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pandas-challenge-1

Pandas Data Analysis Challenge

Project Overview

This project focuses on data analysis with Python's Pandas library. The dataset used in this analysis is from a fictional e-commerce company. The analysis involves examining, cleaning, processing, and extracting useful information from the dataset.

Steps Performed

  1. Data Exploration:

    • Imported the dataset and viewed basic statistics.
    • Identified the top item categories and clients with the most entries.
  2. Data Transformation:

    • Created new columns for subtotal, shipping price, total price, cost, and profit.
    • Calculated these values based on given conditions and formulas.
  3. Verification:

    • Confirmed the total prices for specific orders against given receipts.
  4. Summary and Analysis:

    • Calculated the total spending for the top 5 clients by quantity.
    • Created a summary DataFrame showing total units purchased, total shipping price, total revenue, and total profit.
    • Formatted monetary values to millions and sorted the data by total profit.

How to Run

  1. Clone this repository:
    git clone YOUR_GITHUB_URL

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