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@@ -37,92 +37,86 @@ We're enabling **the first publicly available and transparent research for acade
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The project is organized into a modular structure to promote maintainability, reusability, and clear separation of concerns. This is the current folder layout but can change over time:
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```
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WebKnoGraph/ (Project root)
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├── assets/ # Project assets (images, etc.)
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│ ├── 01_crawler.png
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│ ├── 02_embeddings.png
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WebKnoGraph/ (Project Root)
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├── .github/
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│ └── workflows/
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│ ├── lint_and_format.yaml
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│ └── python_tests.yaml
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├── assets/
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│ ├── 03_link_graph.png
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│ ├── 04_graphsage_01.png
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│ ├── 04_graphsage_02.png
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│ ├── 06_HITS_PageRank_Sorted_URLs.png
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│ ├── WL_logo.png
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│ ├── bmc-brand-logo.png
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│ ├── crawler_ui.png
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│ ├── embeddings_ui.png
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│ ├── fcse_logo.png
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│ └── kalicube.com.png
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├── data/ # (This directory should typically be empty in the repo, used for runtime output)
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│ ├── link_graph_edges.csv # Example of existing data files
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│ ├── internal-linking-seo-roi-cropped.png
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│ ├── kalicube.com.png
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│ ├── pagerank_ui.png
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│ ├── product_roadmap.png
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│ ├── test_completed_1.png
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│ ├── test_completed_2.png
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│ ├── WebKnoGraph.png
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│ └── WL_logo.png
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├── data/
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│ ├── crawled_data_parquet/
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│ │ └── crawl_date=2025-06-28/
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│ ├── prediction_model/
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│ │ └── model_metadata.json # Example of existing data files
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│ └── url_analysis_results.csv # Example of existing data files
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├── notebooks/ # Jupyter notebooks, each acting as a UI entry point
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│ ├── crawler_ui.ipynb # UI for Content Crawler
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│ ├── embeddings_ui.ipynb # UI for Embeddings Pipeline
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│ ├── link_crawler_ui.ipynb # UI for Link Graph Extractor
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│ ├── link_prediction_ui.ipynb # UI for GNN Link Prediction & Recommendation
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