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datum
stringdate
1996-07-01 00:00:00
2025-10-01 00:00:00
originalwert_2020100
float64
59.9
133
originalwert_vernderung_gegenber_vorjahresquartal_in_
float64
-3.2
13.3
trendkonjunkturkomponente_bv_41_2020100
float64
63.9
130
trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_
float64
-0.9
2.6
kalender_und_saisonbereinigte_werte_bv_41_2020100
float64
63.7
129
kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_in_
float64
-1.9
4.9
kalenderbereinigte_werte_bv_41_2020100
float64
59.9
133
01/07/1996
59.9
null
63.9
0.5
63.7
1.6
59.9
01/10/1996
70.4
null
64.5
0.9
64.2
0.7
70.1
01/01/1997
61.5
2.7
65.1
0.9
64.9
1.2
60.9
01/04/1997
66.5
3.5
65.5
0.6
65.4
0.7
66.8
01/07/1997
61.4
2.5
65.6
0.1
65.2
-0.2
61.4
01/10/1997
71.5
1.6
65.7
0.2
65.3
0.2
71.3
01/01/1998
61.2
-0.5
66
0.4
65.5
0.3
61.1
01/04/1998
68.1
2.3
66.5
0.7
66
0.7
67.8
01/07/1998
62.8
2.4
67
0.7
66.7
1.1
62.9
01/10/1998
73
2.1
67.4
0.7
67.4
1
73.3
01/01/1999
62.5
2.2
67.5
0.2
66.8
-0.9
62.4
01/04/1999
69.6
2.3
67.8
0.4
67.7
1.3
69.6
01/07/1999
63.7
1.3
68.2
0.6
67.8
0.1
63.7
01/10/1999
73.3
0.4
68.9
1
68.1
0.6
73.8
01/01/2000
65.4
4.6
69.7
1.2
69.7
2.3
65.8
01/04/2000
71.9
3.3
70.3
0.9
69.6
-0.1
71.6
01/07/2000
66.7
4.7
71
1
70.7
1.5
66.4
01/10/2000
77.2
5.3
71.5
0.8
71.5
1.1
76.8
01/01/2001
67.4
3
71.8
0.4
71.1
-0.5
67.5
01/04/2001
74.5
3.6
72.1
0.4
71.9
1.1
74.2
01/07/2001
67.7
1.6
72.4
0.4
71.8
-0.2
67.5
01/10/2001
77.9
0.9
72.9
0.7
72.6
1.1
77.5
01/01/2002
70.3
4.3
73.5
0.8
73.5
1.2
69.9
01/04/2002
75.8
1.8
73.8
0.4
73.2
-0.4
75.8
01/07/2002
69.6
2.8
74.1
0.5
73.8
0.8
69.6
01/10/2002
79
1.4
74.7
0.7
74.2
0.5
78.6
01/01/2003
71.5
1.7
75.4
1
75.2
1.4
71.3
01/04/2003
79.1
4.4
76.1
0.8
75.8
0.8
78.8
01/07/2003
72.3
3.8
76.4
0.4
76.2
0.5
72.3
01/10/2003
80.6
2
76.5
0.2
76.2
0.1
80.4
01/01/2004
71.6
0.2
76.5
-0
75.9
-0.4
71.8
01/04/2004
79.5
0.5
76.4
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76
0
79.5
01/07/2004
71.9
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76.1
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75.9
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71.9
01/10/2004
79
-1.9
75.9
-0.3
75.6
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79.4
01/01/2005
71.4
-0.4
75.4
-0.6
74.8
-1
71
01/04/2005
78.1
-1.8
75
-0.6
75
0.2
78.5
01/07/2005
69.8
-3
74.5
-0.6
73.9
-1.4
69.8
01/10/2005
77.3
-2.2
74.3
-0.3
73.6
-0.4
77.2
01/01/2006
70.6
-1.1
74.3
0.1
74.4
1.1
71
01/04/2006
77.2
-1.2
74.3
0
73.7
-0.9
76.9
01/07/2006
70.3
0.8
74.3
-0.1
74
0.4
70.1
01/10/2006
78.1
1
73.9
-0.5
73.9
-0.2
77.8
01/01/2007
69.1
-2.2
73.2
-0.9
72.7
-1.6
69.2
01/04/2007
75.4
-2.3
72.6
-0.8
72.3
-0.6
75.1
01/07/2007
68.2
-3
72
-0.8
71.6
-1
68
01/10/2007
75.6
-3.2
71.8
-0.3
71.5
-0.2
75.3
01/01/2008
68.4
-1
72
0.3
71.7
0.4
68
01/04/2008
74.4
-1.3
72.5
0.6
71.8
0.1
74.8
01/07/2008
69.8
2.3
73.3
1.1
73.2
1.8
69.8
01/10/2008
77.4
2.4
74.1
1.2
74
1.1
77.2
01/01/2009
70.8
3.5
74.9
1
74.4
0.5
70.7
01/04/2009
79
6.2
75.3
0.6
75.2
1.1
78.7
01/07/2009
71.9
3.1
75.7
0.5
75.4
0.3
71.9
01/10/2009
77.9
0.7
76.2
0.7
75.7
0.4
78.2
01/01/2010
73.2
3.4
76.8
0.7
76.5
1
73.1
01/04/2010
81.1
2.6
77.2
0.6
76.9
0.6
81.1
01/07/2010
74
2.9
77.9
0.8
77.9
1.3
74
01/10/2010
80.4
3.2
78.6
0.9
78.5
0.7
80.8
01/01/2011
75.3
2.9
79.3
0.9
78.7
0.3
75.4
01/04/2011
83.7
3.2
79.8
0.6
79.2
0.7
83.7
01/07/2011
75.3
1.8
80
0.4
79.7
0.6
75.3
01/10/2011
82.7
2.9
80.3
0.3
79.9
0.3
82.6
01/01/2012
76.3
1.3
80.6
0.4
79.8
-0.1
76.6
01/04/2012
85.7
2.4
81.3
0.8
81.1
1.6
85.4
01/07/2012
77
2.2
81.8
0.7
81.6
0.6
76.7
01/10/2012
86
4
82
0.1
82.4
1
85.6
01/01/2013
78.6
3.1
81.5
-0.6
81.4
-1.2
78.2
01/04/2013
84.1
-1.8
80.8
-0.9
79.9
-1.9
84.1
01/07/2013
74.9
-2.7
80.6
-0.2
79.9
0.1
74.9
01/10/2013
84.6
-1.6
81
0.6
80.8
1
84.2
01/01/2014
78.3
-0.4
82
1.2
81.6
1
78.1
01/04/2014
88.2
4.9
83.2
1.5
83.5
2.4
88
01/07/2014
78.8
5.3
84
1
83.9
0.5
78.8
01/10/2014
87.8
3.8
84.6
0.7
84.1
0.2
87.6
01/01/2015
81.5
4.1
85.2
0.7
85
1.1
81.3
01/04/2015
90
2
85.8
0.7
85.2
0.3
89.7
01/07/2015
81.1
2.9
86.5
0.9
86.4
1.4
81.1
01/10/2015
90.5
3
87
0.6
86.7
0.3
90.7
01/01/2016
83.7
2.8
87.5
0.5
87
0.3
83.4
01/04/2016
91.7
2
88.1
0.7
87.9
1
92.1
01/07/2016
82.5
1.7
88.8
0.8
88.2
0.4
82.5
01/10/2016
93.6
3.5
89.7
0.9
89.3
1.2
93.5
01/01/2017
86.2
2.9
90.1
0.4
89.5
0.2
86.5
01/04/2017
94.7
3.2
90.5
0.5
90.3
0.8
94.4
01/07/2017
85.3
3.4
91.2
0.7
90.8
0.6
85
01/10/2017
95.5
2
92.1
1
91.6
0.8
95.1
01/01/2018
91.2
5.9
93.2
1.2
93.6
2.3
91.1
01/04/2018
97.5
3
93.8
0.6
93.2
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97.4
01/07/2018
89.2
4.6
94.5
0.7
94.5
1.4
88.9
01/10/2018
97.8
2.5
95.1
0.7
94.4
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97.5
01/01/2019
92.9
1.8
96
0.9
95.6
1.2
92.7
01/04/2019
102.1
4.7
97
1
97.1
1.6
101.8
01/07/2019
91.5
2.6
97.7
0.7
96.8
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91.5
01/10/2019
101.9
4.2
98.6
1
98.2
1.5
101.6
01/01/2020
95.7
3.1
99.7
1.1
99.8
1.7
95.8
01/04/2020
105
2.9
100.4
0.7
100.1
0.3
104.7
01/07/2020
96
4.8
100.3
-0.1
100.4
0.3
95.9
01/10/2020
103.3
1.4
99.7
-0.6
99.6
-0.8
103.6
01/01/2021
93.5
-2.3
99.5
-0.2
98.2
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93.4
01/04/2021
104.2
-0.8
100.5
1
99.7
1.5
104.1
End of preview. Expand in Data Studio

index-lohnnebenkosten-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 Lohnnebenkosten 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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