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Upload spanish_legal_ner.py

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  1. spanish_legal_ner.py +223 -0
spanish_legal_ner.py ADDED
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+
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+ #Script executed in a notebook in Google Colab
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+
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+ !pip install argilla -q #Intalls Argilla
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+
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+ !huggingface-cli login #Logs on Hugging Face
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+
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+ #Dataset creation on Argila Application
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+
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+ import argilla as rg
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+
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+ client = rg.Argilla(
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+ api_url="https://javierbarbaesparcia-spanish-legal-ner.hf.space",
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+ api_key="LSm85ZCk-G_RWZlp4YOrz8T8xY9T4ygjypJXKApS9N9yZsbHoSFIlqZyFqLmTitPncnUSaQBFqRBOBvVxFlJemNoj0HcrsJhjP2of-1tOzw",
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+ )
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+
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+ settings = rg.Settings(
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+ guidelines="These are some guidelines.",
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+ fields=[
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+ rg.TextField(
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+ name="law_cont"
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+ ),
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+ ],
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+ questions=[
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+ rg.SpanQuestion(
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+ field="law_cont",
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+ name="label",
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+ labels={
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+ "PERSON": "Person",
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+ "ORG": "Organization",
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+ "LOC": "Location",
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+ "DATE": "Date",
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+ "REF": "Reference"
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+ }
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+ ),
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+ rg.MultiLabelQuestion(
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+ name="label_multi",
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+ labels={
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+ "RIGHT": "Right",
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+ "DUTY": "Duty",
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+ "SANC": "Sanction"
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+ }
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+ )
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+ ],
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+ metadata=[
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+ rg.TermsMetadataProperty(
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+ name="fecha_actualizacion",
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+ title="Update date",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="identificador",
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+ title="Identifier",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="ambito",
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+ title="Domain",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="departamento",
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+ title="Department",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="rango",
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+ title="Type of legislation",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="fecha_disposicion",
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+ title="Provision date",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="numero_oficial",
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+ title="Official number",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="titulo",
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+ title="Title",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="diario",
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+ title="Paper",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="fecha_publicacion",
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+ title="Publication date",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="diario_numero",
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+ title="Paper number",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="fecha_vigencia",
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+ title="Validity date",
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+ visible_for_annotators="true",
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="estatus_derogacion",
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+ title="Update date",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="fecha_derogacion",
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+ title="Repeal date",
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+ visible_for_annotators="true",
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="estatus_anulacion",
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+ title="Cancellation state",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="vigencia_agotada",
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+ title="Validity runned out",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="estado_consolidacion",
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+ title="Consolidation state",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="url_eli",
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+ title="Link",
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+ visible_for_annotators="true"
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+ ),
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+ rg.TermsMetadataProperty(
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+ name="url_html_consolidada",
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+ title="Html link",
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+ visible_for_annotators="true"
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+ )
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+ ]
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+ )
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+
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+ dataset = rg.Dataset(
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+ name="spanish_legal_ner",
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+ settings=settings,
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+ )
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+
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+ dataset.create()
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+
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+ #Retrieval of data from BOE API
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+
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+ pip install requests
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+ import argilla as rg
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+
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+ client = rg.Argilla(
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+ api_url="https://javierbarbaesparcia-spanish-legal-ner.hf.space",
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+ api_key="" #For security reasons API key is ofuscated
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+ )
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+ import requests
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+ import json
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+ import xml.etree.ElementTree as ET
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+ dataset=client.datasets("spanish_legal_ner")
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+ law_list = json.loads(response.text)
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+ for item in law_list.get("data"):
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+ identifier = item.get("identificador")
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+ print("Retrieving metadata of "+identifier)
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+ print("Retrieving block list of "+identifier)
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+ api_url="https://boe.es/datosabiertos/api/legislacion-consolidada/id/"+identifier+"/texto/indice"
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+ respbloc = requests.get(api_url,headers = {'Accept': 'application/json'})
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+ print(respbloc.status_code)
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+ block_list = json.loads(respbloc.text)
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+ for item1 in block_list.get("data"):
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+ item2=item1.get("bloque")
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+ for item3 in item2:
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+ block = item3.get("id")
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+ print("Retrieving data in block " +block)
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+ api_url="https://boe.es/datosabiertos/api/legislacion-consolidada/id/"+identifier+"/texto/bloque/"+block
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+
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+ data = requests.get(api_url,headers = {'Accept': 'application/xml'})
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+
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+ metadata_url="https://boe.es/datosabiertos/api/legislacion-consolidada/id/"+identifier+"/metadatos"
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+
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+ metadata = requests.get(metadata_url,headers = {'Accept': 'application/json'})
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+
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+ datatext = data
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+ metadatatext = json.loads(metadata.text).get("data")[0]
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+ print("Data: "+str(data.status_code))
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+ print("Metadata: "+str(metadata.status_code))
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+ final = ""
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+ root = ET.fromstring(data.content)
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+ for desc in root.iter('p'):
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+ final = final + ("" if desc.text is None else desc.text)
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+
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+ record = [rg.Record(
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+ fields={
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+ "law_cont": final
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+ },
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+ metadata={
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+ "fecha_actualizacion": metadatatext.get("fecha_actualizacion"),
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+ "identificador": metadatatext.get("identificador"),
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+ "ambito": metadatatext.get("ambito").get("texto"),
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+ "departamento": metadatatext.get("departamento").get("texto"),
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+ "rango": metadatatext.get("rango").get("texto"),
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+ "fecha_disposicion": metadatatext.get("fecha_disposicion"),
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+ "numero_oficial": metadatatext.get("numero_oficial"),
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+ "titulo": metadatatext.get("titulo"),
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+ "diario": metadatatext.get("diario"),
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+ "fecha_publicacion": metadatatext.get("fecha_publicacion"),
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+ "diario_numero": metadatatext.get("diario_numero"),
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+ "fecha_vigencia": metadatatext.get("fecha_vigencia"),
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+ "estatus_derogacion": metadatatext.get("estatus_derogacion"),
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+ "fecha_derogacion": metadatatext.get("fecha_derogacion"),
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+ "estatus_anulacion": metadatatext.get("estatus_anulacion"),
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+ "vigencia_agotada": metadatatext.get("vigencia_agotada"),
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+ "estado_consolidacion": metadatatext.get("estado_consolidacion").get("texto"),
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+ "url_eli": metadatatext.get("url_eli"),
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+ "url_html_consolidada": metadatatext.get("url_html_consolidada")
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+ },
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+ )
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+ ]
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+
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+ dataset.records.log(record)