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Projeccts
RFM Analysis https://statso.io/rfm-analysis-case-study/ Stock Market Performance Analysis https://statso.io/stock-market-performance-case-study/ B2B Courier Charges Accuracy Analysis https://statso.io/b2b-ecommerce-fraud-case-study/ User Engagement Analysis https://statso.io/bounce-rate-case-study/ Customer Lifetime Value Analysis https://statso.io/customer-lifetime-value-analytics-case-study/ Supply Chain Analysis https://statso.io/supply-chain-analysis-case-study/ Demand & Supply Analysis https://statso.io/demand-and-supply-case-study/ Recession Analysis https://statso.io/recession-case-study/ Store Sales & Profit Analysis https://www.kaggle.com/datasets/vivek468/superstore-dataset-final Exploratory Data Analysis https://statso.io/instagram-reach-analysis-case-study/ Accelerometer Data Analysis https://statso.io/accelerometer-data/ User Funnel Analysis https://statso.io/user-funnels-case-study/ Algorithmic Trading https://thecleverprogrammer.com/2021/12/21/get-stock-price-data-using-python/ A/b Testing https://statso.io/a-b-testing-case-study/ T20 World Cup 2022 Analysis https://statso.io/t20-world-cup-2022-dataset/ Twitter Timeline in the Stock Market Analysis https://statso.io/twitter-stock-market-analysis-case-study/ Instagram Reach Analysis https://statso.io/instagram-reach-analysis-case-study/ Screen Time Analysis https://statso.io/screen-time-analysis-case-study/ Stock Market Analysis https://thecleverprogrammer.com/2021/12/21/get-stock-price-data-using-python/ Smartwatch Data Analysis https://thecleverprogrammer.com/2022/05/31/smartwatch-data-analysis-using-python/ Virat Kohli Performance Analysis https://thecleverprogrammer.com/2022/05/10/virat-kohli-performance-analysis-using-python/ Google Search Analysis https://thecleverprogrammer.com/2021/04/27/google-search-analysis-with-python/ Survey Analysis https://www.kaggle.com/datasets/kulturehire/understanding-career-aspirations-of-genz Social Progress Index Analysis https://thecleverprogrammer.com/2022/12/26/social-progress-index-analysis-using-python/ Career Aspirations Survey Analysis https://www.kaggle.com/datasets/kulturehire/understanding-career-aspirations-of-genz iPhone Sales Analysis https://www.kaggle.com/datasets/komalkhetlani/apple-iphone-data Diamond Price Analysis https://www.kaggle.com/datasets/shivam2503/diamonds Covid-19 Impacts Analysis https://www.kaggle.com/datasets/shashwatwork/impact-of-covid19-pandemic-on-the-global-economy IPL 2022 Analysis https://thecleverprogrammer.com/2022/05/03/ipl-2022-analysis-using-python/ Ukraine Vs Russia: Twitter Sentiment Analysis https://www.kaggle.com/datasets/towhidultonmoy/russia-vs-ukraine-tweets-datasetdaily-updated Waiter Tips Analysis and Prediction https://thecleverprogrammer.com/2022/02/01/waiter-tips-prediction-with-machine-learning/ Flipkart Reviews Sentiment Analysis https://thecleverprogrammer.com/2022/02/15/flipkart-reviews-sentiment-analysis-using-python/ Time Series Analysis https://thecleverprogrammer.com/2022/01/17/time-series-analysis-using-python/ TikTok Reviews Sentiment Analysis https://thecleverprogrammer.com/2022/04/12/tiktok-reviews-sentiment-analysis-using-python/ Tinder Reviews Sentiment Analysis https://thecleverprogrammer.com/2022/05/24/tinder-reviews-sentiment-analysis-using-python/ Uber Trips Analysis https://thecleverprogrammer.com/2021/04/21/uber-trips-analysis-using-python/ WhatsApp Chats Analysis https://thecleverprogrammer.com/2021/04/09/whatsapp-chat-analysis-with-python/ Water Quality Analysis https://thecleverprogrammer.com/2021/08/19/water-quality-analysis/ Squid Game Sentiment Analysis https://thecleverprogrammer.com/2021/11/03/squid-game-sentiment-analysis-using-python/ Twitter Sentiment Analysis https://thecleverprogrammer.com/2021/09/13/twitter-sentiment-analysis-using-python/ Movie Rating Analysis for Beginners https://thecleverprogrammer.com/2021/09/22/movie-rating-analysis-using-python/ Worldwide Billionaires Analysis https://thecleverprogrammer.com/2021/06/24/billionaires-analysis-with-python/ Unemployment Analysis https://thecleverprogrammer.com/2021/07/12/unemployment-analysis-with-python/ WhatsApp Chats Sentiment Analysis https://thecleverprogrammer.com/2021/06/06/whatsapp-chat-sentiment-analysis-using-python/ Covid-19 Vaccine Analysis https://thecleverprogrammer.com/2021/04/13/covid-19-vaccines-analysis-with-python/ Financial Budget Analysis https://thecleverprogrammer.com/2021/04/05/financial-budget-analysis-with-python/ Best Streaming Service Analysis https://thecleverprogrammer.com/2021/01/21/best-streaming-service-analysis-with-python/ Data Science Project on Birth Rate Analysis https://thecleverprogrammer.com/2020/05/08/birth-rate-analysis/ Data Science Project on Time Series https://thecleverprogrammer.com/2020/05/08/data-science-project-on-time-series/ Data Science Project on Area and Population https://thecleverprogrammer.com/2020/05/09/data-science-project-on-area-and-population/ Amazon Product Reviews Sentiment Analysis https://thecleverprogrammer.com/2021/07/20/amazon-product-reviews-sentiment-analysis-with-python/ Hotel Reviews Sentiment Analysis https://thecleverprogrammer.com/2021/07/03/hotel-reviews-sentiment-analysis-with-python/ Google Play Store Sentiment Analysis https://thecleverprogrammer.com/2021/05/31/google-play-store-sentiment-analysis-using-python/ Instagram Reach Analysis https://thecleverprogrammer.com/2022/03/22/instagram-reach-analysis-using-python/ Amazon Alexa Reviews Sentiment Analysis https://thecleverprogrammer.com/2021/06/12/amazon-alexa-reviews-sentiment-analysis-using-python/ Real-time Sentiment Analysis https://thecleverprogrammer.com/2021/03/09/real-time-sentiment-analysis-using-python/ Customer Personality Analysis https://thecleverprogrammer.com/2021/02/08/customer-personality-analysis-with-python/ Netflix Data Analysis https://thecleverprogrammer.com/2021/01/16/netflix-data-analysis-with-python/ Covid-19 Vaccine Sentiment Analysis https://thecleverprogrammer.com/2021/01/11/covid-19-vaccine-sentiment-analysis/ Cohort Analysis https://thecleverprogrammer.com/2021/01/08/cohort-analysis-with-python/
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Python Project for Data Analytics
About Lesson

A/B Testing: Case Study

Download the dataset below to solve this Data Science case study on A/B Testing. (Dataset source: Kaggle)

A/B Testing Case Study

A/B testing helps in finding a better approach to finding customers, marketing products, getting a higher reach, or anything that helps a business convert most of its target customers into actual customers.

Here is a dataset based on A/B testing submitted by İlker Yıldız on Kaggle. Below are all the 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

Two campaigns were performed by the company:

  1. Control Campaign
  2. Test Campaign

Perform A/B testing to find the best campaign for the company to get more customers.

Exercise Files
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