Update README.md

README.md

@@ -29,142 +29,142 @@ The ESG classifier's labeling system embodies a nuanced hierarchy, delineating i
 
 ### 1. Environmental
 ### 1.1 Climate Change Mitigation
-- **Carbon Footprint:** environment_climate_change_mitigation_carbon_footprint
-- Circular Economy: environment_climate_change_mitigation_circular_economy
-- Circular Supply Chains: environment_climate_change_mitigation_circular_supply_chains
-- Energy Consumption Intensity: environment_climate_change_mitigation_energy_consumption_intensity
-- Greenhouse Gas Emissions: environment_climate_change_mitigation_greenhouse_gas_emissions
-- Heatwave Mitigation: environment_climate_change_mitigation_heatwave_mitigation
-- Product and Service Innovation: environment_climate_change_mitigation_product_and_service_innovation
-- Renewable Energy Usage: environment_climate_change_mitigation_renewable_energy_usage
-- Supply Chain Impact: environment_climate_change_mitigation_supply_chain_impact
-- Use and Production of Fossil Fuels: environment_climate_change_mitigation_use_and_production_of_fossil_fuels
-- Water Consumption Intensity: environment_climate_change_mitigation_water_consumption_intensity
+- **Carbon Footprint**: environment_climate_change_mitigation_carbon_footprint
+- **Circular Economy**: environment_climate_change_mitigation_circular_economy
+- **Circular Supply Chains**: environment_climate_change_mitigation_circular_supply_chains
+- **Energy Consumption Intensity**: environment_climate_change_mitigation_energy_consumption_intensity
+- **Greenhouse Gas Emissions**: environment_climate_change_mitigation_greenhouse_gas_emissions
+- **Heatwave Mitigation**: environment_climate_change_mitigation_heatwave_mitigation
+- **Product and Service Innovation**: environment_climate_change_mitigation_product_and_service_innovation
+- **Renewable Energy Usage**: environment_climate_change_mitigation_renewable_energy_usage
+- **Supply Chain Impact**: environment_climate_change_mitigation_supply_chain_impact
+- **Use and Production of Fossil Fuels**: environment_climate_change_mitigation_use_and_production_of_fossil_fuels
+- **Water Consumption Intensity**: environment_climate_change_mitigation_water_consumption_intensity
 ### 1.2 Climate Change Adaptation
-- Advocacy and Policy Engagement: environment_climate_change_adaptation_advocacy_and_policy_engagement
-- Climate Risk Management: environment_climate_change_adaptation_climate_risk_management
-- Coastal Erosion Prevention: environment_climate_change_adaptation_coastal_erosion_prevention
-- Drought Preparedness: environment_climate_change_adaptation_drought_preparedness
-- Flood Defenses: environment_climate_change_adaptation_flood_defenses
-- Infrastructure Adaptation: environment_climate_change_adaptation_infrastructure_adaptation
-- Resilience Building: environment_climate_change_adaptation_resilience_building
-- Water Resource Management: environment_climate_change_adaptation_water_resource_management
+- **Advocacy and Policy Engagement**: environment_climate_change_adaptation_advocacy_and_policy_engagement
+- **Climate Risk Management**: environment_climate_change_adaptation_climate_risk_management
+- **Coastal Erosion Prevention**: environment_climate_change_adaptation_coastal_erosion_prevention
+- **Drought Preparedness**: environment_climate_change_adaptation_drought_preparedness
+- **Flood Defenses**: environment_climate_change_adaptation_flood_defenses
+- **Infrastructure Adaptation**: environment_climate_change_adaptation_infrastructure_adaptation
+- **Resilience Building**: environment_climate_change_adaptation_resilience_building
+- **Water Resource Management**: environment_climate_change_adaptation_water_resource_management
 ### 1.3 Pollution
-- Air and Soil Pollution: environment_pollution_air_and_soil_pollution
-- Cumulative Impacts: environment_pollution_cumulative_impacts
-- Emissions of Inorganic Pollutants: environment_pollution_emissions_of_air_pollutants
-- Emissions of Air Pollutants: environment_pollution_emissions_of_inorganic_pollutants
-- Emissions of Water Pollutants: environment_pollution_emissions_of_water_pollutants
-- Noise, Light, Vibration, and Heat: environment_pollution_noise_light_vibration_and_heat
-- Pest Management: environment_pollution_pest_management
-- Production of Hazardous Waste: environment_pollution_production_of_hazardous_waste
-- Water Pollution: environment_pollution_water_pollution
+- **Air and Soil Pollution**: environment_pollution_air_and_soil_pollution
+- **Cumulative Impacts**: environment_pollution_cumulative_impacts
+- **Emissions of Inorganic Pollutants**: environment_pollution_emissions_of_air_pollutants
+- **Emissions of Air Pollutants**: environment_pollution_emissions_of_inorganic_pollutants
+- **Emissions of Water Pollutants**: environment_pollution_emissions_of_water_pollutants
+- **Noise, Light, Vibration, and Heat**: environment_pollution_noise_light_vibration_and_heat
+- **Pest Management**: environment_pollution_pest_management
+- **Production of Hazardous Waste**: environment_pollution_production_of_hazardous_waste
+- **Water Pollution**: environment_pollution_water_pollution
 ### 1.4 Biodiversity and Ecosystems
-- Biodiversity and Ecosystem Management: environment_biodiversity_and_ecosystems_ecosystem_management
-- Invasive Alien Species: environment_biodiversity_and_ecosystems_invasive_alien_species
-- Marine Ecosystem Conservation: environment_biodiversity_and_ecosystems_marine_ecosystem_conservation
+- **Biodiversity and Ecosystem Management**: environment_biodiversity_and_ecosystems_ecosystem_management
+- **Invasive Alien Species**: environment_biodiversity_and_ecosystems_invasive_alien_species
+- **Marine Ecosystem Conservation**: environment_biodiversity_and_ecosystems_marine_ecosystem_conservation
 ### 1.5 Resource Management
-- Chemical Management: environment_resource_management_chemical_management
-- Responsible Sourcing of Materials: environment_resource_management_responsible_sourcing_of_materials
-- Responsible Sourcing of Water: environment_resource_management_responsible_sourcing_of_water
-- Sustainable Agriculture: environment_resource_management_sustainable_agriculture
-- Waste Management: environment_resource_management_waste_management
-- Water Efficiency: environment_resource_management_water_efficiency
+- **Chemical Management**: environment_resource_management_chemical_management
+- **Responsible Sourcing of Materials**: environment_resource_management_responsible_sourcing_of_materials
+- **Responsible Sourcing of Water**: environment_resource_management_responsible_sourcing_of_water
+- **Sustainable Agriculture**: environment_resource_management_sustainable_agriculture
+- **Waste Management**: environment_resource_management_waste_management
+- **Water Efficiency**: environment_resource_management_water_efficiency
 ### 1.6 Land Use and Landscape
-- Land Use: environment_land_use_and_landscape_land_use
-- Location, Project Siting and Design in Relation to Landscape: environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape
-- Soil Restoration: environment_land_use_and_landscape_soil_restoration
+- **Land Use**: environment_land_use_and_landscape_land_use
+- **Location, Project Siting and Design in Relation to Landscape**: environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape
+- **Soil Restoration**: environment_land_use_and_landscape_soil_restoration
 ### 2. Social
 ### 1.1 Human Rights
-- Human Rights Commitment: social_human_rights_human_rights_commitment
-- Human Rights Complaints and Violations: social_human_rights_human_rights_complaints_and_violations
-- Human Rights Impact Assessments: social_human_rights_human_rights_impact_assessments
-- Human Rights in Supply Chains: social_human_rights_human_rights_in_supply_chains
-- Minorities and Indigenous People: social_human_rights_minorities_and_indigenous_people
-- Rights to Association and Collective Bargaining: social_human_rights_rights_to_association_and_collective_bargaining
+- **Human Rights Commitment**: social_human_rights_human_rights_commitment
+- **Human Rights Complaints and Violations**: social_human_rights_human_rights_complaints_and_violations
+- **Human Rights Impact Assessments**: social_human_rights_human_rights_impact_assessments
+- **Human Rights in Supply Chains**: social_human_rights_human_rights_in_supply_chains
+- **Minorities and Indigenous People**: social_human_rights_minorities_and_indigenous_people
+- **Rights to Association and Collective Bargaining**: social_human_rights_rights_to_association_and_collective_bargaining
 ### 1.2 Labor Rights and Working Conditions
-- Anti-Corruption Measures: social_labor_rights_and_working_conditions_anti-corruption_measures
-- Discrimination: social_labor_rights_and_working_conditions_discrimination
-- Diversity and Inclusion: social_labor_rights_and_working_conditions_diversity_and_inclusion
-- Employee Grievance Mechanism: social_labor_rights_and_working_conditions_employee_grievance_mechanism
-- Equal Remuneration: social_labor_rights_and_working_conditions_equal_remuneration
-- Equal Representation: social_labor_rights_and_working_conditions_equal_representation
-- Fair Labor Practices: social_labor_rights_and_working_conditions_fair_labor_practices
-- Fair Wages and Access to Employee Documentation: social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation
-- Forced Labor and Child Labor: social_labor_rights_and_working_conditions_forced_labor_and_child_labor
-- Labor Standards in the Supply Chain: social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain
-- Labor Union Relations: social_labor_rights_and_working_conditions_labor_union_relations
-- Occupational Health and Safety: social_labor_rights_and_working_conditions_occupational_health_and_safety
-- Retrenchment: social_labor_rights_and_working_conditions_retrenchment
-- Workers in Value Chain: social_labor_rights_and_working_conditions_workers_in_value_chain
-- Working Conditions in the Supply Chain: social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain
-- Working Hours and Leave: social_labor_rights_and_working_conditions_working_hours_and_leave
+- **Anti-Corruption Measures**: social_labor_rights_and_working_conditions_anti-corruption_measures
+- **Discrimination**: social_labor_rights_and_working_conditions_discrimination
+- **Diversity and Inclusion**: social_labor_rights_and_working_conditions_diversity_and_inclusion
+- **Employee Grievance Mechanism**: social_labor_rights_and_working_conditions_employee_grievance_mechanism
+- **Equal Remuneration**: social_labor_rights_and_working_conditions_equal_remuneration
+- **Equal Representation**: social_labor_rights_and_working_conditions_equal_representation
+- **Fair Labor Practices**: social_labor_rights_and_working_conditions_fair_labor_practices
+- **Fair Wages and Access to Employee Documentation**: social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation
+- **Forced Labor and Child Labor**: social_labor_rights_and_working_conditions_forced_labor_and_child_labor
+- **Labor Standards in the Supply Chain**: social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain
+- **Labor Union Relations**: social_labor_rights_and_working_conditions_labor_union_relations
+- **Occupational Health and Safety**: social_labor_rights_and_working_conditions_occupational_health_and_safety
+- **Retrenchment**: social_labor_rights_and_working_conditions_retrenchment
+- **Workers in Value Chain**: social_labor_rights_and_working_conditions_workers_in_value_chain
+- **Working Conditions in the Supply Chain**: social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain
+- **Working Hours and Leave**: social_labor_rights_and_working_conditions_working_hours_and_leave
 ### 1.3 Community Protection
-- Affected Communities: social_community_protection_affected_communities
-- Community Engagement and Philanthropy: social_community_protection_community_engagement_and_philanthropy
-- Cultural Heritage: social_community_protection_cultural_heritage
-- Delivery of Public Health and Safety Benefits: social_community_protection_delivery_of_public_health_and_safety_benefits
-- Management of Public Health and Safety Risks: social_community_protection_management_of_public_health_and_safety_risks
-- Physical Accessibility: social_community_protection_physical_accessibility
-- Poverty Reduction: social_community_protection_poverty_reduction
-- Resettlement: social_community_protection_resettlement
-- Social License to Operate: social_community_protection_social_license_to_operate
+- **Affected Communities**: social_community_protection_affected_communities
+- **Community Engagement and Philanthropy**: social_community_protection_community_engagement_and_philanthropy
+- **Cultural Heritage**: social_community_protection_cultural_heritage
+- **Delivery of Public Health and Safety Benefits**: social_community_protection_delivery_of_public_health_and_safety_benefits
+- **Management of Public Health and Safety Risks**: social_community_protection_management_of_public_health_and_safety_risks
+- **Physical Accessibility**: social_community_protection_physical_accessibility
+- **Poverty Reduction**: social_community_protection_poverty_reduction
+- **Resettlement**: social_community_protection_resettlement
+- **Social License to Operate**: social_community_protection_social_license_to_operate
 ### 1.4 Customer Focus and Community Involvement
-- Customer Protection and Product Responsibility: social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility
-- Customer Relations: social_customer_focus_and_community_involvement_customer_relations
-- Customer Service and Support: social_customer_focus_and_community_involvement_customer_service_and_support
-- Marketing and Advertising Ethics: social_customer_focus_and_community_involvement_marketing_and_advertising_ethics
-- Provision of Basic Infrastructure Services: social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services
-- User Affordability: social_customer_focus_and_community_involvement_user_affordability
+- **Customer Protection and Product Responsibility**: social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility
+- **Customer Relations**: social_customer_focus_and_community_involvement_customer_relations
+- **Customer Service and Support**: social_customer_focus_and_community_involvement_customer_service_and_support
+- **Marketing and Advertising Ethics**: social_customer_focus_and_community_involvement_marketing_and_advertising_ethics
+- **Provision of Basic Infrastructure Services**: social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services
+- **User Affordability**: social_customer_focus_and_community_involvement_user_affordability
 ### 1.5 Socioeconomic Development
-- Access to Finance: social_socioeconomic_development_access_to_finance
-- Access to Healthcare and Basic Services: social_socioeconomic_development_access_to_healthcare_and_basic_services
-- Direct Employment and Training: social_socioeconomic_development_direct_employment_and_training
-- Employment Policy: social_socioeconomic_development_employment_policy
-- Human Capital Development and Training: social_socioeconomic_development_human_capital_development_and_training
-- Socioeconomic Development: social_socioeconomic_development_socioeconomic_development
+- **Access to Finance**: social_socioeconomic_development_access_to_finance
+- **Access to Healthcare and Basic Services**: social_socioeconomic_development_access_to_healthcare_and_basic_services
+- **Direct Employment and Training**: social_socioeconomic_development_direct_employment_and_training
+- **Employment Policy**: social_socioeconomic_development_employment_policy
+- **Human Capital Development and Training**: social_socioeconomic_development_human_capital_development_and_training
+- **Socioeconomic Development**: social_socioeconomic_development_socioeconomic_development
 ### 1.6 Supply Chain
-- Controversial Sourcing: social_supply_chain_controversial_sourcing
-- Supplier Audits and Monitoring: social_supply_chain_supplier_audits_and_monitoring
-- Supplier Engagement: social_supply_chain_supplier_engagement
-- Supply Chain Diversity and Inclusion: social_supply_chain_supply_chain_diversity_and_inclusion
+- **Controversial Sourcing**: social_supply_chain_controversial_sourcing
+- **Supplier Audits and Monitoring**: social_supply_chain_supplier_audits_and_monitoring
+- **Supplier Engagement**: social_supply_chain_supplier_engagement
+- **Supply Chain Diversity and Inclusion**: social_supply_chain_supply_chain_diversity_and_inclusion
 ### 3. Governance
 ### 1.1 Management and Oversight
-- Audit and Internal Controls: governance_management_and_oversight_audit_and_internal_controls
-- Board Diversity and Independence: governance_management_and_oversight_board_diversity_and_independence
-- Board Oversight: governance_management_and_oversight_board_oversight
-- Board Quality and Integrity: governance_management_and_oversight_board_quality_and_integrity
-- Compliance and Ethics Programs: governance_management_and_oversight_compliance_and_ethics_programs
-- Corporate Governance Policies: governance_management_and_oversight_corporate_governance_policies
-- Ethical Business Practices: governance_management_and_oversight_ethical_business_practices
-- Executive Compensation: governance_management_and_oversight_executive_compensation
-- Financial Sustainability: governance_management_and_oversight_financial_sustainability
-- Governance Oversight: governance_management_and_oversight_governance_oversight
-- Infrastructure Connectivity and Integration: governance_management_and_oversight_infrastructure_connectivity_and_integration
-- Organizational Structure and Management: governance_management_and_oversight_organizational_structure_and_management
-- Project Team Competency: governance_management_and_oversight_project_team_competency
-- Public Disclosure: governance_management_and_oversight_public_disclosure
-- Results Orientation: governance_management_and_oversight_results_orientation
-- Risk Management: governance_management_and_oversight_risk_management
+- **Audit and Internal Controls**: governance_management_and_oversight_audit_and_internal_controls
+- **Board Diversity and Independence**: governance_management_and_oversight_board_diversity_and_independence
+- **Board Oversight**: governance_management_and_oversight_board_oversight
+- **Board Quality and Integrity**: governance_management_and_oversight_board_quality_and_integrity
+- **Compliance and Ethics Programs**: governance_management_and_oversight_compliance_and_ethics_programs
+- **Corporate Governance Policies**: governance_management_and_oversight_corporate_governance_policies
+- **Ethical Business Practices**: governance_management_and_oversight_ethical_business_practices
+- **Executive Compensation**: governance_management_and_oversight_executive_compensation
+- **Financial Sustainability**: governance_management_and_oversight_financial_sustainability
+- **Governance Oversight**: governance_management_and_oversight_governa**nce_oversight
+- **Infrastructure Connectivity and Integration**: governance_management_and_oversight_infrastructure_connectivity_and_integration
+- **Organizational Structure and Management**: governance_management_and_oversight_organizational_structure_and_management
+- **Project Team Competency**: governance_management_and_oversight_project_team_competency
+- **Public Disclosure**: governance_management_and_oversight_public_disclosure
+- **Results Orientation**: governance_management_and_oversight_results_orientation
+- **Risk Management**: governance_management_and_oversight_risk_management
 ### 1.2 Sustainability and Resilience Management
-- Emergency Response Preparedness: governance_sustainability_and_resilience_management_emergency_response_preparedness
-- Engagement and Participation: governance_sustainability_and_resilience_management_engagement_and_participation
-- Environmental and Social Management Systems: governance_sustainability_and_resilience_management_environmental_and_social_management_systems
-- Life Cycle Approach: governance_sustainability_and_resilience_management_life_cycle_approach
-- Pre-existing Liabilities: governance_sustainability_and_resilience_management_pre-existing_liabilities
-- Resilience Planning: governance_sustainability_and_resilience_management_resilience_planning
-- Stakeholder Identification and Engagement Planning: governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning
-- Supply Chain: governance_sustainability_and_resilience_management_supply_chain
+- **Emergency Response Preparedness**: governance_sustainability_and_resilience_management_emergency_response_preparedness
+- **Engagement and Participation**: governance_sustainability_and_resilience_management_engagement_and_participation
+- **Environmental and Social Management Systems**: governance_sustainability_and_resilience_management_environmental_and_social_management_systems
+- **Life Cycle Approach**: governance_sustainability_and_resilience_management_life_cycle_approach
+- **Pre-existing Liabilities**: governance_sustainability_and_resilience_management_pre-existing_liabilities
+- **Resilience Planning**: governance_sustainability_and_resilience_management_resilience_planning
+- **Stakeholder Identification and Engagement Planning**: governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning
+- **Supply Chain**: governance_sustainability_and_resilience_management_supply_chain
 ### 1.3 Stakeholder Engagement
-- Public Grievance and Customer Feedback Management: governance_stakeholder_engagement_public_grievance_and_customer_feedback_management
-- Shareholder Rights: governance_stakeholder_engagement_shareholder_rights
-- Stakeholder Engagement in Governance: governance_stakeholder_engagement_stakeholder_engagement_in_governance
+- **Public Grievance and Customer Feedback Management**: governance_stakeholder_engagement_public_grievance_and_customer_feedback_management
+- **Shareholder Rights**: governance_stakeholder_engagement_shareholder_rights
+- **Stakeholder Engagement in Governance**: governance_stakeholder_engagement_stakeholder_engagement_in_governance
 ### 1.4 Anti-corruption and Transparency
-- Anti-Bribery and Corruption Management System: governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system
-- Cybersecurity and Data Privacy: governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy
-- Fair Competition: governance_anti-corruption_and_transparency_fair_competition
-- Financial Transparency on Taxes and Donations: governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations
-- Political Contributions and Lobbying: governance_anti-corruption_and_transparency_political_contributions_and_lobbying
+- **Anti-Bribery and Corruption Management System**: governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system
+- **Cybersecurity and Data Privacy**: governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy
+- **Fair Competition**: governance_anti-corruption_and_transparency_fair_competition
+- **Financial Transparency on Taxes and Donations**: governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations
+- **Political Contributions and Lobbying**: governance_anti-corruption_and_transparency_political_contributions_and_lobbying
 
 ## Evaluation
 ```csv