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Sentiment Analysis App With React

Sentiment Analysis App With React

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In this digital world where everyone is sharing their thoughts online, it's necessary to know how your content impacts the readers.

The first duty of an editor is to gauge the sentiment of his reader, and then to tell them what they like to believe.
~ Thorstein Veblen

In this article, I'll show you how to create a simple React App for Sentiment Analysis using the react-sentiment package

Prerequisite

  • Basic knowledge of React
  • Text-editor of your choice

Step 1: Create React App

Create your React App using the command:

npx create-react-app sentiment-analysis-app

This will result in the following folder structure:

image.png

Step 2: Install npm package

Install npm sentiment package

npm install sentiment --save

Step 3: Add Input text field

Go to the src/App.js file and replace the existing code with the following:

import React, { useState, useEffect } from 'react';
import './App.css';

function App() {

  const [phrase, setPhrase] = useState('');

  return (
    <div className="App">
      <header className="App-header">
        <h2>Sentiment Analysis</h2>
        <input value={phrase} onChange={e => setPhrase(e.target.value)}
          style={{ padding: '20px', fontSize: '20px', width: '90%' }} />
      </header>
    </div>
  );
}

export default App;

Step 4: Add Sentiment Component

import Sentiment from 'sentiment';
const sentiment = new Sentiment();

Import the 'sentiment' package, which you install earlier into your file.

Now, when the user types anything in the Input text field we need to check the sentiment score.

  const [sentimentScore, setSentimentScore] = useState(null);

useEffect(() => {
    setSentimentScore(sentiment.analyze(phrase));
  }, [phrase]);

In the above code, we have created an initial state of sentiment score and after any change in a phrase, it will update the sentiment score.

Now, display sentiment score using:

{
          sentimentScore ?
          <p>Sentiment Score: {sentimentScore.score}</p>
          : ''
 }

Step 5: Change Images based on Sentiment score

Add the images of your choice inside the src/images folder which represent "happy", "sad" & "neutral" behavior.

Now display the different images based on sentiment score.

{
          sentimentScore ?
            sentimentScore.score === 0 ?
              <img src={neutralGIF} alt="neutral" />
              :
              sentimentScore.score > 0 ?
                <img src={positiveGIF} alt="postive" />
                :
                <img src={negativeGIF} alt="negative" />
            : ''
        }

Final Code

Your final code in src/App.js file will look like this:

import React, { useState, useEffect } from 'react';
import './App.css';
import positiveGIF from './images/positive.gif';
import negativeGIF from './images/negative.gif';
import neutralGIF from './images/neutral.gif';

import Sentiment from 'sentiment';
const sentiment = new Sentiment();

function App() {

  const [phrase, setPhrase] = useState('');
  const [sentimentScore, setSentimentScore] = useState(null);

  useEffect(() => {
    setSentimentScore(sentiment.analyze(phrase));
  }, [phrase]);

  return (
    <div className="App">
      <header className="App-header">
        <h2>Sentiment Analysis</h2>

        <input value={phrase} onChange={e => setPhrase(e.target.value)}
          style={{ padding: '20px', fontSize: '20px', width: '90%' }}
        />

        {
          sentimentScore !== null ?
            <p>Sentiment Score: {sentimentScore.score}</p>
            : ''
        }

        {
          sentimentScore ?
            sentimentScore.score === 0 ?
              <img src={neutralGIF} alt="neutral" />
              :
              sentimentScore.score > 0 ?
                <img src={positiveGIF} alt="postive" />
                :
                <img src={negativeGIF} alt="negative" />
            : ''
        }

      </header>
    </div>
  );
}

export default App;

Demo

image.png

image.png

image.png

Wrap Up

Thank you for reading. I hope you enjoyed reading it. Please share it with your network. Don’t forget to leave your comments below.

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