super_eurlex.py

# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# TODO: Address all TODOs and remove all explanatory comments
"""TODO: Add a description here."""


import csv
import json
import os

import numpy as np
import pandas as pd

import datasets
from tqdm.auto import tqdm


# TODO: Add BibTeX citation
# Find for instance the citation on arxiv or on the dataset repo/website
_CITATION = """ """

# TODO: Add description of the dataset here
# You can copy an official description
_DESCRIPTION = """ """

# TODO: Add a link to an official homepage for the dataset here
_HOMEPAGE = ""

# TODO: Add the licence for the dataset here if you can find it
_LICENSE = ""

# TODO: Add link to the official dataset URLs here
# The HuggingFace Datasets library doesn't host the datasets but only points to the original files.
# This can be an arbitrary nested dict/list of URLs (see below in `_split_generators` method)
_URLS = {
    "first_domain": "https://huggingface.co/great-new-dataset-first_domain.zip",
    "second_domain": "https://huggingface.co/great-new-dataset-second_domain.zip",
}
AVAILABLE_LANGUAGES=['DE']#, 'EN'
SECTORS=['0', '1', '2', '3', '4', '5', '6', '8', '9', 'C', 'E']

# Features to override the standard most Features were scrapped as a sequence
# of strings with only the following exceptions
FEATURES = {
    'celex_id': datasets.Value("string"),
    'current_consolidated_version': datasets.Sequence(datasets.Value("string")),
    'customs_duties_authorisation_to_defer_application_of_cct': datasets.Sequence(datasets.Value("string")),
    'customs_duties_community_tariff_quotas': datasets.Sequence(datasets.Value("string")),
    'customs_duties_suspensions': datasets.Sequence(datasets.Value("string")),
    'directory_code': datasets.Sequence(datasets.Value("string")),
    'eurovoc': datasets.Sequence(datasets.Value("string")),
    'form': datasets.Sequence(datasets.Value("string")),
    'harmonisation_of_customs_law_community_transit': datasets.Sequence(datasets.Value("string")),
    'harmonisation_of_customs_law_customs_territory': datasets.Sequence(datasets.Value("string")),
    'harmonisation_of_customs_law_origin_of_goods': datasets.Sequence(datasets.Value("string")),
    'harmonisation_of_customs_law_value_for_customs_purposes': datasets.Sequence(datasets.Value("string")),
    'harmonisation_of_customs_law_various': datasets.Sequence(datasets.Value("string")),
    'subject_matter': datasets.Sequence(datasets.Value("string")),
    'text_cleaned': datasets.Value("string"),
    'text_html_cleaned': datasets.Value("string"),
    'text_html_raw': datasets.Value("string"),
    '02.40.10.20_customs_union_and_free_movement_of_goods_/_specific_customs_rules_/_movement_of_goods_/_extra-community_trade_efta_agreements':datasets.Sequence(datasets.Value("string")),
    '13.20.40.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_textiles':datasets.Sequence(datasets.Value("string")),
    '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing':datasets.Sequence(datasets.Value("string")),
    '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development':datasets.Sequence(datasets.Value("string")),
    '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles': datasets.Sequence(datasets.Value("string")),
    '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers': datasets.Sequence(datasets.Value("string")),
    '13.10.30.20_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_research_sectors': datasets.Sequence(datasets.Value("string")),
}
FEATURES_IN_SECTOR={
    '0':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form'],
    '1':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form',
         'subject_matter', 'current_consolidated_version',
         'harmonisation_of_customs_law_community_transit', 'harmonisation_of_customs_law_customs_territory',
         'harmonisation_of_customs_law_value_for_customs_purposes', 'directory_code', 'eurovoc',
         'customs_duties_community_tariff_quotas', 'customs_duties_community_tariff_quotas',
         'customs_duties_authorisation_to_defer_application_of_cct', 'harmonisation_of_customs_law_various',
         'customs_duties_suspensions'],
    '2':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned',
         'harmonisation_of_customs_law_origin_of_goods', 'form', 'directory_code',
         'subject_matter', 'eurovoc', 'harmonisation_of_customs_law_community_transit',
         '02.40.10.20_customs_union_and_free_movement_of_goods_/_specific_customs_rules_/_movement_of_goods_/_extra-community_trade_efta_agreements',
         'current_consolidated_version',
         '13.20.40.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_textiles',
         '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
         'harmonisation_of_customs_law_various', 'customs_duties_community_tariff_quotas',
         '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development',
         '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles',
         '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers',
         '13.10.30.20_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_research_sectors',
         'cct_franchise','13.20.20.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_shipbuilding',
         'customs_duties_suspensions', 'latest_consolidated_version',
         'cct_derogations',
         '13.40.00.00_industrial_policy_and_internal_market_/_internal_market_policy_relating_to_undertakings',
         '13.20.10.20_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_other_measures_relating_to_iron_and_steel',
         '13.20.10.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry',
         '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws',
         '13.20.30.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_aeronautical_industry',
         '13.30.16.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_cosmetics',
         '13.30.15.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_proprietary_medicinal_products',
         '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
         'common_customs_tariff_temporary_importation'
         ],
    '3':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'cct_derogations',
         'directory_code', 'subject_matter','eurovoc', 'cct_franchise',
       'harmonisation_of_customs_law_various', 'latest_consolidated_version',
       '02.40.10.20_customs_union_and_free_movement_of_goods_/_specific_customs_rules_/_movement_of_goods_/_extra-community_trade_efta_agreements',
       'harmonisation_of_customs_law_community_transit',
       'current_consolidated_version',
       'harmonisation_of_customs_law_value_for_customs_purposes',
       'harmonisation_of_customs_law_origin_of_goods',
       'harmonisation_of_customs_law_inward_processing',
       'common_customs_tariff_temporary_importation',
       'customs_duties_suspensions',
       '13.30.14.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs',
       'harmonisation_of_customs_law_warehouses,_free_zones',
       'customs_duties_community_tariff_quotas',
       '13.20.10.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry',
       '13.10.20.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_programmes_and_statistics',
       '13.10.00.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research',
       '13.20.40.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_textiles',
       '13.20.50.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_leather,_hides,_skins_and_footwear',
       '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
       '13.20.10.20_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_other_measures_relating_to_iron_and_steel',
       '13.20.70.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_other_industrial_sectors',
       'harmonisation_of_customs_law_customs_territory',
       'customs_duties_authorisation_to_defer_application_of_cct',
       '13.30.15.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_proprietary_medicinal_products',
       '13.20.20.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_shipbuilding',
       '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers',
       '13.30.17.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_textiles',
       '13.10.10.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_general',
       '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles',
       '13.40.00.00_industrial_policy_and_internal_market_/_internal_market_policy_relating_to_undertakings',
       '13.30.11.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_agricultural_and_forestry_tractors',
       '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws',
       '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development',
       '13.10.30.20_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_research_sectors',
       '13.30.18.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_dangerous_substances',
       '13.30.16.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_cosmetics',
       '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
       'customs_duties_national_tariff_quotas',
       '13.30.13.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_electrical_material',
       '13.30.14.30_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_other_provisions',
       '13.30.14.20_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_preservatives',
       'customs_duties_speed-up_decisions',
       '13.30.05.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_general,_programmes',
       '13.30.14.10_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_colouring_matters',
       '13.30.00.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws',
       '13.20.10.10_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_competition_prices_and_other_conditions_of_sale',
       '13.30.12.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_metrology',
       '12.20.20.00_energy_/_coal_/_competition_rates_and_other_conditions_of_sale',
       '13.20.30.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_aeronautical_industry',
       '13.20.00.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations'
         ],
    '4':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'eurovoc',
       'subject_matter', 'current_consolidated_version', 'directory_code',
       '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
       '13.30.11.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_agricultural_and_forestry_tractors',
       '13.30.05.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_general,_programmes',
       'latest_consolidated_version', 'cct_derogations',
       'customs_duties_suspensions', 'customs_duties_speed-up_decisions',
       '13.20.10.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry',
       'customs_duties_community_tariff_quotas',
       'harmonisation_of_customs_law_origin_of_goods',
       '02.40.10.20_customs_union_and_free_movement_of_goods_/_specific_customs_rules_/_movement_of_goods_/_extra-community_trade_efta_agreements',
       '13.20.10.20_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_other_measures_relating_to_iron_and_steel',
       'harmonisation_of_customs_law_value_for_customs_purposes',
       '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
       'harmonisation_of_customs_law_community_transit',
       'harmonisation_of_customs_law_various',
       '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles',
       '13.10.20.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_programmes_and_statistics',
       '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws'],
    '5':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'directory_code', 'subject_matter', 'eurovoc',
       '13.30.05.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_general,_programmes',
       '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development',
       '13.10.30.20_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_research_sectors',
       '13.30.14.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs',
       '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
       '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws',
       '13.10.10.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_general',
       '13.40.00.00_industrial_policy_and_internal_market_/_internal_market_policy_relating_to_undertakings',
       '13.30.16.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_cosmetics',
       '13.10.20.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_programmes_and_statistics',
       '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
       '13.20.70.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_other_industrial_sectors',
       '13.20.10.20_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_other_measures_relating_to_iron_and_steel',
       '13.20.00.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations',
       '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles',
       '13.20.10.10_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_competition_prices_and_other_conditions_of_sale',
       '13.30.18.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_dangerous_substances',
       '13.30.00.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws',
       '13.30.13.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_electrical_material',
       '13.30.12.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_metrology',
       '13.30.15.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_proprietary_medicinal_products',
       '13.20.50.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_leather,_hides,_skins_and_footwear',
       '13.20.10.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry',
       '13.30.17.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_textiles',
       '13.10.00.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research',
       '13.20.30.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_aeronautical_industry',
       '13.30.11.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_agricultural_and_forestry_tractors',
       '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers',
       '13.30.14.30_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_other_provisions',
       'customs_duties_suspensions', 'customs_duties_community_tariff_quotas',
       '02.40.10.20_customs_union_and_free_movement_of_goods_/_specific_customs_rules_/_movement_of_goods_/_extra-community_trade_efta_agreements',
       'cct_derogations', 'harmonisation_of_customs_law_various',
       'customs_duties_national_tariff_quotas',
       'harmonisation_of_customs_law_origin_of_goods',
       '13.20.20.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_shipbuilding',
       'cct_franchise',
       'customs_duties_authorisation_to_defer_application_of_cct',
       '13.20.40.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_textiles',
       'common_customs_tariff_temporary_importation',
       '12.20.20.00_energy_/_coal_/_competition_rates_and_other_conditions_of_sale',
       'harmonisation_of_customs_law_community_transit',
       'harmonisation_of_customs_law_inward_processing',
       'harmonisation_of_customs_law_warehouses,_free_zones',
       'harmonisation_of_customs_law_value_for_customs_purposes',
       'harmonisation_of_customs_law_customs_territory',
       'current_consolidated_version'],
    '6':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form',
         'case-law_directory_code_before_lisbon', 'subject_matter', 'b-03.07.01_european_community_eec/ec_/_agriculture_/_structural_policy_/_structural_reform_of_agriculture_joint_action',
       'b-03.03.07_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_import_and_export_licences_and_advance-fixing_certificates',
       'b-03.03.06_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_export_refunds',
       'b-04.06.04.02_european_community_eec/ec_/_eec/ec_-_free_movement_of_persons_and_services_*_free_movement_of_persons_and_services_/_social_security_for_workers_/_social_security_for_workers_-_old_age_and_death_*_old_age_and_death_/_calculation_of_benefits_provisions_against_overlapping',
       'b-02.04.02.01_european_community_eec/ec_/_eec/ec_-_free_movement_of_goods_*_free_movement_of_goods_/_trade_with_non-member_countries_/_common_customs_tariff_/_common_customs_tariff_-_interpretation_of_tariff_headings_and_classification_of_goods_principles_and_procedures_*_interpretation_of_tariff_headings_and_classification_of_goods_principles_and_procedures',
       'b-03.03.08_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_deposit_systems',
       'b-03.03.03_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_prohibition_of_discrimination',
       'b-07.02.04.02_european_community_eec/ec_/_eec/ec_-_competition_*_competition_/_dominant_position_/_abuse_of_a_dominant_position_/_dominant_position_-_abuse_of_a_dominant_position_examples_*_examples_of_abuse',
       'b-19.07.01_european_community_eec/ec_/_eec/ec_-_legal_proceedings_*_legal_proceedings_/_ancillary_procedures_and_applications_/_application_for_interim_measures_suspension_of_operation_of_the_contested_measure_and_other_interim_measures',
       'b-03.03.02_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_common_organizations_and_intervention_by_the_member_states',
       'b-03.03.01_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_national_market_organizations_and_common_organizations',
       'eurovoc',
       'b-07.01.01.04_european_community_eec/ec_/_eec/ec_-_competition_*_competition_/_agreements,_decisions_and_concerted_practices_/_prohibition_of_agreements,_decisions_and_concerted_practices_/_agreements_that_are_incompatible_with_the_common_market_examples',
       'b-03.03.04_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_agricultural_prices',
       'b-03.03.05_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_import_levies',
       'b-03.03.09_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms_/_intervention_mechanisms',
       'b-07.03.02.02_european_community_eec/ec_/_eec/ec_-_competition_*_competition_/_implementation_of_the_competition_rules_/_procedure_for_the_application_of_the_competition_rules_by_the_commission_/_procedure_for_the_application_of_the_competition_rules_-_termination_of_infringements_powers_of_the_commission_*_termination_of_infringements_powers_of_the_commission',
       'directory_code',
       '13.30.14.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs',
       '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development',
       'b-07.05.04.01_european_community_eec/ec_/_eec/ec_-_competition_*_competition_/_concentrations_between_undertakings_/_examination_by_the_commission_/_initiation_of_proceedings_notification_and_complaints'],
    '7':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'transposed_legal_acts'],
    '8':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form',
         'case-law_directory_code_before_lisbon', 'subject_matter',
         'b-03.03_european_community_eec/ec_/_agriculture_/_common_organization_of_the_markets_principles_and_mechanisms'],
    '9':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'eurovoc', 'subject_matter', 'directory_code',
       '13.10.30.10_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_general_principles',
       '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws',
       '13.30.05.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_general,_programmes',
       '13.30.00.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws',
       '13.10.30.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development',
       '13.10.10.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_general',
       '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
       '13.40.00.00_industrial_policy_and_internal_market_/_internal_market_policy_relating_to_undertakings',
       '13.30.14.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs',
       '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
       '13.30.15.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_proprietary_medicinal_products',
       '13.30.13.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_electrical_material',
       '13.30.18.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_dangerous_substances',
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       'customs_duties_suspensions',
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       '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers',
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       'harmonisation_of_customs_law_various',
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       'harmonisation_of_customs_law_origin_of_goods',
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       '13.30.14.10_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_colouring_matters',
       '13.30.14.20_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_preservatives',
       '13.10.30.20_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_research_and_technological_development_/_research_sectors',
       '13.20.20.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_shipbuilding',
       '12.20.20.00_energy_/_coal_/_competition_rates_and_other_conditions_of_sale',
       '13.20.10.10_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_competition_prices_and_other_conditions_of_sale',
       '13.20.50.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_leather,_hides,_skins_and_footwear',
       '13.30.12.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_metrology',
       '13.20.10.20_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry_/_other_measures_relating_to_iron_and_steel',
       '13.30.14.30_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs_/_other_provisions',
       'cct_franchise', 'harmonisation_of_customs_law_community_transit',
       'customs_duties_community_tariff_quotas',
       '13.20.10.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_iron_and_steel_industry',
       '13.30.11.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_agricultural_and_forestry_tractors',
       'harmonisation_of_customs_law_warehouses,_free_zones'],
    'C':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'eurovoc'],
    'E':['celex_id', 'text_html_raw', 'text_html_cleaned', 'text_cleaned', 'form', 'directory_code',
        'subject_matter', 'eurovoc',
        '13.30.14.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_foodstuffs',
        '13.30.10.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_motor_vehicles',
        '13.30.18.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_dangerous_substances',
        '13.30.15.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_proprietary_medicinal_products',
        '13.20.60.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_information_technology,_telecommunications_and_data-processing',
        '13.30.99.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_other_sectors_for_approximation_of_laws'],
}
AVAILABLE_FEATURES={sector: datasets.Features({feature:(FEATURES[feature] if feature in FEATURES else datasets.Sequence(datasets.Value("string"))) for feature in FEATURES_IN_SECTOR[sector]}) for sector in SECTORS}

SECTOR_DESCRIPTIONS={
    '0':"",
    '1':"",
    '2':"",
    '3':"",
    '4':"",
    '5':"",
    '6':"",
    '7':"",
    '8':"",
    '9':"",
    'C':"",
    'E':"",
}


class SuperEurlexConfig(datasets.BuilderConfig):
    """BuilderConfig for SuperGLUE."""

    def __init__(self, sector, language, features, citation, url, **kwargs):
        """BuilderConfig for SuperGLUE.

        Args:
        sector: sector of the wanted data
        language: the language code for the language in which the text shall
            be written in
        features: *list[string]*, list of the features that will appear in the
            feature dict.
        citation: *string*, citation for the data set.
        url: *string*, url for information about the data set.
        **kwargs: keyword arguments forwarded to super.
        """
        name=sector+'.'+language
        super().__init__(name=name, version=datasets.Version("0.1.0"), **kwargs)
        self.features = features
        self.language = language
        self.sector = sector
        self.text_data_url = f"text_data/{language}/{sector}.parquet"
        self.meta_data_url = f"meta_data/{sector}.parquet"
        self.citation = citation
        self.url = url

# TODO: Name of the dataset usually matches the script name with CamelCase instead of snake_case
class SuperEurlex(datasets.GeneratorBasedBuilder):
    """TODO: Short description of my dataset."""

    VERSION = datasets.Version("1.1.0")

    # If you need to make complex sub-parts in the datasets with configurable options
    # You can create your own builder configuration class to store attribute, inheriting from datasets.BuilderConfig
    # BUILDER_CONFIG_CLASS = MyBuilderConfig

    # You will be able to load one or the other configurations in the following list with
    # data = datasets.load_dataset('my_dataset', 'first_domain')
    # data = datasets.load_dataset('my_dataset', 'second_domain')

    BUILDER_CONFIGS = [
        SuperEurlexConfig(#version=VERSION,
                          sector=sect,
                          language=lang,
                          description=SECTOR_DESCRIPTIONS[sect],
                          features=AVAILABLE_FEATURES[sect],
                          citation=_CITATION,
                          url=_HOMEPAGE)
        for lang in AVAILABLE_LANGUAGES for sect in SECTORS
        ]

    DEFAULT_CONFIG_NAME = "3.DE"  # It's not mandatory to have a default configuration. Just use one if it make sense.

    def _info(self):
        # TODO: This method specifies the datasets.DatasetInfo object which contains informations and typings for the dataset
        features = AVAILABLE_FEATURES[self.config.sector]
        info = datasets.DatasetInfo(
            # This is the description that will appear on the datasets page.
            description=_DESCRIPTION,
            # This defines the different columns of the dataset and their types
            features=features,  # Here we define them above because they are different between the two configurations
            # If there's a common (input, target) tuple from the features, uncomment supervised_keys line below and
            # specify them. They'll be used if as_supervised=True in builder.as_dataset.
            # supervised_keys=("sentence", "label"),
            # Homepage of the dataset for documentation
            homepage=_HOMEPAGE,
            # License for the dataset if available
            license=_LICENSE,
            # Citation for the dataset
            citation=_CITATION,
        )
        return info

    def _split_generators(self, dl_manager):
        # TODO: This method is tasked with downloading/extracting the data and defining the splits depending on the configuration
        # If several configurations are possible (listed in BUILDER_CONFIGS), the configuration selected by the user is in self.config.name

        # dl_manager is a datasets.download.DownloadManager that can be used to download and extract URLS
        # It can accept any type or nested list/dict and will give back the same structure with the url replaced with path to local files.
        # By default the archives will be extracted and a path to a cached folder where they are extracted is returned instead of the archive
        urls = {'text': self.config.text_data_url,
                'meta': self.config.meta_data_url} #_URLS[self.config.name]
        data_dir = dl_manager.download_and_extract(urls)
        return [
            datasets.SplitGenerator(
                name=datasets.Split.TRAIN,
                # These kwargs will be passed to _generate_examples
                gen_kwargs={
                    "text": data_dir['text'],
                    "meta": data_dir['meta'],
                    "language": self.config.language,
                    "sector": self.config.sector,
                    'split': 'train'
                },
            )
        ]

    # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
    def _generate_examples(self, text, meta, sector, language, split):
        # TODO: This method handles input defined in _split_generators to yield (key, example) tuples from the dataset.
        # The `key` is for legacy reasons (tfds) and is not important in itself, but must be unique for each example.
        text_data = pd.read_parquet(text)
        text_data['celex_id'] = text_data['celex_id'].apply(lambda x: str(x.tolist()[0]) if isinstance(x,list) else x)
        meta_data = pd.read_parquet(meta)
        meta_data['celex_id'] = meta_data['celex_id'].apply(lambda x: str(x.tolist()[0]) if isinstance(x, np.ndarray) else x)
        combined_data = pd.merge(text_data, meta_data, on='celex_id')
        dataset = datasets.Dataset.from_pandas(combined_data)
        dataset = dataset.remove_columns('__index_level_0__')
        for i, sample in enumerate(dataset):
            yield i, sample



print("Hello World")
if __name__ == '__main__':
    import datasets as ds
    import sys
    print(sys.argv[0])
    for sector in SECTORS:
        for lang in AVAILABLE_LANGUAGES:
            print(f'{sector}.{lang}')
            dataset = ds.load_dataset(sys.argv[0],f'{sector}.{lang}')
            print(dataset)
            print('\n')