Dataset Viewer
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
created_at_utc: timestamp[s]
repo_id: string
source_payload_bytes: int64
source_payload_files: int64
uploaded_files_excluding_sha256s: list<item: struct<bytes: int64, path: string, sha256: string>>
child 0, item: struct<bytes: int64, path: string, sha256: string>
child 0, bytes: int64
child 1, path: string
child 2, sha256: string
files: list<item: struct<content_type: string, mendeley_content_id: string, mendeley_created_date: string, (... 158 chars omitted)
child 0, item: struct<content_type: string, mendeley_content_id: string, mendeley_created_date: string, mendeley_fi (... 146 chars omitted)
child 0, content_type: string
child 1, mendeley_content_id: string
child 2, mendeley_created_date: string
child 3, mendeley_file_id: string
child 4, mendeley_sha256: string
child 5, sha256: string
child 6, size_bytes: int64
child 7, source_filename: string
child 8, uploaded_path: string
child 9, zip_entry_count: int64
target_visibility: string
bsebench_status: string
residual_risks: list<item: string>
child 0, item: string
verification: struct<doi_redirect_location: string, doi_verified: bool, download_sha256_matches_mendeley: bool, do (... 315 chars omitted)
child 0, doi_redirect_location: string
child 1, doi_verified: bool
child 2, download_sha256_matches_mendeley: bool
child 3, download_size_matches_mendeley: bool
child 4, hf_precheck: struct<checked_paths: list<item: null>, exists: bool,
...
st<item: string>, (... 348 chars omitted)
child 0, categories: list<item: struct<id: string, label: string>>
child 0, item: struct<id: string, label: string>
child 0, id: string
child 1, label: string
child 1, contributors: list<item: string>
child 0, item: string
child 2, dataset_id: string
child 3, description: string
child 4, doi: string
child 5, institutions: list<item: string>
child 0, item: string
child 6, license: struct<description: string, full_name: string, short_name: string, url: string>
child 0, description: string
child 1, full_name: string
child 2, short_name: string
child 3, url: string
child 7, modified_on: string
child 8, name: string
child 9, public_api_url: string
child 10, publish_date: string
child 11, repository: struct<id: string, name: string>
child 0, id: string
child 1, name: string
child 12, title: string
child 13, url: string
child 14, version: int64
packaging: struct<archive_extracted_for_upload: bool, transformation_notes: string, transformed: bool>
child 0, archive_extracted_for_upload: bool
child 1, transformation_notes: string
child 2, transformed: bool
download: struct<download_url: string, downloaded_at_utc: timestamp[s], method: string, official_redirect_targ (... 18 chars omitted)
child 0, download_url: string
child 1, downloaded_at_utc: timestamp[s]
child 2, method: string
child 3, official_redirect_target_domain: string
to
{'bsebench_status': Value('string'), 'download': {'download_url': Value('string'), 'downloaded_at_utc': Value('timestamp[s]'), 'method': Value('string'), 'official_redirect_target_domain': Value('string')}, 'files': List({'content_type': Value('string'), 'mendeley_content_id': Value('string'), 'mendeley_created_date': Value('string'), 'mendeley_file_id': Value('string'), 'mendeley_sha256': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'source_filename': Value('string'), 'uploaded_path': Value('string'), 'zip_entry_count': Value('int64')}), 'packaging': {'archive_extracted_for_upload': Value('bool'), 'transformation_notes': Value('string'), 'transformed': Value('bool')}, 'repo_id': Value('string'), 'residual_risks': List(Value('string')), 'source': {'categories': List({'id': Value('string'), 'label': Value('string')}), 'contributors': List(Value('string')), 'dataset_id': Value('string'), 'description': Value('string'), 'doi': Value('string'), 'institutions': List(Value('string')), 'license': {'description': Value('string'), 'full_name': Value('string'), 'short_name': Value('string'), 'url': Value('string')}, 'modified_on': Value('string'), 'name': Value('string'), 'public_api_url': Value('string'), 'publish_date': Value('string'), 'repository': {'id': Value('string'), 'name': Value('string')}, 'title': Value('string'), 'url': Value('string'), 'version': Value('int64')}, 'target_visibility': Value('string'), 'verification': {'doi_redirect_location': Value('string'), 'doi_verified': Value('bool'), 'download_sha256_matches_mendeley': Value('bool'), 'download_size_matches_mendeley': Value('bool'), 'hf_precheck': {'checked_paths': List(Value('null')), 'exists': Value('bool'), 'files': List(Value('null')), 'matching_provenance': Value('bool'), 'repo_id': Value('string')}, 'institution_verified': Value('bool'), 'license_verified': Value('bool'), 'source_page_http_status': Value('int64'), 'verified_at_utc': Value('timestamp[s]'), 'zip_testzip_bad_file': Value('null')}}
because column names don't match
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
return get_rows(
^^^^^^^^^
File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
for key, pa_table in self._iter_arrow():
^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
for key, pa_table in self.ex_iterable._iter_arrow():
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
for key, pa_table in self.generate_tables_fn(**gen_kwags):
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
created_at_utc: timestamp[s]
repo_id: string
source_payload_bytes: int64
source_payload_files: int64
uploaded_files_excluding_sha256s: list<item: struct<bytes: int64, path: string, sha256: string>>
child 0, item: struct<bytes: int64, path: string, sha256: string>
child 0, bytes: int64
child 1, path: string
child 2, sha256: string
files: list<item: struct<content_type: string, mendeley_content_id: string, mendeley_created_date: string, (... 158 chars omitted)
child 0, item: struct<content_type: string, mendeley_content_id: string, mendeley_created_date: string, mendeley_fi (... 146 chars omitted)
child 0, content_type: string
child 1, mendeley_content_id: string
child 2, mendeley_created_date: string
child 3, mendeley_file_id: string
child 4, mendeley_sha256: string
child 5, sha256: string
child 6, size_bytes: int64
child 7, source_filename: string
child 8, uploaded_path: string
child 9, zip_entry_count: int64
target_visibility: string
bsebench_status: string
residual_risks: list<item: string>
child 0, item: string
verification: struct<doi_redirect_location: string, doi_verified: bool, download_sha256_matches_mendeley: bool, do (... 315 chars omitted)
child 0, doi_redirect_location: string
child 1, doi_verified: bool
child 2, download_sha256_matches_mendeley: bool
child 3, download_size_matches_mendeley: bool
child 4, hf_precheck: struct<checked_paths: list<item: null>, exists: bool,
...
st<item: string>, (... 348 chars omitted)
child 0, categories: list<item: struct<id: string, label: string>>
child 0, item: struct<id: string, label: string>
child 0, id: string
child 1, label: string
child 1, contributors: list<item: string>
child 0, item: string
child 2, dataset_id: string
child 3, description: string
child 4, doi: string
child 5, institutions: list<item: string>
child 0, item: string
child 6, license: struct<description: string, full_name: string, short_name: string, url: string>
child 0, description: string
child 1, full_name: string
child 2, short_name: string
child 3, url: string
child 7, modified_on: string
child 8, name: string
child 9, public_api_url: string
child 10, publish_date: string
child 11, repository: struct<id: string, name: string>
child 0, id: string
child 1, name: string
child 12, title: string
child 13, url: string
child 14, version: int64
packaging: struct<archive_extracted_for_upload: bool, transformation_notes: string, transformed: bool>
child 0, archive_extracted_for_upload: bool
child 1, transformation_notes: string
child 2, transformed: bool
download: struct<download_url: string, downloaded_at_utc: timestamp[s], method: string, official_redirect_targ (... 18 chars omitted)
child 0, download_url: string
child 1, downloaded_at_utc: timestamp[s]
child 2, method: string
child 3, official_redirect_target_domain: string
to
{'bsebench_status': Value('string'), 'download': {'download_url': Value('string'), 'downloaded_at_utc': Value('timestamp[s]'), 'method': Value('string'), 'official_redirect_target_domain': Value('string')}, 'files': List({'content_type': Value('string'), 'mendeley_content_id': Value('string'), 'mendeley_created_date': Value('string'), 'mendeley_file_id': Value('string'), 'mendeley_sha256': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'source_filename': Value('string'), 'uploaded_path': Value('string'), 'zip_entry_count': Value('int64')}), 'packaging': {'archive_extracted_for_upload': Value('bool'), 'transformation_notes': Value('string'), 'transformed': Value('bool')}, 'repo_id': Value('string'), 'residual_risks': List(Value('string')), 'source': {'categories': List({'id': Value('string'), 'label': Value('string')}), 'contributors': List(Value('string')), 'dataset_id': Value('string'), 'description': Value('string'), 'doi': Value('string'), 'institutions': List(Value('string')), 'license': {'description': Value('string'), 'full_name': Value('string'), 'short_name': Value('string'), 'url': Value('string')}, 'modified_on': Value('string'), 'name': Value('string'), 'public_api_url': Value('string'), 'publish_date': Value('string'), 'repository': {'id': Value('string'), 'name': Value('string')}, 'title': Value('string'), 'url': Value('string'), 'version': Value('int64')}, 'target_visibility': Value('string'), 'verification': {'doi_redirect_location': Value('string'), 'doi_verified': Value('bool'), 'download_sha256_matches_mendeley': Value('bool'), 'download_size_matches_mendeley': Value('bool'), 'hf_precheck': {'checked_paths': List(Value('null')), 'exists': Value('bool'), 'files': List(Value('null')), 'matching_provenance': Value('bool'), 'repo_id': Value('string')}, 'institution_verified': Value('bool'), 'license_verified': Value('bool'), 'source_page_http_status': Value('int64'), 'verified_at_utc': Value('timestamp[s]'), 'zip_testzip_bad_file': Value('null')}}
because column names don't matchNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Experimental Data for Electrochemical Impedance Characterization of Li-ion Batteries Under Varying State of Charge, Current Amplitude and Rest Time
BSEBench status: raw_mirror_pending_validation
This is a raw mirror of the Mendeley Data dataset:
- Source: Mendeley Data
- Source URL: https://data.mendeley.com/datasets/dcbrc4zmc5/2
- DOI: https://doi.org/10.17632/dcbrc4zmc5.2
- Version: 2
- Published: 2025-12-04T21:52:45.651Z
- License: CC BY 4.0 (http://creativecommons.org/licenses/by/4.0)
- Institution: University of Windsor
- Contributors: Banuselvasaraswathy Balasubramanian, Prarthana Pillai, Balakumar Balasingam
- Mirror download date: 2026-05-08T10:04:33Z
Contents
data/EISdata.zip: original Mendeley archive, uploaded without modification.provenance/mendeley_public_api_dataset.json: official Mendeley public API metadata snapshot used for verification.provenance/mendeley_source_page.html: source page HTML snapshot used for source-page verification.provenance/ZIP_FILE_LIST.json: local integrity/listing metadata generated from the ZIP archive.BSEBENCH_SOURCE.json: machine-readable provenance and verification record.SHA256SUMS.txt: checksums for uploaded files, excludingSHA256SUMS.txtitself.
Source Description
Pilot testing – This test was conducted initially to select appropriate AC amplitudes for main EIS experiment. The tests were conducted on the single cylindrical cell made by Molicel of type INR-21700-P42A, labelled MCLE3231. The test was conducted over a frequency range of 0.1 Hz to 20 kHz using different current amplitudes 1 mA, 2 mA, 3 mA, 4 mA, 5 mA, 10 mA, 15 mA, 20 mA, 25 mA, 30 mA, 50 mA, 100 mA, 500 mA, and 1 A. Variability testing - The data was collected on four cylindrical batteries made by Molicel of type INR-21700-P42A labelled as MCLI01, MCLI02, MCLI03, MCLI04. The experiments were performed at different SOC levels (80%, 60%, 40%, and 20%), various current amplitudes (30 mA, 50 mA, 100 mA, 500 mA, and 1 A), and rest times (30 minutes, 1 hour, and 2 hours). All tests were conducted over a frequency range of 0.01 Hz to 10 kHz. The experiments were conducted using two instruments Arbin battery cycler and Gamry 5000P potentiostat. The data collected during pilot testing are stored as CSV (Comma-Separated Values) files inside a folder named “Factor_CurrentAmplitude”. The data collected during the variability testing are in CSV format and are stored in a folder named “Factor_Resttime.”
Provenance And Validation
The mirror was created from the official Mendeley Data page and public file download URL. The downloaded archive size is 341733 bytes and its SHA-256 is 940c468e84666d1d8a42036d9bf53858591a295181d31f0cb1df9544946de414, matching the checksum reported by Mendeley.
No source data transformation was performed. This dataset is a raw mirror pending BSEBench validation, and no benchmark, performance, SOTA, or leaderboard claims are made here.
Citation
Balasubramanian, Banuselvasaraswathy; Pillai, Prarthana; Balasingam, Balakumar (2025), "Experimental Data for Electrochemical Impedance Characterization of Li-ion Batteries Under Varying State of Charge, Current Amplitude and Rest Time", Mendeley Data, V2, doi: 10.17632/dcbrc4zmc5.2.
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