kamganganthony / nlp-powered-quote-web-app

Get Powerful quotes on your phone or pc!!! NLP WEB APP

NLP-Powered-Quote-Web-App

       

Project Overview

• Created a web app that provides quotes from the internet based on your mood
• It makes use of an API to scrape quotes from the internet
• The app has 110 quotes at any given time that it uses NLP to categorize
• Sorted the quotes using VaderSentiment SentimentIntensityAnalyzer, from most pleasant to most unfriendly
• Used requests to get the quotes from the API
• On a mobile device, you can swipe through the app!
• I made a web app using Flask. Try it!!! It also works well on mobile.

Code and Resources Used

Python Version: 3.10.5

Packages: pandas, NumPy, sklearn, matplotlib, seaborn, vaderSentiment, requests, nltk

For Web Framework Requirements: pip install -r requirements.txt

API: https://github.com/lukePeavey/quotable

Flask Productionization: https://quotes-web-app-nlp-ml-powered-7d4f6b1a0e84.herokuapp.com/

Scraping the quotes

I used an API command to scrape exactly 110 quotes at a time that were no more than 262 words long:

• Aim for the moon. You might hit a star if you miss. --Stone, Clement

• We can do anything we want to if we stick to it long enough. --Helaine Keller

• You know you're in love when you can't fall asleep because reality is finally better than your dreams. --Dr. Seuss

• ...and many others

Classifying the quotations and taking care of the display

Getting the quotes, transforming them, and displaying them on the web app:

• Got quotes using requests

• Converted them to JSON before converting them to a data frame of quotes and authors

• Analyzed the quotes using the SentimentIntensityAnalyzer

• Arranged them according to their feelings

• Developed the logic to display quotes that are lighter or darker depending on the user's swipe

Page design

• Envato Elements is where I got the bottom graphics (paid)

• Used the website Canva to create the banner

• Handled the HTML and CSS for the quotes

• Swiping was made possible through Javascript code

https://quotes-web-app-nlp-ml-powered-7d4f6b1a0e84.herokuapp.com/