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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

B2B Ecommerce Fraud: Case Study

You can download all the datasets to solve this Data Science case study on B2b Ecommerce fraud from below.

B2B Ecommerce Fraud: Case Study

ABC Company operates an e-commerce platform and processes thousands of orders daily. To deliver these orders, ABC has partnered with several courier companies in India, which charge them based on the weight of the products and the distance between the warehouse and the customer’s delivery address. ABC wants to check if the fees charged by the courier companies for each order are correct.

ABC has internal data split across three reports: Website Order Report, Master SKU, and Warehouse PIN for all India Pincode mappings. In addition, they receive billing data from courier companies.

The website order report includes order IDs and products (SKUs) for each order. The SKU master provides the gross weight of each product, which is needed to calculate the total weight of each order. Courier company invoices contain information such as AWB number, order ID, shipment weight, warehouse pickup PIN, customer delivery PIN, delivery area, the charge per shipment and type of shipment.

ABC wants to compare the total weight of each order calculated using the SKU master with the weight stated by the courier company in their invoice. The weight should be rounded up to the nearest multiple of 0.5 kg to determine the weight of the tile. The warehouse PIN to all India Pincode mappings is used to determine the delivery area, which should be compared to the area reported by the courier company.

In addition, ABC must apply the logic of calculating charges based on the slab weight, delivery area and type of shipment listed on the courier company’s invoice. The courier fee rate card provides a fixed fee and an additional fee for each weight plate and PIN. The total charge per shipment should be calculated by adding the fixed charge and any additional charges based on plate weight.

The final solution should include a table with the following columns:

Order ID Total Weight Weight Slab Delivery Zone as per ABC Expected Charge as per ABC (Rs.) AWB Number Total Weight as per Courier Company (KG) Delivery Zone Charged by Courier Company Billing Amount (Rs.) Weight Slab Charged by Courier Company (KG)
2001827036
2001821995

ABC also wants to analyze the accuracy of the fees charged by the courier company. They require a summary table including the following information:

Description Count Amount (Rs.)
Total Orders where ABC has been correctly charged
Total Orders where ABC has been overcharged
Total Orders where ABC has been undercharged
Exercise Files
b2b.zip
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