2022 Fuel Consumption Ratings dataset revealing some key insights about vehicle fuel efficiency and environmental impact.
🚘 Analysis (CO2 Rating and Smog Rating by Model) 🔹Identify Low and High CO2 Emitters - to understand which vehicles are the most and least environmentally friendly. 🔹Smog Rating Correlation - to see if models with low CO2 emissions also have low smog ratings. 🔹Top Performers - in both CO2 and smog ratings, indicating high environmental standards.
🚘 Analysis of Fuel Consumption (Combined, City, Highway) by Model 🔹Fuel Efficiency Trends - Compare combined, city, and highway fuel consumption for different models. 🔹Best and Worst Performers - Highlight models with the best and worst fuel consumption in each category 🔹Impact on Environment – correlation of fuel consumption with CO2 emissions and smog ratings to understand the environmental impact.
🚘 Analysis (Smog Rating by Vehicle Class and Model) 🔹Class-Specific Trends - Compare smog ratings to identify which classes tend to have better or worse ratings. 🔹Model Comparisons within Classes - to identify the top and bottom-performing models in terms of smog ratings.
🚘 Analysis CO2 Emissions and CO2 Rating by Model 🔹Emission Leaders - compare lowest CO2 emissions and their CO2 ratings to highlight leaders in reducing emissions. 🔹Rating Accuracy – comparing CO2 ratings with actual CO2 emissions data for accuracy validation. 🔹Emission Reduction Strategies – Suggest strategies used by models with low emissions that could be adopted by other manufacturers.
🚘 Insights 🔹Low CO2 Emitters - Electric and hybrid models 🔹High CO2 Emitters - High-performance and larger engine vehicles 🔹Best Fuel Efficiency - Hybrid and electric models in city driving 🔹Worst Fuel Efficiency - Large SUVs and trucks in city driving 🔹Best Class Performance - Compact and subcompact cars have better smog ratings due to smaller engines. 🔹Worst Class Performance - SUVs and trucks have worse smog ratings. 🔹Top Models in Emission Reduction 🔹Rating and Emission Discrepancies - discrepancies between their CO2 ratings and actual emissions indicate potential areas for improvement in rating accuracy.
By analyzing these key metrics and insights, companies can improve their environmental footprint, meet regulatory standards, and attract environmentally-conscious consumers and policy makers.