datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
warwick-second-life-dm-2025-raw
First-life and second-life battery degradation mode test data
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the Mendeley Data dataset Test_Data from Sadia Tasnim Mowri, associated with the University of Warwick. The source description states that the dataset was created to study the influence of first-life degradation mode on second-life performance and degradation, with first-life cells brought to around 80% SoH and then evaluated in second-life… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/warwick-second-life-dm-2025-raw.severson-2019
severson-2019
Tier 2 BSEBench-canonical Parquet harmonization of the Severson et al.
2019 commercial LFP fastcharge cycling dataset, derived from the
Tier 1 raw mirror
of the three original .mat files.
This is the version most users want : column names normalized to the
BSEBench TimeSeriesSchema, current sign convention aligned to BPX-1.1,
cycles 1-indexed, exclusion mask from the published cohort applied,
partitioned by cell_id for parallel reading, and loadable in one line
through… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/severson-2019.panasonic-kollmeyer-2018tri-attia-fast-charge-2020-raw
Closed-loop optimization of extreme fast charging for batteries
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the TRI Energy & Materials Data / data.matr.io project "Closed-loop optimization of extreme fast charging for batteries using machine learning". The source describes commercial lithium-ion phosphate (LFP)/graphite cells cycled under fast-charging conditions for the associated Nature publication.
Source page:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/tri-attia-fast-charge-2020-raw.empa-aurora-2025
empa-aurora-2025
Tier 2 canonical harmonized view of the Empa / ETH Zürich / EPFL /
SINTEF Aurora 2025 coin-cell cycling dataset, in the BSEBench-canonical
Parquet schema (BPX-1.1 sign convention, BattINFO-aligned column names).
The source dataset is already BDF-native — it ships in the LF Energy
Battery Data Alliance's Battery Data Format (announced December 2025,
the dataset itself published July 2025). The BSEBench harmonization is
therefore closer to a schema rename +… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/empa-aurora-2025.calce-a123-2014-dynamic
calce_a123_lfp_dynamic
BSEBench CALCE Tier-2 materialization generated during Step 3.
Source raw repo: bsebench-org/calce-a123-lfp-dynamic-raw
Loader-facing Parquet files: 48
SSoT sidecar files: 4 under sidecars_v1_0/
Raw zips were verified against manifest sha256 and size_bytes.
Canonical ledger cell is a representative v1.0 SSoT entry; full
per-cell/per-profile sidecar enumeration remains later M3 work.
nasa-rw-2014
nasa-rw-2014
Tier 2 BSEBench-canonical Parquet harmonization of the NASA PCoE
Randomized Battery Usage Data Set (2014, Bole, Kulkarni & Daigle).
Hosted under the BSEBench organization for
filter-benchmark reproducibility.
Disambiguation
This is the harmonization of the 2014 Random Walk dataset, not
the older 2007–2008 NASA PCoE Battery Aging series (B0005, B0006,
B0007, B0018). The 2007 B-series is excluded from BSEBench v1.0 — see
the
nasa-rw-2014-raw
card for the… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/nasa-rw-2014.calce-inr-20r-2014
calce_inr_20r_dynamic
BSEBench CALCE Tier-2 materialization generated during Step 3.
Source raw repo: bsebench-org/calce-inr18650-20r-dynamic-raw
Loader-facing Parquet files: 24
SSoT sidecar files: 4 under sidecars_v1_0/
Raw zips were verified against manifest sha256 and size_bytes.
Canonical ledger cell is a representative v1.0 SSoT entry; full
per-cell/per-profile sidecar enumeration remains later M3 work.
repro-hybrid-epi-traces
Agent traces
Agent sessions published from a Trackio Logbook.
hearts-reproduction-traces
Agent traces
Agent sessions published from a Trackio Logbook.
indo-bloom-raw-bse
📚 Indo-Bloom BSE RAW Corpus
⚠️ RESEARCH ARTIFACT STATUS: RAW CORPUS (Stage 0)
This dataset serves as the raw material corpus for the Indo-Bloom research project at Universitas Negeri Malang (UM).
Current State: Extracted & Cleaned Context from BSE Textbooks
Next Stage: QA Pair Generation (Stage 1) → Silver Corpus
🔒 FROZEN — Raw v1.0
This version is permanently frozen to ensure reproducibility. This corpus will be used as input for QA generation pipeline.
📄… See the full description on the dataset page: https://huggingface.co/datasets/Alwiiiiiiiiii/indo-bloom-raw-bse.indo-bloom-raw-bse
📚 Indo-Bloom BSE RAW Corpus
⚠️ RESEARCH ARTIFACT STATUS: RAW CORPUS (Stage 0)
This dataset serves as the raw material corpus for the Indo-Bloom research project at Universitas Negeri Malang (UM).
Current State: Extracted & Cleaned Context from BSE Textbooks
Next Stage: QA Pair Generation (Stage 1) → Silver Corpus
🔒 FROZEN — Raw v1.0
This version is permanently frozen to ensure reproducibility. This corpus will be used as input for QA generation pipeline.
📄 Associated… See the full description on the dataset page: https://huggingface.co/datasets/Firmansyah-Ibrahim/indo-bloom-raw-bse.energy-storage-power-station-2026-raweyeR-classification-multi-label-category2eyeR-classification-multi-label-category1