Pandas Plotting: Exercises, Practice, Solution
This resource offers a total of 95 Pandas Plotting problems for practice. It includes 19 main exercises, each accompanied by solutions, detailed explanations, and four related problems.
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Historical stock prices of Alphabet Inc. (GOOG)
Time Period: April 01, 2020 - October 01, 2020
alphabet_stock_data:
Description of Dataset:
- Date: It gives the date of which stocks details are given.
- Open: It gives the opening price of stock on that date.
- High: It gives the highest price to which the stock ascened on that day.
- Low: It gives the highest price to which the stock plummeted on that day.
- Close: It gives the closing price of stock on that date.
- Volume: It gives the amount of stock traded on that date.
- Adjusted Close: An adjusted closing price is a stock’s closing price on any given day of trading that has been amended to include any distributions and corporate actions that occurred at any time prior to the next day’s open.
Click here to download alphabet_stock_data.csv
1. Historical Stock Prices Line Plot
Write a Pandas program to create a line plot of the historical stock prices of Alphabet Inc. between two specific dates.
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2. Opening and Closing Prices Line Plot
Write a Pandas program to create a line plot of the opening, closing stock prices of Alphabet Inc. between two specific dates.
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3. Trading Volume Bar Plot
Write a Pandas program to create a bar plot of the trading volume of Alphabet Inc. stock between two specific dates.
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4. Opening and Closing Prices Bar Plot
Write a Pandas program to create a bar plot of opening, closing stock prices of Alphabet Inc. between two specific dates.
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5. Stacked Bar Plot of Opening and Closing Prices
Write a Pandas program to create a stacked bar plot of opening, closing stock prices of Alphabet Inc. between two specific dates.
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6. Horizontal Stacked Bar Plot of Opening and Closing Prices
Write a Pandas program to create a horizontal stacked bar plot of opening, closing stock prices of Alphabet Inc. between two specific dates.
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7. Histograms of Stock Prices
Write a Pandas program to create a histograms plot of opening, closing, high, low stock prices of Alphabet Inc. between two specific dates.
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8. Stacked Histograms of Stock Prices
Write a Pandas program to create a stacked histograms plot of opening, closing, high, low stock prices of Alphabet Inc. between two specific dates.
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9. Horizontal and Cumulative Histogram of Opening Prices
Write a Pandas program to draw a horizontal and cumulative histograms plot of opening stock prices of Alphabet Inc. between two specific dates.
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10. Stacked Histograms with More Bins
Write a Pandas program to create a stacked histograms plot of opening, closing, high, low stock prices of Alphabet Inc. between two specific dates with more bins.
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11. Stacked Histograms with More Bins (Alternate)
Write a Pandas program to create a stacked histograms plot with more bins of opening, closing, high, low stock prices of Alphabet Inc. between two specific dates.
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12. Plot of Stock Price and Trading Volume
Write a Pandas program to create a plot of stock price and trading volume of Alphabet Inc. between two specific dates.
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13. Plot of OHLC and Volume
Write a Pandas program to create a plot of Open, High, Low, Close, Adjusted Closing prices and Volume of Alphabet Inc. between two specific dates.
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14. Plot with 30 & 40 Day Simple Moving Averages
Write a Pandas program to create a plot of adjusted closing prices, thirty days and forty days simple moving average of Alphabet Inc. between two specific dates.
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15. Plot with 30 Day SMA and Exponential Moving Average
Write a Pandas program to create a plot of adjusted closing prices, 30 days simple moving average and exponential moving average of Alphabet Inc. between two specific dates.
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16. Scatter Plot: Trading Volume vs. Stock Prices
Write a Pandas program to create a scatter plot of the trading volume/stock prices of Alphabet Inc. stock between two specific dates.
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17. Plot Daily Percentage Returns
Write a Pandas program to create a plot to visualize daily percentage returns of Alphabet Inc. stock price between two specific dates.
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18. Plot Stock Price Volatility
Write a Pandas program to plot the volatility over a period of time of Alphabet Inc. stock price between two specific dates.
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19. Histogram: Daily Return Distribution
Write a Pandas program to create a histogram to visualize daily return distribution of Alphabet Inc. stock price between two specific dates.
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Python Code Editor:
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