--- license: cc-by-4.0 task_categories: - tabular-classification - tabular-regression - feature-extraction language: - en tags: - cars - electric-vehicles - ev-database - machine-learning - tabular - automotive - '2025' - specs - transportation - dataset pretty_name: Electric Vehicle Specs Dataset 2025 size_categories: - n<1K --- # โšก Electric Vehicle Specs Dataset 2025 This dataset provides a **comprehensive collection of specifications and performance metrics** for modern electric vehicles (EVs), scraped from [EV-Database.org](https://ev-database.org). It supports use in: - ๐Ÿ” Data science - ๐Ÿง  Machine learning - ๐Ÿ“ˆ Market analysis - โ™ป๏ธ Sustainability studies - ๐Ÿš— EV adoption research --- ## ๐Ÿ“Š Core Attributes Each row represents a specific EV model with attributes across: ### ๐Ÿท Brand & Classification - **Brand & Model:** Manufacturer and nameplate - **Car Body Type:** Hatchback, SUV, sedan, etc. - **Segment:** Compact, midsize, executive, etc. ### ๐Ÿ”‹ Battery & Range - **Battery Capacity (kWh):** Gross energy capacity - **Battery Type & Cell Count** - **Efficiency (Wh/km):** Power usage - **Range (km):** Estimated full-charge range ### โšก Charging Specs - **Fast Charging Power (kW)** - **Port Type:** CCS, CHAdeMO, etc. ### ๐Ÿš€ Performance - **Top Speed (km/h)** - **0โ€“100 km/h Acceleration (s)** - **Torque (Nm)** ### ๐Ÿงณ Practical Specs - **Towing Capacity (kg)** - **Cargo Volume (L)** - **Seats** ### ๐Ÿ“ Dimensions - **Length, Width, Height (mm)** ### โš™๏ธ Technical Info - **Drivetrain:** AWD, RWD, FWD - **Source URL** for reference (scraping origin) --- ## ๐Ÿงผ Data Quality & Cleaning Notes - All numeric fields cleaned and converted to proper formats (`int`, `float`) - Some missing values in technical specs (like towing capacity, battery cell count) --- ## ๐Ÿ’ก Use Cases - EV trend analysis & visualization - Vehicle comparison dashboards - Feature engineering for ML models - Price/power prediction tasks - Clean energy and EV adoption research --- ## ๐Ÿ“„ Source - Scraped from: [https://ev-database.org](https://ev-database.org) - Creator: [Urvish Ahir](https://huggingface.co/UrvishAhir1) --- ## ๐Ÿ“œ License Released under **CC BY 4.0** โ€” credit the source when using. --- ## ๐Ÿ“Š Also Available on **Kaggle** [![View on Kaggle](https://img.shields.io/badge/Kaggle-View%20Dataset-blue?logo=kaggle)](https://www.kaggle.com/datasets/urvishahir/electric-vehicle-specifications-dataset-2025) ๐Ÿ‘ If you found this dataset useful or interesting, **please consider dropping an upvote on Kaggle** โ€” it really helps! โšก ๐Ÿ‘ค My Kaggle Profile: [Urvish Ahir](https://www.kaggle.com/urvishahir) --- ## ๐Ÿงช Quick Usage in Python ```python from datasets import load_dataset ds = load_dataset("urvishahir/Electric-Vehicle-Specs-Dataset-2025") df = ds["train"].to_pandas() df.head()