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RESPONSE_FORMAT = { | |
"type": "json_schema", | |
"json_schema": { | |
"name": "esg_response", | |
"strict": True, | |
"schema": { | |
"type": "object", | |
"properties": { | |
"company_name": {"type": "string"}, | |
"Greenhouse Gas (GHG) Protocol Parameters": { | |
"type": "array", | |
"items": { | |
"type": "object", | |
"properties": { | |
"Total GHG Emissions": {"type": ["integer", "null"]}, | |
"Total GHG Emissions Description": { | |
"type": "string", | |
"description": "Total greenhouse gases emitted by the organization." | |
}, | |
"Scope 1 Emissions": {"type": ["integer", "null"]}, | |
"Scope 1 Emissions Description": { | |
"type": "string", | |
"description": "Direct GHG emissions from owned or controlled sources." | |
}, | |
"Scope 2 Emissions": {"type": ["integer", "null"]}, | |
"Scope 2 Emissions Description": { | |
"type": "string", | |
"description": "Indirect emissions from the generation of purchased electricity." | |
}, | |
"Scope 3 Emissions": {"type": ["integer", "null"]}, | |
"Scope 3 Emissions Description": { | |
"type": "string", | |
"description": "All other indirect emissions that occur in a company’s value chain." | |
}, | |
"CO₂ Emissions": {"type": ["integer", "null"]}, | |
"CO₂ Emissions Description": { | |
"type": "string", | |
"description": "Emissions of carbon dioxide." | |
}, | |
"CH₄ Emissions": {"type": ["integer", "null"]}, | |
"CH₄ Emissions Description": { | |
"type": "string", | |
"description": "Emissions of methane." | |
}, | |
"N₂O Emissions": {"type": ["integer", "null"]}, | |
"N₂O Emissions Description": { | |
"type": "string", | |
"description": "Emissions of nitrous oxide." | |
}, | |
"HFC Emissions": {"type": ["integer", "null"]}, | |
"HFC Emissions Description": { | |
"type": "string", | |
"description": "Emissions of hydrofluorocarbons." | |
}, | |
"PFC Emissions": {"type": ["integer", "null"]}, | |
"PFC Emissions Description": { | |
"type": "string", | |
"description": "Emissions of perfluorocarbons." | |
} | |
}, | |
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"Scope 1 Emissions", "Scope 1 Emissions Description", | |
"Scope 2 Emissions", "Scope 2 Emissions Description", | |
"Scope 3 Emissions", "Scope 3 Emissions Description", | |
"CO₂ Emissions", "CO₂ Emissions Description", | |
"CH₄ Emissions", "CH₄ Emissions Description", | |
"N₂O Emissions", "N₂O Emissions Description", | |
"HFC Emissions", "HFC Emissions Description", | |
"PFC Emissions", "PFC Emissions Description" | |
], | |
"additionalProperties": False | |
} | |
}, | |
"Net Zero Intervention Parameters": { | |
"type": "array", | |
"items": { | |
"type": "object", | |
"properties": { | |
"Renewable Energy Adoption": {"type": ["number", "null"]}, | |
"Renewable Energy Adoption Description": { | |
"type": "string", | |
"description": "Proportion of energy consumption derived from renewable sources." | |
}, | |
"Energy Efficiency Improvements": {"type": ["number", "null"]}, | |
"Energy Efficiency Improvements Description": { | |
"type": "string", | |
"description": "Reduction in energy consumption due to efficiency measures." | |
}, | |
"Electrification of Operations": {"type": ["number", "null"]}, | |
"Electrification of Operations Description": { | |
"type": "string", | |
"description": "Extent to which operations have shifted from fossil fuels to electric power." | |
}, | |
"Carbon Capture and Storage (CCS) Implementation": {"type": ["number", "null"]}, | |
"Carbon Capture and Storage (CCS) Implementation Description": { | |
"type": "string", | |
"description": "Amount of CO₂ captured and stored to prevent atmospheric release." | |
}, | |
"Reforestation and Afforestation Initiatives": {"type": ["number", "null"]}, | |
"Reforestation and Afforestation Initiatives Description": { | |
"type": "string", | |
"description": "Efforts to plant trees to absorb CO₂ from the atmosphere." | |
}, | |
"Sustainable Transportation Adoption": {"type": ["number", "null"]}, | |
"Sustainable Transportation Adoption Description": { | |
"type": "string", | |
"description": "Proportion of transportation utilizing low-emission or electric vehicles." | |
}, | |
"Supply Chain Emissions Reduction": {"type": ["number", "null"]}, | |
"Supply Chain Emissions Reduction Description": { | |
"type": "string", | |
"description": "Decrease in emissions from upstream and downstream supply chain activities." | |
}, | |
"Waste-to-Energy Conversion": {"type": ["number", "null"]}, | |
"Waste-to-Energy Conversion Description": { | |
"type": "string", | |
"description": "Energy produced from the processing of waste materials." | |
}, | |
"Carbon Offset Investments": {"type": ["number", "null"]}, | |
"Carbon Offset Investments Description": { | |
"type": "string", | |
"description": "Amount of emissions offset through investments in environmental projects." | |
}, | |
"Climate Risk Assessment": {"type": ["string", "null"]}, | |
"Climate Risk Assessment Description": { | |
"type": "string", | |
"description": "Evaluation of potential risks posed by climate change to the organization." | |
}, | |
"Climate Adaptation Strategies": {"type": ["string", "null"]}, | |
"Climate Adaptation Strategies Description": { | |
"type": "string", | |
"description": "Plans implemented to adapt operations to changing climate conditions." | |
}, | |
"Internal Carbon Pricing": {"type": ["number", "null"]}, | |
"Internal Carbon Pricing Description": { | |
"type": "string", | |
"description": "Monetary value assigned to carbon emissions to incentivize reduction." | |
}, | |
"Net-Zero Target Year": {"type": ["string", "null"]}, | |
"Net-Zero Target Year Description": { | |
"type": "string", | |
"description": "Specific year by which the organization aims to achieve net-zero emissions." | |
}, | |
"Interim Emission Reduction Targets": {"type": ["number", "null"]}, | |
"Interim Emission Reduction Targets Description": { | |
"type": "string", | |
"description": "Short-term targets set to progressively reduce emissions en route to net-zero." | |
}, | |
"Employee Engagement in Sustainability": {"type": ["number", "null"]}, | |
"Employee Engagement in Sustainability Description": { | |
"type": "string", | |
"description": "Proportion of employees actively involved in sustainability programs." | |
}, | |
"Investment in Low-Carbon Technologies": {"type": ["number", "null"]}, | |
"Investment in Low-Carbon Technologies Description": { | |
"type": "string", | |
"description": "Financial resources allocated to developing or adopting low-carbon technologies." | |
}, | |
"Public Disclosure of Net-Zero Progress": {"type": ["string", "null"]}, | |
"Public Disclosure of Net-Zero Progress Description": { | |
"type": "string", | |
"description": "Regular public updates on progress toward net-zero commitments." | |
}, | |
"Third-Party Verification of Emission Data": {"type": ["boolean", "null"]}, | |
"Third-Party Verification of Emission Data Description": { | |
"type": "string", | |
"description": "Confirmation that emission data has been verified by an external party." | |
}, | |
"Participation in Carbon Markets": {"type": ["boolean", "null"]}, | |
"Participation in Carbon Markets Description": { | |
"type": "string", | |
"description": "Involvement in systems where carbon credits are bought and sold." | |
}, | |
"Development of Climate-Resilient Infrastructure": {"type": ["string", "null"]}, | |
"Development of Climate-Resilient Infrastructure Description": { | |
"type": "string", | |
"description": "Initiatives to build infrastructure resilient to climate impacts." | |
}, | |
"Reduction of Methane Emissions": {"type": ["number", "null"]}, | |
"Reduction of Methane Emissions Description": { | |
"type": "string", | |
"description": "Efforts to decrease methane emissions from operations." | |
}, | |
"Implementation of Circular Economy Practices": {"type": ["string", "null"]}, | |
"Implementation of Circular Economy Practices Description": { | |
"type": "string", | |
"description": "Adoption of processes that emphasize reuse and recycling to minimize waste." | |
}, | |
"Collaboration with Industry Peers on Climate Action": {"type": ["string", "null"]}, | |
"Collaboration with Industry Peers on Climate Action Description": { | |
"type": "string", | |
"description": "Joint initiatives with other organizations to address climate challenges." | |
}, | |
"Use of Science-Based Targets": {"type": ["boolean", "null"]}, | |
"Use of Science-Based Targets Description": { | |
"type": "string", | |
"description": "Setting emission reduction targets in line with scientific recommendations." | |
}, | |
"Monitoring and Reporting Mechanisms": {"type": ["string", "null"]}, | |
"Monitoring and Reporting Mechanisms Description": { | |
"type": "string", | |
"description": "Systems established to track and report emissions data accurately." | |
} | |
}, | |
"required": [ | |
"Renewable Energy Adoption", "Renewable Energy Adoption Description", | |
"Energy Efficiency Improvements", "Energy Efficiency Improvements Description", | |
"Electrification of Operations", "Electrification of Operations Description", | |
"Carbon Capture and Storage (CCS) Implementation", "Carbon Capture and Storage (CCS) Implementation Description", | |
"Reforestation and Afforestation Initiatives", "Reforestation and Afforestation Initiatives Description", | |
"Sustainable Transportation Adoption", "Sustainable Transportation Adoption Description", | |
"Supply Chain Emissions Reduction", "Supply Chain Emissions Reduction Description", | |
"Waste-to-Energy Conversion", "Waste-to-Energy Conversion Description", | |
"Carbon Offset Investments", "Carbon Offset Investments Description", | |
"Climate Risk Assessment", "Climate Risk Assessment Description", | |
"Climate Adaptation Strategies", "Climate Adaptation Strategies Description", | |
"Internal Carbon Pricing", "Internal Carbon Pricing Description", | |
"Net-Zero Target Year", "Net-Zero Target Year Description", | |
"Interim Emission Reduction Targets", "Interim Emission Reduction Targets Description", | |
"Employee Engagement in Sustainability", "Employee Engagement in Sustainability Description", | |
"Investment in Low-Carbon Technologies", "Investment in Low-Carbon Technologies Description", | |
"Public Disclosure of Net-Zero Progress", "Public Disclosure of Net-Zero Progress Description", | |
"Third-Party Verification of Emission Data", "Third-Party Verification of Emission Data Description", | |
"Participation in Carbon Markets", "Participation in Carbon Markets Description", | |
"Development of Climate-Resilient Infrastructure", "Development of Climate-Resilient Infrastructure Description", | |
"Reduction of Methane Emissions", "Reduction of Methane Emissions Description", | |
"Implementation of Circular Economy Practices", "Implementation of Circular Economy Practices Description", | |
"Collaboration with Industry Peers on Climate Action", "Collaboration with Industry Peers on Climate Action Description", | |
"Use of Science-Based Targets", "Use of Science-Based Targets Description", | |
"Monitoring and Reporting Mechanisms", "Monitoring and Reporting Mechanisms Description" | |
], | |
"additionalProperties": False | |
} | |
}, | |
"Materiality Parameters": { | |
"type": "array", | |
"items": { | |
"type": "object", | |
"properties": { | |
"Stakeholder Engagement Level": { | |
"type": ["string", "null"] | |
}, | |
"Stakeholder Engagement Level Description": { | |
"type": "string", | |
"description": "Degree to which stakeholders are involved in organizational activities or decisions." | |
}, | |
"Stakeholder Feedback Mechanisms": { | |
"type": ["string", "null"] | |
}, | |
"Stakeholder Feedback Mechanisms Description": { | |
"type": "string", | |
"description": "Systems in place for stakeholders to provide feedback to the organization." | |
}, | |
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"type": ["string", "null"] | |
}, | |
"Identification of Material Issues Description": { | |
"type": "string", | |
"description": "Process of determining the most significant environmental, social, and governance issues relevant to the organization." | |
}, | |
"Prioritization of Material Issues": { | |
"type": ["string", "null"] | |
}, | |
"Prioritization of Material Issues Description": { | |
"type": "string", | |
"description": "Ranking of identified material issues based on their significance to stakeholders and the organization." | |
}, | |
"Double Materiality Assessment": { | |
"type": ["string", "null"] | |
}, | |
"Double Materiality Assessment Description": { | |
"type": "string", | |
"description": "Evaluation considering both the organization's impact on sustainability matters and the impact of those matters on the organization." | |
}, | |
"Materiality Matrix Development": { | |
"type": ["string", "null"] | |
}, | |
"Materiality Matrix Development Description": { | |
"type": "string", | |
"description": "Creation of a visual matrix plotting material issues based on their importance to stakeholders and the organization." | |
}, | |
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"type": ["string", "null"] | |
}, | |
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"type": "string", | |
"description": "Frequency and process for updating the assessment of material issues." | |
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"type": ["string", "null"] | |
}, | |
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"type": "string", | |
"description": "How identified material issues are incorporated into the organization's strategic planning." | |
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}, | |
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"type": ["string", "null"] | |
}, | |
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"type": "string", | |
"description": "Analysis of the potential or actual impact of material issues on the organization and its stakeholders." | |
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}, | |
"required": ["company_name", "Greenhouse Gas (GHG) Protocol Parameters", "Net Zero Intervention Parameters", "Materiality Parameters"], | |
"additionalProperties": False | |
} | |
} | |
} | |
GEMINI_RESPONSE_FORMAT = { | |
"type": "object", | |
"properties": { | |
"Company Name": { | |
"type": "string", | |
"description": "Name of the company." | |
}, | |
"Greenhouse Gas (GHG) Protocol Parameters": { | |
"type": "object", | |
"properties": { | |
"Total GHG Emissions": { "type": "integer", "nullable": True, "description": "Total greenhouse gases emitted by the organization. Units: Metric Tons CO₂e." }, | |
"Scope 1 Emissions": { "type": "integer", "nullable": True, "description": "Direct GHG emissions from owned or controlled sources. Units: Metric Tons CO₂e." }, | |
"Scope 2 Emissions": { "type": "integer", "nullable": True, "description": "Indirect GHG emissions from the consumption of purchased electricity, steam, heating, and cooling. Units: Metric Tons CO₂e." }, | |
"Scope 3 Emissions": { "type": "integer", "nullable": True, "description": "Other indirect emissions occurring in the value chain, including both upstream and downstream emissions. Units: Metric Tons CO₂e." }, | |
"CO₂ Emissions": { "type": "integer", "nullable": True, "description": "Emissions of carbon dioxide. Units: Metric Tons CO₂." }, | |
"CH₄ Emissions": { "type": "integer", "nullable": True, "description": "Emissions of methane. Units: Metric Tons CH₄." }, | |
"N₂O Emissions": { "type": "integer", "nullable": True, "description": "Emissions of nitrous oxide. Units: Metric Tons N₂O." }, | |
"HFC Emissions": { "type": "integer", "nullable": True, "description": "Emissions of hydrofluorocarbons. Units: Metric Tons HFCs" }, | |
"PFC Emissions": { "type": "integer", "nullable": True, "description": "Emissions of perfluorocarbons. Units: Metric Tons PFCs" }, | |
"SF₆ Emissions": { "type": "integer", "nullable": True, "description": "Emissions of sulfur hexafluoride. Units: Metric Tons SF₆." }, | |
"NF₃ Emissions": { "type": "integer", "nullable": True, "description": "Emissions of nitrogen trifluoride. Units: Metric Tons NF₃." }, | |
"Biogenic CO₂ Emissions": { "type": "integer", "nullable": True, "description": "CO₂ emissions from biological sources. Units: Metric Tons CO₂." }, | |
"Emissions Intensity per Revenue": { "type": "number", "nullable": True, "description": "GHG emissions per unit of revenue. Units: Metric Tons CO₂e / Revenue." }, | |
"Emissions Intensity per Employee": { "type": "number", "nullable": True, "description": "GHG emissions per employee. Units: Metric Tons CO₂e / Employee." }, | |
"Base Year Emissions": { "type": "integer", "nullable": True, "description": "GHG emissions in the base year for comparison. Units: Metric Tons CO₂e." }, | |
"Emissions Reduction Target": { "type": "number", "nullable": True, "description": "Targeted percentage reduction in GHG emissions. Units: Percentage (%)." }, | |
"Emissions Reduction Achieved": { "type": "number", "nullable": True, "description": "Actual percentage reduction in GHG emissions achieved. Units: Percentage (%)." }, | |
"Energy Consumption": { "type": "number", "nullable": True, "description": "Total energy consumed by the organization. Units: MWh or GJ." }, | |
"Renewable Energy Consumption": { "type": "number", "nullable": True, "description": "Amount of energy consumed from renewable sources. Units: MWh or GJ." }, | |
"Non-Renewable Energy Consumption": { "type": "number", "nullable": True, "description": "Amount of energy consumed from non-renewable sources. Units: MWh or GJ." }, | |
"Energy Intensity per Revenue": { "type": "number", "nullable": True, "description": "Energy consumption per unit of revenue. Units: MWh or GJ / Revenue." }, | |
"Energy Intensity per Employee": { "type": "number", "nullable": True, "description": "Energy consumption per employee. Units: MWh or GJ / Employee." }, | |
"Fuel Consumption": { "type": "number", "nullable": True, "description": "Total fuel consumed by the organization. Units: Liters or GJ." }, | |
"Electricity Consumption": { "type": "number", "nullable": True, "description": "Total electricity consumed. Units: MWh." }, | |
"Heat Consumption": { "type": "number", "nullable": True, "description": "Total heat energy consumed. Units: GJ." }, | |
"Steam Consumption": { "type": "number", "nullable": True, "description": "Total steam energy consumed. Units: GJ." }, | |
"Cooling Consumption": { "type": "number", "nullable": True, "description": "Total energy consumed for cooling. Units: GJ." }, | |
"Purchased Goods and Services Emissions": { "type": "integer", "nullable": True, "description": "Emissions from purchased goods and services. Units: Metric Tons CO₂e." }, | |
"Capital Goods Emissions": { "type": "integer", "nullable": True, "description": "Emissions from the production of capital goods. Units: Metric Tons CO₂e." }, | |
"Fuel- and Energy-Related Activities Emissions": { "type": "integer", "nullable": True, "description": "Emissions related to fuel and energy production not included in Scope 1 or 2. Units: Metric Tons CO₂e." }, | |
"Upstream Transportation and Distribution Emissions": { "type": "integer", "nullable": True, "description": "Emissions from transportation and distribution in the supply chain. Units: Metric Tons CO₂e." }, | |
"Waste Generated in Operations Emissions": { "type": "integer", "nullable": True, "description": "Emissions from waste generated during operations. Units: Metric Tons CO₂e." }, | |
"Business Travel Emissions": { "type": "integer", "nullable": True, "description": "Emissions from employee business travel. Units: Metric Tons CO₂e." }, | |
"Employee Commuting Emissions": { "type": "integer", "nullable": True, "description": "Emissions from employees commuting to and from work. Units: Metric Tons CO₂e." }, | |
"Upstream Leased Assets Emissions": { "type": "integer", "nullable": True, "description": "Emissions from leased assets upstream in the value chain. Units: Metric Tons CO₂e." }, | |
"Downstream Transportation and Distribution Emissions": { "type": "integer", "nullable": True, "description": "Emissions from transportation and distribution of sold products. Units: Metric Tons CO₂e." }, | |
"Processing of Sold Products Emissions": { "type": "integer", "nullable": True, "description": "Emissions from processing intermediate products sold by the organization. Units: Metric Tons CO₂e." }, | |
"Use of Sold Products Emissions": { "type": "integer", "nullable": True, "description": "Emissions from the use of sold products by consumers. Units: Metric Tons CO₂e." }, | |
"End-of-Life Treatment of Sold Products Emissions": { "type": "integer", "nullable": True, "description": "Emissions from the disposal of sold products at end of life. Units: Metric Tons CO₂e." }, | |
"Downstream Leased Assets Emissions": { "type": "integer", "nullable": True, "description": "Emissions from leased assets downstream in the value chain. Units: Metric Tons CO₂e." }, | |
"Franchises Emissions": { "type": "integer", "nullable": True, "description": "Emissions from franchise operations. Units: Metric Tons CO₂e." }, | |
"Investments Emissions": { "type": "integer", "nullable": True, "description": "Emissions from investments. Units: Metric Tons CO₂e." }, | |
"Carbon Offsets Purchased": { "type": "integer", "nullable": True, "description": "Amount of carbon offsets purchased. Units: Metric Tons CO₂e." }, | |
"Net GHG Emissions": { "type": "integer", "nullable": True, "description": "GHG emissions after accounting for offsets. Units: Metric Tons CO₂e." }, | |
"Carbon Sequestration": { "type": "integer", "nullable": True, "description": "Amount of CO₂ sequestered or captured. Units: Metric Tons CO₂e." } | |
}, | |
"propertyOrdering": [ | |
"Total GHG Emissions", | |
"Scope 1 Emissions", | |
"Scope 2 Emissions", | |
"Scope 3 Emissions", | |
"CO₂ Emissions", | |
"CH₄ Emissions", | |
"N₂O Emissions", | |
"HFC Emissions", | |
"PFC Emissions", | |
"SF₆ Emissions", | |
"NF₃ Emissions", | |
"Biogenic CO₂ Emissions", | |
"Emissions Intensity per Revenue", | |
"Emissions Intensity per Employee", | |
"Base Year Emissions", | |
"Emissions Reduction Target", | |
"Emissions Reduction Achieved", | |
"Energy Consumption", | |
"Renewable Energy Consumption", | |
"Non-Renewable Energy Consumption", | |
"Energy Intensity per Revenue", | |
"Energy Intensity per Employee", | |
"Fuel Consumption", | |
"Electricity Consumption", | |
"Heat Consumption", | |
"Steam Consumption", | |
"Cooling Consumption", | |
"Purchased Goods and Services Emissions", | |
"Capital Goods Emissions", | |
"Fuel- and Energy-Related Activities Emissions", | |
"Upstream Transportation and Distribution Emissions", | |
"Waste Generated in Operations Emissions", | |
"Business Travel Emissions", | |
"Employee Commuting Emissions", | |
"Upstream Leased Assets Emissions", | |
"Downstream Transportation and Distribution Emissions", | |
"Processing of Sold Products Emissions", | |
"Use of Sold Products Emissions", | |
"End-of-Life Treatment of Sold Products Emissions", | |
"Downstream Leased Assets Emissions", | |
"Franchises Emissions", | |
"Investments Emissions", | |
"Carbon Offsets Purchased", | |
"Net GHG Emissions", | |
"Carbon Sequestration" | |
] | |
} | |
}, | |
"propertyOrdering": ["Company Name", "Greenhouse Gas (GHG) Protocol Parameters"] | |
} |