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datum
stringdate
1997-03-01 00:00:00
2026-04-01 00:00:00
originalwert_2021100
float64
67.4
125
originalwert_veraenderung_gegenueber_vorjahresmonat_in_
float64
-10.6
20.3
trendkonjunkturkomponente_bv_41_2021100
float64
67.7
120
trendkonjunkturkomponente_bv_41_veraenderung_gegenueber_vormonat_in_
float64
-1
1.5
kalender_und_saisonbereinigte_werte_bv_41_2021100
float64
67.5
125
kalender_und_saisonbereinigte_werte_bv_41_veraenderung_gegenueber_vormonat_in_
float64
-3.6
5.2
restkomponente_bv_41
float64
-1.8
5.8
01/03/1997
70.4
null
70.3
0.2
70.2
0.3
-0.2
01/04/1997
70.5
null
70.4
0.2
70.2
0.1
-0.2
01/05/1997
71.1
null
70.5
0.2
70.6
0.5
0
01/06/1997
70.8
null
70.7
0.1
70.5
-0.1
-0.1
01/07/1997
70.2
null
70.8
0.2
70.3
-0.3
-0.4
01/08/1997
70.7
null
70.8
0.1
70.9
0.8
0
01/09/1997
70.8
null
70.8
-0
71
0.1
0.1
01/10/1997
70.5
null
70.8
-0.1
70.9
-0
0.1
01/11/1997
70.2
null
70.7
-0.1
70.7
-0.3
0
01/12/1997
70.5
null
70.5
-0.2
70.6
-0.1
0.1
01/01/1998
70.5
0.9
70.4
-0.2
70.4
-0.3
0
01/02/1998
70.4
0.6
70.2
-0.2
70.3
-0.1
0.1
01/03/1998
70.2
-0.3
70
-0.3
70
-0.5
-0
01/04/1998
70.1
-0.6
69.7
-0.4
69.7
-0.3
0
01/05/1998
69.9
-1.7
69.5
-0.4
69.4
-0.4
-0
01/06/1998
69.5
-1.8
69.2
-0.4
69.2
-0.3
0.1
01/07/1998
69.1
-1.6
68.9
-0.4
69.1
-0.2
0.2
01/08/1998
68.4
-3.3
68.6
-0.4
68.6
-0.8
-0.1
01/09/1998
68.1
-3.8
68.4
-0.4
68.3
-0.4
-0.1
01/10/1998
67.6
-4.1
68.2
-0.3
68.1
-0.3
-0.1
01/11/1998
67.4
-4
68
-0.3
67.9
-0.3
-0.1
01/12/1998
67.6
-4.1
67.9
-0.2
67.7
-0.3
-0.2
01/01/1999
67.8
-3.8
67.8
-0.1
67.7
-0
-0.1
01/02/1999
67.6
-4
67.7
-0.1
67.5
-0.3
-0.2
01/03/1999
68
-3.1
67.8
0
67.7
0.2
-0.1
01/04/1999
68.3
-2.6
67.9
0.1
68
0.5
0.1
01/05/1999
68.3
-2.3
68
0.2
68
0
0
01/06/1999
68.3
-1.7
68.2
0.3
68.1
0.2
-0
01/07/1999
68.3
-1.2
68.4
0.3
68.3
0.3
-0
01/08/1999
68.4
0
68.6
0.4
68.7
0.5
0.1
01/09/1999
68.6
0.7
68.9
0.4
68.7
0
-0.2
01/10/1999
68.6
1.5
69.2
0.4
68.9
0.4
-0.2
01/11/1999
69.2
2.7
69.5
0.4
69.5
0.7
-0
01/12/1999
69.9
3.4
69.8
0.5
70
0.7
0.2
01/01/2000
70.3
3.7
70.1
0.5
70.3
0.5
0.2
01/02/2000
70.8
4.7
70.5
0.5
70.7
0.5
0.2
01/03/2000
71.4
5
70.8
0.5
71
0.5
0.2
01/04/2000
71
4
71.1
0.4
70.8
-0.2
-0.3
01/05/2000
71.5
4.7
71.4
0.4
71.2
0.5
-0.2
01/06/2000
71.7
5
71.7
0.4
71.5
0.5
-0.2
01/07/2000
71.7
5
72
0.4
71.9
0.5
-0.1
01/08/2000
71.7
4.8
72.2
0.4
72.1
0.3
-0.1
01/09/2000
72.9
6.3
72.5
0.3
72.8
1
0.3
01/10/2000
73
6.4
72.7
0.3
73.1
0.4
0.4
01/11/2000
73
5.5
72.9
0.2
73.3
0.2
0.4
01/12/2000
72.8
4.1
73
0.2
73.1
-0.3
0.1
01/01/2001
72.6
3.3
73.1
0.1
72.8
-0.4
-0.3
01/02/2001
73.2
3.4
73.2
0.1
73
0.3
-0.1
01/03/2001
73.3
2.7
73.2
0
72.9
-0.1
-0.3
01/04/2001
73.6
3.7
73.2
0
73.3
0.5
0.1
01/05/2001
74
3.5
73.2
-0
73.5
0.3
0.3
01/06/2001
73.7
2.8
73.2
-0.1
73.4
-0.1
0.3
01/07/2001
73.1
2
73.1
-0.1
73.3
-0.3
0.2
01/08/2001
72.8
1.5
73
-0.1
73.2
-0.1
0.1
01/09/2001
72.9
0
73
-0.1
72.8
-0.5
-0.2
01/10/2001
72.5
-0.7
72.9
-0.1
72.6
-0.3
-0.3
01/11/2001
71.8
-1.6
72.9
-0
72.5
-0.2
-0.4
01/12/2001
72
-1.1
72.9
-0
72.6
0.2
-0.2
01/01/2002
73
0.6
72.9
-0
73
0.5
0.1
01/02/2002
73.2
0
72.9
-0
72.8
-0.2
-0
01/03/2002
73.6
0.4
72.9
0
73
0.2
0.1
01/04/2002
73.6
0
72.9
0.1
73.1
0.2
0.2
01/05/2002
73.3
-0.9
73
0.1
73
-0.1
0
01/06/2002
73
-0.9
73
0.1
73
-0
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01/07/2002
72.8
-0.4
73.1
0.1
73.1
0.2
-0
01/08/2002
72.7
-0.1
73.2
0.1
73.1
-0
-0.1
01/09/2002
73.3
0.5
73.2
0.1
73.3
0.3
0
01/10/2002
73.3
1.1
73.3
0
73.4
0.2
0.1
01/11/2002
72.7
1.3
73.3
0
73.3
-0.1
0
01/12/2002
72.7
1
73.3
0
73.3
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0
01/01/2003
73.7
1
73.3
0
73.5
0.3
0.2
01/02/2003
74.1
1.2
73.3
0
73.7
0.3
0.4
01/03/2003
74.3
1
73.3
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73.5
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0.2
01/04/2003
73.6
0
73.3
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73.2
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01/05/2003
73.1
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73.3
0
73
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01/06/2003
73
0
73.3
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73.1
0.2
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72.8
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73.4
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73.2
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73.1
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73.4
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73.3
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73.6
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73.6
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73.6
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73.6
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73.6
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74.4
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74.1
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75.1
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74.6
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75.4
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0.4
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0.5
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76.1
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76.5
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77.3
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77.9
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77.5
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77.3
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77.6
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77.2
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01/06/2005
77.4
2.4
77.7
0.2
77.4
0.3
-0.4
End of preview. Expand in Data Studio

grosshandelsverkaufspreise-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_2021100
  • originalwert_veraenderung_gegenueber_vorjahresmonat_in_
  • trendkonjunkturkomponente_bv_41_2021100
  • trendkonjunkturkomponente_bv_41_veraenderung_gegenueber_vormonat_in_
  • kalender_und_saisonbereinigte_werte_bv_41_2021100
  • kalender_und_saisonbereinigte_werte_bv_41_veraenderung_gegenueber_vormonat_in_
  • restkomponente_bv_41

Field Notes

  • datum: time index / reporting period.
  • originalwert_2021100: raw/original value from source table.
  • originalwert_veraenderung_gegenueber_vorjahresmonat_in_: period-over-period or year-over-year change metric.
  • trendkonjunkturkomponente_bv_41_2021100: seasonally/calendar adjusted trend component.
  • trendkonjunkturkomponente_bv_41_veraenderung_gegenueber_vormonat_in_: period-over-period or year-over-year change metric.
  • kalender_und_saisonbereinigte_werte_bv_41_veraenderung_gegenueber_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: 350
  • Columns: 8
  • Numeric columns ratio: 0.88
  • Missing ratio: 0.00
  • Quality note: ok

Official Context Snippet

Official description from source metadata: Index der Großhandelsverkaufspreise 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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