Text Summarization Assignment. Answer the following; Please ensure to include screenshots of your work in python and link to the data used.

 

# Import Libraries

 

Step 1: Import Data

• Import and clean data (you can use, webpage, speeches, pdf's, Movies etc.)
• Tokenize the text into individual sentences if your data is a single string

Step 2: Create  Search Engine

• Using each sentence as your "documents", create a search engine to find specific pieces of text.
• Search for several items.

Step 3: Create Text Summary

• Create a text summary using Topic Modeling.

Step 4: Interpretation

• What did you learn about the chosen webpage from the above analysis? How well did the search engine work? What could make it better? How well does the text summary compare to your understanding of the text? (Write at least 5 sentences)

Step 5: Application

• Describe some real-world application that could use the techniques from this section. Define a problem or question, what data would be needed, how the data would be analyzed, and what insights/solutions could be drawn from the analysis.