This dataset shows the Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs) that are currently registered through Washington State Department of Licensing (DOL).

This dataset shows the Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs) that are currently registered through Washington State Department of Licensing (DOL).

A Battery Electric Vehicle (BEV) is an all-electric vehicle using one or more batteries to store the electrical energy that powers the motor and is charged by plugging the vehicle in to an electric power source. A Plug-in Hybrid Electric Vehicle (PHEV) is a vehicle that uses one or more batteries to power an electric motor; uses another fuel, such as gasoline or diesel, to power an internal combustion engine or other propulsion source; and is charged by plugging the vehicle in to an electric power source.

Clean Alternative Fuel Vehicle (CAFV) Eligibility is based on the fuel requirement and electric-only range requirement as outlined in RCW 82.08.809 and RCW 82.12.809 to be eligible for Alternative Fuel Vehicles retail sales and Washington State use tax exemptions. Sales or leases of these vehicles must occur on or after 8/1/2019 and meet the purchase price requirements to be eligible for Alternative Fuel Vehicles retail sales and Washington State use tax exemptions.

Monthly count of vehicles for a county may change from this report and prior reports. Processes were implemented to more accurately assign county at the time of registration.

Updated: March 12, 2024

New battery-electric car registrations peaked at over ****** in both September 2024. March and September often register higher sales due to the release of new registration plates. In 2023, battery-electric vehicle sales accounted for **** percent of the market.

In the third quarter of 2025, over ******* battery-electric vehicles were sold in the United States. This was a year-over-year increase of over ***percent compared to the sales recorded in the third quarter of 2024. The third quarter of 2025 also recorded a hike in sales compared to the second quarter of that same year, making it the best quarter for BEV sales in the country ever. The stark increase in sales in the third quarter of 2025 is tied to the elimination of EV purchase incentives by the U.S. government. The fourth quarter of 2025 could very well see a decrease in sales. Global EV Race - Where does the U.S. stand? Over the last few years, consumers have perceived Electric Vehicles (EVs) as a far more appealing option due to their increased range, battery life, variety of models, and affordability. Therefore, the EV market has grown fast in recent years and is forecast to expand to ****billion U.S. dollars in 2029. Though the global demand for electric cars has been escalating, American sales lag behind Europe and the Asia-Pacific regions. In 2024, Chinese customers bought around **** million plug-in EVs, considerably more than American customers' purchases, around *** million that year. China leads the global EV race, with a substantial **** percent growth in sales year-on-year in 2024. However, given the market share of electric vehicles in the global automotive industry, this still can be anyone's race. Outlook of the U.S. market There is still a lack of interest in electric vehicles among American buyers compared to European and Asian consumers. In the first half of 2021, the share of the battery electric vehicle was **** percentage points more in Norway than in the U.S. One of the main reasons is that American consumers still anticipate that EVs are more expensive than gasoline vehicles and diesel internal combustion engine cars (ICE). This perception is partially true in the U.S. since the battery production market is highly concentrated in Asia, where the companies have logistical advantages, leading automotive makers to offer better prices. On the other hand, high licensing fees for electric vehicles are another factor affecting the consumption behaviors of automobile purchasers. In many states, the licensing fees for electric cars are considerably higher than their ICE counterparts. EV licensing fees were around *** U.S. dollars compared to ** U.S. dollars for standard vehicles in Georgia in 2021. Together, these factors significantly impact the individual perception of electric cars in the United States.

CONTEXT: This is a dataset of electric vehicles.

One of the more popular data science datasets is the mtcars dataset. It is known for its simplicity when running analysis and visualizations.

When looking for simple datasets on EVs, there don't seem to be any. Also, given the growth in this market, this is something many would be curious about. Hence, the reason for creating this dataset.

For more information, please visit the data source below.

TASKS: Some basic tasks would include 1. Which car has the fastest 0-100 acceleration? 2. Which has the highest efficiency? 3. Does a difference in power train effect the range, top speed, efficiency? 4. Which manufacturer has the most number of vehicles? 5. How does price relate to rapid charging?

CONTENT: I've included two datasets below:

1. 'ElectricCarData_Clean.csv' -- original pulled data.

2. 'ElectricCarData_Norm.csv' -- units removed from each of the rows -- rapid charge has a binary yes/no value

The point of both is to have users practice some data cleaning.

CREDITS: There are two credits and sourcing that needs to be mentioned: 1. Datasource: ev-database.org/ 2.*Banner image*: freepik - author - 'macrovector'

UPDATES: There will be future updates when we can attain additional data.

This is a cars data set which is used to perform a data analysis process about this data. This data set also used to predict the type of car based on the features input like MPG, Cylinders, Displacement, Horsepower, Weight, Acceleration, Year of publishing and Country of origin. Use this data set to practice and implement the new techniques.

Cars and how much fuels they use

• Cars 1 Data is collected from link ### Dataset of electric passenger cars with their specifications This dataset lists all fully electric passenger cars with their attributes (properties). The collection does not contain data on plug-in hybrid cars and electric cars from the so-called “range extenders”. Hydrogen cars were also not included in the dataset due to the insufficient number of mass-produced models and different (compared to EV) specificity of the vehicle, including the different charging methods. The dataset includes cars that, as of 2 December, 2020, could be purchased in Poland as new at an authorized dealer and those available in public and general presale, but only if a publicly available price list with equipment versions and full technical parameters was available. The list does not include discontinued cars that cannot be purchased as new from an authorized dealer (also when they are not available in stock). The subject of the study is only passenger cars, the main purpose of which is to transport people (inter alia without including vans intended for professional deliveries). The dataset of electric cars includes all fully electric cars on the primary market that were obtained from official materials (technical specifications and catalogs) provided by automotive manufacturers with a license to sell cars in Poland. These materials were downloaded from their official websites. In the event that the data provided by the manufacturer were incomplete, the information was supplemented with data from the SAMAR AutoCatalog (link can be found in References section). The database consisting of 53 electric cars (each variant of a model – which differs in terms of battery capacity, engine power, etc. – is treated as separate) and 22 variables (25 variables, including make, model and “car name” merging these two previous).
• FEV data are collected from link ### Electric vehicle population This dataset shows the Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs) that are currently registered through Washington State Department of Licensing (DOL).
• Data collected from link

This dataset includes all new electric vehicles registered in Connecticut from 1/1/2021 to the most recent data available. The data is updated bi-annually.

The number of all-electric cars in operation in Germany has picked up steam over the past decade and soared to new heights at the beginning of 2025, when more than **** million battery-electric cars were registered in Germany. Given Germany's large appetite for diesel and petrol cars, the growing share of plug-in electric vehicles in new registrations is striking. About **** percent of cars sold in 2024 in Germany were battery-electric cars, and another *** percent were plug-in hybrid electric vehicles. New car registrations Passenger car sales in Germany dropped amid the COVID-19 pandemic and global automotive semiconductor shortage but have increased slightly in 2023, up to *** million units sold. Annual sales of battery and plug-in hybrid electric vehicles came close to ******* units in Germany, making it the largest market in terms of absolute plug-in electric car registrations in Europe in 2024. Tesla Model 3 most popular model in Europe The Tesla Model Y was the best-selling plug-in electric vehicle model in Europe in 2024. That year, Tesla sold almost ******* units of its Model Y electric car to customers in Europe. Tesla's Model 3 and Škoda's Enyaq rounded off the top three in the ranking.

Electric Car Registrations in France increased to 34108 Units in October from 31439 Units in September of 2025. This dataset includes a chart with historical data for France Electric Car Registrations.

⚡ 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. It supports use in:

🔍 Data science 🧠 Machine learning 📈 Market analysis ♻️ Sustainability studies 🚗 EV adoption research

  📊 Core Attributes

Each row represents a specific EV model with attributes across:

  🏷 Brand & Classification

Brand & Model:… See the full description on the dataset page: https://huggingface.co/datasets/UrvishAhir1/Electric-Vehicle-Specs-Dataset-2025.

Electric Vehicle Sales: ytd: Lucid data was reported at 5,766.000 Unit in Sep 2024. This records an increase from the previous number of 3,822.000 Unit for Jun 2024. Electric Vehicle Sales: ytd: Lucid data is updated quarterly, averaging 2,318.000 Unit from Dec 2021 (Median) to Sep 2024, with 12 observations. The data reached an all-time high of 5,940.000 Unit in Dec 2023 and a record low of 460.000 Unit in Mar 2022. Electric Vehicle Sales: ytd: Lucid data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Database’s United States – Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.

Electric Vehicle Sales: ytd: Kia data was reported at 8,656.000 Unit in Mar 2025. This records a decrease from the previous number of 56,099.000 Unit for Dec 2024. Electric Vehicle Sales: ytd: Kia data is updated quarterly, averaging 13,566.000 Unit from Mar 2021 (Median) to Mar 2025, with 17 observations. The data reached an all-time high of 56,099.000 Unit in Dec 2024 and a record low of 680.000 Unit in Mar 2021. Electric Vehicle Sales: ytd: Kia data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Database’s United States – Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.

The United States Electric Car Market is segmented by Vehicle Configuration (Passenger Cars) and by Fuel Category (BEV, FCEV, HEV, PHEV). The report offers market size in both market value in USD and market volume in unit. Further, the report includes a market split by Vehicle Type, Vehicle Configuration, Vehicle Body Type, Propulsion Type, and Fuel Category.

📝 Description

This Electric Vehicle (EV) Sales and Adoption dataset contains detailed records of electric vehicle sales, including vehicle details, region, customer segments, and sales metrics. It aims to help data enthusiasts and businesses forecast EV sales, analyze market trends, and derive insights to improve marketing and inventory strategies.

📊 Collection Methodology

Data Aggregation: Combined from (fictional) public EV registration records, automotive dealership sales reports, and online retailer transactions.

Quality Control: Only confirmed EV transactions are included; partially-completed orders and canceled orders were filtered out.

Revenue Calculation: Reflects the final sale price after applying any applicable discounts or incentives.

Feature Engineering: Customer demographics (segment, region) are included to facilitate market segmentation analysis.

🚀 Potential Use Cases

Sales Forecasting – Predict future EV sales volume based on regional and demographic patterns.

Market Trend Analysis – Identify which brands and vehicle types are most popular in specific regions.

Battery and Range Insights – Correlate battery capacity and fast-charging options with sales performance.

Consumer Behavior & Segmentation – Understand different customer segments' purchasing habits and price sensitivities.

Environmental Policy & Incentive Impact – Investigate how discounts or tax incentives affect adoption rates.

🔑 Key Features

Date: Represents a month in YYYY-MM format.

Region: Geographic region where sales took place.

Brand: Automotive brand (e.g., Tesla, BYD, Volkswagen, etc.).

Model: Specific EV model name.

Vehicle_Type: Category (Sedan, SUV, Hatchback, etc.).

Battery_Capacity_kWh: Battery capacity in kilowatt-hours.

Discount_Percentage: Any discount applied to final sale (%).

Customer_Segment: Broad segmentation (High Income, Tech Enthusiast, Eco-Conscious, etc.).

Fast_Charging_Option: Indicates if the vehicle supports fast-charging.

Units_Sold: Total number of units sold (in train.csv).

Revenue: Total revenue from units sold (in train.csv).

This dataset is well-suited for machine learning, statistical analysis, and data visualization projects that address growing interest in electrification, sustainability, and emerging transportation technologies!

Around ******* electric vehicles were sold throughout Europe in the first quarter of 2025. This sales volume includes sales of battery electric vehicles (BEV) and plug-in hybrid electric vehicles (PHEV). Europe is one of the leading markets for plug-in vehicle sales worldwide. EV popularity and regional mandates keep the market growing The European plug-in electric vehicle (PEV) market had declined by ***** percent year-over-year between 2023 and 2024 and subsidy rollbacks could impact sales even further. Road transport, including passenger cars, made up most of the European Union’s transport sector carbon dioxide emissions in 2022, amounting to around **** percent of the emissions. That same year, the use of electric vehicles in Europe displaced the equivalent of *** billion liters of gasoline, making a dent in the region’s motor fuel consumption. The benefits of electric cars still depend on consumers’ perception of EVs. Charging infrastructure access impacts consumers’ perception Over half of the consumers in the European Union reported intending to purchase a hybrid or electric vehicle in a survey from the third quarter of 2022, a share which dipped to ** percent in rural areas, where charging infrastructure is less accessible. Various factors can still make PEVs an inaccessible option for potential buyers. German consumers’ leading concerns regarding BEVs were their driving range, their cost, and the lack of charger at home. The rise in electric vehicle usage requires changes to the transport infrastructure, including a sufficient number of publicly available electric vehicle charging stations. Around ******* such charging stations were spread across Europe as of 2023. However, while the number of charging stations has increased, European countries still struggle to expand their network. There were under ***** charging locations per *** kilometers of roadway in Germany, France, Spain, and Italy as of July 2021.

Electric Car Registrations in China increased to 1715000 Units in October from 1604000 Units in September of 2025. This dataset includes a chart with historical data for China Electric Car Registrations.

This shows the number of vehicles that were registered by Washington State Department of Licensing (DOL) each month. The data is separated by county for passenger vehicles and trucks. DOL integrates National Highway Traffic Safety Administration (NHTSA) data and the Environmental Protection Agency (EPA) fuel efficiency ratings with DOL titling and registration data to create this information.

Electric Vehicle Sales: ytd: Rivian data was reported at 8,553.000 Unit in Mar 2025. This records a decrease from the previous number of 51,579.000 Unit for Dec 2024. Electric Vehicle Sales: ytd: Rivian data is updated quarterly, averaging 17,087.000 Unit from Dec 2021 (Median) to Mar 2025, with 14 observations. The data reached an all-time high of 51,579.000 Unit in Dec 2024 and a record low of 583.000 Unit in Dec 2021. Electric Vehicle Sales: ytd: Rivian data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Database’s United States – Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.

This shows records of title activity (transactions recording changes of ownership) and registration activity (transactions authorizing vehicles to be used on Washington public roads).

Electric Vehicle Sales: ytd: Toyota data was reported at 5,610.000 Unit in Mar 2025. This records a decrease from the previous number of 18,570.000 Unit for Dec 2024. Electric Vehicle Sales: ytd: Toyota data is updated quarterly, averaging 4,634.500 Unit from Jun 2022 (Median) to Mar 2025, with 12 observations. The data reached an all-time high of 18,570.000 Unit in Dec 2024 and a record low of 232.000 Unit in Sep 2022. Electric Vehicle Sales: ytd: Toyota data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Database’s United States – Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.