Datasetpublic

Qingren/TSFM-ScalingLaws-Dataset

TSFM-ScalingLaws-Dataset This is the dataset for the paper Towards Neural Scaling Laws for Time Series Foundation Models. Code: https://github.com/Qingrenn/TSFM-ScalingLaws Well-trained models: https://huggingface.co/PeacefulData/TSFM-ScalingLaws-Checkpoints Dataset Summary Domain Transport Climate Energy Cloud Health Sales Web Total Datasets 8 2 14 3 9 1 2 39 Time Points 4.82B 4.73B 4.76B 2.15B 232M 140M 40M 16.8B Proportion 28.52% 28.06% 28.21%… See the full description on the dataset page: https://huggingface.co/datasets/Qingren/TSFM-ScalingLaws-Dataset.

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face

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Dataset Card

TSFM-ScalingLaws-Dataset

This is the dataset for the paper Towards Neural Scaling Laws for Time Series Foundation Models.

Code: https://github.com/Qingrenn/TSFM-ScalingLaws

Well-trained models: https://huggingface.co/PeacefulData/TSFM-ScalingLaws-Checkpoints

Dataset Summary

Domain	Transport	Climate	Energy	Cloud	Health	Sales	Web	Total
Datasets	8	2	14	3	9	1	2	39
Time Points	4.82B	4.73B	4.76B	2.15B	232M	140M	40M	16.8B
Proportion	28.52%	28.06%	28.21%	12.76%	1.38%	0.83%	0.24%	100%

Dataset Details

Dataset	Domain	Timepoint	SequenceNum	Proportion
cmip6_1850	Climate	1435238400	196608	0.085
cmip6_1855	Climate	1435238400	196608	0.085
era5_1990	Climate	930349056	106496	0.055
era5_1989	Climate	930349056	106496	0.055
azurevmtraces_2017	Cloud	885522908	159472	0.052
alibabaclustertrace_2018	Cloud	190385060	116818	0.011
borgclusterdata_2011	Cloud	1075105708	286772	0.063
PEMS07	Energy	24921792	883	0.0014
elf	Energy	21792	1	1.29e-06
bdg-2_panther	Energy	919800	105	5.45e-05
buildings_900k	Energy	4718473097	538577	0.27
solar_power	Energy	7397222	1	0.00043
gfc17_load	Energy	140352	8	8.32e-06
gfc14_load	Energy	17520	1	1.039-06
bdg-2_bear	Energy	1482312	91	8.79e-05
bdg-2_fox	Energy	2324568	135	0.00013
elecdemand	Energy	17520	1	1.039e-06
covid19_energy	Energy	31912	1	1.89e-06
spain	Energy	35064	1	2.079e-06
australianelectricitydemand	Energy	1153584	5	6.84e-05
pdb	Energy	17520	1	1.039e-06
sceaux	Energy	34223	1	2.029e-06
AtrialFibrillation	Health	38400	60	2.27e-06
SelfRegulationSCP2	Health	3064320	2660	0.00018
SelfRegulationSCP1	Health	3015936	3366	0.00017
IEEEPPG	Health	15480000	15480	0.00091
TDBrain	Health	73299996	28644	0.0043
BIDMC32HR	Health	63592000	15898	0.0037
PigCVP	Health	624000	312	3.7009e-05
PigArtPressure	Health	624000	312	3.7009e-05
MotorImagery	Health	72576000	24192	0.0043
favorita_sales	Sales	139179538	111840	0.0082
largest_2019	Transport	904032000	8600	0.053
largest_2021	Transport	898565760	8548	0.053
PEMS04	Transport	15649632	921	0.00092
largest_2020	Transport	902397888	8561	0.053
largest_2017	Transport	861563520	8196	0.051
PEMS_BAY	Transport	16941600	325	0.0010
traffic_weekly	Transport	82752	862	4.90e-06
Q-TRAFFIC	Transport	264386688	45148	0.015
largest_2018	Transport	885951360	8428	0.052
LOOP_SEATTLE	Transport	33953760	323	0.0020
PEMS08	Transport	9106560	510	0.00054
kagglewebtraffic_weekly	Web	16537182	145063	0.00098
wiki-rolling_nips	Web	40619100	47675	0.0024