mirror of
https://github.com/semantica-agi/semantica.git
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Fix GraphRAG notebook: embedding dimension check, update LLM model to llama-3.3-70b-versatile, fix file ingestion, graph metrics access, and export methods
This commit is contained in:
KaifAhmad1
@@ -2250,7 +2250,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 85,
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"execution_count": 86,
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"metadata": {},
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"outputs": [
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{
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@@ -2259,8 +2259,8 @@
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"text": [
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"\n",
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"Exporting knowledge graph...\n",
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" Warning: JSON export error: 'GraphExporter' object has no attribute 'export_json'\n",
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" Warning: GraphML export error: 'GraphExporter' object has no attribute 'export_graphml'\n",
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" Exported to JSON: graphrag_kg.json\n",
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" Exported to GraphML: graphrag_kg.graphml\n",
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"\n",
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"Phase 7 Complete. Graph visualized and exported.\n"
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]
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@@ -2276,14 +2276,14 @@
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"\n",
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"# Export to JSON (human-readable, easy to process)\n",
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"try:\n",
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" exporter.export_json(kg_final, \"graphrag_kg.json\")\n",
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" exporter.export_knowledge_graph(kg_final, \"graphrag_kg.json\", format=\"json\")\n",
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" print(\" Exported to JSON: graphrag_kg.json\")\n",
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"except Exception as e:\n",
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" print(f\" Warning: JSON export error: {e}\")\n",
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"\n",
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"# Export to GraphML (standard graph format)\n",
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"try:\n",
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" exporter.export_graphml(kg_final, \"graphrag_kg.graphml\")\n",
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" exporter.export_knowledge_graph(kg_final, \"graphrag_kg.graphml\", format=\"graphml\")\n",
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" print(\" Exported to GraphML: graphrag_kg.graphml\")\n",
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"except Exception as e:\n",
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" print(f\" Warning: GraphML export error: {e}\")\n",
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@@ -0,0 +1,254 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<graphml xmlns="http://graphml.graphdrawing.org/xmlns"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
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http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
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<key id="type" for="node" attr.name="type" attr.type="string"/>
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<key id="confidence" for="node" attr.name="confidence" attr.type="double"/>
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<graph id="G" edgedefault="directed">
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<node id="makeup_and_beauty_blog">
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<data key="label">Makeup and Beauty Blog</data>
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<data key="type">ORG</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="monday_poll">
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<data key="label">Monday Poll</data>
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<data key="type">EVENT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="2007">
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<data key="label">2007</data>
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<data key="type">DATE</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="rosacea">
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<data key="label">Rosacea</data>
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<data key="type">CONCEPT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="dr._bailey">
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<data key="label">Dr. Bailey</data>
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<data key="type">PERSON</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="green_tea_antioxidant_skin_therapy">
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<data key="label">Green Tea Antioxidant Skin Therapy</data>
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<data key="type">PRODUCT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="vol._892">
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<data key="label">Vol. 892</data>
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<data key="type">EVENT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="laneige">
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<data key="label">Laneige</data>
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<data key="type">ORG</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="sausalito">
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<data key="label">Sausalito</data>
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<data key="type">GPE</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="ulta">
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<data key="label">Ulta</data>
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<data key="type">ORG</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="december_15,_2025">
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<data key="label">December 15, 2025</data>
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<data key="type">DATE</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="jo_malone">
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<data key="label">Jo Malone</data>
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<data key="type">ORG</data>
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<data key="confidence">1</data>
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</node>
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<node id="trader_joe">
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<data key="label">Trader Joe</data>
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<data key="type">ORG</data>
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<data key="confidence">1</data>
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</node>
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<node id="hawaii">
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<data key="label">hawaii</data>
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<data key="type">GPE</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="benzoyl_peroxide_cream">
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<data key="label">Benzoyl Peroxide Cream</data>
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<data key="type">PRODUCT</data>
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<data key="confidence">1</data>
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</node>
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<node id="facial_dandruff">
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<data key="label">Facial dandruff</data>
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<data key="type">CONCEPT</data>
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<data key="confidence">1</data>
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</node>
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<node id="calming_zinc_soap">
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<data key="label">Calming Zinc Soap</data>
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<data key="type">PRODUCT</data>
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<data key="confidence">1</data>
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</node>
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<node id="hydrate">
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<data key="label">Hydrate</data>
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<data key="type">CONCEPT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="daily_moisturizing_face_cream">
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<data key="label">Daily Moisturizing Face Cream</data>
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<data key="type">PRODUCT</data>
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<data key="confidence">1.0</data>
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</node>
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<node id="omega_enriched_face_booster_oil">
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<data key="label">Omega Enriched Face Booster Oil</data>
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<data key="type">PRODUCT</data>
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<data key="confidence">1.0</data>
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</node>
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<edge source="Makeup and Beauty Blog" target="Monday Poll">
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<data key="label">hosts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Monday Poll" target="December 15, 2025">
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<data key="label">occurs on</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Makeup and Beauty Blog Monday Poll, Vol. 893">
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<data key="label">publishes</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Monday">
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<data key="label">has</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="2007">
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<data key="label">has</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Monday Poll">
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<data key="label">hosts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Makeup and Beauty Blog Monday Poll">
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<data key="label">posts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Vol. 892">
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<data key="label">posts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="2007">
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<data key="label">has been active since</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="MBB" target="Makeup and Beauty Blog">
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<data key="label">related_to</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Makeup and Beauty Blog">
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<data key="label">related_to</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Monday Poll">
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<data key="label">hosts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Vol. 891">
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<data key="label">posts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Makeup and Beauty Blog" target="Monday Poll">
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<data key="label">posts</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Cavallo Point" target="Sausalito">
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<data key="label">located_in</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Dr. Bailey" target="Green Tea Antioxidant Skin Therapy">
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<data key="label">prescribes</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Green Tea Antioxidant Skin Therapy" target="Rosacea Therapy Skin Care Kit">
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<data key="label">part of</data>
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<data key="confidence">0.9</data>
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</edge>
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<edge source="Dr. Bailey" target="Rosacea Therapy Skin Care Kit">
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<data key="label">uses</data>
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<data key="confidence">0.9</data>
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||||
</edge>
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<edge source="Rosacea Therapy Skin Care Kit" target="rosacea treatment routine">
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<data key="label">part of</data>
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<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Dr. Bailey" target="rosacea treatment routine">
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<data key="label">uses</data>
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<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Facial dandruff" target="rosacea">
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<data key="label">often occurs with</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Facial dandruff" target="rosacea">
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||||
<data key="label">needs to be addressed</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Calming Zinc Soap" target="Facial dandruff">
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<data key="label">is often sufficient to control</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Calming Zinc Soap" target="rosacea">
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<data key="label">is often sufficient to control</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
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||||
<edge source="Green Tea Antioxidant Skin Therapy" target="Facial dandruff">
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||||
<data key="label">is often sufficient to control</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
|
||||
<edge source="Green Tea Antioxidant Skin Therapy" target="rosacea">
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||||
<data key="label">is often sufficient to control</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
|
||||
<edge source="Dr. Bailey's Skincare" target="Calming Zinc Soap">
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<data key="label">produces</data>
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<data key="confidence">0.9</data>
|
||||
</edge>
|
||||
<edge source="Dr. Bailey's Skincare" target="Green Tea Antioxidant Skin Therapy">
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||||
<data key="label">produces</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
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||||
<edge source="Dr. Bailey" target="Calming Zinc Soap">
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||||
<data key="label">prescribes</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
|
||||
<edge source="Dr. Bailey" target="Green Tea Antioxidant Skin Therapy">
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||||
<data key="label">prescribes</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
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||||
<edge source="Hydrate" target="Daily Moisturizing Face Cream">
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<data key="label">is_achieved_by</data>
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||||
<data key="confidence">0.9</data>
|
||||
</edge>
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||||
<edge source="Daily Moisturizing Face Cream" target="Omega Enriched Face Booster Oil">
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||||
<data key="label">can_be_combined_with</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
|
||||
<edge source="Omega Enriched Face Booster Oil" target="castor seed oil">
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<data key="label">contains</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
|
||||
<edge source="Omega Enriched Face Booster Oil" target="sea buckthorn">
|
||||
<data key="label">contains</data>
|
||||
<data key="confidence">0.9</data>
|
||||
</edge>
|
||||
<edge source="Daily Moisturizing Face Cream" target="Omega Enriched Face Booster Oil">
|
||||
<data key="label">can_be_replaced_with</data>
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||||
<data key="confidence">0.9</data>
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||||
</edge>
|
||||
</graph>
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||||
</graphml>
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@@ -0,0 +1,678 @@
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{
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||||
"nodes": [
|
||||
{
|
||||
"id": "makeup_and_beauty_blog",
|
||||
"label": "Makeup and Beauty Blog",
|
||||
"type": "ORG",
|
||||
"attributes": {
|
||||
"confidence": 1.0,
|
||||
"provenance": {
|
||||
"merged_from": [
|
||||
{
|
||||
"id": "makeup_and_beauty_blog",
|
||||
"name": "Makeup and Beauty Blog",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "makeup_and_beauty_blog",
|
||||
"name": "Makeup and Beauty Blog",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "makeup_and_beauty_blog_monday_poll,_vol._893",
|
||||
"name": "Makeup and Beauty Blog Monday Poll, Vol. 893",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "makeup_and_beauty_blog_monday_poll",
|
||||
"name": "Makeup and Beauty Blog Monday Poll",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "mbb",
|
||||
"name": "MBB",
|
||||
"source": null
|
||||
}
|
||||
],
|
||||
"merge_count": 5
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": "monday_poll",
|
||||
"label": "Monday Poll",
|
||||
"type": "EVENT",
|
||||
"attributes": {
|
||||
"confidence": 1.0,
|
||||
"provenance": {
|
||||
"merged_from": [
|
||||
{
|
||||
"id": "monday_poll",
|
||||
"name": "Monday Poll",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "monday_poll",
|
||||
"name": "Monday Poll",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "monday",
|
||||
"name": "Monday",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "holiday",
|
||||
"name": "holiday",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "holiday",
|
||||
"name": "holiday",
|
||||
"source": null
|
||||
}
|
||||
],
|
||||
"merge_count": 5
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": "2007",
|
||||
"label": "2007",
|
||||
"type": "DATE",
|
||||
"attributes": {
|
||||
"confidence": 1.0,
|
||||
"provenance": {
|
||||
"merged_from": [
|
||||
{
|
||||
"id": "2007",
|
||||
"name": "2007",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "2007",
|
||||
"name": "2007",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "2024",
|
||||
"name": "2024",
|
||||
"source": null
|
||||
}
|
||||
],
|
||||
"merge_count": 3
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": "rosacea",
|
||||
"label": "Rosacea",
|
||||
"type": "CONCEPT",
|
||||
"attributes": {
|
||||
"confidence": 1.0,
|
||||
"provenance": {
|
||||
"merged_from": [
|
||||
{
|
||||
"id": "rosacea",
|
||||
"name": "Rosacea",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "rosacea",
|
||||
"name": "rosacea",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "rosacea_treatment_routine",
|
||||
"name": "rosacea treatment routine",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "rosie",
|
||||
"name": "Rosie",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "rosacea_therapy_skin_care_kit",
|
||||
"name": "Rosacea Therapy Skin Care Kit",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "marnie",
|
||||
"name": "Marnie",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "cavallo_point",
|
||||
"name": "Cavallo Point",
|
||||
"source": null
|
||||
},
|
||||
{
|
||||
"id": "castor_seed_oil",
|
||||
"name": "castor seed oil",
|
||||
"source": null
|
||||
}
|
||||
],
|
||||
"merge_count": 8
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": "dr._bailey",
|
||||
"label": "Dr. Bailey",
|
||||
"type": "PERSON",
|
||||
"attributes": {
|
||||
"confidence": 1.0,
|
||||
"provenance": {
|
||||
"merged_from": [
|
||||
{
|
||||
"id": "dr._bailey",
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Reference in New Issue
Block a user