datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aops-problemscodeforces-problemsprocessed_dataset_orca-math-word-problems-200kDataset Description:
This dataset contains data that has undergone two preprocessing steps:
Removal of Instructions with Less Than 100 Tokens in Response: Instructions with less than 100 tokens in the response have been removed from the dataset. This preprocessing step helps to ensure that the dataset contains substantial and informative responses.
Data Deduplication by Grouping Using Cosine Similarity (Threshold > 0.95): Data deduplication has been performed by grouping similar instances… See the full description on the dataset page: https://huggingface.co/datasets/AryanAnuj/processed_dataset_orca-math-word-problems-200k.embodied-and-math-problemsocaml-eval-problemsmath_hard_problemsvehicle-reliability-scorecard
Vehicle Reliability Scorecard
One row per vehicle (year + make + model) with its ProblemsByVin reliability score, total NHTSA complaints, recalls, and defect investigations, plus the single component owners complain about most. The master index across the whole tracked fleet — the flat table to join every other dataset to.
Columns
column
meaning
year
Model year
make
Manufacturer
model
Model
reliability_score
1.0 (worst) – 5.0 (best); shown on site… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/vehicle-reliability-scorecard.code_contest_problemsocaml-training-problemsrecall-gap-index
Recall-Gap Index
High-complaint failure patterns that have NO corresponding NHTSA recall — defects owners report in volume that regulators never forced a fix for. Every row is cross-checked against the live NHTSA recalls API, so vehicles that WERE recalled for the component (even when our local DB missed it) are excluded.
Columns
column
meaning
year
Model year
make
Manufacturer
model
Model
component
Failure category with no NHTSA recall… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/recall-gap-index.worst-transmissions-2005-2025
Worst Transmissions 2005–2025
Curated problematic transmission families (DCT, CVT, and conventional automatics with documented defect patterns), ranked by total NHTSA owner complaints across every vehicle that used the unit.
Columns
column
meaning
transmission_family
Transmission family name
manufacturer
Manufacturer
type
Transmission type
years
Production years
modelyear_entries
Matching model-year entries in DB
complaints
Total NHTSA… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/worst-transmissions-2005-2025.math_problemsnhtsa-investigations
NHTSA Defect Investigations
Every NHTSA Office of Defects Investigation (ODI) action touching a tracked vehicle — open and historical. The leading indicator of a recall: a Preliminary Evaluation (PE) can escalate to an Engineering Analysis (EA) and then a recall. Includes the recall campaign number for investigations that became recalls.
Columns
column
meaning
action_number
NHTSA investigation ID (prefix = type)
type
PE | EA | RQ | DP | AQ —… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/nhtsa-investigations.orca-math-word-problems-200korca-math-word-problems-tr-short-1math-word-problemsdata_problems_translatedengine-complaint-density
Engine-Family Complaint Density
Curated problematic engine families (documented defect patterns — class actions, NHTSA investigations, or 100+ fleet complaints), with total NHTSA complaints, recalls, and complaints normalized per model-year entry. Density lets you compare families of different production volumes.
Columns
column
meaning
engine_family
Engine family name
manufacturer
Manufacturer
displacement
Displacement
configuration
Engine… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/engine-complaint-density.train-problemsfailure-mileage-distribution
US Vehicle Failure-Mileage Distribution (NHTSA Owner Complaints, MY 2005–2025)
For every U.S. vehicle + component failure pattern with enough mileage-bearing complaints, the mileage at which owners report the failure — as quartiles (25th percentile / median / 75th percentile). ~9,100 (vehicle, component-category) clusters derived from the U.S. NHTSA owner-complaint record.
Mileage is parsed from NHTSA's ODI bulk flat-file, which carries odometer readings the public JSON API… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/failure-mileage-distribution.fire-crash-injury-index
Fire / Crash / Injury Complaint Index
Failure patterns where owners alleged a fire, crash, injury, or death in their NHTSA complaint, ranked by alleged deaths then fires. These are UNVERIFIED consumer reports filed with NHTSA, not confirmed incidents — they indicate where owners report the most severe outcomes, not adjudicated causation.
Columns
column
meaning
year
Model year
make
Manufacturer
model
Model
component
Failure category
complaints… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/fire-crash-injury-index.math_problems_filteredocaml-sft-problemsProblem_Solvingocaml-training-problems