2025-09-06 06:34:36,137 - data_prep_class.py - INFO - 98 - Get data from Big Query with SELECT firma, datum, fg_sg, fg_bez, ladenvkp, katalogvkp, oeffnungszeit, fg_typ
FROM `test-ww-ki-witt.co_stat_daily_prognosis_bronzelayer.sales`
2025-09-06 06:34:41,976 - data_prep_class.py - INFO - 107 - firma datum fg_sg fg_bez ladenvkp katalogvkp oeffnungszeit fg_typ date
0 Sieh an! GmbH 2024-09-11 21 Neuburg a. d. Donau 142.00 153.00 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2024-09-11
1 Josef Witt GmbH 2024-09-11 21 Neuburg a. d. Donau 1660.55 1743.50 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2024-09-11
2 Josef Witt GmbH 2024-09-11 193 Dingolfing 734.29 754.99 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2024-09-11
3 Josef Witt GmbH 2024-09-11 195 Kelheim 113.91 155.89 None Basisfiliale 2024-09-11
4 Sieh an! GmbH 2025-03-07 21 Neuburg a. d. Donau 65.00 75.00 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2025-03-07
2025-09-06 06:34:41,991 - dataprep_main.py - DEBUG - 39 - shape: (304135, 9) shops: 122 start: 2021-01-04 end: 2025-09-05 sumladenvkp: 283893605
2025-09-06 06:34:42,063 - data_prep_class.py - DEBUG - 137 - output of shops and codes found in sales data to fg_sg_bez.xlsx
2025-09-06 06:34:42,306 - dataprep_main.py - DEBUG - 50 - shape: (145562, 3) shops: 122 start: 2021-01-04 end: 2025-09-05 sumladenvkp: 283893605
2025-09-06 06:34:42,306 - data_prep_class.py - DEBUG - 180 - max date in dataframe: 2025-09-05 00:00:00
2025-09-06 06:34:42,307 - data_prep_class.py - DEBUG - 193 - date_range: 2025-09-06 00:00:00 2025-11-30 00:00:00
2025-09-06 06:34:42,400 - data_prep_class.py - DEBUG - 206 - size of new dataset: (10492, 3) vs 10492
2025-09-06 06:34:42,412 - data_prep_class.py - DEBUG - 210 - final size: (156054, 3)
2025-09-06 06:34:42,416 - dataprep_main.py - DEBUG - 58 - shape: (156054, 3) shops: 122 start: 2021-01-04 end: 2025-11-30 sumladenvkp: 283893605
2025-09-06 06:34:42,713 - dataprep_main.py - DEBUG - 69 - shape: (151874, 24) shops: 113 start: 2021-01-04 end: 2025-11-30 sumladenvkp: 279828396
2025-09-06 06:34:42,713 - data_prep_class.py - DEBUG - 255 - check Friedrichshafen
2025-09-06 06:34:42,729 - data_prep_class.py - DEBUG - 259 - date fg_sg fg_bez ladenvkp
131888 2024-01-02 183 Friedrichshafen 643.92
2025-09-06 06:35:19,583 - dataprep_main.py - DEBUG - 76 - shape: (151874, 24) shops: 113 start: 2021-01-04 end: 2025-11-30 sumladenvkp: 279828396
2025-09-06 06:35:19,600 - dataprep_main.py - DEBUG - 80 - shape: (151874, 24) shops: 113 start: 2021-01-04 end: 2025-11-30 sumladenvkp: 279828396
2025-09-06 06:35:26,998 - dataprep_main.py - DEBUG - 94 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-09-06 06:35:26,998 - data_prep_class.py - DEBUG - 216 - before removing holidays: (115218, 38)
2025-09-06 06:35:27,011 - data_prep_class.py - DEBUG - 218 - aftere removing holidays: (115218, 38)
2025-09-06 06:35:27,015 - dataprep_main.py - DEBUG - 99 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-09-06 06:35:27,432 - data_prep_class.py - DEBUG - 476 - missing values last year: lastyear_date 37065
lastyear_ladenvkp 37065
lastyear_fg_sg 37065
dtype: int64
2025-09-06 06:35:28,903 - dataprep_main.py - DEBUG - 138 - shape: (115218, 259) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-09-06 06:35:38,590 - data_prep_class.py - DEBUG - 433 - merge on agp - missing: lastyear_date 31920
lastyear_ladenvkp 31920
lastyear_fg_sg 31920
imputed_lastyear_ladenvkp 28931
imputed2_lastyear_ladenvkp 27534
av_lastyear_ladenvkp 27534
agp 7945
dtype: int64
2025-09-06 06:35:38,593 - dataprep_main.py - DEBUG - 146 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313
2025-09-06 06:35:38,595 - data_prep_class.py - DEBUG - 440 - fill missing agp: 0
2025-09-06 06:35:38,598 - dataprep_main.py - DEBUG - 151 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313