datum stringdate 2005-03-01 00:00:00 2026-04-01 00:00:00 | originalwert_in_1000 float64 2.18k 5.27k | originalwert_vernderung_gegenber_vorjahresmonat_in_ float64 -17.5 28.7 ⌀ | originalwert_in_1000_vernderung_gegenber_vorjahresmonat_absolut float64 -872.8 637 ⌀ | trendkonjunkturkomponente_bv_41_in_1000 float64 2.23k 4.91k | trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_ float64 -1.7 2.5 | kalender_und_saisonbereinigte_werte_bv_41_in_1000 float64 2.21k 4.95k | kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_ float64 -4.3 15 |
|---|---|---|---|---|---|---|---|
01/03/2005 | 5,266.1 | null | null | 4,913.8 | -0.3 | 4,954.2 | 0.1 |
01/04/2005 | 5,052.4 | null | null | 4,907.6 | -0.1 | 4,920.5 | -0.7 |
01/05/2005 | 4,884.2 | null | null | 4,900.7 | -0.1 | 4,912.1 | -0.2 |
01/06/2005 | 4,780.6 | null | null | 4,892.7 | -0.2 | 4,897.1 | -0.3 |
01/07/2005 | 4,836.7 | null | null | 4,877 | -0.3 | 4,893.8 | -0.1 |
01/08/2005 | 4,797.6 | null | null | 4,855.7 | -0.4 | 4,835.1 | -1.2 |
01/09/2005 | 4,646.5 | null | null | 4,837.5 | -0.4 | 4,785.2 | -1 |
01/10/2005 | 4,555.1 | null | null | 4,817 | -0.4 | 4,770.9 | -0.3 |
01/11/2005 | 4,531.4 | null | null | 4,791.8 | -0.5 | 4,759.5 | -0.2 |
01/12/2005 | 4,605.2 | null | null | 4,763.4 | -0.6 | 4,741.8 | -0.4 |
01/01/2006 | 5,010.5 | -1.5 | -76.4 | 4,733 | -0.6 | 4,780 | 0.8 |
01/02/2006 | 5,047.5 | -4.6 | -240.8 | 4,698.5 | -0.7 | 4,743.3 | -0.8 |
01/03/2006 | 4,977.6 | -5.5 | -288.5 | 4,661.3 | -0.8 | 4,702.2 | -0.9 |
01/04/2006 | 4,790.7 | -5.2 | -261.8 | 4,619.8 | -0.9 | 4,674.4 | -0.6 |
01/05/2006 | 4,538.3 | -7.1 | -345.9 | 4,572.4 | -1 | 4,570.1 | -2.2 |
01/06/2006 | 4,398.8 | -8 | -381.9 | 4,518.7 | -1.2 | 4,513.5 | -1.2 |
01/07/2006 | 4,386.3 | -9.3 | -450.4 | 4,459.7 | -1.3 | 4,439.9 | -1.6 |
01/08/2006 | 4,372 | -8.9 | -425.6 | 4,396.8 | -1.4 | 4,394 | -1 |
01/09/2006 | 4,237.8 | -8.8 | -408.7 | 4,330.3 | -1.5 | 4,355.5 | -0.9 |
01/10/2006 | 4,084.5 | -10.3 | -470.6 | 4,260.9 | -1.6 | 4,276.8 | -1.8 |
01/11/2006 | 3,995.7 | -11.8 | -535.7 | 4,190.5 | -1.7 | 4,198.8 | -1.8 |
01/12/2006 | 4,008.1 | -13 | -597.1 | 4,122 | -1.6 | 4,125.8 | -1.7 |
01/01/2007 | 4,262.2 | -14.9 | -748.3 | 4,056.8 | -1.6 | 4,035.9 | -2.2 |
01/02/2007 | 4,226 | -16.3 | -821.5 | 3,995.6 | -1.5 | 3,967.9 | -1.7 |
01/03/2007 | 4,104.8 | -17.5 | -872.8 | 3,938.3 | -1.4 | 3,902.9 | -1.6 |
01/04/2007 | 3,958.2 | -17.4 | -832.5 | 3,883.4 | -1.4 | 3,861.1 | -1.1 |
01/05/2007 | 3,795.9 | -16.4 | -742.4 | 3,830 | -1.4 | 3,819.1 | -1.1 |
01/06/2007 | 3,672.9 | -16.5 | -725.8 | 3,776.9 | -1.4 | 3,776.3 | -1.1 |
01/07/2007 | 3,701 | -15.6 | -685.3 | 3,724.8 | -1.4 | 3,735.5 | -1.1 |
01/08/2007 | 3,691.9 | -15.6 | -680.1 | 3,674 | -1.4 | 3,694.7 | -1.1 |
01/09/2007 | 3,530.6 | -16.7 | -707.2 | 3,624.3 | -1.4 | 3,634.9 | -1.6 |
01/10/2007 | 3,421.4 | -16.2 | -663.1 | 3,576 | -1.3 | 3,600.4 | -0.9 |
01/11/2007 | 3,366.9 | -15.7 | -628.9 | 3,528.5 | -1.3 | 3,560.4 | -1.1 |
01/12/2007 | 3,395.2 | -15.3 | -612.9 | 3,480.9 | -1.4 | 3,507.9 | -1.5 |
01/01/2008 | 3,647.9 | -14.4 | -614.3 | 3,433.5 | -1.4 | 3,440.9 | -1.9 |
01/02/2008 | 3,606.1 | -14.7 | -619.9 | 3,387 | -1.4 | 3,382 | -1.7 |
01/03/2008 | 3,496.9 | -14.8 | -607.9 | 3,342.7 | -1.3 | 3,320.2 | -1.8 |
01/04/2008 | 3,403.7 | -14 | -554.5 | 3,302.9 | -1.2 | 3,284.1 | -1.1 |
01/05/2008 | 3,274 | -13.7 | -521.9 | 3,268.5 | -1 | 3,267.1 | -0.5 |
01/06/2008 | 3,151.7 | -14.2 | -521.2 | 3,241.1 | -0.8 | 3,226.6 | -1.2 |
01/07/2008 | 3,201.8 | -13.5 | -499.2 | 3,222.3 | -0.6 | 3,212.9 | -0.4 |
01/08/2008 | 3,187.8 | -13.7 | -504.1 | 3,213.1 | -0.3 | 3,190.5 | -0.7 |
01/09/2008 | 3,073.3 | -13 | -457.4 | 3,213.8 | 0 | 3,192.8 | 0.1 |
01/10/2008 | 2,989.2 | -12.6 | -432.2 | 3,223.7 | 0.3 | 3,198.8 | 0.2 |
01/11/2008 | 2,981 | -11.5 | -385.9 | 3,241.5 | 0.6 | 3,205.4 | 0.2 |
01/12/2008 | 3,094.2 | -8.9 | -301.1 | 3,265.7 | 0.7 | 3,235.6 | 0.9 |
01/01/2009 | 3,480.2 | -4.6 | -167.7 | 3,293.7 | 0.9 | 3,276.8 | 1.3 |
01/02/2009 | 3,542.6 | -1.8 | -63.5 | 3,323.7 | 0.9 | 3,309.7 | 1 |
01/03/2009 | 3,576.4 | 2.3 | 79.5 | 3,354.4 | 0.9 | 3,370.8 | 1.8 |
01/04/2009 | 3,575.3 | 5 | 171.6 | 3,383.5 | 0.9 | 3,431.9 | 1.8 |
01/05/2009 | 3,449.2 | 5.4 | 175.2 | 3,408.9 | 0.8 | 3,439.9 | 0.2 |
01/06/2009 | 3,402 | 7.9 | 250.4 | 3,429.6 | 0.6 | 3,466 | 0.8 |
01/07/2009 | 3,454.5 | 7.9 | 252.7 | 3,444.3 | 0.4 | 3,466.3 | 0 |
01/08/2009 | 3,463.4 | 8.6 | 275.7 | 3,451.9 | 0.2 | 3,470.2 | 0.1 |
01/09/2009 | 3,338.9 | 8.6 | 265.6 | 3,452 | 0 | 3,469.3 | -0 |
01/10/2009 | 3,221.2 | 7.8 | 232 | 3,444.6 | -0.2 | 3,445.2 | -0.7 |
01/11/2009 | 3,208 | 7.6 | 227.1 | 3,430.3 | -0.4 | 3,435.3 | -0.3 |
01/12/2009 | 3,268.2 | 5.6 | 174 | 3,410.2 | -0.6 | 3,406 | -0.9 |
01/01/2010 | 3,610 | 3.7 | 129.9 | 3,386.2 | -0.7 | 3,386.1 | -0.6 |
01/02/2010 | 3,635.3 | 2.6 | 92.7 | 3,360 | -0.8 | 3,380.3 | -0.2 |
01/03/2010 | 3,560.5 | -0.4 | -15.9 | 3,332.6 | -0.8 | 3,348.5 | -0.9 |
01/04/2010 | 3,400.2 | -4.9 | -175.1 | 3,304.5 | -0.8 | 3,289.7 | -1.8 |
01/05/2010 | 3,236.4 | -6.2 | -212.9 | 3,277.1 | -0.8 | 3,256.4 | -1 |
01/06/2010 | 3,148.6 | -7.4 | -253.4 | 3,250.7 | -0.8 | 3,227.9 | -0.9 |
01/07/2010 | 3,186.9 | -7.7 | -267.6 | 3,224.3 | -0.8 | 3,208.1 | -0.6 |
01/08/2010 | 3,183.2 | -8.1 | -280.2 | 3,198.2 | -0.8 | 3,186.8 | -0.7 |
01/09/2010 | 3,026.8 | -9.3 | -312.1 | 3,172.3 | -0.8 | 3,159.9 | -0.8 |
01/10/2010 | 2,941 | -8.7 | -280.2 | 3,146.9 | -0.8 | 3,142.7 | -0.5 |
01/11/2010 | 2,927 | -8.8 | -281.1 | 3,122.6 | -0.8 | 3,126 | -0.5 |
01/12/2010 | 3,011.6 | -7.9 | -256.6 | 3,099.2 | -0.7 | 3,117.4 | -0.3 |
01/01/2011 | 3,346 | -7.3 | -264.1 | 3,076.8 | -0.7 | 3,104.3 | -0.4 |
01/02/2011 | 3,313.2 | -8.9 | -322.1 | 3,055.2 | -0.7 | 3,056.9 | -1.5 |
01/03/2011 | 3,211.2 | -9.8 | -349.3 | 3,034.3 | -0.7 | 3,027.6 | -1 |
01/04/2011 | 3,078.6 | -9.5 | -321.6 | 3,014.5 | -0.7 | 3,000.9 | -0.9 |
01/05/2011 | 2,960.6 | -8.5 | -275.7 | 2,995.3 | -0.6 | 2,994.2 | -0.2 |
01/06/2011 | 2,894 | -8.1 | -254.6 | 2,976.2 | -0.6 | 2,979.3 | -0.5 |
01/07/2011 | 2,939.9 | -7.7 | -247 | 2,957.4 | -0.6 | 2,961.5 | -0.6 |
01/08/2011 | 2,945.5 | -7.5 | -237.7 | 2,939.7 | -0.6 | 2,944.1 | -0.6 |
01/09/2011 | 2,796.3 | -7.6 | -230.5 | 2,923.3 | -0.6 | 2,924.7 | -0.7 |
01/10/2011 | 2,737.7 | -6.9 | -203.4 | 2,908.9 | -0.5 | 2,913.5 | -0.4 |
01/11/2011 | 2,713.8 | -7.3 | -213.2 | 2,896.8 | -0.4 | 2,894.8 | -0.6 |
01/12/2011 | 2,781 | -7.7 | -230.6 | 2,887.5 | -0.3 | 2,876.1 | -0.6 |
01/01/2012 | 3,084.7 | -7.8 | -261.3 | 2,881.8 | -0.2 | 2,862.8 | -0.5 |
01/02/2012 | 3,110.4 | -6.1 | -202.8 | 2,879.2 | -0.1 | 2,874.3 | 0.4 |
01/03/2012 | 3,028.4 | -5.7 | -182.8 | 2,879.2 | 0 | 2,869.9 | -0.2 |
01/04/2012 | 2,963.6 | -3.7 | -115 | 2,880.7 | 0 | 2,887.3 | 0.6 |
01/05/2012 | 2,855.3 | -3.6 | -105.3 | 2,883.7 | 0.1 | 2,881.2 | -0.2 |
01/06/2012 | 2,809.1 | -2.9 | -84.9 | 2,888.1 | 0.2 | 2,890.9 | 0.3 |
01/07/2012 | 2,876 | -2.2 | -64 | 2,893.8 | 0.2 | 2,898.9 | 0.3 |
01/08/2012 | 2,905.1 | -1.4 | -40.4 | 2,900 | 0.2 | 2,902.6 | 0.1 |
01/09/2012 | 2,788.2 | -0.3 | -8.1 | 2,906.5 | 0.2 | 2,904.4 | 0.1 |
01/10/2012 | 2,753.4 | 0.6 | 15.7 | 2,912.7 | 0.2 | 2,912.3 | 0.3 |
01/11/2012 | 2,751.5 | 1.4 | 37.7 | 2,918.6 | 0.2 | 2,915.1 | 0.1 |
01/12/2012 | 2,839.8 | 2.1 | 58.8 | 2,924.5 | 0.2 | 2,925.2 | 0.3 |
01/01/2013 | 3,138.2 | 1.7 | 53.5 | 2,930.4 | 0.2 | 2,933.5 | 0.3 |
01/02/2013 | 3,156.2 | 1.5 | 45.8 | 2,936.2 | 0.2 | 2,936.7 | 0.1 |
01/03/2013 | 3,097.8 | 2.3 | 69.4 | 2,942.1 | 0.2 | 2,950.7 | 0.5 |
01/04/2013 | 3,020.3 | 1.9 | 56.7 | 2,947.1 | 0.2 | 2,957.6 | 0.2 |
01/05/2013 | 2,936.9 | 2.9 | 81.6 | 2,950.4 | 0.1 | 2,959.3 | 0.1 |
01/06/2013 | 2,864.7 | 2 | 55.6 | 2,952.5 | 0.1 | 2,947.3 | -0.4 |
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arbeitslose-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
- Official dataset label: Arbeitslose mit Kalender- und Saisonbereinigung nach BV 4.1
- Source CSV: https://www.destatis.de/static/de_/opendata/data/arbeitslose_bv41.csv
- Source page: https://www.destatis.de/EN/Service/OpenData/short-term-indicators.html
- Snapshot timestamp (UTC): 2026-05-11T12:36:12.453438+00:00
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 tableREADME.md: dataset card with provenance and processing notes
Columns (sample):
datumoriginalwert_in_1000originalwert_vernderung_gegenber_vorjahresmonat_in_originalwert_in_1000_vernderung_gegenber_vorjahresmonat_absoluttrendkonjunkturkomponente_bv_41_in_1000trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_kalender_und_saisonbereinigte_werte_bv_41_in_1000kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_
Field Notes
datum: time index / reporting period.originalwert_in_1000: raw/original value from source table.originalwert_vernderung_gegenber_vorjahresmonat_in_: period-over-period or year-over-year change metric.originalwert_in_1000_vernderung_gegenber_vorjahresmonat_absolut: period-over-period or year-over-year change metric.trendkonjunkturkomponente_bv_41_in_1000: seasonally/calendar adjusted trend component.trendkonjunkturkomponente_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: 254
- Columns: 8
- Numeric columns ratio: 0.88
- Missing ratio: 0.01
- Quality note: ok
Official Context Snippet
Official description from source metadata: Arbeitslose 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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