Feat: Adds ontology scientific paper demo (#662)
<!-- .github/pull_request_template.md --> ## Description Adds ontology demo 2 ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin --------- Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
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hajdul88
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examples/data/scientific_papers/TOJ-22-0073_152Mendoza.pdf
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examples/data/scientific_papers/TOJ-22-0073_152Mendoza.pdf
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examples/data/scientific_papers/nutrients-13-01241.pdf
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examples/data/scientific_papers/nutrients-13-01241.pdf
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examples/python/ontology_demo_example_2.py
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examples/python/ontology_demo_example_2.py
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import cognee
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import asyncio
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from cognee.shared.logging_utils import get_logger
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import os
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import textwrap
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from cognee.api.v1.search import SearchType
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from cognee.api.v1.visualize.visualize import visualize_graph
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async def run_pipeline(ontology_path=None):
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await cognee.prune.prune_data()
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await cognee.prune.prune_system(metadata=True)
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scientific_papers_dir = os.path.join(
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os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "data", "scientific_papers/"
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)
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await cognee.add(scientific_papers_dir)
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pipeline_run = await cognee.cognify(ontology_file_path=ontology_path)
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return pipeline_run
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async def query_pipeline(questions):
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answers = []
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for question in questions:
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search_results = await cognee.search(
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query_type=SearchType.GRAPH_COMPLETION,
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query_text=question,
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)
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answers.append(search_results)
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return answers
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def print_comparison_table(questions, answers_with, answers_without, col_width=45):
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separator = "-" * (col_width * 3 + 6)
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header = f"{'Question'.ljust(col_width)} | {'WITH Ontology (owl grounded facts)'.ljust(col_width)} | {'WITHOUT Ontology'.ljust(col_width)}"
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logger.info(separator)
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logger.info(header)
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logger.info(separator)
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for q, with_o, without_o in zip(questions, answers_with, answers_without):
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q_wrapped = textwrap.fill(q, width=col_width)
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with_o_wrapped = textwrap.fill(str(with_o), width=col_width)
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without_o_wrapped = textwrap.fill(str(without_o), width=col_width)
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q_lines = q_wrapped.split("\n")
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with_lines = with_o_wrapped.split("\n")
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without_lines = without_o_wrapped.split("\n")
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max_lines = max(len(q_lines), len(with_lines), len(without_lines))
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for i in range(max_lines):
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q_line = q_lines[i] if i < len(q_lines) else ""
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with_line = with_lines[i] if i < len(with_lines) else ""
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without_line = without_lines[i] if i < len(without_lines) else ""
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logger.info(
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f"{q_line.ljust(col_width)} | {with_line.ljust(col_width)} | {without_line.ljust(col_width)}"
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)
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logger.info(separator)
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async def main():
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questions = [
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"What are common risk factors for Type 2 Diabetes?",
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"What preventive measures reduce the risk of Hypertension?",
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"What symptoms indicate possible Cardiovascular Disease?",
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"I have blurred vision and a headache. What diease do I have?",
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"What diseases are associated with Obesity?",
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]
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ontology_path = os.path.join(
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os.path.dirname(os.path.abspath(__file__)),
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"ontology_input_example/enriched_medical_ontology_with_classes.owl",
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)
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logger.info("\n--- Generating answers WITH ontology ---\n")
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await run_pipeline(ontology_path=ontology_path)
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answers_with_ontology = await query_pipeline(questions)
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logger.info("\n--- Generating answers WITHOUT ontology ---\n")
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await run_pipeline()
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answers_without_ontology = await query_pipeline(questions)
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print_comparison_table(questions, answers_with_ontology, answers_without_ontology)
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await visualize_graph()
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if __name__ == "__main__":
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logger = get_logger()
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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try:
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loop.run_until_complete(main())
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finally:
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loop.run_until_complete(loop.shutdown_asyncgens())
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<?xml version="1.0" encoding="UTF-8"?>
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<rdf:RDF
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xmlns:ns1="http://example.org/ontology#"
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xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
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xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#"
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>
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<rdf:Description rdf:about="http://example.org/ontology#Type2Diabetes">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdfs:comment>A chronic condition that affects how the body processes glucose.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Obesity"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#PoorDiet"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#SedentaryLifestyle"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Genetics"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#WeightLoss"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#Exercise"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#ModerateCoffeeConsumption"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#IncreasedThirst"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#FrequentUrination"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Fatigue"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#InsulinResistance">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#HighBloodSugar">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#hasPreventiveFactor">
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#ObjectProperty"/>
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<rdfs:domain rdf:resource="http://example.org/ontology#Disease"/>
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<rdfs:range rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Hypertension">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdfs:comment>A condition where the force of blood against artery walls is too high.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#HighSaltIntake"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Obesity"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Stress"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Genetics"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#LowSodiumDiet"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#Exercise"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#ModerateCoffeeConsumption"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Headache"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Dizziness"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#BlurredVision"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Cancer">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdfs:comment>A disease of abnormal cell growth with potential to invade or spread.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Smoking"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Radiation"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Infections"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#GeneticMutations"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#Screening"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#HealthyDiet"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#ModerateCoffeeConsumption"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#UnexplainedWeightLoss"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Fatigue"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#LumpFormation"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#hasRiskFactor">
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#ObjectProperty"/>
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<rdfs:domain rdf:resource="http://example.org/ontology#Disease"/>
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<rdfs:range rdf:resource="http://example.org/ontology#RiskFactor"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#LowSodiumDiet">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#MetabolicSyndrome">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdfs:comment>A cluster of conditions increasing the risk of heart disease and diabetes.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Obesity"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#InsulinResistance"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Hypertension"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#HealthyDiet"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#PhysicalActivity"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#GreenCoffeeBlend"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#IncreasedWaistCircumference"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#HighBloodSugar"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Fatigue"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#ShortnessofBreath">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Disease">
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#Class"/>
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<rdfs:comment>Disease is a concept used to classify relevant medical terms.</rdfs:comment>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#HeartDisease">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Screening">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#AtrialFibrillation">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdfs:comment>An irregular and often rapid heart rhythm that may cause blood clots.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#HeartDisease"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#HighBloodPressure"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#AlcoholUse"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#HealthyDiet"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#Exercise"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#ModerateCoffeeConsumption"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Palpitations"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Weakness"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#ShortnessofBreath"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Genetics">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#ChestPain">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#PhysicalActivity">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#CardiovascularDisease">
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<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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<rdfs:comment>A class of diseases that involve the heart or blood vessels.</rdfs:comment>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Smoking"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#HighBloodPressure"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#HighCholesterol"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Diabetes"/>
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<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Obesity"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#PhysicalActivity"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#MediterraneanDiet"/>
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<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#ModerateCoffeeConsumption"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#ChestPain"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#ShortnessofBreath"/>
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<ns1:hasSymptom rdf:resource="http://example.org/ontology#Fatigue"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#HealthyDiet">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#HighSaltIntake">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Diabetes">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Palpitations">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Headache">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#BloodPressureControl">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#PreventiveFactor">
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#Class"/>
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<rdfs:comment>PreventiveFactor is a concept used to classify relevant medical terms.</rdfs:comment>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Symptom">
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#Class"/>
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<rdfs:comment>Symptom is a concept used to classify relevant medical terms.</rdfs:comment>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#MediterraneanDiet">
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<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#HighBloodPressure">
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<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#IncreasedThirst">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
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<rdf:Description rdf:about="http://example.org/ontology#Swelling">
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<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
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<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
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</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#BlurredVision">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#HeartFailure">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Disease"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
<rdfs:comment>A condition in which the heart is unable to pump sufficiently.</rdfs:comment>
|
||||
<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#CoronaryArteryDisease"/>
|
||||
<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Hypertension"/>
|
||||
<ns1:hasRiskFactor rdf:resource="http://example.org/ontology#Diabetes"/>
|
||||
<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#BloodPressureControl"/>
|
||||
<ns1:hasPreventiveFactor rdf:resource="http://example.org/ontology#HealthyLifestyle"/>
|
||||
<ns1:hasSymptom rdf:resource="http://example.org/ontology#ShortnessofBreath"/>
|
||||
<ns1:hasSymptom rdf:resource="http://example.org/ontology#Swelling"/>
|
||||
<ns1:hasSymptom rdf:resource="http://example.org/ontology#Fatigue"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#UnexplainedWeightLoss">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Fatigue">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Infections">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#IncreasedWaistCircumference">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#HealthyLifestyle">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#SedentaryLifestyle">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#GreenCoffeeBlend">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#ModerateCoffeeConsumption">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Obesity">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#HighCholesterol">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#GeneticMutations">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#AlcoholUse">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Dizziness">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Radiation">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#LumpFormation">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#PoorDiet">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Smoking">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Stress">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#hasSymptom">
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#ObjectProperty"/>
|
||||
<rdfs:domain rdf:resource="http://example.org/ontology#Disease"/>
|
||||
<rdfs:range rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#CoronaryArteryDisease">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#RiskFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Exercise">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#Weakness">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#WeightLoss">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#PreventiveFactor"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#FrequentUrination">
|
||||
<rdf:type rdf:resource="http://example.org/ontology#Symptom"/>
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#NamedIndividual"/>
|
||||
</rdf:Description>
|
||||
<rdf:Description rdf:about="http://example.org/ontology#RiskFactor">
|
||||
<rdf:type rdf:resource="http://www.w3.org/2002/07/owl#Class"/>
|
||||
<rdfs:comment>RiskFactor is a concept used to classify relevant medical terms.</rdfs:comment>
|
||||
</rdf:Description>
|
||||
</rdf:RDF>
|
||||
Loading…
Add table
Reference in a new issue