Unlocked Remaining Sectors

super_eurlex.py

@@ -23,6 +23,7 @@ import numpy as np
 import pandas as pd
 
 import datasets
+from tqdm.auto import tqdm
 
 
 # TODO: Add BibTeX citation
@@ -47,28 +48,280 @@ _URLS = {
     "second_domain": "https://huggingface.co/great-new-dataset-second_domain.zip",
 }
 AVAILABLE_LANGUAGES=['DE']#, 'EN'
-SECTORS=['1']#, '1', '2', '3', '4', '5', '6', '7', '8', '9', 'C', 'E']
-AVAILABLE_FEATURES={
-    '1': datasets.Features({
-         'celex_id': datasets.Value("string"),
-         'text_html_raw': datasets.Value("string"),
-         'text_html_cleaned': datasets.Value("string"),
-         'text_cleaned': datasets.Value("string"),
-         'form': datasets.Sequence(datasets.Value("string")),
-         'subject_matter': datasets.Sequence(datasets.Value("string")),
-         'current_consolidated_version': 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_value_for_customs_purposes': datasets.Sequence(datasets.Value("string")),
-         'directory_code': datasets.Sequence(datasets.Value("string")),
-         'eurovoc': datasets.Sequence(datasets.Value("string")),
-         'customs_duties_community_tariff_quotas': datasets.Sequence(datasets.Value("string")),
-         'customs_duties_authorisation_to_defer_application_of_cct': datasets.Sequence(datasets.Value("string")),
-         'harmonisation_of_customs_law_various': datasets.Sequence(datasets.Value("string")),
-         'customs_duties_suspensions': datasets.Sequence(datasets.Value("string"))})
+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',
+       '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',
+       'customs_duties_suspensions',
+       '13.20.70.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_other_industrial_sectors',
+       '13.30.19.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_fertilisers',
+       '13.20.00.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations',
+       '13.10.20.00_industrial_policy_and_internal_market_/_industrial_policy_general,_programmes,_statistics_and_research_/_programmes_and_statistics',
+       '13.20.40.00_industrial_policy_and_internal_market_/_industrial_policy_sectoral_operations_/_textiles',
+       'harmonisation_of_customs_law_various',
+       '13.30.17.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_textiles',
+       'harmonisation_of_customs_law_origin_of_goods',
+       '13.30.16.00_industrial_policy_and_internal_market_/_internal_market_approximation_of_laws_/_cosmetics',
+       '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={
-    '1':""
+    '0':"",
+    '1':"",
+    '2':"",
+    '3':"",
+    '4':"",
+    '5':"",
+    '6':"",
+    '7':"",
+    '8':"",
+    '9':"",
+    'C':"",
+    'E':"",
 }
 
 
@@ -173,23 +426,13 @@ class SuperEurlex(datasets.GeneratorBasedBuilder):
     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.
-        print(text)
-        print(meta)
-        print(sector)
-        print(split)
-        print(sector)
-
-        print("Reading Text Data...")
-        text_data = pd.read_parquet(text)#, lines=True)
+        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)
-        print("Reading Meta Data...")
-        meta_data = pd.read_parquet(meta)#, lines=True)
+        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)
-        print("Combining Text & Meta Data...")
         combined_data = pd.merge(text_data, meta_data, on='celex_id')
-        print("Converting To final dataset...")
         dataset = datasets.Dataset.from_pandas(combined_data)
-        dataset = dataset.remove_columns('__index_level_0__')#.cache_files()
+        dataset = dataset.remove_columns('__index_level_0__')
         for i, sample in enumerate(dataset):
             yield i, sample
 
@@ -200,8 +443,9 @@ if __name__ == '__main__':
     import datasets as ds
     import sys
     print(sys.argv[0])
-    dataset = ds.load_dataset(sys.argv[0],'1.DE')
-    print(dataset)
-    for sample in dataset['train']:
-        continue
-        #print(sample)
+    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')