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The Data Visualization Workshop

You're reading from   The Data Visualization Workshop A self-paced, practical approach to transforming your complex data into compelling, captivating graphics

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800568846
Length 536 pages
Edition 1st Edition
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Authors (2):
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Mario Döbler Mario Döbler
Author Profile Icon Mario Döbler
Mario Döbler
Tim Großmann Tim Großmann
Author Profile Icon Tim Großmann
Tim Großmann
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Toc

4. Simplifying Visualizations Using Seaborn

Activity 4.01: Using Heatmaps to Find Patterns in Flight Passengers' Data

Solution:

Find the patterns in the flight passengers' data with the help of a heatmap:

  1. Create an Activity4.01.ipynb Jupyter notebook in the Chapter04/Activity4.01 folder to implement this activity.
  2. Import the necessary modules and enable plotting within a Jupyter notebook:
    %matplotlib inline
    import numpy as np
    import pandas as pd
    import matplotlib.pyplot as plt
    import seaborn as sns
    sns.set()
  3. Use pandas to read the flight_details.csv dataset located in the Datasets folder. The given dataset contains the monthly figures for flight passengers for the years 1949 to 1960:
    data = pd.read_csv("../../Datasets/flight_details.csv")
  4. Now, we can use the pivot() function to transform the data into a format that is suitable for heatmaps:
    data = data.pivot("Months", "Years", "Passengers")
    data = data.reindex...
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