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

Remarks by President Biden in Address to a Joint Session of Congress

Speech
  • Date: April 29, 2021
  • Speaker(s):
Average objectivity: 0.12
Average polarity: 0.39

Remarks by President Biden on the Way Forward in Afghanistan

Speech
  • Date: April 16, 2021
  • Speaker(s):
Average objectivity: 0.10
Average polarity: 0.37

Bernie Sanders Senate Floor Speech on Minimum Wage March 5

Speech
  • Date: March 5, 2021
  • Speaker(s):
Average objectivity: 0.11
Average polarity: 0.49

New York Gov. Andrew Cuomo COVID-19 Press Conference March 3: Addresses Sexual Harassment Allegations

Speech
  • Date: March 3, 2021
  • Speaker(s):
Average objectivity: 0.11
Average polarity: 0.46

Remarks by President Biden on the Administration’s COVID-19 Vaccination Efforts

Speech
  • Date: March 2, 2021
  • Speaker(s):
Average objectivity: 0.18
Average polarity: 0.43

Remarks by President Biden at a FEMA COVID-19 Vaccination Facility

Speech
  • Date: March 1, 2021
  • Speaker(s):
Average objectivity: 0.14
Average polarity: 0.43

Senate Hearing on January 6 Capitol Attack

Senate Hearing
  • Date: Feb. 24, 2021
  • Speaker(s):
Average objectivity: 0.11
Average polarity: 0.46

Remarks by President Biden on the American Rescue Plan and Signing of Executive Orders

Speech
  • Date: Jan. 22, 2021
  • Speaker(s):
Average objectivity: 0.13
Average polarity: 0.39

Inaugural Address by President Joseph R. Biden, Jr.

Speech
  • Date: Jan. 22, 2021
  • Speaker(s):
Average objectivity: 0.16
Average polarity: 0.45
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