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spothero_paid_search_initiative's Introduction

SpotHero_Paid_Search_Initiative

Step 1. Model Training

  • train classification model to classify paid search driven reservations
  • model script file: Model.trained.ipynb
  • hold-out test set processing script file: Hold_out_test_set_data_preparation.ipynb
  • for more details, refer to below at section "Model Training"

Step 2. Paid to Organic Ratio Calculation & Visualization

  • calculated paid to organic ratio of reservations using processed data
  • Created word cloud visualization of 'survey_user_text' and 'cancellation_reason'

Step 3. SpotHero Market Dashboard

  • created a interactive dashboard in Tableau to visualize SpotHero's volume number and customer preference across different markets

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