Customer_satisfaction_analysis
基于在线民宿 UGC 数据的意见挖掘项目，包含数据挖掘和NLP 相关的处理，负责数据采集、主题抽取、情感分析等任务。目的是克服用户打分和评论不一致，实时对在线民宿的 POI 信息的功能；构建了基于在线民宿语料的 LDA 自动主题聚类模型，利用主题中心词能找出对应的主题属性字典；以用户打分作为标注，然后 litNlp 自带的字符级 TextCNN 进行情感分析，将情感分类概率分布作为情感趋势，最后通过 POI 热力图的方式对不同地域的民宿满意度进行展示。软件版本请见链接。
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Paddlenlp | 10,908 |  | 19 | 3 months ago | 87 | September 14, 2023 | 891 | apache-2.0 | Python | |
| 👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc. | ||||||||||
| Fingpt | 10,376 | 3 months ago | 2 | October 20, 2023 | 57 | mit | Jupyter Notebook | |||
| Data-Centric FinGPT. Open-source for open finance! Revolutionize 🔥 We release the trained model on HuggingFace. | ||||||||||
| Pattern | 8,519 | 10 months ago | 1 | October 03, 2019 | 173 | bsd-3-clause | Python | |||
| Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization. | ||||||||||
| Nlp.js | 5,944 |  | 1 | 92 | 5 months ago | 40 | January 12, 2023 | 109 | mit | JavaScript |
| An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more | ||||||||||
| Pytorch Sentiment Analysis | 4,133 | 4 months ago | 3 | mit | Jupyter Notebook | |||||
| Tutorials on getting started with PyTorch and TorchText for sentiment analysis. | ||||||||||
| Spark Nlp | 3,578 |  | 30 | 4 months ago | 134 | December 08, 2023 | 43 | apache-2.0 | Scala | |
| State of the Art Natural Language Processing | ||||||||||
| Cluedatasetsearch | 2,778 | a year ago | 6 | Python | ||||||
| 搜索所有中文NLP数据集，附常用英文NLP数据集 | ||||||||||
| Rust Bert | 2,300 |  | 7 | 4 months ago | 45 | June 03, 2023 | 47 | apache-2.0 | Rust | |
| Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...) | ||||||||||
| Sentiment | 2,208 |  | 980 | 117 | 4 years ago | 26 | August 22, 2019 | 14 | mit | JavaScript |
| AFINN-based sentiment analysis for Node.js. | ||||||||||
| Harvesttext | 2,055 | 8 months ago | 39 | September 03, 2023 | 15 | mit | Python | |||
| 文本挖掘和预处理工具（文本清洗、新词发现、情感分析、实体识别链接、关键词抽取、知识抽取、句法分析等），无监督或弱监督方法 | ||||||||||
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Python
Natural Language Processing
Sentiment Analysis