5. Artificial Intelligence: Clustering

Activity 5.01: Clustering Sales Data Using K-Means

Solution:

1. Open a new Jupyter Notebook file.
2. Load the dataset as a DataFrame and inspect the data:

   import pandas as pd
   file_url = 'https://raw.githubusercontent.com/'\
              'PacktWorkshops/'\
              'The-Applied-Artificial-Intelligence-Workshop/'\
              'master/Datasets/'\
              'Sales_Transactions_Dataset_Weekly.csv'
   df = pd.read_csv(file_url)
   df

   The output of df is as follows:

   Figure 5.18: Output showing the contents of the dataset

   If you look at the output, you will notice that our dataset contains 811 rows, with each row representing a product. It also contains 107 columns, with the first column...