| --- |
| 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). |
|
|
