S-B-Iqbal / FuzzyWuzzy-Demo

Implementation of various Fuzzy Search Algorithms for String Matching

The-subtle-art-of-not-giving-a-Fuzz (In Progress)

Implementation of various Fuzzy Search Algorithms for String Matching

Dataset

• The dataset's 'Consolidated Codes' sheet contains codes for several products.
• The objective of this repository is to link all the data in 'Dynamic Data' sheet to its respective 'Code' and 'Description'

Workflow

• Libraries
  • Select required Libraries
• Required Functions
  • Created Functions for Data cleaning, standardizing, stop word removal, punctuation removal and spelling correction.
• Data Loading
• Data Pre-Processing
  • Removing case sensitivity
  • Test Data standardization
    • Cleaning:
      • Convert 'pct' to '%'
      • Convert 'ppm' to '%'
      • Removal of numbers with metrics
  • Some more Cleaning
    • Stop Word Removal
    • Spell Correction
• Model Comparison
  • Sample Selection from Test Set
  • Model 1
  • Model 2
  • Model 3
  • Model 4
  • Model 5
  • Model Selection
    • Model Prediction
• Results
  • Save Output in an Excel Format