datum stringdate 2005-03-01 00:00:00 2026-04-01 00:00:00 | originalwert_in_1000 float64 227 887 | originalwert_vernderung_gegenber_vorjahresmonat_in_ null -29.5 46.7 ⌀ | originalwert_in_1000_vernderung_gegenber_vorjahresmonat_absolut null -227.3 240 ⌀ | trendkonjunkturkomponente_bv_41_in_1000 float64 235 858 | trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_ float64 -3.3 3.2 | kalender_und_saisonbereinigte_werte_bv_41_in_1000 float64 237 868 | kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vormonat_in_ float64 -9 5 |
|---|---|---|---|---|---|---|---|
01/03/2005 | 226.5 | null | null | 234.7 | 2.1 | 236.8 | 2.3 |
01/04/2005 | 241.4 | null | null | 239.3 | 2 | 241.1 | 1.8 |
01/05/2005 | 257.8 | null | null | 244.1 | 2 | 244.1 | 1.2 |
01/06/2005 | 266.7 | null | null | 249 | 2 | 248 | 1.6 |
01/07/2005 | 283.3 | null | null | 254.3 | 2.1 | 253.5 | 2.2 |
01/08/2005 | 287.4 | null | null | 260.7 | 2.5 | 260.7 | 2.8 |
01/09/2005 | 292.3 | null | null | 267.4 | 2.6 | 270.7 | 3.8 |
01/10/2005 | 287.2 | null | null | 274.7 | 2.8 | 278.8 | 3 |
01/11/2005 | 271.9 | null | null | 282.9 | 3 | 284.6 | 2.1 |
01/12/2005 | 255.1 | null | null | 291.5 | 3 | 291.6 | 2.5 |
01/01/2006 | 259.9 | null | null | 300.3 | 3 | 301.3 | 3.3 |
01/02/2006 | 284.7 | null | null | 309.5 | 3.1 | 305.3 | 1.3 |
01/03/2006 | 305.1 | null | null | 319 | 3.1 | 313.2 | 2.6 |
01/04/2006 | 326.8 | null | null | 329.1 | 3.2 | 324.5 | 3.6 |
01/05/2006 | 353.5 | null | null | 339.5 | 3.2 | 339.3 | 4.6 |
01/06/2006 | 369 | null | null | 350.3 | 3.2 | 349 | 2.8 |
01/07/2006 | 392 | null | null | 361.2 | 3.1 | 362.5 | 3.9 |
01/08/2006 | 398.9 | null | null | 372.1 | 3 | 372.5 | 2.7 |
01/09/2006 | 401.8 | null | null | 382.6 | 2.8 | 382.2 | 2.6 |
01/10/2006 | 397.9 | null | null | 392.7 | 2.6 | 391.4 | 2.4 |
01/11/2006 | 388 | null | null | 402 | 2.4 | 401.7 | 2.6 |
01/12/2006 | 374.3 | null | null | 410.3 | 2.1 | 411.6 | 2.5 |
01/01/2007 | 374.1 | null | null | 417.3 | 1.7 | 419.6 | 2 |
01/02/2007 | 409.5 | null | null | 422.7 | 1.3 | 429.2 | 2.3 |
01/03/2007 | 429.5 | null | null | 426.6 | 0.9 | 433.9 | 1.1 |
01/04/2007 | 439.9 | null | null | 428.8 | 0.5 | 436.2 | 0.5 |
01/05/2007 | 445.4 | null | null | 429.3 | 0.1 | 433.9 | -0.5 |
01/06/2007 | 453.7 | null | null | 428.5 | -0.2 | 430.9 | -0.7 |
01/07/2007 | 455.3 | null | null | 426.5 | -0.5 | 425.7 | -1.2 |
01/08/2007 | 450.1 | null | null | 423.5 | -0.7 | 422.8 | -0.7 |
01/09/2007 | 436.4 | null | null | 419.9 | -0.8 | 416.4 | -1.5 |
01/10/2007 | 420.6 | null | null | 416 | -0.9 | 412.1 | -1 |
01/11/2007 | 397.6 | null | null | 412 | -0.9 | 407.5 | -1.1 |
01/12/2007 | 369.1 | null | null | 408.3 | -0.9 | 404.2 | -0.8 |
01/01/2008 | 351.6 | null | null | 405 | -0.8 | 399.3 | -1.2 |
01/02/2008 | 376.5 | null | null | 402.3 | -0.7 | 396.1 | -0.8 |
01/03/2008 | 392.7 | null | null | 400.1 | -0.5 | 396.5 | 0.1 |
01/04/2008 | 395.1 | null | null | 398.1 | -0.5 | 395.1 | -0.4 |
01/05/2008 | 398.2 | null | null | 396.2 | -0.5 | 394 | -0.3 |
01/06/2008 | 418 | null | null | 393.9 | -0.6 | 399.3 | 1.3 |
01/07/2008 | 422.5 | null | null | 390.7 | -0.8 | 397.8 | -0.4 |
01/08/2008 | 417.1 | null | null | 386.1 | -1.2 | 392.2 | -1.4 |
01/09/2008 | 409.3 | null | null | 380.1 | -1.6 | 387.4 | -1.2 |
01/10/2008 | 392.9 | null | null | 372.5 | -2 | 380 | -1.9 |
01/11/2008 | 367.2 | null | null | 363.3 | -2.5 | 370.1 | -2.6 |
01/12/2008 | 327.6 | null | null | 353 | -2.9 | 355 | -4.1 |
01/01/2009 | 301.7 | null | null | 342 | -3.1 | 344.3 | -3 |
01/02/2009 | 317.7 | null | null | 330.9 | -3.2 | 335 | -2.7 |
01/03/2009 | 317.3 | null | null | 320.1 | -3.3 | 321.3 | -4.1 |
01/04/2009 | 305.6 | null | null | 310.1 | -3.1 | 307.8 | -4.2 |
01/05/2009 | 298.8 | null | null | 301.5 | -2.8 | 296 | -3.8 |
01/06/2009 | 297.1 | null | null | 294.7 | -2.3 | 284.9 | -3.7 |
01/07/2009 | 297.9 | null | null | 290 | -1.6 | 278.3 | -2.3 |
01/08/2009 | 300.2 | null | null | 287.9 | -0.7 | 279.7 | 0.5 |
01/09/2009 | 301.9 | null | null | 288 | 0.1 | 283.3 | 1.3 |
01/10/2009 | 297.6 | null | null | 290.3 | 0.8 | 286.3 | 1.1 |
01/11/2009 | 290.6 | null | null | 294.7 | 1.5 | 293.2 | 2.4 |
01/12/2009 | 281.3 | null | null | 300.7 | 2 | 305 | 4 |
01/01/2010 | 271.4 | null | null | 307.9 | 2.4 | 311.2 | 2 |
01/02/2010 | 298 | null | null | 315.9 | 2.6 | 313.6 | 0.8 |
01/03/2010 | 320.1 | null | null | 324.7 | 2.8 | 322.6 | 2.9 |
01/04/2010 | 335.2 | null | null | 334.1 | 2.9 | 332.8 | 3.1 |
01/05/2010 | 355.7 | null | null | 343.8 | 2.9 | 347.3 | 4.4 |
01/06/2010 | 370.4 | null | null | 353.6 | 2.9 | 357.8 | 3 |
01/07/2010 | 391.1 | null | null | 363.5 | 2.8 | 370.4 | 3.5 |
01/08/2010 | 396.7 | null | null | 373.4 | 2.7 | 377.4 | 1.9 |
01/09/2010 | 398 | null | null | 383.2 | 2.6 | 382.8 | 1.4 |
01/10/2010 | 400.9 | null | null | 393.1 | 2.6 | 392.4 | 2.5 |
01/11/2010 | 394.5 | null | null | 403 | 2.5 | 399.8 | 1.9 |
01/12/2010 | 380.1 | null | null | 412.9 | 2.5 | 408.1 | 2.1 |
01/01/2011 | 375 | null | null | 422.9 | 2.4 | 418.7 | 2.6 |
01/02/2011 | 417.5 | null | null | 432.6 | 2.3 | 434.7 | 3.8 |
01/03/2011 | 442.3 | null | null | 441.9 | 2.1 | 443.7 | 2.1 |
01/04/2011 | 461.1 | null | null | 450.6 | 2 | 453.5 | 2.2 |
01/05/2011 | 470.1 | null | null | 458.7 | 1.8 | 458.6 | 1.1 |
01/06/2011 | 479.5 | null | null | 466.2 | 1.6 | 465 | 1.4 |
01/07/2011 | 492.3 | null | null | 473.1 | 1.5 | 471.1 | 1.3 |
01/08/2011 | 497.1 | null | null | 479.2 | 1.3 | 478.3 | 1.5 |
01/09/2011 | 501.6 | null | null | 484.5 | 1.1 | 486.5 | 1.7 |
01/10/2011 | 499.8 | null | null | 488.7 | 0.9 | 492.5 | 1.2 |
01/11/2011 | 492 | null | null | 491.7 | 0.6 | 497.6 | 1 |
01/12/2011 | 467.1 | null | null | 493.3 | 0.3 | 498.7 | 0.2 |
01/01/2012 | 451.9 | null | null | 493.5 | 0 | 494.5 | -0.9 |
01/02/2012 | 473.2 | null | null | 492.7 | -0.2 | 488.8 | -1.1 |
01/03/2012 | 490.9 | null | null | 491 | -0.3 | 488.9 | 0 |
01/04/2012 | 499 | null | null | 488.8 | -0.5 | 489.6 | 0.1 |
01/05/2012 | 499.2 | null | null | 485.9 | -0.6 | 488.8 | -0.2 |
01/06/2012 | 499.2 | null | null | 482.6 | -0.7 | 486.2 | -0.5 |
01/07/2012 | 499.8 | null | null | 478.8 | -0.8 | 480.9 | -1.1 |
01/08/2012 | 493.4 | null | null | 474.8 | -0.8 | 475.7 | -1.1 |
01/09/2012 | 484.5 | null | null | 470.8 | -0.9 | 469.3 | -1.3 |
01/10/2012 | 468.1 | null | null | 466.8 | -0.8 | 462.6 | -1.4 |
01/11/2012 | 450.6 | null | null | 463.1 | -0.8 | 457.2 | -1.2 |
01/12/2012 | 420.5 | null | null | 460 | -0.7 | 452.2 | -1.1 |
01/01/2013 | 420 | null | null | 457.5 | -0.6 | 459 | 1.5 |
01/02/2013 | 448.4 | null | null | 455.4 | -0.5 | 459.7 | 0.2 |
01/03/2013 | 462.7 | null | null | 453.7 | -0.4 | 457.2 | -0.5 |
01/04/2013 | 460.2 | null | null | 452.7 | -0.2 | 451.5 | -1.3 |
01/05/2013 | 457 | null | null | 452.3 | -0.1 | 451 | -0.1 |
01/06/2013 | 458.7 | null | null | 452.7 | 0.1 | 449.1 | -0.4 |
gemeldete-stellen-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: Gemeldete Stellen mit Kalender- und Saisonbereinigung nach BV 4.1
- Source CSV: https://www.destatis.de/static/de_/opendata/data/gemeldete_stellen_bv41.csv
- Source page: https://www.destatis.de/EN/Service/OpenData/short-term-indicators.html
- Snapshot timestamp (UTC): 2026-05-12T14:16:36.268722+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: Gemeldete Stellen 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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