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"Air Quality Analyzing in Dar es Salaam" is a project aimed at analyzing air quality data in Dar es Salaam, Tanzania. Using data collected from various sources such as government sensors, satellite imagery, and crowd-sourced data, this project employs data analysis and visualization techniques to assess the air quality in Dar es salam

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Air Quality Analyzing in Dar es Salaam tanzania ๐Ÿ‡น๐Ÿ‡ฟ

Welcome๐Ÿ‘‹, In this project, we will work with data from one of Africa's largest open data platforms Dar es-salaam open data we will look at air quality data from Dar es Salaam in Tanzania; and build a time seriesmodel to predict PM 2.5 readings throughout the day๐Ÿš€.

Project Overview

  • Get data by querying a MongoDB database ๐Ÿ“Š๐Ÿ”

  • Prepare time series data for analysis ๐Ÿ“ˆ๐Ÿ•’

  • Build an autoregression model ๐Ÿ”จ๐Ÿ“ˆ

  • Improve a model by tuning its hyperparameters ๐Ÿ› ๏ธ๐ŸŽš๏ธ

Key Insights

  • Time series plot of the readings

time series plot of the readings

  • Weekly roling average plot

weekly roling average plot of the reading

  • AutoCorrelation Function plot

AutoCorrelation Function plot of the readings

  • Partial AutoCorrelation Function plot

Partial AutoCorrelation Function plot of the readings

  • Best model training residuals histogram

Best model training residuals histogram

  • ACF training residuals

ACF training residuals histogram of the readings

  • WTF Predictions Plot

WTF Predictions Plot

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Feel free to reach out me on linkedin Younes Sghyer if you have any questions or suggestions for improvement or collaboration. Thank you for visiting my repository!

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"Air Quality Analyzing in Dar es Salaam" is a project aimed at analyzing air quality data in Dar es Salaam, Tanzania. Using data collected from various sources such as government sensors, satellite imagery, and crowd-sourced data, this project employs data analysis and visualization techniques to assess the air quality in Dar es salam

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