{"id":26933080,"url":"https://github.com/xiaohan2012/twitter-sent-dnn","last_synced_at":"2025-07-02T14:36:46.553Z","repository":{"id":25749480,"uuid":"29187367","full_name":"xiaohan2012/twitter-sent-dnn","owner":"xiaohan2012","description":"Deep Neural Network for Sentiment Analysis on Twitter","archived":false,"fork":false,"pushed_at":"2022-06-21T21:07:28.000Z","size":19320,"stargazers_count":274,"open_issues_count":10,"forks_count":87,"subscribers_count":17,"default_branch":"master","last_synced_at":"2025-05-20T05:05:22.276Z","etag":null,"topics":["deep-neural-networks","sentiment-analysis","theano","twitter"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/xiaohan2012.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2015-01-13T11:44:06.000Z","updated_at":"2025-01-26T07:53:51.000Z","dependencies_parsed_at":"2022-07-10T13:00:28.199Z","dependency_job_id":null,"html_url":"https://github.com/xiaohan2012/twitter-sent-dnn","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/xiaohan2012/twitter-sent-dnn","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Ftwitter-sent-dnn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Ftwitter-sent-dnn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Ftwitter-sent-dnn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Ftwitter-sent-dnn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/xiaohan2012","download_url":"https://codeload.github.com/xiaohan2012/twitter-sent-dnn/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xiaohan2012%2Ftwitter-sent-dnn/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263157499,"owners_count":23422639,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["deep-neural-networks","sentiment-analysis","theano","twitter"],"created_at":"2025-04-02T09:17:30.100Z","updated_at":"2025-07-02T14:36:46.527Z","avatar_url":"https://github.com/xiaohan2012.png","language":"Python","funding_links":[],"categories":["Table of Contents","Libraries","Open Source Implementations"],"sub_categories":["Aspect-based Sentiment Analysis","Python"],"readme":"# Twitter Sentiment Analysis using ConvNet\n\nA tool to \n\n- predict sentiment \"positiveness\" for tweets\n\n\n## How to use it?\n\n```\n\u003e\u003e from sentiment import sentiment_score\n\u003e\u003e print sentiment_score(u\"I love you\")\n0.9999\n```\n\nIt returns a sentiment index ranging from 0 (negative sentiment) to 1 (positive sentiment). \n\n## Online Demo\n\n- predict sentiment \"positiveness\" for single tweets\n- gain an overview of the \"positiveness\" of [hashtags](https://support.twitter.com/articles/49309-using-hashtags-on-twitter#)\n\n\nClick [here](https://twitter-sentiment-cnn.herokuapp.com/)\n\n## Algorithm\n\n\nPlease refer to [A Convolutional Neural Network for Modelling Sentences](http://nal.co/papers/Kalchbrenner_DCNN_ACL14) for more information about the algorithm.\n\n## Technical choices\n\n- [Tornado](http://www.tornadoweb.org/en/stable/) as the web framework\n- [Theano](http://deeplearning.net/software/theano/) as the neural network training implementation\n- [Scipy](http://www.scipy.org/) as the neural network classification(online version) implementation\n\n## Training techniques\n\n1. Fan-in, fan-out initialization\n2. Dropout\n3. AdaDelta\n\n## Contributors\nHan Xiao and Yao Lu\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxiaohan2012%2Ftwitter-sent-dnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fxiaohan2012%2Ftwitter-sent-dnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxiaohan2012%2Ftwitter-sent-dnn/lists"}