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Learn Challenge: Visualize Multi-Stock Price Data | Financial Data Analysis with Python
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Python for Investors
Section 1. Chapter 5
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bookChallenge: Visualize Multi-Stock Price Data

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Task

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You are provided with a pandas DataFrame df containing daily closing prices for four stocks (AAPL, GOOGL, AMZN, MSFT) over 15 consecutive days. Your task is to visualize all four stock price series on a single matplotlib line chart.

  • Plot each stock's closing prices as a separate line on the same chart.
  • Use distinct colors or line styles to make each stock clearly distinguishable.
  • Add a descriptive chart title.
  • Label both the x-axis (dates) and y-axis (price).
  • Add a legend that identifies each stock by its ticker symbol.

This visualization will help you compare the performance of multiple stocks over time.

Solution

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Section 1. Chapter 5
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