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Wiki Traffic Forecast- Exploratory Data Analysis

Converted R code into Python of Kaggle Kernel https://www.kaggle.com/headsortails/wiki-traffic-forecast-exploration-wtf-eda

Dataset

Download dataset from above mentioned kernel as it has heavy data files

  1. Introduction
    1. Load libraries and data files
    2. Load data
    3. File structure and content
    4. Missing values
  2. Data transformation and helper functions
    1. Article names and metadata
    2. Time series extraction
  3. Summary parameter extraction
    1. Projects data overview
    2. Basic time series parameters
    3. Overview visualisations
  4. Individual observations with extreme parameters
    1. Large linear slope
    2. High standard deviations
    3. Large variability amplitudes
    4. High average views
  5. Short-term variability
  6. Forecast methods for selected examples
    1. ARIMA / auto.arima
    2. Prophet - Section currently under maintenance
      1. Basic performance
      2. The importance of seasonal variations

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