Other Types of Graphs

Let's learn the remaining types of plots that pandas can build.

Value	Kind of plot
`box`	for boxplot
`kde` or `density`	for density plots
`area`	for area plots
`hexbin`	for hexagonal bin plots
`pie`	for pie plots

What is a boxplot? A boxplot is a method of graphical representation of data minimum, quartiles, and maximum values. The lower side of rectangle is the first quartile (such a value that 25% of data is less than this value), the top side of rectangle is the third quartile (such a value that 75% of values is less than this value). Whiskers on a plot demonstates minimum and maximum. For instance, let's build a boxplot for the 'empinch' column (represents total household employment income).


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# Importing the library
import pandas as pd

# Reading the file
df = pd.read_csv('https://codefinity-content-media.s3.eu-west-1.amazonaws.com/f2947b09-5f0d-4ad9-992f-ec0b87cd4b3f/data4.csv')

# Scatter plot total income vs. dwelling price
df.empinch.plot(kind = 'box')

These types are the most popular, but you will face the remaining ones while studying visualization libraries.

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Section 4. Chapter 8

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Course Content

Data Manipulation using pandas

1. Preprocessing Data: Part I

What is Data Preprocessing?Types consistency Poor Data Presentation Manipulating Strings Challenge Replacing Specific Elements Simultaneous Replacement Challenge

2. Preprocessing Data: Part II

Logical Inconsistency Removing Rows Challenge Outliers Challenge Missing Values Filling NA values Challenge

3. Grouping Data

What is Grouping Data?Grouping in pandas [1/2]Challenge Grouping in pandas [2/2]Challenge Grouping by Several Columns Challenge

4. Aggregating and Visualizing Data

Advanced Aggregation [1/2]Challenge Advanced Aggregation [2/2]Challenge Histograms Challenge Bar and Scatter Plots Other Types of Graphs Challenge 1 Challenge 2

5. Joining Data

What is Joining Data?Left Join Right Join Inner Join Outer Join Concatenation