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Top 23 Python sentiment-analysis Projects
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PaddleNLP
๐ Easy-to-use and powerful NLP and LLM library with ๐ค Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including ๐Text Classification, ๐ Neural Search, โ Question Answering, โน๏ธ Information Extraction, ๐ Document Intelligence, ๐ Sentiment Analysis etc.
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Pattern
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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stocksight
Stock market analyzer and predictor using Elasticsearch, Twitter, News headlines and Python natural language processing and sentiment analysis
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ABSA-PyTorch
Aspect Based Sentiment Analysis, PyTorch Implementations. ๅบไบๆน้ข็ๆ ๆๅๆ๏ผไฝฟ็จPyTorchๅฎ็ฐใ
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obsei
Obsei is a low code AI powered automation tool. It can be used in various business flows like social listening, AI based alerting, brand image analysis, comparative study and more .
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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nlu
1 line for thousands of State of The Art NLP models in hundreds of languages The fastest and most accurate way to solve text problems.
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PIXIU
This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).
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camel_tools
A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.
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wallstreetbets-sentiment-analysis
This program finds the most mentioned ticker on r/wallstreetbets and uses Vader SentimentIntensityAnalyzer to calculate the sentiment analysis.
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NewsMTSC
Target-dependent sentiment classification in news articles reporting on political events. Includes a high-quality data set of over 11k sentences and a state-of-the-art classification model.
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tasksource
Datasets collection and standardization preprocessings for NLP extreme multitask learning
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hashformers
Hashformers is a framework for hashtag segmentation with Transformers and Large Language Models (LLMs).
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AREkit
Document level Attitude and Relation Extraction toolkit (AREkit) for sampling and processing large text collections with ML and for ML
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Stocksent
A Python library for sentiment analysis of various tickers from the latest news by trusted sources, and tools to plot results. ๐๐๐ฐ
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ARElight
Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit
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twitter-aws-comprehend
An app to analyze tweets using Amazon Comprehend's Sentiment Analysis service
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Project mention: Linus Torvalds' rants classified by negativity using sentiment analysis | news.ycombinator.com | 2024-04-04
Otherwise it depends on your use case. There are NLP libraries like this one that can do the job.
Project mention: Ask HN: What Underrated Open Source Project Deserves More Recognition? | news.ycombinator.com | 2024-03-07
Technically, BERT (bert-base) is not sota anymore. deberta+MTT-DNN (multi-task learning on many datasets) https://ibm.github.io/model-recycling/ is arguably sota.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python sentiment-analysis related posts
- Linus Torvalds' rants classified by negativity using sentiment analysis
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- Deep Learning IV: Bulbea: Deep Learning based Python Library. Deep Learning And Reinforcement Learning - star count:1798.0
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- Deep Learning IV: Bulbea: Deep Learning based Python Library. Deep Learning And Reinforcement Learning - star count:1798.0
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A note from our sponsor - SaaSHub
www.saashub.com | 26 Apr 2024
Index
What are some of the best open-source sentiment-analysis projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | PaddleNLP | 11,386 |
| 2 | Pattern | 8,662 |
| 3 | stocksight | 1,985 |
| 4 | bulbea | 1,969 |
| 5 | ABSA-PyTorch | 1,945 |
| 6 | obsei | 1,074 |
| 7 | linusrants | 1,040 |
| 8 | nlu | 805 |
| 9 | BERTweet | 556 |
| 10 | PIXIU | 399 |
| 11 | camel_tools | 376 |
| 12 | shifterator | 272 |
| 13 | Stocker | 149 |
| 14 | wallstreetbets-sentiment-analysis | 149 |
| 15 | NewsMTSC | 131 |
| 16 | orange3-text | 124 |
| 17 | tasksource | 119 |
| 18 | Sentiment-analysis-of-financial-news-data | 118 |
| 19 | hashformers | 63 |
| 20 | AREkit | 52 |
| 21 | Stocksent | 46 |
| 22 | ARElight | 35 |
| 23 | twitter-aws-comprehend | 16 |
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