{"id":26244996,"url":"https://github.com/abdiasarsene/mapping_and_evolution_of_circular_business_models","last_synced_at":"2025-03-13T12:22:21.002Z","repository":{"id":282142530,"uuid":"947585513","full_name":"Abdiasarsene/Mapping_and_Evolution_of_Circular_Business_Models","owner":"Abdiasarsene","description":"This repository analyzes trends in circular business models using NLP techniques like LDA for thematic analysis, word clouds for visualization, and spaCy for semantic exploration.","archived":false,"fork":false,"pushed_at":"2025-03-13T01:51:28.000Z","size":0,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-13T02:34:36.107Z","etag":null,"topics":["lda-model","seaborn","sklearn","spacy","wordcloud-visualization"],"latest_commit_sha":null,"homepage":"https://github.com/Abdiasarsene/Mapping_and_Evolution_of_Circular_Business_Models","language":"Python","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/Abdiasarsene.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}},"created_at":"2025-03-12T23:32:15.000Z","updated_at":"2025-03-13T01:56:37.000Z","dependencies_parsed_at":"2025-03-13T02:44:38.107Z","dependency_job_id":null,"html_url":"https://github.com/Abdiasarsene/Mapping_and_Evolution_of_Circular_Business_Models","commit_stats":null,"previous_names":["abdiasarsene/mapping_and_evolution_of_circular_business_models"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdiasarsene%2FMapping_and_Evolution_of_Circular_Business_Models","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdiasarsene%2FMapping_and_Evolution_of_Circular_Business_Models/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdiasarsene%2FMapping_and_Evolution_of_Circular_Business_Models/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdiasarsene%2FMapping_and_Evolution_of_Circular_Business_Models/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Abdiasarsene","download_url":"https://codeload.github.com/Abdiasarsene/Mapping_and_Evolution_of_Circular_Business_Models/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243402048,"owners_count":20285146,"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":["lda-model","seaborn","sklearn","spacy","wordcloud-visualization"],"created_at":"2025-03-13T12:22:19.929Z","updated_at":"2025-03-13T12:22:20.934Z","avatar_url":"https://github.com/Abdiasarsene.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Circular Business Models Analysis\n\nThis repository focuses on analyzing the evolution and trends in circular business models using state-of-the-art Natural Language Processing (NLP) techniques. It explores themes through **thematic analysis** with LDA (Latent Dirichlet Allocation), visualizes keywords with **word clouds**, and performs **semantic analysis** leveraging spaCy.\n\n## Features\n\n- **Thematic Analysis**:\n  - Implements LDA for topic modeling to identify dominant themes across textual data.\n- **Keyword Visualization**:\n  - Generates word clouds to highlight the most frequently occurring terms and keywords.\n- **Semantic Analysis**:\n  - Leverages spaCy for analyzing word relationships, phrase dependencies, and sentiment/context comprehension.\n\n## Getting Started\n\n### Prerequisites\nEnsure you have the following installed on your system:\n- Python 3.8+\n- `pandas` for data manipulation\n- `numpy` for numerical computations\n- `matplotlib` and `wordcloud` for data visualization\n- `spacy` for semantic analysis\n- `gensim` for LDA-based topic modeling\n\n### Installation\n1. Clone the repository:\n   ```bash\n   git clone https://github.com/your-username/circular-business-models-analysis.git\n   cd circular-business-models-analysis\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdiasarsene%2Fmapping_and_evolution_of_circular_business_models","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabdiasarsene%2Fmapping_and_evolution_of_circular_business_models","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdiasarsene%2Fmapping_and_evolution_of_circular_business_models/lists"}