Datasets:

destatis
/

grosshandelsumsatz-real-x13

datum stringdate 1997-03-01 00:00:00 2026-03-01 00:00:00	originalwert_messzahlen_2015100 float64 80.5 126	originalwert_veraenderung_gegenueber_vorjahresmonat_in_ float64 -14.6 16.4 ⌀	saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_messzahlen_2015100 float64 87.9 118	saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_veraenderung_gegenueber_vorsmonat_in_ float64 -9.4 6.9
01/03/1997	90.9	null	93.7	-0.2
01/04/1997	100.1	null	94.6	1
01/05/1997	89	null	93.4	-1.3
01/06/1997	97.2	null	94.5	1.2
01/07/1997	96.5	null	94.9	0.4
01/08/1997	87.7	null	93.8	-1.2
01/09/1997	100.1	null	93.7	-0.1
01/10/1997	103.6	null	94.8	1.2
01/11/1997	94.6	null	91.7	-3.3
01/12/1997	93.5	null	94.2	2.7
01/01/1998	85.8	-1.3	97.3	3.3
01/02/1998	87.1	3.3	97	-0.3
01/03/1998	103.7	14.1	98.3	1.3
01/04/1998	96.5	-3.6	96	-2.3
01/05/1998	93.1	4.6	95.6	-0.4
01/06/1998	96.2	-1	95.7	0.1
01/07/1998	96.7	0.2	94.9	-0.8
01/08/1998	90.1	2.7	95.4	0.5
01/09/1998	101.9	1.8	95.4	0
01/10/1998	101.3	-2.2	92.5	-3
01/11/1998	99.6	5.3	93.6	1.2
01/12/1998	97.7	4.5	96.3	2.9
01/01/1999	80.5	-6.2	94.2	-2.2
01/02/1999	84.2	-3.3	93.8	-0.4
01/03/1999	106.8	3	96.7	3.1
01/04/1999	93.3	-3.3	93.9	-2.9
01/05/1999	91.7	-1.5	94.2	0.3
01/06/1999	98.4	2.3	94.7	0.5
01/07/1999	95.4	-1.3	96.6	2
01/08/1999	94.4	4.8	96.6	0
01/09/1999	103.3	1.4	96.9	0.3
01/10/1999	101.4	0.1	95.8	-1.1
01/11/1999	105.7	6.1	98.5	2.8
01/12/1999	102.2	4.6	98.6	0.1
01/01/2000	81.4	1.1	92.1	-6.6
01/02/2000	91.9	9.1	97.8	6.2
01/03/2000	103.1	-3.5	96.1	-1.7
01/04/2000	93.1	-0.2	98.4	2.4
01/05/2000	106.7	16.4	99.5	1.1
01/06/2000	95.3	-3.2	98	-1.5
01/07/2000	92.9	-2.6	97	-1
01/08/2000	99.1	5	98.5	1.5
01/09/2000	102.1	-1.2	99	0.5
01/10/2000	104.9	3.5	99.6	0.6
01/11/2000	108.2	2.4	101	1.4
01/12/2000	96.4	-5.7	97.3	-3.7
01/01/2001	88.5	8.7	95.5	-1.8
01/02/2001	86.5	-5.9	96.3	0.8
01/03/2001	100	-3	94.9	-1.5
01/04/2001	92.8	-0.3	94.9	0
01/05/2001	99.1	-7.1	95.6	0.7
01/06/2001	92.8	-2.6	95.5	-0.1
01/07/2001	93.4	0.5	94.3	-1.3
01/08/2001	96.1	-3	95.4	1.2
01/09/2001	93.8	-8.1	94.1	-1.4
01/10/2001	101.7	-3.1	93.6	-0.5
01/11/2001	99	-8.5	92.4	-1.3
01/12/2001	86.8	-10	91.6	-0.9
01/01/2002	82.9	-6.3	89.4	-2.4
01/02/2002	80.5	-6.9	89.6	0.2
01/03/2002	90.5	-9.5	90.1	0.6
01/04/2002	93.1	0.3	90.8	0.8
01/05/2002	89.1	-10.1	90.9	0.1
01/06/2002	87.4	-5.8	87.9	-3.3
01/07/2002	92.1	-1.4	89.9	2.3
01/08/2002	88.1	-8.3	90.4	0.6
01/09/2002	90.9	-3.1	88.2	-2.4
01/10/2002	97.2	-4.4	89.5	1.5
01/11/2002	91.3	-7.8	88	-1.7
01/12/2002	86.8	0	89.6	1.8
01/01/2003	81.7	-1.4	89.3	-0.3
01/02/2003	81.4	1.1	89.2	-0.1
01/03/2003	91	0.6	90.6	1.6
01/04/2003	91.5	-1.7	90.5	-0.1
01/05/2003	89.4	0.3	89	-1.7
01/06/2003	87.6	0.2	90.3	1.5
01/07/2003	92.4	0.3	90.1	-0.2
01/08/2003	85.3	-3.2	90.5	0.4
01/09/2003	94.1	3.5	88.4	-2.3
01/10/2003	96.7	-0.5	89.1	0.8
01/11/2003	91.9	0.7	89.5	0.4
01/12/2003	88.6	2.1	89.4	-0.1
01/01/2004	80.5	-1.5	90.9	1.7
01/02/2004	81.9	0.6	90.8	-0.1
01/03/2004	98.5	8.2	90.2	-0.7
01/04/2004	92.4	1	91.9	1.9
01/05/2004	87.4	-2.2	90.1	-2
01/06/2004	94.2	7.5	90.9	0.9
01/07/2004	91.1	-1.4	91.8	1
01/08/2004	89.2	4.6	90.9	-1
01/09/2004	98.3	4.5	92.5	1.8
01/10/2004	95.7	-1	90.9	-1.7
01/11/2004	98.7	7.4	92.1	1.3
01/12/2004	95.6	7.9	92.3	0.2
01/01/2005	83.5	3.7	94	1.8
01/02/2005	85	3.8	94.2	0.2
01/03/2005	98.1	-0.4	94.6	0.4
01/04/2005	96.3	4.2	93.8	-0.8
01/05/2005	94.6	8.2	96.7	3.1
01/06/2005	99.2	5.3	93.7	-3.1

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grosshandelsumsatz-real-x13

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: Umsatz im Großhandel real mit Kalender- und Saisonbereinigung nach X13 JDemetra+
Source CSV: https://www.destatis.de/static/de_/opendata/data/grosshandelsumsatz_real_x13.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_messzahlen_2015100
originalwert_veraenderung_gegenueber_vorjahresmonat_in_
saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_messzahlen_2015100
saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_veraenderung_gegenueber_vorsmonat_in_

Field Notes

datum: time index / reporting period.
originalwert_messzahlen_2015100: raw/original value from source table.
originalwert_veraenderung_gegenueber_vorjahresmonat_in_: period-over-period or year-over-year change metric.
saison_und_kalenderbereinigte_werte_nach_x_13_jdemetra_veraenderung_gegenueber_vorsmonat_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: 349
Columns: 5
Numeric columns ratio: 0.80
Missing ratio: 0.01
Quality note: ok

Official Context Snippet

Official description from source metadata: Umsatz im Großhandel real mit Kalender- und Saisonbereinigung nach X13 JDemetra+. 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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