Sentiment Analysis for Comments using reusable libraries

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by Nathina dot icon Updated: Sep 20, 2021

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A sentiment analysis system examines comments and gives ratings based on their sentiments. The main objective of this system is to understand customer comments and uncover the hidden sentiment of customer feedback. Based on the sentiment analysis system, the product comments will be ranked according to the comments of various users. The system analyzes the comment and then finds the keywords to match with the keywords stored in the database. It can be set up in the following libraries. By analyzing a keyword, a product is rated as either good, bad, or very bad. Following are the steps to be followed for building sentiment analysis, 1. Analyzing the Comments 2. Classify the Words 3. Rating the Comments 4. Language Classification Database

Classify the Words

These libraries are used to classify the words in the comments.

ml-classify-text-jsby andreekeberg

JavaScript doticonstar image 45 doticonVersion:2.0.0doticon
License: Permissive (MIT)

Machine learning based text classification in JavaScript using n-grams and cosine similarity

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            ml-classify-text-jsby andreekeberg

            JavaScript doticon star image 45 doticonVersion:2.0.0doticon License: Permissive (MIT)

            Machine learning based text classification in JavaScript using n-grams and cosine similarity
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                      PTE2ASCby jjwangnlp

                      Python doticonstar image 7 doticonVersion:Currentdoticon
                      License: Permissive (MIT)

                      word embedding resources for sentiment classification

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                                PTE2ASCby jjwangnlp

                                Python doticon star image 7 doticonVersion:Currentdoticon License: Permissive (MIT)

                                word embedding resources for sentiment classification
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                                          Language Classification Database

                                          These libraries are used to classify the different language.

                                          nlp.jsby axa-group

                                          JavaScript doticonstar image 5642 doticonVersion:4.14.2doticon
                                          License: Permissive (MIT)

                                          An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more

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                                                    nlp.jsby axa-group

                                                    JavaScript doticon star image 5642 doticonVersion:4.14.2doticon License: Permissive (MIT)

                                                    An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more
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                                                              Rating the Comments

                                                              These libraries are used to rating the comments.

                                                              Python doticonstar image 26 doticonVersion:Currentdoticon
                                                              License: Others (Non-SPDX)

                                                              Learn how to use Kinesis Firehose, AWS Glue, S3, and Amazon Athena by streaming and analyzing reddit comments in realtime. 100-200 level tutorial.

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                                                                        analyzing-reddit-sentiment-with-awsby aws-samples

                                                                        Python doticon star image 26 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                        Learn how to use Kinesis Firehose, AWS Glue, S3, and Amazon Athena by streaming and analyzing reddit comments in realtime. 100-200 level tutorial.
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                                                                                  PHP doticonstar image 56 doticonVersion:v1.0doticon
                                                                                  License: Permissive (MIT)

                                                                                  Measure the sentiment towards a word, name or sentence on social networks

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                                                                                            sentiment-thermometerby isfonzar

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                                                                                            Measure the sentiment towards a word, name or sentence on social networks
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                                                                                                      JavaScript doticonstar image 45 doticonVersion:Currentdoticon
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                                                                                                      Accurate and fast sentiment scoring of phrases with #hashtags, emoticons :) & emojis 🎉

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                                                                                                                wink-sentimentby winkjs

                                                                                                                JavaScript doticon star image 45 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                Accurate and fast sentiment scoring of phrases with #hashtags, emoticons :) & emojis 🎉
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                                                                                                                          product-ratingby sahirzm

                                                                                                                          JavaScript doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                          License: Strong Copyleft (GPL-2.0)

                                                                                                                          Application to find ratings for products using public feeds from facebook and twitter using machine learning algorithms and sentiment analysis

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                                                                                                                                    product-ratingby sahirzm

                                                                                                                                    JavaScript doticon star image 1 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-2.0)

                                                                                                                                    Application to find ratings for products using public feeds from facebook and twitter using machine learning algorithms and sentiment analysis
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                                                                                                                                              Python doticonstar image 23 doticonVersion:v1.0.0doticon
                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                              Hepsiburada review/comment and rating scraper. Turkish text dataset creator for data science and NLP projects. 📜

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                                                                                                                                                        hepsiburada-review-scraperby 0x01h

                                                                                                                                                        Python doticon star image 23 doticonVersion:v1.0.0doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                        Hepsiburada review/comment and rating scraper. Turkish text dataset creator for data science and NLP projects. 📜
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                                                                                                                                                                  Analysing The Comments

                                                                                                                                                                  These libraries are used to Analyses the customer comments.

                                                                                                                                                                  sentimentby thisandagain

                                                                                                                                                                  JavaScript doticonstar image 2582 doticonVersion:v0.2.1doticon
                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                  AFINN-based sentiment analysis for Node.js.

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                                                                                                                                                                            sentimentby thisandagain

                                                                                                                                                                            JavaScript doticon star image 2582 doticonVersion:v0.2.1doticon License: Permissive (MIT)

                                                                                                                                                                            AFINN-based sentiment analysis for Node.js.
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                                                                                                                                                                                      lorcaby dmarman

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                                                                                                                                                                                      Natural Language Processing for Spanish in Node.js. Stemmer, sentiment analysis, readability, tf-idf with batteries, concordance and more!

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                                                                                                                                                                                                lorcaby dmarman

                                                                                                                                                                                                JavaScript doticon star image 81 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                Natural Language Processing for Spanish in Node.js. Stemmer, sentiment analysis, readability, tf-idf with batteries, concordance and more!
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                                                                                                                                                                                                          PHP doticonstar image 68 doticonVersion:1.2.2doticon
                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                          PHP Sentiment Analyzer is a lexicon and rule-based sentiment analysis tool that is used to understand sentiments in a sentence using VADER (Valence Aware Dictionary and sentiment Reasoner).

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                                                                                                                                                                                                                    php-sentiment-analyzerby davmixcool

                                                                                                                                                                                                                    PHP doticon star image 68 doticonVersion:1.2.2doticon License: Permissive (MIT)

                                                                                                                                                                                                                    PHP Sentiment Analyzer is a lexicon and rule-based sentiment analysis tool that is used to understand sentiments in a sentence using VADER (Valence Aware Dictionary and sentiment Reasoner).
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                                                                                                                                                                                                                              Java doticonstar image 0 doticonVersion:Currentdoticon
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                                                                                                                                                                                                                              Computes and visualizes the sentiment analysis of tweets of US States in real-time using Storm.

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                                                                                                                                                                                                                                        StormTweetsSentimentD3Vizby P7h

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                                                                                                                                                                                                                                        Computes and visualizes the sentiment analysis of tweets of US States in real-time using Storm.
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                                                                                                                                                                                                                                                  Tisane APIby Tisane_Labs

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                                                                                                                                                                                                                                                  Detect abusive textual content and granular sentiment in 27 languages

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                                                                                                                                                                                                                                                            Tisane APIby Tisane_Labs

                                                                                                                                                                                                                                                            Cloud API doticon star image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                                            Detect abusive textual content and granular sentiment in 27 languages
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                                                                                                                                                                                                                                                                      twitter-nlpby crawles

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                                                                                                                                                                                                                                                                      A web application for real-time machine learning and sentiment analysis on Tweets

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                                                                                                                                                                                                                                                                                twitter-nlpby crawles

                                                                                                                                                                                                                                                                                JavaScript doticon star image 36 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                A web application for real-time machine learning and sentiment analysis on Tweets
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                                                                                                                                                                                                                                                                                          TweetMapby zmyzheng

                                                                                                                                                                                                                                                                                          Java doticonstar image 39 doticonVersion:v2.0.0doticon
                                                                                                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                          A real time Tweet Trend Map and Sentiment Analysis web application with kafka, Angular, Spring Boot, Flink, Elasticsearch, Kibana, Docker and Kubernetes deployed on the cloud

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                                                                                                                                                                                                                                                                                                    TweetMapby zmyzheng

                                                                                                                                                                                                                                                                                                    Java doticon star image 39 doticonVersion:v2.0.0doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                    A real time Tweet Trend Map and Sentiment Analysis web application with kafka, Angular, Spring Boot, Flink, Elasticsearch, Kibana, Docker and Kubernetes deployed on the cloud
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                                                                                                                                                                                                                                                                                                              Swift doticonstar image 13 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                              📱 iOS APP that checks client sentiment based on Amazon product review using SwiftUI, Core ML, Create ML

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                                                                                                                                                                                                                                                                                                                        Client-Sentiment-Analyzerby cjaca

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                                                                                                                                                                                                                                                                                                                        📱 iOS APP that checks client sentiment based on Amazon product review using SwiftUI, Core ML, Create ML
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                                                                                                                                                                                                                                                                                                                                  PHP doticonstar image 21 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                  License: Strong Copyleft (GPL-2.0)

                                                                                                                                                                                                                                                                                                                                  This package is an implementation of the Naive Bayes Algorithm To Determine the sentiment of a particular statement, a book review, chat, speech and so on. It marks a sentence as positive, negative or neutral depending on the kind of words that are used, this can help in automatically selecting a review, comment or chat that has the best intentions in any situation.

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                                                                                                                                                                                                                                                                                                                                            PHP-Sentiment-Analyzerby Samshal

                                                                                                                                                                                                                                                                                                                                            PHP doticon star image 21 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-2.0)

                                                                                                                                                                                                                                                                                                                                            This package is an implementation of the Naive Bayes Algorithm To Determine the sentiment of a particular statement, a book review, chat, speech and so on. It marks a sentence as positive, negative or neutral depending on the kind of words that are used, this can help in automatically selecting a review, comment or chat that has the best intentions in any situation.
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                                                                                                                                                                                                                                                                                                                                                      JavaScript doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                      Real Time Dynamic Aspect Based Sentiment Analysis with efficient Cache Management on Consumer Products

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                                                                                                                                                                                                                                                                                                                                                                Aspect-Based-Sentiment-Analysisby pranithkumar

                                                                                                                                                                                                                                                                                                                                                                JavaScript doticon star image 1 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                Real Time Dynamic Aspect Based Sentiment Analysis with efficient Cache Management on Consumer Products
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                                                                                                                                                                                                                                                                                                                                                                          wp-kenzyaiby jasonjersey

                                                                                                                                                                                                                                                                                                                                                                          PHP doticonstar image 2 doticonVersion:1.0.2doticon
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                                                                                                                                                                                                                                                                                                                                                                          A Free Comment Sentiment Analysis for WordPress Powered by A.I.

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                                                                                                                                                                                                                                                                                                                                                                                    PHP doticon star image 2 doticonVersion:1.0.2doticon License: Strong Copyleft (GPL-2.0)

                                                                                                                                                                                                                                                                                                                                                                                    A Free Comment Sentiment Analysis for WordPress Powered by A.I.
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                                                                                                                                                                                                                                                                                                                                                                                              q/kdb+ Political Sentiment Analysis on Facebook Comments using Boosting Algorithm.

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                                                                                                                                                                                                                                                                                                                                                                                                        qPoliticalSentimentAnalysisby shahrzl

                                                                                                                                                                                                                                                                                                                                                                                                        Java doticon star image 5 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                        q/kdb+ Political Sentiment Analysis on Facebook Comments using Boosting Algorithm.
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                                                                                                                                                                                                                                                                                                                                                                                                                  Sentiment analysis on YouTube comments as chrome extension.

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                                                                                                                                                                                                                                                                                                                                                                                                                            YouTube-Comments-Analyzerby charlie-jones

                                                                                                                                                                                                                                                                                                                                                                                                                            JavaScript doticon star image 7 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                            Sentiment analysis on YouTube comments as chrome extension.
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                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                      It's a sentiment analysis system for Japanese customer reviews.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                japanese_sentimentby Darkmap

                                                                                                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 8 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                It's a sentiment analysis system for Japanese customer reviews.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          sentiment-analysisby pranitbose

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 10 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Sentiment Analysis of product based reviews using Machine Learning Approaches. This is my Final Year B.Tech Project, 2018.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    sentiment-analysisby pranitbose

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 10 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sentiment Analysis of product based reviews using Machine Learning Approaches. This is my Final Year B.Tech Project, 2018.
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