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Datasets:
destatis
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arbeitskostenindex-x13

Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
destatis
germany
open-data
ml-ready
tabular
Libraries:
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License:
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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
⌀
saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_2020100
float64
60.3
122
saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorsquartal_in_
float64
-2
4.8
kalenderbereinigte_werte_nach_x_13_jdemetra_2020100
float64
56
130
kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorjahresquartal_in_
float64
-0.5
7.3
⌀
01/07/1996
56.9
null
60.3
1.1
56.9
null
01/10/1996
67
null
61.1
1.4
66.4
null
01/01/1997
57.1
4.1
61.2
0.1
56
2
01/04/1997
64
1.3
61.2
0
64.4
2.7
01/07/1997
57.7
1.4
61.1
-0.1
57.6
1.4
01/10/1997
67.4
0.5
61.7
1
67.1
0.9
01/01/1998
56.7
-0.6
61.6
-0.2
56.5
0.7
01/04/1998
65.9
2.9
62.1
0.9
65.5
1.6
01/07/1998
59
2.3
62.6
0.7
59
2.4
01/10/1998
67.9
0.7
63.1
0.9
68.5
2.1
01/01/1999
57.9
2
62.8
-0.6
57.6
2
01/04/1999
67.4
2.3
63.9
1.8
67.4
2.9
01/07/1999
60.5
2.5
64.1
0.3
60.5
2.5
01/10/1999
68.9
1.6
64.4
0.5
69.8
1.9
01/01/2000
59.2
2.3
64.9
0.7
59.6
3.5
01/04/2000
69.3
2.8
65.2
0.5
68.8
2.2
01/07/2000
62.7
3.6
66
1.1
62.3
2.9
01/10/2000
72.1
4.6
66.3
0.5
71.6
2.6
01/01/2001
61.3
3.5
66.7
0.7
61.4
3.1
01/04/2001
71.2
2.8
67
0.3
70.8
2.8
01/07/2001
63.9
2
67.2
0.4
63.5
2
01/10/2001
73.7
2.2
67.9
1
73.1
2.1
01/01/2002
63.6
3.8
68.3
0.6
63
2.6
01/04/2002
72.4
1.6
68.4
0.1
72.3
2.2
01/07/2002
65.3
2.2
69.1
0.9
65.2
2.8
01/10/2002
75.1
2
69.4
0.5
74.5
2
01/01/2003
65.1
2.4
70.1
0.9
64.8
2.8
01/04/2003
74.9
3.5
70.3
0.3
74.4
2.9
01/07/2003
67
2.6
70.8
0.7
67
2.6
01/10/2003
75.9
1.1
70.7
-0.3
75.6
1.5
01/01/2004
65.8
1.1
71.1
0.7
65.8
1.6
01/04/2004
75.6
0.9
71.3
0.2
75.5
1.5
01/07/2004
67.2
0.3
71.1
-0.3
67.2
0.4
01/10/2004
75.3
-0.8
71.4
0.4
76.2
0.8
01/01/2005
66.7
1.4
71.2
-0.3
66
0.2
01/04/2005
75
-0.8
71.5
0.4
75.9
0.4
01/07/2005
67.4
0.3
71.2
-0.4
67.3
0.2
01/10/2005
75.9
0.8
71.3
0
75.8
-0.5
01/01/2006
66.3
-0.7
71.9
0.9
66.7
1.1
01/04/2006
76.8
2.4
71.7
-0.3
76.3
0.5
01/07/2006
68.6
1.8
72.1
0.5
68.2
1.2
01/10/2006
77.1
1.5
72.1
0
76.5
0.9
01/01/2007
66.7
0.6
71.9
-0.2
66.8
0.1
01/04/2007
77.5
0.9
72.2
0.4
77
0.9
01/07/2007
69.1
0.7
72.5
0.4
68.6
0.6
01/10/2007
78
1.1
73.1
0.8
77.3
1.1
01/01/2008
69.3
3.9
73.8
0.9
68.6
2.6
01/04/2008
77.6
0.1
73.5
-0.4
78.5
2
01/07/2008
70.4
1.9
74.3
1.2
70.3
2.5
01/10/2008
80.3
3
75.8
1.9
79.9
3.3
01/01/2009
71.3
2.9
76.2
0.6
70.9
3.4
01/04/2009
82
5.7
76.1
-0.1
81.4
3.8
01/07/2009
72.5
3
76.7
0.8
72.5
3.1
01/10/2009
79.8
-0.6
76.4
-0.4
80.4
0.7
01/01/2010
72.1
1.2
77.1
0.9
71.7
1.2
01/04/2010
82.5
0.5
76.9
-0.3
82.4
1.2
01/07/2010
73.1
0.8
77.4
0.7
73.1
0.8
01/10/2010
81
1.5
77.7
0.3
81.8
1.7
01/01/2011
73.1
1.4
78.7
1.3
73.2
2
01/04/2011
85.3
3.5
79.3
0.8
85.2
3.5
01/07/2011
75.1
2.8
79.6
0.4
75
2.7
01/10/2011
84.1
3.9
79.7
0
84
2.6
01/01/2012
74
1.2
80
0.5
74.4
1.7
01/04/2012
89
4.3
82
2.5
88.4
3.7
01/07/2012
77.4
3.1
81.8
-0.2
76.9
2.5
01/10/2012
88.3
4.9
83
1.4
87.5
4.2
01/01/2013
77
4.1
82.1
-1.1
76.3
2.5
01/04/2013
89.2
0.2
82.6
0.7
89.1
0.8
01/07/2013
77
-0.6
81.9
-0.8
76.9
0
01/10/2013
88.5
0.2
83.1
1.5
87.7
0.2
01/01/2014
78
1.2
83.4
0.4
77.5
1.7
01/04/2014
91.7
2.8
84.4
1.1
91.1
2.2
01/07/2014
79.6
3.4
84.8
0.5
79.5
3.4
01/10/2014
90.6
2.4
85.5
0.8
90.2
2.8
01/01/2015
80.4
3.1
86
0.6
80
3.1
01/04/2015
94.3
2.8
86.8
0.9
93.7
2.8
01/07/2015
81.7
2.6
87.2
0.4
81.7
2.8
01/10/2015
91.9
1.4
87.8
0.8
92.6
2.7
01/01/2016
83.5
3.9
88.6
0.8
82.5
3.2
01/04/2016
93.9
-0.4
88.1
-0.6
94.9
1.4
01/07/2016
83.9
2.7
89.4
1.5
83.8
2.5
01/10/2016
94.8
3.2
89.8
0.5
94.7
2.2
01/01/2017
84.2
0.8
90.7
1
84.7
2.6
01/04/2017
98.7
5.1
91
0.3
98
3.2
01/07/2017
86.3
2.8
91.4
0.5
85.7
2.3
01/10/2017
98.3
3.7
92.2
0.8
97.1
2.5
01/01/2018
87.8
4.3
93.5
1.4
87.4
3.3
01/04/2018
100.8
2.2
93.6
0.1
100.7
2.8
01/07/2018
89.4
3.7
94.8
1.2
88.8
3.7
01/10/2018
100.8
2.6
94.9
0.2
99.9
2.9
01/01/2019
89.7
2.2
95.5
0.6
89.4
2.2
01/04/2019
105.3
4.4
97.3
1.9
104.6
3.8
01/07/2019
91.7
2.5
97.6
0.3
91.5
3
01/10/2019
104
3.2
97.9
0.3
103.1
3.2
01/01/2020
92.7
3.3
98.9
1.1
92.7
3.6
01/04/2020
107.3
1.9
99.3
0.3
106.5
1.9
01/07/2020
95.6
4.4
101.9
2.7
95.6
4.5
01/10/2020
104.4
0.4
99.9
-2
105.3
2.1
01/01/2021
92.6
0
98.5
-1.4
92.3
-0.4
01/04/2021
106.4
-0.8
99.3
0.8
106.3
-0.2
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arbeitskostenindex-x13

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_
  • saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_2020100
  • saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorsquartal_in_
  • kalenderbereinigte_werte_nach_x_13_jdemetra_2020100
  • kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorjahresquartal_in_

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.
  • saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorsquartal_in_: period-over-period or year-over-year change metric.
  • kalenderbereinigte_werte_nach_x_13_jdemetra_vernderung_gegenber_vorjahresquartal_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: 7
  • Numeric columns ratio: 0.86
  • Missing ratio: 0.00
  • Quality note: ok

Official Context Snippet

Official description from source metadata: Index der Arbeitskosten mit Kalender- und Saisonbereinigung nach X13 JDemetra+. 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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