2025-11-06 06:34:25,499 - 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`
2025-11-06 06:34:30,065 - data_prep_class.py - INFO - 107 - firma datum fg_sg fg_bez ladenvkp katalogvkp oeffnungszeit fg_typ date
0 Heinrich Heine GmbH 2024-03-15 193 Dingolfing 14.99 29.99 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2024-03-15
1 Josef Witt GmbH 2024-03-15 193 Dingolfing 1078.53 1131.54 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2024-03-15
2 Sieh an! GmbH 2024-03-15 193 Dingolfing 80.00 80.00 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2024-03-15
3 Josef Witt GmbH 2024-03-15 21 Neuburg a. d. Donau 1389.72 1458.97 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2024-03-15
4 Sieh an! GmbH 2024-03-15 21 Neuburg a. d. Donau 27.00 30.00 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2024-03-15
2025-11-06 06:34:30,080 - dataprep_main.py - DEBUG - 39 - shape: (317128, 9) shops: 123 start: 2021-01-04 end: 2025-11-05 sumladenvkp: 296262039
2025-11-06 06:34:30,154 - data_prep_class.py - DEBUG - 137 - output of shops and codes found in sales data to fg_sg_bez.xlsx
2025-11-06 06:34:30,395 - dataprep_main.py - DEBUG - 50 - shape: (151080, 3) shops: 123 start: 2021-01-04 end: 2025-11-05 sumladenvkp: 296262039
2025-11-06 06:34:30,395 - data_prep_class.py - DEBUG - 180 - max date in dataframe: 2025-11-05 00:00:00
2025-11-06 06:34:30,396 - data_prep_class.py - DEBUG - 193 - date_range: 2025-11-06 00:00:00 2026-01-31 00:00:00
2025-11-06 06:34:30,493 - data_prep_class.py - DEBUG - 206 - size of new dataset: (10701, 3) vs 10701
2025-11-06 06:34:30,505 - data_prep_class.py - DEBUG - 210 - final size: (161781, 3)
2025-11-06 06:34:30,510 - dataprep_main.py - DEBUG - 58 - shape: (161781, 3) shops: 123 start: 2021-01-04 end: 2026-01-31 sumladenvkp: 296262039
2025-11-06 06:34:30,810 - dataprep_main.py - DEBUG - 69 - shape: (157477, 24) shops: 113 start: 2021-01-04 end: 2026-01-31 sumladenvkp: 292114147
2025-11-06 06:34:30,810 - data_prep_class.py - DEBUG - 255 - check Friedrichshafen
2025-11-06 06:34:30,828 - data_prep_class.py - DEBUG - 259 - date fg_sg fg_bez ladenvkp
136823 2024-01-02 183 Friedrichshafen 643.92
2025-11-06 06:35:06,908 - dataprep_main.py - DEBUG - 76 - shape: (157477, 24) shops: 113 start: 2021-01-04 end: 2026-01-31 sumladenvkp: 292114147
2025-11-06 06:35:06,926 - dataprep_main.py - DEBUG - 80 - shape: (157477, 24) shops: 113 start: 2021-01-04 end: 2026-01-31 sumladenvkp: 292114147
2025-11-06 06:35:14,237 - dataprep_main.py - DEBUG - 94 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-11-06 06:35:14,237 - data_prep_class.py - DEBUG - 216 - before removing holidays: (115218, 38)
2025-11-06 06:35:14,251 - data_prep_class.py - DEBUG - 218 - aftere removing holidays: (115218, 38)
2025-11-06 06:35:14,255 - dataprep_main.py - DEBUG - 99 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-11-06 06:35:14,695 - data_prep_class.py - DEBUG - 476 - missing values last year: lastyear_date 37065
lastyear_ladenvkp 37065
lastyear_fg_sg 37065
dtype: int64
2025-11-06 06:35:16,164 - dataprep_main.py - DEBUG - 138 - shape: (115218, 259) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-11-06 06:35:25,677 - 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
2025-11-06 06:35:25,682 - dataprep_main.py - DEBUG - 146 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313
2025-11-06 06:35:25,683 - data_prep_class.py - DEBUG - 440 - fill missing agp: 0
2025-11-06 06:35:25,687 - dataprep_main.py - DEBUG - 151 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313