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arbeitskostenindex-bv41

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Tags:
destatis
germany
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datum
stringdate
1996-07-01 00:00:00
2025-10-01 00:00:00
originalwert_2020100
float64
56.7
131
originalwert_vernderung_gegenber_vorjahresquartal_in_
float64
-0.8
8.5
⌀
trendkonjunkturkomponente_bv_41_2020100
float64
60.5
123
trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_
float64
-0.3
1.6
kalender_und_saisonbereinigte_werte_bv_41_2020100
float64
60.5
122
kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_in_
float64
-1.3
4.4
kalenderbereinigte_werte_bv_41_2020100
float64
55.8
130
01/07/1996
56.9
null
60.5
0.5
60.5
1.4
57
01/10/1996
67
null
60.8
0.6
60.8
0.5
66.3
01/01/1997
57.1
4.1
61.1
0.5
61
0.4
55.8
01/04/1997
64
1.3
61.4
0.4
61.5
0.7
64.5
01/07/1997
57.7
1.4
61.5
0.2
61.3
-0.3
57.7
01/10/1997
67.4
0.5
61.7
0.3
61.5
0.3
67
01/01/1998
56.7
-0.6
62
0.5
61.9
0.7
56.5
01/04/1998
65.9
2.9
62.3
0.5
62.1
0.2
65.4
01/07/1998
59
2.3
62.7
0.6
62.6
0.9
59
01/10/1998
67.9
0.7
63.1
0.7
63.1
0.7
68.5
01/01/1999
57.9
2
63.4
0.6
63.1
-0
57.6
01/04/1999
67.4
2.3
63.9
0.7
63.9
1.3
67.4
01/07/1999
60.5
2.5
64.3
0.6
64.1
0.3
60.5
01/10/1999
68.9
1.6
64.7
0.7
64.6
0.6
69.8
01/01/2000
59.2
2.3
65.2
0.7
65.2
1.1
59.9
01/04/2000
69.3
2.8
65.5
0.5
65.3
0.1
68.7
01/07/2000
62.7
3.6
66
0.7
65.9
1
62.2
01/10/2000
72.1
4.6
66.4
0.6
66.3
0.5
71.4
01/01/2001
61.3
3.5
66.8
0.6
66.7
0.7
61.5
01/04/2001
71.2
2.8
67.1
0.5
67.1
0.6
70.7
01/07/2001
63.9
2
67.5
0.5
67.2
0.2
63.4
01/10/2001
73.7
2.2
67.9
0.6
67.9
1
73
01/01/2002
63.6
3.8
68.3
0.6
68.1
0.3
62.8
01/04/2002
72.4
1.6
68.7
0.6
68.6
0.7
72.3
01/07/2002
65.3
2.2
69.2
0.7
69.1
0.8
65.3
01/10/2002
75.1
2
69.7
0.7
69.6
0.7
74.4
01/01/2003
65.1
2.4
70.2
0.7
70.1
0.7
64.8
01/04/2003
74.9
3.5
70.5
0.5
70.4
0.5
74.3
01/07/2003
67
2.6
70.9
0.5
70.8
0.6
67
01/10/2003
75.9
1.1
71.1
0.3
70.9
0
75.5
01/01/2004
65.8
1.1
71.3
0.3
71.3
0.6
66
01/04/2004
75.6
0.9
71.4
0.1
71.3
0
75.5
01/07/2004
67.2
0.3
71.4
0
71.2
-0.1
67.2
01/10/2004
75.3
-0.8
71.5
0.1
71.6
0.6
76.2
01/01/2005
66.7
1.4
71.5
-0
71.2
-0.6
65.9
01/04/2005
75
-0.8
71.5
0.1
71.5
0.5
75.9
01/07/2005
67.4
0.3
71.6
0.1
71.4
-0.1
67.4
01/10/2005
75.9
0.8
71.7
0.2
71.4
-0.1
75.7
01/01/2006
66.3
-0.7
71.9
0.3
72.1
1
67
01/04/2006
76.8
2.4
72
0.1
71.8
-0.4
76.2
01/07/2006
68.6
1.8
72.1
0.1
72.1
0.4
68.1
01/10/2006
77.1
1.5
72.2
0.1
72.1
0
76.4
01/01/2007
66.7
0.6
72.3
0.1
72
-0.2
66.9
01/04/2007
77.5
0.9
72.5
0.3
72.5
0.7
76.9
01/07/2007
69.1
0.7
72.8
0.4
72.7
0.3
68.6
01/10/2007
78
1.1
73.1
0.5
73
0.4
77.3
01/01/2008
69.3
3.9
73.6
0.6
73.6
0.8
68.5
01/04/2008
77.6
0.1
74.1
0.7
73.9
0.4
78.5
01/07/2008
70.4
1.9
74.8
0.9
74.6
1
70.4
01/10/2008
80.3
3
75.6
1.1
75.7
1.5
79.9
01/01/2009
71.2
2.9
76.2
0.8
76.1
0.4
71
01/04/2009
82
5.7
76.6
0.5
76.5
0.6
81.4
01/07/2009
72.5
3
76.7
0.2
76.7
0.3
72.5
01/10/2009
79.8
-0.6
76.8
0.1
76.5
-0.3
80.4
01/01/2010
72.1
1.2
77
0.3
77
0.6
71.8
01/04/2010
82.5
0.5
77.2
0.2
77
-0
82.4
01/07/2010
73.1
0.8
77.6
0.5
77.4
0.6
73.1
01/10/2010
81
1.5
78.2
0.7
78
0.7
81.7
01/01/2011
73.1
1.4
78.8
0.8
78.8
1.1
73.3
01/04/2011
85.3
3.5
79.3
0.6
79.2
0.5
85.2
01/07/2011
75.1
2.8
79.8
0.6
79.8
0.7
75.1
01/10/2011
84.1
3.9
80.3
0.6
79.9
0.1
83.9
01/01/2012
74
1.2
81
0.8
80.7
1
74.7
01/04/2012
89
4.3
81.8
1
81.9
1.5
88.4
01/07/2012
77.4
3.1
82.4
0.7
82.2
0.4
76.9
01/10/2012
88.3
4.9
82.7
0.4
83.1
1.1
87.6
01/01/2013
77
4.1
82.7
-0.1
82.4
-0.8
76.2
01/04/2013
89.2
0.2
82.6
-0
82.4
-0
89.1
01/07/2013
77
-0.6
82.8
0.2
82.5
0.1
77
01/10/2013
88.5
0.2
83.3
0.6
83.1
0.7
87.8
01/01/2014
77.9
1.2
83.9
0.8
83.8
0.8
77.7
01/04/2014
91.7
2.8
84.5
0.8
84.4
0.7
91.1
01/07/2014
79.6
3.4
85.2
0.8
85.2
0.9
79.6
01/10/2014
90.6
2.4
85.8
0.7
85.7
0.5
90.2
01/01/2015
80.4
3.1
86.4
0.7
86.1
0.5
80.1
01/04/2015
94.3
2.8
87
0.7
87.1
1.2
93.7
01/07/2015
81.7
2.6
87.5
0.6
87.3
0.2
81.7
01/10/2015
91.9
1.4
88
0.5
87.9
0.6
92.4
01/01/2016
83.5
3.9
88.4
0.5
88.5
0.7
82.7
01/04/2016
93.9
-0.4
88.8
0.4
88.3
-0.2
94.7
01/07/2016
83.9
2.7
89.5
0.7
89.6
1.4
83.8
01/10/2016
94.8
3.2
90.1
0.7
90
0.4
94.6
01/01/2017
84.2
0.8
90.8
0.7
90.6
0.7
84.8
01/04/2017
98.7
5.1
91.4
0.7
91.5
1
98.1
01/07/2017
86.3
2.8
92
0.6
91.6
0.1
85.7
01/10/2017
98.3
3.7
92.8
0.8
92.7
1.1
97.4
01/01/2018
87.8
4.3
93.5
0.8
93.6
1
87.5
01/04/2018
100.8
2.2
94.1
0.7
93.8
0.2
100.7
01/07/2018
89.4
3.7
94.8
0.7
94.9
1.2
88.9
01/10/2018
100.8
2.6
95.5
0.7
95.4
0.5
100.1
01/01/2019
89.7
2.2
96.3
0.8
95.9
0.6
89.4
01/04/2019
105.3
4.4
97.2
0.9
97.5
1.7
104.7
01/07/2019
91.7
2.5
97.9
0.7
97.2
-0.3
91.6
01/10/2019
104
3.2
98.7
0.8
98.5
1.3
103.3
01/01/2020
92.7
3.3
99.5
0.9
99.7
1.3
92.8
01/04/2020
107.3
1.9
100.2
0.6
100
0.3
106.7
01/07/2020
95.6
4.4
100.3
0.1
100.5
0.4
95.6
01/10/2020
104.4
0.4
100
-0.3
99.8
-0.7
105
01/01/2021
92.6
-0
100.1
0.1
99.6
-0.2
92.3
01/04/2021
106.4
-0.8
100.8
0.7
100.2
0.6
106.3
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arbeitskostenindex-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_2020100
  • originalwert_vernderung_gegenber_vorjahresquartal_in_
  • trendkonjunkturkomponente_bv_41_2020100
  • trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_
  • kalender_und_saisonbereinigte_werte_bv_41_2020100
  • kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_in_
  • kalenderbereinigte_werte_bv_41_2020100

Field Notes

  • datum: time index / reporting period.
  • originalwert_2020100: raw/original value from source table.
  • originalwert_vernderung_gegenber_vorjahresquartal_in_: period-over-period or year-over-year change metric.
  • trendkonjunkturkomponente_bv_41_2020100: seasonally/calendar adjusted trend component.
  • trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_: period-over-period or year-over-year change metric.
  • kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_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: 118
  • Columns: 8
  • Numeric columns ratio: 0.88
  • Missing ratio: 0.00
  • Quality note: ok

Official Context Snippet

Official description from source metadata: Index der Arbeitskosten 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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