Overview

What is sentiment analysis?

The process of computationally identifying and categorizing opinions expressed in a piece of text, especially in order to determine whether the writer's attitude towards a particular topic, product, etc. is positive, negative, or neutral.

What is analyzed

Any speeches, interviews, article, debate, or any input text. Mostly focusing on news, historical speeches/articles, government to understand general idea of text without reading the entire text

Collected sentiment in from text

Sentiment

  • average objectivity
  • average polarity

Sentences

  • most positive
  • most negative
  • most objective
  • most subjective

Visualization

  • sentiment over time
  • frequency of sentiment scores

Part of speech

  • most used nouns
  • most used verbs
  • most used adverbs
  • most used adjectives

Sentiment guide

Each sentence is analyzed using machine learning algorithm to get a sentiment score. Polarity scores determine how positive or negative sentence is. Objectivity scores determine how objective or subjective each sentence is
Polarity
Negative speech
Positive speech
-1
1

Objectivity
Subjective speech
Objective speech
0
1

Recent additions

Joe Biden Speech: Russia Invades Ukraine

Speech
  • Date: Feb. 24, 2022
  • Speaker(s):
Average objectivity: 0.03
Average polarity: 0.29

Remarks By President Biden To Mark One Year Since The January 6th Deadly Assault On The U.S. Capitol

Speech
  • Date: Jan. 6, 2022
  • Speaker(s):
Average objectivity: 0.07
Average polarity: 0.26

Remarks by President Biden on the November Jobs Report

Speech
  • Date: Dec. 3, 2021
  • Speaker(s):
Average objectivity: 0.10
Average polarity: 0.34

Joe Biden October Jobs Report Speech

Speech
  • Date: Nov. 8, 2021
  • Speaker(s):
Average objectivity: 0.12
Average polarity: 0.33

Joe Biden Build Back Better Infrastructure Speech

Speech
  • Date: Oct. 25, 2021
  • Speaker(s):
Average objectivity: 0.10
Average polarity: 0.31

Joe Biden September Jobs Report Speech

Speech
  • Date: Oct. 8, 2021
  • Speaker(s):
Average objectivity: 0.11
Average polarity: 0.28

Remarks by President Biden on the COVID-⁠19 Response and the Vaccination Program

Speech
  • Date: Sept. 24, 2021
  • Speaker(s):
Average objectivity: 0.03
Average polarity: 0.25

Remarks by President Biden on Fighting the COVID-⁠19 Pandemic

Speech
  • Date: Sept. 9, 2021
  • Speaker(s):
Average objectivity: 0.07
Average polarity: 0.27

Remarks by President Biden on the Drawdown of U.S. Forces in Afghanistan

Speech
  • Date: July 8, 2021
  • Speaker(s):
Average objectivity: 0.08
Average polarity: 0.22

Statement by President Joe Biden on Global Vaccine Distribution

Speech
  • Date: June 3, 2021
  • Speaker(s):
Average objectivity: 0.12
Average polarity: 0.28
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