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An interactive data analysis and visualization project exploring trends in electric vehicle registrations across U.S. states. Includes EDA, choropleth maps, and animated bar charts for insights into EV adoption patterns.

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KumarRaju1313/ElectricVehicle-Analysis

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πŸ”‹ Electric Vehicle Data Analysis πŸ“Š

This project showcases data analysis and visualization on Electric Vehicle (EV) registrations across the United States using Python. It was completed as part of a task from Innomatics Research Labs.


πŸ“ Dataset Information

  • Records: 112,634
  • Features: VIN, Make, Model, Model Year, Electric Range, Base MSRP, State, Electric Utility, etc.
  • Source: Provided CSV dataset (Electric Vehicle Registration)

πŸ§ͺ Tasks Completed

πŸ“Œ Task 1: Exploratory Data Analysis (EDA)

πŸ”Ή Univariate Analysis

  • Count of Electric Vehicle Types (BEV, PHEV)
  • Top 5 EV Manufacturers
  • Model Year Distribution

πŸ”Ή Bivariate Analysis

  • Electric Range vs Base MSRP (Scatterplot)
  • Electric Range by Make (Boxplot)

πŸ“Œ Task 2: Choropleth Visualization

Using plotly.express, interactive maps were created:

  • EV Distribution by State
  • Animated Choropleth: Year-wise EV growth from 2016 to 2023

πŸ“Œ Task 3: Racing Bar Chart

Using bar_chart_race, an animated bar chart video was generated:

  • Top 10 EV Makes over the years (Model Year-wise growth)

πŸ” Key Insights

  • βœ… BEVs are more common than PHEVs.
  • πŸš— Top EV brands: Tesla, Chevrolet, Nissan, Ford
  • πŸ—ΊοΈ States like California, Washington, Florida show the highest EV penetration.
  • πŸ“ˆ Steep increase in EV adoption post-2017.

πŸ“¦ Libraries Used

  • pandas
  • numpy
  • seaborn
  • matplotlib
  • plotly.express

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An interactive data analysis and visualization project exploring trends in electric vehicle registrations across U.S. states. Includes EDA, choropleth maps, and animated bar charts for insights into EV adoption patterns.

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