2025-12-06 06:34:34,298 - 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`
2025-12-06 06:34:39,401 - data_prep_class.py - INFO - 107 - firma datum fg_sg fg_bez ladenvkp katalogvkp oeffnungszeit fg_typ date
0 Sieh an! GmbH 2025-06-01 195 Kelheim 47.00 47.00 None Basisfiliale 2025-06-01
1 Josef Witt GmbH 2025-06-01 195 Kelheim 1776.69 1941.18 None Basisfiliale 2025-06-01
2 Sieh an! GmbH 2023-09-25 193 Dingolfing 128.00 128.00 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2023-09-25
3 Josef Witt GmbH 2023-09-25 193 Dingolfing 1511.86 1572.04 Montag bis Freitag von 9.00 bis 18.00 Uhr | Sa... Basisfiliale 2023-09-25
4 Sieh an! GmbH 2023-09-25 21 Neuburg a. d. Donau 65.00 65.00 Montag bis Freitag von 09.00 bis 18.00 Uhr | k... Basisfiliale 2023-09-25
2025-12-06 06:34:39,416 - dataprep_main.py - DEBUG - 39 - shape: (323596, 9) shops: 123 start: 2021-01-04 end: 2025-12-04 sumladenvkp: 301668934
2025-12-06 06:34:39,491 - data_prep_class.py - DEBUG - 137 - output of shops and codes found in sales data to fg_sg_bez.xlsx
2025-12-06 06:34:39,729 - dataprep_main.py - DEBUG - 50 - shape: (153828, 3) shops: 123 start: 2021-01-04 end: 2025-12-04 sumladenvkp: 301668934
2025-12-06 06:34:39,729 - data_prep_class.py - DEBUG - 180 - max date in dataframe: 2025-12-04 00:00:00
2025-12-06 06:34:39,730 - data_prep_class.py - DEBUG - 193 - date_range: 2025-12-05 00:00:00 2026-02-28 00:00:00
2025-12-06 06:34:39,824 - data_prep_class.py - DEBUG - 206 - size of new dataset: (10578, 3) vs 10578
2025-12-06 06:34:39,837 - data_prep_class.py - DEBUG - 210 - final size: (164406, 3)
2025-12-06 06:34:39,841 - dataprep_main.py - DEBUG - 58 - shape: (164406, 3) shops: 123 start: 2021-01-04 end: 2026-02-28 sumladenvkp: 301668934
2025-12-06 06:34:40,144 - dataprep_main.py - DEBUG - 69 - shape: (160087, 24) shops: 113 start: 2021-01-04 end: 2026-02-28 sumladenvkp: 297477553
2025-12-06 06:34:40,144 - data_prep_class.py - DEBUG - 255 - check Friedrichshafen
2025-12-06 06:34:40,161 - data_prep_class.py - DEBUG - 259 - date fg_sg fg_bez ladenvkp
139269 2024-01-02 183 Friedrichshafen 643.92
2025-12-06 06:35:16,079 - dataprep_main.py - DEBUG - 76 - shape: (160087, 24) shops: 113 start: 2021-01-04 end: 2026-02-28 sumladenvkp: 297477553
2025-12-06 06:35:16,096 - dataprep_main.py - DEBUG - 80 - shape: (160087, 24) shops: 113 start: 2021-01-04 end: 2026-02-28 sumladenvkp: 297477553
2025-12-06 06:35:23,443 - dataprep_main.py - DEBUG - 94 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-12-06 06:35:23,443 - data_prep_class.py - DEBUG - 216 - before removing holidays: (115218, 38)
2025-12-06 06:35:23,459 - data_prep_class.py - DEBUG - 218 - aftere removing holidays: (115218, 38)
2025-12-06 06:35:23,463 - dataprep_main.py - DEBUG - 99 - shape: (115218, 38) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-12-06 06:35:23,914 - data_prep_class.py - DEBUG - 476 - missing values last year: lastyear_date 37065
lastyear_ladenvkp 37065
lastyear_fg_sg 37065
dtype: int64
2025-12-06 06:35:25,387 - dataprep_main.py - DEBUG - 138 - shape: (115218, 259) shops: 113 start: 2022-01-03 end: 2025-06-30 sumladenvkp: 229488781
2025-12-06 06:35:34,968 - 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
2025-12-06 06:35:34,972 - dataprep_main.py - DEBUG - 146 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313
2025-12-06 06:35:34,974 - data_prep_class.py - DEBUG - 440 - fill missing agp: 0
2025-12-06 06:35:34,978 - dataprep_main.py - DEBUG - 151 - shape: (110073, 260) shops: 113 start: 2022-03-01 end: 2025-06-30 sumladenvkp: 221824313