Added arc1 validation process spacy results and exxeta checks. and also the option that both check each other.
s8613
parent
fc9302cbbb
commit
14b66a31b8
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EXXETA_API_KEY = "eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0b2tlbiI6IjIzYzA0NGEzOWY5OWIxMjdmODA5ODA0YmMxZTczN2UyIn0.uOD9GhvFl1hqd2B3dyb0IOJ4x_o1IPcMckeQxh2KNj0"
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EXXETA_BASE_URL = "https://ai.exxeta.com/api/v2/azure/openai"
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MODEL_ID = "gpt-35-turbo"
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from config import EXXETA_API_KEY, EXXETA_BASE_URL
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import requests
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import json
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from pathlib import Path
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MODEL = "gpt-35-turbo"
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SPACY_ENTITIES_PATH = "../fine_tuning_spaCy/entities_output.json"
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OCR_PITCHBOOK_PATH = "../ocr/output/Pitchbook 1-OCR.json"
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OUTPUT_PATH = "mcp_spacy_validated_result.json"
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def load_spacy_entities():
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with open(SPACY_ENTITIES_PATH, "r", encoding="utf-8") as f:
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return json.load(f)
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def load_pitchbook_pages():
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with open(OCR_PITCHBOOK_PATH, "r", encoding="utf-8") as f:
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return json.load(f)
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def get_page_text(pages, page_number):
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for page in pages:
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if page.get("page") == page_number:
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return page.get("text", "")
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return ""
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def normalize_entity(entity):
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return ' '.join(entity.replace('\n', ' ').split())
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def validate_entity_with_exxeta(entity, page_num, text):
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prompt = (
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f"Du bist ein Validator für extrahierte Begriffe aus OCR-Texten.\n\n"
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f"Ziel: Überprüfe, ob die folgende Ziel-Formulierung im angegebenen OCR-Text auf Seite {page_num} vorkommt.\n\n"
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f"Ziel-Formulierung:\n"
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f"\"{entity}\"\n\n"
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f"Validierungsregeln:\n"
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f"- Groß- und Kleinschreibung ignorieren.\n"
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f"- Zusätzliche oder fehlende Leerzeichen, Zeilenumbrüche, Kommas, Schrägstriche ('/') oder Wörter wie 'und'/'or' zwischen Begriffen sind erlaubt.\n"
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f"- Leichte OCR-Fehler sind zulässig (z.B. fehlende oder doppelte Buchstaben).\n"
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f"- Wenn die Begriffe zusammen im selben Kontext stehen, zählt das als Treffer.\n"
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f"- Antworte **ausschließlich** mit \"true\" (Treffer) oder \"false\" (kein Treffer).\n"
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f"- Keine Kommentare, keine Begründungen, nur 'true' oder 'false'.\n\n"
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f"OCR-Text auf Seite {page_num}:\n{text}"
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)
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headers = {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {EXXETA_API_KEY}"
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}
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payload = {
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"model": MODEL,
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"messages": [
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{"role": "system", "content": "Du bist ein Validierungsassistent. Antwort nur mit true oder false."},
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{"role": "user", "content": prompt}
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],
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"temperature": 0.0
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}
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url = f"{EXXETA_BASE_URL}/deployments/{MODEL}/chat/completions"
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try:
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response = requests.post(url, headers=headers, json=payload)
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response.raise_for_status()
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content = response.json()["choices"][0]["message"]["content"].strip().lower()
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return "true" in content
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except Exception as e:
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print(f"⚠️ Validation failed for '{entity}' on page {page_num}: {e}")
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return False
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def run():
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spacy_entities = load_spacy_entities()
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pitchbook_pages = load_pitchbook_pages()
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validated_results = []
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for entity_data in spacy_entities:
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raw_entity = entity_data.get("entity")
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page = entity_data.get("page")
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entity = normalize_entity(raw_entity)
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page_text = get_page_text(pitchbook_pages, page)
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is_valid = validate_entity_with_exxeta(entity, page, page_text)
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validated_results.append({
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"label": entity_data.get("label"),
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"entity": raw_entity,
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"page": page,
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"validated": is_valid
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})
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with open(OUTPUT_PATH, "w", encoding="utf-8") as f:
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json.dump(validated_results, f, indent=2, ensure_ascii=False)
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print(f"✅ Validation complete! Results saved to {OUTPUT_PATH}")
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if __name__ == "__main__":
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run()
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[
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{
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"label": "RISIKOPROFIL",
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"entity": "Core and Core+",
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"page": 4,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core, core+, value-added",
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"page": 7,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core/Core+",
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"page": 10,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core/core+",
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"page": 10,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core/Core+",
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"page": 10,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "UK, DE, BE, NL, LU,",
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"page": 10,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core / Core +",
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"page": 12,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core\n/ core+",
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"page": 12,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core",
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"page": 12,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Term / core+",
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"page": 12,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core/core+",
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"page": 12,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "6,4 6,4",
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"page": 13,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Country /",
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"page": 14,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core\nCore\nCore\nCore\nCore\nCore\nCore\nCore",
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"page": 14,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Country /",
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"page": 15,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core\nCore\nCore\nCore\nCore\nCore",
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"page": 15,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "countries, giving",
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"page": 18,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core/core+",
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"page": 20,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core/core+",
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"page": 20,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "D, and",
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"page": 21,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "UK, DE, BE, NL, LU,",
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"page": 26,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "core or",
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"page": 27,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core +",
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"page": 27,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "kgCO,e",
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"page": 30,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "C,",
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"page": 32,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "KfW, Dwp",
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"page": 35,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Bank,",
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"page": 35,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 36,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 36,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 37,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 37,
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"validated": true
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 38,
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"validated": false
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},
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{
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"label": "RISIKOPROFIL",
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"entity": "Core",
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"page": 38,
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"validated": true
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}
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]
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import json
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from pathlib import Path
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KPI_SERVICE_MAP = {
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"risikoprofil": ["spacy", "exxeta"],
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# "fondsname": ["exxeta"],
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# "fundvolume": ["spacy", "exxeta"],
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}
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SPACY_ENTITIES_PATH = "../fine_tuning_spaCy/entities_output.json"
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EXXETA_ENTITIES_PATH = "../merge_validate-arc2/exxeta_result.json"
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def load_spacy_entities(path):
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with open(path, "r", encoding="utf-8") as f:
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return json.load(f)
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def load_exxeta_entities(path):
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with open(path, "r", encoding="utf-8") as f:
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return json.load(f)
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def normalize(text):
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if not text:
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return ""
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return text.strip().lower().replace(" ", "").replace("/", "/")
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def validate_kpi(kpi, spacy_entities, exxeta_entities):
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results = []
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spacy_kpi = [e for e in spacy_entities if e.get("label", "").lower() == kpi]
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exxeta_kpi = [e for e in exxeta_entities if e.get("label", "").lower() == kpi]
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spacy_by_page = {}
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for e in spacy_kpi:
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spacy_by_page.setdefault(e["page"], []).append(e)
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exxeta_by_page = {}
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for e in exxeta_kpi:
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exxeta_by_page.setdefault(e["page"], []).append(e)
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all_pages = set(spacy_by_page.keys()).union(exxeta_by_page.keys())
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for page in sorted(all_pages):
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spacy_entries = spacy_by_page.get(page, [])
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exxeta_entries = exxeta_by_page.get(page, [])
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for se in spacy_entries:
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se_entity = normalize(se["entity"])
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matched = False
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for ee in exxeta_entries:
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ee_entity = normalize(ee["entity"])
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if se_entity == ee_entity:
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results.append({
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"kpi": kpi,
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"entity": se["entity"],
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"page": page,
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"validation_status": "validated"
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})
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matched = True
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break
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if not matched:
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results.append({
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"kpi": kpi,
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"entity": se["entity"],
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"page": page,
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"validation_status": "spacy-only"
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})
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for ee in exxeta_entries:
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ee_entity = normalize(ee["entity"])
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if not any(normalize(se["entity"]) == ee_entity for se in spacy_entries):
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results.append({
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"kpi": kpi,
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"entity": ee["entity"],
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"page": page,
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"validation_status": "exxeta-only"
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})
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return results
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def save_results(results, filename):
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with open(filename, "w", encoding="utf-8") as f:
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json.dump(results, f, indent=2, ensure_ascii=False)
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def run():
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spacy_entities = load_spacy_entities(SPACY_ENTITIES_PATH)
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exxeta_entities = load_exxeta_entities(EXXETA_ENTITIES_PATH)
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all_results = []
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for kpi, services in KPI_SERVICE_MAP.items():
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results = validate_kpi(kpi, spacy_entities, exxeta_entities)
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all_results.extend(results)
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save_results(all_results, "mcp_validated_result.json")
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print("✅ Validation complete! Output: mcp_validated_result.json")
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if __name__ == "__main__":
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run()
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[
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{
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"kpi": "risikoprofil",
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"entity": "Core and Core+",
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"page": 4,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "core, core+, value-added",
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"page": 7,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Core",
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"page": 9,
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"validation_status": "exxeta-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Core/Core+",
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"page": 10,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "core/core+",
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"page": 10,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Core/Core+",
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"page": 10,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "UK, DE, BE, NL, LU,",
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"page": 10,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Core / Core +",
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"page": 12,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "core\n/ core+",
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"page": 12,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "core",
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"page": 12,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Term / core+",
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"page": 12,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "core/core+",
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"page": 12,
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"validation_status": "validated"
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},
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{
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"kpi": "risikoprofil",
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"entity": "6,4 6,4",
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"page": 13,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
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"entity": "Country /",
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"page": 14,
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"validation_status": "spacy-only"
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},
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{
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"kpi": "risikoprofil",
|
||||
"entity": "Core\nCore\nCore\nCore\nCore\nCore\nCore\nCore",
|
||||
"page": 14,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 14,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 14,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 14,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 14,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 14,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Country /",
|
||||
"page": 15,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core\nCore\nCore\nCore\nCore\nCore",
|
||||
"page": 15,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 15,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 15,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 15,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 15,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 15,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "countries, giving",
|
||||
"page": 18,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 19,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "core/core+",
|
||||
"page": 20,
|
||||
"validation_status": "validated"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "core/core+",
|
||||
"page": 20,
|
||||
"validation_status": "validated"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "D, and",
|
||||
"page": 21,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "UK, DE, BE, NL, LU,",
|
||||
"page": 26,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 26,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "core or",
|
||||
"page": 27,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core +",
|
||||
"page": 27,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core Offices, Core + assets",
|
||||
"page": 27,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "kgCO,e",
|
||||
"page": 30,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "C,",
|
||||
"page": 32,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core, Core+",
|
||||
"page": 33,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "KfW, Dwp",
|
||||
"page": 35,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Bank,",
|
||||
"page": 35,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 35,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 35,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 36,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 36,
|
||||
"validation_status": "spacy-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core Parking",
|
||||
"page": 36,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core Parking",
|
||||
"page": 36,
|
||||
"validation_status": "exxeta-only"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 37,
|
||||
"validation_status": "validated"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 37,
|
||||
"validation_status": "validated"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 38,
|
||||
"validation_status": "validated"
|
||||
},
|
||||
{
|
||||
"kpi": "risikoprofil",
|
||||
"entity": "Core",
|
||||
"page": 38,
|
||||
"validation_status": "validated"
|
||||
}
|
||||
]
|
||||
Loading…
Reference in New Issue