---
dataset_name: arbitr-uspto-ev-sample
pretty_name: "Arbitr USPTO EV Dataset Sample"
license: "other"
language:
  - en
task_categories:
  - text-classification
size_categories:
  - 1K<n<10K
cpc_focus:
  - Y02T
  - B60L
  - B60K
  - B60W
  - H02J
  - H02P
  - H02K
  - H01M
source_datasets:
  - uspto-ptgrdt
  - uspto-appdt
tags:
  - commercial
  - enterprise-ready
  - paid-dataset
  - private-dataset-available
  - patent-data
  - uspto
  - industry
  - y02t
  - structured-data
  - parquet
  - jsonl
  - nlp-ready
  - llm-training
  - information-retrieval
  - semantic-search
  - electric-vehicles
  - ev
  - battery
  - cpc
  - ip-analytics
  - structured-data
  - parquet
  - jsonl
  - nlp-ready
  - llm-training
  - information-retrieval
  - technology-intelligence
  - automotive
  - mobility
  - energy
  - r-d
  - market-intelligence
  - competitive-analysis
---

### 📬 Request Full Dataset (USD 4,990)

To purchase the full commercial dataset, email:
👉 arbitrinc@gmail.com

We reply within 24 hours.
Enterprise licensing available.

# Arbitr USPTO EV Dataset — Sample Release

This repository provides a lightweight sample of the full Arbitr USPTO EV Dataset, a production-grade, commercially licensed dataset derived from USPTO bulk exports (PTGRDT + APPDT), curated specifically for the Electric Vehicle (EV) domain.

The sample lets you inspect:

Schema & field normalization

Directory layout

CPC-domain filtering

Provenance structure

Licensing terms

before purchasing the full commercial dataset.

The full dataset (not included here) supports R&D teams, automotive OEMs, investors, consultants, and AI/ML pipelines that need clean, ready-to-use, thematically filtered patent intelligence.

## What the Full Dataset Is

The Arbitr USPTO EV Dataset is a structured, high-quality subset of USPTO patents and applications with thematic focus on:

Electric vehicles (Y02T)

Battery technologies (H01M)

Charging systems (H02J)

Power electronics (H02P, H02K)

EV propulsion & control (B60K, B60L, B60W)

It contains:

Granted patents (PTGRDT)

Patent applications (APPDT)

Text layers (abstracts, claims, descriptions)

CPC/IPC classifications

Assignee & inventor normalization

References / citations graph fields

Provenance & manifest metadata

Delivered as Parquet + JSONL, compatible with pandas, Spark, DuckDB, Trino, ML training pipelines, and enterprise IP analytics platforms.

## What’s Inside This Sample

This sample is deliberately small (<1 MB) but structurally identical to the full dataset:

data/patents/patents_2025-10.parquet
→ 200-row slice of the Oct-2025 granted-patent export.

data/applications/applications_2025-10.parquet
→ 200-row slice of the corresponding application export.

data/texts/texts_sample.jsonl.gz
→ Claims/description sample from the full text layer.

metadata/
→ Machine-readable dataset manifest, CPC whitelist, schemas.

data/provenance/
→ Download log + transformation summary.

LICENSE_Arbitr_Commercial.txt
→ Arbitr Inc Commercial Dataset License v1.1.

CHANGELOG.md
→ Version history for this sample.

This structure mirrors the production dataset 1:1.

## Purpose of the Sample

Provide a safe preview of the dataset structure.

Allow integration testing without downloading multiple GBs.

Demonstrate the CPC-driven EV-domain curation.

Showcase the commercial licensing model for enterprise users.

## Usage Example

```python
import pandas as pd

patents = pd.read_parquet("data/patents/patents_2025-10.parquet")
applications = pd.read_parquet("data/applications/applications_2025-10.parquet")

```

Any pipeline built against this sample will run on the full dataset (subject to licensing).

## Commercial Edition (Full Dataset)

The full dataset (not included here) provides:

Hundreds of thousands of EV-domain patent records

2015–2025 coverage (configurable)

Normalized, cleaned, de-duplicated fields

Rich text layers (claims, descriptions where available)

CPC/IPC EV-domain whitelist applied at scale

Provenance logs & versioned manifest

Commercial license (perpetual internal use)

This product is designed for:

Automotive & EV OEMs / suppliers

VC/PE investors mapping EV innovation

Consulting firms (tech strategy, due diligence)

AI/ML labs training models on structured patent corpora

Market intelligence teams needing competitive landscapes

## Pricing

Full dataset commercial license:
# ➡️ USD 4,990 (one-time, perpetual internal use)

Includes:

Full access to the dataset

Minor version updates (e.g., 1.0 → 1.0.x)

Rights to train internal AI models on the dataset

Use of derived analytics, embeddings, graphs, dashboards

Commercial use inside your organization

Enterprise upgrades available:

Annual updates subscription

Multi-entity licensing

Additional USPTO domains (AI, Battery, MED, Energy, etc.)

Custom CPC filters

LLM-friendly embeddings layer

## Getting the Full Dataset

Contact Arbitr Inc at:

👉 Arbitrinc@gmail.com
or open an Issue/Discussion in this repository.

We respond within 24 hours.

## License

See LICENSE_Arbitr_Commercial.txt.

© Arbitr Inc, 2025.
Derived from public-domain sources (e.g., USPTO).
No affiliation or endorsement by USPTO.
Redistribution of raw data is prohibited.