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File size: 4,142 Bytes
ff19e9c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 | from flask import Flask, send_from_directory, jsonify, request
from flask_cors import CORS
import requests
app = Flask(__name__, static_folder="static")
CORS(app)
KEY = "AIzaSyBiuY4AxuPgHcrViQJQ6BcKs1wOIqsiz74"
def fact_check(q):
try:
r = requests.get("https://factchecktools.googleapis.com/v1alpha1/claims:search",
params={"query": q[:200], "key": KEY, "languageCode": "fr"}, timeout=10)
if r.status_code == 200:
return [{"claim": c.get("text",""), "rating": c.get("claimReview",[{}])[0].get("textualRating","N/A")}
for c in r.json().get("claims",[])[:5]]
except Exception as e:
print(f"FactCheck error: {e}")
return []
@app.route("/")
def home():
return send_from_directory("static", "index.html")
@app.route("/static/<path:f>")
def static_f(f):
return send_from_directory("static", f)
@app.route("/api/verify", methods=["POST"])
def verify():
d = request.get_json()
fc = fact_check(d.get("input_data",""))
return jsonify({
"informationEntree": d.get("input_data",""),
"scoreCredibilite": 0.72,
"resumeAnalyse": f"{len(fc)} fact check(s) trouvé(s)" if fc else "Mode Demo",
"reglesAppliquees": {"fact_checking": fc},
"analyseNLP": {"sentiment": {"label": "NEUTRAL", "score": 0.65}, "coherence_score": 0.78,
"bias_analysis": {"score": 0.2, "label": "Low Bias"}, "entities": []},
"eeat_score": {"experience": 0.72, "expertise": 0.68, "authority": 0.75, "trust": 0.8, "overall": 0.74},
"trec_metrics": {"precision": 0.82, "recall": 0.75, "map": 0.68, "ndcg": 0.72, "tfidf": 0.45, "mrr": 1.0}
})
@app.route("/api/ontology/graph")
def graph():
return jsonify({
"nodes": [
{"id": "syscred:source_analyzed", "label": "Source Analysée", "type": "Source", "score": 0.72,
"uri": "http://syscred.uqam.ca/ontology#SourceAnalyzed"},
{"id": "syscred:claim_primary", "label": "Affirmation Principale", "type": "Claim", "score": 0.65,
"uri": "http://syscred.uqam.ca/ontology#PrimaryClaim"},
{"id": "syscred:evidence_trec", "label": "Preuve TREC", "type": "Evidence", "score": 0.82,
"uri": "http://syscred.uqam.ca/ontology#TRECEvidence"},
{"id": "syscred:evidence_factcheck", "label": "Google Fact Check", "type": "Evidence", "score": 0.78,
"uri": "http://syscred.uqam.ca/ontology#FactCheckEvidence"},
{"id": "syscred:entity_syscred", "label": "SysCRED", "type": "Entity", "score": 0.9,
"uri": "http://syscred.uqam.ca/ontology#SysCRED"},
{"id": "syscred:entity_uqam", "label": "UQAM", "type": "Entity", "score": 0.85,
"uri": "http://dbpedia.org/resource/Université_du_Québec_à_Montréal"},
{"id": "syscred:metric_eeat", "label": "E-E-A-T Score", "type": "Metric", "score": 0.74,
"uri": "http://syscred.uqam.ca/ontology#EEATMetric"},
{"id": "syscred:metric_trec", "label": "TREC Precision", "type": "Metric", "score": 0.82,
"uri": "http://syscred.uqam.ca/ontology#TRECPrecision"}
],
"links": [
{"source": "syscred:source_analyzed", "target": "syscred:claim_primary", "relation": "contient"},
{"source": "syscred:claim_primary", "target": "syscred:evidence_trec", "relation": "supporté_par"},
{"source": "syscred:claim_primary", "target": "syscred:evidence_factcheck", "relation": "vérifié_par"},
{"source": "syscred:source_analyzed", "target": "syscred:entity_syscred", "relation": "mentionne"},
{"source": "syscred:source_analyzed", "target": "syscred:entity_uqam", "relation": "mentionne"},
{"source": "syscred:source_analyzed", "target": "syscred:metric_eeat", "relation": "évalué_par"},
{"source": "syscred:evidence_trec", "target": "syscred:metric_trec", "relation": "mesuré_par"}
]
})
if __name__ == "__main__":
print("🚀 SysCRED + FactCheck: http://localhost:5001")
app.run(host="0.0.0.0", port=5001, debug=False)
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