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Datasets:
destatis
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einzelhandelsumsatz-nominal-bv41

Modalities:
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Formats:
csv
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Size:
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Tags:
destatis
germany
open-data
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tabular
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datum
stringdate
1996-03-01 00:00:00
2025-02-01 00:00:00
originalwert_messzahlen_2015100
float64
73.8
158
originalwert_vernderung_gegenber_vorjahresmonat_in_
float64
-8.1
18.5
⌀
trendkonjunkturkomponente_bv_41_messzahlen_2015100
float64
84.2
144
trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_
float64
-0.5
0.8
kalender_und_saisonbereinigte_werte_bv_41_messzahlen_2015100
float64
83.3
145
kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_
float64
-9.7
8.8
restkomponente_bv_41
float64
-12.4
9.7
01/03/1996
85.6
null
85.3
0.1
85.1
-1.5
-0.3
01/04/1996
85.5
null
85.4
0.1
85.9
1
0.5
01/05/1996
84.1
null
85.5
0.1
84.4
-1.7
-1.1
01/06/1996
78.9
null
85.6
0.1
85.5
1.2
-0.2
01/07/1996
84
null
85.7
0
85.1
-0.4
-0.5
01/08/1996
82.1
null
85.6
-0
87.2
2.4
1.6
01/09/1996
82.3
null
85.6
-0.1
85.4
-2
-0.1
01/10/1996
88.4
null
85.5
-0.1
84.4
-1.3
-1.1
01/11/1996
91.7
null
85.4
-0.1
86.3
2.3
1
01/12/1996
105.1
null
85.2
-0.1
85.1
-1.4
-0.1
01/01/1997
80.6
2.4
85.1
-0.2
85.2
0.1
0.1
01/02/1997
73.9
-4.5
84.9
-0.2
84.5
-0.9
-0.4
01/03/1997
83.1
-2.9
84.8
-0.2
85
0.5
0.2
01/04/1997
85.9
0.5
84.7
-0.1
84
-1.1
-0.7
01/05/1997
82.8
-1.5
84.6
-0.1
85.2
1.5
0.7
01/06/1997
80.3
1.8
84.4
-0.1
84.7
-0.6
0.2
01/07/1997
83.4
-0.7
84.3
-0.1
84.1
-0.7
-0.2
01/08/1997
76.7
-6.6
84.3
-0.1
83.3
-0.9
-1
01/09/1997
82.3
0
84.2
-0
84.3
1.2
0.1
01/10/1997
89.3
1
84.3
0
85.1
1
0.9
01/11/1997
87.4
-4.7
84.3
0
83.5
-2
-0.8
01/12/1997
105.5
0.4
84.3
0.1
84.4
1.1
0
01/01/1998
79.1
-1.9
84.4
0.1
84.8
0.5
0.3
01/02/1998
73.8
-0.1
84.5
0
84.6
-0.2
0.1
01/03/1998
85.8
3.2
84.6
0.1
83.7
-1.1
-0.9
01/04/1998
85
-1
84.7
0.1
85.5
2.1
0.8
01/05/1998
83.1
0.4
84.7
0.1
84.9
-0.6
0.2
01/06/1998
78.8
-1.9
84.8
0.1
84.3
-0.7
-0.5
01/07/1998
85.4
2.4
84.8
0.1
85.1
0.9
0.2
01/08/1998
78.3
2.1
84.9
0.1
85.1
0.1
0.2
01/09/1998
82.8
0.6
84.9
0
85.2
0.1
0.3
01/10/1998
88.5
-0.9
84.9
0
84.4
-1
-0.5
01/11/1998
90.3
3.3
84.9
0
85.3
1.1
0.4
01/12/1998
107.3
1.7
85
0
85.1
-0.2
0.1
01/01/1999
77.4
-2.1
84.9
-0
85.3
0.2
0.4
01/02/1999
74.2
0.5
84.9
0
84.2
-1.3
-0.7
01/03/1999
90.3
5.2
84.9
-0
86.6
2.8
1.7
01/04/1999
83.3
-2
84.8
-0.1
83.6
-3.4
-1.2
01/05/1999
81.4
-2
84.8
-0
83.6
-0
-1.3
01/06/1999
81.3
3.2
84.9
0.1
85.3
2.1
0.4
01/07/1999
85
-0.5
85
0.1
85.8
0.6
0.8
01/08/1999
79.7
1.8
85.1
0.1
84.9
-1.1
-0.2
01/09/1999
81.7
-1.3
85.3
0.2
84.2
-0.7
-1
01/10/1999
88.6
0.1
85.5
0.3
86.2
2.4
0.8
01/11/1999
91.9
1.8
85.7
0.3
85.7
-0.6
0
01/12/1999
108.9
1.5
85.9
0.3
85.7
0
-0.2
01/01/2000
77.4
0
86.2
0.3
85.1
-0.7
-1.1
01/02/2000
79.8
7.5
86.5
0.3
88.1
3.6
1.7
01/03/2000
88.5
-2
86.7
0.3
85.4
-3.1
-1.3
01/04/2000
86.2
3.5
86.9
0.2
88.1
3.1
1.1
01/05/2000
90.3
10.9
87.1
0.2
88
-0.1
0.9
01/06/2000
80.8
-0.6
87.2
0.1
86.6
-1.6
-0.6
01/07/2000
83.5
-1.8
87.4
0.1
86.8
0.2
-0.6
01/08/2000
84.2
5.6
87.5
0.2
87.6
1
0.1
01/09/2000
85.6
4.8
87.7
0.2
88.5
1
0.8
01/10/2000
88.5
-0.1
87.8
0.1
87.1
-1.6
-0.7
01/11/2000
93.7
2
87.9
0.1
87.4
0.3
-0.5
01/12/2000
107.9
-0.9
88.1
0.2
88.1
0.8
-0
01/01/2001
82.6
6.7
88.2
0.2
89.2
1.3
1
01/02/2001
76.8
-3.8
88.3
0.1
87.6
-1.8
-0.7
01/03/2001
90.7
2.5
88.5
0.1
88.7
1.2
0.2
01/04/2001
87.6
1.6
88.6
0.1
88.5
-0.2
-0
01/05/2001
90.4
0.1
88.6
0
88.5
0
-0.1
01/06/2001
84.2
4.2
88.6
-0
89.8
1.4
1.2
01/07/2001
85.5
2.4
88.5
-0.1
88.1
-1.9
-0.4
01/08/2001
85.6
1.7
88.4
-0.1
88.3
0.2
-0.1
01/09/2001
84.4
-1.4
88.2
-0.2
88.1
-0.2
-0.1
01/10/2001
90.3
2
88
-0.2
87.6
-0.6
-0.4
01/11/2001
95.4
1.8
87.9
-0.2
88.6
1.1
0.7
01/12/2001
106.7
-1.1
87.7
-0.2
88.4
-0.2
0.7
01/01/2002
79.9
-3.3
87.5
-0.2
86.8
-1.8
-0.7
01/02/2002
75.1
-2.2
87.3
-0.2
86.9
0.2
-0.4
01/03/2002
88
-3
87.2
-0.2
88.1
1.3
0.9
01/04/2002
87.2
-0.5
87
-0.2
86
-2.3
-1
01/05/2002
86.5
-4.3
86.9
-0.2
86.8
0.9
-0.1
01/06/2002
80.9
-3.9
86.7
-0.2
85.9
-1
-0.8
01/07/2002
86.3
0.9
86.6
-0.1
87
1.3
0.4
01/08/2002
83.6
-2.3
86.5
-0.1
87.2
0.2
0.7
01/09/2002
83.6
-0.9
86.4
-0.2
86.3
-1
-0.1
01/10/2002
90.8
0.6
86.3
-0.1
86.7
0.5
0.4
01/11/2002
91.6
-4
86.2
-0.1
86.4
-0.4
0.2
01/12/2002
103.9
-2.6
86.1
-0.1
85.8
-0.8
-0.4
01/01/2003
79.4
-0.6
86.1
-0.1
86
0.3
-0.1
01/02/2003
74.7
-0.5
86
-0.1
86.2
0.2
0.2
01/03/2003
85.1
-3.3
85.9
-0.1
84.8
-1.6
-1.1
01/04/2003
87.6
0.5
85.9
-0
86.3
1.8
0.4
01/05/2003
87
0.6
85.8
-0
86.8
0.6
1
01/06/2003
79.5
-1.7
85.8
-0.1
85.5
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01/07/2003
85.5
-0.9
85.8
0
85.3
-0.2
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01/08/2003
80.1
-4.2
85.8
0.1
85.6
0.3
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01/09/2003
84.6
1.2
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0.1
86
0.5
0.1
01/10/2003
91
0.2
86.1
0.2
86.4
0.5
0.4
01/11/2003
88.6
-3.3
86.2
0.2
85.6
-1
-0.6
01/12/2003
104.3
0.4
86.4
0.2
86.3
0.9
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01/01/2004
79.9
0.6
86.5
0.2
87
0.8
0.5
01/02/2004
75.6
1.2
86.6
0.1
86.7
-0.4
0.1
01/03/2004
89.8
5.5
86.8
0.1
86.7
-0
-0
01/04/2004
89.5
2.2
86.9
0.1
87.6
1
0.7
01/05/2004
83.4
-4.1
86.9
0.1
85.6
-2.3
-1.4
01/06/2004
85
6.9
87.1
0.2
87.6
2.4
0.6
End of preview. Expand in Data Studio

einzelhandelsumsatz-nominal-bv41

Unofficial Notice

This repository is a private open-source project and is not an official repository of the Federal Statistical Office of Germany (Destatis).

Data Explanation

Overview

This dataset contains a machine-learning-ready tabular version of a Destatis open-data series. The original CSV is transformed with deterministic preprocessing rules to support reproducible ML workflows.

Dataset Structure

Files:

  • data.csv: normalized table
  • README.md: dataset card with provenance and processing notes

Columns (sample):

  • datum
  • originalwert_messzahlen_2015100
  • originalwert_vernderung_gegenber_vorjahresmonat_in_
  • trendkonjunkturkomponente_bv_41_messzahlen_2015100
  • trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_
  • kalender_und_saisonbereinigte_werte_bv_41_messzahlen_2015100
  • kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_
  • restkomponente_bv_41

Field Notes

  • datum: time index / reporting period.
  • originalwert_messzahlen_2015100: raw/original value from source table.
  • originalwert_vernderung_gegenber_vorjahresmonat_in_: period-over-period or year-over-year change metric.
  • trendkonjunkturkomponente_bv_41_messzahlen_2015100: seasonally/calendar adjusted trend component.
  • trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_: period-over-period or year-over-year change metric.
  • kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_: period-over-period or year-over-year change metric.

Processing Pipeline

The source CSV is processed without AI generation:

  • delimiter normalization
  • header normalization (snake_case)
  • missing-value token normalization
  • German numeric normalization (e.g. 1.234,56 -> 1234.56)
  • row consistency checks

Data Quality Notes

  • Rows: 348
  • Columns: 8
  • Numeric columns ratio: 0.88
  • Missing ratio: 0.00
  • Quality note: ok

Official Context Snippet

Official description from source metadata: Umsatz im Einzelhandel nominal mit Kalender- und Saisonbereinigung nach BV 4.1. This series is published by Destatis as part of its open data program.

Intended Use

This dataset is suitable for:

  • time-series baseline modeling
  • tabular feature engineering
  • analytics and reproducible benchmarking

Limitations

  • Official revisions can update historical values.
  • Indicator semantics follow Destatis conventions and may require domain context.

License

Source data rights follow the official Destatis open-data terms. Repository metadata uses license: other for Hugging Face compatibility.

Maintainer

Maintained by the destatis Hugging Face organization (community-run, unofficial).
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Number of rows:
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Total file size:
21.9 kB