README.md

metadata

license: other
language:
  - en
tags:
  - destatis
  - germany
  - open-data
  - ml-ready
  - tabular

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 table
• README.md: dataset card with provenance and processing notes

Columns (sample):

• datum
• originalwert_in_1000
• originalwert_vernderung_gegenber_vorjahresmonat_in_
• originalwert_in_1000_vernderung_gegenber_vorjahresmonat_absolut
• trendkonjunkturkomponente_bv_41_in_1000
• trendkonjunkturkomponente_bv_41_vernderung_gegenber_vormonat_in_
• kalender_und_saisonbereinigte_werte_bv_41_in_1000
• kalender_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).