Datasets:

zixin0v0
/

Time-MMD

Date stringdate 1980-01-01 00:00:00 2024-04-01 00:00:00	Wholesale broiler composite float64 48.6 129 ⌀	OT float64 88.2 254	Retail-wholesale spread for broiler composite float64 73.6 163 ⌀	date stringdate 1980-01-01 00:00:00 2024-04-01 00:00:00	start_date stringdate 1980-01-01 00:00:00 2024-04-01 00:00:00	end_date stringdate 1980-01-31 00:00:00 2024-04-30 00:00:00
1980-01-01	null	93.303958	null	1980-01-01	1980-01-01	1980-01-31
1980-02-01	null	92.39119	null	1980-02-01	1980-02-01	1980-02-29
1980-03-01	null	90.811401	null	1980-03-01	1980-03-01	1980-03-31
1980-04-01	null	88.235892	null	1980-04-01	1980-04-01	1980-04-30
1980-05-01	null	88.577714	null	1980-05-01	1980-05-01	1980-05-31
1980-06-01	null	90.279399	null	1980-06-01	1980-06-01	1980-06-30
1980-07-01	null	97.53958	null	1980-07-01	1980-07-01	1980-07-31
1980-08-01	null	101.235674	null	1980-08-01	1980-08-01	1980-08-31
1980-09-01	null	106.44781	null	1980-09-01	1980-09-01	1980-09-30
1980-10-01	null	105.882806	null	1980-10-01	1980-10-01	1980-10-31
1980-11-01	null	104.628865	null	1980-11-01	1980-11-01	1980-11-30
1980-12-01	null	104.725368	null	1980-12-01	1980-12-01	1980-12-31
1981-01-01	null	104.231888	null	1981-01-01	1981-01-01	1981-01-31
1981-02-01	null	105.224405	null	1981-02-01	1981-02-01	1981-02-28
1981-03-01	null	104.688023	null	1981-03-01	1981-03-01	1981-03-31
1981-04-01	null	100.770742	null	1981-04-01	1981-04-01	1981-04-30
1981-05-01	null	101.115754	null	1981-05-01	1981-05-01	1981-05-31
1981-06-01	null	102.167495	null	1981-06-01	1981-06-01	1981-06-30
1981-07-01	null	108.646997	null	1981-07-01	1981-07-01	1981-07-31
1981-08-01	null	106.629309	null	1981-08-01	1981-08-01	1981-08-31
1981-09-01	null	104.562828	null	1981-09-01	1981-09-01	1981-09-30
1981-10-01	null	104.269386	null	1981-10-01	1981-10-01	1981-10-31
1981-11-01	null	103.0037	null	1981-11-01	1981-11-01	1981-11-30
1981-12-01	null	102.241345	null	1981-12-01	1981-12-01	1981-12-31
1982-01-01	null	104.339313	null	1982-01-01	1982-01-01	1982-01-31
1982-02-01	null	105.041272	null	1982-02-01	1982-02-01	1982-02-28
1982-03-01	null	102.794655	null	1982-03-01	1982-03-01	1982-03-31
1982-04-01	null	101.948855	null	1982-04-01	1982-04-01	1982-04-30
1982-05-01	null	103.439029	null	1982-05-01	1982-05-01	1982-05-31
1982-06-01	null	103.661209	null	1982-06-01	1982-06-01	1982-06-30
1982-07-01	null	105.409889	null	1982-07-01	1982-07-01	1982-07-31
1982-08-01	null	104.078959	null	1982-08-01	1982-08-01	1982-08-31
1982-09-01	null	103.5172	null	1982-09-01	1982-09-01	1982-09-30
1982-10-01	null	102.445408	null	1982-10-01	1982-10-01	1982-10-31
1982-11-01	null	101.300239	null	1982-11-01	1982-11-01	1982-11-30
1982-12-01	null	100.642118	null	1982-12-01	1982-12-01	1982-12-31
1983-01-01	null	100.91756	null	1983-01-01	1983-01-01	1983-01-31
1983-02-01	null	102.213351	null	1983-02-01	1983-02-01	1983-02-28
1983-03-01	null	103.080317	null	1983-03-01	1983-03-01	1983-03-31
1983-04-01	null	101.621263	null	1983-04-01	1983-04-01	1983-04-30
1983-05-01	null	103.193562	null	1983-05-01	1983-05-01	1983-05-31
1983-06-01	null	101.455072	null	1983-06-01	1983-06-01	1983-06-30
1983-07-01	null	105.729162	null	1983-07-01	1983-07-01	1983-07-31
1983-08-01	null	106.923999	null	1983-08-01	1983-08-01	1983-08-31
1983-09-01	null	110.24813	null	1983-09-01	1983-09-01	1983-09-30
1983-10-01	null	105.961806	null	1983-10-01	1983-10-01	1983-10-31
1983-11-01	null	108.335568	null	1983-11-01	1983-11-01	1983-11-30
1983-12-01	null	114.135075	null	1983-12-01	1983-12-01	1983-12-31
1984-01-01	null	120.697724	null	1984-01-01	1984-01-01	1984-01-31
1984-02-01	null	125.558907	null	1984-02-01	1984-02-01	1984-02-29
1984-03-01	null	124.14086	null	1984-03-01	1984-03-01	1984-03-31
1984-04-01	null	122.974829	null	1984-04-01	1984-04-01	1984-04-30
1984-05-01	null	119.237743	null	1984-05-01	1984-05-01	1984-05-31
1984-06-01	null	120.448013	null	1984-06-01	1984-06-01	1984-06-30
1984-07-01	null	120.875994	null	1984-07-01	1984-07-01	1984-07-31
1984-08-01	null	116.215539	null	1984-08-01	1984-08-01	1984-08-31
1984-09-01	null	117.94234	null	1984-09-01	1984-09-01	1984-09-30
1984-10-01	null	114.787702	null	1984-10-01	1984-10-01	1984-10-31
1984-11-01	null	114.512484	null	1984-11-01	1984-11-01	1984-11-30
1984-12-01	null	113.918714	null	1984-12-01	1984-12-01	1984-12-31
1985-01-01	null	116.610535	null	1985-01-01	1985-01-01	1985-01-31
1985-02-01	null	116.388921	null	1985-02-01	1985-02-01	1985-02-28
1985-03-01	null	115.28301	null	1985-03-01	1985-03-01	1985-03-31
1985-04-01	null	113.011137	null	1985-04-01	1985-04-01	1985-04-30
1985-05-01	null	112.843024	null	1985-05-01	1985-05-01	1985-05-31
1985-06-01	null	114.328076	null	1985-06-01	1985-06-01	1985-06-30
1985-07-01	null	115.305599	null	1985-07-01	1985-07-01	1985-07-31
1985-08-01	null	113.276634	null	1985-08-01	1985-08-01	1985-08-31
1985-09-01	null	114.7296	null	1985-09-01	1985-09-01	1985-09-30
1985-10-01	null	112.619755	null	1985-10-01	1985-10-01	1985-10-31
1985-11-01	null	115.847363	null	1985-11-01	1985-11-01	1985-11-30
1985-12-01	null	121.074474	null	1985-12-01	1985-12-01	1985-12-31
1986-01-01	null	119.589427	null	1986-01-01	1986-01-01	1986-01-31
1986-02-01	null	117.196457	null	1986-02-01	1986-02-01	1986-02-28
1986-03-01	null	115.463057	null	1986-03-01	1986-03-01	1986-03-31
1986-04-01	null	116.443885	null	1986-04-01	1986-04-01	1986-04-30
1986-05-01	null	116.486737	null	1986-05-01	1986-05-01	1986-05-31
1986-06-01	null	121.912385	null	1986-06-01	1986-06-01	1986-06-30
1986-07-01	null	132.924856	null	1986-07-01	1986-07-01	1986-07-31
1986-08-01	null	144.088662	null	1986-08-01	1986-08-01	1986-08-31
1986-09-01	null	139.693395	null	1986-09-01	1986-09-01	1986-09-30
1986-10-01	null	136.191088	null	1986-10-01	1986-10-01	1986-10-31
1986-11-01	null	137.662526	null	1986-11-01	1986-11-01	1986-11-30
1986-12-01	null	137.367572	null	1986-12-01	1986-12-01	1986-12-31
1987-01-01	null	130.620512	null	1987-01-01	1987-01-01	1987-01-31
1987-02-01	null	128.606291	null	1987-02-01	1987-02-01	1987-02-28
1987-03-01	null	126.442925	null	1987-03-01	1987-03-01	1987-03-31
1987-04-01	null	124.838605	null	1987-04-01	1987-04-01	1987-04-30
1987-05-01	null	123.256843	null	1987-05-01	1987-05-01	1987-05-31
1987-06-01	null	121.884657	null	1987-06-01	1987-06-01	1987-06-30
1987-07-01	null	119.999186	null	1987-07-01	1987-07-01	1987-07-31
1987-08-01	null	123.388214	null	1987-08-01	1987-08-01	1987-08-31
1987-09-01	null	122.565398	null	1987-09-01	1987-09-01	1987-09-30
1987-10-01	null	123.020019	null	1987-10-01	1987-10-01	1987-10-31
1987-11-01	null	119.561109	null	1987-11-01	1987-11-01	1987-11-30
1987-12-01	null	118.963035	null	1987-12-01	1987-12-01	1987-12-31
1988-01-01	null	119.258764	null	1988-01-01	1988-01-01	1988-01-31
1988-02-01	null	117.22035	null	1988-02-01	1988-02-01	1988-02-29
1988-03-01	null	120.362984	null	1988-03-01	1988-03-01	1988-03-31
1988-04-01	null	121.230793	null	1988-04-01	1988-04-01	1988-04-30

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Time-MMD

An unofficial mirror of the original dataset published by the Time-MMD authors. Original authors retain credit for the dataset.

All 30 original CSV files are present and unchanged, totaling 17,639,521 bytes. Every CSV was checked against the original file identity at upstream revision 00281e2d8605. No additional experimental data variants are included.

data_manifest.json lists source attribution, the upstream revision, and the original file sizes, CSV row counts, and columns.

The original release has ten numerical/text directory names: Agriculture, Climate, Economy, Energy, Environment, Health_AFR, Health_US, Security, SocialGood, and Traffic. Health is represented by its AFR and US subsets.

numerical/{domain}/{domain}.csv
textual/{domain}/{domain}_report.csv
textual/{domain}/{domain}_search.csv

The numerical files contain dataset-specific variables and date columns; OT is the default target variable used by the benchmark. The textual files contain start_date, end_date, fact, and preds, as well as the original unnamed index column.

The CSV headers, row order, original index columns, duplicate column labels, and text are retained as stored locally. Parsed dataframe libraries may rename duplicate or unnamed columns; the downloadable CSV files preserve them.

Download

from huggingface_hub import snapshot_download

snapshot_download(
    repo_id="zixin0v0/Time-MMD",
    repo_type="dataset",
    local_dir="time_mmd",
)

Dataset viewer and individual files

Each CSV has its own named configuration so that unrelated numerical and textual schemas are not merged. For example:

from datasets import load_dataset

data = load_dataset("zixin0v0/Time-MMD", "numerical__Agriculture__Agriculture", split="data")

The data split represents the complete selected CSV, not a benchmark training split. Construct train/validation/test windows using the protocol of the benchmark or experiment you are reproducing.

Source, license, and citation

The original authors specify Open Data Commons Attribution License 1.0 in Appendix V of their paper. Attribute the original Time-MMD authors and consult their dataset documentation for the underlying numerical and textual sources.

Original repository: https://github.com/AdityaLab/Time-MMD
Original paper: https://papers.nips.cc/paper_files/paper/2024/file/8e7768122f3eeec6d77cd2b424b72413-Paper-Datasets_and_Benchmarks_Track.pdf
Citation: Haoxin Liu et al. Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis. NeurIPS Datasets and Benchmarks, 2024.

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Time-MMD

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Dataset viewer and individual files

Source, license, and citation