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A/B Test Project: Analyze, compare, and optimize with this repository. Explore experimental design, data analysis, and results.

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A/B-Test-

A/B Test Project:

Features in the dataset:

  1. Campaign Name: The name of the campaign
  2. Date: Date of the record
  3. Spend: Amount spent on the campaign in dollars
  4. #of Impressions: Number of impressions the ad crossed through the campaign
  5. Reach: The number of unique impressions received in the ad
  6. #of Website Clicks: Number of website clicks received through the ads
  7. #of Searches: Number of users who performed searches on the website
  8. #of View Content: Number of users who viewed content and products on the website
  9. #of Add to Cart: Number of users who added products to the cart
  10. #of Purchase: Number of purchases

Data sets

Exploratory Data Analysis

  • Importing necessary Libraries
  • Checking NULL Values
  • Filling of NULL values with mean
  • Merging the two Data sets (control_group and test_group)
  • Check whether it have Equal number of samples

A/B test

  • Checking number of impressions in both Campaigns
  • Number of searches performed on website from both Campaigns
  • Number of website clicks on both Campaigns
  • Amount of content viewed from both Campaigns after reaching the website
  • Number of products added to the cart from both Campaigns
  • Amount spent on each Campaigns
  • Purchases made from each Campaigns
  • Website clicks v/s Content viewed
  • Content viewed v/s Number of products added to cart
  • Number of products added to cart v/s Number of sales

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A/B Test Project: Analyze, compare, and optimize with this repository. Explore experimental design, data analysis, and results.

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