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lwdozal authored Feb 1, 2025
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# Data Science: Projects and Publications

## Dissertation Research: Feature Extraction for Narrative Network, Data Mapping, and Community Detection
- Createad a customized image and metadata collector script using the Instaloader package built in Python. Collected 11,000+ images and metadata from Instagram.
- Createad a customized image and metadata collector script using the Instaloader package built in Python. Collected 19,000+ images and metadata from Instagram. Currently cleaning the data with an expected output of ~13,000 images in the dataset.
- Instagram Affordances and biases for information diffusion analysis
- Ontology Building
- Knowledge base and scene graph building
- Narrative Frame Network Visualization *(forthcoming)*
- Narrative Network Building *(forthcoming)*
- Image feature extraction
- Semantic qualities and distinct features in social media posts
- Visual Discourse Analysis *(forthcoming)*
- With the systematic and structural techniques of content analysis
- Community Detection *(forthcoming)*
- Data Mapping and Fieldwork *(forthcoming)*

[Website in progreass](https://lwdozal.github.io/SM_Narrative/)
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