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['Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;'
'Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;']
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['Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;'
'Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;']
|
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] |
['Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;'
'Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;']
|
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['Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;'
'Available facts are as follows: 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com] 1982-03-08: NA.;']
|
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['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes in the Clean Air Act, which will actually help industries in the Environment. [Source: www.nytimes.com] 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com];'
'Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes in the Clean Air Act, which will actually help industries in the Environment. [Source: www.nytimes.com] 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com];']
|
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0.10000000149011612,
0.2972602844238281
],
[
-0.5,
-0.1666666716337204,
0.13333334028720856,
0.30000001192092896
]
] |
['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes in the Clean Air Act, which will actually help industries in the Environment. [Source: www.nytimes.com] 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com];'
'Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes in the Clean Air Act, which will actually help industries in the Environment. [Source: www.nytimes.com] 1982-03-29: The air quality impact of a uranium mine and mill is subject to the state Air Pollution Act (P.A.) in Michigan. [Source: www.michigan.gov] 1982-03-22: The New York State Education Department has notices related to air pollution control for new motor vehicles and energy consumption, which affects the quality of the human environment. [Source] 1982-03-15: The quality of air is monitored by the DNR at five locations in the city, and methods of pollution control are being implemented. [Source: wgnhs.wisc.edu]; The biological quality of water is being monitored, and efforts are being made to improve it. [Source: www.ircwash.org]; Marine pollution is being studied, and its functional responses are being researched. [Source: link.springer.com];']
|
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| [101.0,80.0,82.0,100.0,72.0,87.0,77.0,122.0,106.0,77.0,97.0,187.0,203.0,84.0,101.0,67.0,81.0,100.0,1(...TRUNCATED)
| [379209600000000000,379296000000000000,379382400000000000,379468800000000000,379555200000000000,3796(...TRUNCATED)
| [387504000000000000,387590400000000000,387676800000000000,387763200000000000,387849600000000000,3879(...TRUNCATED)
| [[-0.5,0.0,-0.30000001192092896,-0.483561635017395],[-0.5,0.1666666716337204,-0.2666666805744171,-0.(...TRUNCATED)
| [[-0.5,-0.1666666716337204,0.2666666805744171,-0.35205480456352234],[-0.5,0.0,0.30000001192092896,-0(...TRUNCATED)
| "['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes i(...TRUNCATED)
|
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| [379296000000000000,379382400000000000,379468800000000000,379555200000000000,379641600000000000,3797(...TRUNCATED)
| [387590400000000000,387676800000000000,387763200000000000,387849600000000000,387936000000000000,3880(...TRUNCATED)
| [[-0.5,0.1666666716337204,-0.2666666805744171,-0.4808219075202942],[-0.5,0.3333333432674408,-0.23333(...TRUNCATED)
| [[-0.5,0.0,0.30000001192092896,-0.3493150770664215],[-0.5,0.1666666716337204,0.3333333432674408,-0.3(...TRUNCATED)
| "['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes i(...TRUNCATED)
|
[57.0,33.0,64.0,72.0,89.0,78.0,85.0,76.0,44.0,76.0,85.0,108.0,78.0,83.0,62.0,38.0,105.0,75.0,104.0,9(...TRUNCATED)
| [82.0,100.0,72.0,87.0,77.0,122.0,106.0,77.0,97.0,187.0,203.0,84.0,101.0,67.0,81.0,100.0,164.0,177.0,(...TRUNCATED)
| [379382400000000000,379468800000000000,379555200000000000,379641600000000000,379728000000000000,3798(...TRUNCATED)
| [387676800000000000,387763200000000000,387849600000000000,387936000000000000,388022400000000000,3881(...TRUNCATED)
| [[-0.5,0.3333333432674408,-0.23333333432674408,-0.47808218002319336],[-0.5,0.5,-0.20000000298023224,(...TRUNCATED)
| [[-0.5,0.1666666716337204,0.3333333432674408,-0.3465753495693207],[-0.5,0.3333333432674408,0.3666666(...TRUNCATED)
| "['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes i(...TRUNCATED)
|
[33.0,64.0,72.0,89.0,78.0,85.0,76.0,44.0,76.0,85.0,108.0,78.0,83.0,62.0,38.0,105.0,75.0,104.0,91.0,9(...TRUNCATED)
| [100.0,72.0,87.0,77.0,122.0,106.0,77.0,97.0,187.0,203.0,84.0,101.0,67.0,81.0,100.0,164.0,177.0,105.0(...TRUNCATED)
| [379468800000000000,379555200000000000,379641600000000000,379728000000000000,379814400000000000,3799(...TRUNCATED)
| [387763200000000000,387849600000000000,387936000000000000,388022400000000000,388108800000000000,3881(...TRUNCATED)
| [[-0.5,0.5,-0.20000000298023224,-0.47534245252609253],[-0.5,-0.5,-0.1666666716337204,-0.472602725028(...TRUNCATED)
| [[-0.5,0.3333333432674408,0.36666667461395264,-0.34383562207221985],[-0.5,0.5,0.4000000059604645,-0.(...TRUNCATED)
| "['Available facts are as follows: 1982-04-05: The Administration is backing more sweeping changes i(...TRUNCATED)
|
End of preview. Expand
in Data Studio
Time-MMD Multi-Config
Updated September 2025. This dataset repository packages multiple long-horizon forecasting configs for the Time-MMD evaluation suite.
Manual Configuration
This repository follows Hugging Face's manual configuration layout. Each config name maps to the files under data/<config_id>/. The canonical list of configs lives in configs.json, which the Hub reads to expose selectable config_name options.
Available Configs
The following configs are available (see configs.json for the source of truth):
newyork_aqi_day_predLen_48newyork_aqi_day_predLen_96newyork_aqi_day_predLen_192newyork_aqi_day_predLen_336unadj_unemploymentrate_all_processed_predLen_6unadj_unemploymentrate_all_processed_predLen_8unadj_unemploymentrate_all_processed_predLen_10unadj_unemploymentrate_all_processed_predLen_12us_femagrant_month_predLen_6us_femagrant_month_predLen_8us_femagrant_month_predLen_10us_femagrant_month_predLen_12us_fluratio_week_predLen_12us_fluratio_week_predLen_24us_fluratio_week_predLen_36us_fluratio_week_predLen_48us_gasolineprice_week_predLen_12us_gasolineprice_week_predLen_24us_gasolineprice_week_predLen_36us_gasolineprice_week_predLen_48us_precipitation_month_predLen_6us_precipitation_month_predLen_8us_precipitation_month_predLen_10us_precipitation_month_predLen_12us_retailbroilercomposite_month_predLen_6us_retailbroilercomposite_month_predLen_8us_retailbroilercomposite_month_predLen_10us_retailbroilercomposite_month_predLen_12us_tradebalance_month_predLen_6us_tradebalance_month_predLen_8us_tradebalance_month_predLen_10us_tradebalance_month_predLen_12us_vmt_month_predLen_6us_vmt_month_predLen_8us_vmt_month_predLen_10us_vmt_month_predLen_12
Each entry corresponds to a directory under data/ containing three splits: train.jsonl, validation.jsonl, and test.jsonl.
Record Schema
Every JSONL record is a single evaluation window with these keys:
batch_x: observed history values.batch_y: prediction horizon targets.batch_text: natural-language prompt context.batch_x_mark/batch_y_mark: positional encodings.batch_x_timestamps_datetime64_ns/batch_y_timestamps_datetime64_ns: absolute timestamps in nanoseconds since the Unix epoch.
Using From datasets
from datasets import load_dataset
ds = load_dataset("AndrewRWilliams/time-mmd-DC", config_name="newyork_aqi_day_predLen_192", split="train")
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