Solution: Create a Data Management System
Explore how to create a complete data management system in Python by parsing CSV files, formatting and validating data with regular expressions, managing file paths, generating reports, and serializing data to JSON. This lesson helps you understand practical techniques for handling and processing data files within object-oriented Python applications.
Parsing and processing data files
Define a DataAnalyzer class containing the parse_data_files() method that reads CSV files in the specified directory and extracts the data.
Then create a method named format_data() to format data into a string for processing.
Code explanation
In the main.py file:
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Line 4–6: Defined the
DataAnalyzerclass and its constructor__init__()that takes thedata_directoryparameter, representing the path to the directory containing the data files. -
Line 8–17: Created the
parse_data_files()method to iterate through the files in the specifieddata_directory. If a file has the extension.csv, it opens the file using theopen()function. Then within awithblock, acsv_readerwas created using the ...