Welcome๐, 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 day๐.
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Get data by querying a MongoDB database ๐๐
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Prepare time series data for analysis ๐๐
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Build an autoregression model ๐จ๐
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Improve a model by tuning its hyperparameters ๐ ๏ธ๐๏ธ
- Time series plot of the readings
- Weekly roling average plot
- AutoCorrelation Function plot
- Partial AutoCorrelation Function plot
- Best model training residuals histogram
- ACF training residuals
- WTF Predictions Plot
- Click here to access to the open source data (openAfrica)
- Click here to access to the Code source of my Project