Course Content
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

Stock Market Performance: Case Study

Download the dataset below to solve this Data Science case study on Stock Market Performance Analysis.

Given historical stock price data for Apple, Microsoft, Netflix and Google over the past three months, your task is to analyze and compare the performance of these companies in the stock market using various data science techniques.

Specifically, the goal is to identify trends and patterns in stock price movements, calculate moving averages and volatility for each company, and conduct correlation analysis to examine the relationships between different stock prices.

You can also download the latest data using the yfinance API instead of using the provided dataset.

Exercise Files
stocks.zip
Size: 6.45 KB