Software
more-itertools
Upstream project repository
Additional iterator operations for grouping, windowing, combinatorial enumeration, and stream processing.
Investigate Do windowing and combination utilities agree with direct enumeration on boundary-length sequences?
Listing reviewed · source terms apply↗
Datasets
Mushroom
UCI Machine Learning Repository
Mushroom descriptors for auditing categorical prediction and missing-feature dependence.
Investigate Does mushroom class prediction remain accurate after removing the most informative descriptor?
Listing reviewed · source terms apply↗
Datasets
Musk (Version 1)
UCI Machine Learning Repository
Molecular conformations and activity labels for studying grouped chemical classification.
Investigate How does molecule-grouped evaluation change musk prediction relative to splitting conformations?
Listing reviewed · source terms apply↗
Software
netcdf4-python
Upstream project repository
Python access to netCDF scientific datasets through the netCDF C library.
Investigate Do selected scale, offset, and missing-value encodings round-trip according to a fixed decoding convention?
Listing reviewed · source terms apply↗
Software
Numcodecs
Upstream project repository
Buffer transformation and compression codecs used in scientific array storage.
Investigate Which chosen lossless codecs preserve exact bytes for generated structured and random buffers?
Listing reviewed · source terms apply↗
Datasets
Optical Interconnection Network
UCI Machine Learning Repository
Network configuration and performance observations for examining engineering response surfaces.
Investigate How does optical-network performance prediction change under configuration-group holdout?
Listing reviewed · source terms apply↗
Datasets
Ozone Level Detection
UCI Machine Learning Repository
Atmospheric predictors and ozone-event labels for inspecting temporally dependent rare-event detection.
Investigate How does ozone-event recall change under chronological splitting and train-only imputation?
Listing reviewed · source terms apply↗
Software
pandas
Upstream project repository
Labeled tabular data structures with joining, grouping, reshaping, and time-index operations.
Investigate How do join cardinality and missing-key rules affect totals in a synthetic observation table?
Listing reviewed · source terms apply↗
Datasets
Perfume Data
UCI Machine Learning Repository
Sensor responses to fragrance samples for examining chemical recognition and repeat-measurement leakage.
Investigate How does perfume recognition change when repeated measurements of a sample stay within one fold?
Listing reviewed · source terms apply↗
Datasets
PGCB Hourly Generation Dataset (Bangladesh)
UCI Machine Learning Repository
Hourly generation measurements for evaluating electricity-supply forecasting across time.
Investigate Does seasonal persistence match a covariate-based generation forecast on a final chronological holdout?
Listing reviewed · source terms apply↗
Software
Photutils
Upstream project repository
Astronomical image analysis for source detection, apertures, backgrounds, and photometry.
Investigate How does aperture flux error vary with source position and aperture radius on a synthetic image?
Listing reviewed · source terms apply↗
Datasets
Physical Unclonable Functions
UCI Machine Learning Repository
Hardware challenge-response records for studying generalization in physical-device models.
Investigate How does a challenge-response model generalize when devices or challenge families are held out?
Listing reviewed · source terms apply↗
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.