Welcome to "The Researchers' Guide" Medium blog! 📑📚

Here, you will get all the codes and datasets of my data science blogs "The Researchers' Guide" and "onezero.blog".

Currently working on a data visualisation blog series, where we will learn how to built plots in python from scratch using matplotlib, pandas and seaborn.

• Importing libraries

• Getting familiar with the matplotlib's attributes and methods

• Line plot

  • Basics of plotting using a lineplot
  • Line plot using real-world dataset
  • Line plot customization
  • Plotting time series data using twin axis line plot

  Blog: Introduction to Line Plot — Matplotlib, Pandas and Seaborn Visualization Guide (Part 1)

• Bar plot

  • Basics of barplot

  • Dodged barplot

    • Dodged barplot [matplotlib style]
    • Dodged barplot [pandas and matplotlib style]
    • Dodged barplot with pandas DataFrame [seaborn style]

    Blog: Introduction to Dodged Bar Plot — Matplotlib, Pandas and Seaborn Visualization Guide (Part 2.1)

  • Stacked barplot

    • Stacked barplot [matplotlib style]
    • Stacked barplot [pandas and matplotlib style]

    Blog: Introduction to Stacked Bar Plot — Matplotlib, Pandas and Seaborn Visualization Guide (Part 2.2)

  • Generating a barplot that represent the mean tip for each day by sex category

    • Plot using DataFrame [matplotlib style]
    • Plot using DataFrame [seaborn style]

• Pie chart

  • Full pie chart
  • Donut pie chart

• Box plot

  • Practical example of subplots (row = 2, col = 2)
  • Boxplot subplot [matplotlib style]
  • Boxplot subplot with pandas DataFrame [seaborn style]

• Boxen plot/letter value plot

• Violin plot

  • Violin plot [seaborn style]
  • Dodged violin plot [seaborn style]

• Bee Swarm plot

• Distribution/Histogram plot

  • Distribution plot [matplotlib style]
  • Distribution plot [seaborn style]
  • Adding customisation to Distribution plot [seaborn style]

• Scatter plot

  • Scatterplot [matplotlib style]
  • Scatterplot [seaborn style]
  • Faceted scatterplot with relplot() [seaborn style]

• Joint plot

• Pair plot