Contamination Map Methodology

Time series / Dataset

Solar (LSTNet, 137 Alabama PV plants)

Solar power production of 137 PV plants in Alabama, 2006, every 10 minutes (52,560 steps), from NREL via LSTNet. GIFT-Eval's 'solar' dataset (used at 10T, H, D, W-FRI).

Also known as
Solar-Energy, solar_10_minutes, Solar 10 Minutes
Domain
energy
Homepage
www.nrel.gov

Related datasets

Exposure by model

BenchmarkModelLevelReason
GIFT-Eval Chronos-2-Synth Not seen absent from the complete list of training data
GIFT-Eval Chronos-2 Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used; the authors state this dataset's test portion was excluded
GIFT-Eval Chronos-Bolt Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used (via Chronos training corpus (real-world datasets))
GIFT-Eval Chronos (T5) Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used (via Chronos training corpus (real-world datasets))
GIFT-Eval DADA (General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders) Unknown training data not disclosed in enough detail
GIFT-Eval Granite-TimeSeries-TTM-R1 Seen, split unclear the dataset was used; the source does not say which part
GIFT-Eval Granite-TimeSeries-TTM-R2.1 Seen, split unclear the dataset was used; the source does not say which part
GIFT-Eval Granite-TimeSeries-TTM-R2 Seen, split unclear the dataset was used; the source does not say which part
GIFT-Eval Granite-TTM-R3 Not seen the authors state its test portion was excluded from training
GIFT-Eval Lag-Llama Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established
GIFT-Eval Mantis (Mantis-8M) Unknown training data not disclosed in enough detail
GIFT-Eval Mantis+ (MantisPlus) Not seen absent from the complete list of training data
GIFT-Eval MantisV2 Not seen absent from the complete list of training data
GIFT-Eval Moirai-1.0-R Not seen the authors state the dataset was excluded from training
GIFT-Eval Moirai-1.1-R Unknown training data not disclosed in enough detail
GIFT-Eval Moirai-2.0-R Training data seen only the training split was used, not the benchmark's test data; the test portion was explicitly excluded
GIFT-Eval Moirai-MoE-1.0-R Not seen the authors state the dataset was excluded from training
GIFT-Eval MOMENT-1 Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established (via Time Series Pile)
GIFT-Eval NuTime Not seen absent from the complete list of training data
GIFT-Eval Sundial (Timer 3.0) Not seen the authors state the dataset was excluded from training
GIFT-Eval Time-MoE Unknown training data not disclosed in enough detail
GIFT-Eval Time-RCD (TimeRCD) Not seen absent from the complete list of training data
GIFT-Eval Timer-S1 Not seen the authors state its test portion was excluded from training
GIFT-Eval Timer-XL (timer-base-84m) Unknown training data not disclosed in enough detail
GIFT-Eval Timer Not seen absent from the complete list of training data
GIFT-Eval TimeRadar Unknown training data not disclosed in enough detail
GIFT-Eval TimesFM 1.0 Unknown training data not disclosed in enough detail
GIFT-Eval TimesFM 2.0 Unknown training data not disclosed in enough detail
GIFT-Eval TimesFM 2.5 Unknown training data not disclosed in enough detail
GIFT-Eval TimesFM 3.0 Unknown training data not disclosed in enough detail
GIFT-Eval TiRex 1.1 (gifteval) Not seen the authors state its test portion was excluded from training
GIFT-Eval TiRex-2-fevbench (TiRex-2-f) Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used
GIFT-Eval TiRex-2-gifteval-pretrain (TiRex-2-gp) Not seen the authors state the dataset was excluded from training
GIFT-Eval TiRex-2-gifteval-zs (TiRex-2-g) Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used; the authors state this dataset was excluded
GIFT-Eval TiRex-2 Unknown training data not disclosed in enough detail
GIFT-Eval TiRex Related data seen related dataset NREL Solar Power Data for Integration Studies (2006) was used
GIFT-Eval Toto-Open-Base-1.0 Not seen the authors state its test portion was excluded from training
GIFT-Eval Toto-2.0-2.5B-FT Training data seen only the training split was used, not the benchmark's test data; the test portion was explicitly excluded
GIFT-Eval Toto 2.0 Not seen the authors state the dataset was excluded from training
GIFT-Eval Toto (2024 technical report) Unknown training data not disclosed in enough detail
GIFT-Eval TSPulse r1 Seen, split unclear the dataset was used; the source does not say which part
GIFT-Eval TTM-R3 Training data seen only the training split was used, not the benchmark's test data; the test portion was explicitly excluded
GIFT-Eval Tiny Time Mixer (TTM) Research-Use R2 Seen, split unclear the dataset was used; the source does not say which part
GIFT-Eval UniTS few-shot anomaly detection checkpoints Not seen absent from the complete list of training data and from its base models' data
GIFT-Eval UniTS Not seen absent from the complete list of training data

Notes

GIFT-Eval: 'We utilize the solar dataset from LSTNet'. Alias 'solar_10_minutes' is the Monash version, which Monash describes as 137 Alabama series at 10 minutes in 2006 derived from the data used by Lai et al. (2017). The bare names 'solar' / 'Solar' are ambiguous (e.g. 'Solar Power' in LOTSA is AEMO 4-second data) and are not aliases.

Sources