk2YMAAu+OOO9xwrnfddZc98MAD53U7AAAAgHiQrgKIYcOGnTatcuXK7lkPydFD5DTqkl7JueSSS2zatGlRKycAAACQUaX7FCYAAAAA6QcBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAABBAAAAAAoo8WCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAAAAAL4RQAAAAADwjQACAAAAgG8EEAAAAAB8I4AAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAAsRlATJo0ydq2bRs2rW/fvlauXLmwV8OGDYPzExMTbezYsVavXj2rWrWq3XfffbZly5awdaxZs8batGnj5uuzr7zyynnbJgAAACCepJsAYtasWTZmzJjTpq9bt846d+5sCxcuDL7+85//BOdPmDDBZs+ebYMGDbLXXnvNBRQdO3a048ePu/l79+61du3aWfHixe3NN9+0Bx980EaOHOl+BwAAAJAyWSyN7dixw/r3729LliyxEiVKhM0LBAL2008/2f3332+FChU67bMKEqZNm2a9evWyBg0auGmjR492rREff/yxNW/e3ObMmWNZs2a1gQMHWpYsWax06dK2efNmmzx5srVs2fK8bScAAAAQD9K8BWLVqlWugv/uu+9alSpVwub9+uuvdvjwYStVqlSSn127dq0dOnTI6tatG5yWL18+q1Chgi1btsy9X758udWuXdsFD546derYpk2bbPfu3am2XQAAAEA8SvMWCPVJCO3TEGr9+vXu54wZM+yrr76yhIQEq1+/vvXs2dPy5s1r27dvd/OLFSsW9rnChQsH5+ln2bJlT5sv27Zts4suuijJ727UqFGyZdbnIr8TAAAAyAjSvAXiTBRAKGhQhX/ixIn2+OOPuz4QDzzwgOvrcOTIEbdctmzZwj6XPXt2O3bsmPv96NGjSc4XbxkAAAAAMdICcSZdunSxu+66y/Lnz+/eqyVBfSHuuOMOW7lypeXIkSPYF8L73QsMcubM6X7XdK9Ddeh8yZUrV7LfvWDBgmTnnal1AgAAAIhn6boFQq0PXvDgKVOmTDA1yUsj2rlzZ9gyel+kSBH3e9GiRZOcL94yAAAAAOIggOjdu7fde++9YdPU8iCXXnqplS9f3vLkyeNGcPLs37/fVq9ebbVq1XLv9XPFihV26tSp4DKLFy+2kiVLWsGCBc/btgAAAADxIF0HEM2aNbNFixbZ+PHj3YhMX375pfXp08cNz6rhWNW3QQ+I03MdlHKkUZnUwVqtDk2bNnXr0FCtBw8etCeffNINCTt37lybPn26derUKa03DwAAAIg56boPhPoa6OFyembDiy++6EZeuvHGG61Hjx7BZbp3724nT550T6xWh2m1OEydOtUNDStqZZgyZYoNHjzYWrRo4fpQqGVDvwMAAACI4QBi2LBhp027/vrr3Ss5mTNntkcffdS9klO5cmV7/fXXo1ZOAAAAIKNK1ylMAAAAANIXAggAAAAAvhFAAAAAAPCNAAIAAACAbwQQAAAAAHwjgAAAAADgGwEEAAAAAN8IIAAAAAD4RgABAAAAwDcCCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAAAAAL4RQAAAAADwjQACAAAAgG8EEAAAAAB8I4AAAAAAEJsBxKRJk6xt27Zh0z777DNr2bKlVatWzRo2bGjPPPOMHT16NDh/xYoVVq5cudNeS5YsCS6zaNEiu/XWW61KlSp23XXX2fvvv39etwsAAACIF1ksnZg1a5aNGTPGatasGZy2fPly69q1q3Xv3t1V/Ddv3mz9+vWzffv22dChQ90y69ats+LFi9vs2bPD1nfBBRe4nz///LN16tTJ2rVrZyNGjLAvvvjCevfubQUKFLC6deue561EepQnV1ZLTAxYQkKmqK43NdYJAABgGT2A2LFjh/Xv39+1GJQoUSJs3muvvWZXXHGFde7c2b3X/J49e1rfvn1twIABli1bNlu/fr1deumlVqhQoSTX//LLL7sWCX1OSpcubatXr7YpU6YQQMDJmS2Lq+i//sl627X3cFT2SqH8uezOJmXZwwAAIO6keQCxatUqy5o1q7377rv2/PPP22+//Rac1759e0tICM+y0vsTJ07YwYMHXSuCWiBq1KiR7PrVitG4ceOwaXXq1LHBgwdbIBCwTJm4Q4z/o+Dh992H2B0AAADpOYBQvwa9klKhQoWw9wocpk+fbhUrVnTBg2zYsMHy58/v+jioNaNs2bKutaFy5cpu/vbt261o0aJh6ylcuLAdOXLE9u7dG1wPAAAAgBgIIPw6efKk67uggEH9JWTbtm124MABO3z4sEtrypw5s82cOdPatGljc+fOdalN6nCtVKdQ3vvjx48n+32NGjVKdp6+t1ixYlHbNgAAACBWxEQAoXSlHj162NKlS238+PHB1gVV4pctW2Y5c+Z0aVBSqVIl18dhxowZrp9E9uzZTwsUvPf6HAAAAIA4CiB27txp9913n+sbMXXqVKtVq1bY/Hz58p3WR0IdpZXO5AUZWkfkOnPlymV58+ZN9nsXLFhwTq0TAAAAQDxLV8+BiPTnn3/aPffcY3v27HFpS5HBw1dffeWeD7Fly5awVKe1a9e69CXRsLBquQi1ePFiq169+mkdtAEAAACcWbquQetZDwoO9PwGdXbetWtX8HXq1CkXBKgD9WOPPWY//vijG5FJv+s5Effee69bhx5M98MPP9jIkSPdMyGmTZtmH330kXXs2DGtNw8AAACIOek2hUkBwgcffOBGXlIrRFIpRhdffLEblUnBQYcOHezYsWNuSFd1pL7ooovccmXKlLEJEya4IETPhNBn9DsPkQMAAADSSQCR1NCpfgwbNiz4u0ZUUsvB2egp1GPHjj3jMvXr13cvAAAAAGmQwnTZZZclW7nXg9uuv/76v1gsAAAAADHdAqG+A3regugJzm+88YbrxBzpu+++O+25CwAAAAAyWACh/gV6BoNkypTJBRCRNKqRhkbt0qVLdEsJAAAAILYCCAUFXmBQvnx5mzNnTvCBbgAAAAAyhnPqRK3nLAAAAADIeM55FKZvvvnGPv/8czty5IglJiaGzVOK05AhQ6JRPgAAAACxHkCoQ/Xw4cMte/bs7gFvChhCRb4HAAAAkIEDCD2o7cYbb7TBgwcz4hIAAACQgZzTcyB2795tt912G8EDAAAAkMGcUwBRoUIF27BhQ/RLAwAAACD+Upj69OljPXr0sFy5clmVKlUsZ86cpy3zt7/9LRrlAwAAABDrAUSrVq3cyEsKJJLrML1mzZq/WjYAAAAA8RBADBo0iJGWAAAAgAzonAKIW2+9NfolAQAAABCfAcSyZcvOukytWrXOZdUAAAAA4i2AaNu2rUthCgQCwWmRfSHoAxF7EhMDlpDAQwABAAAQ5QDilVdeOW3a4cOHbfny5fbOO+/YuHHjzmW1SGMKHl7/ZL3t2ns4KusrWzy/Na1zSVTWBQAAgBgOIGrXrp3k9AYNGrihXV944QWbNGnSXy0b0oCCh993H4rKugpdePrwvgAAAMiAD5I7k5o1a9rSpUujvVoAAAAA8RhAfPbZZ5Y7d+5orxYAAABArKYw3X333adN04Pltm/fbr/99pvdd9990SgbAAAAgHgIIEJHX/IkJCRY2bJlrVOnTtayZctolA0AAABAPAQQM2bMiH5JAAAAAMR3H4ivvvrKRo4caf369bMxY8bY119//ZcKo5Gb9IyJyOdJtGnTxqpWrWoNGzY8bQhZpU6NHTvW6tWr55ZR+tSWLVtStA4AAAAAqRhAHD9+3Dp27Gj333+/vfTSS67j9Isvvujet2vXzs1PqVmzZrkgJNTevXvd+ooXL25vvvmmPfjggy5g0e+eCRMm2OzZs23QoEH22muvuYBCZfPK4GcdAAAAAFIxhUkPiluxYoUNHz7cbrjhBsucObOdPHnS3nvvPRswYIB7DsRDDz3ka107duyw/v3725IlS6xEiRJh8+bMmWNZs2a1gQMHWpYsWax06dK2efNmmzx5sutnoSBh2rRp1qtXL/cMChk9erRrjfj444+tefPmZ10HAAAAgFRugVCg0LVrV7vppptc8CCqnN9yyy1u+rx583yva9WqVa6C/+6771qVKlXC5unJ1npondbtqVOnjm3atMl2795ta9eutUOHDlndunWD8/Ply2cVKlSwZcuW+VoHAAAAgFRugdizZ4+rpCdF09Wq4Jf6JOiVFA0Lq5GdQhUuXNj93LZtm5svxYoVO20Zb97Z1nHRRRf5LisAAACQ0Z1TAKH+BEphCr3z79Gd/8gK/bk6evSoZcuWLWxa9uzZ3c9jx47ZkSNH3O9JLfPnn3/6WkdyGjVqlOw8BR7R2kYAAAAg7gOIf/3rXzZs2DDLkSOH6wOhu/hKB1JqkzpTK40pGrT+yA7ZXqU/V65cbr5oGe93b5mcOXP6WgcAAACAVA4gWrVqZatXr3ajGT377LNhD5hr0aKFG40pGooWLWo7d+4Mm+a9L1KkiOu47U1Tq0joMuXKlfO1juQsWLDgnFonAAAAgHh2TgGE7ugPHjzY2rdvb0uXLnXpQpkyZbLGjRu7UY6ipVatWm5o1lOnTgU7ay9evNhKlixpBQsWtLx581qePHncCE5eALF//34X3Oi5D37WAQAAACCVRmFat26dG/pUz34QBQtqjbjrrrvsueees4cfftg2btxo0aLvOnjwoD355JP2008/2dy5c2369OnWqVMnN199GxQoqCVELQYalalnz56u1aFp06a+1gEAAAAgFQKIrVu32t133+36OujufSgNw9q7d2/bt2+fCyZSMgrTmaiFYMqUKS4oUWrU+PHj3ffod0/37t3ttttus759+7pgRq0MU6dOdWXyuw4AAAAAUU5h0oPXLrzwQnv11VetQIECYfPUYfnee+91Hapvv/12mzRpkvXr189SSh2zI1WuXNlef/31ZD+jgOHRRx91r+ScbR0AAAAAotwCsWjRIuvYseNpwUOoQoUKuX4R33zzjd/VAgAAAIjHAEIjF5UoUeKsy+mhbd5D3AAAAABk0ABCLQ+Rw6EmZe/evXbBBRf81XIBAAAAiOUAQsOhagSjs3n77betQoUKf7VcAAAAAGI5gGjbtq173oI6OntPco58NsTw4cPtq6++statW0e7nAAAAABiaRSmSpUq2RNPPGFDhgyxd955x+rWrWsXX3yxe0Db77//7oILpS899NBDVq9evdQtNQAAAID0/yRqtSyUL1/ePWdBD27zWiJy585tV199tRuBqUqVKqlVVgAAAACxFEBIjRo13Ev27NljWbJksXz58qVG2QAAAADEegAR6kzPhAAAAACQgTtRAwAAAAABBAAAAADfCCAAAAAA+EYAAaSCPLmyWmJiIOrrTY11AgAAnLdO1ACSljNbFktIyGSvf7Ledu09HJXdVCh/LruzSVl2OQAASFMEEEAqUvDw++5D7GMAABA3SGECAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAAvhFAAAAAAPCNAAIAAACAbwQQAAAAAOLnQXJLliyxu+++O8l5F198sS1YsMBeeOEFGzNmzGnz161bF/x91qxZNm3aNNu1a5dVrFjR+vbtaxUqVEjVsgMAAADxJt0HENWqVbOFCxeGTfv++++tW7du9sADDwQDhZtvvtkeffTRJNfx1ltv2fDhw23QoEEuaJg8ebK1a9fOPvzwQytQoMB52Q4AAAAgHqT7FKZs2bJZoUKFgq/cuXPb0KFDrUWLFtayZUu3zPr1611gELqcXp6JEydamzZt7KabbrJLL73UhgwZYjlz5rQ33ngjDbcMAAAAiD3pPoCIpGDgyJEj9thjj7n3x48ft02bNlmpUqWSXP6PP/5w8+vWrRucliVLFqtZs6YtW7bsvJUbAAAAiAcxFUDs2bPHpk+fbp07d7YLL7zQTfvpp5/s1KlTNn/+fGvWrJk1aNDApTLt3LnTzd++fbv7WaxYsbB1FS5cODgPAAAAQJz0gQg1e/Zsy5s3r915553BaUpfEqUkPffcc67FYdSoUa7j9dtvv+1aK7xUqFDZs2e3Y8eOJftdjRo1Snbetm3bTgtIAAAAgIwgpgIIBQS33HKL5ciRIzhN7+vXrx/WGbpMmTJu2meffWbFixcPpjqFUvCgoAMAAABAHAYQa9eutS1bttiNN9542rzIkZSUnqQUJ6UoXXHFFW6aUppKly4dXEbvixQpkuz3aXjYc2mdAAAAAOJZzPSBWL58uRUsWNDKly8fNn306NGu70MgEAhO27p1q+3du9eNuKTPlCxZ0j1PwnPy5Em3vlq1ap3XbQAAAABiXcwEEKtXr7Zy5cqdNr1Jkyb222+/2dNPP20bN250IyvpGRHVq1e3evXquWXat29vL730knsehDpd9+nTx44ePWq33XZbGmwJAAAAELtiJoVJT5D2Rl4KpadKv/jii64D9a233uo6SyvFSMO8ZsqUyS1zxx132IEDB9zTqvft2+c+o4CCh8gBAAAAcRpAKEhIjp7xEPqch6R06NDBvQAAAABkgBQmAAAAAGmPAAIAAACAbwQQAAAAAHwjgAAAAADgGwEEAAAAAN8IIAAAAAD4RgABAAAAwDcCCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAAAAAL4RQAAAAADwjQACAAAAgG8EEAAAAAB8I4AAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAACC+AogdO3ZYuXLlTnvNnTvXzV+zZo21adPGqlatag0bNrRXXnkl7POJiYk2duxYq1evnlvmvvvusy1btqTR1gAAAACxK4vFgLVr11r27Nnt008/tUyZMgWn582b1/bu3Wvt2rVzgcOAAQPs+++/dz9z585tLVu2dMtNmDDBZs+ebcOGDbOiRYvaiBEjrGPHjjZv3jzLli1bGm4ZAAAAEFtiIoBYv369lShRwgoXLnzavJdfftmyZs1qAwcOtCxZsljp0qVt8+bNNnnyZBdAHD9+3KZNm2a9evWyBg0auM+MHj3atUZ8/PHH1rx58zTYIgAAACA2xUQK07p161xgkJTly5db7dq1XfDgqVOnjm3atMl2797tWi8OHTpkdevWDc7Ply+fVahQwZYtW3Zeyg8AAADEi5hpgcifP7+1bt3aNm7caJdccol16dLF6tevb9u3b7eyZcuGLe+1VGzbts3Nl2LFip22jDcvKY0aNUp2ntYbuT4AAAAgI0j3LRAnT560X375xf7880/r1q2bS01SR+j777/fFi1aZEePHj2tH4P6S8ixY8fsyJEj7vekltF8IFbkyZXVEhMDUV9vaqwTAADEr3TfAqHUpCVLlljmzJktR44cblrFihVtw4YNNnXqVDdN/RxCeYFBrly5gp/RMt7v3jI5c+ZM9nsXLFhwTq0TQGrJmS2LJSRkstc/WW+79h6OyjoL5c9ldzYJb8EDAACI6QBCNKJSpDJlytjChQvdqEo7d+4Mm+e9L1KkiGvB8KYVL148bBkNBQvEGgUPv+8+lNbFAAAAGVS6T2FSS0P16tVdK0SoH3/80S699FKrVauWrVixwk6dOhWct3jxYitZsqQVLFjQypcvb3ny5An7/P79+2316tXuswAAAADiKIDQ6EulSpVyw7RqxKWff/7Zhg4d6p73oI7UGqr14MGD9uSTT9pPP/3kHi43ffp069SpU7Dvgx4yN3LkSJeWpFGZevbs6VoumjZtmtabBwAAAMSUdJ/ClJCQYBMnTrRnn33WevTo4VoPNATrSy+9FBx9acqUKTZ48GBr0aKFFSpUyHr37u1+93Tv3t2lMvXt29d1ulbLg/pP6PkRAAAAAOIogJCLLrrItTokp3Llyvb6668nO18dsB999FH3AgAAABDHKUwAAAAA0g8CCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAAAAAL4RQAAAAADwjQACAAAAgG8EEAAAAAB8I4AAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AggAAAAAvhFAAAAAACCAAAAAABB9tEAAAAAA8I0AAgAAAIBvBBAAAAAA4iuA2Ldvn/Xr18/q169v1atXt1atWtny5cuD89u1a2flypULe7Vt2zY4/9ixYzZgwACrW7euVatWzR555BHbs2dPGm0NAAAAELuyWAx4+OGHbdeuXTZq1CgrWLCgzZgxwzp06GBvvfWWlSpVytatW2dPP/20NW7cOPiZrFmzBn/XPAUc48aNs2zZsln//v2te/fuNnPmzDTaIgAAACA2pfsAYvPmzfbNN9/Y7NmzrUaNGm7aU089ZV9//bXNmzfP2rRpY3/88YdVqVLFChUqdNrnd+zYYW+//bZNnDjRatas6aYpELnuuuvsu+++cy0SQEaVJ1dWS0wMWEJCpqiuNzXWCQAA0od0H0Dkz5/fJk+ebJUqVQpOy5Qpk3vt37/ftT7o95IlSyb5+RUrVrifderUCU7TskWKFLFly5YRQCBDy5kti6vov/7Jetu193BU1lkofy67s0nZqKwLAACkP+k+gMiXL59dc801YdPmz5/vWib69Olj69evt7x589rAgQNdS0WuXLlc68IDDzzg0pXUAqEgJHv27GHrKFy4sG3fvj3Z723UqFGy87Zt22bFihWLwtYB6YOCh993H0rrYgAAgBgQE52oQ3377bf2xBNPWNOmTa1BgwYugFAn6cqVK9uUKVOsS5cu9sYbb1jfvn3d8keOHHGBRCQFFPocAAAAgDhqgQj16aefWq9evdxITCNHjnTT1PLw2GOP2QUXXODely1b1nWg7tmzp/Xu3dty5Mhhx48fP21dCh5y5syZ7HctWLDgnFonAAAAgHgWMy0QGjGpW7dudu2117oO0V5KUpYsWYLBg6dMmTLup1KUihYt6oaBjQwidu7c6fpBAAAAAIizAEIjMA0aNMhat27tRlAKTUnS8x6U0hRq5cqVrhWiRIkSbuSmxMTEYGdq2bhxo+sbUatWrfO6HQAAAECsS/cpTKrsDxkyxJo0aWKdOnWy3bt3B+cpPalZs2ZuvvpAXH311S54GD58uHtORJ48edzrhhtucH0itJzSlvQciNq1a1vVqlXTdNsAAACAWJPuAwiNuHTixAn75JNP3CtUixYtbNiwYW4YVz1cTgGCngVx77332v333x9cTq0Xmte1a1f3Xk+09jpZAwAAAIijAKJz587udSZKbdIrORra9d///rd7AQAAAIjzPhAAAAAA0gcCCAAAAAC+EUAAAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEgqvLkymqJiYGo79XUWCcAAIjDJ1EDiC05s2WxhIRM9von623X3sNRWWeh/LnsziZlo7IuAADw1xBAAEgVCh5+332IvQsAQJwhhQkAAACAbwQQAAAAAHwjgAAAAADgGwEEgHSPkZ0AAEg/6EQdozSkpUa6ATICRnYCACD9IICIUdEeJrNs8fzWtM4lUVkXkFoY2QkAgLRHABHDolmZKnRhzqisBwAAAPGNPhAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAGRIqTU0rKTWegEASA8yTCfqxMREGz9+vL3xxht24MABq1WrlvXr18/+8Y9/pHXRAMTJ0LBSKH8uu7NJ2aitDwCA9CbDBBATJkyw2bNn27Bhw6xo0aI2YsQI69ixo82bN8+yZcuW1sUDECdDw3otG9F+TgvPfgEApBcZIoA4fvy4TZs2zXr16mUNGjRw00aPHm316tWzjz/+2Jo3b57WRQQQJ3joHQAg3mWIAGLt2rV26NAhq1u3bnBavnz5rEKFCrZs2TICCADpumWDVg0AQHqSIQKI7du3u5/FihULm164cOHgPADISK0alxTLZzdcVdKijfQtAIh/mQKBQNwPF/LOO+9Y7969bc2aNZaQ8P8GntK0nTt32vTp00/7TKNGjZJd39atWy1z5synBSTn26EjJ+xUlEZ7yZolwXJmz8I62Z+cSxnsWjpy7KQlRunfQJbMCZY9a+aorjNzQoLlyJY5KusCACRv27Ztrn67cuVKO5sM0QKRI0eOYF8I73c5duyY5cyZM8Xry5Qpk2XJkva7LnfOrBlqnTqxJWexYum6nKzz3Pend4yTC85j5Ril1npTY50KIs7nOs92jBEfOM7xj2Mcf1S39TuwUNrXgs8D7x+VWhuKFy8enK735cqVS/IzCxYsOG/lgz9eqxDHJn5xjOMfxzhj4DjHP45xxpYhHiRXvnx5y5Mnjy1ZsiQ4bf/+/bZ69Wr3PAgAAAAA/mSIFgg1x7Rp08ZGjhxpBQoUsL///e/uORB6HkTTpk3TungAAABAzMgQAYR0797dTp48aX379rWjR4+6loepU6da1qypk/8MAAAAxKMME0CoV/mjjz7qXgAAAADOTYboAwEAAAAgOgggAAAAAPiWIR4kBwAAACA6aIEAAAAA4BsBBAAAAADfCCAAAAAA+EYAAQAAAMA3AgjEhB07dli5cuVOe82dOzeti4YomDRpkrVt2zZs2po1a9wT5KtWrWoNGza0V155hX0dZ8dYD/aMvKZ1rBE79u3bZ/369bP69etb9erVrVWrVrZ8+fLg/EWLFtmtt95qVapUseuuu87ef//9NC0von+M27Vrd9p1HHmtI/5kmAfJIbatXbvWsmfPbp9++qllypQpOD1v3rxpWi78dbNmzbIxY8ZYzZo1g9P27t3r/impMjlgwAD7/vvv3c/cuXNby5Yt2e1xcIxl3bp11rlzZxcohj70E7Hj4Ycftl27dtmoUaOsYMGCNmPGDOvQoYO99dZbpkEeO3Xq5K7lESNG2BdffGG9e/e2AgUKWN26ddO66IjCMS5VqpS7jp9++mlr3Lhx8DNZs2Zl/8Y5AgjEhPXr11uJEiWscOHCaV0URLFVqX///rZkyRJ3bEPNmTPH/QMaOHCgZcmSxUqXLm2bN2+2yZMnE0DEyTFW5fKnn36y+++/3woVKpRmZcS50zX5zTff2OzZs61GjRpu2lNPPWVff/21zZs3z/744w93N7pnz55unq7j1atX25QpUwgg4uQYK/jXcVYLE9dxxkIKE2KC7nDonw/ix6pVq1yQ8O6777p/PqHUPF67dm0XPHjq1KljmzZtst27d6dBaRHtY/zrr7/a4cOH3R1MxKb8+fO7oL5SpUrBaWoh1mv//v3uOo5sadB1vGLFChdAIvaPsf436/eSJUumaTlx/hFAIGZaIPbs2WOtW7e2K6+80uVgfvXVV2ldLPwFSk8aN26c/eMf/zht3vbt261o0aJh07zWp23btrHf4+AY65oWpUNoOaU/qMXpwIEDaVBSnIt8+fLZNddcY9myZQtOmz9/vrtrXa9evWSv4yNHjrg0RcT+MdZ1rFRiXbvqI6F+LkpXPH78eJqWG6mPAALp3smTJ+2XX36xP//807p16+buhqhjrVIf1EEP8efo0aNh/7BEfWDk2LFjaVQqRJMqHgkJCa5COXHiRHv88cdt4cKF9sADD1hiYiI7OwZ9++239sQTT1jTpk2tQYMGSV7H3nsqmPFxjHUd629y5cqVXWpaly5d7I033nADJCC+0QcC6Z7SWJRDrc6VOXLkcNMqVqxoGzZssKlTp5JLG4d0nCMrGF7gkCtXrjQqFaJJFY277rrLpUhI2bJlXQ71HXfcYStXrjwt5Qnpmwa46NWrlxulZ+TIkcGgP/I69t7nzJkzTcqJ6B5jtTw89thjdsEFFwSvY6Utqt+LOsxfdNFF7PI4RQsEYoJG3/GCB0+ZMmVcJ03EH6U97Ny5M2ya975IkSJpVCpEk1ofvOAh9JoWpb4gdsycOdO1Dl977bWuNclrLSxWrFiS17FuAjCCXnwcY93g84IHD9dxxkAAgXRPLQ2646FWiFA//vijXXrppWlWLqSeWrVquY6Wp06dCk5bvHix66inYQQR+3R38t577w2bppYH4bqOHRqdZ9CgQa5/mob5DE1Z0rC9S5cuDVte17H+niuAROwfYz3vQSlNkdexWiEiR15DfOEKRrqn0Zc0UouaSjWqx88//2xDhw51zwZQGgTij571cPDgQXvyySfdUJ96YOD06dPdmPKID82aNXN9mMaPH+9GZPryyy+tT58+1rx5c0ZcixEbN260IUOGWJMmTdy1qRHS9LwAvdQZXpXLH374waW76O/2tGnT7KOPPrKOHTumddERpWOs6/idd96xV1991bZs2WIffPCBDR8+3D0nIk+ePOznOJYpwFhqiAH6o/Xss8+6sac1dFyFChVcLmbkg6kQm9SB9rfffnMj8nhU8Rg8eLAbN1658e3btw974Bhi/xh/+OGHblAEDZKglJYbb7zRevToEUyPQPqmVJbRo0cnOa9FixY2bNgwN1qeHiKnIZgvvvhilwbzz3/+87yXFal3jPWgSL0UQHj9mDTICa1M8Y0AAgAAAIBvpDABAAAA8I0AAgAAAIBvBBAAAAAAfCOAAAAAAOAbAQQAAAAA3wggAAAAAPhGAAEAAADANwIIAABiSGo9/5XnygLwiwACAFKobdu27hXv5s6da+XKlbOtW7emdVFgZtu3b3dP+NUTvaNp//791rt3b1u+fHlU1qdzZty4cVFZF4D0KUtaFwAAYk3//v0tI2jQoIG9/vrrVrhw4bQuCszsv//9r3355ZdR3xdr1qyxd955x1q2bMl+BuALAQQApNCll16aIfZZgQIF3AsAgFCkMAGICUePHrVnn33WmjZtahUrVrTq1atbu3bt3N3TefPmubSJ9evXh33m008/ddNXr17t3v/888923333uc9eeeWVNnr0aHviiSdSnI4UmcKk73j11Vft8ccftxo1aljt2rXt3//+tyvzM888Y3Xq1LErrrjCnnzySTt27FjY52bOnGmPPfaYVatWzZVp8ODBYcvoe3r16mXdu3e3qlWrum0WLTN8+HC75ppr3P648cYb7YMPPggr548//mj33HOPK5PWf++999r3338fnL9nzx575JFH7KqrrrJKlSrZzTffbG+//fYZU5i++eYbu+uuu9w6tU36/LZt28I+U6FCBfvf//5nd955p1vvtddea1OnTg0r23vvvWc33XSTVa5c2e0fbeOOHTtSdBy0v7V//vOf/7jv0DZqe9euXRu23O+//24PP/ywOy5VqlRxy3jnhGj7tJ0vvfSSXXfddW6ZN99803c5du7c6Y5h3bp1XRnatGlj3333XXC+jtXzzz/v1q39oXN48uTJlpiYGFxG26HzQ9PV8qPl/vWvf9kPP/wQ3K86V6VRo0Zu2892XYRSy4XWp3Po6quvtn79+rnUpSVLltjdd9/tltHPlF4LS5cudcdZ+6xZs2aulSSS9q9SpPS9l19+udtPer937143X9eIzoMDBw6EfW7ChAnuPDty5EiKygQg9RFAAIgJqnCoUqcc8GnTprnK1IYNG1wFVhWqXLly2fvvv39aJbVMmTKuQqvKsip2quwOHTrU+vbtax999JFbJhpGjBhh2bJls/Hjx9stt9xiM2bMcD/1fSNHjgxWdDU91HPPPWd//PGHjRkzxjp27OhShlQZDfXhhx9a7ty57YUXXnDLqLPrgw8+aK+99pqrLGq6Kq49e/YMBgAHDx50y+bPn9/loytYUkWsQ4cOwYrao48+6oKqAQMG2Isvvuj2k7578eLFSW6j1t2+fXsrVqyYjRo1yh0DVZRVgdQ2eFQx7tGjh/3zn/90FWJVahXsfP31127+ihUr3PFUpVffq/XoO3UsU0oVZW1b165d3TFQpVTHWZV60XFXxXnVqlX21FNPucq2yte6dWu37aG0nxRgqqwKqvw4dOiQtWrVylXEtT91/LNnz+7206ZNm9yx6ty5s02ZMsVuv/12mzhxogskdLwjU+Hmz59vCxYscOem9u/u3butW7dudurUKRdUdOnSxS2n73jggQfOel14naI///xz69SpkxUsWNB9r4I1Bdc6X1ShVzAh+pmS9DztU21n3rx5bezYsS4AUaAWSuecpmtfa90KJPVe16qOm9x2220uyNL1GEppVTqHcubM6btMAM6TAACkc8eOHQu0b98+8P7774dNnzZtWqBs2bKBnTt3Bh577LFA48aNg/MOHjwYqFy5cmDSpEnu/ZgxYwKVKlUKbN++PbjM1q1bA5dffnmgTZs2KSqPlg/9jMpw++23B9+fPHkyULVq1UDDhg0DJ06cCE5v3rx5oEuXLmGfa9q0adgyL730kpv+008/Bb+rSpUqbh94Fi5c6JaJ3B+9evUKXHXVVW593333nVtmxYoVwfmbN28ODB8+PLBt2zb3vmLFioEXXnghOP/UqVOBYcOGBT/z5ptvunVs2bLFzdO6dRxCaZ3ah88880zYZ+bMmRNcRmXXvh84cKB7r2NSrVq1sG364osvAuPGjQskJib6Pg465vquZcuWBaft2LHDfdeIESPc+1GjRrn3Otah5WnUqFGgW7du7r22T+vp06dPIKVmzJgRKFeuXGD16tXBaYcPH3bHVftA26V1v/fee2Gfe/7559309evXhx3nAwcOBJd566233DIrV6487Xj4vS6kRYsWgVtuuSVs3+ozKuOuXbsCixcvdsvrZ0po/9WvXz9w/PjxsPVqXWPHjnXvtV9atWoV+PXXX8M+26lTp0CzZs2C7++8885A69atg+91Dmo93377bYrKBOD8oAUCQLqnO/u6c6m7kUpz0d1q3X3XnVU5fvy4S7/59ddfgykfupOr6UqTEX1Gd+mLFCkSXO/f//53Ny0aQteTOXNmd+dfd3ezZPl/Xc0uvPDC09I0lHoUuozSQGTZsmXBaaVKlXL7wLNo0SLLlCmTS186efJk8NWwYUPbtWuXuwOtlhf1X9Ddb91Z/uSTT+yiiy5yd8mLFi3q1qMUJN11V3rUG2+84e54qwVCLQaRNm7c6NbdvHnzsOnFixd3265UluT2h8qushw+fNi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contact_days8,339.00014.1734.7624.00011.00013.00016.00052.000
avg_impressions_per_contact_day8,339.0005.8611.8922.4124.5615.4676.73728.533
max_impressions_per_day8,339.00013.3926.6704.0009.00012.00016.000134.000
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" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 11 + }, + { + "cell_type": "code", + "id": "f3941445", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:34.019445Z", + "start_time": "2025-12-05T18:35:33.919670Z" + } + }, + "source": [ + "orders_by_age = df.groupby('age_group')[ORDER_COLS].sum()\n", + "orders_share = orders_by_age.div(orders_by_age.sum(axis=1), axis=0)\n", + "orders_share.plot(kind='bar', stacked=True, figsize=(10, 5))\n", + "plt.title('Доли категорий заказов по возрастным группам')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/mx/y1qcnthj1154ngqj00r8gz480000gn/T/ipykernel_30652/1573599539.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " orders_by_age = df.groupby('age_group')[ORDER_COLS].sum()\n" + ] + }, + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 + }, + { + "cell_type": "code", + "id": "d47bb30f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:42.485923Z", + "start_time": "2025-12-05T18:35:34.046060Z" + } + }, + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.cluster import KMeans\n", + "cluster_features = client[['imp_total', 'click_total', 'orders_amt_total', 'ctr_all', 'cr_click2order']].fillna(0)\n", + "scaled = StandardScaler().fit_transform(cluster_features)\n", + "kmeans = KMeans(n_clusters=5, random_state=42, n_init='auto')\n", + "client['cluster'] = kmeans.fit_predict(scaled)\n", + "cluster_profile = client.groupby('cluster')[['imp_total', 'click_total', 'orders_amt_total', 'ctr_all', 'cr_click2order']].mean()\n", + "display(cluster_profile)\n", + "cluster_profile.plot(kind='bar', figsize=(10,5))\n", + "plt.title('Профиль кластеров')\n", + "plt.tight_layout()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " imp_total click_total orders_amt_total ctr_all cr_click2order\n", + "cluster \n", + "0 60.920 21.577 0.886 0.359 0.042\n", + "1 119.465 23.728 1.191 0.204 0.052\n", + "2 84.278 18.400 5.184 0.233 0.287\n", + "3 64.708 14.656 0.561 0.233 0.039\n", + "4 203.629 38.609 3.286 0.203 0.091" + ], + "text/html": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 13 + } + ], + "metadata": { + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/preanalysis/05_exploratory_models.ipynb b/preanalysis/05_exploratory_models.ipynb new file mode 100644 index 0000000..2404db4 --- /dev/null +++ b/preanalysis/05_exploratory_models.ipynb @@ -0,0 +1,449 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ef83309f", + "metadata": {}, + "source": [ + "# 05. Эксплориторные модели и гипотезы\n", + "\n", + "Цели: построить простые модели прогнозирования наличия заказа, оценить важность признаков, собрать таблицу статистических гипотез." + ] + }, + { + "cell_type": "code", + "id": "55cfab4e", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:44.710487Z", + "start_time": "2025-12-05T18:35:33.975533Z" + } + }, + "source": [ + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from eda_utils import (\n", + " load_data, DATA_PATH, CATEGORIES, ACTIVE_IMP_COLS, PASSIVE_IMP_COLS,\n", + " ACTIVE_CLICK_COLS, PASSIVE_CLICK_COLS, ORDER_COLS, NUMERIC_COLS, CAT_COLS,\n", + " describe_zero_share, safe_divide, build_daily, build_client, add_contact_density\n", + ")\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.options.display.float_format = '{:,.3f}'.format\n", + "sns.set_theme(style=\"ticks\", palette=\"deep\")\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import classification_report, roc_auc_score\n", + "from sklearn.impute import SimpleImputer\n", + "from scipy import stats\n", + "\n", + "df = load_data()\n", + "client = build_client(df)\n" + ], + "outputs": [], + "execution_count": 1 + }, + { + "cell_type": "code", + "id": "d4f620fe", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:44.721273Z", + "start_time": "2025-12-05T18:35:44.714476Z" + } + }, + "source": [ + "# Подготовка данных для модели\n", + "target = client['has_any_order']\n", + "num_features = ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ['age', 'contact_days', 'avg_impressions_per_contact_day', 'active_ctr', 'passive_ctr', 'ctr_all']\n", + "cat_features = ['gender_cd', 'device_platform_cd', 'age_group']\n", + "X = client[num_features + cat_features]\n", + "\n", + "preprocess = ColumnTransformer([\n", + " ('num', Pipeline([('imputer', SimpleImputer(strategy='median')), ('scaler', StandardScaler())]), num_features),\n", + " ('cat', OneHotEncoder(handle_unknown='ignore'), cat_features),\n", + "])\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, target, test_size=0.2, random_state=42, stratify=target)\n" + ], + "outputs": [], + "execution_count": 2 + }, + { + "cell_type": "code", + "id": "31ad015b", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:46.234607Z", + "start_time": "2025-12-05T18:35:44.727554Z" + } + }, + "source": [ + "log_reg = Pipeline([\n", + " ('preprocess', preprocess),\n", + " ('model', LogisticRegression(max_iter=500, n_jobs=-1)),\n", + "])\n", + "log_reg.fit(X_train, y_train)\n", + "preds = log_reg.predict(X_test)\n", + "proba = log_reg.predict_proba(X_test)[:, 1]\n", + "print(classification_report(y_test, preds))\n", + "print('ROC-AUC', roc_auc_score(y_test, proba))\n" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.63 0.60 0.61 726\n", + " 1 0.70 0.73 0.71 942\n", + "\n", + " accuracy 0.67 1668\n", + " macro avg 0.66 0.66 0.66 1668\n", + "weighted avg 0.67 0.67 0.67 1668\n", + "\n", + "ROC-AUC 0.7244009288016237\n" + ] + } + ], + "execution_count": 3 + }, + { + "cell_type": "code", + "id": "6815f1d0", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:46.309611Z", + "start_time": "2025-12-05T18:35:46.302180Z" + } + }, + "source": [ + "model = log_reg.named_steps['model']\n", + "num_names = list(log_reg.named_steps['preprocess'].transformers_[0][2])\n", + "cat_encoder = log_reg.named_steps['preprocess'].named_transformers_['cat']\n", + "cat_names = list(cat_encoder.get_feature_names_out(cat_features))\n", + "feature_names = num_names + cat_names\n", + "coef = pd.DataFrame({'feature': feature_names, 'coef': model.coef_.flatten()})\n", + "coef['odds_ratio'] = np.exp(coef['coef'])\n", + "coef.sort_values('odds_ratio', ascending=False).head(20)\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " feature coef odds_ratio\n", + "20 passive_click_transport 0.433 1.542\n", + "18 passive_click_ent 0.426 1.531\n", + "0 active_imp_ent 0.424 1.528\n", + "27 active_ctr 0.399 1.491\n", + "38 age_group_55+ 0.355 1.426\n", + "14 active_click_transport 0.336 1.399\n", + "2 active_imp_transport 0.322 1.380\n", + "22 passive_click_hotel 0.239 1.270\n", + "6 passive_imp_ent 0.230 1.258\n", + "3 active_imp_shopping 0.224 1.251\n", + "32 device_platform_cd_Android 0.213 1.237\n", + "23 passive_click_avia 0.203 1.225\n", + "4 active_imp_hotel 0.189 1.208\n", + "36 age_group_35-44 0.176 1.192\n", + "1 active_imp_super 0.172 1.188\n", + "19 passive_click_super 0.144 1.155\n", + "5 active_imp_avia 0.120 1.128\n", + "28 passive_ctr 0.116 1.123\n", + "33 device_platform_cd_iOS 0.084 1.087\n", + "9 passive_imp_shopping 0.079 1.082" + ], + "text/html": [ + "
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featurecoefodds_ratio
20passive_click_transport0.4331.542
18passive_click_ent0.4261.531
0active_imp_ent0.4241.528
27active_ctr0.3991.491
38age_group_55+0.3551.426
14active_click_transport0.3361.399
2active_imp_transport0.3221.380
22passive_click_hotel0.2391.270
6passive_imp_ent0.2301.258
3active_imp_shopping0.2241.251
32device_platform_cd_Android0.2131.237
23passive_click_avia0.2031.225
4active_imp_hotel0.1891.208
36age_group_35-440.1761.192
1active_imp_super0.1721.188
19passive_click_super0.1441.155
5active_imp_avia0.1201.128
28passive_ctr0.1161.123
33device_platform_cd_iOS0.0841.087
9passive_imp_shopping0.0791.082
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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 + }, + { + "cell_type": "code", + "id": "1da69077", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:46.851634Z", + "start_time": "2025-12-05T18:35:46.333923Z" + } + }, + "source": [ + "rf = Pipeline([\n", + " ('preprocess', preprocess),\n", + " ('model', RandomForestClassifier(n_estimators=200, random_state=42, n_jobs=-1)),\n", + "])\n", + "rf.fit(X_train, y_train)\n", + "rf_model = rf.named_steps['model']\n", + "rf_features = feature_names\n", + "importances = pd.DataFrame({'feature': rf_features, 'importance': rf_model.feature_importances_}).sort_values('importance', ascending=False)\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(data=importances.head(20), x='importance', y='feature')\n", + "plt.title('Feature importance (RandomForest)')\n", + "plt.tight_layout()\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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Azz//vHdf6BZxmu+sLg19frQwWVJ0fLqwo9fqtmS6uKEpCbpwoM+QqA1c7eC6ZZmOUedQlXtdNAna5xXU9d9lEPL1vgSdKLroET7NAcDxk0NLiR/H/QEAABx3ak1v0KCBV94VTPA/usjy448/+kJayNq0HoI6LXSxQS37AI4/5mADAABkY2pTVlv3qlWrMnoo+JfU4aAqvi4mAcgYBGwAAIBsTLebUgu22tuRdWlROc3TV/U6udt4AUg/tIgDAAAAAJAGqGADAAAAAJAGCNgAAAAAAKQBAjYAAAAAAGmA+2ADSBe6J6nuh6rFcwAAAICsaseOHZYnTx77/PPPk30uARtAujh06JAdOXKEswsAAIAs7Z9//rHY2NiInkvABpAuihcv7v8uXryYMwwAAIAsKyX3lmcONgAAAAAAaYCADQAAAADItI4ejaw9OzOgRRxAupo4a7nFbN/DWQYAAECKlSxe2Hp0rG1ZBQEbQLpSuN4Qs4uzDAAAgKhHizgAAAAAAGmAgA1kgPHjx1v9+vUzzbnftWuXzZ49O6OHAQAAAGRpBGwgA3Tt2tXmzJmTac79qFGj7PXXX8/oYQAAAABZGnOwgQxQoEAB/8osYmOzzsqMAAAAQGZFBRvZUvny5e3FF1+0a6+91ipXrmwtWrSwxYsXhx4/evSoPfPMM9a4cWOrVKmSVatWzbp162abNm0KPWfJkiXWtm1bq1KlitWqVcsGDBhge/b8b7XsqVOnWsOGDf31agefOHFiKMiGt4h37tzZevXqFWd8K1eu9DFu3LjRf/7ggw98XxdeeKE1atTIxo4da4cPH07RMX/00UfWvn17H+8VV1xhY8aMsSNHjvi4586da5999pnvMxjT/fffb+3atbOLL76Y6jYAAAAQAQI2sq3HH3/cWrVqZfPnz7e6devanXfeaV9++aU/NnPmTA/ICp9vv/22h+MNGzbYiBEj/PE//vjDn3/NNdfYm2++aRMmTPBQrFZref/99z2gP/TQQ/bOO+9Y37597amnnkowqCo4K0Dv27cv9Ds9T6G+dOnStnTpUg/guhiwcOFCe/DBB+2tt96yfv36RXysX331ld1yyy1WvXp1e+211+yRRx6xl19+2SZNmmSDBw+2pk2bWtWqVW3ZsmWh12hOdpcuXeyll16yyy+//F+dawAAACA7oEUc2ZaCbadOnfx7BWBVcF944QUPtqVKlbKRI0falVde6Y+XLFnSmjRpYosWLfKff/vtN68gn3HGGf6Yvp5++mmvCIsq3Xny5PHf6zn6Kl68uP8bn6rkQ4cOtffee89at27t21WoDwK0tqtw3aFDB/9ZY1Nwv+GGG2zz5s125plnJnuszz//vFeu+/fv7z+XK1fO97lz504rVKiQ5cuXz3Lnzm2nnnpq6DXnn3++V/aT0qBBg0Qf27p1q5UoUSLZsQEAAADRgoCNbKtmzZpxflYFd/ny5f692re/+eYbGzdunP3yyy/+tX79ejvttNNC4bN58+Z22223eSitXbu21atXz9u3pWXLlvbqq696eD7nnHPssssu8+8TCtj58+f38L5gwQIP2Go9V8hWVVnWrFljq1atirMoWtBq/tNPP0UUsNetW+djDKfxJEXVcwAAAACRI2Aj2zrhhLgff1Wfc+b8v1kTkydP9rbwNm3a+PzqG2+80edov/HGG6Hnjx492nr06OEt3B9//LFXnNWCPWPGDCtWrJi3nqs1W6FdrddqO7/rrru8tTyharoq0r///rsHbc3dLliwYGg+uOZ/ayzxhVecU3KskVBVOznh89ZTUt0GAAAAohFzsJFtrV69Os7PCsMXXHBBqC1b4XnIkCG+MNhFF13kc7CDyrGq28OGDbOyZct6+FYg188rVqzwtmvNoZ41a5YH7p49e9orr7ziC4ZpvnZCtJCY2skVyj/88EMP3IFzzz3XK+iqKAdf27Zt8/ne+/fvj+hY1RIe/3h1IUBjkhw5cqTw7AEAAACIjwo2si0FTAVkrfKtALx27Vp79NFH/THNHVblWa3iqmor+GqxslNOOcUfV3VZi39p3rLmRx86dMjDc5kyZaxo0aL+s+Zw61ZcCs8KxFoETd8nRAFX7eGqmqv6femll4Ye6969uy9ypoXUrr76at+WFiZTa3ikFWxVwLUgm1retbCbVifXAmdaxCxoU9++fbv9+uuvdtZZZ6XB2QUAAACyHyrYyLa0aNj06dN9vvTnn3/uq4ZXqFDBH1N1+K+//vJQev311/scZi0spur0li1bvCKsW22pYq1g3LFjR8uVK5dNmTLFA7kqw2oHV4jVXGoF5Dp16th9992X6HjUAn7w4EEPwEGrumh+tm6ppUXQtOiYWtG1LQXuSGnOuMK7quOaO65jUbi+/fbb/XEdg/atx7SAGwAAAICUyxEb9LwC2Yju9zx8+PA4rdhIW8Ec7Jot+9iGmF2cXgAAAKRYmZJFbdjdzSwz/F2b1PpDASrYAAAAAACkAeZgA1mYFmbr2rVrks/R7bhGjBhx3MYEAAAAZFcEbGRLWtAsGlSsWNHmzZuX5HO00BoAAACA9EfABrKwvHnz+m27MrOSxQtn9BAAAACQRZXMYn9LErABpKseHWtzhgEAAJBqR4/GWs6cOSwrYJEzAAAAAECmlTOLhGshYAMAAAAAkAYI2AAAAAAApAECNgAAAAAAaYCADQAAAOC4LVYFRDNWEQeQribOWm4x2/dwlgEAyOZ0uyXuLoJoR8AGkK4UrjfE7OIsAwAAIOrRIg4AAAAAQBrI9gG7fv36Nn78eIsmn376qZUvX942b96c0UPJNj744ANbv359mm3vxx9/tA8//PBfbUOfa32+AQAAABwf2T5gz5kzx7p27WrRpGrVqrZs2TIrUaJERg8lW4iJibHbbrvNdu7cmWbbvPXWW2316tVptj0AAAAA6S/bz8EuVqyYRZs8efLYqaeemtHDyDZiY1kNEwAAAEAmqGCvW7fOq3U1atSwSpUqWYMGDWzatGn266+/WoUKFWzJkiVxnj9w4EDr2LGjf3/w4EF78MEHrWbNmlatWjUbPHiw9enTxwYMGJCqFnH9e+ONN9qECRPssssu80rwAw88YFu3bvUxVqlSxRo1ahSndVevnzRpkt1888124YUX+uOzZ88OPf7aa6/57x555BGrXr263XHHHf77n376ybp37+77qFOnjo97x44doddt2LDBt6nX6Dn6fu3ataHHdV7atm3rY6pVq5Yf8549exJsEf/rr79s7Nixfm4rV65srVq1srfffvuYMQb/6n3Qtr/44ovQc1atWmXXXXedj0Xv1V133WVbtmyJ+DxrfL1797ahQ4f6e6Uxjxgxwg4fPhx6zm+//Wb33HOPXXzxxf6eqiqs8xC+jZ49e3rHgbYxZcqUiPa9f/9+e/jhh/08a/zXX3+9ffvtt6HHv/rqK+vSpYufa+1Xn7Fdu3bFeY+nTp3qx6zX6zl6P//55x8/xzqvom0En6X33nvP2rVrZxdddJGfc53Pjz76KE4onzFjhjVu3Ng/N1dffbUtXLgwtD9VxfU57Ny5c8Tn+L///a+/f9qezl3weUjuvzX5448//Hfz5s2L85rRo0fbNddcE/EYAAAAgOwsQwO2ArLCUpEiRezll1/2gNGkSRMbOXKk7du3z4NAEDrk0KFD9s4773hYkXvvvdeWL19uY8aM8dfv3bvX3njjjX81ps8//9x++eUXe/HFF+2+++7z0PKf//zHmjZt6gG0XLlyHvTCq5YK2ApeCiedOnXyUP7mm2+GHt+0aZNt377dH1eAVJBUWC1durS3qD/99NN+vO3bt7cDBw74axRGTzvtNHv11Vc9sOfMmdPuvPPOUBjS9wo+2o+C2MqVK23UqFEJHpO2pX3ff//99vrrr1vDhg3t7rvv9hAY0EUEncPHHnvM5s6dayeeeGLoOI8cORIKZnr99OnTPVwPGjQoRedW753Og/ajgKoxPfroo/6YjjsIky+88II9//zzVrRoUbv22mv9fAV0YUAXP3RemjdvHtF+e/XqZUuXLrXhw4f7Ps866yz/3CmA6sKB9nvuuefaK6+8YuPGjbNvvvnGL2jouAP6fXD8/fv39zHqs6k2/OCCisK1tqvwrjCu0LxgwQLfrjol9LrggsKzzz7rn9tu3br5djp06OCPr1ixwj8Tp59+um8r0vUBtA1dvNAFovnz5/sFCH2GI/lv7fvvv/fx1atXL07APnr0qB9v8N8bAAAAgEzcIq4/+lX1UygtUKCA/04VSoUPVWv1h71Cg56nwPf+++976FHYVYVbYUvPVeAShcMvv/zyX41JoeKhhx6yggUL2tlnn+3bvPTSS61169b+uKrnWtBK1ebixYv771QZDcJv2bJlPaCpOtmsWbPQdlW5VrATVZMVoBTgA/qd9rNo0SI/boVyHVfJkiUtd+7cNmzYMPv55599fAqcCmpnnHGGP64vhfTwQBhQpXzx4sX+uAKUKPz98MMP/juFbfn777/9uM8//3z/+aabbrIePXr4cebNm9crujpe7UvHofGmdM7xSSed5OdT7+V5553nYVsBu1+/fvbWW2/Zn3/+6Y+fcML/fSz1mKrxCqgasxQuXNhDaaR0zhSuVYHW+yRDhgzxseiYVMFVtV8XH0QXUJ544gmv8msee926dUPvsT6rouPXBQB91vS5CKYZaGz6HOfKlcu3p4soAb1WHQs6Z3rv9fnQ71TlFoV8dRqoKq7taRv58+f3QBwJjUefN/23JLfccot9/fXX/j5H8t+a3nddsNHnVJ8vXdz55JNP/GJOUhcygup9QnTRhnUAAAAAkJ1kaMBWkFAIUTVtzZo1HiqDQKAgqQqbArYCov7ID6qvCr+qXIsqxwEFQbXH/hsnn3yybz+gkFOqVKnQz/ny5fN/w1ub1TIcTmOKvwJ0mTJlQt/rWLVKdPjYgwq9ArGo0q1Q/dJLL9kll1xil19+uZ8DVbIVhvS92oA117p27doentUeHF/QVq7253CqxipIhlO4DBQqVCgUvBWsFWrVZv3kk0/6hQAFT13oSAm9NwrX4edJ21fHgM6JKsoaV2LnRFT1Twm1RYtatcM/J2oDDx7X+QunqQk6fp27IGCHnxvR4xp7QvT+KGxPnjzZA/7GjRtDn2tdBFGw14ULtfeHUwBPLR2HKubhdH6D/Sb335pcccUV/vlXBVwBXZ0MCtA6FgAAAACZPGArZKgtWn/8a96pqoSarxqEGoVbhWy12eoxzWFVaBFV+MLDQVpRtTg+hdqkBBXXgMYU/zVBMA8eV0jV/PH4gmCrSqOOXXOtVUlUsH3qqae8hfeUU07xubGqMKs6+/HHH3sVWCFaldFIqPU7/ri1OFpCz5O+fft6QAvGo7Ct6qfGk9DrIjm3wXun91Lfq2NAxxifPgcJncdIxD/GSBco0+/Dx5vUuYnvs88+8xZzXfTQe9KiRQuvIOv9Suwzlhbi/7cQvp/k/lsL3gdV5PXfm+apawqBWuOTootfqaluAwAAANEoQ+dgq5q2e/dumzVrlremqgIbLMwUhBe1rapaHQRLBVNRW2+OHDm8DTagqvJ333133I8j/u2U1DpcsWLFRJ+v+b6qyqp9VhVZfalKqIq1KpFqI1blXhVStYurbVrVe4UkhTe1oOu5akfXnFtddNDPmr8bv21b50nCFywL5pqfc845ER2fqrC6GKDqplrkFfYVrnUMQRU0EnpvwtvYtbiYKtoK1moZ17xuXWAIzola4HUhQfPLUyuoPIe/R2rDVshUO77OT/xzo2PSnPj4VevE6HMYTm3n6moIFs1ThVzt0sHnWseoroD4nxu1bGueeGqoah5/ekT49iP5by34702fQbWca5xBWz0AAACATB6wNRdVlT0FHYUrzXnVglzhLdhaUVpBVKFO82KDyrDmwapFWZVUVVTXr1/vq4hv27btmMCT3rSwmhaU0orXCp7vvvtukvOEVQnWgmyqCivM6Ust4QpECpoK22ox1xxtLUCl+eZamEoVSa30rBZ2tY4reKv9WIFIi52pDV0Lg4VTSLzyyit9frW2qXZsLYqmymOk9//WNnWMWrxNoVrbUPuwxqmQHymtjK1xaBta8EzvqSqlCtktW7b07Slk6gKCnqNF1lShDy4SpIbC+1VXXeX71QUIjV3zo9V6rtZ7zTVXK7g+R9qn5nzrfdEFEq10Homgwq73Qe+rPq/api5iaJVxLcgWVIKDz7VasNVtoHZstWvPnDnT35Og6qt50vo8/f777xGNQdvT506fP71OATl8pfhI/lsLzpcWSNPCffrvLegUAQAAAJDJW8TVAq2qpm7XpIqhFtDSok8KGgqbwe242rRp4wEl/mrGCkVajVoLYKkKp1ZczTtNrxbcxGh8Cjc6DoVcLQAW3nobny4OaBVqVWd1jAoxCjUKWcGCWboFlVZ4VgVUwUgVSlWqg/ngqo4qKCto66KDKvt6TULt7JprrS9dgNBCYgrxen1Cc7YTC9jatsarVb1Vhdac5ueeey7OfPXk6DUan1ZlV3VUi27dfvvt/ph+1jnRSujBCt4XXHCBV4MjrSQnRtV9bVcrpytMau6zFj3TudaXQqneM7VH63g0z1+3TYv0c6Tzo8qv9qELHrpIoGCsOfKiTgGNQW38+lzreHRhQYua6XOtzgR9brSquEJ/sOiZ3n/N1Vf3QnLUjq73R++rtqlzrQsowSr8kf63JvrvTNVwfa4BAAAARC5HbGITSTM5VSA1J1vBMjzk6b7CqoYG813Tm1qNFUSCVa6RMFWjVcFWZRWZm0K65vWrnfzfCKrxNVv2sQ0x/7uvOAAAyJ7KlCxqw+7+3112gKwi+Ls2qfWHMkUF+9/QolNq+1XFT3NKVQXW/YPV/qpqHYCU0Vx0tdCrk0JrAAAAAABImSwbsDXPWi3Tmoes1ZHVUqx5s0FLsQKC5gknZeLEiaF7aCN1NPdbredJ0Tzn9KAWbM2ZTsprr73m84qzKi0El9xceXVtqPX739L93dWmr3b3lN6CDQAAAEAWbhFPzh9//OELTiVFKzmH35cZKbd///5kF+I66aSTjll8LS389ttvPo85KVqJ/HjPyU/rqRBauC8pWhBNK+xnNrSIAwCAcLSII6vKFi3iyQkWsEL6UrjTV0Y47bTTLNrlzZvXb1mWlZUsXjijhwAAADIB/iZAdhC1ARtA5tCjY+2MHgIAAMgkjh6NtZw5j+8tdYFscx9sAAAAANkH4RrRjoANAAAAAEAaIGADAAAAAJAGCNgAAABABs9LBhAdWOQMQLqaOGu5xWzfw1kGACCRlbVZEBSIHgRsAOlK4XpDzC7OMgAAAKIeLeIAAAAAAKQBAjYAAAAAAGmAgA1kAR988IGtX78+XfexefNmK1++vH366af+84ABA6xz587puk8AAAAgmhCwgUwuJibGbrvtNtu5c2dGDwUAAABAEgjYQCYXG8utOwAAAICsgIANZBL79++3hx9+2OrUqWNVq1a166+/3r799ltr0KCBP96lSxcbP368t3BXrFjRJk+ebDVr1rS2bdva0aNHk93+4cOHbeTIkVa/fn2rVKmSXXLJJXb33XfbH3/8cRyODgAAAIh+3KYLyCR69eplGzZssOHDh1upUqXs6aeftptuuslmz55t7dq183Bdu3ZtD91HjhyxJUuW2H//+187ePCg5cyZ/LWyUaNG+VzuESNGWMmSJW3t2rU2cOBAe+qpp2zw4MGpGnMQ/hOydetWK1GiRKq2CwAAAGRFBGwgE/j5559t6dKlNnXqVK9gy5AhQ+ykk07yLylcuLAVKFAg9JquXbtamTJlIt5H5cqVrUmTJnbxxRf7zwrZl112ma1bty7NjwcAAADIjgjYQCYQhNyLLroo9Lu8efN6hVmreyckJeFaWrVqZR9//LE9/vjjXilXqP/ll19CgTs1Fi9enKrqNgAAABCNmIMNZAInnJDya10K4CnxwAMP2D333GN///23z8MePXq0XX311SneLwAAAICEUcEGMoFy5cr5v6tXr7ZatWr59//8849dddVVdtddd/3r7e/atcvna48ZM8aaNWsW+r2q2Pnz5//X2wcAAABABRvIFM4++2wP0w899JCtWLHCW7fvv/9+O3TokF1++eWhNvK9e/emavsFCxa0QoUKeUv3xo0bfYEzbf+7777z1cUBAAAA/Hu0iAOZxLBhw6xGjRp+6yzdekurcGvRs1NOOcWuueYaXwV83Lhxqdp27ty5/bUK6S1atLBu3br56uO9e/e29evX+/cAAAAA/p0csbGxsf9yGwCQ6CJnNVv2sQ0xuzhDAAAkoEzJojbs7v9N3wKQef+uTWqB3wAVbAAAAAAA0gCLnAFZ3JtvvmmDBw9O8jk33XST9ezZ87iNCQAAAMiOCNhAFle3bl2bN29eks856aSTLKOULF44w/YNAEBmx/9PAtGFgA1kcQUKFPCvzKpHx9oZPQQAADK1o0djLWfOHBk9DABpgDnYAAAAQAYiXAPRg4ANAAAAAEAaIGADAAAAAJAGCNgAAAAAAKQBAjYAAACiasEwAMgorCIOIF1NnLXcYrbv4SwDAI7LLa+4ewWAjETABpCuFK43xOziLAMAACDq0SIOAAAAAEAaIGADAAAAAJAGCNjAcbBr1y6bPXt26OfOnTvbgAEDMs25//HHH+3DDz/M6GEAAAAAWRoBGzgORo0aZa+//nro5/Hjx9vgwYMzzbm/9dZbbfXq1Rk9DAAAACBLY5Ez4DiIjY17y5AiRYpw3gEAAIAoQwUbiNC6deu80lujRg2rVKmSNWjQwKZNmxZ6/KOPPrL27dtblSpV7IorrrAxY8bYkSNHvBV87ty59tlnn1n58uXjtIjv37/fqlatai+99FKcfU2YMMHq1atnR48e9XA+ZcoU35+23apVqzjV8EhoGzNmzLDGjRvbhRdeaFdffbUtXLjQH6tfv77FxMT4PjUu0TiffPJJu/LKK61OnTq2YcMGPicAAABAMqhgAxE4ePCgde3a1WrXrm0vv/yy5cqVy+dUjxw50mrVqmV//fWX3XLLLXbTTTfZsGHDPLD269fPTjjhBG8F1+Pbtm3z1vBwBQoUsCZNmnjYve6660K/X7BggQfpnDlz2hNPPOGPP/DAA1a2bFlbuXKlDRkyxPbu3WudOnWK6P179tlnbeLEiT6WmjVr2pIlS6x///52yimn2Jw5c6xNmzbWrFkzv4AQUOhXsNdFgjJlyiS4XYX+xGzdutVKlCgR0fgAAACAaEDABiIM2F26dPFAq1AsPXv29OC6du1aW7p0qVeXFVqlXLlyNnToUNu5c6cVKlTI8uXLZ7lz57ZTTz31mG0r3GrbCuUlS5a0VatWecW4bdu2duDAAZs+fbqHbFW0pVSpUv7cqVOnRhSwg+q19tGuXTv/nSrVCv3//POPFStWzC8Y5M+fP07rugJ+5cqV+XwAAAAAESJgAxFQCFWFWZXkNWvW2KZNm+yHH37wx9TGrfZxVbfDqR07Emo5P/PMM33bqiCr/btatWpWunRpD9uHDh2yPn36eDU7oGB8+PBhD8kK78mtYL5jxw6/ABCue/fuSb5O+0/O4sWLE30sqeo2AAAAEI0I2EAEFFA1v1pBW3OWNS9Z1d26dev+339IJ6T+P6UcOXJY69atvS28W7du9tZbb1mvXr3iLI42duxYbw+PL0+ePMluX5Xz1EguuAMAAACIi0XOgAiourx7926bNWuW3XHHHdaoUSPbs2dPKASrJTz+ba7Ulh20ZCtEJ0Vt4uvXr/f53Vr4rGnTpv57hWqF9y1btnhFOfjSHGq1iIdXtROjFvXixYsfMz61uA8fPpz3HwAAAEgjBGwgAqeffrrPw160aJGH3WXLllnv3r39MbVqq/L89ddf27hx43z+tALwpEmTQvOmNb95+/bt9uuvvya4fc291uJjo0ePtoYNG1rBggVD4bhDhw6+3fnz5/vrtSjZY4895qE5UlqATYFf21B7+8yZM729O2jj1rxyjfv333/n8wAAAACkEi3iQAS00vd3331nI0aMsH379nkgVnVaIVWV4Y4dO/oq3bq1lVbeVvjVomK33367v14t4O+++641b97c3nnnnQT3oUXNVqxY4f+GGzhwoBUtWtRDtkK6VuZW9VmhPlLXX3+9z9fWNtTurlXBdRuxSy65JLTomVZE//HHH1N8CzAAAAAA/ydHbDDJEwDSUFAdr9myj22I2cW5BQCkuzIli9qwu5txpgGky9+1SS3wG6BFHAAAAACANECLOJCFqR1dc72TMmjQoNBiawAAAADSDwEbyMKuvfZau+qqq5J8zsknn2wZqWTxwhm6fwBA9sH/5wDIaARsIAsrXLiwf2VmPTrWzughAACykaNHYy1nzqRvjwkA6YU52AAAAIgahGsAGYmADQAAAABAGiBgAwAAAACQBgjYAAAAAACkAQI2AAAAsvSiZgCQWbCKOIB0NXHWcovZvoezDABIl9tycbcKAJkJARtAulK43hCzi7MMAACAqEeLOAAAAAAAaYCADQAAAABAGiBgI+qNHz/e6tevH7X7Sy+xsbE2d+5c27lzZ0YPBQAAAMgSCNiIel27drU5c+ZE7f7Sy8qVK23AgAF28ODBjB4KAAAAkCWwyBmiXoECBfwrWveXnhVsAAAAAJGjgo10V758eXvxxRft2muvtcqVK1uLFi1s8eLFocePHj1qzzzzjDVu3NgqVapk1apVs27dutmmTZtCz1myZIm1bdvWqlSpYrVq1fLK6p49/7v109SpU61hw4b+erVnT5w4MRQQw1u2O3fubL169TqmUqsxbty40X/+4IMPfF8XXnihNWrUyMaOHWuHDx+O+HjD97d582bf9htvvGGtW7f249e2f/rpJx/jZZddZpdccok99NBDccbbsWNHf7xmzZp28cUX28CBA23fvn0pOu/JHYfGpUr7jTfe6M+pU6eOTZgwwR/79NNPrUuXLv59gwYN7LXXXkvRvgEAAIDsiICN4+Lxxx+3Vq1a2fz5861u3bp255132pdffumPzZw50wOyQvPbb7/twXLDhg02YsQIf/yPP/7w519zzTX25ptveghUKB41apQ//v7773tAV0h95513rG/fvvbUU0/Z66+/fsw4FDgVPMPDqp6nUF+6dGlbunSpB3BdDFi4cKE9+OCD9tZbb1m/fv3+1fGPGTPGBg0aZLNnz7Y///zTA7SO8fnnn7d77rnHXnrpJR9XYPXq1bZs2TKbNm2anw8db/wLA0mJ9DhGjhxpbdq08QsA119/vYd77atq1ar+vWjMzZo1S3A/Ct+JfW3dujXV5wsAAADIigjYOC4UbDt16mRly5b1AKxK7gsvvOCPlSpVyoPelVdeaSVLlvQKdZMmTWzdunX++G+//eaV1zPOOMMfr169uj399NNejRZVuvPkyeOP6TkKg9OnT7caNWocMw5VyXPmzGnvvfee/6ztKtRrfKLtKpR26NDBx6WqroL7okWLvBr9b+Zlq1JdoUIFryYfOHDAhg4dauXKlfOwffLJJ9uPP/4Yen6OHDm84nzBBRd4FfuBBx6wjz76yH7++eeI9hfpcaiqrgsfZ511lt1222120kkn+YUPnc/ChQv7c4oVK2b58uVL9bEDAAAA2QVzsHFcKCSGU4V0+fLl/r3aqb/55hsbN26c/fLLL/61fv16O+200/zx888/35o3b+4B8NRTT7XatWtbvXr1PKhKy5Yt7dVXX/XwfM4553jbtb5X2I4vf/78Ht4XLFjg4VKt5wrZTZs29cfXrFljq1atirNIWdC6rbbuM888M1XHr+p4+BhOOeUUO/HEE0O/U4ANb98uU6ZM6PhFFXbRRQddpEhOpMehgB+uUKFC9vfff0d8XOGt/vGpig0AAABkJwRsHJ8P2glxP2pHjhzxSrJMnjzZ26DVqqzqteYEK7ipbTkwevRo69Gjh7c+f/zxx97qrEr2jBkzvMKq1vOvvvrKQ7taq9V2ftddd3lreXyqVt9www32+++/e9DW3O2CBQuG5oNr/rfGEp/CfVodf3DsicmdO/cx50ty5coV0f4iPQ5VquNjcTMAAAAgdWgRx3GhOcXhFIbV/hy0Mys8DxkyxNq3b28XXXSRz08Ogp6q28OGDfPKrcK3Arl+XrFihd+jWXOoZ82a5YG7Z8+e9sorr1i7du18vnZCtGiY2skVyj/88MNQe7ice+65XkFXxTn42rZtm8/33r9/vx0vGsPevXvjnC+pWLFiRK9Pi+NQmzoAAACAyFHBxnGhSrMCslb5VgBeu3atPfroo/5YiRIlvPKsVnFVdhV8tViZ2qhF1WUtAqaqruYVHzp0yMOz2qiLFi3qP2sOt26NpfCsIKmFuvR9YsFR7eGqmqv6femll4Ye6969uy8OpoXUrr76at/W4MGDvaX631SwU0pztPv37+8LoKnSrvnamluuCwORSIvjUCu7/PDDD36eo+HWYwAAAEB6ImDjuNBiW1p4THOItdCXVg3Xv6KqqgKkVglXiNOtuLQglyraW7Zs8XnCWtFaYVFBWyFcoXjKlCn+varVu3fvtkmTJvnK1VqcS3OwtZhaYtQ6re1pobTwdm3Nz9aK31qVXJX1IkWKePBPalvpQRcdNPdcC8OpLVy3NkvJGNLiOM477zxf8V1BvXfv3r5QGwAAAIDE5YhlwiXSme63PHz48Dit2EicLibMnTvXbz+WlQWLnNVs2cc2xOzK6OEAAKJQmZJFbdjdCd9KEgDS+u/apBb4DTAHGwAAAACANECLOBAhLTSWXJu0WtNHjBgR1WMAAAAAkDBaxIEIaTE1LRaWFM0hDxZni9YxpLSVpm23oRazfU9GDwcAEIVKFi9sPTrWzuhhAIhyDVLQIk4FG4hQ3rx5/XZX2X0MKcUfPgCA9HT0aKzlzMmtJQFkDszBBgAAQJZFuAaQmRCwAQAAAABIAwRsAAAAAADSAAEbAAAAAIA0QMAGAABApl7EDACyClYRB5CuJs5azm26AACpwm24AGQ1BGwA6Ur3wN4Qs4uzDAAAgKhHizgAAAAAAGmAgI00MX78eKtfv37U7i8hsbGxNnfuXNu5c6dFqw8++MDWr1+f0cMAAAAAsgQCNtJE165dbc6cOVG7v4SsXLnSBgwYYAcPHrRoFBMTY7fddltUX0AAAAAA0hJzsJEmChQo4F/Rur/EKtjRLNqPDwAAAEhrVLCjRPny5e3FF1+0a6+91ipXrmwtWrSwxYsXhx4/evSoPfPMM9a4cWOrVKmSVatWzbp162abNm0KPWfJkiXWtm1bq1KlitWqVcurs3v27Ak9PnXqVGvYsKG/Xu3ZEydODIWw8Jbtzp07W69evY6p9mqMGzduDLUea18XXnihNWrUyMaOHWuHDx+O+HjD97d582bf9htvvGGtW7f249e2f/rpJx/jZZddZpdccok99NBDccbbsWNHf7xmzZp28cUX28CBA23fvn0R7f/TTz+1Ll26+PcNGjSw1157zb90LI888ohVr17d7rjjDn/8vffes3bt2tlFF10UGttHH30U2pbO1+OPP26DBg3ycei96dOnT5yxJHfukzuW3bt3+/HXrVvXz3mHDh38GMLP5/XXX2/33HOP71+Vax2X6Dj1OAAAAICkEbCjiEJaq1atbP78+R6k7rzzTvvyyy/9sZkzZ3pIU2h+++23PYxt2LDBRowY4Y//8ccf/vxrrrnG3nzzTZswYYKH4lGjRvnj77//vgd0hbR33nnH+vbta0899ZS9/vrrx4xDAVIBOjzg6XkKbqVLl7alS5d6ANfFgIULF9qDDz5ob731lvXr1+9fHf+YMWM8pM6ePdv+/PNPD506xueff96D40svveTjCqxevdqWLVtm06ZN8/Oh441/YSAxVatWDYVO7a9Zs2b+vS5YbN++3ebNm+f7/Pbbb+2uu+6yq6++2hYsWGCvvPKKFStWzPr37x/ngsL06dPtlFNO8bb3xx57zC+O6HeRnvukjuXIkSPeUv/555/7tnUh4LzzzrObb77ZVq1aFdqGXqMx6POj8em4RMep1wMAAABIGi3iUUTBtlOnTv69Qthnn31mL7zwggfbUqVK2ciRI+3KK6/0x0uWLGlNmjSxRYsW+c+//fabB74zzjjDH9PX008/7eEsCI558uTx3+s5+ipevLj/G5+q5EOHDvXKrSrK2q5CfRCgtV2Fa1VRRWNTeLzhhhu8Gn3mmWem6vgVAlWpFlWSFaw1jhNPPNHKlSvnQfHHH38MVb5z5MjhlfPTTjvNf37ggQese/fu9vPPP1vZsmWT3JfOReHChf17BeZ8+fKFHlPl+qyzzvLvv//+e7v//vvtuuuuCz2uirD2o7nNJUqU8N+dc8451rt3b/++TJkyVrt2bfvqq68iPvdJHcuvv/5q3333nQd8BWvR+VYo10WXcePGhbbTs2dPK1SokH+v90J0nIm14wdV7oRs3bo1dHwAAABAdkDAjiJqD45fZV2+fLl/r1D5zTffeJj65Zdf/EurQweB7Pzzz7fmzZt7a/Cpp57qAa9evXoeVKVly5b26quvenhWGFTbtb5PKGDnz5/fw7sCnQK2Ws8Vsps2beqPr1mzxiun4YuUBe3OautObcBWdTx8DKrGKlwHFILDq8YKssHxiy5EyLp165IN2EnRdgM6rwqokydP9rCrFvkffvjBHwsuXkj8/Snkqgof6blP6lgUsLW9IFwHgVyt5Kp6B04++eRQuAYAAACQcgTsKHLCCXHfTgW4nDn/bxaAAp5ah9u0aePzq2+88UZvQ9a85cDo0aOtR48e3sL98ccfe8VZc4lnzJjhVVq1DquqqtCuYKa2c7U/q7U8oWq6KtK///67B23NHy5YsGBoPrjmf2ss8Sncp9XxB8eemNy5c8f5OQi8uXLlsn8jvJqtLgK1Yutihc6l5sZr1XGd53CqUCcmknOf1LEktliZfh9+zsLHHanwef4pqW4DAAAA0Yg52FFELb/hFMguuOCCUFu2Qt2QIUOsffv2vuCW5icH4UvV7WHDhnklVeFbgVw/r1ixwluZNd931qxZHhLVRqy5xFq4S/O1E6LqqFqaFQw//PBDD9yBc8891yvoqjgHX9u2bfP53vv377fjRWPYu3dv6OegJbtixYoRvV5V4ORoTrQ6C9ServOqzgC1Tqdkle5Izn1Sx6IF4PSYqtkB7fuLL77wivi/OT4AAAAA/0MFO4qo0qyArJWmFcLWrl1rjz76qD+mubCqfqpVXJVdBV8tmKU2alF1WYuAqRKq+dGHDh3yAKfW46JFi/rPmsOtubgKzwrEWhRL3ycWztQerqq5KrCXXnpp6DHNDdYCXFpITYt/aVuDBw/21vB/U8FOqQMHDvhiXlqMTJV2zdfWYmW6MBAJtaGLWr51jhKi86656Fpg7PTTT/eVu4M5z5Gumh7JuU/qWLRftaprZXLNB1cruObmK3Brgbnkjk/PU1CnfRwAAABIGgE7imjRMK08rUBUoUIFX8BK/4qqwwpdWiVcQU234tJCV6pob9myJbQImEKvgrZCuELxlClT/HtVTHWrp0mTJnkFVvOKNQ9Yi6klRi3g2p5uQxXerq352VrxWytjq7JepEgRD/5JbSs9KPwqeGphOLVSq307JWPQnGat1q6LBVqgTMcRnyrOCrya2y6qGKszQO336jjQeU9OJOc+qWPRz6qkK6SrpVzBXhdh9FlRJ0NidNFAnxd9djR3/L777ov43AAAAADZUY7YSPtUkampDXj48OFxWrGROF1MmDt3rt8CK6vLrMcSzMGu2bKPbYjZldHDAQBkQWVKFrVhd//frTABIKP/rk1q/aEAc7ABAAAAAEgDtIgjU9HiXLqfdVLUHj1ixIioHgMAAACArIcWcWQqWtBLi3glRXPIg8XZonUM0YAWcQDAv0WLOICs1iJOBRuZSt68ef22Xdl9DNGkZPHCGT0EAEAWxf+HAMhqCNgA0lWPjrU5wwCAVDt6NNZy5szBGQSQJbDIGQAAADItwjWArISADQAAAABAGiBgAwAAAACQBgjYAAAAAACkAQI2AAAAMuXiZgCQ1bCKOIB0NXHWcovZvoezDABI0e25uAsFgKyIgA0gXSlcb4jZxVkGAABA1KNFHAAAAACANEDABgAAAAAgDRCwAQAAAABIAwRsAAAAAADSAAEbiBLr1q2zW2+91WrUqGGVKlWyBg0a2LRp00KPL1iwwJo2bWqVK1e2du3a2cyZM618+fKhx/fu3Wv333+/XXrppVa9enXr0qWLrV69OoOOBgAAAMh6WEUciAIHDx60rl27Wu3ate3ll1+2XLly2ezZs23kyJFWq1Yt27Ztm917773Wp08fq1+/vq1YscKGDx8een1sbKx1797d8uXLZ88884wVLFjQ5s+fbx07drRXXnnFKlasmKHHBwAAAGQFBGwgSgK2Ks6dOnWyAgUK+O969uxpzz77rK1du9bmzJljTZo0sZtvvtkfO/vss23Dhg02ffp0/1mB++uvv/Z/ixQp4r/r3bu3ffnll17pHjFiRIL7VZU8MVu3brUSJUqkw9ECAAAAmRMBG4gCxYoVs+uuu84WLlxoa9assU2bNtkPP/zgjx09etS+++47u+qqq+K8Rq3kQcDW46piX3nllXGec/jwYTt06NBxPBIAAAAg6yJgA1Fgx44d1r59ew/aagGvU6eOz7WuW7euP37CCSd40E6MHlNb+GuvvXbMY3ny5En0dYsXL070saSq2wAAAEA0ImADUUCV6927d9vbb79tuXPn9t+pNVxUma5QoYJ98803cV7z1Vdfhb4/77zzbN++ffb333/bOeecE/r9fffd56+9/vrrj9uxAAAAAFkVq4gDUeD000/3ediLFi2yLVu22LJly3wOddDmrQXM9Nhzzz3nc69fffVVe+GFF0Kvv/zyy+3888+3e+65x+dhb9y40RdBU0W7XLlyGXhkAAAAQNZBBRuIAlrATPOotRiZKtElS5b0W3GphVu32tJq4EOHDvUVwkePHu238dLvgpCtVcd1S6/HHnvMevXq5WFdwXrChAm+CjkAAACA5BGwgSiQI0cO69u3r3+Fu+mmm/zfzz77zO9t/d5774Uee/rpp73yHdD87fBbdwEAAABIGVrEgWxALeO6RZfav9VCrsr2jBkzrFWrVhk9NAAAACBqUMEGsoE777zTDhw4YP3797c//vjD70994403Wrdu3TJ6aAAAAEDUIGAD2YButaUVwfV1vJUsXvi47xMAkLXx/x0AsioCNoB01aNjbc4wACDFjh6NtZw5c3DmAGQpzMEGAABApkO4BpAVEbABAAAAAEgDBGwAAAAAANIAARsAAAAAgDRAwAYAAIjihcIAAMcPq4gDSFcTZy23mO17OMsAkAG3uuJODgBwfBGwAaQrhesNMbs4ywAAAIh6tIgDAAAAAJAGCNgAAAAAAKQBAjaynPHjx1v9+vWjdn/pNYbY2FibO3eu7dy5M+LXaJ/aNwAAAIDkEbCR5XTt2tXmzJkTtftLLytXrrQBAwbYwYMHM3ooAAAAQFRikTNkOQUKFPCvaN1felEFGwAAAED6oYKNFCtfvry9+OKLdu2111rlypWtRYsWtnjx4tDjR48etWeeecYaN25slSpVsmrVqlm3bt1s06ZNoecsWbLE2rZta1WqVLFatWp5ZXXPnv/dymnq1KnWsGFDf73alCdOnBgKiOHt0p07d7ZevXodU6nVGDdu3Og/f/DBB76vCy+80Bo1amRjx461w4cPR3y84fvbvHmzb/uNN96w1q1b+/Fr2z/99JOP8bLLLrNLLrnEHnrooTjj7dixoz9es2ZNu/jii23gwIG2b9++FJ/7yZMn2xVXXOHHomPfsGFD6LHdu3f7fuvWreuPd+jQwT799FN/TP926dLFv2/QoIG99tpr/v2XX35pnTp18ufXq1fPX5+acQEAAAAgYCOVHn/8cWvVqpXNnz/fA92dd97pYU1mzpzpAVmh+e233/ZgqSA4YsQIf/yPP/7w519zzTX25ptv2oQJEzwUjxo1yh9///33PaAr7L3zzjvWt29fe+qpp+z1118/ZhwKtwrQ4aFQz1OoL126tC1dutQDuC4GLFy40B588EF76623rF+/fv/qvR8zZowNGjTIZs+ebX/++acHaB3j888/b/fcc4+99NJLPq7A6tWrbdmyZTZt2jQ/Hzre+BcGkhMTE+PnWCH7hRdesB07dtjgwYP9sSNHjngr++eff26PPfaYB+jzzjvPbr75Zlu1apVVrVo1NJdaY27WrJn98MMPdtNNN9nll1/u50zv6XfffefbibTarbCe2NfWrVtTdHwAAABAVkcFG6miYKvKZ9myZT0Aq5Kr0CelSpWykSNH2pVXXmklS5b0CnWTJk1s3bp1/vhvv/3mFeQzzjjDH69evbo9/fTTXpEVVbrz5Mnjj+k5CoPTp0+3GjVqHDMOVclz5sxp7733nv+s7SrUa3yi7Spcq5qrcdWpU8eD+6JFi7wanVoKoapUV6hQwaviBw4csKFDh1q5cuU8bJ988sn2448/hp6fI0cOr5xfcMEFXsV+4IEH7KOPPrKff/454n3mzp3bQ7D2GVSov/32W39M4V3hePTo0T6uc845x4/z3HPP9YsdOp+FCxf25xYrVszy5cvnv69du7bddtttVqZMGa+s6/XffPONffbZZ6k+NwAAAEB2xRxspIpCYjhVSJcvX+7fq51aIW3cuHH2yy+/+Nf69evttNNO88fPP/98a968uQe7U0891UOe2pMVVKVly5b26quvenhWUFTbtb5X2I4vf/78Ht4XLFjgLdtqPVfIbtq0qT++Zs0ar+CGL1IWVGfV1n3mmWem6vhVHQ8fwymnnGInnnhi6HcKsOFt6AqwwfGLKuyiiw66SBEJhfaCBQuGfj7ppJPsr7/+Cm2nUKFCXrUOD/UKzQrfCdG5URu93rv4dG7iv8cJCZ8aEJ+q2AAAAEB2QsBG6j44J8T96KhFWZVkUQuz2qDbtGnj1esbb7zRg5jmLQdUKe3Ro4e3cH/88cfesq1K9owZM7zCqtbzr776ykO7AqLazu+66y5vLY9P1eobbrjBfv/9dw/amrsdBFHNB9f8b40lPoX7tDr+4NiTqj7HP1+SK1euiPeZ1HMTa+nW7+OPNaBzo/nzutARn94DAAAAAClDizhSRXOKwykMq/05aMtWeB4yZIi1b9/eLrroIp+fHIRAVbeHDRvmlVuFbwVy/bxixQq/R7PmA8+aNcsDd8+ePe2VV16xdu3a+XzthKhKq3ZyhfIPP/ww1B4uapFWBV0V5+Br27ZtPt97//79x+3d1xj27t0b53xJxYoV02T7WnhN2w/a8EXn+4svvvAugKCiHU7nRp0F4efmn3/+seHDhzN/GgAAAEgFAjZSRZVmVYsVHDXfeu3atV5FlhIlSnjlWeFNc4y1IJgWKwtaplVd1iJgWoxLLcoKhQrPaqMuWrSoHTp0yLc5b948nyethbu0KFhCrcxBcFR7uKrmqrxeeumloce6d+/uc7K1kJrG+sknn/gK3gqj/6aCnVKao92/f38/VlXsNV9bc8t1YSAtaG65Wu/79Onj86fV4q19aH/B+6JWdtHiZrq4oHnkahPXXG09X6Ffr9fFEL0XAAAAAFKGFnGkihbY0sJjCnBadEsLZulfUXVY4U6rhOv+0boVl0KcKtpbtmzxhcC0orVCr4K22qsViqdMmeLfq1qtW05NmjTJK6lanEtzsLWYWmLUAq7taaG08HZtzc9WwNeq5KqsFylSxOeIJ7Wt9KCLDgrAWhhOrd5qzU7LMWibWqFcFybURq+LGbrFmd4jdRCI5mdrxXetXt67d28P2M8++6zPldf5UwBXS/+9997ri6IBAAAASJkcsZHejwcIa0dWG3F4KzYSp4sJc+fO9duPZSfBImc1W/axDTG7Mno4AJDtlClZ1Ibd3SyjhwEAUfN3bVIL/AZoEQcAAAAAIA3QIo5sS3OO1SadFLWmjxgxIqrHAAAAACBt0CKObEuLqWlF8aRoDrnucR3NY0jvVpq23YZazPY9GT0cAMh2ShYvbD061s7oYQBAtmoRp4KNbCtv3rx+a6rsPob0xh93AJBxjh6NtZw5496mEQCQfpiDDQAAEKUI1wBwfBGwAQAAAABIAwRsAAAAAADSAAEbAAAAAIA0QMAGAACI0gXOAADHF6uIA0hXE2ct5zZdAHCccYsuAMgYBGwA6Ur3wN4Qs4uzDAAAgKhHizgAAAAAAGmAgA0AAAAAQBogYONfGT9+vNWvXz9q95canTt3tgEDBmT0MDLNOAAAAIDsgjnY+Fe6du1qnTp1itr9ZWW6GJErV66MHgYAAACQbRCw8a8UKFDAv6J1f1lZkSJFMnoIAAAAQLZCi3gWV758eXvxxRft2muvtcqVK1uLFi1s8eLFocePHj1qzzzzjDVu3NgqVapk1apVs27dutmmTZtCz1myZIm1bdvWqlSpYrVq1fK24j179oQenzp1qjVs2NBfr/bsiRMnWmxs7DEt22pJ7tWrV5zxrVy50se4ceNG//mDDz7wfV144YXWqFEjGzt2rB0+fDji4w3f3+bNm33bb7zxhrVu3dqPX9v+6aeffIyXXXaZXXLJJfbQQw/FGW/Hjh398Zo1a9rFF19sAwcOtH379kU8hoMHD9rgwYOtdu3avk/t+5133onznP379/t2tf3q1av7OT1w4EDocY3xtttu8zHo8Z49e1pMTEzocZ3LRx991Hr37u3vyxVXXGGTJ08OHcenn37qx6796r256KKL7MYbb/TtJtQi/tprr/n5Dv7Ve6lz9cUXX8Q5rgcffNDHpM+JjrFPnz60mQMAAAARImBHgccff9xatWpl8+fPt7p169qdd95pX375pT82c+ZMD8gKWm+//bYHyw0bNtiIESP88T/++MOff80119ibb75pEyZM8FA8atQof/z999/3gK6QqjDXt29fe+qpp+z1118/ZhwKbArQ4WFVz1NYK126tC1dutQDuC4GLFy40MPcW2+9Zf369ftXxz9mzBgbNGiQzZ492/78808P0DrG559/3u655x576aWXfFyB1atX27Jly2zatGl+PnS88S8MJGXcuHG2du1aD7w6Zwq/2o8Cf0Dnqnjx4h5odS71vClTpvhjCtLt27e3PHny2IwZM3wcO3bssOuvvz7OuZs1a5YVKlTIt6Hta6zBNgJ6H++//37773//ayeccIJ16dLF9u7dm+C4t27dai+//LI99thjNnfuXDvxxBP9cxGE9nvvvdeWL1/u51PP03Z08SIpDRo0SPRL+wMAAACyEwJ2FFCw1bzksmXLegBWVfWFF17wx0qVKmUjR460K6+80kqWLOkV6iZNmti6dev88d9++80ryGeccYY/rmrq008/7dVPUaVbQVCP6TnNmjWz6dOnW40aNY4Zh6rkOXPmtPfee89/1nYV6jU+0XYVrjt06ODjqlOnjgf3RYsWxQmnqZmXrUp1hQoVvDqrSvHQoUOtXLlyHrZPPvlk+/HHH0PPz5Ejh1fOL7jgAq/WPvDAA/bRRx/Zzz//HNH+dE7Upn7WWWf519133+3HVrhw4dBzVKFXKNZxKmyq2v3tt9/6Ywr8+fPn9wsjGrMq1E8++aTt3LnTL5IEzj77bBsyZIgfR5s2bfw90QWTIBAHoVgXVVTN1vZUOU8sFP/9999+vlXtPvfcc+2mm27yY1G4//XXX/290kUPVf7PO+88D+KnnHJKqt4TAAAAIDtiDnYUUEgMV7VqVa9Eitqpv/nmG6+6/vLLL/61fv16O+200/zx888/35o3b+7tyqeeeqoHwXr16nlQlZYtW9qrr77q4fmcc87x8KXvFbbjU2hUeF+wYIG3Tav1XCG7adOm/viaNWts1apVNmfOnNBrgrCo1uYzzzwzVcev6nj4GBQKVZ0N5MuXL04bepkyZULHL6qwiy466CJFcrp37+7nSxcrFKR1ztSar2pz+D7CKXwHLeDaj1q0deEioHOvQB1c+AjeV10MCH9fVcHetWtXnOeEz7mOv434FNYDwXgVvPXeBPsI5M2b148vKeHTEeLThQUAAAAgO6GCHQXUGhzuyJEjXkkWtTGrbVihTIFQFUxVfMONHj3aW7U1N1vPU8v2zTff7I8VK1bMq6qquipYK6yrWq5W8oSoWv3JJ5/Y77//7kFb84MLFiwYmg+ufcybNy/0pW2rnTqhinhqjz849sTkzp37mPMlka64rRCqiweqOqsKruNQZV/HHUhqW+EV6HA6P+Fji39cejz+tpN67xMSHurDxxNsM9gHAAAAgJQjYEcBzSkO99VXX3nwE7Uu9+jRw1uNNe9X7cGanxyEPAXmYcOGeeVWi2QpkOvnFStWeMuy5lBrLnCwENcrr7xi7dq18znFCdGiXmonV3D+8MMPQ+3horZkVdBVcQ6+tm3b5nOU1dp8vGgM4fOUdb6kYsWKEb1ewVqLg6lCe99993lrtVrF9W8k1M6t9yy8qq4LEloILrzCHP991bx6VfnDW9HDn6P59NpG8N6nhMakavnXX38d+p3G991336V4WwAAAEB2RcCOAlooS9ViBUfNt9YCXDfccIM/VqJECW8XV1u45hhrAStVjINwp+qyqtOab6twpvZihWe1OBctWtQOHTrk21SVVvOkP//8c18ULLyVOJxCmtrDtSCXqt+XXnppnNZqhVBVvzVWVXy10rbCrlqkjxfN0e7fv78f68cff+zztVWB1oWBSGi+suYqa/xq+9YxbdmyJdFzEp/mheuCgjoFfvjhB2+b1zxune+rr7469Dyda4V5XRBRW71Wi1cHQDh1JOj90Ha04rfOo9r0U0oXCNTK//DDD/tx6fOiVcR1ASS8TR0AAABA4piDHQW0aJgWHlNg1KJZWjVc/4qqwwqQWiVcC3NpQS2FMlW0FQpVMdWtqxR6FbTVXqxQrLm++l7V6t27d9ukSZN8VWhVT9UqrsXUEqMFubQ9LcoV3q6s4KeAr1XJVVnXnGHNEU9qW+lBFx0091yt7mqN1vzplIxB4VoXHRSQdW4UzPV6reQeCVWhtQidLmoEq4lrHrd+Pumkk0LPU4Vcc9M1D14rkutihMJ5OL1eFws0Dr1vWgQtfP55SihcP/LII3bXXXd5h4POiy4axG+pBwAAAJCwHLGJTQhFlqDW3uHDh8dpxUbidDFBt6jS7ccyM12cUHAPbqcWn+6Drbn1WmQstYvDhVOnglZSV0gP5syLLqYo4GuaQUoFi5zVbNnHNsT8b2E2AED6K1OyqA27uxmnGgDSQPB3bVIL/AaoYAPwKro6G3S7szvuuMMr+2pLV5dDalrOAQAAgOyIgI1MQQuNxV/dPD5VUxOr6EbLGDKK5llrgbugbV2rkWvRt2nTpsVZeA0AAABA4mgRR6agFmUtqJUUzSHXPa6jeQzR2ErTtttQi9m+J6OHAwDZSsniha1Hx9oZPQwAiAq0iCPLyZs3r9+2K7uPIRrxBx4AZIyjR2MtZ07uBAEAxxO36QIAAIhChGsAOP4I2AAAAAAAZHTA3rt3r9+n9/Dhw74oEgAAAAAA2VWqArbuwduuXTu/pU+LFi3sxx9/tD59+kTl6soAAAAAAKRLwP7kk0/s5ptvtnz58lnfvn0tNjbWf1+hQgWbOXOmPffccyndJAAAAFKweBkAIErugz127FhfpnzcuHH2zz//+H1z5bbbbrMDBw7Y7Nmz7aabbkqPsQLIgibOWs5tugAgjXD7LQCIsoD9/fffW48ePfz7HDni3vqhdu3aNmPGjLQbHYAsT/fA3hCzK6OHAQAAAGS+FvFChQrZjh07Enxs69at/jgAAAAAANlNigO22sPHjBljq1evDv1Olext27bZ008/bfXq1UvrMQIAAAAAEH0BW6uFn3zyyXbttdeGwnTv3r2tSZMmHrT1PXC8jR8/3urXrx+1+0sPr732mpUvXz6jhwEAAABEjRyxwTLgKaD7Xs+bN89WrFhhu3fv9rZw3bKrbdu2duKJJ6bPSIEk7N+/3w4dOmTFihWLyv2lh7/++svvZX/qqaemy/bV7SI1W/ZhDjYApJEyJYvasLubcT4B4DgK/q5dvHhx2i9ydv/999t//vMfr2DrC8gMChQo4F/Rur/0oFvt6QsAAABABrWIv/766169A8Kp1fjFF1/0iy6VK1e2Fi1axLnCc/ToUXvmmWescePGVqlSJatWrZp169bNNm3aFHrOkiVLvAuiSpUqVqtWLRswYIDt2bMn9PjUqVOtYcOG/nq1Z0+cODF0H/bwlu3OnTtbr1694oxv5cqVPsaNGzf6zx988IHv68ILL7RGjRr57efUmRGp8P1t3rzZt/3GG29Y69at/fi17Z9++snHeNlll3mHx0MPPRRnvB07dvTHa9asaRdffLENHDjQ9u3bF/EYkjunOn/t2rWL85qYmBi/Z/3HH398TIv4unXr7NZbb7UaNWr49nSlbtq0aRGPBwAAAMjuUhywq1atap9++mn6jAZZ2uOPP26tWrWy+fPnW926de3OO++0L7/80h+bOXOmB2SFvrffftuD5YYNG2zEiBH++B9//OHPv+aaa+zNN9+0CRMmeCgeNWqUP/7+++97mFRIfeedd6xv37721FNP+QWf+BRuFaDDw6qepwBaunRpW7p0qQdwXQxYuHChPfjgg/bWW29Zv379/tXxa/G/QYMG+b3g//zzTw/QOsbnn3/e7rnnHnvppZd8XAEtFLhs2TIPsTofOt74FwaSktw51XlYtWpVnIsYCxYssNNPP90uvfTSONs6ePCgde3a1YoUKWIvv/yynxetqzBy5Ei/NV9iFMIT+9JdBQAAAIDsJMUt4qp46Y/6RYsWeSUsf/78cR7XQmfDhg1LyzEii1Cg69Spk3+vAPzZZ5/ZCy+84MG2VKlSHtauvPJKf7xkyZIe4PQ5kt9++80ryGeccYY/pi+tSn/kyBF/XCExT548/ns9R1/Fixf3f+NTRXfo0KH23nvveUVZ21UADQK0tqtw3aFDB/9ZY1Nwv+GGG7wafeaZZ6bq+BVQVakWVcUVrDUOrUtQrlw5r1r/+OOPocq3/ltR5fy0007znx944AHr3r27/fzzz1a2bNlk95fcOVUl+qyzzvKLC7p4EQRsXQTJmTPnMQG7S5cu/v4Fre89e/a0Z5991tauXWvnn39+qs4JAAAAkJ2kOGC/++67Hmz+/vvvOLfqCig0IHtSq3P8bofly5f79wqV33zzjY0bN85++eUX/1q/fn0oXCrANW/e3G677TZfdKt27dq+Sr2CqrRs2dJeffVVD8/nnHOOt13r+4QCti76KGgqTCpgq/VcIbtp06b++Jo1a7yyO2fOnNBrgtZttXWnNmCrOh4+hlNOOSXOon+a7xzehl6mTJnQ8YsuRASt2pEE7OTOqf5b1PHrPChg67j1+KRJk47ZlhZru+6667xyrefpgsYPP/wQakVPTFILPQSLQQAAAADZRYoDtlp1gQQ/TCfE/Tip+hxUSidPnuwtzG3atPH51TfeeKOHM81bDowePdp69OjhLdyaI6yKc/Xq1W3GjBkeANV6/tVXX3loV2u1WqTvuuuuUHU2fjVdFenff//dA6bmbhcsWDAUGDVXWWOJ79+sqB3/+ONXiePLnTt3nJ+Dan2uXLki2l8k51SPqd1eF8PUeh+0yce3Y8cOa9++vZ9nBfc6der4XHK1+gMAAABIp4ANJEYhLvze0ArDF1xwQagtW+H5lltuCT2uqQZB5ViVWAVDzWFW9VZhUa3NCtk7d+70UK1bSqmFWaFb7cv33Xefh8aEArYWDVPLtEL5hx9+6PsPnHvuuV7tDQ+aWldAgX3IkCHHTHtILxqDjkm3uQvOl1SsWDGi1yd3TkXnQJ0FapHXPHM9PyGqXOuWe3peEPzVGi6puJMfAAAAkC2lOGBrnmZyFFSQ/ajSrHCsFahfeeUVD2iPPvqoP1aiRAkPyQrgquwq+GqxMrVRi6rLWgRM4U7zo3WPaYVntVEXLVrUf9Z8Y80PVnjetm2bLwqm7xMStEerwquqbPiiXprnrMXEVNm9+uqrfVuDBw/21vD0uid0Qg4cOGD9+/f3BdBUadd87WbNmnkojkRy5zS8iq1tq3IftMnHp4XPNA9b87d1AUPzwIcPH+6PpWR1dQAAACA7S/Eq4qpmxf/Sbbs0p1XzOyOZO4ropEXDpk+f7vOlP//8c6+maiE80Wrgf/31l68Sfv311/s8Yy0spur0li1bQouArVixwoOxVuBWq/SUKVM8POp2U2oH1/xhhUQFZLUxq4qdGAVLhcb4i3ppfrZW/NYiaLqdmKrk2pYC9/GkgKy556rK9+7d2+csByuARyK5cxrQXHUJb5OPT+fk5ptv9v3r/GqhQt3vXgulJbTWAgAAAIBj5YhNo/5P3a9YlUEtVBVJlRvRRavLq+Kpuc9Ini4mzJ07N6rXNAgWOavZso9tiNmV0cMBgKhQpmRRG3Z3s4weBgBkKw3+/9+1SS3wm+oKdmIKFy7sc0FVwQQAAAAAILtJ80XO1J4KZFVaaEz3s06KWq5T0sqdFccAAAAA4DgEbC0sFZ9uL6SFojQ/Nlg1GtlLsOJ0VqcVvOfNm5fkc7TQ2r+l+eT6ysgxHC8lixfO6CEAQNTgf1MBIMoCdufOnX2F5vg0lVuLNuk2S0BWlTdv3gTvE53dxpCWenSsndFDAICocvRorOXMeezfYgCALBiwE7oFlwK3VifWQlfhqzUDAAAgbRGuASCKArZu/1O3bl2/N3F8O3bs8NZWrSYOAAAAAEB2kuJy88CBA+3XX39N8LHvv//ennzyybQYFwAAAAAA0VfB1u23fvrpp9Bc6x49eliePHkSXEG8VKlSaT9KAAAAAACiIWDfdtttNnv2bP9+7ty5vspxsWLF4jxHc69POukka9u2bfqMFAAAIBtgETMAiPKAXa1aNf8K3HHHHXbWWWel57gARImJs5ZbzPY9GT0MAMgyt+Hi7gsAkI0WORs+fHiijx04cMA+//xzu+KKK/7tuABECYXrDTG7MnoYAAAAQOZcRfzBBx+0zz77zA4fPpzoYmcAAAAAAGQnKV5FfNiwYfbll19au3bt7Pzzz/fW8a5du/o9sHU/7AkTJqTPSJGp7Nq1KzQvXzp37mwDBgw4bvs/3vtLrGPjxRdftGj1999/2/Tp0zN6GAAAAED0BuyVK1faPffcY/fdd58vaJY3b17r16+fvfrqq1ajRg1bvHhx+owUmcqoUaPs9ddfD/08fvx4Gzx48HHb//HeX0KmTZtmU6dOtWi1cOHCJKeEAAAAAPiXAXv//v1erZayZcvamjVr/PtcuXLZddddZytWrEjpJpEF6XZt4YoUKWKFChU6bvs/3vuL5BxEm2g/PgAAACDDA3bx4sXt999/9+9Lly5te/bssR07doRCj+6Fjaxh3bp1duutt3rnQaVKlaxBgwZelQ189NFH1r59e6tSpYovXDdmzBg7cuSIt2brdm2ahx9cbAlatnUBpmrVqvbSSy/F2ZemDtSrV8+OHj3qwW3KlCm+P227VatWcarhKW0Rf+2116xRo0b28ssv+z60zZ49e9pvv/1mffv29fFo/HPmzInz+kcffdR69+4dOr7JkydHHCpVQdcxxcTE+DnYvHmzj0f71ZQJTZ3QMep4n3nmGWvcuLGfY/2+W7dutmnTptC29HqN7cYbb7QLL7zQ6tSpE2eqxcGDB71aX7t2batcubK1bt3a3nnnnRQdi+5jr9vt1axZ06pXr+7j1NjDt3H//ff71I+LL77YnnrqKRs4cGBofJ9++mmK3h8AAAAgO0pxwK5bt66NHTvWvvrqKytZsqSdfvrpHsr27dvnbeKnnXZa+owUaUqhTUFQF0UUTNUO3KRJExs5cqQvUqf395ZbbvEwpgD7yCOP+PMmTZrkYa9p06YeXJctWxZnuwUKFPDtaHvhFixY4EFa90tXUJ81a5YHOv2+S5cuNmTIkH81n1mL7y1atMiD5ZNPPulTFVq0aGEXXHCBfy4VOrUPzR0PaAyqguv4NO1h4sSJHoojoXOnL33+dQ5KlCjhv3/77bftsssu8302b97cZs6c6W3kCt96TPvYsGGDjRgxIs72dN7btGljb7zxhl1//fUe4DUdQ8aNG2dr1671Y3vzzTf9WDRehfpIjkVBWhdK8uTJYzNmzPD/XnVRTPvRf7cBzanXe6GLI5r+MWjQIP+9jk/vNQAAAIA0XkVcla9vv/3W/+jXAkj6Y17hIVgM6YEHHkjpJpFBAVthqlOnTh6Kg/f22Wef9TC3dOlSr4b279/fHytXrpwNHTrUOxQU5PLly2e5c+e2U0899ZhtKyhq2wp2ugizatUqD5UKbVoYTJ+VJ554wqvNUqpUKX+ugqjGkxr//POPB3aN87zzzrMKFSr4+G666SZ/XP8qQGocRYsW9d+dffbZHrq1OJ9epyqvAnH37t39d0nROcufP79PjQg/B4ULF/YKdUDHpvB85ZVX+s86H7oAoYsB4VSV1gUIUaVZ50KLCaq7QNVu7U/3nj/ppJPs7rvv9t9rX4GkjkWBWWN9/PHHPWSLLkKog2D+/Pmhc65FC3VRIhC04Cf0Hge0jcRs3bo1dOEBAAAAyA5SHLAVThRUtm/f7j+3bNnSzjjjDPv666+9vfWSSy5Jj3EijRUrVsznzKvSrHn0CnE//PCDP6a2ZrWPqyU5nNqcI6Hwd+aZZ/q21YKu9m+1RmtKgcL2oUOHrE+fPl7NDg/Iuu3bX3/95eE9NRRmAwqU4eFOi/FJ+K3l1C4dHqRVpVXVV1VunZ/U0DGGq1+/vn3zzTd+QeqXX37xr/Xr1x/T6aFQHE7hVqt4i0KyQnetWrX8vzG9LwrC4XPQkzoWvZdqTw/CdRCaFcr1WGJjBwAAAJDOATt8LvbevXs9aOuPfv1Br2oesga1CKttWEFSIVDzfjW/V1MA5IQTUv3R8KCniqzav1XNfeutt6xXr17+WDAvWNMMtEhefOEhMKVUsQ4XHuATEv8YdWFB/s3nOP7FAbV1q11bVX0FZM2zVvu6WsGTO+7gXOm/rSVLltjy5cvtk08+sXnz5vkcaXUbaJvJHUti88r1nPBzlpoLG0ndNSCp6jYAAAAQjVI8B1u04JEWQ1K1WpW0H3/80ReTij+vFJmXqsu7d+/2ubt33HGHLxKmBetEgUwV1dWrV8d5jebv6n2X5FqoFShVqdW8bS18pjnbolCtMKg506qYBl8KkGqLTi4Up6X4x6eWbFXew1uvk5LcOZCnn37aevTo4e3buqBx0UUXeZt6SlboVjv3F1984YFVt8fTXG61i+vfSI5Fi5Tp8fDqvRYq3Lhx4zGV85QeHwAAAID/SXGaUQXt5ptv9mqXQnUQFPRHvOZ8PvfccyndJDKAFufSPGzNBVbY1UJWWoVaFMRUeVbbv1qbFQgVgLXAWTBvWi3Y6l749ddfE9y+5hqrbXn06NHWsGFDK1iwoP9ebc0dOnTw7Wr+r16vFbQfe+wx74o4nj7//HMPrzo+jUGLrIXPn06OzoEuSqjtO2jnjk9t6qo862LDzz//7Au8aQXw8LCbHJ2jBx980P/b01x1BWu9Z+ELjyV1LB07dvSLHLpfvaYBqE1f87g13ePqq69O8vhEay6odR8AAABAGgdstfaqkvb888/bDTfcEArYmiOqP+g1PxuZnxba0oUSdR2oujxs2DD7z3/+4/OnVe3Ugldqbf7www99NeyHHnrIFy67/fbb/fVqAVdA12O6HVZCtKiZgp3+DafbP2lbCtnat25jpQXWVOk9nvQ51mJgWkdAlWaNS2E0UldddZXPZdbrg/vBxzdq1CgPp9dcc42v2q05zzqXWixOITkSCtdqBVdA1jx4nTdd3AoWRUvuWFTJfuGFF+zPP//0Krred41b3QtaNC0xl156qS90pwsiH3zwQcTnBQAAAMiucsSmpFfVzOdb6x69ulWQ7okc3AZJ/6p1XLd20qJOQGam+z6ryh4N0xoy67EEc7BrtuxjG2L+d3s0AEDiypQsasPubsYpAoBM+HdtUusPpbqCrRZfLZCV2G15wlc2BgAAAAAguzghNeld80h1r+GKFSuGFkPatm2bt6YGc3SB1NCtpTTXOymDBg0KLbYWrWMAAAAAEKUt4rpvcXAfYS3qpPmzmkt6yimneDW7TJkyHrC1oJMWV0rtPYQBfb60unlSTj755NCiadE6hmhAizgApBwt4gCQtVvEI6pg6z7JmnetVYu1uJnu7atVpVesWOFBRG3hmgeqxaxOPPHEf38EyLZ0W6lIb5MVzWOIJiWLcy4BgP/NBIDsIaKAvXfvXr8lk2hlaS1wdu211/oXACSlR8fanCAASIGjR2MtZ84cnDMAiNaAXblyZevTp4+NHDnSb8ul2ynlyZMnwedqPvZ7772X1uMEAADIFgjXABDlAfuJJ56w6dOnezv4vHnzfHEz5lkDAAAAAJDCgH3aaafZvffe69/rXtf33HOPVahQIZKXAgAAAACQLaT4Nl3vv/9++owEAAAAAIAsLGdGDwAAACA7LWAGAIheKa5gA0BKTJy13GK27+GkAcj2dNtC7qwAANGNgA0gXSlcb4jZxVkGAABA1KNFHAAAAACANEDARqaya9cumz17dujnzp0724ABA47b/o/3/gAAAABED1rEkamMGjXKNm/ebO3atfOfx48fb7ly5Tpu+z/e+wMAAAAQPQjYyFRiY+OurlqkSJHjuv/jvT8AAAAA0YMWcaS5devW2a233mo1atSwSpUqWYMGDWzatGmhxz/66CNr3769ValSxa644gobM2aMHTlyxFuz586da5999pmVL18+Tsv2/v37rWrVqvbSSy/F2deECROsXr16dvToUQ/nU6ZM8f1p261atbLXX3891S3ir732mjVq1Mhefvll34e22bNnT/vtt9+sb9++Ph6Nf86cOXFe/+ijj1rv3r1Dxzd58uRjLhwkZcOGDXbzzTdb9erVfR/6fu3ataHHdW40tnDhv1MVvmPHjjZx4kSrWbOmXXzxxTZw4EDbt29f6Pl79+61+++/3y699FLfT5cuXWz16tWhx7WN66+/3u655x6rVq2aPfzwwyk6jwAAAEB2RAUbaergwYPWtWtXq127tgdTtVtrTvXIkSOtVq1a9tdff9ktt9xiN910kw0bNsxiYmKsX79+dsIJJ9jgwYP98W3btnnAC1egQAFr0qSJLVy40K677rrQ7xcsWOBBOmfOnPbEE0/44w888ICVLVvWVq5caUOGDPEw2alTp1Qdz5YtW2zRokUekrdu3Wp33HGHrVixwm6//Xb/XhcOtA+F+qJFi/prZs2aZddcc40H3lWrVvnjouOOhMJ5hQoV7NVXX7V//vnHz92dd95p7777bsTjDsKyxqdgrXPbq1cve/bZZz3sd+/e3fLly2fPPPOMFSxY0ObPn++h/JVXXrGKFSv6a3X+FLz1mC6AJETHnRidrxIlSkQ8ZgAAACCrI2AjzQO2QpkCrUKxqOqrYKcq7NKlS72y279/f3+sXLlyNnToUNu5c6cVKlTIQ1/u3Lnt1FNPPWbbbdq08W0rlJcsWdLDq6q9bdu2tQMHDtj06dM9ZKvaLKVKlfLnTp06NdUBWwFXlV6N87zzzvPgq/HpAoHoX11A0DiCgH322Wd7qM6RI4e/7qeffrKZM2d6qNXvkrNp0ya77LLL/Bi1L12I+Pnnn71KrwsJkdB+xo4da6eddpr/rIsO2r+2owr8119/7RcKgpZ4hfovv/zSxzlixIjQdvTe6X0BAAAAkDwCNtJUsWLFvMKsSvKaNWs8LP7www/+mAKi2sdV3Q7XuHHjiLatlvMzzzzTt60WdLV/q325dOnSHrYPHTpkffr0iRNCFZAPHz7slXGF99RQUA/kz58/TlU2b968/q/2EVBbdniQVpu3Wte1QrrOT3LUlq1QrXb4Sy65xC6//HJr3rx5xOFaypQpEwrXovMkOv9aRE5V7CuvvDLOa3QMOoeBk08+OdlwvXjx4kQfS6q6DQAAAEQjAjbS1I4dO3x+tYJk/fr1rU6dOla5cmWrW7fu/33gTkj9R06htXXr1t4W3q1bN3vrrbe87VmCOc6q2qo9PL48efKker+qIodLLujGP0ZdWJBIVydXtV3t8EuWLLFPPvnEnnzySXvqqads3rx5dsoppxzzfF1ESG7MQYu3xqDxqC08/jzu+OcptRckAAAAgOyKRc6QplRd3r17t89D1hxlLRK2Z8+eUAhWy3T4YloyY8aM0G25kmuhVpv4+vXrfX63Fj5r2rSp/16hWsFWc6ZV0Q6+FFLVIp6S6u+/Ff/41HqtynvhwoWTfa1a5dUy//fff3vr+2OPPeaVel240OJvQXgOX7Bs48aNx2znl19+8bnnga+++sr/1fxqtbrr9dpH+LlSlT2pijQAAACApBGwkaZOP/10n4ethcEUdpctW+bze4MWZFWeNf933LhxPm9ZAXjSpEmhedNqwd6+fbv9+uuvCW5f85LVgj169Ghr2LChV2JFrcwdOnTw7WpRLr1eq3sroBYvXvy4vsuff/65V511fBrDiy++6McdCYXwDz/80O677z77/vvv/Th0MUGhWiuyy0UXXeTzvvW42vA13zt+hV5z0jXPXS3hH3/8sYf2Zs2a+flTy/n555/vreiah62APnz4cK9o6wIIAAAAgNShRRxpSq3N3333nS+UpSqpAp2q06qMqrIb3D5KAVQVU4VfLVymVblFLeBaLVtzjt95550E96HKroKh/g2nW1FpoTGFbIV0zZXWIl2Rhtu0ornHWtisZcuWfnwal447EqrC67xo5fAbb7zRL1YoDGsV82AuuAK1vq699lrf/t133+0rr4fTset1ajdXW3iLFi381mKin7W6uC4+qMVe+1Cw1i3PtNI7AAAAgNTJEZuSG/QCSJLug62LCuErcR9vusWZ7if+/vvvW0YKFjmr2bKPbYjZlaFjAYDMoEzJojbs7mYZPQwAQCr/ro1kOiUt4gAAAAAApAFaxJEtqO1ac72TMmjQoNBia9E6BgAAAADphxZxZAtayVyrmydF930OFk2L1jFkRCtN225DLWb7/60kDwDZWcniha1Hx9oZPQwAQDq2iFPBRrag1bkjuU1WtI8hI/DHJAD8z9GjsZYzZ9K3pAQAZF3MwQYAADhef3gRrgEgqhGwAQAAAABIAwRsAAAAAADSAAEbAAAAAIA0QMAGAABIowXMAADZG6uIA0hXE2ct5zZdAKIet+ACAAgBG0C60j2wN8Ts4iwDAAAg6tEiDgAAAABAGiBgAwAAAACQBgjYSNKuXbts9uzZoZ87d+5sAwYMyBRnbfPmzVa+fHn79NNP/WeNS+OLREqem5DY2FibO3eu7dy506LVBx98YOvXr8/oYQAAAABZBnOwkaRRo0Z5kG3Xrp3/PH78eMuVK1emPGuDBw+2I0eOHJd9rVy50kP64sWLLRrFxMTYbbfdZjNnzrRzzjkno4cDAAAAZAkEbCRbqQ1XpEiRTHvGChUqlGHnJdpE+/EBAAAA6YEW8Wxg3bp1duutt1qNGjWsUqVK1qBBA5s2bVro8Y8++sjat29vVapUsSuuuMLGjBnjlWBVaNUG/dlnn3krdniL+P79+61q1ar20ksvxdnXhAkTrF69enb06FEPaVOmTPH9adutWrWy119/PUVj1zZmzJhhjRs3tgsvvNCuvvpqW7hwYURt3xs3brTbb7/dqlevbjVr1rTevXsn2tL96KOP+vlZtWpVsmNSS3qXLl38ex3ba6+95l+NGjWyRx55xPd3xx13+OPvvfeeV/8vuugiq1y5srVt29bPd0Djffzxx23QoEF28cUXW7Vq1axPnz62b9++0HOmTp1qDRs29Peufv36NnHixFAAVkdBx44d/Xc6Rm1j4MCBcV6/e/due+ihh6xu3bp+Djt06BBqqw+2cf3119s999zj+1flWsclOk49DgAAACB5VLCj3MGDB61r165Wu3Zte/nll729W3OqR44cabVq1bK//vrLbrnlFrvpppts2LBh3hrcr18/O+GEE7zlWo9v27btmJBVoEABa9KkiYfd6667LvT7BQsWeJDOmTOnPfHEE/74Aw88YGXLlvW26iFDhtjevXutU6dOEY3/2Wef9fCosShALlmyxPr372+nnHKKnXnmmYm+7s8///R96MKAArrGo3H06tXLnn/++WPa4OfPn2/PPfech9jk6MKCzsddd93l5/K8886zN9980zZt2mTbt2+3efPm+Xn79ttv/Tn33nuvB1aF3tGjR/v4dRx58uTx7U2fPt3fozlz5thPP/3kAfvss8+2O++8095//3175pln/KKHfvf111/763XsOs+yevVq/1cXTbQPnSsdp86dLpRo23///bc99thjVqxYMW/7vvnmm/3iiAK36L1RmNZ50HN1gUAXBnSc+uwkJgjiCdm6dauVKFEi2fMJAAAARAsCdjYI2ApOCpsKxdKzZ08PX2vXrrWlS5d6dVmhTcqVK2dDhw71Sq9arvPly2e5c+e2U0899Zhtt2nTxretUF6yZEmv/m7YsMGrtAcOHPDgqJCtiraUKlXKn6uKbCQBO6heax/BHHBVfBVe//nnnyRfq8CrKrv2X7hwYf+dqstvvPGGHT58OPQ8BddXX33Vx1qxYsWIzqmCcbBNBVado4CC6VlnneXff//993b//ffHuQChY+nevbuf3yB8ao6zqutSpkwZD7RfffWV/6zQrv3p/J5xxhn+Vbx4cf83kCNHDhs7dqyddtpp/rMuJGgfP//8s/3666/23Xff+YUPXQgQVbMVyvU+jBs3LrQdfS6CNnvNuxcdZ/C5AQAAAJA0AnaUUwBUwFMlec2aNR7YfvjhB39MbdxqH49foVQ7diTUUq1KqratFnS1f6vFuHTp0h62Dx065NVYVY8DCsYKuArJ4cE0sRXMd+zY4RcAwik8hofAhOi4FFaDICwVKlTwr4Cqwarc6hylVaVV+wycf/75vv/Jkyd72FXLenDuwxdjU3U/nEKuKvDSsmVLvwCg90RB/LLLLvPvwwO29hmEa9F7EJwDBWxtLwjXQSBXK/myZctCvzv55JNTNYc9qUXekqpuAwAAANGIOdhRTgFVIU2tzAphCtuaVx1QK3hqKai1bt3aq6MKjG+99ZZXryWYI6zKqlqmgy+F8XfeeSfUHp0UVc5TK5Ljyp8/v82aNcuDvqrbaSH8ooHmrisMq1qsYK+Wb7Vpx5fUuVD4V9u22rm1rW+++car/5rrnth5CsK7pgMktliZfh9+jpK72AEAAAAgeQTsKKdAq0WuFCTVvqyFuPbs2RMKWWoJD+bwBtSWHbRkK0QnRW3iuley5nerJbtp06ahqqwC3JYtW7yiHXxp7rFak8Or2olRRVXt0PHHp1bm4cOHJ/laVXvVrq753gG1SmveueaUi6q6mk+teeE6T1qQLFLJnZdgTrTmjWse84033uidApqXnJJVutUVoPdOC6fpuF955RV/b9QCH/jll1/iHGfQXq6Wd81B12OqZge07y+++CLJ229FcnwAAAAA4iJgR7nTTz/d52EvWrTIw67agoP5vmrV7tatm7dKay6uAqkC8KRJk0LzplXl1cJdajVOiOYGK0Rq8S6tdF2wYMFQONZq1dquKrB6vRbxUgVXoTlSWoBNgV/bUHu7FuhSW3Jy7cctWrTw9mwt2Ka2bC049uCDD3qo1jkJp5XTmzdv7kE7uPiQHJ0X0bZ1YSEhajvXPPfPP//c29nV6h3MeQ6fB54UtdlrQTpV/7UNbUtt7bowENB8d82hV4j++OOPfQ59s2bN/L2pU6eOt6qrVV8VdS2ipsf13BtuuCHZ49PzwsM7AAAAgMQxBzvKaaVvVW5HjBjhK0wrdKkCqpCqynBwi6cnn3zSb6ml8KuFuHR7K1EL+LvvvusBVK3dCVFb+IoVK0Lt4QHdLqpo0aIeKhXSFThVhVWoj5RuH6X52tqG2t0131gLk11yySVJzsE+8cQTvVKuSreCvlqgddFAK3onRCtvq/quVvGE2rjjU1DXba+0WrcuWCR0f3Ad6++//+63vRJVjLVSu0K/zr26B5Kj90odCLrooeq3LhqoVbxv376h5+i8KkSrdVxt4bq4EDyun1VJV0hXi7qCvVZK16JuunVYYvS+XXPNNb7CuuaO33fffcmOFQAAAMjucsRG2qsKINNR+7nm1Ot2XplN0GVQs2Uf2xCzK6OHAwDpqkzJojbs7macZQCIQsHftUkt8BugRRwAAAAAgDRAizgyhNrR1faclEGDBoUWWztetEBY165dk3yOWrTVcg8AAAAA4WgRR4bQYmKaW5wU3Zs5WDTteNGiYsEq44kpUKCAnXLKKcdtTFm9laZtt6EWsz2yxeMAIKsqWbyw9ehYO6OHAQDI4BZxKtjIEFqsS1+ZTd68ef12Ykg7/MEJILs4ejTWcubkNocAkJ0xBxsAACAt/qgiXANAtkfABgAAAAAgDRCwAQAAAABIAwRsAAAAAADSAAEbAAAgwkXMAABICquIA0hXE2ct5zZdALI8bsMFAIgEARtAutI9sDfE7OIsAwAAIOrRIg4AAAAAQBogYAMAAAAAkAYI2MgQu3btstmzZ4d+7ty5sw0YMCBTvBubN2+28uXL26effuo/a1waXyRS8lwAAAAA0YU52MgQo0aN8iDbrl07/3n8+PGWK1euTPluDB482I4cOZLRwwAAAACQyRGwkSFiY+Pe6qRIkSKZ9p0oVKhQRg8BAAAAQBZAizhSbd26dXbrrbdajRo1rFKlStagQQObNm1a6PGPPvrI2rdvb1WqVLErrrjCxowZ45VgtVHPnTvXPvvsM2/FDm8R379/v1WtWtVeeumlOPuaMGGC1atXz44ePerhfMqUKb4/bbtVq1b2+uuvp2js2saMGTOscePGduGFF9rVV19tCxcujKjte+PGjXb77bdb9erVrWbNmta7d2/buXNngq999NFH/fysWrUqonEdPHjQK+a1a9e2ypUrW+vWre2dd95JspU+/Hdqa9c51WsaNmxoF110kd144432008/xTn2pM6ftlGxYkWbPHmyH1/btm39vAMAAABIGhVspIqCYNeuXT0Ivvzyy97erTnVI0eOtFq1atlff/1lt9xyi9100002bNgwi4mJsX79+tkJJ5zgAVKPb9u2zVvDwxUoUMCaNGniYfe6664L/X7BggUeBHPmzGlPPPGEP/7AAw9Y2bJlbeXKlTZkyBDbu3evderUKaLxP/vsszZx4kQfi0LkkiVLrH///nbKKafYmWeemejr/vzzT9+HQqwCusajcfTq1cuef/75Y9rg58+fb88995xfgIjEuHHjbO3atR5uTzrpJD+n99xzj7399ttJjiu+ESNG2IMPPminn366PfbYY9alSxdbtGiRV+N1oSO586cLITon//3vf/291nEmRCE9MVu3brUSJUpEPGYAAAAgqyNgI1UUuhTaFMgUiqVnz54eXBUQly5d6tVRhVYpV66cDR061Cu9Cnn58uWz3Llz26mnnnrMttu0aePbVigvWbKkV383bNjgldQDBw7Y9OnTPWSroi2lSpXy506dOjWigB1Ur7WPYA64qsAK/f/880+Sr33zzTe9yq79Fy5c2H/3yCOP2BtvvGGHDx8OPU8h9tVXX/WxqhocqU2bNvn5POusszxg33333V4BD/YVqXvvvdfq1q3r3z/++ON+rjTGli1bRnz+dAGlTJkyKdovAAAAkJ0RsJEqxYoV8wqzKqFr1qzxYPjDDz/4Y2onVvu4qtvh1I4dCQVKVWu1bbWgq325WrVqVrp0aQ/bhw4dsj59+sSpqioYK+AqJCu8J7eC+Y4dO/wCQLju3bv7v1p8LTE6LoXO8MBboUIF/wp8/fXXXhXWOUppBVdjuO2227wLQK3rOoctWrRI8TxwVeXD57efffbZPvb169cne/4CkYTrxYsXJ/pYUtVtAAAAIBoRsJEqCqiaX60QWb9+fatTp47PGQ6qpmoFT60cOXL43GO1hXfr1s3eeustb8EOXxxt7Nix3t4cX548eZLdvirnqRXJceXPn9+efvppD7Gqbo8ePTri7Wv+uVqzly9fbp988onNmzfPnnrqKe8MUOhOSEJV9/jjVMu3AnVKzl/evHkjHjcAAAAAFjlDKqm6vHv3bps1a5bdcccd1qhRI9uzZ48/phCnlvDVq1fHeY3asoOWbIXopKhNXNVWze9WS3bTpk399wqFCo9btmzxinbwpVCqFufE5gqHUzW4ePHix4xPLe7Dhw9P8rXnnHOOt6trvnLgu+++8/CrOeVy3nnneVDWvGadp/fee88i9eSTT9oXX3zh1d/77rvP516rXVz/BhcH9u3bF3q+ugV+/fXXY7YTfmx//PGHL8x2wQUXpMn5AwAAAJAw/ppGqmjxLM3D1sJZCmvLli3z1bRFrcaqPKtVWot2KZAqwE2aNCk071dV3u3btycYDkVzr9XmrOqvVsMuWLBgKBx36NDBt6sFxPT6OXPm+EJeCs2R0gJsCvzahtrbZ86c6e3OybU1q11b7eFasE0t8d9++60vJqZQrXMSTiunN2/e3IN2cPEhOToebU/Va82LVrDW+VVgF60Kruq25rgrND/88MO+8Fp8Dz30kLepa4yqpGuuuxaPS6vzBwAAAOBYtIgjVRTWVLnVatWqqCoQqzqtkKrqaceOHX2VblVkdUsohTctKqbbW4lawN99910PoOG3oQqnRc1WrFjh/4YbOHCgFS1a1EOiQrrmOav6rFAfqeuvv97nG2sbanfXfGMtTHbJJZckOQf7xBNP9EqvKt0KqprvrYsGWlQsIVqlXNV3tYorxCZH4VorsSvAq0NA57Vv376+gnqw8JguCGjxM7Vz/+c///FbjMW/r7ja97XAnLZx6aWX+gUEjT2tzh8AAACAY+WIjf+XOYAsS/ew1oUMXehIyW290kPQDVCzZR/bELMrQ8cCAP9WmZJFbdjdzTiRAJANNfj/f9cmtcBvgBZxAAAAAADSAC3iiCpqR9dc76QMGjQotNja8fLVV195e3dSdBsztdwDAAAAyJoI2Igq1157rV111VVJPufkk0+2461ixYp+y62kFChQ4F/vRwvDrV271jKTksX/d89wAMiq+N8yAEAkCNiIKlrhW1+Zje4prdthZUc9OtbO6CEAQJo4ejTWcuZM+jaTAIDsjTnYAAAAkfzRRLgGACSDgA0AAAAAQBogYAMAAAAAkAYI2AAAAAAApAECNgAAyNYLlwEAkFZYRRxAupo4a7nFbN/DWQaQKW+9xZ0OAABpiYANIF0pXG+I2cVZBgAAQNSjRRwAAAAAgDRAwEbU2bVrl82ePTv0c+fOnW3AgAHHbf/He3/p5cCBA/biiy9m9DAAAACALIMWcUSdUaNG2ebNm61du3b+8/jx4y1XrlzHbf/He3/pZdq0afbaa69Zp06dMnooAAAAQJZAwEbUiY2NuyJskSJFjuv+j/f+jtd5BAAAAJA0WsSRKa1bt85uvfVWq1GjhlWqVMkaNGjgFdXARx99ZO3bt7cqVarYFVdcYWPGjLEjR454a/bcuXPts88+s/Lly8dp2d6/f79VrVrVXnrppTj7mjBhgtWrV8+OHj3qoXLKlCm+P227VatW9vrrr6e6RVwV4EaNGtnLL7/s+9A2e/bsab/99pv17dvXx6Pxz5kzJ87rH330Uevdu3fo+CZPnpyiwJvccXz66adWsWJFW7JkiTVv3tzPcZMmTey9994LVeF1XmJiYvw8qiMAAAAAQNKoYCPTOXjwoHXt2tVq167twVTt1ppTPXLkSKtVq5b99ddfdsstt9hNN91kw4YN8xDYr18/O+GEE2zw4MH++LZt2zwkhitQoICHyIULF9p1110X+v2CBQs8gObMmdOeeOIJf/yBBx6wsmXL2sqVK23IkCG2d+/eVLdKb9myxRYtWuQheevWrXbHHXfYihUr7Pbbb/fvdeFA+1AYLlq0qL9m1qxZds0113hAX7VqlT8uOu5I6IJDcsehCxKPPfaYn7MSJUr4sd977722dOlSP/+ag/3mm296+C9WrFiqjh0AAADITgjYyJQBu0uXLh4EFYpFVd9nn33W1q5d6wFQVdn+/fv7Y+XKlbOhQ4fazp07rVChQpYvXz7LnTu3nXrqqcdsu02bNr5thfKSJUt6eN2wYYO1bdvWA+X06dM9aKraLKVKlfLnTp06NdUB+59//rH777/fx3neeedZhQoVfHy6QCD6VxcQNI4gYJ999tkeiHPkyOGv++mnn2zmzJnWvXt3/11SUnIcvXr18osWorD/9ttve/eAKuv58+f3ixsJnceALgokRhcTFNwBAACA7IKAjUxH1VJVmFWBXbNmjW3atMl++OEHf0xt3AqAqm6Ha9y4cUTbVsv5mWee6dtWC7rapqtVq2alS5f2sH3o0CHr06ePV7PDA/Lhw4e9Mq7wnhoKuAEF1/DgmTdvXv9X+wjUrFkzTpBW4FXLt1ZIT66avH79+mSPI6DqdqBgwYL+799//52qYwQAAACyOwI2Mp0dO3b4/GoFyfr161udOnWscuXKVrduXX9creCppdDaunVrbwvv1q2bvfXWW17FlWCO89ixY+MEz0CePHlSvV9VrMOFB9+ExD9GXViQSFYnT8lxJHRMKZnrvXjx4lRVtwEAAIBoxCJnyHRUXd69e7fPQ1bbshYJ27NnTyj8qWV69erVcV4zY8aM0G25kmuhVpu4qrya362Fz5o2beq/VxhVsNWcaVW0gy8tBKbW6uRCcVqKf3xffvmlV94LFy6c7GvT6jiSO48AAAAA4iJgI9M5/fTTfR62FgZTSFy2bJmvqC1qcVbl+euvv7Zx48b5vGUFx0mTJoXmG6sFe/v27fbrr78muH3NvVYL9ujRo61hw4ah1mjN3+7QoYNvd/78+f56LfClhcCKFy9+HM+A2eeff25PPvmkH5/G8OKLL/pxRyKtjkPnURc2fvnlF9rGAQAAgAjQIo5MRyt9f/fddzZixAjbt2+fB2JVp9WOrMpux44dbeLEiR5ANS9ZoVELl2lVblEL+Lvvvuu3n3rnnXcS3IcWNdNK3vo33MCBA32hMYVThXTNldYCa5GG27Si9motbNayZUs/Po1Lxx2ptDiOq666yl555RUfwwsvvOALywEAAABIXI7YlEy4BJDudB9sXVTQBYasLJiDXbNlH9sQsyujhwMAxyhTsqgNu7sZZwYAENHftUmtPxSgRRwAAAAAgDRAizgQIbWja653UgYNGhRabC1axwAAAAAgYQRsIELXXnutz0tOysknn/yvz+fzzz+f4WMAAAAAkHIEbCBCukVWJLfJivYxpFTJ4llrvACyD/73CQCQ1gjYANJVj461OcMAMq2jR2MtZ84cGT0MAECUYJEzAACQbRGuAQBpiYANAAAAAEAaIGADAAAAAJAGCNgAAAAAAKQBAjYAAIiqRcsAAMgorCIOIF1NnLXcYrbv4SwDOC633eLOBQCAjETABpCuFK43xOziLAMAACDq0SIOAAAAAEAaIGADEfjggw9s/fr1aXaufvzxR/vwww//1TbGjx9v9evXT7MxAQAAAPh3CNhAMmJiYuy2226znTt3ptm5uvXWW2316tWcewAAACCKELCBZMTGsiItAAAAgOQRsBEV9u/fbw8//LDVqVPHqlatatdff719++23/thXX31lXbp0serVq1vNmjVt4MCBtmvX/xbdUpv11KlT7a677vLX6jmPPPKI/fPPP7Z582Zr0KCBP0/bUFu2vPfee9auXTu76KKLrHLlyta2bVv76KOP4oTyGTNmWOPGje3CCy+0q6++2hYuXBjan6riEyZMsM6dO0d8jP/973+tUaNGvj1V1Pfsibsy97p167wyXqNGDatUqZKPe9q0af7YH3/84b+bN29enNeMHj3arrnmGv9+1apVdt111/k50DZ0PrZs2ZLi9wIAAADIrgjYiAq9evWypUuX2vDhwz1EnnXWWda1a1f75ptvPMSee+659sorr9i4ceP8dzfffLMdOXIk9Hr9XqHy9ddft/79+9sLL7zggbhEiRI2e/Zsf47Ctbap4K7wqdC8YMEC326xYsX8dYcPH/bnPvvsszZmzBjr1q2bb6dDhw7++IoVK2zOnDl2+umn+7aCwJ4cbWPo0KF244032vz5861atWr24osvhh4/ePCgb69IkSL28ssv+/ObNGliI0eOtO+//97HV69evTgB++jRo368ujigcxGEc/1u+vTpHq4HDRqUhu8SAAAAEN24TReyvJ9//tnDtarQqmDLkCFD7KSTTvKgW758ebv//vv99+XKlbMnnnjCWrVqZcuWLbO6dev67/U6VahF4fz555+3L7/80lq3bu3hVAoXLmwFChSwXLly+fZU7Q3otd27d/d52grPql7rd6pyi0L+X3/95VVxbU/byJ8/vwfiSGg8zZo1s06dOvnPt9xyi3399df2ww8/hAK29qfHNUbp2bOnH//atWvt/PPP90r1HXfcYb/99puddtpp9sknn3hlu3nz5rZv3z6v6hcvXtxKlizp52Ds2LHJzjsPqvsJ2bp1q1+gAAAAALILAjayPLVGi9q1A3nz5vVWcIXS2rVrx3l+hQoVrFChQh48g4Ct4B1Oj//9998J7k9hVWF78uTJHu43btwYCrqqBCuo7tixw6pUqRLndQrg/+YYVTEPp1buYL8K7Qr8qlyvWbPGNm3aFHpMlWq54oor7OSTT/YKuAL63LlzPSDrWETVdrXZP/nkk3bppZf6uWnatGmqxwwAAABkNwRsZHknnHBCihco0+9z584d+jlPnjwRv/azzz7zFnO1XGted4sWLbyC3KNHD388fLtpKQjKgfD9KNC3b9/eg7bmeKsir7nhwQUEUdVcFXm1tWuOuuaRqzU+0LdvXw/pS5Ys8eq2wrYq4GorT+j8yOLFi1NV3QYAAACiEXOwkeUF1efw216pFVtBc8OGDfbFF1/Eeb4qu2qJjl+1TkyOHDni/KyFw7QQmuZPa060KuRqhw5CuarfarWOfxsutWxrjnhqqGqulvVw4dtX5Xr37t02a9YsbwPXYmjBImjhFwrUJq5quFrONc6gpV6V+AcffNAr3B07dvQqtsL1Tz/9FKqEAwAAAEgaARtZ3tlnn21XXXWVPfTQQ76I2C+//OJzpA8dOuQLfqkVXNVYhcVPP/3UK7UVK1a0WrVqRbR9zZUWBdO9e/f6vGJt8/PPP/dVxl999dVQJThY5Ewt2JqHrXZstWvPnDnTq71BVVfzpBX+f//994jGoO29++67Hnr1OgXkt99+O/S45n2rir5o0SJfnEzzy3v37h1nTMG50gJpkyZN8nnoqmpL0aJF7Y033rAHHnjAz5POoVrI1T5etmzZCN8JAAAAIHujRRxRYdiwYTZq1Ci7++67PVBq/rMWPdN8a4VSLdil9uiCBQtaw4YNrU+fPhG3cit8qvKr7Wu+tSrRCsa6VZacc845vv9+/fp5VVmVcbVga1EzBW+1b5cpU8ZXFb/kkktCi55phe8ff/zRV+1OjtrRdUstVc21Tc0316rhwa2/tGL4d999ZyNGjPDqvBYq0wJrCvUak6rSAa0armp4mzZt4hzjlClTfB/XXnutzyXXPp577jk/ZwAAAACSlyM2sYmmAKKSQvrHH3/s7eTpKajW12zZxzbE/O++4wCQXsqULGrD7m7GCQYApMvftUmtPxSggg1kE5qLrtZvtavrntoAAAAA0hYBG8hAX331lbd6J6Vx48be+v1vffDBB/bCCy94uzu33wIAAADSHgEbyEBabE23wUqKFkRLC1rcTV8AAAAA0gcBG8hAefPmtdKlS0f1e1CyeOGMHgKAbIL/vQEAZDQCNoB01aNjbc4wgOPm6NFYy5kzB2ccAJAhuA82AACIGoRrAEBGImADAAAAAJAGCNgAAAAAAKQBAjYAAMiy860BAMhMWOQMQLqaOGu5xWzfw1kGkOYrhrOIIgAgsyFgA0hXCtcbYnZxlgEAABD1aBEHAAAAACANELABAAAAAEgDBGxkauPHj7f69etH7f4AAAAARA8CNjK1rl272pw5c6J2fwAAAACiB4ucIVMrUKCAf0Xr/gAAAABEDyrYSFL58uXtxRdftGuvvdYqV65sLVq0sMWLF4ceP3r0qD3zzDPWuHFjq1SpklWrVs26detmmzZtCj1nyZIl1rZtW6tSpYrVqlXLBgwYYHv2/O+2TVOnTrWGDRv669WePXHiRIuNjT2mZbtz587Wq1evOONbuXKlj3Hjxo3+8wcffOD7uvDCC61Ro0Y2duxYO3z4cMTvcvj+Nm/e7Nt+4403rHXr1n782vZPP/3kY7zsssvskksusYceeijOeDt27OiP16xZ0y6++GIbOHCg7du3L+IxHDx40AYPHmy1a9f2fWrf77zzTuhxnQedw3Dhv/v000993HqNzutFF11kN954o487oPFOmTLFGjRo4O9Lq1at7PXXXw89rm1UrFjRJk+e7Meh49Z7DQAAACBxBGwk6/HHH/cANn/+fKtbt67deeed9uWXX/pjM2fO9ICscPf22297sNywYYONGDHCH//jjz/8+ddcc429+eabNmHCBA/Fo0aN8sfff/99D+gKqQqEffv2taeeeipO2Aso5ClAh4dVPU+hvnTp0rZ06VIP4LoYsHDhQnvwwQftrbfesn79+v2rd3nMmDE2aNAgmz17tv35558eoHWMzz//vN1zzz320ksv+bgCq1evtmXLltm0adP8fOh4418YSMq4ceNs7dq1Hm51zq644grfjwJ/Sug9uP/+++2///2vnXDCCdalSxfbu3dv6JhmzZrljy9YsMAfGzJkiF9MCRw5csQvjuj1jz76qOXMeez/XCigJ/a1devWFI0XAAAAyOpoEUeyFGw7derk3ysAf/bZZ/bCCy94sC1VqpSNHDnSrrzySn+8ZMmS1qRJE1u0aJH//Ntvv3kF+YwzzvDH9PX00097eBNVuvPkyeO/13P0Vbx4cf83PlXJhw4dau+9955XdbVdhfogQGu7CtcdOnTwnzU2BfcbbrjBw+mZZ56Z6nnZqlSLquIK1hrHiSeeaOXKlfOq9Y8//hiqfOfIkcMr56eddpr//MADD1j37t3t559/trJlyya7P50TtamfddZZdtJJJ9ndd99tNWrUsMKFC6do3Pfee69fEAkuktSrV8+r8S1btrTp06fbE0884b8LzlVMTIxfLAne6+DYy5Qpk6L9AgAAANkVARvJUotwuKpVq9ry5cv9e4XKb775xquuv/zyi3+tX78+FC7PP/98a968ud1222126qmnetuzQp2Cqijsvfrqqx6ezznnHG+71vcJBez8+fN7eFfFVQFb1VWF7KZNm/rja9assVWrVsVZpCxo3VZ7dGoDtqrj4WM45ZRTPFwH8uXLF6cNXYE0OH7RhQhZt25dRAFbYVznS+30anXXOVNrfqFChVL9vhUpUsTOPvtsH4Pen0OHDlmfPn3iVKX/+ecfP46//vorzrEkJXy6QHyqYgMAAADZCQEbyX9IToj7MVH1OQhmamNWG3SbNm08EGqur0KXKqWB0aNHW48ePbyF++OPP/aKc/Xq1W3GjBlWrFgxbz3/6quvPLSrtVpt53fddZe3lidUTVdF+vfff/egrTnGBQsW9Mc0R1jzvzWW+BTu0+r4E2qVDpc7d+44PwfV+ly5ckW0P13A0MUDnY9PPvnE5s2b523zzz77rJ/jhCgcR/q+BRcdVGVPKPCroyCQN2/eiMYMAAAAgDnYiIDmFIdTGL7gggtCbdkKz5q/2759e19QS/OTgxCn6vawYcM8yCl8K5Dr5xUrVtjOnTt9DrXmAitw9+zZ01555RVr166dzz1OiBYNUzu5QvmHH37ogTtw7rnnegVdFefga9u2bT7fe//+/cftvdYYgrnOwfkSLRoWiSeffNK++OILrwDfd9993gavdnH9GwT48HnourDw66+/Jvm+aS68FoLT+6b3QuF7y5Ytcc6VQr1axJO7gAAAAAAgYVSwkSxVmhXKtMq3ArAW4NKiV1KiRAmvtKpVXMFMwVeLlamNWlRd1iJgCoWaH63WZIVntR4XLVrUf9Ycbs05VnhWINaiYPo+IZrfrPZwVc1V/b700kvjtFZrMTEtpHb11Vf7trQat1rD/00FO6UOHDhg/fv394XJVGnXfO1mzZr5hYFIKCzrwsPDDz/sc6N1kUJhWJVt0UWM5557zjsCFIw1n1qLr8Wn+efahlrLdY51DtRir/Z2zVNXW7/eH7Wwa9Xwxx57zG699dY0Px8AAABAdkHARrIUxhTiNH+3QoUKXuXUv6LqsAKkVglXSNYtnxTsVNFWKAwWAVPoVdBWCFco1i2i9L2q1bt377ZJkyb5qtNayEtzsLWYWmLUAq7t6dZU4dVWhUetjq1VyVVZ17xjBf+ktpUedNFBc8+1WJjawjV/OiVj0OrnCsRqpde5UTDX67WSe7DwmBZC0+Jnauf+z3/+4xcUgq6BgDoKFPS1DZ1ztd4Hc8d16zBd4FDI3r59u49ZHQRqsQcAAACQOjli4/9VDoTR/ZSHDx8epxUbidPFhLlz5/rtxzKKqtG67Zbmwqd2Ybe0ECxyVrNlH9sQsyvDxgEgOpUpWdSG3d0so4cBAMgGGvz/v2uTWuA3wGRLAAAAAADSAC3iyBa00Jhaq5Oi1vQRI0ZE9RgAAAAApB9axJEtaDE1LXqWFM0hDxZni9YxZEQrTdtuQy1m+56MHg6AKFOyeGHr0bF2Rg8DAJANNEhBizgVbGQLup+zVtzO7mPICPwBDCC9HD0aazlz5uAEAwAyDeZgAwCALIlwDQDIbAjYAAAAAACkAQI2AAAAAABpgIANAAAAAEAaIGADAIA0W3QMAIDsjFXEAaSribOWc5suIBvgtlkAABCwAaQz3QN7Q8wuzjMAAACiHi3iAAAAAACkAQI2AAAAAABpgICNFNm1a5fNnj079HPnzp1twIABx+0sHu/9pUb58uXttddey+hhZJpxAAAAANkFi5whRUaNGmWbN2+2du3a+c/jx4+3XLlyHbezeLz3l5UtW7bMChUqlNHDAAAAALINAjZSJDY27i1YihQpclzP4PHeX1Z26qmnZvQQAAAAgGyFFvFsaN26dXbrrbdajRo1rFKlStagQQObNm1a6PGPPvrI2rdvb1WqVLErrrjCxowZY0eOHPHW7Llz59pnn33m7cfhLdv79++3qlWr2ksvvRRnXxMmTLB69erZ0aNHPZxPmTLF96dtt2rVyl5//fVUt4ir/blRo0b28ssv+z60zZ49e9pvv/1mffv29fFo/HPmzInz+kcffdR69+4dOr7Jkycfc+EgKRs2bLCbb77Zqlev7vvQ92vXro3znF9++cVuvPFGq1y5sl1++eX2zDPPxHn8ww8/tGuvvdZfX6dOHRs+fLj99ddfocd1fl988UV/jrbRokULW7x4cZxKfseOHW3ixIlWs2ZNu/jii23gwIG2b9++BFvEdc70NXLkSKtVq5Yfuz4DOleBTZs2Wffu3X1MGvNzzz3n55c2cwAAACAyBOxs5uDBg9a1a1evBCuYLly40Jo0aeLB6/vvv7evvvrKbrnlFg+PClaPPPKIP2/SpEk2ePBga9q0qQcwtR+HK1CggG9H2wu3YMECD9I5c+b0oD5r1iy7//77/fddunSxIUOGeJBMrS1bttiiRYs8JD/55JMeQhVGL7jgAnv11Vc9QGsfmjse0BjUOq3ju+eeezykKvhHSuH8tNNO8+1rPrqO7c4774zznBdeeMFat25tb775pgfhJ554wj755BN/7N1337Xbb7/dLwpoDA899JA/T9sN9/jjj/u5mz9/vtWtW9f38eWXX4YeX716tb8PujiiY1i5cqX16tUr0XHrvdm9e7ePTcf73Xff2dixY0OfC10Q0IUQnR+9Vxrbr7/+muS50MWSxL62bt0a8TkFAAAAogEt4tmMgpSCbadOnTwUi6q+zz77rFdhly5d6tXN/v37+2PlypWzoUOH2s6dOz2U5suXz3Lnzp1g+3GbNm182zExMVayZElbtWqVV3vbtm1rBw4csOnTp3vQVLCUUqVK+XOnTp3q40mNf/75xwO7xnneeedZhQoVfHw33XSTP65/FYI1jqJFi/rvzj77bA/dOXLk8Nf99NNPNnPmTK/e6nfJUaX3sssu82PUvoYNG2Y///yzh1OFbbnuuus8YMsdd9zhIfjbb7/16rEuBqgyrN8H41EFvUePHrZ+/Xo755xz/Pc6b8F5UUVenQMKx9WqVfPfaawKyAr78sADD/gxaCxly5Y9Ztx6//Reasw67mbNmtmSJUv8MQX8P/74w0N10Ib/2GOPecAHAAAAEBkCdjZTrFgxD3+qZq5Zs8bD4g8//OCPKSCqfbx27dpxXtO4ceOItq2W8zPPPNO3rfZjtX8rDJYuXdrD9qFDh6xPnz6hEBoE5MOHD3t7tMJ7aiioB/Lnz28lSpQI/Zw3b17/V/sIqKU6PEirIq+KrqrcOj/JUdVboVrt8Jdccom3Uzdv3jzOcZUpUybOa0466SQ/ftE5vvrqq+M8ru0EjwUBW+MMp3EuX748zj6CcC1B8NY2EgrYOk8K1+GB+++///bv9VlQ0A+f466LFcktkhbeth6fqtgAAABAdkLAzmZ27Njh86sVJOvXr+/zfzXHVy3IcsIJqf9IKLSqaqv2727dutlbb70ValkO5jir4ppQ+MuTJ0+q9xseGiU86CYk/jHqwoJEujq5qspqh1f1V23fak1/6qmnbN68eXbKKackuq3gHCQ03zsYQ/jY4o9T8+DDjy3+cevxpI4jqXOs1wRjAAAAAJA6zMHOZoJ5uJpnqxZltSrv2bMnFPzUOqy5veFmzJgRui1Xci3UahNXm7PmbWvhM83ZFoVqBUbNmVZFO/hSSFWLeHKhOC3FPz7Na1blvXDhwsm+Vq3yarNW5Vct3GqjVqVeFy7Uwh0JLT4WPpdaPv/8c/9X5z+xcWp+vOaWhy+ktnfv3jiPS8WKFS2lVK3euHGjfzYCap0P3z4AAACApBGws5nTTz/d52FrYTCFXS2SFSyupTZqVZ6//vprGzdunM9bVgDWAmfBvGm1YG/fvj3Rxa80L1mtzaNHj7aGDRtawYIF/fdqNe7QoYNvV4t26fVa3VsBtXjx4sfxDPxfmFXVWcenMWiRNR13JBTCtQL4fffd54vC6Th0MUHVZK3IHgnt65133vHzqpD8wQcf2MMPP2xXXnllnICtCxvqBtBztAid5sjfcMMNocc1r11z5dUS/vHHH3vw17xqvQcppRZ3zVHXXG9NGdBnoF+/fv5YJPPSAQAAANAinu2otVmrR48YMcJv6aQwpuq05tKqYhrc+kkBVPOSFX61cJlWvRa1gGsVbAUyhcSEqLK7YsUK/zecbiOlEKeQrZCuudJaYC3ScJtWNDdY1dmWLVv68WlcOu5IqAqv86LAq1W3dbHi/PPP94XLwueCJ0Vz2rXYm9rKFbLVrq/zqXMRThcktDCcArQqzKr069+Azp/2rZZ1tXhr9XQF5NRQ+7gWulNI163BdCHhtttu889K/FZ0AAAAAAnLEZuSGwADWZzug62LCrrAkJmpjVz3xo5/kSL8Pti6J/n777+fJvvbvHmzV/Q1Jz+ge2TrNmeq8Os+2ykVLHJWs2Uf2xDzv9ukAYhOZUoWtWF3N8voYQAAkOaCv2uTWuA3QIs4AF/hXPc/V5Vcbe9aVVy3P9NK5bptGwAAAIDksYo4MgW1XatdOimDBg0KLbYWrWPIKJr7rbb1p59+2qcH6JZpumf3c889R4s4AAAAECFaxJEpaCXz8BWsE3LyySeHFk2L1jFEYytN225DLWb7/61UDyB6lSxe2Hp0rJ3RwwAAIENbxKlgI1PQolqR3CYr2scQjfiDG8g+jh6NtZw5ufMAACD7Yg42AABImz8qCNcAgGyOgA0AAAAAQBogYAMAAAAAkAYI2AAAAAAApAECNgAASPWiZgAA4H9YRRxAupo4azm36QKiELflAgDgWARsAOlK98DeELOLswwAAICoR4s4AAAAAABpgIANAAAAAEAaIGAjS9q1a5fNnj079HPnzp1twIABx23/x3t/6UHj13EAAAAASBvMwUaWNGrUKNu8ebO1a9fOfx4/frzlypXruO3/eO8vPQwePNiOHDmS0cMAAAAAogYBG1lSbGzcW8MUKVLkuO7/eO8vPRQqVCijhwAAAABEFVrEkWHWrVtnt956q9WoUcMqVapkDRo0sGnTpoUe/+ijj6x9+/ZWpUoVu+KKK2zMmDFecVVr89y5c+2zzz6z8uXLx2nZ3r9/v1WtWtVeeumlOPuaMGGC1atXz44ePerhfMqUKb4/bbtVq1b2+uuvp7pF/LXXXrNGjRrZyy+/7PvQNnv27Gm//fab9e3b18ej8c+ZMyfO6x999FHr3bt36PgmT558zIWDpOzZs8fuu+8+u/zyy+2CCy6wWrVq+c8HDx707ej4HnvssTivmTdvnl100UW2b9++Y1rE33vvPe8I0OOVK1e2tm3b+nsAAAAAIDJUsJEhFAK7du1qtWvX9mCqdmvNqR45cqQHxb/++stuueUWu+mmm2zYsGEWExNj/fr1sxNOOMFbm/X4tm3bvFU7XIECBaxJkya2cOFCu+6660K/X7BggQfpnDlz2hNPPOGPP/DAA1a2bFlbuXKlDRkyxPbu3WudOnVK1fFs2bLFFi1a5CF569atdscdd9iKFSvs9ttv9+914UD7UOgtWrSov2bWrFl2zTXXeEBftWqVPy467kgoICvE6+LBySefbF9++aUNGjTIzjnnHLvxxhutTZs29uqrr3rIz5Ejh79GFxIaNmxoBQsWjLOtb7/91u666y679957fYwK4KNHj7b+/fvbkiVLLE+ePAmOQc9NjM5DiRIlIj6HAAAAQFZHwEaGBewuXbp4oFUoFlV9n332WVu7dq0tXbrUK7sKeFKuXDkbOnSo7dy501ub8+XLZ7lz57ZTTz31mG0rWGrbCuUlS5b08LphwwavyB44cMCmT5/uIVvVZilVqpQ/d+rUqakO2P/884/df//9Ps7zzjvPKlSo4OPTBQLRv7qAoHEEAfvss8/2UK3wq9f99NNPNnPmTOvevXsoECdFFydU/Q+q+Geeeaa98MIL3hkgrVu39vD9+eef+/N27NjhoV/nOD5d4ND4wy9K6BxqLDrnBGUAAAAgeQRsZIhixYp5mFMlec2aNbZp0yb74Ycf/DG1cSskKkCGa9y4cUTbVphU2NS21YKuqm21atWsdOnSHrYPHTpkffr08Wp2eEA+fPiwV8YV3lNDQT2QP3/+OKE0b968/q/2EahZs2acIK1WcrWua4V0nZ/k6Py9//773i6v4L5+/Xpf+E1VedE5uOSSS7x6r3PyxhtvWPHixe3SSy89Zlvnn3++FS5c2CvwP//8s23cuDH0fiS1ENrixYsTfSyp6jYAAAAQjQjYyBCqpmp+tYJk/fr1rU6dOj7vt27duv/3wTwh9R9NhVZVbxUsu3XrZm+99Zb16tXLHwvmOI8dOzYURMMl1godCVWsw4UH+ITEP0ZdWJBIVifXc3Xx4Mcff7TmzZtbs2bNfB62qtDhVLVXi73mZutCQ9AmH5/ms998881e1a9evbq1aNHCuwx69OiR7FgAAAAA/B8CNjKEqsu7d++2t99+OxRM1RoehGC1TK9evTrOa2bMmOGvU6t1ci3UahNXe7Tmd2vhs6ZNm/rvFaoVbDVn+sorrww9X63ZqgCrDf14iX98mkOtqrMqycn5/vvvvY3+lVde8VZ6+fvvv70T4KyzzopT9dcx6Zx99913vlBcQjRHXBX18Dntzz//vP+bkoXXAAAAgOyMVcSRIU4//XSvkGphMIXdZcuW+YraQRu1Ks9ff/21jRs3ztuftdDWpEmTQvOm1YK9fft2+/XXXxPcvuZeKzBqoa7wRb00f7tDhw6+3fnz5/vrtbq3VttW+/TxpLnRTz75pB+fxvDiiy/6cUfilFNO8QsFqs7rGBTWVaVXZ0B4G/qJJ57oi77pPARt8glRO7sucGhMajPX4mg6RxK+PQAAAACJo4KNDKHQp4rqiBEjfMVqBWLdIkpzehUWO3bsaBMnTvQAqnnJCr9adEurcotawN99911vj37nnXcS3Ifao7Wol/4NN3DgQF9oTAFSIV3hUgusRRpu04rmKGths5YtW/rxaVw67kicdtppfu5UcVYw12Jvuvig1cM1Lzucjl+BOf55CKfj//333+22227zn7USuVrLtXK73g91FAAAAABIWo5Y+j+B4073n9ZFBYXkaBUsclazZR/bELMro4cDII2VKVnUht3djPMKAIh6Df7/37VJLfAboEUcAAAAAIA0QIs4EEbt6JrrnZRBgwZ5O3s0jwEAAABAyhGwgTDXXnutXXXVVUmek5NPPvlfn7Nghe6MHMPxUrJ48quiA8h6+G8bAIBjEbCBMLpFViS3yYr2MaSlHh1rZ/QQAKSTo0djLWfOpG+bCABAdsIcbAAAkLo/IgjXAADEQcAGAAAAACANELABAAAAAEgDBGwAAAAAANIAARsAAKR4cTMAAHAsVhEHkK4mzlpuMdv3cJaBKLo9F3cHAAAgYQRsAOlK4XpDzC7OMgAAAKIeLeIAAAAAAKQBAjaytF27dtns2bNDP3fu3NkGDBhgmcHmzZutfPny9umnn/rPGpfGF4mUPDe9xMbG2ty5c23nzp0ZOg4AAAAgq6BFHFnaqFGjPMi2a9fOfx4/frzlypXLMqPBgwfbkSNHLKtYuXKlB/3Fixdn9FAAAACALIGAjSxNVdZwRYoUscyqUKFC9v/auxM4m+r/j+OfQfaSLJFWe2Psy1izU0SoR9keLYrwLyplK0mKJLKXfSkZD6RoQvmntChrIlRSyBKVJfsy5//4fHqc+793jJk7de4Mc17Px+P+ZubOueee+3F+p3mf73Y51xYAAABA8ugijnT3448/yqOPPipVq1aVmJgYadiwoUybNi3w+88//1zuu+8+KV++vNx2223y+uuvW0uwtq5qF+bVq1dbV+zgLuLHjx+XihUryjvvvBPyXuPGjZN69epJQkKCBcjJkyfb++m+77rrLlm0aFGqjl33MXPmTGnatKmUK1dOmjdvLh988EFY3b537twp3bp1k8qVK0tsbKw89dRTF+2O/fLLL1t9vvvuu7CPbcWKFdKmTRs7rsaNG8uoUaPkzJkzgd9rzebPny8PPvigbVO7dm2rj9Ju7ffff799r/V59913w35fAAAAwK8I2EhXJ0+elE6dOlnLc1xcnIXT22+/XYYNGyZbt26VDRs2SJcuXSyEash76aWXbLsJEyZYl+s77rjDgvQXX3wRst9cuXLZfhKH3cWLF1uQzpQpkwX1OXPmyIABA+x5DZQvvPCCzJ49O+zjnzJliu3nkUcesfdq27at9O7dW77++utkX3f06FHp0KGDBV4N6NOnT5ddu3bJE088kWQ3+Pfff9+20SAcjpUrV9q+7r33XjuugQMHypIlS+SZZ54J2U7r3Lp1a4mPj5eOHTtaF3vtGq411e+VjnFv1qxZ2DUBAAAA/Iou4kj3gK3BVsOmhmLVo0cPC64//PCDBUVtXdbQqooVKyYvvviitfRql+vs2bPLFVdcIQUKFLhg3xocdd979uyRIkWKWOvvr7/+aq26J06ckBkzZsjIkSOtRVvdeOONtu3UqVPteMJtvdb3cMeAawv1qVOn5Ny5c8m+9sMPP7RWdn3/PHny2HN680CDbnArs4b3BQsW2LFGR0eHXdc333zTwrUGfvezDRo0SB544AEbs3799dfb861atbIbDqpr16722devX2+t5e5xXXPNNVbnpGjr9sXs27dPChcuHPYxAwAAAJc7AjbSlYa39u3bWyvrli1brBV327Zt9jvtxq3dx2vVqhXyGu2OHQ4NiRokdd/aBV27f1eqVEluuukmC9unT5+WXr16WWu2S4OxBlwNyRcLlcEzmB88eNBuAATr3LmzfdUgezH6uW6++eZAiFWlS5e2h+vbb7+11mStUWqDqtZSP6N2AU88pvrnn38OBGy9YRFMb1qcPXs2Ve8FAAAA4B8EbKQrDag6vlpDZIMGDWwccNmyZaVu3br/nKBZ/v0pGhUVZS202v1bu3BrF2m3C7YbNnVcctGiRS94bdasWVPcv7ac/1vhfK6cOXNaS7TeBNDW7REjRoS9f705oZ9ZW/ETC27tT+pzpmZys+RmGE+udRsAAADIiBiDjXSlrcuHDx+2sdDdu3e3ybiOHDkSCHrawrpp06aQ12i3bLdLtobo5GjA3L59u43b1i7ZOmZbaajWkLt3715r0XYfn332mXWTDm7Vvhht7S1YsOAFx6dd3IcOHZrsa4sXL27d1f/+++/Ac99//73UqFFD9u/fbz+XLFnSxkLruHCt0/LlyyVcJUqUkF9++SXks+l+dTy31iEcKdUWAAAAQCgCNtJVoUKFbBz20qVLLezqZGU6m7bSrtraCqtdpUePHm2BVAOwTnDmjpvWVt4DBw7I7t27k9y/jr3WGbq19bdRo0aSO3fuQDjW8cm6X51ATF+v3amHDx9uoTlcOgGbBn7dh3ZvnzVrlrXqptR626JFC+serpOOaZf4zZs320RkGqq1JsF05vQ777zTgrZ78yEl2k192bJlNiu4Bu1Vq1ZJv379LNAnNV49KVpbpccXbigHAAAA/Iwu4khXOtO3tty+8sorcuzYMQvE2jqtIVVbhtu1ayfjx4+XMWPG2JJaGn51UjFd3kppF/CPP/7YAuhHH32U5HvopGY6q7d+DaaBM2/evBayNaTrOGdtfdZQHy6deVvHa+s+tLu7jqvWicmqVauW7BjsHDlyWEu5tnRr0Nfx3nrToE+fPklu786Yrl3F9SZAOHXV45g4caJ1M9dZ2rUL/tNPPx32Z9Owr131tVu93vTQ2d4BAAAAXFyUk5oBlwAQJrcVP7ZlL/l1zyHqBmQQNxfJK0N6snQfAMB/f9f+bzLzD7noIg4AAAAAgAfoIg4kQbuj61jv5PTv3z8w2Vpa2bBhQ4pdtXUZM+1yDwAAACBtEbCBJNx7773SpEmTZGuTL1++NK9ddHS0vPfee8lukytXrjQ7HgAAAAD/j4ANJEFn+NbHpSZbtmy25NblpEjBS6+OAP49/j8NAMDFEbABRNT/tKtFhYEMJiHBkUyZotL7MAAAuOQQsAFEhC59dv78+RTXBAcAAAAuZfv27ZPMmTOHtS0BG0BEnD17VlgFMO0u+krXcge1zig4r6l1RsR5Ta0zIj+c11myZJGsWbOGt23EjwaALxUpUiTs9QKRdmszglpfLjivqXVGxHlNrTMizutQrIMNAAAAAIAHCNgAAAAAAHiAgA0AAAAAgAcI2AAAAAAAeICADQAAAACABwjYAAAAAAB4IMphoVoAAAAAAP4zWrABAAAAAPAAARsAAAAAAA8QsAEAAAAA8AABGwAAAAAADxCwAYQlISFBxowZI3Xq1JEKFSpI586dZffu3Rfd/tChQ9KrVy+pWrWqVKtWTQYNGiQnT54M2WbJkiXSrFkzKVeunLRq1UpWrVrFv0aEau1at26d3HrrrdQ5Que17m/KlCnStGlT21/z5s1l3rx5vq+313U+f/687a9+/fp2/WjTpo18+umnvq9zpK8fZ86ckRYtWkjfvn2pdYRq3aRJEylVqlTIg3pHptbfffeddOjQwa4hdevWtf3r+/id17Uuleh8Dn7s3btXMiSdRRwAUjJ27FgnNjbWWbFihbN161anU6dOTpMmTZzTp08nuX3Hjh2du+++29m8ebPz1VdfOfXr13d69+4d+P2qVaucMmXKODNnznS2b9/uvPLKK05MTIx973de19q1du1ap1q1ak7JkiXT4FP4s9YTJkxwqlSp4sTHxzs7d+504uLinOjoaGfhwoWOn3ld5xEjRjjVq1e3/e3atcvqfuuttzqbNm1y/C5S1w81ePBgu3706dMnwp/Cn7U+fvy4U7p0advfgQMHAo+jR486fud1rXfs2OGUL1/eGTBggPPLL784S5cudSpWrOhMmjTJ8Tuvax18Luvjp59+sv1f7DqTERCwAaRIL6r6H57Zs2cHnjty5IhTrlw5Z/HixRdsv379evsjLDgsf/75506pUqWc/fv32896we7Zs2fI6+677z77j52fRaLWZ8+edYYMGWI3NFq3bk3AjmCt69SpY2EvWL9+/Zz27ds7fhWJOusNucSv1RsbkydPdvwsErV2rVy50qlZs6bTvHlzAnaEar1x40bb5vDhw//9ZMhAIlFrvUmkoTAhISGwzejRo52uXbs6fhbJa4jr8ccfd26//faLBvaMgC7iAFK0bds2OX78uNSoUSPw3FVXXSXR0dGyZs2aC7Zfu3atFChQQIoVKxZ4TrsNRUVFWRdl7X60fv36kP2p2NjYJPfnJ17XWp04ccJeq12XO3bsmEafxJ/n9bBhw6R169Yhr8uUKZMcPXpU/CoS53SfPn3kzjvvtO9PnTolb731lnVJ1GuIn0Wi1uqvv/6Sfv36yeDBgyVv3rxp8En8WesffvhB8ufPL3ny5EmjT+HfWn/xxRd2DdHnXD169JA33nhD/CxS1xCX1v2jjz6ya0nWrFkloyJgA0jR/v377WvhwoVDni9YsGDgd8F+//33C7bVC+nVV18t+/bts7Choa9QoUJh7c9PvK61+x/Hd999V6pXrx7RY/d7rTVI6x8lwee1ji+Lj4+X2rVri19F4px2LVq0yMYIvvTSS9K1a1cpW7as+Fmkav3ss8/aePcGDRpE7NgvN5GotQbsnDlzWtDTa4aOd58xY4bvxwV7Xetjx47JwYMH5corr5T+/ftbrXU+mEmTJtn8Dn4Wyeu1GjlypDRs2FCqVKkiGRkBG0CK3MkqEt9tzJYtm5w+fTrJ7ZO6M+lury1Oqdmfn3hda6Rfrf/44w+bHCZfvnzSrVs33/5TRLLOOqnOe++9J71797aWp3feeUf8LBK1jouLk59//tlasBHZWv/00092A1onSZw6daq0a9dORo8eLWPHjvV16b2utQZspT2OrrvuOpk8ebI88sgjMnHiRGodwev1mjVr5Pvvv5fu3btLRpclvQ8AwKUve/bsgRlk3e+VXjxz5MiR5Pa6bWK6vd6d1wuvu7/Ev09qf37ida2RPrXesWOHdOnSxVpDZs2aZb0I/CqSddaWE32ULl1adu7caaGkffv24lde11rP4+HDh1tduZ5EttZKg57+rC2rSmdZ1jCoN48ef/xx6yXjR17XOkuWf+JPzZo15bHHHrPvdXUNHQoxfvx46dmzZ0jXcT+J5PV64cKFNmN7mTJlJKPz5/9TAaSK2/3nwIEDIc/rz9dee+0F22sX2cTb6gX48OHD1s1Iuw7phTfc/fmJ17VG2tdax521bdvW/hjR1r8bbrjB1/8MXtf53Llzsnz58guWd9Ewot0V/czrWn/44Yc2HvOhhx6SihUr2kPHXC5evNi+97NIXD+0JdAN166SJUvakKojR46IX3lda51HQG/0a22DlShRwmqtQduvIvXfxYSEBPnkk09s2IMfELABpEhbh3Lnzi3ffPNN4DntxrZlyxbropmYPqdjdbRFybV69Wr7WrlyZbszXKlSpcBzLt1/Rh+Xk9a1RtrWWtdV1a6G+ofa7NmzfX/DKBJ1zpw5swwYMEDmzJkT8rqNGzdK8eLFfX3Ke11rnRRx2bJl1g3ffcTExNhYbP3ez7yuta7s06hRIxk3blzI6zZt2mSTSPl5crlIXEP0bxC9ZgTTMfDa20gbAfwqUn+DbN++3dbL1l4DvpDe05gDuDyMHDnS1lBevnx5yLqIZ86ccc6dO2drG548edK21WUv2rZta0tC6bIjuua1rovYt2/fkGUcdN3aadOm2fIOw4YNs2UgWAfb+1oHW7BgAct0Rei81uXQGjdu7DRs2NDWZg5e9/PPP/90/Mzrc1rXqtXrxaJFi2wN24kTJ9r1RPfvd5G8frhr3rIOdmRqrcvPVahQwYmPj3d27tzpxMXF2Xk+d+5cx++8rvXXX39t14wxY8ZYrbXmlStXtjWg/S4S15CFCxfaUqHnz593/ICADSAselF99dVXnerVq9sfAJ07d3Z2795tv9Ovug6ihjfXH3/8YWsd6raxsbHOwIEDnVOnTl1wwdVAUrZsWbs4f/XVV/xrRKjWLgJ25M7rdevW2fZJPfQPDj/z+pzWP9KmT59u14+YmBinZcuWzscff5wun81P1w9FwI5crfUm3bhx4+wmnYaRpk2bEq4jeF7r2u76t4fWul69enajzi8BMK1rPWnSJKdmzZqOX0Tp/6R3KzoAAAAAAJc7xmADAAAAAOABAjYAAAAAAB4gYAMAAAAA4AECNgAAAAAAHiBgAwAAAADgAQI2AAAAAAAeIGADAAAAAOABAjYAAEAG4DhOeh8CAPgeARsAACAZDRo0kL59+17SNZo3b54MGzYsvQ8DAHwvi+8rAAAAkIxx48ZJ7ty5L+kavfHGG1KtWrX0PgwA8D0CNgAAQDKio6OpDwAgLHQRBwAACKOL+G+//SalSpWSpUuXSvfu3aVChQpSs2ZNmTBhghw7dkz69+8vlStXtueGDx8eGBPtvi4+Pl66du0q5cuXl3r16sn48eMlISEh8D7nz5+X2bNnS4sWLaRcuXK2zWuvvSanT58ObKPH8cADD8jAgQOlUqVK0qxZM6lbt67s2bNHFi5caO+j76fWrFkjDz/8sFStWlViYmLsc4wdOzbwnu5xLVmyRHr06CEVK1a0VvDnnntOTpw4EXhP/RwzZsyQO+64w46rcePGMnXq1JAx32vXrpWOHTvaZ9N99OnTR/766y/OKwC+Q8AGAABIBQ2gJUuWtG7ZNWrUkNGjR8s999wj2bNnt+7kTZo0kSlTplgQD/bCCy9YV3MNuXfddZdtO2LEiMDvn3/+eRk6dKg0atTI9t2hQwd5++23LcwnDrP79u2zgN6rVy/btkCBAha0586dKwULFpRt27bJgw8+KFdffbW8/vrrtk2VKlXsPTVQB9OwXqRIEbtRoIF8/vz5tr3r1VdftYcG9DfffNM+qwb/SZMmBYK8vpd+/lGjRtmNhtWrV8v9998vp06d4twC4Ct0EQcAAEiFOnXqyBNPPGHflyhRQj744APJly+fBWRVvXp1Wbx4saxfv95afV1lypSxYKpuu+02ayWeOXOmdOvWTfbv32/BVgNzly5dbJtatWpZWO7du7esXLnSArQ6d+6cvPjii1KoUKHAvrNmzSrXXHONtaorDdhuS3qmTJkC+/vkk0/km2++kebNmwdeq/vVFmelNwy+/PJL+fTTT+1Yjh49KrNmzbLW6Weeeca20f0ePHjQgvWjjz5qNwluueUWmThxomTOnNm20ZZsfY8FCxbYjQIA8AtasAEAAFJBu1K78ufPb1+167QrKipK8uTJI3///XfI61q1ahXyc9OmTeXs2bOyYcMGa/FVwcHX/VlDq4Zil7ZKB4frpOh7TZ482favYXvZsmUyZswY64auzwVzQ7lL9+12Ef/2228t0GurfOJWfG2lP3nypGzcuNFCuray67b6uOGGG6RYsWIW1gHAT2jBBgAASIWkZhTPmTNniq+79tprQ37WFmd15MgReyjt6h3yh1qWLJI3b96QsJ4rV64U30u7Zg8ePFjef/99C7zXX3+93RjQ/SVeLztHjhwhP2uLt7vN4cOHQ441MW3h1jHdGub1kVi2bNlSPFYAyEgI2AAAAGng0KFDIT//+eef9lW7l2tQVdr1WsdDu7S1WV+nITs1Xn75ZWu11jHR2qXbvQGgXcBT46qrrrKvOmFZ0aJFA8/v3btXdu3aZZOnaYu9jsFO3PqeVHgHgIyOLuIAAABpYPny5SE/awDWAOrOvK10pvFg+rN269bZyZPjjrN2rVu3TmJjY23CNDdcb9682YJy8MzlKdGu71dccYWsWLEi5Plp06bJU089ZfvWZcx27NghZcuWDTx0bLpO5hbctR0A/IAWbAAAgDSgs3dra7WOV9Yx17ok15NPPmkhtXjx4tK6dWsbJ63jmnVpra1bt9qs3xqUdWK1lFqat2zZYvvVUKwPfb85c+bYWGgdh60zg2trs+4/XNo1XGcD12W6dCI1vRGgY651vzr5mgZ7Ddo6MZtOitayZUu7IaABXLfTGdABwE8I2AAAAGmgZ8+eFoB1Ka3ChQvbrOPt2rUL6dZ900032czbOp5ZZxDXcKshNXELdWKdOnWSIUOG2DJb06dPt/WytXu5dhE/c+aMjcHW2cq3b99uM4lrCA6Xzh6uNwbi4uJsYjPd14ABA6Rt27b2+9q1a9u62HozQNfT1hZvnTFdjyPxBGoAkNFFOYlnugAAAIBnfvvtN2nYsKGtcd2mTRsqCwAZGGOwAQAAAADwAAEbAAAAAAAP0EUcAAAAAAAP0IINAAAAAIAHCNgAAAAAAHiAgA0AAAAAgAcI2AAAAAAAeICADQAAAACABwjYAAAAAAB4gIANAAAAAIAHCNgAAAAAAHiAgA0AAAAAgPx3/weG9k2CgaYC7wAAAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 5 + }, + { + "cell_type": "code", + "id": "4481d690", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-05T18:35:46.893437Z", + "start_time": "2025-12-05T18:35:46.875542Z" + } + }, + "source": [ + "hypotheses = []\n", + "stat, p = stats.mannwhitneyu(df['active_ctr'].dropna(), df['passive_ctr'].dropna(), alternative='greater')\n", + "hypotheses.append({'hypothesis': 'CTR_active > CTR_passive', 'test': 'Mann-Whitney', 'pvalue': p})\n", + "m_ctr = client.loc[client['gender_cd'] == 'M', 'ctr_all'].dropna()\n", + "f_ctr = client.loc[client['gender_cd'] == 'F', 'ctr_all'].dropna()\n", + "stat, p = stats.mannwhitneyu(m_ctr, f_ctr, alternative='two-sided')\n", + "hypotheses.append({'hypothesis': 'CTR отличается по полу', 'test': 'Mann-Whitney', 'pvalue': p})\n", + "hypo_df = pd.DataFrame(hypotheses)\n", + "hypo_df\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " hypothesis test pvalue\n", + "0 CTR_active > CTR_passive Mann-Whitney 0.000\n", + "1 CTR отличается по полу Mann-Whitney 0.277" + ], + "text/html": [ + "
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Платформа после нормализации: ~52.5% iOS, ~46.7% Android, 1.1% iPadOS.\n", + "- Признаки «заспамленности» и агрегаты на клиента добавлены: imp/click/order totals, CTR/CR, contact_days, avg_impressions_per_contact_day, order_categories_count.\n", + "\n", + "## Каналы и эффективность (агрегировано по всем строкам)\n", + "- Active impressions ≈ 219.5k, passive impressions ≈ 473.1k.\n", + "- Active clicks ≈ 147.3k (CTR_active ≈ 0.67), passive clicks ≈ 18.1k (CTR_passive ≈ 0.038).\n", + "- Заказы всего: 12 439; CR click→order ≈ 7.5%, CR imp→order ≈ 1.8%.\n", + "- Дневных точек: 284; daily агрегаты подготовлены (CTR/CR, day_of_week).\n", + "\n", + "## Демография и устройство vs эффективность (по клиентским агрегатам)\n", + "- Таблицы по полу/возрастным группам/платформам готовы в `04_clients_segmentation.ipynb` (средние impressions/clicks/orders и CTR/CR).\n", + "- Гипотезы: в 05-м ноутбуке добавлены примеры Mann–Whitney по CTR active vs passive и по полу; можно расширять на платформы и возраст.\n", + "\n", + "## Лаги и сезонность\n", + "- Дневные ряды и метрики CTR/CR по времени и по дням недели — см. `03_time_and_lags.ipynb`.\n", + "- Лаги: реализованы кросс-корреляции orders vs impressions/clicks (hotel, avia) для lag 0–7; по клиентам — first_imp/click/order и распределения дней до заказа.\n", + "\n", + "## Сегменты и «усталость»\n", + "- Сегменты каналов: only_active / only_passive / both + метрики; бины по числу категорий заказов.\n", + "- «Заспамленность»: bin по avg_impressions_per_contact_day с CTR/CR; stacked доли категорий заказов по возрасту.\n", + "\n", + "## Модели как часть EDA\n", + "- На клиентском уровне собран датасет для задачи `has_any_order`; pipeline с OHE + StandardScaler + LogisticRegression и RandomForest (ROC-AUC и важности).\n", + "- Выводы по коэффициентам/важности доступны в `05_exploratory_models.ipynb`.\n", + "\n", + "## Что делать дальше\n", + "- Прогнать все ноутбуки end-to-end (данные готовы, зависимости в `.venv`): `jupyter lab` или `jupyter nbconvert --execute`.\n", + "- Уточнить нормализацию категорий (при необходимости) и при желании сохранить `dataset/ds_clean.parquet` (флаг в `01_load_and_clean.ipynb`).\n", + "- Добавить/актуализировать бизнес-гипотезы (категории, платформы, возраст) и зафиксировать p-value в таблице гипотез.\n", + "- При необходимости усилить визуализацию: календарные heatmap по CTR, ECDF лагов по каждой категории, PDP для топ-фичей модели.\n" + ] + } + ], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/preanalysis/eda_report.md b/preanalysis/eda_report.md new file mode 100644 index 0000000..32aeb25 --- /dev/null +++ b/preanalysis/eda_report.md @@ -0,0 +1,41 @@ +# EDA «Коммуникации в Городе» + +## Кратко о данных +- 118189 строк, 8339 клиентов, 35 исходных столбцов + инженерные (totals, CTR/CR, флаги). +- Диапазон дат: 2025‑01‑09 — 2025‑11‑04 (284 дня). +- Категории сервисов: ent, super, transport, shopping, hotel, avia; активные и пассивные показы/клики, заказы по категориям. +- Дубликаты по ключу (id, business_dt): нет. + +## Качество данных +- Пропуски: несущественные (NaN почти нет), отрицательных значений не обнаружено. +- Возраст: 15–80 лет, p1/p99 = 22/68, мусора (<14 или >100) нет. +- Гендер: 68.5% M, 31.5% F. Платформа после нормализации: ~52.5% iOS, ~46.7% Android, 1.1% iPadOS. +- Признаки «заспамленности» и агрегаты на клиента добавлены: imp/click/order totals, CTR/CR, contact_days, avg_impressions_per_contact_day, order_categories_count. + +## Каналы и эффективность (агрегировано по всем строкам) +- Active impressions ≈ 219.5k, passive impressions ≈ 473.1k. +- Active clicks ≈ 147.3k (CTR_active ≈ 0.67), passive clicks ≈ 18.1k (CTR_passive ≈ 0.038). +- Заказы всего: 12439; CR click→order ≈ 7.5%, CR imp→order ≈ 1.8%. +- Дневных точек: 284; daily агрегаты подготовлены (CTR/CR, day_of_week). + +## Демография и устройство vs эффективность (по клиентским агрегатам) +- Таблицы по полу/возрастным группам/платформам готовы в `04_clients_segmentation.ipynb` (средние impressions/clicks/orders и CTR/CR). +- Гипотезы: в 05-м ноутбуке добавлены примеры Mann–Whitney по CTR active vs passive и по полу; можно расширять на платформы и возраст. + +## Лаги и сезонность +- Дневные ряды и метрики CTR/CR по времени и по дням недели — см. `03_time_and_lags.ipynb`. +- Лаги: реализованы кросс-корреляции orders vs impressions/clicks (hotel, avia) для lag 0–7; по клиентам — first_imp/click/order и распределения дней до заказа. + +## Сегменты и «усталость» +- Сегменты каналов: only_active / only_passive / both + метрики; бины по числу категорий заказов. +- «Заспамленность»: bin по avg_impressions_per_contact_day с CTR/CR; stacked доли категорий заказов по возрасту. + +## Модели как часть EDA +- На клиентском уровне собран датасет для задачи `has_any_order`; pipeline с OHE + StandardScaler + LogisticRegression и RandomForest (ROC-AUC и важности). +- Выводы по коэффициентам/важности доступны в `05_exploratory_models.ipynb`. + +## Что делать дальше +- Прогнать все ноутбуки end-to-end (данные готовы, зависимости в `.venv`): `jupyter lab` или `jupyter nbconvert --execute`. +- Уточнить нормализацию категорий (при необходимости) и при желании сохранить `dataset/ds_clean.parquet` (флаг в `01_load_and_clean.ipynb`). +- Добавить/актуализировать бизнес-гипотезы (категории, платформы, возраст) и зафиксировать p-value в таблице гипотез. +- При необходимости усилить визуализацию: календарные heatmap по CTR, ECDF лагов по каждой категории, PDP для топ-фичей модели. diff --git a/preanalysis/eda_utils.py b/preanalysis/eda_utils.py new file mode 100644 index 0000000..802a6d8 --- /dev/null +++ b/preanalysis/eda_utils.py @@ -0,0 +1,154 @@ +from __future__ import annotations + +from pathlib import Path +from typing import Dict, Iterable, List + +import numpy as np +import pandas as pd + +# Paths and column groups +DATA_PATH = Path("dataset/ds.csv") +CATEGORIES: List[str] = ["ent", "super", "transport", "shopping", "hotel", "avia"] + +ACTIVE_IMP_COLS = [f"active_imp_{c}" for c in CATEGORIES] +PASSIVE_IMP_COLS = [f"passive_imp_{c}" for c in CATEGORIES] +ACTIVE_CLICK_COLS = [f"active_click_{c}" for c in CATEGORIES] +PASSIVE_CLICK_COLS = [f"passive_click_{c}" for c in CATEGORIES] +ORDER_COLS = [f"orders_amt_{c}" for c in CATEGORIES] + +NUMERIC_COLS = ( + ACTIVE_IMP_COLS + + PASSIVE_IMP_COLS + + ACTIVE_CLICK_COLS + + PASSIVE_CLICK_COLS + + ORDER_COLS + + ["age"] +) +CAT_COLS = ["gender_cd", "device_platform_cd"] + + +def safe_divide(numerator: pd.Series | float, denominator: pd.Series | float) -> pd.Series: + """Divide with protection against zero (works for Series and scalars).""" + if isinstance(denominator, pd.Series): + denom = denominator.replace(0, np.nan) + else: + denom = np.nan if float(denominator) == 0 else denominator + return numerator / denom + + +def normalize_gender(series: pd.Series) -> pd.Series: + cleaned = series.fillna("UNKNOWN").astype(str).str.strip().str.upper() + mapping = {"M": "M", "MALE": "M", "F": "F", "FEMALE": "F"} + return cleaned.map(mapping).fillna("UNKNOWN") + + +def normalize_device(series: pd.Series) -> pd.Series: + cleaned = series.fillna("unknown").astype(str).str.strip() + lowered = cleaned.str.lower().str.replace(" ", "").str.replace("_", "") + mapping = {"android": "Android", "ios": "iOS", "ipados": "iPadOS", "ipad": "iPadOS"} + mapped = lowered.map(mapping) + fallback = cleaned.str.title() + return mapped.fillna(fallback) + + +def add_age_group(df: pd.DataFrame) -> pd.DataFrame: + bins = [0, 25, 35, 45, 55, np.inf] + labels = ["<25", "25-34", "35-44", "45-54", "55+"] + df["age_group"] = pd.cut(df["age"], bins=bins, labels=labels, right=False) + return df + + +def add_totals(df: pd.DataFrame) -> pd.DataFrame: + df["active_imp_total"] = df[ACTIVE_IMP_COLS].sum(axis=1) + df["passive_imp_total"] = df[PASSIVE_IMP_COLS].sum(axis=1) + df["active_click_total"] = df[ACTIVE_CLICK_COLS].sum(axis=1) + df["passive_click_total"] = df[PASSIVE_CLICK_COLS].sum(axis=1) + df["orders_amt_total"] = df[ORDER_COLS].sum(axis=1) + df["click_total"] = df["active_click_total"] + df["passive_click_total"] + df["imp_total"] = df["active_imp_total"] + df["passive_imp_total"] + df["active_ctr"] = safe_divide(df["active_click_total"], df["active_imp_total"]) + df["passive_ctr"] = safe_divide(df["passive_click_total"], df["passive_imp_total"]) + df["ctr_all"] = safe_divide(df["click_total"], df["imp_total"]) + df["cr_click2order"] = safe_divide(df["orders_amt_total"], df["click_total"]) + df["cr_imp2order"] = safe_divide(df["orders_amt_total"], df["imp_total"]) + return df + + +def add_flags(df: pd.DataFrame) -> pd.DataFrame: + df["has_active_comm"] = (df[ACTIVE_IMP_COLS + ACTIVE_CLICK_COLS].sum(axis=1) > 0).astype(int) + df["has_passive_comm"] = (df[PASSIVE_IMP_COLS + PASSIVE_CLICK_COLS].sum(axis=1) > 0).astype(int) + df["has_any_order"] = (df[ORDER_COLS].sum(axis=1) > 0).astype(int) + df["order_categories_count"] = (df[ORDER_COLS] > 0).sum(axis=1) + return df + + +def load_data(path: Path | str = DATA_PATH) -> pd.DataFrame: + df = pd.read_csv(path) + df["business_dt"] = pd.to_datetime(df["business_dt"]) + df["gender_cd"] = normalize_gender(df["gender_cd"]) + df["device_platform_cd"] = normalize_device(df["device_platform_cd"]) + df = add_age_group(df) + df = add_totals(df) + df = add_flags(df) + return df + + +def describe_zero_share(df: pd.DataFrame, cols: Iterable[str]) -> pd.DataFrame: + stats = [] + for col in cols: + series = df[col] + stats.append( + { + "col": col, + "count": series.count(), + "mean": series.mean(), + "median": series.median(), + "std": series.std(), + "min": series.min(), + "q25": series.quantile(0.25), + "q75": series.quantile(0.75), + "max": series.max(), + "share_zero": (series == 0).mean(), + "p95": series.quantile(0.95), + "p99": series.quantile(0.99), + } + ) + return pd.DataFrame(stats) + + +def build_daily(df: pd.DataFrame) -> pd.DataFrame: + agg_cols = ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ORDER_COLS + daily = df.groupby("business_dt")[agg_cols].sum().reset_index() + daily = add_totals(daily) + daily["day_of_week"] = daily["business_dt"].dt.day_name() + return daily + + +def build_client(df: pd.DataFrame) -> pd.DataFrame: + agg_spec: Dict[str, str] = {col: "sum" for col in ACTIVE_IMP_COLS + PASSIVE_IMP_COLS + ACTIVE_CLICK_COLS + PASSIVE_CLICK_COLS + ORDER_COLS} + meta_spec: Dict[str, str | callable] = { + "age": "median", + "gender_cd": lambda s: s.mode().iat[0] if not s.mode().empty else "UNKNOWN", + "age_group": lambda s: s.mode().iat[0] if not s.mode().empty else np.nan, + "device_platform_cd": lambda s: s.mode().iat[0] if not s.mode().empty else "Other", + } + agg_spec.update(meta_spec) + client = df.groupby("id").agg(agg_spec).reset_index() + contact_days = df.groupby("id")["business_dt"].nunique().rename("contact_days") + imp_day = df.copy() + imp_day["imp_day_total"] = imp_day[ACTIVE_IMP_COLS + PASSIVE_IMP_COLS].sum(axis=1) + max_imp_day = imp_day.groupby("id")["imp_day_total"].max().rename("max_impressions_per_day") + client = add_totals(client) + client = add_flags(client) + client = client.merge(contact_days, on="id", how="left") + client = client.merge(max_imp_day, on="id", how="left") + client = add_contact_density(client) + return client + + +def add_contact_density(df: pd.DataFrame) -> pd.DataFrame: + # contact_days must already be present + if "contact_days" in df.columns: + df["avg_impressions_per_contact_day"] = safe_divide(df["imp_total"], df["contact_days"]) + return df + return df diff --git a/preanalysis/task.md b/preanalysis/task.md new file mode 100644 index 0000000..45ceba8 --- /dev/null +++ b/preanalysis/task.md @@ -0,0 +1,368 @@ +# План полноценного преданализа датасета «Коммуникации в Городе» + +Основано на описании датасета: есть ежедневные коммуникации с клиентами в экосистеме «Город Т-Банка», активные/пассивные каналы, показы/клики и заказы по категориям (ent, super, transport, shopping, hotel, avia), а также демография и устройство. + +Обозначения: + +- `*_imp_*` — показы (impressions) активных/пассивных каналов по категориям (`ent`, `super`, `transport`, `shopping`, `hotel`, `avia`). +- `*_click_*` — клики/касания по тем же категориям. +- `orders_amt_*` — число заказов по категориям. +- `gender_cd`, `age`, `device_platform_cd` — демография и устройство. + +--- + +## 0. Технический скелет проекта + +Файлы/ноутбуки: + +1. `01_load_and_clean.ipynb` — загрузка, чистка, базовые описания. +2. `02_univariate_bivariate.ipynb` — распределения и связи признаков. +3. `03_time_and_lags.ipynb` — время, лаги, сезонность. +4. `04_clients_segmentation.ipynb` — агрегаты по клиенту, сегменты. +5. `05_exploratory_models.ipynb` — простые модели как часть EDA. +6. `eda_report.md` / `eda_report.ipynb` — итоговый отчёт. + +--- + +## 1. Загрузка и структура данных + +### Таблицы/выводы + +1. `df.info()` — список столбцов, типы, количество ненулевых. +2. `df.head(5)` — первые строки для визуальной проверки. +3. Размерность: + - `n_rows`, `n_cols` + - `n_unique_clients = df['id'].nunique()` + - диапазон дат: `min(business_dt)`, `max(business_dt)` +4. Проверка ключа: + - таблица: `df.groupby(['id', 'business_dt']).size().value_counts().head()` + (показывает, есть ли дубликаты по ключу) +5. Среднее число дней на клиента: + - `df.groupby('id').size().describe()` + +### Графики + +1. Количество записей по датам: + - `bar/line`: X = `business_dt`, Y = `count(*)` + - цель: увидеть провалы/пики выгрузки + +--- + +## 2. Качество данных и аномалии + +### Таблицы/метрики + +1. Пропуски: + - таблица: колонка → количество пропусков → доля пропусков +2. Базовый `describe` по числовым: + - `df[num_cols].describe().T` +3. Доля нулей: + - таблица: колонка → доля нулей → min/max → 95-й, 99-й перцентили +4. Логические проверки: + - все `*_imp_*`, `*_click_*`, `orders_amt_*` должны быть `>= 0` + - поиск отрицательных/странных значений +5. Возраст: + - мин/макс, перцентили (1-й, 99-й), доля мусора (например, `<14` или `>100`) +6. Категориальные: + - уникальные значения `gender_cd`, `device_platform_cd` + - приведение к единому формату (trim, upper, `unknown`) + +### Графики + +1. Boxplot возраста: + - Y = `age` + - цель: выбросы и мусор +2. Barplot пропусков: + - X = столбец, Y = доля NaN (только где NaN > 0) + +--- + +## 3. Одномерный анализ (univariate) + +### 3.1. Числовые признаки (показы/клики/заказы) + +#### Таблицы + +1. Для каждой группы (`active_imp_*`, `passive_imp_*`, `active_click_*`, `passive_click_*`, `orders_amt_*`): + - `count, mean, median, std, min, q25, q75, max, share_zero, p95, p99` +2. Агрегаты по всем категориям: + - создать `active_imp_total`, `passive_imp_total`, `active_click_total`, `passive_click_total`, `orders_amt_total` + - таблица `describe()` для них + +#### Графики + +1. Гистограммы (лог-масштаб или `log1p`) для каждой категории и типа: + - `active_imp_ent`, `active_click_ent`, `passive_imp_ent`, `orders_amt_ent`, … +2. Boxplot для агрегатов: + - `active_imp_total`, `passive_imp_total`, `active_click_total`, `passive_click_total`, `orders_amt_total` + +### 3.2. Категориальные признаки + +#### Таблицы + +1. Распределение `gender_cd`: counts, доли, `unknown` +2. Распределение `device_platform_cd`: counts, доли +3. Возрастные группы: + - `<25`, `25–34`, `35–44`, `45–54`, `55+` + - таблица: группа → число клиентов → доля + +#### Графики + +1. Barplot пола: X = `M/F/Unknown`, Y = доля +2. Barplot платформ: X = platform, Y = доля +3. Гистограмма возраста + +--- + +## 4. Время и сезонность + +Создать дневные агрегаты: + +- сумма показов/кликов/заказов по дням +- метрики: + - `CTR_active = active_click_total / active_imp_total` + - `CTR_passive = passive_click_total / passive_imp_total` + - `CR_click2order = orders_amt_total / (active_click_total + passive_click_total)` + - `CR_imp2order = orders_amt_total / (active_imp_total + passive_imp_total)` +- день недели: `day_of_week` + +### Таблицы + +1. `daily.describe()` по дневным агрегатам +2. Таблица по дням недели: + - `day_of_week` → среднее `impressions, clicks, orders, CTR, CR` + +### Графики + +1. Линейные временные ряды: + - `business_dt` vs total impressions + - `business_dt` vs total clicks + - `business_dt` vs total orders +2. Линии CTR/CR во времени (rolling mean 7 дней по желанию): + - `active_ctr`, `passive_ctr`, `cr_click2order` +3. Сезонность по дням недели: + - barplot для `active_ctr`, `passive_ctr`, `cr_click2order` +4. (Опционально) календарная heatmap заказов/CTR + +--- + +## 5. Парные связи (bivariate) + +### Таблицы + +1. Корреляции Спирмена (на уровне клиента/дня): + - между всеми числовыми признаками + `age` +2. Для каждой категории: + - биннинг показов по квантилям → средний `imp, click, CTR, orders, CR` + +### Графики + +1. Scatter/hexbin «показы → клики»: + - `active_imp_*` vs `active_click_*` + - `passive_imp_*` vs `passive_click_*` +2. Scatter «клики → заказы»: + - `*_click_*` vs `orders_amt_*` +3. CTR по бинам показов (линия/бар) +4. CR по бинам кликов (линия/бар) +5. Heatmap корреляций + +--- + +## 6. Демография и устройство vs эффективность + +Агрегировать по клиенту: + +- суммы показов/кликов/заказов +- CTR/CR на уровне клиента +- добавить `gender_cd`, `age_group`, `device_platform_cd` + +### Таблицы + +1. По полу: + - средние `impressions, clicks, orders, CTR, CR` +2. По возрастным группам: + - те же метрики +3. По платформам: + - те же метрики +4. Тесты гипотез (Mann–Whitney / t-test): + - разница CTR/CR между группами + +### Графики + +1. Barplot CTR/CR по полу +2. Barplot CTR/CR по возрастным группам +3. Barplot CTR/CR по платформам +4. Boxplot заказов по возрастным группам +5. Stacked bar: возраст → доли категорий заказов (наполнение корзины сервисами) + +--- + +## 7. Поведение по клиенту и сегментация + +### 7.1. Простые сегменты + +Флаги на уровне клиента: + +- `has_active_comm`, `has_passive_comm` +- `has_any_order` +- `order_categories_count` (в скольких категориях есть заказ) + +#### Таблицы + +1. Сегменты каналов: + - `only_active`, `only_passive`, `both` + - доля клиентов, средние заказы, CTR/CR +2. Сегменты мультикатегорийности: + - `1`, `2`, `3+` категорий заказов + - средние коммуникации/заказы, демография + +#### Графики + +1. Barplot по сегментам каналов: + - средние заказы, CTR/CR +2. Barplot по числу категорий заказов +3. Stacked bar: сегменты → пол/возраст (по желанию) + +### 7.2. Кластеризация (расширенный EDA) + +1. Вектор фичей: + - суммы по категориям + CTR/CR + доли заказов +2. Нормализация +3. KMeans / GMM, 3–7 кластеров + +#### Таблицы + +- кластер → размер → средние фичи → краткая интерпретация + +#### Графики + +1. Профили кластеров (bar/radar) +2. Scatter PCA/UMAP: цвет = кластер + +--- + +## 8. Воронка: показы → клики → заказы + +### Таблицы + +1. Общая воронка: + - `channel_type`, `category`, `impressions`, `clicks`, `orders`, `CTR`, `CR_click2order`, `CR_imp2order` +2. Воронка по сегментам: + - пол/возраст/платформа → те же метрики + +### Графики + +1. Funnel chart active vs passive (общий) +2. Barplot CTR по категориям + сравнение active/passive +3. Barplot CR по категориям + сравнение active/passive +4. Funnel/Bar по возрастным группам + +--- + +## 9. Временные лаги между коммуникациями и заказами + +С учётом «поздних покупок» (особенно travel). + +### 9.1. Лаги на дневном уровне + +#### Таблицы + +1. Лаговые признаки `lag1..lag7` для показов/кликов +2. Кросс-корреляция: + - lag → corr(orders*t, impressions*{t-lag}) + +#### Графики + +1. Линия «lag vs корреляция» по: + - `hotel`, `avia` (и др. при желании) + - active vs passive + +### 9.2. Лаги на клиентском уровне + +#### Таблицы + +1. `first_imp_date`, `first_click_date`, `first_order_date` +2. `days_to_order` +3. Квантили `days_to_order` по категориям + +#### Графики + +1. Гистограмма/ECDF `days_to_order` по категориям + +--- + +## 10. Мультиканальность и «заспамленность» + +### Таблицы + +1. `contact_days`, `avg_impressions_per_contact_day`, `max_impressions_per_day` +2. Бины по `avg_impressions_per_contact_day` → средний CTR/CR + +### Графики + +1. Гистограмма `avg_impressions_per_contact_day` +2. Линия/бар: CTR/CR vs уровень спама + +--- + +## 11. Простые модели как часть EDA + +### 11.1. Бинарная модель «есть заказ / нет заказа» + +Target: + +- `has_any_order` + +Features: + +- суммы показов/кликов по типам и категориям +- CTR/CR +- демография и платформа + +#### Таблицы + +1. Логистическая регрессия: + - коэффы, p-value, odds ratio +2. Feature importance из дерева/лесов + +#### Графики + +1. Barplot важностей +2. (Опционально) partial dependence для 2–3 ключевых фичей + +--- + +## 12. Гипотезы и статтесты + +### Примеры гипотез + +1. `CTR_active > CTR_passive` +2. CR различается между категориями сервисов +3. CTR/CR различаются по полу/возрасту/платформе +4. «заспамленность» снижает CTR/CR после порога + +### Таблица гипотез + +- гипотеза, H0/H1, тест, p-value, вывод, бизнес-интерпретация + +Графики для поддержки — использовать из разделов 4–10 (барчики/боксплоты). + +--- + +## 13. Итоговая документация + +1. Резюме выводов: + - качество данных + - эффективность каналов/категорий + - сегменты, где коммуникации лучше/хуже работают + - лаги (как быстро покупают после контактов) + - признаки «усталости» от коммуникаций +2. Список проблем данных и принятых решений по чистке +3. Список инсайтов для бизнеса +4. Список фичей для будущих моделей +5. Следующие шаги: + - подготовка ML-пайплайна + - список A/B-гипотез + - какие данные добрать (если нужно) + +---