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--- |
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license: mit |
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language: |
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- en |
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metrics: |
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- f1 |
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- accuracy |
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- precision |
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- recall |
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tags: |
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- ESG |
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- Finance |
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--- |
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# ESG (Environmental, Social, and Governance) Classifier |
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## ESG Categories |
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We consider the main ESG categories commonly addressed in ESG reports. These categories represent the primary thematic areas under which a company's performance and practices are assessed. They provide a structured framework for evaluating and reporting on various aspects of a company's impact on the environment, society, and its governance practices. |
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The ESG classifier's labeling system embodies a nuanced hierarchy, delineating insights across three levels of granularity. At its foundational tier, it articulates broad categories encapsulating Environmental, Social, and Governance (ESG) considerations. Branching further, the second tier branches into 16 distinct classes, adding depth to the understanding of each ESG dimension. Finally, the third tier dives into meticulous detail, with 119 finely delineated classes. |
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### 1. Environmental |
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### 1.1 Climate Change Mitigation |
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- Carbon Footprint: environment_climate_change_mitigation_carbon_footprint |
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- Circular Economy: environment_climate_change_mitigation_circular_economy |
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- Circular Supply Chains: environment_climate_change_mitigation_circular_supply_chains |
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- Energy Consumption Intensity: environment_climate_change_mitigation_energy_consumption_intensity |
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- Greenhouse Gas Emissions: environment_climate_change_mitigation_greenhouse_gas_emissions |
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- Heatwave Mitigation: environment_climate_change_mitigation_heatwave_mitigation |
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- Product and Service Innovation: environment_climate_change_mitigation_product_and_service_innovation |
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- Renewable Energy Usage: environment_climate_change_mitigation_renewable_energy_usage |
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- Supply Chain Impact: environment_climate_change_mitigation_supply_chain_impact |
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- Use and Production of Fossil Fuels: environment_climate_change_mitigation_use_and_production_of_fossil_fuels |
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- Water Consumption Intensity: environment_climate_change_mitigation_water_consumption_intensity |
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### 1.2 Climate Change Adaptation |
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- Advocacy and Policy Engagement: environment_climate_change_adaptation_advocacy_and_policy_engagement |
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- Climate Risk Management: environment_climate_change_adaptation_climate_risk_management |
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- Coastal Erosion Prevention: environment_climate_change_adaptation_coastal_erosion_prevention |
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- Drought Preparedness: environment_climate_change_adaptation_drought_preparedness |
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- Flood Defenses: environment_climate_change_adaptation_flood_defenses |
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- Infrastructure Adaptation: environment_climate_change_adaptation_infrastructure_adaptation |
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- Resilience Building: environment_climate_change_adaptation_resilience_building |
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- Water Resource Management: environment_climate_change_adaptation_water_resource_management |
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### 1.3 Pollution |
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- Air and Soil Pollution: environment_pollution_air_and_soil_pollution |
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- Cumulative Impacts: environment_pollution_cumulative_impacts |
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- Emissions of Inorganic Pollutants: environment_pollution_emissions_of_air_pollutants |
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- Emissions of Air Pollutants: environment_pollution_emissions_of_inorganic_pollutants |
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- Emissions of Water Pollutants: environment_pollution_emissions_of_water_pollutants |
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- Noise, Light, Vibration, and Heat: environment_pollution_noise_light_vibration_and_heat |
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- Pest Management: environment_pollution_pest_management |
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- Production of Hazardous Waste: environment_pollution_production_of_hazardous_waste |
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- Water Pollution: environment_pollution_water_pollution |
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### 1.4 Biodiversity and Ecosystems |
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- Biodiversity and Ecosystem Management: environment_biodiversity_and_ecosystems_ecosystem_management |
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- Invasive Alien Species: environment_biodiversity_and_ecosystems_invasive_alien_species |
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- Marine Ecosystem Conservation: environment_biodiversity_and_ecosystems_marine_ecosystem_conservation |
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### 1.5 Resource Management |
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- Chemical Management: environment_resource_management_chemical_management |
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- Responsible Sourcing of Materials: environment_resource_management_responsible_sourcing_of_materials |
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- Responsible Sourcing of Water: environment_resource_management_responsible_sourcing_of_water |
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- Sustainable Agriculture: environment_resource_management_sustainable_agriculture |
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- Waste Management: environment_resource_management_waste_management |
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- Water Efficiency: environment_resource_management_water_efficiency |
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### 1.6 Land Use and Landscape |
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- Land Use: environment_land_use_and_landscape_land_use |
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- Location, Project Siting and Design in Relation to Landscape: environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape |
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- Soil Restoration: environment_land_use_and_landscape_soil_restoration |
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### 2. Social |
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### 1.1 Human Rights |
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- Human Rights Commitment: social_human_rights_human_rights_commitment |
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- Human Rights Complaints and Violations: social_human_rights_human_rights_complaints_and_violations |
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- Human Rights Impact Assessments: social_human_rights_human_rights_impact_assessments |
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- Human Rights in Supply Chains: social_human_rights_human_rights_in_supply_chains |
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- Minorities and Indigenous People: social_human_rights_minorities_and_indigenous_people |
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- Rights to Association and Collective Bargaining: social_human_rights_rights_to_association_and_collective_bargaining |
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### 1.2 Labor Rights and Working Conditions |
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- Anti-Corruption Measures: social_labor_rights_and_working_conditions_anti-corruption_measures |
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- Discrimination: social_labor_rights_and_working_conditions_discrimination |
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- Diversity and Inclusion: social_labor_rights_and_working_conditions_diversity_and_inclusion |
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- Employee Grievance Mechanism: social_labor_rights_and_working_conditions_employee_grievance_mechanism |
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- Equal Remuneration: social_labor_rights_and_working_conditions_equal_remuneration |
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- Equal Representation: social_labor_rights_and_working_conditions_equal_representation |
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- Fair Labor Practices: social_labor_rights_and_working_conditions_fair_labor_practices |
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- Fair Wages and Access to Employee Documentation: social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation |
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- Forced Labor and Child Labor: social_labor_rights_and_working_conditions_forced_labor_and_child_labor |
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- Labor Standards in the Supply Chain: social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain |
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- Labor Union Relations: social_labor_rights_and_working_conditions_labor_union_relations |
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- Occupational Health and Safety: social_labor_rights_and_working_conditions_occupational_health_and_safety |
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- Retrenchment: social_labor_rights_and_working_conditions_retrenchment |
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- Workers in Value Chain: social_labor_rights_and_working_conditions_workers_in_value_chain |
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- Working Conditions in the Supply Chain: social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain |
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- Working Hours and Leave: social_labor_rights_and_working_conditions_working_hours_and_leave |
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### 1.3 Community Protection |
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- Affected Communities: social_community_protection_affected_communities |
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- Community Engagement and Philanthropy: social_community_protection_community_engagement_and_philanthropy |
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- Cultural Heritage: social_community_protection_cultural_heritage |
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- Delivery of Public Health and Safety Benefits: social_community_protection_delivery_of_public_health_and_safety_benefits |
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- Management of Public Health and Safety Risks: social_community_protection_management_of_public_health_and_safety_risks |
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- Physical Accessibility: social_community_protection_physical_accessibility |
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- Poverty Reduction: social_community_protection_poverty_reduction |
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- Resettlement: social_community_protection_resettlement |
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- Social License to Operate: social_community_protection_social_license_to_operate |
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### 1.4 Customer Focus and Community Involvement |
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- Customer Protection and Product Responsibility: social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility |
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- Customer Relations: social_customer_focus_and_community_involvement_customer_relations |
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- Customer Service and Support: social_customer_focus_and_community_involvement_customer_service_and_support |
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- Marketing and Advertising Ethics: social_customer_focus_and_community_involvement_marketing_and_advertising_ethics |
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- Provision of Basic Infrastructure Services: social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services |
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- User Affordability: social_customer_focus_and_community_involvement_user_affordability |
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### 1.5 Socioeconomic Development |
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- Access to Finance: social_socioeconomic_development_access_to_finance |
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- Access to Healthcare and Basic Services: social_socioeconomic_development_access_to_healthcare_and_basic_services |
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- Direct Employment and Training: social_socioeconomic_development_direct_employment_and_training |
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- Employment Policy: social_socioeconomic_development_employment_policy |
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- Human Capital Development and Training: social_socioeconomic_development_human_capital_development_and_training |
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- Socioeconomic Development: social_socioeconomic_development_socioeconomic_development |
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### 1.6 Supply Chain |
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- Controversial Sourcing: social_supply_chain_controversial_sourcing |
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- Supplier Audits and Monitoring: social_supply_chain_supplier_audits_and_monitoring |
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- Supplier Engagement: social_supply_chain_supplier_engagement |
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- Supply Chain Diversity and Inclusion: social_supply_chain_supply_chain_diversity_and_inclusion |
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### 3. Governance |
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### 1.1 Management and Oversight |
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- Audit and Internal Controls: governance_management_and_oversight_audit_and_internal_controls |
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- Board Diversity and Independence: governance_management_and_oversight_board_diversity_and_independence |
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- Board Oversight: governance_management_and_oversight_board_oversight |
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- Board Quality and Integrity: governance_management_and_oversight_board_quality_and_integrity |
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- Compliance and Ethics Programs: governance_management_and_oversight_compliance_and_ethics_programs |
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- Corporate Governance Policies: governance_management_and_oversight_corporate_governance_policies |
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- Ethical Business Practices: governance_management_and_oversight_ethical_business_practices |
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- Executive Compensation: governance_management_and_oversight_executive_compensation |
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- Financial Sustainability: governance_management_and_oversight_financial_sustainability |
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- Governance Oversight: governance_management_and_oversight_governance_oversight |
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- Infrastructure Connectivity and Integration: governance_management_and_oversight_infrastructure_connectivity_and_integration |
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- Organizational Structure and Management: governance_management_and_oversight_organizational_structure_and_management |
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- Project Team Competency: governance_management_and_oversight_project_team_competency |
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- Public Disclosure: governance_management_and_oversight_public_disclosure |
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- Results Orientation: governance_management_and_oversight_results_orientation |
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- Risk Management: governance_management_and_oversight_risk_management |
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### 1.2 Sustainability and Resilience Management |
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- Emergency Response Preparedness: governance_sustainability_and_resilience_management_emergency_response_preparedness |
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- Engagement and Participation: governance_sustainability_and_resilience_management_engagement_and_participation |
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- Environmental and Social Management Systems: governance_sustainability_and_resilience_management_environmental_and_social_management_systems |
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- Life Cycle Approach: governance_sustainability_and_resilience_management_life_cycle_approach |
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- Pre-existing Liabilities: governance_sustainability_and_resilience_management_pre-existing_liabilities |
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- Resilience Planning: governance_sustainability_and_resilience_management_resilience_planning |
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- Stakeholder Identification and Engagement Planning: governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning |
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- Supply Chain: governance_sustainability_and_resilience_management_supply_chain |
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### 1.3 Stakeholder Engagement |
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- Public Grievance and Customer Feedback Management: governance_stakeholder_engagement_public_grievance_and_customer_feedback_management |
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- Shareholder Rights: governance_stakeholder_engagement_shareholder_rights |
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- Stakeholder Engagement in Governance: governance_stakeholder_engagement_stakeholder_engagement_in_governance |
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### 1.4 Anti-corruption and Transparency |
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- Anti-Bribery and Corruption Management System: governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system |
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- Cybersecurity and Data Privacy: governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy |
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- Fair Competition: governance_anti-corruption_and_transparency_fair_competition |
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- Financial Transparency on Taxes and Donations: governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations |
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- Political Contributions and Lobbying: governance_anti-corruption_and_transparency_political_contributions_and_lobbying |
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## Evaluation |
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precision recall f1-score support |
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social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services 0.84 0.92 0.88 150 |
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environment_climate_change_mitigation_renewable_energy_usage 0.77 0.73 0.75 150 |
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social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain 0.79 0.80 0.80 100 |
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environment_climate_change_mitigation_energy_consumption_intensity 0.78 0.80 0.79 150 |
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social_customer_focus_and_community_involvement_customer_service_and_support 0.86 0.86 0.86 150 |
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social_human_rights_human_rights_commitment 0.82 0.71 0.76 150 |
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governance_sustainability_and_resilience_management_resilience_planning 0.78 0.76 0.77 150 |
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social_labor_rights_and_working_conditions_equal_remuneration 0.84 0.86 0.85 150 |
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social_community_protection_community_engagement_and_philanthropy 0.79 0.81 0.80 150 |
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social_labor_rights_and_working_conditions_equal_representation 0.84 0.91 0.87 150 |
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governance_sustainability_and_resilience_management_life_cycle_approach 0.87 0.92 0.90 150 |
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environment_resource_management_responsible_sourcing_of_water 0.86 0.91 0.88 140 |
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social_labor_rights_and_working_conditions_working_hours_and_leave 0.72 0.72 0.72 150 |
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governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system 0.87 0.77 0.82 150 |
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environment_climate_change_mitigation_greenhouse_gas_emissions 0.72 0.83 0.77 150 |
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environment_land_use_and_landscape_soil_restoration 0.72 0.70 0.71 30 |
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governance_management_and_oversight_audit_and_internal_controls 0.89 0.95 0.92 150 |
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environment_climate_change_mitigation_water_consumption_intensity 0.81 0.83 0.82 150 |
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social_socioeconomic_development_socioeconomic_development 0.65 0.60 0.63 150 |
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social_human_rights_human_rights_in_supply_chains 0.69 0.77 0.73 150 |
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social_supply_chain_supplier_audits_and_monitoring 0.80 0.85 0.82 125 |
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social_labor_rights_and_working_conditions_occupational_health_and_safety 0.88 0.86 0.87 150 |
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social_socioeconomic_development_employment_policy 0.70 0.92 0.79 25 |
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governance_anti-corruption_and_transparency_political_contributions_and_lobbying 0.80 0.76 0.78 70 |
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environment_climate_change_mitigation_supply_chain_impact 0.73 0.82 0.77 150 |
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social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain 0.75 0.87 0.81 150 |
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environment_climate_change_mitigation_carbon_footprint 0.81 0.75 0.78 150 |
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social_supply_chain_supplier_engagement 0.90 0.90 0.90 100 |
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governance_management_and_oversight_governance_oversight 0.88 0.91 0.90 150 |
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environment_climate_change_adaptation_coastal_erosion_prevention 0.90 0.88 0.89 65 |
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environment_climate_change_adaptation_flood_defenses 0.73 0.62 0.67 150 |
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environment_climate_change_mitigation_circular_economy 0.92 1.00 0.96 150 |
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environment_pollution_air_and_soil_pollution 0.65 0.57 0.60 150 |
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governance_sustainability_and_resilience_management_emergency_response_preparedness 0.82 0.81 0.81 150 |
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governance_management_and_oversight_organizational_structure_and_management 0.87 0.86 0.87 150 |
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environment_resource_management_sustainable_agriculture 0.89 0.89 0.89 150 |
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governance_management_and_oversight_results_orientation 0.91 0.94 0.92 150 |
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environment_resource_management_responsible_sourcing_of_materials 0.84 0.89 0.86 150 |
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social_community_protection_social_license_to_operate 0.86 0.79 0.82 150 |
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social_community_protection_delivery_of_public_health_and_safety_benefits 0.90 0.87 0.88 150 |
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social_labor_rights_and_working_conditions_workers_in_value_chain 0.82 0.87 0.85 150 |
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governance_management_and_oversight_project_team_competency 0.89 0.92 0.91 90 |
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social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility 0.86 0.80 0.83 150 |
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environment_pollution_noise_light_vibration_and_heat 0.86 0.95 0.90 150 |
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governance_sustainability_and_resilience_management_supply_chain 0.67 0.33 0.44 6 |
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social_human_rights_human_rights_impact_assessments 0.80 0.73 0.77 150 |
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social_labor_rights_and_working_conditions_forced_labor_and_child_labor 0.83 0.86 0.85 150 |
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social_labor_rights_and_working_conditions_anti-corruption_measures 0.81 0.85 0.83 150 |
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social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation 0.80 0.91 0.85 150 |
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environment_pollution_emissions_of_air_pollutants 0.93 0.86 0.90 80 |
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social_socioeconomic_development_direct_employment_and_training 0.91 0.92 0.92 100 |
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social_community_protection_management_of_public_health_and_safety_risks 0.86 0.87 0.86 130 |
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environment_climate_change_mitigation_use_and_production_of_fossil_fuels 0.90 0.93 0.92 150 |
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social_customer_focus_and_community_involvement_customer_relations 0.81 0.89 0.85 150 |
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social_human_rights_human_rights_complaints_and_violations 0.80 0.90 0.85 150 |
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social_labor_rights_and_working_conditions_retrenchment 0.76 0.77 0.76 150 |
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governance_management_and_oversight_infrastructure_connectivity_and_integration 0.82 0.60 0.69 15 |
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governance_management_and_oversight_executive_compensation 0.75 0.78 0.77 150 |
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social_labor_rights_and_working_conditions_discrimination 0.83 0.89 0.86 150 |
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social_community_protection_physical_accessibility 0.95 0.84 0.89 70 |
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social_labor_rights_and_working_conditions_fair_labor_practices 0.79 0.89 0.83 150 |
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governance_management_and_oversight_board_diversity_and_independence 0.77 0.91 0.83 100 |
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social_community_protection_resettlement 0.74 0.84 0.79 100 |
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social_community_protection_poverty_reduction 0.73 0.77 0.75 150 |
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governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations 0.76 0.66 0.71 100 |
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environment_pollution_cumulative_impacts 0.81 0.72 0.76 145 |
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social_socioeconomic_development_access_to_healthcare_and_basic_services 0.87 0.83 0.85 150 |
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environment_resource_management_water_efficiency 0.77 0.97 0.86 100 |
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environment_land_use_and_landscape_land_use 0.93 0.92 0.92 100 |
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social_labor_rights_and_working_conditions_labor_union_relations 0.84 0.95 0.89 110 |
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governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy 0.72 0.42 0.53 50 |
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environment_resource_management_waste_management 0.00 0.00 0.00 2 |
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governance_management_and_oversight_financial_sustainability 0.81 0.85 0.83 150 |
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social_labor_rights_and_working_conditions_diversity_and_inclusion 0.74 0.70 0.72 100 |
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social_supply_chain_supply_chain_diversity_and_inclusion 0.76 0.55 0.64 150 |
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environment_pollution_production_of_hazardous_waste 0.91 0.87 0.89 120 |
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environment_climate_change_adaptation_climate_risk_management 0.94 0.85 0.89 322 |
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governance_sustainability_and_resilience_management_environmental_and_social_management_systems 0.81 0.72 0.76 40 |
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governance_management_and_oversight_public_disclosure 0.62 0.67 0.65 15 |
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environment_climate_change_adaptation_advocacy_and_policy_engagement 0.92 0.95 0.94 100 |
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governance_sustainability_and_resilience_management_engagement_and_participation 0.81 0.86 0.83 120 |
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governance_sustainability_and_resilience_management_pre-existing_liabilities 0.81 0.91 0.86 150 |
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environment_climate_change_adaptation_resilience_building 0.89 0.84 0.87 150 |
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governance_management_and_oversight_risk_management 0.87 0.75 0.80 60 |
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social_socioeconomic_development_human_capital_development_and_training 0.80 0.71 0.75 100 |
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governance_management_and_oversight_board_oversight 0.74 0.77 0.75 150 |
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governance_stakeholder_engagement_public_grievance_and_customer_feedback_management 0.86 0.93 0.89 150 |
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governance_management_and_oversight_compliance_and_ethics_programs 0.85 0.81 0.83 150 |
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environment_climate_change_mitigation_heatwave_mitigation 0.85 0.79 0.82 100 |
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governance_management_and_oversight_board_quality_and_integrity 0.87 0.91 0.89 150 |
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environment_climate_change_mitigation_product_and_service_innovation 0.79 0.83 0.81 120 |
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governance_management_and_oversight_ethical_business_practices 0.70 0.83 0.76 150 |
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social_supply_chain_controversial_sourcing 0.71 0.82 0.76 100 |
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environment_climate_change_adaptation_drought_preparedness 0.00 0.00 0.00 5 |
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environment_resource_management_chemical_management 0.88 0.78 0.83 100 |
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social_labor_rights_and_working_conditions_employee_grievance_mechanism 0.80 0.85 0.83 150 |
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environment_pollution_water_pollution 0.87 0.85 0.86 80 |
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social_community_protection_affected_communities 0.73 0.50 0.59 22 |
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governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning 0.81 0.57 0.67 60 |
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environment_climate_change_adaptation_water_resource_management 0.71 0.75 0.73 20 |
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social_customer_focus_and_community_involvement_user_affordability 0.86 0.63 0.73 70 |
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social_socioeconomic_development_access_to_finance 0.79 0.54 0.64 70 |
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governance_anti-corruption_and_transparency_fair_competition 0.71 0.71 0.71 75 |
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governance_stakeholder_engagement_stakeholder_engagement_in_governance 0.77 0.68 0.72 40 |
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social_customer_focus_and_community_involvement_marketing_and_advertising_ethics 1.00 0.20 0.33 20 |
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social_human_rights_minorities_and_indigenous_people 0.96 0.78 0.86 60 |
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environment_pollution_emissions_of_inorganic_pollutants 0.96 0.87 0.91 120 |
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social_community_protection_cultural_heritage 0.88 0.93 0.90 60 |
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environment_biodiversity_and_ecosystems_marine_ecosystem_conservation 0.84 0.90 0.87 150 |
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social_human_rights_rights_to_association_and_collective_bargaining 0.89 0.99 0.94 100 |
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governance_management_and_oversight_corporate_governance_policies 0.75 0.82 0.78 50 |
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governance_stakeholder_engagement_shareholder_rights 0.88 0.89 0.89 100 |
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environment_biodiversity_and_ecosystems_ecosystem_management 0.82 0.84 0.83 100 |
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environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape 0.00 0.00 0.00 2 |
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environment_climate_change_mitigation_circular_supply_chains 1.00 0.80 0.89 5 |
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environment_pollution_pest_management 0.56 0.40 0.47 25 |
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environment_biodiversity_and_ecosystems_invasive_alien_species 0.81 0.44 0.57 50 |
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environment_climate_change_adaptation_infrastructure_adaptation 0.89 0.40 0.55 60 |
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environment_pollution_emissions_of_water_pollutants 0.81 0.68 0.74 50 |
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accuracy 0.82 13444 |
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macro avg 0.80 0.77 0.78 13444 |
|
weighted avg 0.82 0.82 0.82 13444 |
|
|
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|
