{"id":28574500,"url":"https://github.com/nrhnnii/social-media-computing","last_synced_at":"2026-04-22T16:32:11.542Z","repository":{"id":290775315,"uuid":"971250861","full_name":"nrhnnii/Social-Media-Computing","owner":"nrhnnii","description":"A comprehensive NLP project analyzing Malaysian restaurant reviews using traditional and transformer-based sentiment analysis, social network modeling, and opinion mining techniques.","archived":false,"fork":false,"pushed_at":"2025-05-27T03:45:34.000Z","size":3260,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-05-27T04:33:30.927Z","etag":null,"topics":["networkx","nlp","opinion-mining","sentiment-analysis","spacy","text-mining","transformers","vader"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nrhnnii.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-04-23T08:34:33.000Z","updated_at":"2025-05-27T03:45:38.000Z","dependencies_parsed_at":"2025-05-07T16:21:27.044Z","dependency_job_id":null,"html_url":"https://github.com/nrhnnii/Social-Media-Computing","commit_stats":null,"previous_names":["nrhnnii/social-media-computing"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nrhnnii%2FSocial-Media-Computing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nrhnnii%2FSocial-Media-Computing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nrhnnii%2FSocial-Media-Computing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nrhnnii%2FSocial-Media-Computing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nrhnnii","download_url":"https://codeload.github.com/nrhnnii/Social-Media-Computing/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nrhnnii%2FSocial-Media-Computing/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":259159615,"owners_count":22814490,"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":["networkx","nlp","opinion-mining","sentiment-analysis","spacy","text-mining","transformers","vader"],"created_at":"2025-06-10T22:00:40.819Z","updated_at":"2026-04-22T16:32:06.504Z","avatar_url":"https://github.com/nrhnnii.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 📚 Natural Language Processing on Malaysian Restaurant Reviews\n\nThis repository explores a full NLP pipeline using real-world customer reviews from Google Maps. The tutorials cover everything from basic preprocessing to advanced sentiment analysis and social network modeling — all using the same dataset:\n\n📁 **Dataset**: [GoogleReview_data_cleaned.csv](https://www.kaggle.com/datasets/choonkhonng/malaysia-restaurant-review-datasets)  \n🗂️ **Source**: Google Maps reviews of restaurants across Malaysia\n\n---\n\n## 🔍 Tutorials Overview\n\n### 📁 Tutorial 3 \u0026 4 – Text Preprocessing \u0026 NLP with NLTK\n**Goal**: Learn essential text preprocessing techniques  \n**Topics**:\n- Sentence segmentation, tokenization, case folding\n- Punctuation and stopword removal\n- POS tagging, stemming\n- Named Entity Recognition (NER) using spaCy\n- Word cloud visualization\n\n---\n\n### 📁 Tutorial 5 \u0026 6 – Sentiment Analysis with TextBlob \u0026 VADER\n**Goal**: Extract sentiment orientation using lexicon-based models  \n**Tools**: TextBlob, VADER  \n**Tasks**:\n- Polarity and subjectivity scoring\n- Social-media-aware sentiment analysis\n- Comparing and visualizing both tools\n\n---\n\n### 📁 Tutorial 7 – Social Network Analysis with NetworkX \u0026 Louvain\n**Goal**: Discover user behavior through reviewer–restaurant relationships  \n**Tools**: NetworkX, community-louvain  \n**Tasks**:\n- Bipartite graph modeling\n- Reviewer similarity projection\n- Community detection and visualization\n\n---\n\n### 📁 Tutorial 8 \u0026 9 – Opinion Mining \u0026 Sentiment Enrichment with Transformers\n**Goal**: Go deeper into meaning, tone, and nuance in user reviews  \n**Tools**: spaCy, pywsd, Hugging Face Transformers, VADER  \n**Tasks**:\n- Named Entity Recognition (NER)\n- Word Sense Disambiguation (WSD)\n- Sentence sentiment classification (RoBERTa)\n- Lexicon-based word sentiment\n- Polarity and sentiment strength extraction\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnrhnnii%2Fsocial-media-computing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnrhnnii%2Fsocial-media-computing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnrhnnii%2Fsocial-media-computing/lists"}