Converted R code into Python of Kaggle Kernel https://www.kaggle.com/headsortails/wiki-traffic-forecast-exploration-wtf-eda
Download dataset from above mentioned kernel as it has heavy data files
- Introduction
- Load libraries and data files
- Load data
- File structure and content
- Missing values
- Data transformation and helper functions
- Article names and metadata
- Time series extraction
- Summary parameter extraction
- Projects data overview
- Basic time series parameters
- Overview visualisations
- Individual observations with extreme parameters
- Large linear slope
- High standard deviations
- Large variability amplitudes
- High average views
- Short-term variability
- Forecast methods for selected examples
- ARIMA / auto.arima
- Prophet - Section currently under maintenance
- Basic performance
- The importance of seasonal variations