In this particular project, we are going to work on the inaugural corpora from the nltk in Python. We will be looking at the following speeches of the Presidents of the United States of America:

President Franklin D$.$ Roosevelt in $1941$

President John F$.$ Kennedy in $1961$

President Richard Nixon in $1973$

Code Snippet to extract the three speeches:

$"$

import nltk

nltk$.$download$(\text{'}$inaugural$\text{'})$

from nltk$.$corpus import inaugural

inaugural.fileids$()$

Roosevelt$=$ inaugural.raw$(\text{'}1941-$Roosevelt.txt$\text{'})$

Kennedy $=$ inaugural.raw$(\text{'}1961-$Kennedy.txt$\text{'})$

Nixon $=$ inaugural.raw$(\text{'}1973-$Nixon.txt$\text{'})$

$"$

Problem $2\mathrm{.}1-$ Define the problem and Perform Exploratory Data Analysis

$-$Problem Definition $-$ Find the number of Character, words & sentences in all three speeches

Problem $2\mathrm{.}2-$ Text cleaning

$-$ Stopword removal $-$ Stemming $-$ find the $3$ most common words used in all three speeches

Problem $2\mathrm{.}3-$ Plot Word cloud of all three speeches

$-$ Show the most common words used in all three speeches in the form of word clouds