└── README.md /README.md: -------------------------------------------------------------------------------- 1 | 🌍 Air Pollution Analysis-A data science project analyzing air pollution trends using Python libraries 2 | 3 | πŸ”§ Libraries Used 4 | NumPy: For numerical operations 5 | Pandas: For data manipulation and cleaning 6 | Matplotlib: For line graphs and customization 7 | Seaborn: For heatmaps and advanced visualizations 8 | πŸ“ŒThis Project Covers 9 | Data loading and cleaning 10 | Basic exploration (head, describe, info, null check) 11 | Time trend analysis using line graphs 12 | Outlier detection using box plots 13 | Top polluted cities using bar charts 14 | Correlation heatmap between pollutants 15 | Custom visualizations using Seaborn & Matplotlib 16 | Sample Visuals 17 | ![Screenshot 2025-04-16 010926](https://github.com/user-attachments/assets/4fc80a6d-beac-4469-9a0b-f0967ca8f8f2) 18 | 19 | ![Screenshot 2025-04-16 011015](https://github.com/user-attachments/assets/b04a0223-90dc-4870-9c3e-bb6ffd01f238) 20 | ![Screenshot 2025-04-16 011221](https://github.com/user-attachments/assets/2e4b0cbd-e088-4e4a-bdec-d3b2e261c935) 21 | ![Screenshot 2025-04-16 011033](https://github.com/user-attachments/assets/162b0a8e-674a-4cab-b802-290ee11813d3) 22 | ![Screenshot 2025-04-16 011044](https://github.com/user-attachments/assets/8479c6a0-1f1c-400d-89e6-b7d3de2c7fa0) 23 | ![Screenshot 2025-04-16 011106](https://github.com/user-attachments/assets/1ce39de5-ddf4-45ac-94c9-7d99d5d5aebd) 24 | ![Screenshot 2025-04-16 011118](https://github.com/user-attachments/assets/72e5b644-114d-4d96-84d0-7f1740f703dc) 25 | ![Screenshot 2025-04-16 011137](https://github.com/user-attachments/assets/b6cc77b8-e6f2-4253-81dd-f75064c44be7) 26 | ![Screenshot 2025-04-16 011154](https://github.com/user-attachments/assets/c1d15488-bda3-4c13-ba61-facd7db27aa2) 27 | ![Screenshot 2025-04-16 011229](https://github.com/user-attachments/assets/10d58578-d4e4-4670-8d48-970d351f5cec) 28 | 29 | ![Screenshot 2025-04-16 011241](https://github.com/user-attachments/assets/42266880-51db-4356-b9bd-adfb657f5eb8) 30 | 31 | ![Screenshot 2025-04-16 013730](https://github.com/user-attachments/assets/ae1675fa-f437-40a6-8d3d-c6105868618c) 32 | 33 | ![Screenshot 2025-04-16 011301](https://github.com/user-attachments/assets/819ef7d0-b4aa-4a50-8ec3-0e746ff0f185) 34 | --------------------------------------------------------------------------------