I decide to work on 3 famous speeches:
Speech 1: "I Have a Dream" by Martin Luther King Jr.
Speech 2: "The Hypocrisy of American Slavery" by Frederick Douglas
Speech 3: "Still I Rise" by Maya Angelou
Afer doing the text preprocessing and model calculation I get the folowiong word clouds and topic distribution graphs
Conlcusions:
Speech 1: "I Have a Dream" by Martin Luther King Jr.
- Word Cloud: The prominent words include "dream," "hope," "faith," "freedom," and "together."
- Topic Distribution: The speech heavily emphasizes topics related to hope, dreams, and freedom. The words "will," "dream," "nation," and "liberty" are recurrent, showing the focus on a collective vision for the future
- Word Cloud: The significant words include "nation," "every," "liberty," "hope," and "freedom."
- Topic Distribution: This speech strongly addresses the issues of liberty, hypocrisy, and the condition of the nation. Words like "nation," "liberty," and "freedom" suggest a critical examination of American values and the gap between ideals and reality.
Speech 3: "Still I Rise" by Maya Angelou
- Word Cloud: Key words include "rise," "hope," "nation," "day," and "liberty."
- Topic Distribution: The speech focuses on resilience and empowerment, with repeated mentions of "hope," "rise," and "nation," indicating a strong message of overcoming adversity and striving for equality.
- All three speeches share common themes of hope, freedom, and resilience.
- Words like "hope," "liberty," and "nation" appear frequently across all speeches, indicating their centrality to the messages conveyed by the speakers.
Regards,
Ana Guerreiro