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+ ---
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+ license: other
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+ language:
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+ - en
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+ tags:
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+ - destatis
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+ - germany
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+ - open-data
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+ - ml-ready
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+ - tabular
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+ ---
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+
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+ # selbststaendige-bv41
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+
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+ ## Unofficial Notice
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+ This repository is a **private open-source project** and is **not an official** repository of the Federal Statistical Office of Germany (Destatis).
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+
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+ ## Data Explanation
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+ - Official dataset label: Selbstständige und mithelfende Familienangehörige mit Kalender- und Saisonbereinigung nach BV 4.1
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+ - Source CSV: https://www.destatis.de/static/de_/opendata/data/selbststaendige_bv41.csv
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+ - Source page: https://www.destatis.de/EN/Service/OpenData/short-term-indicators.html
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+ - Snapshot timestamp (UTC): 2026-05-12T14:16:36.268722+00:00
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+
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+ ## Overview
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+ This dataset contains a machine-learning-ready tabular version of a Destatis open-data series.
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+ The original CSV is transformed with deterministic preprocessing rules to support reproducible ML workflows.
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+
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+ ## Dataset Structure
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+ Files:
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+ - `data.csv`: normalized table
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+ - `README.md`: dataset card with provenance and processing notes
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+
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+ Columns (sample):
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+ - `datum`
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+ - `originalwert_in_1000`
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+ - `originalwert_vernderung_gegenber_vorjahresquartal_in_`
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+ - `trendkonjunkturkomponente_bv_41_in_1000`
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+ - `trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_`
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+ - `kalender_und_saisonbereinigte_werte_bv_41_in_1000`
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+ - `kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_in_`
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+ - `restkomponente_bv_41`
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+
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+ ## Field Notes
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+ - `datum`: time index / reporting period.
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+ - `originalwert_in_1000`: raw/original value from source table.
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+ - `originalwert_vernderung_gegenber_vorjahresquartal_in_`: period-over-period or year-over-year change metric.
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+ - `trendkonjunkturkomponente_bv_41_in_1000`: seasonally/calendar adjusted trend component.
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+ - `trendkonjunkturkomponente_bv_41_vernderung_gegenber_vorquartal_in_`: period-over-period or year-over-year change metric.
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+ - `kalender_und_saisonbereinigte_werte_bv_41_vernderung_gegenber_vorquartal_in_`: period-over-period or year-over-year change metric.
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+
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+ ## Processing Pipeline
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+ The source CSV is processed without AI generation:
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+ - delimiter normalization
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+ - header normalization (`snake_case`)
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+ - missing-value token normalization
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+ - German numeric normalization (e.g. `1.234,56` -> `1234.56`)
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+ - row consistency checks
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+
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+ ## Data Quality Notes
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+ - Rows: 134
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+ - Columns: 8
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+ - Numeric columns ratio: 0.88
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+ - Missing ratio: 0.00
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+ - Quality note: ok
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+
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+ ## Official Context Snippet
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+ Official description from source metadata: Selbstständige und mithelfende Familienangehörige mit Kalender- und Saisonbereinigung nach BV 4.1. This series is published by Destatis as part of its open data program.
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+
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+ ## Intended Use
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+ This dataset is suitable for:
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+ - time-series baseline modeling
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+ - tabular feature engineering
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+ - analytics and reproducible benchmarking
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+
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+ ## Limitations
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+ - Official revisions can update historical values.
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+ - Indicator semantics follow Destatis conventions and may require domain context.
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+
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+ ## License
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+ Source data rights follow the official Destatis open-data terms.
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+ Repository metadata uses `license: other` for Hugging Face compatibility.
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+
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+ ## Maintainer
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+ Maintained by the `destatis` Hugging Face organization (community-run, unofficial).