diff --git a/data_preprocessing/SubmitData2.js b/data_preprocessing/SubmitData2.js deleted file mode 100644 index a606cd8..0000000 --- a/data_preprocessing/SubmitData2.js +++ /dev/null @@ -1,583 +0,0 @@ -import { createClient } from "@supabase/supabase-js"; - -const supabase = createClient( - "https://qcmdujvhpsexghhiwhah.supabase.co", - "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6InFjbWR1anZocHNleGdoaGl3aGFoIiwicm9sZSI6ImFub24iLCJpYXQiOjE3MjgwMjA3NzYsImV4cCI6MjA0MzU5Njc3Nn0.AIDP79S8SC8Di_b91gtSusqBvVBlCVxBofSyucQkXUw" -); - -import fs from 'fs'; -import csv from 'csv-parser'; - -const target_dict = new Map([ - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase() ].toString(),'%'], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total mercury (Hg) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase() ].toString(),'Gigajoules (GJ)'], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase() ].toString(),'%'], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase() ].toString(),'Count'], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase() ].toString(),'Count'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase() ].toString(),'%'], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase() ].toString(),'Count'], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase() ].toString(),'Days'], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase() ].toString(),'%'], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase() ].toString(),'Count'], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase() ].toString(),'Days'], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase() ].toString(),'Count'], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase() ].toString(),'Count'], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase() ].toString(),'Hours'], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase() ].toString(),'Hours'], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase() ].toString(),'Count'], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase() ].toString(),'Count'], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase() ].toString(),'%'], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase() ].toString(),'USD'] -]); - -//stores the conversion as a tuple (original, transformed), maps to the conversion required -const conversion_dict = new Map([ - [['sites', 'Count'].toString(),x => x], - [['tonnes', 'Tonnes'].toString(),x => x], - [['employees', 'Count'].toString(),x => x], - [['percent', '%'].toString(),x => x], - [['t', 'Tonnes'].toString(),x => x], - [['units', 'Count'].toString(),x => x], - [['number', 'Rate (per million hours worked)'].toString(),x => null],//number cannot be converted to Rate since we don't have million hours worked data - [['MtCO2-e', 'Tonnes'].toString(),x => x * 1000000],//million tones to tonnes - [['Rate', 'Rate (per million hours worked)'].toString(),x => x],//assume correct - [['m3', 'Cubic meters (m³)'].toString(),x => x], - [['megalitres', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['GL', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['oz', 'Tonnes'].toString(),x => x / 35273.96], - [['Thousand cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['tCO2e', 'Tonnes'].toString(),x => x], - [['Mt CO2e', 'Tonnes'].toString(),x => x * 1000000],//million tones to tonnes - [['thousand TJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000],//thousand terajoules to gigajoules - [['Terajoules (TJ)', 'Gigajoules (GJ)'].toString(),x => x * 1000],//terajoules to gigajoules - [['Rate (per 200000 hours worked)', 'Rate (per million hours worked)'].toString(),x => x * 5],//per 200000 hours to per million hours - [['thousand tonnes', 'Tonnes'].toString(),x => x * 1000], - [['hours', 'Hours'].toString(),x => x], - [['months', 'Days'].toString(),x => x * 30],//one month = 30days - [['incident', 'Count'].toString(),x => x], - [['Petajoules', 'Gigajoules (GJ)'].toString(),x => x * 1000000],//petajoules to gigajoules - [['Megalitres', 'Cubic meters (m³)'].toString(),x => x * 1000], - //[['ug/m3', 'Tonnes'].toString(),x =>], - [['Kilotonnes', 'Tonnes'].toString(),x => x * 1000], - [['Thousand Tonnes', 'Tonnes'].toString(),x => x * 1000], - [['MWh', 'Gigajoules (GJ)'].toString(),x => x * 3.6],//1 mwh = 3.6 GJ - [['tonnes CO2E', 'Tonnes'].toString(),x => x], - [['GJ', 'Gigajoules (GJ)'].toString(),x => x], - [['%', 'Gigajoules (GJ)'].toString(),x => null], - [['kWh', 'Gigajoules (GJ)'].toString(),x => 0.0036 * x], - [['m³', 'Cubic meters (m³)'].toString(),x => x], - [['incidents', 'Count'].toString(),x => x], - [['percentage', '%'].toString(),x => x], - [['%', 'Hectares (Ha)'].toString(),x => null],//cannot convert percentage to hectares - [['days', 'Days'].toString(),x => x], - [['fatalities', 'Count'].toString(),x => x], - [['fatalities', 'Rate (per million hours worked)'].toString(),x => null],//cannot convert fatalities to rate - [['contractors', 'Count'].toString(),x => x], - [['number', 'Count'].toString(),x => x], - [['Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x], - [['million metric tons', 'Tonnes'].toString(),x => x * 1000000], - [['ha', 'Hectares (Ha)'].toString(),x => x], - [['%', 'Tonnes'].toString(),x => null],//cannot convert percentage to Tonne - [['kTonnes', 'Tonnes'].toString(),x => x * 1000], - [['000m3', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['Rate', 'Tonnes'].toString(),x => null],//cannot convert rate to Tonnes - [['Mt', 'Tonnes'].toString(),x => x * 1000000], - [['Number', 'Count'].toString(),x => x], - [['Number (units)', 'Count'].toString(),x => x], - [['Ha', 'Hectares (Ha)'].toString(),x => x], - [['million GJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['strikes and lockouts', 'Count'].toString(),x => x], - [['Number (units)', '%'].toString(),x => null],//cannnot convert count to percentage - [['ML/yr', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['ML', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['million m³', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['Megatonnes', 'Tonnes'].toString(),x => x * 1000000], - [['thousands of cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['Percentage', '%'].toString(),x => x], - [['metric tonnes', 'Tonnes'].toString(),x => x], - [['million tCO2e', 'Tonnes'].toString(),x => x * 1000000], - [['PJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['per million hours worked', 'Rate (per million hours worked)'].toString(),x => x], - [['kt', 'Tonnes'].toString(),x => x * 1000], - [['gigajoules', 'Gigajoules (GJ)'].toString(),x => x], - [['Giga Joule', 'Gigajoules (GJ)'].toString(),x => x], - [['per 200,000 hours worked', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['thousand m3', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['days', 'Count'].toString(),x => x], - [['day', 'Days'].toString(),x => x], - [['metric tonnes of CO2 equivalents', 'Tonnes'].toString(),x => x], - [['per 200,000 hours worked (contractors)', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['per 200,000 hours worked (employees)', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['Thousands of cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['millions of tCO2e', 'Tonnes'].toString(),x => x * 1000000], - [['thousand metric tons', 'Tonnes'].toString(),x => x * 1000], - [['kilotonnes', 'Tonnes'].toString(),x => x * 1000], - [['month', 'Count'].toString(),x => null],//cannot convert month to count - [['kg', 'Tonnes'].toString(),x => x * 0.001], - [['%', 'Count'].toString(),x => null],//cannot convert percentage to count, - [['percent', 'Count'].toString(),x => null], - [['metric tonnes (t)', 'Tonnes'].toString(),x => x], - [['thousand cubic metres', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['KT', 'Tonnes'].toString(),x => x * 1000], - [['tonnes CO2e', 'Tonnes'].toString(),x => x], - [['Million tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['Million gigajoules', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['Million Tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['mTonnes', 'Tonnes'].toString(),x => x * 1000000], - [['million Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['Petajoules (PJ)', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['000 tonnes', 'Tonnes'].toString(),x => x * 1000], - [['CLAs signed', '%'].toString(),x => null],//cannot use count as percentage - [['million tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['Million Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['tonnes CO2Eq', 'Tonnes'].toString(),x => x], - [['day', 'Count'].toString(),x => null],//days cannot be count. Different metric - [['count', 'Count'].toString(),x => x], - [['frequency rate', 'Count'].toString(),x => x], - [['thousand ounces', 'Tonnes'].toString(),x => x / 35.27396], - [['CuEq KiloTonnes', 'Tonnes'].toString(),x => x * 1000], - [['million m³', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['m³', 'Cubic meters (m³)'].toString(),x => x], - [['million Cubic meters (m³)', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['terajoules', 'Gigajoules (GJ)'].toString(), x => x * 1000], - [['Million Cubic meters (m³)', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['thousand metric tonnes', 'Tonnes'].toString(),x => x * 1000], -]); - -const minMax = new Map([ - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003949576, 1767.081791]], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'None'.toUpperCase()].toString(), [14.34485949, 23000000]], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000000145323265060133, 0.002418881]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003949576, 26091.60544]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'None'.toUpperCase()].toString(), [14.34485949, 166908000]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000000145323265060133, 0.054813818]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.006103764, 3.980910176]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'None'.toUpperCase()].toString(), [6, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000410732157452803, 0.0000071406551336]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'None'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [20.90083632, 171367.3688]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'None'.toUpperCase()].toString(), [17494, 965000000]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000420576421751, 0.298826204]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'None'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000712047849615, 3705.690185]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 228000000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [5.22870349068245E-11, 0.004479899]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.00014241, 1167.921256]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [2, 5459674]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000104574069813649, 0.004297325]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000213614, 4.461918892]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 146000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000219040456772366, 0.0000037379874609]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000594212371501, 26.42459105]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [2, 1911000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000262524611682345, 0.000127596]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000368161401958, 0.0000368161401958]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 1]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [4.37541019470574E-11, 4.37541019470574E-11]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000011013215859, 0.14541922]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [0.04, 2000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [4.05227433897274E-11, 0.000000310971012579784]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'None'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001513916, 18183.82191]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [13, 408000000]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000166368537713096, 0.030131483]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001262872, 20160.677]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [11, 1458000000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000135174436891891, 0.097349269]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1.419424214, 5753.461919]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'None'.toUpperCase()].toString(), [72886, 27620000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000024026567839, 0.006006633]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.002331455, 29050.82464]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'None'.toUpperCase()].toString(), [22, 448000000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000249552806569644, 0.059887359]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.392593077, 510.0520557]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'None'.toUpperCase()].toString(), [14000, 11453000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000598835746882748, 0.002499564]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000029710618575, 0.000825991]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 24]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000182615047479912, 0.00000000303920575422956]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1.180012184, 4345.519465]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'None'.toUpperCase()].toString(), [11684, 729000000]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000016781537276, 0.01744687]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.010507526, 23684.21053]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 185311000]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000455105209616105, 0.018636817]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000488679, 37139.40472]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 283898456]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000401601049517409, 0.094656234]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003387755, 7615.822412]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'None'.toUpperCase()].toString(), [166, 27660667]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000261437908496732, 0.028022153]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001755102, 0.800944779]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'None'.toUpperCase()].toString(), [65, 44132]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000135443735727223, 0.0000014397755448]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000175438596491, 0.0000612244897959]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1.85044688292223E-11, 9.12429571842422E-11]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'None'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'None'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'None'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.00002446662752, 0.122734335]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 237]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1.79668690933918E-11, 0.000000131661327068402]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000489332550401, 0.007984969]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 17]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3.59337381867836E-11, 0.0000000283402767011251]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'None'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000327214423611, 0.005067323]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 35]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000248200546041201, 0.0000000105169628093151]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000327214423611, 0.000144781]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 1]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000237338016803532, 0.000000000300484651694718]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000101092, 0.009069212]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 40]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000043176028668883, 0.0000000128814956636818]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003908082, 0.035578145]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'None'.toUpperCase()].toString(), [5, 46]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000546100646349122, 0.0000000660316864052497]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000857221231655, 0.008259639]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'None'.toUpperCase()].toString(), [5, 283]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000142377128538072, 0.0000000433079434167573]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'Manpower'.toUpperCase()].toString(), [112.8608924, 151.9342762]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'None'.toUpperCase()].toString(), [1118000, 1461000]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000148344, 0.000258767]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [278966000, 65098000000]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'None'.toUpperCase()].toString(), [278966000, 65098000000]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [278966000, 65098000000]], -]); - -//indicator lst - list of indicators that needs to be standardized -const indicator_lst = [ - ['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total mercury (Hg) emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase() ].toString(), - ['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase() ].toString(), - ['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase() ].toString(), - ['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase() ].toString(), - ['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase() ].toString(), - ['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase() ].toString(), - ['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase() ].toString(), - ['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase() ].toString(), - ['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase() ].toString(), - ['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase() ].toString(), - ['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase() ].toString(), - ['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase() ].toString(), - ['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase() ].toString(), - ['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase() ].toString(), - ['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase() ].toString(), - ['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase() ].toString(), - ['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase() ].toString() -]; - -const uploadDataToSupabase = async (row) => { - //uploads the data as it is if there are no duplicates - //if not it will update the data entry in the supabase - let [new_category, new_indicator, new_indicator_name, new_remarks, new_units, new_year, new_value, new_company, std] = row; - const { data, error } = await supabase - .from('test') //change to esg_data for deployment - .upsert([{ - category: new_category, - sasb_indicator: new_indicator, - indicator_name: new_indicator_name, - subcategory: new_remarks, - unit: new_units, - year: new_year, - value: new_value, - company_name: new_company, - standardisation: std - }], { onConflict: ['category', 'sasb_indicator', 'indicator_name', 'subcategory', 'year', 'company_name', 'standardisation', 'unit'] }) - - if (error) { - console.error('Error uploading data:', error) - } else { - //console.log('Data uploaded:', new_company) - } -} - -const uploadCompanyToSupabase = async (company) => { - //uploads the company if it isn't there yet - const { data, error } = await supabase - .from('companies') - .upsert([{ - name: company - }], { onConflict: ['name'] }) - - if (error) { - console.error('Error uploading company data:', error) - } else { - console.log('Company data uploaded:', company) - } -} - -const readCSV = async (filePath) => { - const results = []; - - return new Promise((resolve, reject) => { - fs.createReadStream(filePath) - .pipe(csv()) // csv-parser will parse each row into an object - .on('data', (row) => { - // Destructure the row object into individual variables - const [index, category, indicator, indicator_name, unit, sub_category, year, value, company_name] = Object.values(row); - - // Push the processed row (as an array) to the results array - results.push([index, category, indicator, indicator_name, unit, sub_category, year, value, company_name]); - }) - .on('end', () => { - resolve(results); // Resolve with all processed rows - }) - .on('error', (err) => { - reject(err); // Handle any errors - }); - }); -}; - -const submitData = async (file, company_name) => { - uploadCompanyToSupabase(company_name.trim()) - const csvData = await readCSV(file, company_name); - try { - //to access map, need to use dict.get(key) - const data = []; //store the data - const employee_data = new Map(); //to store employee data - const revenue_data = new Map(); //to store revenue data - for (let row of csvData) { - let [index, category, indicator, indicator_name, unit, remarks, year, value, dummy] = row; // Extract the last 6 elements (similar to *_, indicator, indicator_name, year, value, unit, remarks) - remarks = remarks.trim() - indicator_name = indicator_name.trim() - indicator = indicator.trim() - unit = unit.trim() - year = year.trim() - // Trim and convert remarks to uppercase - // switch (remarks.toUpperCase()) { - // case 'PERCENTAGE OF TAILING WASTE RECYLCED': - // remarks = 'Percentage of tailing waste recycled'.toUpperCase(); - // case 'PERCENTAGE OF MINERAL WASTE RECYLCED': - // remarks = 'Percentage of mineral waste recycled'.toUpperCase(); - // case 'TOTAL NUMBER OF MHSA INCIDENTS': - // remarks = 'Total number of MSHA incidents'.toUpperCase(); - // case 'AVERAGE HOURS OF HEALTH, SAFETY AND EMERGENCY RESPONSE TRAINING FOR FULL TIME EMPLOYEES': - // remarks = 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(); - // default: - // console.log('No match'); - // } - - - //convert units; log cases where the conversion failed - const expected_unit = target_dict.get([indicator.toUpperCase(), remarks.toUpperCase()].toString()) - if(['', ' ', null].includes(value)){ - continue; //this is when the data is not avail - } else{ - value = parseInt(value.replace(/,/g, "")) //in case of commas - if(unit != expected_unit){ - const func = conversion_dict.get([unit, expected_unit].toString()); - if (func){ - value = func(value); - unit = expected_unit; - } else{ - // this happens when we have not considered this (current unit -> desired unit pair) - console.log(`Data was not uploaded as units cannot be converted: ${company_name}, ${indicator} - ${remarks}, ${unit}, ${expected_unit}`) - continue; - } - } - //capture employee data - if(indicator == "EM-MM-000.B" && remarks.toUpperCase() == "TOTAL NUMBER OF EMPLOYEES"){ - employee_data.set(year, value) - } - - //capture revenue data - if(indicator.toUpperCase() == "REVENUE" && remarks.toUpperCase() == "REVENUE"){ - revenue_data.set(year, value) - } - - //push the data - //data format as such: indicator, indicator_name, remarks, units, year, value, company, std_1, std_2 - //std_1 refers to whether the data has been standardized by manpower/ revenue - //std_2 refers to whether the data has been standardized into 0 - 1 - switch (unit) { - //convert units for better readability - case 'Cubic meters (m³)': - unit = '(m³)' - case "Hectares (Ha)": - unit = 'Ha'; - case "Gigajoules (GJ)": - unit = 'GJ'; - } - if(indicator == "EM-MM-110a.1".toUpperCase() && unit == "Tonnes"){ - unit = "tCO2e"; - } - if(value){ - data.push([category, indicator, indicator_name, remarks, unit, year, value, company_name, "None", false]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "None"]) - } - } - } - //normalize and upload data - //final_data - for (let row of [...data]){ - let [category, indicator, indicator_name, remarks, unit, year, value, company_name, std_1, std_2] = row - const minMax_lst = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "NONE"].toString()) - const minMax_lst_mp = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "MANPOWER"].toString()) - const minMax_lst_rev = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "REVENUE"].toString()) - let std2 = (parseFloat(value) - minMax_lst[0]) / (minMax_lst[1] - minMax_lst[0]) - if(std2){ - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2, company_name, "None_Scaled"]) - } - if(indicator_lst.includes([indicator.toUpperCase(), remarks.toUpperCase()].toString())){ - //push normalized data - let std1_mp = value/ employee_data.get(year); - let std1_rev = value/ revenue_data.get(year); - let std2_mp = (parseFloat(std1_mp) - minMax_lst_mp[0]) / (minMax_lst_mp[1] - minMax_lst_mp[0]) - let std2_rev = (parseFloat(std1_rev) - minMax_lst_rev[0]) / (minMax_lst_rev[1] - minMax_lst_rev[0]) - if(std1_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std1_mp, company_name, "Manpower", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std1_mp, company_name, "Manpower"]) - } - if(std1_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std1_rev, company_name, "Revenue", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std1_rev, company_name, "Revenue"]) - } - if(std2_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower_Scaled"]) - } - if(std2_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue_Scaled"]) - } - } else{ - //just append normally for data that don't need conversion - data.push([indicator, indicator_name, remarks, unit, year, value, company_name, "Manpower", std_2]) - data.push([indicator, indicator_name, remarks, unit, year, value, company_name, "Revenue", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "Manpower"]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "Revenue"]) - let std2_mp = (parseFloat(value) - minMax_lst_mp[0]) / (minMax_lst_mp[1] - minMax_lst_mp[0]) - let std2_rev = (parseFloat(value) - minMax_lst_rev[0]) / (minMax_lst_rev[1] - minMax_lst_rev[0]) - if(std2_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower_Scaled"]) - } - if(std2_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue_Scaled"]) - } - } - } - - } catch (error) { - console.error('Error:', error); - //setError('An unexpected error occurred.'); - } -}; - -const lst = ["IAMGOLD", "Pan American Silver", "Vale", "Anglo American", "Antofagasta (mining division)", "Kinross Gold", "Rio Tinto", "BHP", "Agnico Eagle", - "Freeport McMoRan", "AngloGold Ashanti", "Mosaic", "South32", "Cameco", "Champion Iron", "Northern Star", "Norilsk Nickels", "Albemarle", "Nutrien", "Fortuna Silver Mines" ]; - -const lst2 = lst -for(let i = 0; i < lst2.length; i++){ - const fname = `C:/Users/tmxfe/OneDrive/Desktop/Acad/BT4103/SUBMIT MODULE/long_data/${lst2[i]}.csv` - submitData(fname, lst2[i]) - .then(result => console.log(result)) - .catch(err => console.error("Error:", err)); -} diff --git a/data_preprocessing/create_data.py b/data_preprocessing/create_data.py deleted file mode 100644 index 63c7119..0000000 --- a/data_preprocessing/create_data.py +++ /dev/null @@ -1,27 +0,0 @@ - -#%% -import pandas as pd -import numpy as np -import glob - -#%% -dir_base = "./raw_data/" -flag = False -#%% -for fname in glob.glob(f"{dir_base}/SASB*.csv"): - print(fname.split('- ')[1].split('.')[0]) - df = pd.read_csv(fname) - #print(df.columns) - inter = df[['category', 'indicator', 'sasb_indicator_name', 'sub_category', 'user_units', '2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']].rename(columns={'indicator': 'indicator', 'sasb_indicator_name': 'indicator_name', 'sub_category': 'sub_category', 'user_units': 'unit', 'category': 'category'}) - inter_2 = pd.melt(inter, id_vars=['category', 'indicator', 'indicator_name', 'unit', 'sub_category'], value_vars=['2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']).rename(columns = {'variable': 'year'}) - inter_2['company name'] = fname.split('- ')[1].split('.')[0] - inter_2 = inter_2.dropna(subset=['value']) - if flag: - base = pd.concat([base, inter_2]) - else: - base = inter_2 - flag = True - inter_2.to_csv(f'{dir_base}/{fname.split("- ")[1].split(".")[0]}.csv') - -#%% -#base.to_csv('raw_data_231024.csv') \ No newline at end of file diff --git a/data_preprocessing/long_data/Agnico Eagle.csv b/data_preprocessing/long_data/Agnico Eagle.csv deleted file mode 100644 index 8d6202e..0000000 --- a/data_preprocessing/long_data/Agnico Eagle.csv +++ /dev/null @@ -1,84 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -71,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2018,0.0,Agnico Eagle -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2E,Total gross global scope 1 emissions (CO2),2019,753716,Agnico Eagle -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2019,19437758,Agnico Eagle -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn,2019,9416557,Agnico Eagle -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water consumed,2019,8043762,Agnico Eagle -124,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2019,0,Agnico Eagle -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2019,6027,Agnico Eagle -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2019,0,Agnico Eagle -144,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2019,0,Agnico Eagle -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0,Agnico Eagle -153,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2019,19565207,Agnico Eagle -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2019,"12,266",Agnico Eagle -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2019,"2,922",Agnico Eagle -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,24,Agnico Eagle -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2E,Total gross global scope 1 emissions (CO2),2020,764965,Agnico Eagle -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2020,44941088,Agnico Eagle -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn,2020,9629173,Agnico Eagle -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water consumed,2020,17896783,Agnico Eagle -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,0,Agnico Eagle -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2020,8172.02,Agnico Eagle -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2020,0,Agnico Eagle -197,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2020,0,Agnico Eagle -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Agnico Eagle -206,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2020,42788331,Agnico Eagle -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2020,"12,431",Agnico Eagle -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2020,"4,129",Agnico Eagle -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,33,Agnico Eagle -211,Revenue,Revenue,,USD,Revenue,2020,3138113000,Agnico Eagle -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2E,Total gross global scope 1 emissions (CO2),2021,1111124,Agnico Eagle -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2021,20271083,Agnico Eagle -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn,2021,10122405,Agnico Eagle -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water consumed,2021,23465210,Agnico Eagle -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,0,Agnico Eagle -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2021,8424,Agnico Eagle -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2021,0,Agnico Eagle -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2021,0,Agnico Eagle -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,1,Agnico Eagle -259,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2021,46412108,Agnico Eagle -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2021,"14,301",Agnico Eagle -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2021,"5,154",Agnico Eagle -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,36,Agnico Eagle -264,Revenue,Revenue,,USD,Revenue,2021,3869625000,Agnico Eagle -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2E,Total gross global scope 1 emissions (CO2),2022,1117861,Agnico Eagle -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2022,20587814,Agnico Eagle -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn,2022,9347637,Agnico Eagle -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water consumed,2022,30330094,Agnico Eagle -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,0,Agnico Eagle -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2022,"8,447",Agnico Eagle -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2022,0,Agnico Eagle -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2022,0,Agnico Eagle -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,1,Agnico Eagle -312,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2022,46164794,Agnico Eagle -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2022,"14,133",Agnico Eagle -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2022,"4,674",Agnico Eagle -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,33,Agnico Eagle -317,Revenue,Revenue,,USD,Revenue,2022,5741162000,Agnico Eagle -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2E,Total gross global scope 1 emissions (CO2),2023,1150541,Agnico Eagle -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2023,25850,Agnico Eagle -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2023,1721,Agnico Eagle -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2023,26358718,Agnico Eagle -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,89.44209117,Agnico Eagle -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,55.57269898,Agnico Eagle -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn,2023,8615007,Agnico Eagle -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water consumed,2023,33156853,Agnico Eagle -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2023,"21,541",Agnico Eagle -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",percent,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,41.66667,Agnico Eagle -345,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2023,33.33333,Agnico Eagle -346,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2023,78,Agnico Eagle -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,1,Agnico Eagle -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,3,Agnico Eagle -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,75,Agnico Eagle -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,90,Agnico Eagle -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,count,Number of non-technical delays,2023,0,Agnico Eagle -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,days,Duration of non-technical delays,2023,0,Agnico Eagle -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2023,0,Agnico Eagle -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2023,0,Agnico Eagle -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,Agnico Eagle -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0,Agnico Eagle -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2023,64048754,Agnico Eagle -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2023,"15,828",Agnico Eagle -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2023,5313,Agnico Eagle -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,34,Agnico Eagle -370,Revenue,Revenue,,USD,Revenue,2023,6626909000,Agnico Eagle diff --git a/data_preprocessing/long_data/Albemarle.csv b/data_preprocessing/long_data/Albemarle.csv deleted file mode 100644 index ff48723..0000000 --- a/data_preprocessing/long_data/Albemarle.csv +++ /dev/null @@ -1,139 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2018,960000.0,Albemarle -56,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2018,639.0,Albemarle -57,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2018,3056.0,Albemarle -66,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2018,12.1,Albemarle -75,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2018,20.0,Albemarle -93,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2018,0.55,Albemarle -94,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2018,0.0,Albemarle -95,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2018,0.0,Albemarle -102,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2018,5602.0,Albemarle -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2019,965000.0,Albemarle -107,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2019,11.0,Albemarle -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2019,710000.0,Albemarle -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2019,1458.0,Albemarle -114,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2019,847.0,Albemarle -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2019,14.1,Albemarle -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,22.0,Albemarle -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,2.0,Albemarle -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2019,25.5,Albemarle -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2019,12.9,Albemarle -123,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2019,20.4,Albemarle -124,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2019,0.0,Albemarle -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2019,21.0,Albemarle -129,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,kTonnes,Total weight of hazardous waste recycled,2019,1.89,Albemarle -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,33.0,Albemarle -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2019,0.0,Albemarle -144,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2019,0.0,Albemarle -145,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2019,22.0,Albemarle -146,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2019,0.36,Albemarle -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0.0,Albemarle -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2019,0.0,Albemarle -152,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2019,0.0,Albemarle -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,6723.0,Albemarle -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,1258.0,Albemarle -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,18.7,Albemarle -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2020,935000,Albemarle -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,16,Albemarle -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,647,Albemarle -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,1402,Albemarle -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2020,973,Albemarle -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2020,"13,5",Albemarle -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,21,Albemarle -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,1.7,Albemarle -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2020,24.4,Albemarle -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2020,12.7,Albemarle -176,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2020,20.2,Albemarle -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,0,Albemarle -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2020,20,Albemarle -182,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,kTonnes,Total weight of hazardous waste recycled,2020,1.4,Albemarle -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,32,Albemarle -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,0,Albemarle -197,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2020,0,Albemarle -198,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2020,18,Albemarle -199,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2020,0.29,Albemarle -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Albemarle -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0,Albemarle -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0,Albemarle -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,6691,Albemarle -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,1137,Albemarle -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,17,Albemarle -211,Revenue,Revenue,,USD,Revenue,2020,3128909000,Albemarle -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2021,605000,Albemarle -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,13,Albemarle -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,753,Albemarle -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,1447,Albemarle -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2021,866,Albemarle -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2021,"13,8",Albemarle -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,21,Albemarle -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,3.2,Albemarle -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2021,23,Albemarle -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2021,11.5,Albemarle -229,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2021,21.6,Albemarle -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,0,Albemarle -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2021,13,Albemarle -235,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,kTonnes,Total weight of hazardous waste recycled,2021,1.04,Albemarle -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,32,Albemarle -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,1,Albemarle -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2021,35,Albemarle -251,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2021,12,Albemarle -252,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2021,0.19,Albemarle -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0,Albemarle -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0,Albemarle -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0,Albemarle -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,6907,Albemarle -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,1289,Albemarle -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,18.7,Albemarle -264,Revenue,Revenue,,USD,Revenue,2021,3327957000,Albemarle -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2022,618000.0,Albemarle -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,17.0,Albemarle -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,692.0,Albemarle -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,1361.0,Albemarle -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,917.0,Albemarle -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2022,13.9,Albemarle -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,21.0,Albemarle -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,3.6,Albemarle -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2022,22.6,Albemarle -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2022,11.4,Albemarle -282,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2022,22.7,Albemarle -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,0.0,Albemarle -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2022,9.0,Albemarle -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,kTonnes,Total weight of hazardous waste recycled,2022,1.17,Albemarle -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,29.0,Albemarle -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0.0,Albemarle -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2022,0.0,Albemarle -304,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2022,10.0,Albemarle -305,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2022,0.14,Albemarle -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0.0,Albemarle -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0.0,Albemarle -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0.0,Albemarle -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,8587.0,Albemarle -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,1646.0,Albemarle -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,19.2,Albemarle -317,Revenue,Revenue,,USD,Revenue,2022,7320104000.0,Albemarle -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",thousand metric tonnes,Total gross global scope 1 emissions (CO2),2023,728000.0,Albemarle -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,14.0,Albemarle -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,725.0,Albemarle -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,300.0,Albemarle -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,1124.0,Albemarle -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2023,16.2,Albemarle -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,20.0,Albemarle -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,6.6,Albemarle -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2023,24.0,Albemarle -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2023,13.6,Albemarle -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,20.0,Albemarle -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,0.0,Albemarle -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,kTonnes,Total weight of hazardous waste generated,2023,15.0,Albemarle -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,kTonnes,Total weight of hazardous waste recycled,2023,1.5,Albemarle -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,24.0,Albemarle -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0.0,Albemarle -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2023,0.0,Albemarle -357,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2023,14.0,Albemarle -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2023,0.16,Albemarle -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0.0,Albemarle -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0.0,Albemarle -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0.0,Albemarle -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,10294.0,Albemarle -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,1752.0,Albemarle -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,17.0,Albemarle -370,Revenue,Revenue,,USD,Revenue,2023,9617203000.0,Albemarle diff --git a/data_preprocessing/long_data/Anglo American.csv b/data_preprocessing/long_data/Anglo American.csv deleted file mode 100644 index fc73892..0000000 --- a/data_preprocessing/long_data/Anglo American.csv +++ /dev/null @@ -1,220 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -0,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2017,8.7,Anglo American -2,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2017,225.3,Anglo American -3,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2017,27300.0,Anglo American -4,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2017,29500.0,Anglo American -6,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2017,0.035,Anglo American -7,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2017,0.035,Anglo American -9,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2017,79.8,Anglo American -10,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2017,0.0,Anglo American -11,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2017,0.0,Anglo American -14,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2017,46.229,Anglo American -19,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2017,0.0,Anglo American -24,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2017,0.0,Anglo American -32,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2017,0.0,Anglo American -39,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2017,96.0,Anglo American -40,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2017,3.68,Anglo American -41,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2017,9.0,Anglo American -42,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2017,3.17,Anglo American -43,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2017,0.035,Anglo American -46,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2017,0.0,Anglo American -47,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2017,45.0,Anglo American -48,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2017,20.0,Anglo American -49,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2017,67095.0,Anglo American -50,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2017,31018.0,Anglo American -51,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2017,31.018,Anglo American -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2018,9.2,Anglo American -55,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2018,228.3,Anglo American -56,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2018,28700.0,Anglo American -57,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2018,35700.0,Anglo American -59,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2018,0.024,Anglo American -60,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2018,0.024,Anglo American -62,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2018,79.6,Anglo American -63,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2018,0.0,Anglo American -64,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2018,0.0,Anglo American -67,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2018,36.999,Anglo American -72,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2018,0.0,Anglo American -77,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2018,0.0,Anglo American -85,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2018,0.0,Anglo American -92,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2018,101.0,Anglo American -93,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2018,2.89,Anglo American -94,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2018,5.0,Anglo American -95,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2018,2.66,Anglo American -96,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2018,0.024,Anglo American -99,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2018,0.0,Anglo American -100,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2018,43.0,Anglo American -101,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2018,22.0,Anglo American -102,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2018,61527.0,Anglo American -103,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2018,29603.0,Anglo American -104,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2018,29.603,Anglo American -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2019,10.5,Anglo American -108,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2019,225.7,Anglo American -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2019,29646.0,Anglo American -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2019,28374.0,Anglo American -112,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2019,0.017,Anglo American -113,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2019,0.017,Anglo American -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2019,83.0,Anglo American -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,0.0,Anglo American -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,0.0,Anglo American -120,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2019,24.727,Anglo American -125,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2019,0.0,Anglo American -130,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2019,0.0,Anglo American -138,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2019,0.0,Anglo American -145,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2019,39.0,Anglo American -146,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2019,2.72,Anglo American -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,4.0,Anglo American -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2019,2.21,Anglo American -149,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2019,0.017,Anglo American -152,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2019,19.97,Anglo American -153,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2019,42.0,Anglo American -154,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2019,23.0,Anglo American -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2019,61132.0,Anglo American -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2019,38031.0,Anglo American -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2019,38.031,Anglo American -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2020,9.7,Anglo American -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2020,114.8,Anglo American -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2020,25746.0,Anglo American -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2020,29800.0,Anglo American -165,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2020,0.01,Anglo American -166,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2020,0.01,Anglo American -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2020,77.9,Anglo American -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,81.0,Anglo American -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,81.0,Anglo American -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML/yr,Total water withdrawn,2020,63519.0,Anglo American -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water consumed,2020,87120.0,Anglo American -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2020,33.82,Anglo American -174,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed in high or extremely high baseline water stress areas,2020,87120.0,Anglo American -175,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2020,81.0,Anglo American -176,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2020,81.0,Anglo American -178,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2020,0.0,Anglo American -183,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2020,0.0,Anglo American -184,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2020,81.0,Anglo American -185,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2020,81.0,Anglo American -186,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2020,81.0,Anglo American -188,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2020,81.0,Anglo American -189,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2020,81.0,Anglo American -191,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2020,81.0,Anglo American -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,70.0,Anglo American -198,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2020,30.0,Anglo American -199,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2020,2.35,Anglo American -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,2.0,Anglo American -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2020,2.14,Anglo American -202,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2020,0.01,Anglo American -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0.98,Anglo American -206,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2020,38.0,Anglo American -207,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2020,17.0,Anglo American -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2020,61377.0,Anglo American -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2020,36423.0,Anglo American -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2020,36.423,Anglo American -211,Revenue,Revenue,,USD,Revenue,2020,25447000000.0,Anglo American -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2021,8.9,Anglo American -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2021,98.5,Anglo American -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2021,27000.0,Anglo American -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2021,27000.0,Anglo American -218,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2021,0.008,Anglo American -219,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2021,0.008,Anglo American -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2021,83.7,Anglo American -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,83.0,Anglo American -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,83.0,Anglo American -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML/yr,Total water withdrawn,2021,63535.0,Anglo American -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water consumed,2021,99840.0,Anglo American -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2021,35.427,Anglo American -227,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed in high or extremely high baseline water stress areas,2021,99840.0,Anglo American -228,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2021,83.0,Anglo American -229,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2021,83.0,Anglo American -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2021,69734.0,Anglo American -235,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2021,23060.0,Anglo American -236,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2021,0.0,Anglo American -237,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2021,83.0,Anglo American -238,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2021,83.0,Anglo American -239,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2021,83.0,Anglo American -241,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2021,83.0,Anglo American -242,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2021,83.0,Anglo American -244,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2021,83.0,Anglo American -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,71.0,Anglo American -251,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2021,16.0,Anglo American -252,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2021,2.73,Anglo American -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,2.0,Anglo American -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2021,2.24,Anglo American -255,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2021,0.008,Anglo American -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,1.3,Anglo American -259,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2021,41.0,Anglo American -260,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2021,15.0,Anglo American -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2021,59096.0,Anglo American -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2021,45510.0,Anglo American -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2021,45.51,Anglo American -264,Revenue,Revenue,,USD,Revenue,2021,41554000000.0,Anglo American -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2022,8.3,Anglo American -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2022,104.5,Anglo American -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2022,27456.0,Anglo American -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2022,17480.0,Anglo American -271,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2022,0.008,Anglo American -272,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2022,0.008,Anglo American -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2022,83.3,Anglo American -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,82.0,Anglo American -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,82.0,Anglo American -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML/yr,Total water withdrawn,2022,62656.0,Anglo American -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water consumed,2022,106291.0,Anglo American -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2022,50.878,Anglo American -280,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed in high or extremely high baseline water stress areas,2022,106291.0,Anglo American -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,82.0,Anglo American -282,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2022,82.0,Anglo American -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2022,99699.0,Anglo American -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2022,28304.0,Anglo American -289,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2022,0.0,Anglo American -290,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2022,82.0,Anglo American -291,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2022,82.0,Anglo American -292,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2022,82.0,Anglo American -294,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2022,82.0,Anglo American -295,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2022,82.0,Anglo American -297,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2022,82.0,Anglo American -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,67.0,Anglo American -304,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2022,5.0,Anglo American -305,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2022,2.24,Anglo American -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,2.0,Anglo American -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2022,2.19,Anglo American -308,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2022,0.008,Anglo American -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0.69,Anglo American -312,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2022,38.0,Anglo American -313,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2022,15.0,Anglo American -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2022,58328.0,Anglo American -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2022,43520.0,Anglo American -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2022,43.52,Anglo American -317,Revenue,Revenue,,USD,Revenue,2022,35118000000.0,Anglo American -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2023,7.5,Anglo American -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Mt CO2e,Total CO emissions,2023,95.8,Anglo American -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2023,29916.0,Anglo American -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2023,10325.0,Anglo American -324,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2023,0.01,Anglo American -325,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total lead (Pb) emissions,2023,0.01,Anglo American -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",million GJ,Total energy consumed,2023,89.0,Anglo American -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,84.0,Anglo American -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,84.0,Anglo American -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML/yr,Total water withdrawn,2023,62705.0,Anglo American -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water consumed,2023,132297.0,Anglo American -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand m3,Total water withdrawn in high or extremely high baseline water stress areas,2023,46.112,Anglo American -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed in high or extremely high baseline water stress areas,2023,116319.0,Anglo American -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,84.0,Anglo American -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,84.0,Anglo American -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2023,161866.0,Anglo American -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2023,44132.0,Anglo American -342,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number,Number of significant incidents associated with hazardous materials and waste management,2023,0.0,Anglo American -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,84.0,Anglo American -344,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2023,84.0,Anglo American -345,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2023,84.0,Anglo American -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,84.0,Anglo American -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,84.0,Anglo American -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,84.0,Anglo American -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,71.0,Anglo American -357,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",units,Total number of MSHA incidents,2023,15.0,Anglo American -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total MSHA all-incidents rate,2023,2.31,Anglo American -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,3.0,Anglo American -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2023,1.78,Anglo American -361,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total near-miss frequency rate (NMFR),2023,0.01,Anglo American -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Rate,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0.0,Anglo American -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of metal ores,2023,36.0,Anglo American -366,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Mt,Production of finished metal products,2023,16.0,Anglo American -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of employees,2023,60094.0,Anglo American -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Total number of contractors,2023,34258.0,Anglo American -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Number (units),Percentage of employees who are contractors,2023,34.258,Anglo American -370,Revenue,Revenue,,USD,Revenue,2023,30652000000.0,Anglo American diff --git a/data_preprocessing/long_data/AngloGold Ashanti.csv b/data_preprocessing/long_data/AngloGold Ashanti.csv deleted file mode 100644 index 6fc5415..0000000 --- a/data_preprocessing/long_data/AngloGold Ashanti.csv +++ /dev/null @@ -1,118 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Kilotonnes,Total gross global scope 1 emissions (CO2),2019,"1,133",AngloGold Ashanti -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2019,4862,AngloGold Ashanti -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2019,143,AngloGold Ashanti -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2019,20.69,AngloGold Ashanti -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2019,27871,AngloGold Ashanti -124,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2019,3,AngloGold Ashanti -125,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2019,"82,017",AngloGold Ashanti -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Megatonnes,Total weight of tailings produced,2019,40.87,AngloGold Ashanti -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2019,"26,866",AngloGold Ashanti -129,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2019,"2,156",AngloGold Ashanti -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2019,0,AngloGold Ashanti -144,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2019,0,AngloGold Ashanti -145,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2019,283,AngloGold Ashanti -146,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2019,3.31,AngloGold Ashanti -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0,AngloGold Ashanti -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2019,0,AngloGold Ashanti -149,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2019,0.84,AngloGold Ashanti -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,34263,AngloGold Ashanti -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,14389,AngloGold Ashanti -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,42,AngloGold Ashanti -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Kilotonnes,Total gross global scope 1 emissions (CO2),2020,"1,123",AngloGold Ashanti -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,5118,AngloGold Ashanti -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,134,AngloGold Ashanti -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2020,21,AngloGold Ashanti -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2020,32009,AngloGold Ashanti -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,8,AngloGold Ashanti -178,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2020,"55,147",AngloGold Ashanti -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Megatonnes,Total weight of tailings produced,2020,42.71,AngloGold Ashanti -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2020,"22,630",AngloGold Ashanti -182,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2020,"3,311",AngloGold Ashanti -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,0,AngloGold Ashanti -197,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2020,0,AngloGold Ashanti -198,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2020,199,AngloGold Ashanti -199,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2020,2.39,AngloGold Ashanti -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,6,AngloGold Ashanti -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0.07,AngloGold Ashanti -202,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2020,0.95,AngloGold Ashanti -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,28456,AngloGold Ashanti -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,14906,AngloGold Ashanti -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,52.38,AngloGold Ashanti -211,Revenue,Revenue,,USD,Revenue,2020,4595000000,AngloGold Ashanti -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Kilotonnes,Total gross global scope 1 emissions (CO2),2021,"1,192",AngloGold Ashanti -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,4968,AngloGold Ashanti -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,174,AngloGold Ashanti -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2021,22.04,AngloGold Ashanti -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,86.34,AngloGold Ashanti -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,2.22,AngloGold Ashanti -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2021,33118,AngloGold Ashanti -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,5,AngloGold Ashanti -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2021,"55,260",AngloGold Ashanti -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Megatonnes,Total weight of tailings produced,2021,44.07,AngloGold Ashanti -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2021,"20,992",AngloGold Ashanti -235,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2021,"3,853",AngloGold Ashanti -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,1,AngloGold Ashanti -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2021,1,AngloGold Ashanti -251,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2021,158,AngloGold Ashanti -252,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2021,2.14,AngloGold Ashanti -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,2,AngloGold Ashanti -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0.03,AngloGold Ashanti -255,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2021,1.23,AngloGold Ashanti -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,30561,AngloGold Ashanti -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,16384,AngloGold Ashanti -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,53.61,AngloGold Ashanti -264,Revenue,Revenue,,USD,Revenue,2021,4029000000,AngloGold Ashanti -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Kilotonnes,Total gross global scope 1 emissions (CO2),2022,"1,299",AngloGold Ashanti -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,4594,AngloGold Ashanti -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,353,AngloGold Ashanti -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2022,22.74,AngloGold Ashanti -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,85.4,AngloGold Ashanti -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,7.65,AngloGold Ashanti -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2022,34721,AngloGold Ashanti -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,3,AngloGold Ashanti -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2022,"63,070",AngloGold Ashanti -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Megatonnes,Total weight of tailings produced,2022,44.12,AngloGold Ashanti -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2022,"26,472",AngloGold Ashanti -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2022,"3,117",AngloGold Ashanti -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,AngloGold Ashanti -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2022,0,AngloGold Ashanti -304,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2022,97,AngloGold Ashanti -305,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2022,1.26,AngloGold Ashanti -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,AngloGold Ashanti -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0,AngloGold Ashanti -308,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2022,0.92,AngloGold Ashanti -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,32594,AngloGold Ashanti -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,18599,AngloGold Ashanti -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,57.06,AngloGold Ashanti -317,Revenue,Revenue,,USD,Revenue,2022,4501000000,AngloGold Ashanti -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Kilotonnes,Total gross global scope 1 emissions (CO2),2023,1300,AngloGold Ashanti -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,3734,AngloGold Ashanti -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,2,AngloGold Ashanti -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2023,22.63,AngloGold Ashanti -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,86.12,AngloGold Ashanti -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,6.63,AngloGold Ashanti -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2023,29932,AngloGold Ashanti -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2023,"40,515",AngloGold Ashanti -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn in high or extremely high baseline water stress areas,2023,"11,453",AngloGold Ashanti -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed in high or extremely high baseline water stress areas,2023,"19,446",AngloGold Ashanti -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,38.26,AngloGold Ashanti -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,48,AngloGold Ashanti -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,1,AngloGold Ashanti -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2023,"45,751",AngloGold Ashanti -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Megatonnes,Total weight of tailings produced,2023,42.87,AngloGold Ashanti -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2023,"12,953",AngloGold Ashanti -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2023,"4,523",AngloGold Ashanti -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,56,AngloGold Ashanti -344,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2023,100,AngloGold Ashanti -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0,AngloGold Ashanti -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2023,0,AngloGold Ashanti -357,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2023,84,AngloGold Ashanti -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2023,1.09,AngloGold Ashanti -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,AngloGold Ashanti -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0,AngloGold Ashanti -361,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2023,0.81,AngloGold Ashanti -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,33658,AngloGold Ashanti -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,19615,AngloGold Ashanti -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,58.28,AngloGold Ashanti -370,Revenue,Revenue,,USD,Revenue,2023,4582000000,AngloGold Ashanti diff --git a/data_preprocessing/long_data/Antofagasta (mining division).csv b/data_preprocessing/long_data/Antofagasta (mining division).csv deleted file mode 100644 index 16ac4ad..0000000 --- a/data_preprocessing/long_data/Antofagasta (mining division).csv +++ /dev/null @@ -1,108 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -65,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2018,"65,702",Antofagasta (mining division) -66,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2018,"69,391",Antofagasta (mining division) -94,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2018,1,Antofagasta (mining division) -95,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2018,0.02,Antofagasta (mining division) -96,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2018,198,Antofagasta (mining division) -102,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2018,"5,108",Antofagasta (mining division) -103,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2018,"14,333",Antofagasta (mining division) -104,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2018,74,Antofagasta (mining division) -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2019,"60,821",Antofagasta (mining division) -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2019,"66,957",Antofagasta (mining division) -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0,Antofagasta (mining division) -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2019,0,Antofagasta (mining division) -149,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2019,259,Antofagasta (mining division) -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,"5,185",Antofagasta (mining division) -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,"17,929",Antofagasta (mining division) -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,78,Antofagasta (mining division) -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2020,"67,963",Antofagasta (mining division) -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2020,"67,068",Antofagasta (mining division) -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Antofagasta (mining division) -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0,Antofagasta (mining division) -202,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2020,298,Antofagasta (mining division) -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,"5,325",Antofagasta (mining division) -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,"16,053",Antofagasta (mining division) -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,75,Antofagasta (mining division) -211,Revenue,Revenue,,USD,Revenue,2020,5129300000,Antofagasta (mining division) -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",metric tonnes of CO2 equivalents,Total gross global scope 1 emissions (CO2),2021,"987,948",Antofagasta (mining division) -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Giga Joule,Total energy consumed,2021,"12,534,692",Antofagasta (mining division) -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2021,"69,010",Antofagasta (mining division) -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2021,"69,841",Antofagasta (mining division) -228,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2021,100,Antofagasta (mining division) -229,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2021,100,Antofagasta (mining division) -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,metric tonnes,Total weight of non-mineral waste generated,2021,"40,518",Antofagasta (mining division) -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,metric tonnes,Total weight of tailings produced,2021,"92,864,978",Antofagasta (mining division) -233,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,metric tonnes,Total weight of waste rock generated,2021,3.93E+08,Antofagasta (mining division) -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,metric tonnes,Total weight of hazardous waste generated,2021,"9,784",Antofagasta (mining division) -235,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,metric tonnes,Total weight of hazardous waste recycled,2021,0,Antofagasta (mining division) -242,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2021,0,Antofagasta (mining division) -243,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2021,0,Antofagasta (mining division) -245,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2021,50,Antofagasta (mining division) -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,count,Number of non-technical delays,2021,0,Antofagasta (mining division) -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,days,Duration of non-technical delays,2021,0,Antofagasta (mining division) -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,81,Antofagasta (mining division) -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2021,0,Antofagasta (mining division) -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2021,0,Antofagasta (mining division) -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,1,Antofagasta (mining division) -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0.02,Antofagasta (mining division) -255,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2021,277,Antofagasta (mining division) -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0,Antofagasta (mining division) -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,"5,547",Antofagasta (mining division) -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,"19,571",Antofagasta (mining division) -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,78,Antofagasta (mining division) -264,Revenue,Revenue,,USD,Revenue,2021,7470100000,Antofagasta (mining division) -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",metric tonnes of CO2 equivalents,Total gross global scope 1 emissions (CO2),2022,"1,113,581",Antofagasta (mining division) -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Giga Joule,Total energy consumed,2022,"11,862,522",Antofagasta (mining division) -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2022,"72,766",Antofagasta (mining division) -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2022,"66,050",Antofagasta (mining division) -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,100,Antofagasta (mining division) -282,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2022,100,Antofagasta (mining division) -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,metric tonnes,Total weight of non-mineral waste generated,2022,"51,001",Antofagasta (mining division) -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,metric tonnes,Total weight of tailings produced,2022,87712474,Antofagasta (mining division) -286,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,metric tonnes,Total weight of waste rock generated,2022,3.89E+08,Antofagasta (mining division) -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,metric tonnes,Total weight of hazardous waste generated,2022,"10,732",Antofagasta (mining division) -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,metric tonnes,Total weight of hazardous waste recycled,2022,"4,685",Antofagasta (mining division) -295,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2022,0,Antofagasta (mining division) -296,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2022,0,Antofagasta (mining division) -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,count,Number of non-technical delays,2022,0,Antofagasta (mining division) -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,days,Duration of non-technical delays,2022,0,Antofagasta (mining division) -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,80,Antofagasta (mining division) -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2022,0,Antofagasta (mining division) -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2022,0,Antofagasta (mining division) -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,Antofagasta (mining division) -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0,Antofagasta (mining division) -308,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2022,227,Antofagasta (mining division) -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0,Antofagasta (mining division) -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,"5,867",Antofagasta (mining division) -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,"23,356",Antofagasta (mining division) -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,80,Antofagasta (mining division) -317,Revenue,Revenue,,USD,Revenue,2022,5862000000,Antofagasta (mining division) -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",metric tonnes of CO2 equivalents,Total gross global scope 1 emissions (CO2),2023,"1,188,386",Antofagasta (mining division) -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes of CO2 equivalents,Total NOx emissions,2023,523,Antofagasta (mining division) -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes of CO2 equivalents,Total SOx emissions,2023,32,Antofagasta (mining division) -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes of CO2 equivalents,Total volatile organic compounds (VOCs) emissions,2023,0,Antofagasta (mining division) -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Giga Joule,Total energy consumed,2023,"25,723,716",Antofagasta (mining division) -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2023,"81,910",Antofagasta (mining division) -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2023,"70,043",Antofagasta (mining division) -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,100,Antofagasta (mining division) -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,100,Antofagasta (mining division) -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,metric tonnes,Total weight of non-mineral waste generated,2023,"50,709",Antofagasta (mining division) -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,metric tonnes,Total weight of tailings produced,2023,"91,456,894",Antofagasta (mining division) -339,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,metric tonnes,Total weight of waste rock generated,2023,3.94E+08,Antofagasta (mining division) -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,metric tonnes,Total weight of hazardous waste generated,2023,"20,824",Antofagasta (mining division) -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,metric tonnes,Total weight of hazardous waste recycled,2023,"4,917",Antofagasta (mining division) -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,0,Antofagasta (mining division) -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0,Antofagasta (mining division) -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,count,Number of non-technical delays,2023,0,Antofagasta (mining division) -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,days,Duration of non-technical delays,2023,0,Antofagasta (mining division) -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,79,Antofagasta (mining division) -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,count,Number of strikes and lockouts,2023,0,Antofagasta (mining division) -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2023,0,Antofagasta (mining division) -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,Antofagasta (mining division) -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0,Antofagasta (mining division) -361,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2023,239,Antofagasta (mining division) -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0,Antofagasta (mining division) -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,"6,139",Antofagasta (mining division) -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,"21,563",Antofagasta (mining division) -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,78,Antofagasta (mining division) -370,Revenue,Revenue,,USD,Revenue,2023,6324500000,Antofagasta (mining division) diff --git a/data_preprocessing/long_data/BHP.csv b/data_preprocessing/long_data/BHP.csv deleted file mode 100644 index 94ba511..0000000 --- a/data_preprocessing/long_data/BHP.csv +++ /dev/null @@ -1,70 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",MtCO2-e,Total gross global scope 1 emissions (CO2),2020,9.6,BHP -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",percent,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,81,BHP -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2020,0,BHP -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,88,BHP -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,0,BHP -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water withdrawn,2020,"331,990",BHP -199,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",per million hours worked,Total MSHA all-incidents rate,2020,4.3,BHP -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,31589,BHP -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,48532,BHP -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",MtCO2-e,Total gross global scope 1 emissions (CO2),2021,10.1,BHP -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",percent,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,81,BHP -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2021,1,BHP -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,89,BHP -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,1,BHP -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water withdrawn,2021,"357,310",BHP -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,51,BHP -252,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",per million hours worked,Total MSHA all-incidents rate,2021,3.8,BHP -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,34478,BHP -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,41912,BHP -264,Revenue,Revenue,,USD,Revenue,2021,56921000000,BHP -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",MtCO2-e,Total gross global scope 1 emissions (CO2),2022,9.1,BHP -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",percent,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,78,BHP -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2022,17,BHP -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,89,BHP -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,46,BHP -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water withdrawn,2022,"402,600",BHP -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,50.9,BHP -305,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",per million hours worked,Total MSHA all-incidents rate,2022,4.1,BHP -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,39210,BHP -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,40261,BHP -317,Revenue,Revenue,,USD,Revenue,2022,65098000000,BHP -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",MtCO2-e,Total gross global scope 1 emissions (CO2),2023,8,BHP -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",percent,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,80,BHP -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2023,26,BHP -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,90,BHP -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,67,BHP -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water withdrawn,2023,"414,850",BHP -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kt,Total weight of tailings produced,2023,185311,BHP -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,49.3,BHP -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",per million hours worked,Total MSHA all-incidents rate,2023,4.5,BHP -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,42319,BHP -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,40892,BHP -370,Revenue,Revenue,,USD,Revenue,2023,53817000000,BHP -371,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",MtCO2-e,Total gross global scope 1 emissions (CO2),2024,8.2,BHP -372,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",percent,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2024,73,BHP -374,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2024,"75,296",BHP -375,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",t,Total SOx emissions,2024,"13,889",BHP -377,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total mercury (Hg) emissions,2024,0,BHP -380,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2024,26,BHP -381,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2024,90,BHP -382,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2024,65,BHP -383,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water withdrawn,2024,"387,300",BHP -384,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2024,"300,070",BHP -385,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m³,Total water withdrawn in high or extremely high baseline water stress areas,2024,33330,BHP -386,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Megalitres,Total water consumed in high or extremely high baseline water stress areas,2024,27620,BHP -387,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2024,8.605731991,BHP -388,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2024,9.204518946,BHP -391,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kt,Total weight of tailings produced,2024,185311,BHP -396,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2024,100,BHP -397,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2024,99.5,BHP -398,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2024,0,BHP -405,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2024,2,BHP -406,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2024,1,BHP -407,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2024,46.4,BHP -411,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",per million hours worked,Total MSHA all-incidents rate,2024,4.7,BHP -414,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","per 200,000 hours worked",Total near-miss frequency rate (NMFR),2024,0.09,BHP -420,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2024,40872,BHP -421,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2024,50715,BHP -423,Revenue,Revenue,,USD,Revenue,2024,55658000000,BHP diff --git a/data_preprocessing/long_data/Cameco.csv b/data_preprocessing/long_data/Cameco.csv deleted file mode 100644 index 85b3753..0000000 --- a/data_preprocessing/long_data/Cameco.csv +++ /dev/null @@ -1,143 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2020,87019,Cameco -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,96,Cameco -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2020,9,Cameco -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,138,Cameco -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,0,Cameco -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2020,149,Cameco -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2020,1,Cameco -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2020,3055785,Cameco -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,44,Cameco -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2020,19145307,Cameco -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2020,651851,Cameco -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,0,Cameco -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2020,2213,Cameco -184,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2020,20,Cameco -185,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2020,20,Cameco -186,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2020,0,Cameco -187,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2020,34,Cameco -188,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2020,57,Cameco -189,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2020,0,Cameco -190,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2020,0,Cameco -191,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2020,1,Cameco -192,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2020,1,Cameco -193,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2020,4,Cameco -194,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2020,237,Cameco -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,24,Cameco -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,0,Cameco -197,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2020,0,Cameco -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Cameco -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0,Cameco -203,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2020,0,Cameco -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0,Cameco -206,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2020,"5,064,503",Cameco -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,1931,Cameco -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,389,Cameco -211,Revenue,Revenue,,USD,Revenue,2020,1800073000,Cameco -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2021,86136,Cameco -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,96,Cameco -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2021,0,Cameco -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,119,Cameco -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,0,Cameco -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2021,214,Cameco -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2021,0,Cameco -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2021,3062209,Cameco -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,45,Cameco -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2021,19466871,Cameco -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2021,564677,Cameco -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,0,Cameco -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2021,3782,Cameco -237,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2021,33,Cameco -238,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2021,33,Cameco -239,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2021,0,Cameco -240,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2021,38,Cameco -241,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2021,53,Cameco -242,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2021,0,Cameco -243,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2021,0,Cameco -244,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2021,75,Cameco -245,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2021,77,Cameco -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2021,2,Cameco -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2021,110,Cameco -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,25,Cameco -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,0,Cameco -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2021,0,Cameco -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0,Cameco -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0,Cameco -256,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2021,37,Cameco -257,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2021,19,Cameco -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0,Cameco -259,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2021,"6,091,172",Cameco -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,2095,Cameco -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,596,Cameco -264,Revenue,Revenue,,USD,Revenue,2021,1474984000,Cameco -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,102418,Cameco -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,97,Cameco -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2022,32,Cameco -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,189,Cameco -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,63,Cameco -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2022,196,Cameco -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,28,Cameco -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2022,3511677,Cameco -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,42,Cameco -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2022,16654203,Cameco -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2022,572901,Cameco -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,1,Cameco -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2022,30021,Cameco -290,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2022,17,Cameco -291,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2022,17,Cameco -292,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2022,0,Cameco -293,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2022,39,Cameco -294,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2022,51,Cameco -295,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2022,0,Cameco -296,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2022,0,Cameco -297,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2022,77,Cameco -298,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2022,76,Cameco -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2022,0,Cameco -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2022,0,Cameco -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,28,Cameco -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,Cameco -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2022,0,Cameco -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,Cameco -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0,Cameco -309,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2022,41,Cameco -310,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2022,18,Cameco -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0,Cameco -312,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2022,"10,364,262",Cameco -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,2424,Cameco -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,983,Cameco -317,Revenue,Revenue,,USD,Revenue,2022,1868003000,Cameco -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2023,108835,Cameco -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,97,Cameco -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2023,87,Cameco -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,182,Cameco -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,9,Cameco -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2023,227,Cameco -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,77,Cameco -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2023,"3,735,799",Cameco -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,44,Cameco -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2023,"14,050,183",Cameco -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2023,357126,Cameco -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,0,Cameco -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2023,137431,Cameco -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,17,Cameco -344,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2023,17,Cameco -345,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2023,0,Cameco -346,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2023,42,Cameco -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,58,Cameco -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,0,Cameco -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0,Cameco -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,78,Cameco -351,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2023,80,Cameco -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,2,Cameco -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2023,37,Cameco -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,29,Cameco -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0,Cameco -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2023,0,Cameco -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,Cameco -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0,Cameco -362,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2023,32,Cameco -363,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2023,17,Cameco -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Tonnes,Production of metal ores,2023,"17,638,201",Cameco -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,2638,Cameco -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,998,Cameco -370,Revenue,Revenue,,USD,Revenue,2023,2587758000,Cameco diff --git a/data_preprocessing/long_data/Champion Iron.csv b/data_preprocessing/long_data/Champion Iron.csv deleted file mode 100644 index 9c92961..0000000 --- a/data_preprocessing/long_data/Champion Iron.csv +++ /dev/null @@ -1,142 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2019,"64,769",Champion Iron -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2019,82,Champion Iron -124,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2019,0,Champion Iron -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2019,12600000,Champion Iron -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,63,Champion Iron -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2019,0,Champion Iron -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0,Champion Iron -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2019,0,Champion Iron -150,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2019,5,Champion Iron -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,532,Champion Iron -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,32,Champion Iron -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,6.4,Champion Iron -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2020,"55,500",Champion Iron -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,15,Champion Iron -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2020,51.7,Champion Iron -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,76.5,Champion Iron -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,6.3,Champion Iron -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2020,556.3,Champion Iron -165,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2020,0.0000227,Champion Iron -166,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2020,0.00567,Champion Iron -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2020,5.4,Champion Iron -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2020,"1,942,000",Champion Iron -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,64,Champion Iron -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,64,Champion Iron -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2020,207,Champion Iron -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,0,Champion Iron -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2020,12200000,Champion Iron -184,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2020,0,Champion Iron -187,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2020,100,Champion Iron -188,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2020,100,Champion Iron -189,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2020,0,Champion Iron -190,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2020,0,Champion Iron -191,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2020,100,Champion Iron -192,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2020,100,Champion Iron -193,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2020,0,Champion Iron -194,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2020,0,Champion Iron -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,64,Champion Iron -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,0,Champion Iron -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Champion Iron -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0,Champion Iron -203,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2020,6,Champion Iron -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0,Champion Iron -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,605,Champion Iron -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,54,Champion Iron -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,9.8,Champion Iron -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2021,"83,918",Champion Iron -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,15,Champion Iron -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2021,233.4,Champion Iron -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,144.8,Champion Iron -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,9.6,Champion Iron -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2021,1891,Champion Iron -218,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2021,0.0000587,Champion Iron -219,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2021,0.01467,Champion Iron -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2021,7.8,Champion Iron -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2021,"2,403,000",Champion Iron -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,53,Champion Iron -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,53,Champion Iron -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2021,111,Champion Iron -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,0,Champion Iron -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2021,13600000,Champion Iron -237,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2021,0,Champion Iron -240,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2021,100,Champion Iron -241,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2021,100,Champion Iron -242,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2021,0,Champion Iron -243,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2021,0,Champion Iron -244,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2021,100,Champion Iron -245,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2021,100,Champion Iron -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2021,0,Champion Iron -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2021,0,Champion Iron -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,60,Champion Iron -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,0,Champion Iron -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0,Champion Iron -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0,Champion Iron -256,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2021,7,Champion Iron -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0,Champion Iron -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,811,Champion Iron -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,32,Champion Iron -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,3.8,Champion Iron -264,Revenue,Revenue,,USD,Revenue,2021,1281815000,Champion Iron -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,"97,943",Champion Iron -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,15,Champion Iron -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2022,278,Champion Iron -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,142,Champion Iron -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,9.2,Champion Iron -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2022,"2,766",Champion Iron -271,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2022,0.00019,Champion Iron -272,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2022,0.005,Champion Iron -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,6.7,Champion Iron -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2022,"2,984,000",Champion Iron -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,47,Champion Iron -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,53,Champion Iron -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2022,384,Champion Iron -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,0,Champion Iron -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2022,17300000,Champion Iron -290,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2022,0,Champion Iron -293,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2022,100,Champion Iron -294,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2022,100,Champion Iron -295,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2022,0,Champion Iron -296,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2022,0,Champion Iron -297,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2022,100,Champion Iron -298,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2022,100,Champion Iron -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2022,0,Champion Iron -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2022,0,Champion Iron -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,63,Champion Iron -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,Champion Iron -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,Champion Iron -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0,Champion Iron -309,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2022,8,Champion Iron -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0,Champion Iron -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,983,Champion Iron -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,6,Champion Iron -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,0.6,Champion Iron -317,Revenue,Revenue,,USD,Revenue,2022,1460806000,Champion Iron -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2023,"125,617",Champion Iron -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,100,Champion Iron -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2023,422,Champion Iron -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,232,Champion Iron -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,15,Champion Iron -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2023,"2,633",Champion Iron -324,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2023,0.00021,Champion Iron -325,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2023,0.01,Champion Iron -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,11.6,Champion Iron -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2023,"3,708,000",Champion Iron -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,44,Champion Iron -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,56,Champion Iron -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Tonnes,Total weight of non-mineral waste generated,2023,0.59,Champion Iron -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2023,"26,000,000",Champion Iron -339,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2023,"23,500,000",Champion Iron -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Tonnes,Total weight of hazardous waste recycled,2023,405,Champion Iron -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,0,Champion Iron -346,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2023,100,Champion Iron -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,100,Champion Iron -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,0,Champion Iron -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0,Champion Iron -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,100,Champion Iron -351,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2023,100,Champion Iron -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,0,Champion Iron -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2023,0,Champion Iron -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0,Champion Iron -370,Revenue,Revenue,,USD,Revenue,2023,1395088000,Champion Iron -423,Revenue,Revenue,,USD,Revenue,2024,1524294000.0,Champion Iron diff --git a/data_preprocessing/long_data/Fortuna Silver Mines.csv b/data_preprocessing/long_data/Fortuna Silver Mines.csv deleted file mode 100644 index a852ea5..0000000 --- a/data_preprocessing/long_data/Fortuna Silver Mines.csv +++ /dev/null @@ -1,180 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -0,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2017,"21,900",Fortuna Silver Mines -1,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2017,0,Fortuna Silver Mines -3,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2017,9.03,Fortuna Silver Mines -4,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2017,13.72,Fortuna Silver Mines -5,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2017,25.25,Fortuna Silver Mines -8,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2017,0.02,Fortuna Silver Mines -9,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2017,"663,566",Fortuna Silver Mines -10,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2017,59,Fortuna Silver Mines -11,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2017,4,Fortuna Silver Mines -12,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2017,"1,405",Fortuna Silver Mines -13,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2017,"1,351",Fortuna Silver Mines -16,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2017,0,Fortuna Silver Mines -17,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2017,0,Fortuna Silver Mines -20,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2017,"1,511,195",Fortuna Silver Mines -21,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2017,"244,780",Fortuna Silver Mines -22,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2017,330,Fortuna Silver Mines -24,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2017,0,Fortuna Silver Mines -34,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2017,0,Fortuna Silver Mines -35,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2017,0,Fortuna Silver Mines -44,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2017,28.08,Fortuna Silver Mines -45,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2017,1.62,Fortuna Silver Mines -49,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2017,787,Fortuna Silver Mines -50,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2017,"1,309",Fortuna Silver Mines -51,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2017,61.55349292,Fortuna Silver Mines -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2018,"21,287",Fortuna Silver Mines -54,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2018,0,Fortuna Silver Mines -56,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2018,8.02,Fortuna Silver Mines -57,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2018,13.72,Fortuna Silver Mines -58,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2018,30.33,Fortuna Silver Mines -61,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2018,0.02,Fortuna Silver Mines -62,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2018,"663,199",Fortuna Silver Mines -63,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2018,61,Fortuna Silver Mines -64,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2018,8,Fortuna Silver Mines -65,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2018,"1,244",Fortuna Silver Mines -66,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2018,899,Fortuna Silver Mines -69,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2018,0,Fortuna Silver Mines -70,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2018,0,Fortuna Silver Mines -73,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2018,"1,485,985",Fortuna Silver Mines -74,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2018,"247,357",Fortuna Silver Mines -75,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2018,345,Fortuna Silver Mines -77,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2018,0,Fortuna Silver Mines -87,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2018,0,Fortuna Silver Mines -88,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2018,0,Fortuna Silver Mines -97,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2018,23.74,Fortuna Silver Mines -98,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2018,1.68,Fortuna Silver Mines -102,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2018,809,Fortuna Silver Mines -103,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2018,"2,623",Fortuna Silver Mines -104,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2018,65.36815068,Fortuna Silver Mines -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2019,"17,494",Fortuna Silver Mines -107,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2019,0,Fortuna Silver Mines -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2019,4,Fortuna Silver Mines -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2019,13.72,Fortuna Silver Mines -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2019,32.44,Fortuna Silver Mines -114,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2019,0.02,Fortuna Silver Mines -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2019,"612,501",Fortuna Silver Mines -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,65,Fortuna Silver Mines -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,7,Fortuna Silver Mines -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2019,"1,337",Fortuna Silver Mines -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2019,"1,087",Fortuna Silver Mines -122,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2019,0,Fortuna Silver Mines -123,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2019,0,Fortuna Silver Mines -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2019,"1,509,124",Fortuna Silver Mines -127,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2019,"141,820",Fortuna Silver Mines -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2019,308,Fortuna Silver Mines -130,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2019,0,Fortuna Silver Mines -140,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2019,0,Fortuna Silver Mines -141,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2019,0,Fortuna Silver Mines -150,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2019,21,Fortuna Silver Mines -151,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2019,1.29,Fortuna Silver Mines -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,837,Fortuna Silver Mines -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,"2,508",Fortuna Silver Mines -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,60.9608209,Fortuna Silver Mines -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2020,"19,016",Fortuna Silver Mines -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,0,Fortuna Silver Mines -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2020,4,Fortuna Silver Mines -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2020,3,Fortuna Silver Mines -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2020,20.74,Fortuna Silver Mines -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2020,0.02,Fortuna Silver Mines -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2020,"561,889",Fortuna Silver Mines -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,65,Fortuna Silver Mines -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,7,Fortuna Silver Mines -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2020,"1,030",Fortuna Silver Mines -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2020,836,Fortuna Silver Mines -175,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2020,0,Fortuna Silver Mines -176,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2020,0,Fortuna Silver Mines -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2020,"1,357,774",Fortuna Silver Mines -180,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2020,"63,476",Fortuna Silver Mines -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2020,261,Fortuna Silver Mines -183,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2020,0,Fortuna Silver Mines -193,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2020,0,Fortuna Silver Mines -194,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2020,0,Fortuna Silver Mines -203,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2020,17.91,Fortuna Silver Mines -204,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2020,1.36,Fortuna Silver Mines -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,815,Fortuna Silver Mines -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,"1,992",Fortuna Silver Mines -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,62.37303786,Fortuna Silver Mines -211,Revenue,Revenue,,USD,Revenue,2020,278966000,Fortuna Silver Mines -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2021,"94,025",Fortuna Silver Mines -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,0,Fortuna Silver Mines -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2021,24.88,Fortuna Silver Mines -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2021,3.74,Fortuna Silver Mines -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2021,38.69,Fortuna Silver Mines -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2021,0.02,Fortuna Silver Mines -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2021,"1,815,846",Fortuna Silver Mines -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,33,Fortuna Silver Mines -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,7,Fortuna Silver Mines -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2021,"2,123",Fortuna Silver Mines -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2021,"2,039",Fortuna Silver Mines -228,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2021,0,Fortuna Silver Mines -229,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2021,0,Fortuna Silver Mines -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2021,"1,998,180",Fortuna Silver Mines -233,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2021,"4,772,475",Fortuna Silver Mines -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2021,806,Fortuna Silver Mines -236,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2021,0,Fortuna Silver Mines -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2021,17,Fortuna Silver Mines -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2021,8.83,Fortuna Silver Mines -256,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2021,16.98,Fortuna Silver Mines -257,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2021,0.87,Fortuna Silver Mines -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,"2,129",Fortuna Silver Mines -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,"2,337",Fortuna Silver Mines -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,52.32870578,Fortuna Silver Mines -264,Revenue,Revenue,,USD,Revenue,2021,599853000,Fortuna Silver Mines -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,"81,015",Fortuna Silver Mines -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,0,Fortuna Silver Mines -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2022,30.14,Fortuna Silver Mines -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2022,3.86,Fortuna Silver Mines -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2022,53.14,Fortuna Silver Mines -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2022,0.12,Fortuna Silver Mines -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2022,"1,713,121",Fortuna Silver Mines -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,36,Fortuna Silver Mines -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,14,Fortuna Silver Mines -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2022,"2,180",Fortuna Silver Mines -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2022,"1,871",Fortuna Silver Mines -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,0,Fortuna Silver Mines -282,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2022,0,Fortuna Silver Mines -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2022,"2,026,354",Fortuna Silver Mines -286,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2022,"7,066,325",Fortuna Silver Mines -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2022,675,Fortuna Silver Mines -289,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2022,0,Fortuna Silver Mines -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2022,6,Fortuna Silver Mines -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2022,1.99,Fortuna Silver Mines -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,Fortuna Silver Mines -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2022,0,Fortuna Silver Mines -309,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2022,45.7,Fortuna Silver Mines -310,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2022,0.53,Fortuna Silver Mines -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,"2,174",Fortuna Silver Mines -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,"1,965",Fortuna Silver Mines -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,47.47523556,Fortuna Silver Mines -317,Revenue,Revenue,,USD,Revenue,2022,681491000,Fortuna Silver Mines -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2023,"88,902",Fortuna Silver Mines -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,0,Fortuna Silver Mines -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total CO emissions,2023,876.4,Fortuna Silver Mines -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total NOx emissions,2023,27.87,Fortuna Silver Mines -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total SOx emissions,2023,5.9,Fortuna Silver Mines -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total PM10 emissions,2023,61.52,Fortuna Silver Mines -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",ug/m3,Total volatile organic compounds (VOCs) emissions,2023,0.57,Fortuna Silver Mines -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2023,"1,813,244",Fortuna Silver Mines -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,34,Fortuna Silver Mines -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,15,Fortuna Silver Mines -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2023,"2,068",Fortuna Silver Mines -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water consumed,2023,"1,678",Fortuna Silver Mines -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,0,Fortuna Silver Mines -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,0,Fortuna Silver Mines -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2023,"2,280,381",Fortuna Silver Mines -339,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Tonnes,Total weight of waste rock generated,2023,"8,270,314",Fortuna Silver Mines -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Tonnes,Total weight of hazardous waste generated,2023,944,Fortuna Silver Mines -342,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2023,0,Fortuna Silver Mines -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,20,Fortuna Silver Mines -344,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2023,20,Fortuna Silver Mines -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,0,Fortuna Silver Mines -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2023,0,Fortuna Silver Mines -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0,Fortuna Silver Mines -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2023,0,Fortuna Silver Mines -362,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for full-time employees",2023,40.89,Fortuna Silver Mines -363,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Hours,"Average hours of health, safety, and emergency response training for contract employees",2023,0.27,Fortuna Silver Mines -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,"2,490",Fortuna Silver Mines -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,"2,695",Fortuna Silver Mines -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,52,Fortuna Silver Mines -370,Revenue,Revenue,,USD,Revenue,2023,842428000,Fortuna Silver Mines diff --git a/data_preprocessing/long_data/Freeport McMoRan.csv b/data_preprocessing/long_data/Freeport McMoRan.csv deleted file mode 100644 index a12c4d7..0000000 --- a/data_preprocessing/long_data/Freeport McMoRan.csv +++ /dev/null @@ -1,118 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2019,"4,385,885",Freeport McMoRan -108,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2019,117.6,Freeport McMoRan -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2019,47.9,Freeport McMoRan -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2019,7.2,Freeport McMoRan -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2019,14.2,Freeport McMoRan -112,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2019,0.0001,Freeport McMoRan -113,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2019,0.02,Freeport McMoRan -114,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2019,10.1,Freeport McMoRan -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",terajoules,Total energy consumed,2019,94315,Freeport McMoRan -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,36.94004135,Freeport McMoRan -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2019,302564,Freeport McMoRan -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2019,192792,Freeport McMoRan -120,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2019,60293,Freeport McMoRan -124,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2019,5,Freeport McMoRan -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2019,309,Freeport McMoRan -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,0.31,Freeport McMoRan -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,3,Freeport McMoRan -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2019,0.004,Freeport McMoRan -149,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2019,0.00276,Freeport McMoRan -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,27454,Freeport McMoRan -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,42240,Freeport McMoRan -157,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2019,60.61,Freeport McMoRan -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2020,"3,909,526",Freeport McMoRan -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2020,98.2,Freeport McMoRan -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,39.9,Freeport McMoRan -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,7.3,Freeport McMoRan -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2020,13.1,Freeport McMoRan -165,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2020,0.0001,Freeport McMoRan -166,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2020,0.02,Freeport McMoRan -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2020,8.3,Freeport McMoRan -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",terajoules,Total energy consumed,2020,86249,Freeport McMoRan -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,31.84732577,Freeport McMoRan -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2020,261299,Freeport McMoRan -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2020,166752,Freeport McMoRan -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2020,49518,Freeport McMoRan -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,6,Freeport McMoRan -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2020,259,Freeport McMoRan -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,0.32,Freeport McMoRan -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,5,Freeport McMoRan -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0.008,Freeport McMoRan -202,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2020,0.002576,Freeport McMoRan -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,24649,Freeport McMoRan -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,35270,Freeport McMoRan -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,58.56,Freeport McMoRan -211,Revenue,Revenue,,USD,Revenue,2020,14198000000,Freeport McMoRan -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2021,"4,255,365",Freeport McMoRan -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2021,96.1,Freeport McMoRan -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,47.5,Freeport McMoRan -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,7,Freeport McMoRan -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2021,13,Freeport McMoRan -218,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2021,0.0001,Freeport McMoRan -219,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2021,0.01,Freeport McMoRan -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2021,8.5,Freeport McMoRan -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",terajoules,Total energy consumed,2021,91212,Freeport McMoRan -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,31.17462615,Freeport McMoRan -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2021,296805,Freeport McMoRan -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2021,184714,Freeport McMoRan -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2021,62794,Freeport McMoRan -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,9,Freeport McMoRan -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2021,295,Freeport McMoRan -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,0.31,Freeport McMoRan -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,2,Freeport McMoRan -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0.003,Freeport McMoRan -255,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2021,0.00267,Freeport McMoRan -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,24703,Freeport McMoRan -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,43919,Freeport McMoRan -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,64.12,Freeport McMoRan -264,Revenue,Revenue,,USD,Revenue,2021,22845000000,Freeport McMoRan -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,"4,570,905",Freeport McMoRan -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2022,38.4,Freeport McMoRan -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,49.7,Freeport McMoRan -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,6.9,Freeport McMoRan -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2022,14.6,Freeport McMoRan -271,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2022,0.0002,Freeport McMoRan -272,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2022,0.01,Freeport McMoRan -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,4.2,Freeport McMoRan -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",terajoules,Total energy consumed,2022,97072,Freeport McMoRan -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,29.45545574,Freeport McMoRan -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2022,291682,Freeport McMoRan -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2022,197983,Freeport McMoRan -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2022,66701,Freeport McMoRan -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,12,Freeport McMoRan -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2022,331,Freeport McMoRan -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,0.3,Freeport McMoRan -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,1,Freeport McMoRan -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0.001,Freeport McMoRan -308,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2022,0.00117,Freeport McMoRan -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,25578,Freeport McMoRan -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,48866,Freeport McMoRan -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,65.69,Freeport McMoRan -317,Revenue,Revenue,,USD,Revenue,2022,22780000000,Freeport McMoRan -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2023,"4,775,130",Freeport McMoRan -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2023,39.5,Freeport McMoRan -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,43.2,Freeport McMoRan -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,6.7,Freeport McMoRan -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2023,16.5,Freeport McMoRan -324,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2023,0.0001,Freeport McMoRan -325,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2023,1.00E-02,Freeport McMoRan -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,4.6,Freeport McMoRan -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",terajoules,Total energy consumed,2023,101317,Freeport McMoRan -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,29.14022326,Freeport McMoRan -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,0.00166901902,Freeport McMoRan -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn,2023,314715,Freeport McMoRan -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed,2023,200579,Freeport McMoRan -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2023,70780,Freeport McMoRan -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Cubic meters (m³),Total water consumed in high or extremely high baseline water stress areas,2023,72886,Freeport McMoRan -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,70.95,Freeport McMoRan -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,16,Freeport McMoRan -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2023,341,Freeport McMoRan -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,0.29,Freeport McMoRan -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,1,Freeport McMoRan -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0.001,Freeport McMoRan -361,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2023,0.00093,Freeport McMoRan -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,27162,Freeport McMoRan -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,85323,Freeport McMoRan -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,75.56,Freeport McMoRan -370,Revenue,Revenue,,USD,Revenue,2023,22855000000,Freeport McMoRan diff --git a/data_preprocessing/long_data/IAMGOLD.csv b/data_preprocessing/long_data/IAMGOLD.csv deleted file mode 100644 index ed45bb4..0000000 --- a/data_preprocessing/long_data/IAMGOLD.csv +++ /dev/null @@ -1,71 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -211,Revenue,Revenue,,USD,Revenue,2020,1241700000,IAMGOLD -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tCO2e,Total gross global scope 1 emissions (CO2),2021,648089,IAMGOLD -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tCO2e,Total CO emissions,2021,648678,IAMGOLD -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total SOx emissions,2021,2510.595,IAMGOLD -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total PM10 emissions,2021,53.962,IAMGOLD -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kg,Total volatile organic compounds (VOCs) emissions,2021,0.132,IAMGOLD -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2021,10181467,IAMGOLD -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,12.36352286,IAMGOLD -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,0.001052599,IAMGOLD -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water withdrawn,2021,40966,IAMGOLD -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water consumed,2021,34518,IAMGOLD -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",number,Number of Fatalities,2021,0,IAMGOLD -259,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of metal ores,2021,680000,IAMGOLD -260,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of finished metal products,2021,680000,IAMGOLD -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2021,1151,IAMGOLD -264,Revenue,Revenue,,USD,Revenue,2021,875500000,IAMGOLD -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tCO2e,Total gross global scope 1 emissions (CO2),2022,638412,IAMGOLD -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tCO2e,Total CO emissions,2022,639033,IAMGOLD -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,4083000,IAMGOLD -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total SOx emissions,2022,1996.868,IAMGOLD -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total PM10 emissions,2022,61.532,IAMGOLD -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kg,Total volatile organic compounds (VOCs) emissions,2022,0.159,IAMGOLD -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2022,10047327,IAMGOLD -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,12.67656562,IAMGOLD -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,0.000982152,IAMGOLD -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water withdrawn,2022,57420,IAMGOLD -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water consumed,2022,37026,IAMGOLD -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",number,Number of Fatalities,2022,1,IAMGOLD -312,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of metal ores,2022,799000,IAMGOLD -313,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of finished metal products,2022,799000,IAMGOLD -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2022,1887,IAMGOLD -317,Revenue,Revenue,,USD,Revenue,2022,958800000,IAMGOLD -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tCO2e,Total gross global scope 1 emissions (CO2),2023,439244,IAMGOLD -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tCO2e,Total CO emissions,2023,440296,IAMGOLD -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,4241890,IAMGOLD -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total SOx emissions,2023,2253.871,IAMGOLD -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",metric tonnes,Total PM10 emissions,2023,54.563,IAMGOLD -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kg,Total volatile organic compounds (VOCs) emissions,2023,40.839,IAMGOLD -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2023,6875802,IAMGOLD -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,8.51285421,IAMGOLD -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,0.001187062,IAMGOLD -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water withdrawn,2023,15960,IAMGOLD -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",megalitres,Total water consumed,2023,5537,IAMGOLD -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",thousand cubic metres,Total water consumed in high or extremely high baseline water stress areas,2023,5537,IAMGOLD -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,53.4,IAMGOLD -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",number,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,3,IAMGOLD -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,metric tonnes,Total weight of non-mineral waste generated,2023,38031,IAMGOLD -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,metric tonnes,Total weight of tailings produced,2023,12210780,IAMGOLD -339,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,metric tonnes,Total weight of waste rock generated,2023,49358089,IAMGOLD -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,metric tonnes,Total weight of hazardous waste generated,2023,27660667,IAMGOLD -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,metric tonnes,Total weight of hazardous waste recycled,2023,0,IAMGOLD -342,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,number,Number of significant incidents associated with hazardous materials and waste management,2023,0,IAMGOLD -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,0,IAMGOLD -344,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is actively mitigated,2023,81.6,IAMGOLD -345,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is under treatment or remediation,2023,18.4,IAMGOLD -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,100,IAMGOLD -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,number,Number of non-technical delays,2023,0,IAMGOLD -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,days,Duration of non-technical delays,2023,0,IAMGOLD -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",percent,Percentage of active workforce employed under collective agreement,2023,98,IAMGOLD -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,number,Number of strikes and lockouts,2023,0,IAMGOLD -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2023,0,IAMGOLD -357,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2023,0,IAMGOLD -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total MSHA all-incidents rate,2023,0,IAMGOLD -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",number,Number of Fatalities,2023,0,IAMGOLD -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of metal ores,2023,506000,IAMGOLD -366,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,oz,Production of finished metal products,2023,506000,IAMGOLD -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2023,3632,IAMGOLD -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2023,1683,IAMGOLD -370,Revenue,Revenue,,USD,Revenue,2023,987100000,IAMGOLD -374,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2024,5459674,IAMGOLD diff --git a/data_preprocessing/long_data/Kinross Gold.csv b/data_preprocessing/long_data/Kinross Gold.csv deleted file mode 100644 index 01647a1..0000000 --- a/data_preprocessing/long_data/Kinross Gold.csv +++ /dev/null @@ -1,99 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2e,Total gross global scope 1 emissions (CO2),2019,"1,100,115",Kinross Gold -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2019,"2,413",Kinross Gold -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2019,"1,237",Kinross Gold -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2019,"80,408,051",Kinross Gold -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2019,"54,630,121",Kinross Gold -120,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn in high or extremely high baseline water stress areas,2019,"440,879",Kinross Gold -122,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2019,1,Kinross Gold -127,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,tonnes,Total weight of waste rock generated,2019,"283,898,456",Kinross Gold -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,40,Kinross Gold -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2019,0,Kinross Gold -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0,Kinross Gold -150,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for full-time employees",2019,40,Kinross Gold -151,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2019,33,Kinross Gold -153,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,KT,Production of metal ores,2019,"136,868",Kinross Gold -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2019,"8,967",Kinross Gold -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2019,"7,514",Kinross Gold -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2e,Total gross global scope 1 emissions (CO2),2020,"1,080,808",Kinross Gold -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2020,"2,377",Kinross Gold -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2020,"1,129",Kinross Gold -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2020,"18,650,172",Kinross Gold -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,14.92098303,Kinross Gold -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,34.30519354,Kinross Gold -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2020,"92,339,784",Kinross Gold -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2020,"59,892,564",Kinross Gold -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn in high or extremely high baseline water stress areas,2020,"1,797,856",Kinross Gold -175,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2020,2,Kinross Gold -180,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,tonnes,Total weight of waste rock generated,2020,"242,170,114",Kinross Gold -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,41,Kinross Gold -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,1,Kinross Gold -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0,Kinross Gold -203,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for full-time employees",2020,40,Kinross Gold -204,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2020,27,Kinross Gold -206,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,KT,Production of metal ores,2020,"139,011",Kinross Gold -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2020,"8,951",Kinross Gold -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2020,"7,798",Kinross Gold -211,Revenue,Revenue,,USD,Revenue,2020,4213400000,Kinross Gold -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2e,Total gross global scope 1 emissions (CO2),2021,"1,121,586",Kinross Gold -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2021,"2,473",Kinross Gold -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2021,"1,076",Kinross Gold -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2021,"17,959,840",Kinross Gold -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,21.82101845,Kinross Gold -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,22.81448164,Kinross Gold -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2021,"92,923,678",Kinross Gold -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2021,"63,828,406",Kinross Gold -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn in high or extremely high baseline water stress areas,2021,"2,771,665",Kinross Gold -228,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2021,3,Kinross Gold -233,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,tonnes,Total weight of waste rock generated,2021,"246,068,345",Kinross Gold -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,41,Kinross Gold -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,0,Kinross Gold -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0,Kinross Gold -256,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for full-time employees",2021,46,Kinross Gold -257,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2021,29,Kinross Gold -259,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,KT,Production of metal ores,2021,"142,494",Kinross Gold -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2021,"9,322",Kinross Gold -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2021,"9,458",Kinross Gold -264,Revenue,Revenue,,USD,Revenue,2021,2599600000,Kinross Gold -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2e,Total gross global scope 1 emissions (CO2),2022,"1,038,800",Kinross Gold -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2022,"2,162",Kinross Gold -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2022,"1,419",Kinross Gold -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2022,"15,998,427",Kinross Gold -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,27.4339096,Kinross Gold -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,11.63391376,Kinross Gold -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2022,"73,408,787",Kinross Gold -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2022,"69,081,567",Kinross Gold -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn in high or extremely high baseline water stress areas,2022,"3,262,803",Kinross Gold -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,5,Kinross Gold -286,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,tonnes,Total weight of waste rock generated,2022,"237,580,772",Kinross Gold -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,51,Kinross Gold -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,Kinross Gold -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,Kinross Gold -309,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for full-time employees",2022,25,Kinross Gold -310,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2022,24,Kinross Gold -312,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,KT,Production of metal ores,2022,"166,908",Kinross Gold -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2022,"6,397",Kinross Gold -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2022,"8,114",Kinross Gold -317,Revenue,Revenue,,USD,Revenue,2022,3455100000,Kinross Gold -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2e,Total gross global scope 1 emissions (CO2),2023,"1,017,651",Kinross Gold -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2023,"2,089",Kinross Gold -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2023,"1,457",Kinross Gold -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2023,"15,624,254",Kinross Gold -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,30.57781831,Kinross Gold -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,14.36188633,Kinross Gold -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2023,"81,932,301",Kinross Gold -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2023,"62,568,313",Kinross Gold -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn in high or extremely high baseline water stress areas,2023,"774,622",Kinross Gold -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,1,Kinross Gold -339,Waste Management,EM-MM-150a.6,Total weight of waste rock generated,tonnes,Total weight of waste rock generated,2023,"228,359,264",Kinross Gold -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2023,"7,149.10",Kinross Gold -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2023,65,Kinross Gold -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,54,Kinross Gold -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0,Kinross Gold -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,Kinross Gold -362,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for full-time employees",2023,39,Kinross Gold -363,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2023,40,Kinross Gold -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,KT,Production of metal ores,2023,"153,366",Kinross Gold -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2023,"6,599",Kinross Gold -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of contractors,2023,"8,898",Kinross Gold -370,Revenue,Revenue,,USD,Revenue,2023,4239700000,Kinross Gold diff --git a/data_preprocessing/long_data/Mosaic.csv b/data_preprocessing/long_data/Mosaic.csv deleted file mode 100644 index 0f9631f..0000000 --- a/data_preprocessing/long_data/Mosaic.csv +++ /dev/null @@ -1,70 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million tonnes,Total gross global scope 1 emissions (CO2),2019,3.1,Mosaic -108,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2019,0.8,Mosaic -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2019,2.8,Mosaic -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2019,16.5,Mosaic -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2019,4.7,Mosaic -114,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2019,0.2,Mosaic -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Million gigajoules,Total energy consumed,2019,111.1,Mosaic -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2019,299038.0,Mosaic -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Million tonnes,Total weight of tailings produced,2019,38.0,Mosaic -146,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per 200000 hours worked),Total MSHA all-incidents rate,2019,0.3,Mosaic -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0.0,Mosaic -154,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Million Tonnes,Production of finished metal products,2019,19.3,Mosaic -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,12271.0,Mosaic -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million tonnes,Total gross global scope 1 emissions (CO2),2020,3.4,Mosaic -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2020,0.6,Mosaic -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,2.3,Mosaic -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,15.6,Mosaic -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2020,4.4,Mosaic -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2020,0.1,Mosaic -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Million gigajoules,Total energy consumed,2020,125.9,Mosaic -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2020,345240.0,Mosaic -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Million tonnes,Total weight of tailings produced,2020,36.0,Mosaic -199,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per 200000 hours worked),Total MSHA all-incidents rate,2020,0.33,Mosaic -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0.0,Mosaic -207,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Million Tonnes,Production of finished metal products,2020,21.0,Mosaic -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,11884.0,Mosaic -211,Revenue,Revenue,,USD,Revenue,2020,8681700000.0,Mosaic -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million tonnes,Total gross global scope 1 emissions (CO2),2021,3.2,Mosaic -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2021,0.9,Mosaic -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,4.3,Mosaic -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,16.9,Mosaic -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2021,5.6,Mosaic -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2021,0.2,Mosaic -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Million gigajoules,Total energy consumed,2021,122.1,Mosaic -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2021,287002.0,Mosaic -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Million tonnes,Total weight of tailings produced,2021,35.0,Mosaic -252,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per 200000 hours worked),Total MSHA all-incidents rate,2021,0.29,Mosaic -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0.0,Mosaic -260,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Million Tonnes,Production of finished metal products,2021,19.8,Mosaic -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,11738.0,Mosaic -264,Revenue,Revenue,,USD,Revenue,2021,12357400000.0,Mosaic -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million tonnes,Total gross global scope 1 emissions (CO2),2022,3.1,Mosaic -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2022,1.0,Mosaic -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,2.9,Mosaic -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,15.6,Mosaic -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2022,7.7,Mosaic -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,0.2,Mosaic -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Million gigajoules,Total energy consumed,2022,119.3,Mosaic -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2022,317921.0,Mosaic -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Million tonnes,Total weight of tailings produced,2022,32.0,Mosaic -305,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per 200000 hours worked),Total MSHA all-incidents rate,2022,0.37,Mosaic -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,3.0,Mosaic -313,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Million Tonnes,Production of finished metal products,2022,19.2,Mosaic -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,13570.0,Mosaic -317,Revenue,Revenue,,USD,Revenue,2022,19125200000.0,Mosaic -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million tonnes,Total gross global scope 1 emissions (CO2),2023,3.5,Mosaic -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2023,1.7,Mosaic -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,2.9,Mosaic -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,15.6,Mosaic -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2023,3.2,Mosaic -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,0.2,Mosaic -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Million gigajoules,Total energy consumed,2023,116.1,Mosaic -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Thousand cubic meters,Total water withdrawn,2023,298702.0,Mosaic -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Million tonnes,Total weight of tailings produced,2023,32.0,Mosaic -358,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per 200000 hours worked),Total MSHA all-incidents rate,2023,0.39,Mosaic -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0.0,Mosaic -366,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Million Tonnes,Production of finished metal products,2023,18.0,Mosaic -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,14044.0,Mosaic -370,Revenue,Revenue,,USD,Revenue,2023,13696100000.0,Mosaic diff --git a/data_preprocessing/long_data/Norilsk Nickels.csv b/data_preprocessing/long_data/Norilsk Nickels.csv deleted file mode 100644 index d23eccf..0000000 --- a/data_preprocessing/long_data/Norilsk Nickels.csv +++ /dev/null @@ -1,121 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -3,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2017,11.0,Norilsk Nickels -11,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2017,38.0,Norilsk Nickels -12,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2017,335.64,Norilsk Nickels -13,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2017,1342.1,Norilsk Nickels -39,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2017,61.0,Norilsk Nickels -41,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2017,9.0,Norilsk Nickels -46,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2017,0.0,Norilsk Nickels -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2018,9.6,Norilsk Nickels -56,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2018,11.0,Norilsk Nickels -57,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2018,1869.6,Norilsk Nickels -62,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2018,148910.0,Norilsk Nickels -64,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2018,44.0,Norilsk Nickels -65,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2018,356.79,Norilsk Nickels -66,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2018,1412.1,Norilsk Nickels -87,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2018,0.0,Norilsk Nickels -88,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2018,0.0,Norilsk Nickels -89,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2018,81.0,Norilsk Nickels -90,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2018,0.0,Norilsk Nickels -91,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2018,0.0,Norilsk Nickels -92,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2018,32.0,Norilsk Nickels -94,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2018,6.0,Norilsk Nickels -99,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2018,0.0,Norilsk Nickels -102,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2018,74960.0,Norilsk Nickels -103,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2018,541.0,Norilsk Nickels -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2019,9.5,Norilsk Nickels -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2019,10.0,Norilsk Nickels -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2019,1898.1,Norilsk Nickels -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2019,144772.0,Norilsk Nickels -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,45.0,Norilsk Nickels -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2019,319.34,Norilsk Nickels -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2019,1343.5,Norilsk Nickels -140,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2019,0.0,Norilsk Nickels -141,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2019,0.0,Norilsk Nickels -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,84.0,Norilsk Nickels -143,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2019,0.0,Norilsk Nickels -144,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2019,0.0,Norilsk Nickels -145,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2019,44.0,Norilsk Nickels -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,9.0,Norilsk Nickels -152,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2019,0.0,Norilsk Nickels -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,73715.0,Norilsk Nickels -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,830.0,Norilsk Nickels -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2020,9.2,Norilsk Nickels -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2020,10.0,Norilsk Nickels -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2020,1911.0,Norilsk Nickels -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2020,141237.0,Norilsk Nickels -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,46.0,Norilsk Nickels -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2020,374.86,Norilsk Nickels -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2020,1458.1,Norilsk Nickels -193,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2020,0.0,Norilsk Nickels -194,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2020,0.0,Norilsk Nickels -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,96.6,Norilsk Nickels -196,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2020,0.0,Norilsk Nickels -197,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2020,0.0,Norilsk Nickels -198,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2020,31.0,Norilsk Nickels -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,9.0,Norilsk Nickels -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0.0,Norilsk Nickels -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,72319.0,Norilsk Nickels -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,910.0,Norilsk Nickels -211,Revenue,Revenue,,USD,Revenue,2020,14977000000.0,Norilsk Nickels -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2021,6.3,Norilsk Nickels -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2021,11.0,Norilsk Nickels -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2021,1601.0,Norilsk Nickels -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2021,151235.0,Norilsk Nickels -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,47.0,Norilsk Nickels -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2021,351.0,Norilsk Nickels -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2021,1280.8,Norilsk Nickels -242,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2021,0.0,Norilsk Nickels -243,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2021,0.0,Norilsk Nickels -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2021,0.0,Norilsk Nickels -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2021,0.0,Norilsk Nickels -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,95.0,Norilsk Nickels -249,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2021,0.0,Norilsk Nickels -250,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2021,0.0,Norilsk Nickels -251,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2021,53.0,Norilsk Nickels -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,11.0,Norilsk Nickels -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0.0,Norilsk Nickels -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,73557.0,Norilsk Nickels -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,1129.0,Norilsk Nickels -264,Revenue,Revenue,,USD,Revenue,2021,17103000000.0,Norilsk Nickels -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2022,5.9,Norilsk Nickels -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2022,10.0,Norilsk Nickels -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2022,1778.0,Norilsk Nickels -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2022,141909.0,Norilsk Nickels -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,51.0,Norilsk Nickels -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2022,353.1,Norilsk Nickels -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2022,1351.4,Norilsk Nickels -295,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2022,0.0,Norilsk Nickels -296,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2022,0.0,Norilsk Nickels -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2022,0.0,Norilsk Nickels -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2022,0.0,Norilsk Nickels -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,94.4,Norilsk Nickels -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0.0,Norilsk Nickels -303,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2022,0.0,Norilsk Nickels -304,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2022,71.0,Norilsk Nickels -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,4.0,Norilsk Nickels -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0.0,Norilsk Nickels -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,78374.0,Norilsk Nickels -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,907.0,Norilsk Nickels -317,Revenue,Revenue,,USD,Revenue,2022,16876000000.0,Norilsk Nickels -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",mTonnes,Total gross global scope 1 emissions (CO2),2023,5.9,Norilsk Nickels -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total NOx emissions,2023,6.0,Norilsk Nickels -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",kTonnes,Total SOx emissions,2023,1671.0,Norilsk Nickels -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Terajoules (TJ),Total energy consumed,2023,137150.0,Norilsk Nickels -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,71.0,Norilsk Nickels -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,55.0,Norilsk Nickels -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water withdrawn,2023,315.0,Norilsk Nickels -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million Cubic meters (m³),Total water consumed,2023,1291.9,Norilsk Nickels -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,0.0,Norilsk Nickels -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0.0,Norilsk Nickels -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,0.0,Norilsk Nickels -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2023,0.0,Norilsk Nickels -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,94.0,Norilsk Nickels -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0.0,Norilsk Nickels -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Days,Duration of strikes and lockouts,2023,0.0,Norilsk Nickels -357,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Total number of MSHA incidents,2023,83.0,Norilsk Nickels -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,5.0,Norilsk Nickels -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0.0,Norilsk Nickels -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,82100.0,Norilsk Nickels -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,1013.0,Norilsk Nickels -370,Revenue,Revenue,,USD,Revenue,2023,14409000000.0,Norilsk Nickels diff --git a/data_preprocessing/long_data/Northern Star.csv b/data_preprocessing/long_data/Northern Star.csv deleted file mode 100644 index d3048f4..0000000 --- a/data_preprocessing/long_data/Northern Star.csv +++ /dev/null @@ -1,57 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -264,Revenue,Revenue,,USD,Revenue,2021,2760500000.0,Northern Star -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,"677,225",Northern Star -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2022,"3,436",Northern Star -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,11456,Northern Star -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,26162,Northern Star -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2022,12976,Northern Star -271,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2022,0.02,Northern Star -272,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2022,0.2,Northern Star -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2022,433,Northern Star -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2022,13381207,Northern Star -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2022,29008,Northern Star -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2022,19039,Northern Star -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn in high or extremely high baseline water stress areas,2022,14.766,Northern Star -280,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed in high or extremely high baseline water stress areas,2022,19039,Northern Star -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,0,Northern Star -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,Tonnes,Total weight of tailings produced,2022,17.3,Northern Star -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,63,Northern Star -302,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2022,0,Northern Star -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0,Northern Star -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0,Northern Star -317,Revenue,Revenue,,USD,Revenue,2022,3735400000,Northern Star -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2023,"789,320",Northern Star -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2023,"3,731",Northern Star -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,13575,Northern Star -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,20929,Northern Star -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2023,15442,Northern Star -324,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2023,0.01,Northern Star -325,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2023,0.4,Northern Star -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2023,545,Northern Star -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2023,15224862,Northern Star -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2023,30061,Northern Star -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2023,24814,Northern Star -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed in high or extremely high baseline water stress areas,2023,24814,Northern Star -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0,Northern Star -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0,Northern Star -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0,Northern Star -370,Revenue,Revenue,,USD,Revenue,2023,4131100000,Northern Star -371,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2024,"788,136",Northern Star -373,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total CO emissions,2024,"2,984",Northern Star -374,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2024,12969,Northern Star -375,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2024,22130,Northern Star -376,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total PM10 emissions,2024,18044,Northern Star -377,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2024,0.01,Northern Star -378,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total lead (Pb) emissions,2024,0.5,Northern Star -379,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total volatile organic compounds (VOCs) emissions,2024,544,Northern Star -380,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Gigajoules (GJ),Total energy consumed,2024,15245902,Northern Star -381,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2024,16.7440667,Northern Star -383,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water withdrawn,2024,28253,Northern Star -384,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed,2024,23267,Northern Star -386,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",ML,Total water consumed in high or extremely high baseline water stress areas,2024,23267,Northern Star -389,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2024,0,Northern Star -408,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2024,0,Northern Star -412,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2024,0,Northern Star -413,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2024,0,Northern Star -420,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2024,4044,Northern Star -423,Revenue,Revenue,,USD,Revenue,2024,4921200000,Northern Star diff --git a/data_preprocessing/long_data/Nutrien.csv b/data_preprocessing/long_data/Nutrien.csv deleted file mode 100644 index d359304..0000000 --- a/data_preprocessing/long_data/Nutrien.csv +++ /dev/null @@ -1,126 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2018,11.19,Nutrien -55,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2018,8.0,Nutrien -56,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2018,8.8,Nutrien -57,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2018,6.9,Nutrien -58,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2018,8.3,Nutrien -61,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2018,1.6,Nutrien -62,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2018,290.7,Nutrien -65,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2018,174.0,Nutrien -67,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2018,3.8,Nutrien -69,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2018,1.8,Nutrien -72,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2018,90.0,Nutrien -75,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2018,5.0,Nutrien -94,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2018,0.0,Nutrien -95,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2018,0.0,Nutrien -99,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2018,0.0,Nutrien -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2019,10.4,Nutrien -107,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2019,27.0,Nutrien -108,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2019,8.6,Nutrien -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2019,7.7,Nutrien -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2019,3.4,Nutrien -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2019,7.0,Nutrien -114,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2019,1.5,Nutrien -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2019,283.9,Nutrien -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,0.0,Nutrien -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2019,170.0,Nutrien -120,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2019,3.4,Nutrien -122,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2019,1.6,Nutrien -125,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2019,123.0,Nutrien -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2019,7.0,Nutrien -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,1.0,Nutrien -152,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2019,0.0,Nutrien -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2019,22060.0,Nutrien -156,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2019,1760.0,Nutrien -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2020,10.43,Nutrien -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,27.0,Nutrien -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2020,6.6,Nutrien -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2020,7.4,Nutrien -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2020,3.6,Nutrien -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2020,7.7,Nutrien -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2020,2.2,Nutrien -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2020,279.2,Nutrien -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,0.0,Nutrien -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2020,197.0,Nutrien -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2020,4.0,Nutrien -175,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2020,1.7,Nutrien -176,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2020,1.1,Nutrien -178,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2020,119.0,Nutrien -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2020,4.0,Nutrien -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0.0,Nutrien -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2020,0.0,Nutrien -205,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2020,0.0,Nutrien -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2020,22540.0,Nutrien -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2020,240.0,Nutrien -211,Revenue,Revenue,,USD,Revenue,2020,20908000000.0,Nutrien -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2021,11.05,Nutrien -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,26.0,Nutrien -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2021,8.3,Nutrien -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2021,7.8,Nutrien -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2021,3.8,Nutrien -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2021,7.4,Nutrien -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2021,2.0,Nutrien -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2021,281.1,Nutrien -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,0.006759160441,Nutrien -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2021,183.0,Nutrien -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2021,4.0,Nutrien -228,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2021,1.7,Nutrien -229,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2021,1.4,Nutrien -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2021,113.0,Nutrien -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2021,7.0,Nutrien -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,34.5,Nutrien -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0.0,Nutrien -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2021,0.0,Nutrien -258,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2021,0.0,Nutrien -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,25600.0,Nutrien -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2021,2500.0,Nutrien -264,Revenue,Revenue,,USD,Revenue,2021,27712000000.0,Nutrien -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2022,10.27,Nutrien -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,28.0,Nutrien -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2022,7.9,Nutrien -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2022,7.4,Nutrien -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2022,3.4,Nutrien -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2022,7.3,Nutrien -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2022,2.0,Nutrien -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2022,273.3,Nutrien -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,0.002671057446,Nutrien -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2022,178.0,Nutrien -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2022,3.1,Nutrien -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,1.4,Nutrien -282,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2022,1.1,Nutrien -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2022,97.0,Nutrien -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2022,3.0,Nutrien -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,34.3,Nutrien -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0.0,Nutrien -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2022,0.0,Nutrien -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,0.0,Nutrien -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,25600.0,Nutrien -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2022,2100.0,Nutrien -317,Revenue,Revenue,,USD,Revenue,2022,37884000000.0,Nutrien -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Million Tonnes,Total gross global scope 1 emissions (CO2),2023,9.54,Nutrien -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,28.0,Nutrien -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total CO emissions,2023,5.9,Nutrien -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total NOx emissions,2023,6.8,Nutrien -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total SOx emissions,2023,3.2,Nutrien -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total PM10 emissions,2023,7.0,Nutrien -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Thousand Tonnes,Total volatile organic compounds (VOCs) emissions,2023,1.8,Nutrien -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules (PJ),Total energy consumed,2023,260.8,Nutrien -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,0.0009585889571,Nutrien -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn,2023,168.0,Nutrien -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Million Cubic meters (m³),Total water withdrawn in high or extremely high baseline water stress areas,2023,4.3,Nutrien -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,2.2,Nutrien -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,1.2,Nutrien -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Thousand Tonnes,Total weight of non-mineral waste generated,2023,164.0,Nutrien -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Thousand Tonnes,Total weight of hazardous waste generated,2023,10.0,Nutrien -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,34.4,Nutrien -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0.0,Nutrien -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total fatality rate,2023,0.0,Nutrien -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,0.0,Nutrien -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,26800.0,Nutrien -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2023,2100.0,Nutrien -370,Revenue,Revenue,,USD,Revenue,2023,29056000000.0,Nutrien -407,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2024,48.8,Nutrien -412,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2024,1.0,Nutrien -417,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Tonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2024,0.0,Nutrien -420,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2024,28200.0,Nutrien -421,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of contractors,2024,2300.0,Nutrien diff --git a/data_preprocessing/long_data/Pan American Silver.csv b/data_preprocessing/long_data/Pan American Silver.csv deleted file mode 100644 index 71205df..0000000 --- a/data_preprocessing/long_data/Pan American Silver.csv +++ /dev/null @@ -1,59 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2Eq,Total gross global scope 1 emissions (CO2),2020,294799.0,Pan American Silver -160,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2020,0.011,Pan American Silver -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2020,83.0,Pan American Silver -167,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total volatile organic compounds (VOCs) emissions,2020,100.0,Pan American Silver -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2020,6659225.0,Pan American Silver -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,16.0,Pan American Silver -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,0.05,Pan American Silver -211,Revenue,Revenue,,USD,Revenue,2020,1338812000.0,Pan American Silver -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2Eq,Total gross global scope 1 emissions (CO2),2021,274298.0,Pan American Silver -213,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2021,0.009,Pan American Silver -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2021,24.0,Pan American Silver -220,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total volatile organic compounds (VOCs) emissions,2021,35.0,Pan American Silver -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2021,6172895.0,Pan American Silver -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,59.0,Pan American Silver -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,1e-05,Pan American Silver -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2021,15429898.0,Pan American Silver -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2021,13267.0,Pan American Silver -264,Revenue,Revenue,,USD,Revenue,2021,1632750000.0,Pan American Silver -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2Eq,Total gross global scope 1 emissions (CO2),2022,203814.0,Pan American Silver -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,0.007,Pan American Silver -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2022,17.0,Pan American Silver -273,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total volatile organic compounds (VOCs) emissions,2022,46.0,Pan American Silver -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2022,5129310.0,Pan American Silver -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,41.0,Pan American Silver -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,53.0,Pan American Silver -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2022,13376433.0,Pan American Silver -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2022,3623544.0,Pan American Silver -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,5.0,Pan American Silver -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2022,11684.0,Pan American Silver -317,Revenue,Revenue,,USD,Revenue,2022,1494700000.0,Pan American Silver -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",tonnes CO2Eq,Total gross global scope 1 emissions (CO2),2023,309406.0,Pan American Silver -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,0.01,Pan American Silver -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total CO emissions,2023,2059.0,Pan American Silver -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total NOx emissions,2023,4202.0,Pan American Silver -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total SOx emissions,2023,47.0,Pan American Silver -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total PM10 emissions,2023,561.0,Pan American Silver -326,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",tonnes,Total volatile organic compounds (VOCs) emissions,2023,61.0,Pan American Silver -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",GJ,Total energy consumed,2023,7866634.0,Pan American Silver -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,57.0,Pan American Silver -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,41.0,Pan American Silver -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water withdrawn,2023,10294729.0,Pan American Silver -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",m3,Total water consumed,2023,13376433.0,Pan American Silver -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,18.0,Pan American Silver -335,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,2023,18.0,Pan American Silver -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,tonnes,Total weight of non-mineral waste generated,2023,18492.0,Pan American Silver -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2023,2159.0,Pan American Silver -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2023,2159.0,Pan American Silver -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,48.0,Pan American Silver -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,48.0,Pan American Silver -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,38.0,Pan American Silver -351,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2023,38.0,Pan American Silver -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,3.0,Pan American Silver -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,64.0,Pan American Silver -363,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",hours,"Average hours of health, safety, and emergency response training for contract employees",2023,1.5,Pan American Silver -365,Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,thousand tonnes,Production of metal ores,2023,38.8,Pan American Silver -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",count,Total number of employees,2023,9892.0,Pan American Silver -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,50.0,Pan American Silver -370,Revenue,Revenue,,USD,Revenue,2023,2316100000.0,Pan American Silver diff --git a/data_preprocessing/long_data/Rio Tinto.csv b/data_preprocessing/long_data/Rio Tinto.csv deleted file mode 100644 index 04014e2..0000000 --- a/data_preprocessing/long_data/Rio Tinto.csv +++ /dev/null @@ -1,88 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2019,23.1,Rio Tinto -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total NOx emissions,2019,63.4,Rio Tinto -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total SOx emissions,2019,76.8,Rio Tinto -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total PM10 emissions,2019,130.7,Rio Tinto -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2019,408.0,Rio Tinto -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,38.23529412,Rio Tinto -118,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water withdrawn,2019,448.0,Rio Tinto -119,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water consumed,2019,657.0,Rio Tinto -125,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,000 tonnes,Total weight of non-mineral waste generated,2019,660.0,Rio Tinto -128,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2019,194.0,Rio Tinto -129,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2019,122.3,Rio Tinto -130,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2019,0.0,Rio Tinto -147,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2019,0.0,Rio Tinto -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2019,0.0,Rio Tinto -155,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2019,46000.0,Rio Tinto -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2020,23.0,Rio Tinto -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total NOx emissions,2020,65.2,Rio Tinto -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total SOx emissions,2020,75.7,Rio Tinto -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total PM10 emissions,2020,143.2,Rio Tinto -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2020,404.0,Rio Tinto -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,37.87128713,Rio Tinto -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water withdrawn,2020,360.0,Rio Tinto -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water consumed,2020,537.0,Rio Tinto -178,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,000 tonnes,Total weight of non-mineral waste generated,2020,851.0,Rio Tinto -181,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2020,268.0,Rio Tinto -182,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2020,196.2,Rio Tinto -183,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2020,0.0,Rio Tinto -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,0.0,Rio Tinto -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2020,0.0,Rio Tinto -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2020,47500.0,Rio Tinto -211,Revenue,Revenue,,USD,Revenue,2020,44611000000.0,Rio Tinto -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2021,22.9,Rio Tinto -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total NOx emissions,2021,62.3,Rio Tinto -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total SOx emissions,2021,70.2,Rio Tinto -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total PM10 emissions,2021,142.3,Rio Tinto -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2021,394.0,Rio Tinto -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,37.56345178,Rio Tinto -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water withdrawn,2021,426.0,Rio Tinto -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water consumed,2021,602.0,Rio Tinto -231,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,000 tonnes,Total weight of non-mineral waste generated,2021,981.0,Rio Tinto -234,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2021,166.0,Rio Tinto -235,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2021,86.2,Rio Tinto -236,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2021,3.0,Rio Tinto -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,0.0,Rio Tinto -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2021,0.0,Rio Tinto -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2021,49000.0,Rio Tinto -264,Revenue,Revenue,,USD,Revenue,2021,63495000000.0,Rio Tinto -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2022,22.7,Rio Tinto -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total NOx emissions,2022,64.6,Rio Tinto -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total SOx emissions,2022,66.2,Rio Tinto -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total PM10 emissions,2022,146.3,Rio Tinto -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2022,395.0,Rio Tinto -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,36.96202532,Rio Tinto -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water withdrawn,2022,432.0,Rio Tinto -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water consumed,2022,638.0,Rio Tinto -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,000 tonnes,Total weight of non-mineral waste generated,2022,1143.0,Rio Tinto -287,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2022,240.0,Rio Tinto -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2022,120.2,Rio Tinto -289,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2022,0.0,Rio Tinto -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,0.0,Rio Tinto -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2022,0.0,Rio Tinto -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2022,54000.0,Rio Tinto -317,Revenue,Revenue,,USD,Revenue,2022,55554000000.0,Rio Tinto -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Mt CO2e,Total gross global scope 1 emissions (CO2),2023,23.3,Rio Tinto -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total NOx emissions,2023,64.8,Rio Tinto -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total SOx emissions,2023,72.5,Rio Tinto -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",000 tonnes,Total PM10 emissions,2023,146.0,Rio Tinto -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",PJ,Total energy consumed,2023,406.0,Rio Tinto -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,38.42364532,Rio Tinto -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,34.2364532,Rio Tinto -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water withdrawn,2023,424.0,Rio Tinto -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",GL,Total water consumed,2023,644.0,Rio Tinto -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,000 tonnes,Total weight of non-mineral waste generated,2023,1158.0,Rio Tinto -340,Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,tonnes,Total weight of hazardous waste generated,2023,226.0,Rio Tinto -341,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,tonnes,Total weight of hazardous waste recycled,2023,132.4,Rio Tinto -342,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2023,1.0,Rio Tinto -347,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,2023,0.0,Rio Tinto -348,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near areas of conflict,2023,0.0,Rio Tinto -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0.0,Rio Tinto -350,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of proved reserves in or near indigenous land,2023,0.0,Rio Tinto -351,Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near indigenous land,2023,0.0,Rio Tinto -355,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Count,Number of strikes and lockouts,2023,0.0,Rio Tinto -356,Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,days,Duration of strikes and lockouts,2023,0.0,Rio Tinto -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,0.0,Rio Tinto -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2023,0.0,Rio Tinto -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",number,Total number of employees,2023,57000.0,Rio Tinto -370,Revenue,Revenue,,USD,Revenue,2023,54041000000.0,Rio Tinto diff --git a/data_preprocessing/long_data/South32.csv b/data_preprocessing/long_data/South32.csv deleted file mode 100644 index 2891faf..0000000 --- a/data_preprocessing/long_data/South32.csv +++ /dev/null @@ -1,75 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -53,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2018,10300000.0,South32 -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2019,10300000.0,South32 -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2020,10100000,South32 -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2020,"12,156",South32 -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2020,"41,625",South32 -165,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2020,0.6,South32 -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2020,172,South32 -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,46,South32 -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,19,South32 -200,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2020,1,South32 -202,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2020,5.1,South32 -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2021,10300000,South32 -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2021,"10,078",South32 -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2021,"40,755",South32 -218,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2021,0.9,South32 -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2021,165,South32 -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,45,South32 -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,20,South32 -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,1,South32 -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kilotonnes,Total weight of tailings produced,2021,"17,269",South32 -246,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2021,5,South32 -247,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2021,1.3,South32 -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,1,South32 -255,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2021,4.9,South32 -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2021,"9,074",South32 -264,Revenue,Revenue,,USD,Revenue,2021,5476000000,South32 -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Tonnes,Total gross global scope 1 emissions (CO2),2022,9200000,South32 -266,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2022,79,South32 -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2022,"9,687",South32 -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2022,"39,568",South32 -271,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2022,0.7,South32 -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2022,162,South32 -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,45,South32 -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,20,South32 -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,0,South32 -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kilotonnes,Total weight of tailings produced,2022,"18,421",South32 -299,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2022,1,South32 -300,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2022,0.3,South32 -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,1,South32 -308,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2022,4.8,South32 -311,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,CuEq KiloTonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2022,1375,South32 -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2022,"9,096",South32 -317,Revenue,Revenue,,USD,Revenue,2022,9269000000,South32 -319,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",%,Total percentage of gross global scope 1 emissions under emissions-limiting regulations,2023,76,South32 -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2023,"10,603",South32 -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2023,"41,442",South32 -324,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2023,0.9,South32 -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2023,160,South32 -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,46,South32 -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,21,South32 -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,0,South32 -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kilotonnes,Total weight of tailings produced,2023,"16,347",South32 -352,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2023,6,South32 -353,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2023,2.3,South32 -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,2,South32 -361,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2023,6.2,South32 -364,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,CuEq KiloTonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2023,1461,South32 -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2023,"9,616",South32 -370,Revenue,Revenue,,USD,Revenue,2023,5646000000,South32 -374,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total NOx emissions,2024,"9,645",South32 -375,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total SOx emissions,2024,"35,951",South32 -377,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Tonnes,Total mercury (Hg) emissions,2024,0.8,South32 -380,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Petajoules,Total energy consumed,2024,156,South32 -381,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2024,46,South32 -382,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2024,19,South32 -389,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2024,0,South32 -391,Waste Management,EM-MM-150a.5,Total weight of tailings produced,kilotonnes,Total weight of tailings produced,2024,"14,436",South32 -405,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Count,Number of non-technical delays,2024,8,South32 -406,Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Days,Duration of non-technical delays,2024,3.3,South32 -412,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2024,0,South32 -414,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate (per million hours worked),Total near-miss frequency rate (NMFR),2024,5.8,South32 -417,Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,CuEq KiloTonnes,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,2024,1118,South32 -420,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count,Total number of employees,2024,"9,906",South32 -423,Revenue,Revenue,,USD,Revenue,2024,5479000000,South32 diff --git a/data_preprocessing/long_data/Vale.csv b/data_preprocessing/long_data/Vale.csv deleted file mode 100644 index 8a17787..0000000 --- a/data_preprocessing/long_data/Vale.csv +++ /dev/null @@ -1,114 +0,0 @@ -,category,indicator,indicator_name,unit,sub_category,year,value,company name -106,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",millions of tCO2e,Total gross global scope 1 emissions (CO2),2019,9.7,Vale -108,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",million tCO2e,Total CO emissions,2019,8.4,Vale -109,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total NOx emissions,2019,40.3,Vale -110,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total SOx emissions,2019,86.3,Vale -111,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total PM10 emissions,2019,9.0,Vale -115,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",thousand TJ,Total energy consumed,2019,164.0,Vale -116,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2019,29.7,Vale -117,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2019,29.7,Vale -126,Waste Management,EM-MM-150a.5,Total weight of tailings produced,million metric tons,Total weight of tailings produced,2019,55.2,Vale -137,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2019,0.0,Vale -142,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2019,96.0,Vale -148,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2019,0.011,Vale -159,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",millions of tCO2e,Total gross global scope 1 emissions (CO2),2020,8.4,Vale -161,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",million tCO2e,Total CO emissions,2020,8.7,Vale -162,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total NOx emissions,2020,47.2,Vale -163,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total SOx emissions,2020,99.1,Vale -164,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total PM10 emissions,2020,9.1,Vale -168,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",thousand TJ,Total energy consumed,2020,143.0,Vale -169,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2020,30.8,Vale -170,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2020,30.8,Vale -171,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn,2020,118.8,Vale -172,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed,2020,81.8,Vale -173,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn in high or extremely high baseline water stress areas,2020,2.0,Vale -174,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed in high or extremely high baseline water stress areas,2020,1.9,Vale -177,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2020,11.0,Vale -179,Waste Management,EM-MM-150a.5,Total weight of tailings produced,million metric tons,Total weight of tailings produced,2020,45.4,Vale -182,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,thousand metric tons,Total weight of hazardous waste recycled,2020,21.3,Vale -187,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2020,10.39,Vale -190,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2020,0.0,Vale -195,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2020,95.9,Vale -201,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2020,0.77,Vale -208,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of employees,2020,111921.0,Vale -209,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of contractors,2020,111921.0,Vale -210,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2020,9.3,Vale -211,Revenue,Revenue,,USD,Revenue,2020,39545000000.0,Vale -212,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",millions of tCO2e,Total gross global scope 1 emissions (CO2),2021,8.7,Vale -214,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",million tCO2e,Total CO emissions,2021,8.6,Vale -215,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total NOx emissions,2021,48.8,Vale -216,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total SOx emissions,2021,77.5,Vale -217,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total PM10 emissions,2021,4.8,Vale -221,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",thousand TJ,Total energy consumed,2021,146.0,Vale -222,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2021,30.7,Vale -223,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2021,30.7,Vale -224,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn,2021,145.0,Vale -225,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed,2021,81.5,Vale -226,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn in high or extremely high baseline water stress areas,2021,2.0,Vale -227,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed in high or extremely high baseline water stress areas,2021,2.0,Vale -230,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2021,14.0,Vale -232,Waste Management,EM-MM-150a.5,Total weight of tailings produced,million metric tons,Total weight of tailings produced,2021,47.2,Vale -236,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2021,4.0,Vale -240,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2021,10.34,Vale -243,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2021,0.0,Vale -248,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2021,92.0,Vale -253,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2021,2.0,Vale -254,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2021,0.04,Vale -261,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of employees,2021,188314.0,Vale -262,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of contractors,2021,188314.0,Vale -263,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2021,7.0,Vale -264,Revenue,Revenue,,USD,Revenue,2021,54502000000.0,Vale -265,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",millions of tCO2e,Total gross global scope 1 emissions (CO2),2022,8.6,Vale -267,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",million tCO2e,Total CO emissions,2022,9.4,Vale -268,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total NOx emissions,2022,44.7,Vale -269,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total SOx emissions,2022,75.7,Vale -270,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total PM10 emissions,2022,4.2,Vale -274,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",thousand TJ,Total energy consumed,2022,137.0,Vale -275,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2022,29.2,Vale -276,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2022,29.2,Vale -277,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn,2022,137.9,Vale -278,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed,2022,87.7,Vale -279,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn in high or extremely high baseline water stress areas,2022,0.0,Vale -280,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed in high or extremely high baseline water stress areas,2022,2.0,Vale -281,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2022,0.0,Vale -283,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2022,24.0,Vale -284,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,million metric tons,Total weight of non-mineral waste generated,2022,600.4,Vale -285,Waste Management,EM-MM-150a.5,Total weight of tailings produced,million metric tons,Total weight of tailings produced,2022,46.9,Vale -288,Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,thousand metric tons,Total weight of hazardous waste recycled,2022,42.8,Vale -289,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2022,4.0,Vale -293,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2022,9.62,Vale -296,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2022,0.0,Vale -301,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2022,94.0,Vale -306,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2022,5.0,Vale -307,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2022,0.08,Vale -314,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of employees,2022,150831.0,Vale -315,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of contractors,2022,150831.0,Vale -316,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2022,5.2,Vale -317,Revenue,Revenue,,USD,Revenue,2022,43839000000.0,Vale -318,GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",millions of tCO2e,Total gross global scope 1 emissions (CO2),2023,9.4,Vale -320,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",million tCO2e,Total CO emissions,2023,9.4,Vale -321,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total NOx emissions,2023,49.8,Vale -322,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total SOx emissions,2023,81.6,Vale -323,Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",thousand metric tons,Total PM10 emissions,2023,6.7,Vale -327,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",thousand TJ,Total energy consumed,2023,147.0,Vale -328,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from grid electricity,2023,30.5,Vale -329,Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",%,Percentage energy consumed from renewable electricity,2023,30.5,Vale -330,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn,2023,145.0,Vale -331,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed,2023,89.3,Vale -332,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water withdrawn in high or extremely high baseline water stress areas,2023,0.0,Vale -333,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",million m³,Total water consumed in high or extremely high baseline water stress areas,2023,0.0,Vale -334,Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",%,Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,2023,0.0,Vale -336,Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",incidents,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations",2023,16.0,Vale -337,Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,million metric tons,Total weight of non-mineral waste generated,2023,729.1,Vale -338,Waste Management,EM-MM-150a.5,Total weight of tailings produced,million metric tons,Total weight of tailings produced,2023,48.5,Vale -342,Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Count,Number of significant incidents associated with hazardous materials and waste management,2023,3.0,Vale -343,Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",%,Percentage of total mine sites where acid rock drainage is predicted to occur,2023,33.0,Vale -346,Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,%,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,2023,23.25,Vale -349,Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,%,Percentage of total area of probable reserves in or near areas of conflict,2023,0.0,Vale -354,Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",%,Percentage of active workforce employed under collective agreement,2023,94.0,Vale -359,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Count,Number of Fatalities,2023,1.0,Vale -360,Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Rate,Total fatality rate,2023,0.002,Vale -367,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of employees,2023,167759.0,Vale -368,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Count ,Total number of contractors,2023,167759.0,Vale -369,Employees,EM-MM-000.B,"Total number of employees, percentage contractors",%,Percentage of employees who are contractors,2023,6.9,Vale -370,Revenue,Revenue,,USD,Revenue,2023,41784000000.0,Vale diff --git a/data_preprocessing/minMax.py b/data_preprocessing/minMax.py deleted file mode 100644 index 599097e..0000000 --- a/data_preprocessing/minMax.py +++ /dev/null @@ -1,11 +0,0 @@ -#%% -import pandas as pd - -#%% -df = pd.read_csv("C:/Users/tmxfe/OneDrive/Desktop/Acad/BT4103/SUBMIT MODULE/test_rows.csv") -df.head() - -#%% -df.groupby(['indicator', 'subcategory', 'std_1'])['value'].agg(['min', 'max']).reset_index().to_csv('minMax2.csv') - -# %% diff --git a/data_preprocessing/raw_data/SASB Indicators - Agnico Eagle.csv b/data_preprocessing/raw_data/SASB Indicators - Agnico Eagle.csv deleted file mode 100644 index 072c0c7..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Agnico Eagle.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,tonnes CO2E,,,753716,764965,1111124,1117861,1150541,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,tonnes,,,,,,,25850,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,tonnes,,,,,,,1721,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),GJ,,,19437758,44941088,20271083,20587814,26358718,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,,,,89.44209117,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,,,,55.57269898,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),m³,,,9416557,9629173,10122405,9347637,8615007,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),m³,,,8043762,17896783,23465210,30330094,33156853,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,incidents,,0,0,0,0,0,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,tonnes,,,6027,8172.02,8424,"8,447","21,541",, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,percent,,,,,,,41.66667,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,%,,,,,,,33.33333,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,,,,78,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,,,,1,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,,,,3,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,,,,75,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,,,,,,,90,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,count,,,,,,,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,days,,,,,,,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,count,,,0,0,0,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,days,,,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,0,1,1,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,,,,,,,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,Tonnes,,,19565207,42788331,46412108,46164794,64048754,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,number,,,"12,266","12,431","14,301","14,133","15,828",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,number,,,"2,922","4,129","5,154","4,674",5313,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,24,33,36,33,34,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,3138113000,3869625000,5741162000,6626909000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Albemarle.csv b/data_preprocessing/raw_data/SASB Indicators - Albemarle.csv deleted file mode 100644 index 9bbb38c..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Albemarle.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,thousand metric tonnes,,960000,965000,935000,605000,618000,728000,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,11,16,13,17,14,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,639,710000,647,753,692,725,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,3056,1458,1402,1447,1361,300,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,847,973,866,917,1124,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Gigajoules (GJ),,,14.1,"13,5","13,8",13.9,16.2,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,22,21,21,21,20,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,2,1.7,3.2,3.6,6.6,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Cubic meters (m³),,,25.5,24.4,23,22.6,24,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),Cubic meters (m³),,12.1,12.9,12.7,11.5,11.4,13.6,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,20.4,20.2,21.6,22.7,20,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,0,0,0,0,0,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,kTonnes,,20,21,20,13,9,15,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,kTonnes,,,1.89,1.4,1.04,1.17,1.5,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,33,32,32,29,24,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,0,0,1,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,Days,,,0,0,35,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,Count,,,22,18,12,10,14,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),Rate (per million hours worked),,0.55,0.36,0.29,0.19,0.14,0.16,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,0,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,0,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,,,0,0,0,0,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,5602,6723,6691,6907,8587,10294,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,1258,1137,1289,1646,1752,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,18.7,17,18.7,19.2,17,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,3128909000,3327957000,7320104000,9617203000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Anglo American.csv b/data_preprocessing/raw_data/SASB Indicators - Anglo American.csv deleted file mode 100644 index aa5c2b3..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Anglo American.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Mt CO2e,8.7,9.2,10.5,9.7,8.9,8.3,7.5,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Mt CO2e,225.3,228.3,225.7,114.8,98.5,104.5,95.8,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,tonnes,27300,28700,29646,25746,27000,27456,29916,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,tonnes,29500,35700,28374,29800,27000,17480,10325,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,tonnes,0.035,0.024,0.017,0.01,0.008,0.008,0.01,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,tonnes,0.035,0.024,0.017,0.01,0.008,0.008,0.01,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),million GJ,79.8,79.6,83,77.9,83.7,83.3,89,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,0,0,0,81,83,82,84,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,0,0,0,81,83,82,84,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),ML/yr,,,,63519,63535,62656,62705,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),thousand m3,,,,87120,99840,106291,132297,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),thousand m3,46.229,36.999,24.727,33.82,35.427,50.878,46.112,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),m3,,,,87120,99840,106291,116319,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,81,83,82,84,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,,81,83,82,84,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,tonnes,0,0,0,0,69734,99699,161866,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,tonnes,,,,,23060,28304,44132,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,Number,0,0,0,0,0,0,0,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,81,83,82,84,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,81,83,82,84,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,%,,,,81,83,82,84,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,81,83,82,84,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,81,83,82,84,, -Percentage of total area of probable reserves in or near areas of conflict,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,0,0,0,81,83,82,84,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,70,71,67,71,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,units,96,101,39,30,16,5,15,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),Rate,3.68,2.89,2.72,2.35,2.73,2.24,2.31,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,9,5,4,2,2,2,3,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate,3.17,2.66,2.21,2.14,2.24,2.19,1.78,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),Rate,0.035,0.024,0.017,0.01,0.008,0.008,0.01,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Rate,0,0,19.97,0.98,1.3,0.69,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,Mt,45,43,42,38,41,38,36,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,Mt,20,22,23,17,15,15,16,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Number (units),67095,61527,61132,61377,59096,58328,60094,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Number (units),31018,29603,38031,36423,45510,43520,34258,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,Number (units),31.018,29.603,38.031,36.423,45.51,43.52,34.258,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,25447000000,41554000000,35118000000,30652000000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - AngloGold Ashanti.csv b/data_preprocessing/raw_data/SASB Indicators - AngloGold Ashanti.csv deleted file mode 100644 index 765531d..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - AngloGold Ashanti.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Kilotonnes,,,"1,133","1,123","1,192","1,299",1300,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,4862,5118,4968,4594,3734,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,143,134,174,353,2,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Petajoules,,,20.69,21,22.04,22.74,22.63,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,,86.34,85.4,86.12,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,,2.22,7.65,6.63,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),ML,,,27871,32009,33118,34721,29932,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),ML,,,,,,,"40,515",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),ML,,,,,,,"11,453",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),ML,,,,,,,"19,446",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,,38.26,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,,,,,48,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,3,8,5,3,1,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,Tonnes,,,"82,017","55,147","55,260","63,070","45,751",, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Megatonnes,,,40.87,42.71,44.07,44.12,42.87,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,Tonnes,,,"26,866","22,630","20,992","26,472","12,953",, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,Tonnes,,,"2,156","3,311","3,853","3,117","4,523",, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,,,,56,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,,,,100,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,0,0,1,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,Days,,,0,0,1,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,Count,,,283,199,158,97,84,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),Rate (per million hours worked),,,3.31,2.39,2.14,1.26,1.09,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,6,2,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,,0,0.07,0.03,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),Rate (per million hours worked),,,0.84,0.95,1.23,0.92,0.81,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,34263,28456,30561,32594,33658,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,14389,14906,16384,18599,19615,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,42,52.38,53.61,57.06,58.28,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,4595000000,4029000000,4501000000,4582000000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Antofagasta (mining division).csv b/data_preprocessing/raw_data/SASB Indicators - Antofagasta (mining division).csv deleted file mode 100644 index 5e157e3..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Antofagasta (mining division).csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,metric tonnes of CO2 equivalents,,,,,"987,948","1,113,581","1,188,386",, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,metric tonnes of CO2 equivalents,,,,,,,523,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,metric tonnes of CO2 equivalents,,,,,,,32,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,metric tonnes of CO2 equivalents,,,,,,,0,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Giga Joule,,,,,"12,534,692","11,862,522","25,723,716",, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),ML,,"65,702","60,821","67,963","69,010","72,766","81,910",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),ML,,"69,391","66,957","67,068","69,841","66,050","70,043",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,Percentage,,,,,100,100,100,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,Percentage,,,,,100,100,100,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,metric tonnes,,,,,"40,518","51,001","50,709",, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,metric tonnes,,,,,"92,864,978",87712474,"91,456,894",, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,metric tonnes,,,,,3.93E+08,3.89E+08,3.94E+08,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,metric tonnes,,,,,"9,784","10,732","20,824",, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,metric tonnes,,,,,0,"4,685","4,917",, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,,0,0,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,,0,0,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,%,,,,,50,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,count,,,,,0,0,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,days,,,,,0,0,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,,81,80,79,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,count,,,,,0,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,days,,,,,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,1,0,0,1,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,0.02,0,0,0.02,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),Rate (per million hours worked),,198,259,298,277,227,239,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,tonnes,,,,,0,0,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,"5,108","5,185","5,325","5,547","5,867","6,139",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,"14,333","17,929","16,053","19,571","23,356","21,563",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,74,78,75,78,80,78,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,5129300000,7470100000,5862000000,6324500000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - BHP.csv b/data_preprocessing/raw_data/SASB Indicators - BHP.csv deleted file mode 100644 index 3efffba..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - BHP.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,MtCO2-e,,,,9.6,10.1,9.1,8,8.2, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,percent,,,,81,81,78,80,73, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,tonnes,,,,,,,,"75,296", -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,t,,,,,,,,"13,889", -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,tonnes,,,,,,,,0, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),PJ,,,,0,1,17,26,26, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,88,89,89,90,90, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,0,1,46,67,65, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Megalitres,,,,"331,990","357,310","402,600","414,850","387,300", -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),ML,,,,,,,,"300,070", -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),m³,,,,,,,,33330, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),Megalitres,,,,,,,,27620, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,,,8.605731991, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,,,,,,9.204518946, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,kt,,,,,,,185311,185311, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,,,,,100, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,,,,,99.5, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,%,,,,,,,,0, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,,,,,,,2, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,,,,,,,,1, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,,51,50.9,49.3,46.4, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),per million hours worked,,,,4.3,3.8,4.1,4.5,4.7, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),"per 200,000 hours worked",,,,,,,,0.09, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,,31589,34478,39210,42319,40872, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,,48532,41912,40261,40892,50715, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,,56921000000,65098000000,53817000000,55658000000, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Cameco.csv b/data_preprocessing/raw_data/SASB Indicators - Cameco.csv deleted file mode 100644 index 680133d..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Cameco.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,,,,87019,86136,102418,108835,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,,96,96,97,97,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Tonnes,,,,9,0,32,87,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,,138,119,189,182,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,,0,0,63,9,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Tonnes,,,,149,214,196,227,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,,1,0,28,77,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Gigajoules (GJ),,,,3055785,3062209,3511677,"3,735,799",, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,44,45,42,44,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Cubic meters (m³),,,,19145307,19466871,16654203,"14,050,183",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),Cubic meters (m³),,,,651851,564677,572901,357126,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,,0,0,1,0,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Tonnes,,,,2213,3782,30021,137431,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,20,33,17,17,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,20,33,17,17,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,%,,,,0,0,0,0,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,34,38,39,42,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,57,53,51,58,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,0,0,0,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,0,0,0,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,,,,1,75,77,78,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,%,,,,1,77,76,80,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,,,4,2,0,2,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,,,,237,110,0,37,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,24,25,28,29,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,,0,0,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,Days,,,,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,,,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,Hours,,,,0,37,41,32,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,Hours,,,,,19,18,17,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,,,,0,0,0,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,Tonnes,,,,"5,064,503","6,091,172","10,364,262","17,638,201",, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,,1931,2095,2424,2638,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,,389,596,983,998,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,1800073000,1474984000,1868003000,2587758000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Champion Iron.csv b/data_preprocessing/raw_data/SASB Indicators - Champion Iron.csv deleted file mode 100644 index 51cef6f..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Champion Iron.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,,,"64,769","55,500","83,918","97,943","125,617",, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,,15,15,15,100,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Tonnes,,,,51.7,233.4,278,422,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,,76.5,144.8,142,232,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,,6.3,9.6,9.2,15,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Tonnes,,,,556.3,1891,"2,766","2,633",, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,Tonnes,,,,0.0000227,0.0000587,0.00019,0.00021,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,Tonnes,,,,0.00567,0.01467,0.005,0.01,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,,5.4,7.8,6.7,11.6,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Gigajoules (GJ),,,,"1,942,000","2,403,000","2,984,000","3,708,000",, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,64,53,47,44,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,64,53,53,56,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Cubic meters (m³),,,82,207,111,384,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,0,0,0,0,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,Tonnes,,,,,,,0.59,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Tonnes,,,12600000,12200000,13600000,17300000,"26,000,000",, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,Tonnes,,,,,,,"23,500,000",, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,Tonnes,,,,,,,405,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,0,0,0,0,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,100,100,100,100,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,100,100,100,100,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,0,0,0,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,0,0,0,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,,,,100,100,100,100,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,%,,,,100,100,100,100,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,,,0,0,0,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,,,,0,0,0,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,63,64,60,63,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,0,0,0,0,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,0,0,0,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,,0,0,0,0,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,Hours,,,5,6,7,8,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,,,,0,0,0,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,532,605,811,983,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,32,54,32,6,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,6.4,9.8,3.8,0.6,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,,1281815000,1460806000,1395088000,1524294000, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Fortuna Silver Mines.csv b/data_preprocessing/raw_data/SASB Indicators - Fortuna Silver Mines.csv deleted file mode 100644 index 715a87c..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Fortuna Silver Mines.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,"21,900","21,287","17,494","19,016","94,025","81,015","88,902",, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,0,0,0,0,0,0,0,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,ug/m3,,,,,,,876.4,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,ug/m3,9.03,8.02,4,4,24.88,30.14,27.87,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,ug/m3,13.72,13.72,13.72,3,3.74,3.86,5.9,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,ug/m3,25.25,30.33,32.44,20.74,38.69,53.14,61.52,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,ug/m3,0.02,0.02,0.02,0.02,0.02,0.12,0.57,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Gigajoules (GJ),"663,566","663,199","612,501","561,889","1,815,846","1,713,121","1,813,244",, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,59,61,65,65,33,36,34,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,4,8,7,7,7,14,15,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Thousand cubic meters,"1,405","1,244","1,337","1,030","2,123","2,180","2,068",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),Thousand cubic meters,"1,351",899,"1,087",836,"2,039","1,871","1,678",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,0,0,0,0,0,0,0,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,0,0,0,0,0,0,0,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Tonnes,"1,511,195","1,485,985","1,509,124","1,357,774","1,998,180","2,026,354","2,280,381",, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,Tonnes,"244,780","247,357","141,820","63,476","4,772,475","7,066,325","8,270,314",, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,Tonnes,330,345,308,261,806,675,944,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,Count,0,0,0,0,0,0,0,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,,,,20,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,,,,20,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,0,0,0,0,17,6,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,0,0,0,0,8.83,1.99,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,,,,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,Days,,,,,,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,Hours,28.08,23.74,21,17.91,16.98,45.7,40.89,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,Hours,1.62,1.68,1.29,1.36,0.87,0.53,0.27,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,787,809,837,815,"2,129","2,174","2,490",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,"1,309","2,623","2,508","1,992","2,337","1,965","2,695",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,61.55349292,65.36815068,60.9608209,62.37303786,52.32870578,47.47523556,52,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,278966000,599853000,681491000,842428000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Freeport McMoRan.csv b/data_preprocessing/raw_data/SASB Indicators - Freeport McMoRan.csv deleted file mode 100644 index 47be01a..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Freeport McMoRan.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,,,"4,385,885","3,909,526","4,255,365","4,570,905","4,775,130",, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Tonnes,,,117.6,98.2,96.1,38.4,39.5,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,47.9,39.9,47.5,49.7,43.2,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,7.2,7.3,7,6.9,6.7,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Tonnes,,,14.2,13.1,13,14.6,16.5,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,Tonnes,,,0.0001,0.0001,0.0001,0.0002,0.0001,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,Tonnes,,,0.02,0.02,0.01,0.01,1.00E-02,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,10.1,8.3,8.5,4.2,4.6,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),terajoules,,,94315,86249,91212,97072,101317,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,36.94004135,31.84732577,31.17462615,29.45545574,29.14022326,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,,,,0.00166901902,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Cubic meters (m³),,,302564,261299,296805,291682,314715,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),Cubic meters (m³),,,192792,166752,184714,197983,200579,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),Cubic meters (m³),,,60293,49518,62794,66701,70780,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),Cubic meters (m³),,,,,,,72886,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,,70.95,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,5,6,9,12,16,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Tonnes,,,309,259,295,331,341,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,0.31,0.32,0.31,0.3,0.29,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,3,5,2,1,1,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,,0.004,0.008,0.003,0.001,0.001,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),Rate (per million hours worked),,,0.00276,0.002576,0.00267,0.00117,0.00093,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,27454,24649,24703,25578,27162,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,42240,35270,43919,48866,85323,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,60.61,58.56,64.12,65.69,75.56,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,14198000000,22845000000,22780000000,22855000000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - IAMGOLD.csv b/data_preprocessing/raw_data/SASB Indicators - IAMGOLD.csv deleted file mode 100644 index 059ed7b..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - IAMGOLD.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,tCO2e,,,,,648089,638412,439244,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,tCO2e,,,,,648678,639033,440296,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,kg,,,,,4083000,4241890,5459674, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,metric tonnes,,,,,2510.595,1996.868,2253.871,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,metric tonnes,,,,,53.962,61.532,54.563,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,kg,,,,,0.132,0.159,40.839,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),GJ,,,,,10181467,10047327,6875802,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,,12.36352286,12.67656562,8.51285421,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,,0.001052598805,0.0009821517703,0.001187061524,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),megalitres,,,,,40966,57420,15960,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),megalitres,,,,,34518,37026,5537,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),thousand cubic metres,,,,,,,5537,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,,53.4,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,number,,,,,,,3,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,metric tonnes,,,,,,,38031,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,metric tonnes,,,,,,,12210780,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,metric tonnes,,,,,,,49358089,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,metric tonnes,,,,,,,27660667,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,metric tonnes,,,,,,,0,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,number,,,,,,,0,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,,,,0,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,%,,,,,,,81.6,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,%,,,,,,,18.4,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,,,,100,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,number,,,,,,,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,days,,,,,,,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,percent,,,,,,,98,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,number,,,,,,,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,days,,,,,,,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,Count,,,,,,,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),Rate (per million hours worked),,,,,,,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,number,,,,,0,1,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,oz,,,,,680000,799000,506000,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,oz,,,,,680000,799000,506000,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,number,,,,,,,3632,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,number,,,,,1151,1887,1683,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,1241700000,875500000,958800000,987100000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Kinross Gold.csv b/data_preprocessing/raw_data/SASB Indicators - Kinross Gold.csv deleted file mode 100644 index 5ad281b..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Kinross Gold.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,tonnes CO2e,,,"1,100,115","1,080,808","1,121,586","1,038,800","1,017,651",, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,tonnes CO2e,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,tonnes,,,"2,413","2,377","2,473","2,162","2,089",, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,tonnes,,,"1,237","1,129","1,076","1,419","1,457",, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,tonnes,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,tonnes,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,tonnes,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,tonnes,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),GJ,,,,"18,650,172","17,959,840","15,998,427","15,624,254",, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,14.92098303,21.82101845,27.4339096,30.57781831,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,34.30519354,22.81448164,11.63391376,14.36188633,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),m3,,,"80,408,051","92,339,784","92,923,678","73,408,787","81,932,301",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),m3,,,"54,630,121","59,892,564","63,828,406","69,081,567","62,568,313",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),m3,,,"440,879","1,797,856","2,771,665","3,262,803","774,622",, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,1,2,3,5,1,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,tonnes,,,"283,898,456","242,170,114","246,068,345","237,580,772","228,359,264",, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,tonnes,,,,,,,"7,149.10",, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,tonnes,,,,,,,65,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,40,41,41,51,54,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,0,1,0,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,hours,,,40,40,46,25,39,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,hours,,,33,27,29,24,40,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,KT,,,"136,868","139,011","142,494","166,908","153,366",, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,number,,,"8,967","8,951","9,322","6,397","6,599",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,number,,,"7,514","7,798","9,458","8,114","8,898",, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,4213400000,2599600000,3455100000,4239700000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Mosaic.csv b/data_preprocessing/raw_data/SASB Indicators - Mosaic.csv deleted file mode 100644 index e8d6a2b..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Mosaic.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Million tonnes,,,3.1,3.4,3.2,3.1,3.5,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Tonnes,,,0.8,0.6,0.9,1,1.7,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,2.8,2.3,4.3,2.9,2.9,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,16.5,15.6,16.9,15.6,15.6,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Tonnes,,,4.7,4.4,5.6,7.7,3.2,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,0.2,0.1,0.2,0.2,0.2,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Million gigajoules,,,111.1,125.9,122.1,119.3,116.1,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Thousand cubic meters,,,299038,345240,287002,317921,298702,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Million tonnes,,,38,36,35,32,32,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),Rate (per 200000 hours worked),,,0.3,0.33,0.29,0.37,0.39,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,0,0,3,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,Million Tonnes,,,19.3,21,19.8,19.2,18,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,12271,11884,11738,13570,14044,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,8681700000,12357400000,19125200000,13696100000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Norilsk Nickels.csv b/data_preprocessing/raw_data/SASB Indicators - Norilsk Nickels.csv deleted file mode 100644 index 345aaa8..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Norilsk Nickels.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,mTonnes,,9.6,9.5,9.2,6.3,5.9,5.9,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,kTonnes,11,11,10,10,11,10,6,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,kTonnes,,1869.6,1898.1,1911,1601,1778,1671,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Terajoules (TJ),,148910,144772,141237,151235,141909,137150,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,,,,71,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,38,44,45,46,47,51,55,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),million Cubic meters (m³),335.64,356.79,319.34,374.86,351,353.1,315,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),million Cubic meters (m³),1342.1,1412.1,1343.5,1458.1,1280.8,1351.4,1291.9,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,,0,0,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,,0,0,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,0,0,0,0,0,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,,0,0,0,0,0,0,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,81,84,96.6,95,94.4,94,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,0,0,0,0,0,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,Days,,0,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,Count,61,32,44,31,53,71,83,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,9,6,9,9,11,4,5,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,0,0,0,0,0,0,0,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,74960,73715,72319,73557,78374,82100,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,541,830,910,1129,907,1013,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,14977000000,17103000000,16876000000,14409000000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Northern Star.csv b/data_preprocessing/raw_data/SASB Indicators - Northern Star.csv deleted file mode 100644 index 69ee085..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Northern Star.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,,,,,,"677,225","789,320","788,136", -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Tonnes,,,,,,"3,436","3,731","2,984", -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,,,,11456,13575,12969, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,,,,26162,20929,22130, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Tonnes,,,,,,12976,15442,18044, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,Tonnes,,,,,,0.02,0.01,0.01, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,Tonnes,,,,,,0.2,0.4,0.5, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Tonnes,,,,,,433,545,544, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Gigajoules (GJ),,,,,,13381207,15224862,15245902, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,,,,,16.7440667, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),ML,,,,,,29008,30061,28253, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),ML,,,,,,19039,24814,23267, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),ML,,,,,,14.766,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),ML,,,,,,19039,24814,23267, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,,,,0,,0, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,Tonnes,,,,,,17.3,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,,,63,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,,,,0,0,0, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,,,,0,0,0, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,,,,,0,0,0, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,,,,,,4044, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,,2760500000,3735400000,4131100000,4921200000, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Nutrien.csv b/data_preprocessing/raw_data/SASB Indicators - Nutrien.csv deleted file mode 100644 index e10e568..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Nutrien.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Million Tonnes,,11.19,10.4,10.43,11.05,10.27,9.54,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,27,27,26,28,28,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,Thousand Tonnes,,8,8.6,6.6,8.3,7.9,5.9,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Thousand Tonnes,,8.8,7.7,7.4,7.8,7.4,6.8,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Thousand Tonnes,,6.9,3.4,3.6,3.8,3.4,3.2,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,Thousand Tonnes,,8.3,7,7.7,7.4,7.3,7,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,Thousand Tonnes,,1.6,1.5,2.2,2,2,1.8,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Petajoules (PJ),,290.7,283.9,279.2,281.1,273.3,260.8,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,0,0,0.006759160441,0.002671057446,0.0009585889571,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),Million Cubic meters (m³),,174,170,197,183,178,168,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),Million Cubic meters (m³),,3.8,3.4,4,4,3.1,4.3,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,1.8,1.6,1.7,1.7,1.4,2.2,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,,1.1,1.4,1.1,1.2,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,Thousand Tonnes,,90,123,119,113,97,164,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,Thousand Tonnes,,5,7,4,7,3,10,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,,34.5,34.3,34.4,48.8, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,0,1,0,0,0,0,1, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate (per million hours worked),,0,,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,Tonnes,,0,0,0,0,0,0,0, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,22060,22540,25600,25600,26800,28200, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count,,,1760,240,2500,2100,2100,2300, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,20908000000,27712000000,37884000000,29056000000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Pan American Silver.csv b/data_preprocessing/raw_data/SASB Indicators - Pan American Silver.csv deleted file mode 100644 index 41e9595..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Pan American Silver.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,tonnes CO2Eq,,,,294799,274298,203814,309406,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,,0.011,0.009,0.007,0.01,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,tonnes,,,,,,,2059,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,tonnes,,,,,,,4202,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,tonnes,,,,83,24,17,47,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,tonnes,,,,,,,561,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,tonnes,,,,100,35,46,61,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),GJ,,,,6659225,6172895,5129310,7866634,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,16,59,41,57,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,0.05,1.00E-05,53,41,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),m3,,,,,15429898,13376433,10294729,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),m3,,,,,,3623544,13376433,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,5,18,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,%,,,,,,,18,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,tonnes,,,,,13267,11684,18492,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,tonnes,,,,,,,2159,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,tonnes,,,,,,,2159,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,,,,48,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,,,,48,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,,,,,,,38,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,%,,,,,,,38,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,,,,,,3,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,,,,,64,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,hours,,,,,,,1.5,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,thousand tonnes,,,,,,,38.8,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,count,,,,,,,9892,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,,,,,50,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,1338812000,1632750000,1494700000,2316100000,, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Rio Tinto.csv b/data_preprocessing/raw_data/SASB Indicators - Rio Tinto.csv deleted file mode 100644 index 42a74a7..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Rio Tinto.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Mt CO2e,,,23.1,23,22.9,22.7,23.3,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,000 tonnes,,,63.4,65.2,62.3,64.6,64.8,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,000 tonnes,,,76.8,75.7,70.2,66.2,72.5,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,000 tonnes,,,130.7,143.2,142.3,146.3,146,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),PJ,,,408,404,394,395,406,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,38.23529412,37.87128713,37.56345178,36.96202532,38.42364532,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,,,,34.2364532,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),GL,,,448,360,426,432,424,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),GL,,,657,537,602,638,644,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,,,,,,,,,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,000 tonnes,,,660,851,981,1143,1158,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,tonnes,,,194,268,166,240,226,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,tonnes,,,122.3,196.2,86.2,120.2,132.4,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,Count,,,0,0,3,0,1,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,,,,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,%,,,,,,,0,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,,,,,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,%,,,,,,,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,%,,,,,,,0,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,Count,,,,,,,0,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,days,,,,,,,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate,,,0,0,0,0,0,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,number,,,46000,47500,49000,54000,57000,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,44611000000,63495000000,55554000000,54041000000,, diff --git a/data_preprocessing/raw_data/SASB Indicators - South32.csv b/data_preprocessing/raw_data/SASB Indicators - South32.csv deleted file mode 100644 index c346009..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - South32.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,Tonnes,,10300000,10300000,10100000,10300000,9200000,,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,%,,,,,,79,76,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,Tonnes,,,,"12,156","10,078","9,687","10,603","9,645", -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,Tonnes,,,,"41,625","40,755","39,568","41,442","35,951", -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,Tonnes,,,,0.6,0.9,0.7,0.9,0.8, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),Petajoules,,,,172,165,162,160,156, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,,46,45,45,46,46, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,,19,20,20,21,19, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,,,,,,,,,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,Count,,,,,1,0,0,0, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,kilotonnes,,,,,"17,269","18,421","16,347","14,436", -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,Count,,,,,5,1,6,8, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,Days,,,,,1.3,0.3,2.3,3.3, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,,1,1,1,2,0, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),Rate (per million hours worked),,,,5.1,4.9,4.8,6.2,5.8, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,CuEq KiloTonnes,,,,,,1375,1461,1118, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count,,,,,"9,074","9,096","9,616","9,906", -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,,,,,,,,,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,,5476000000,9269000000,5646000000,5479000000, \ No newline at end of file diff --git a/data_preprocessing/raw_data/SASB Indicators - Vale.csv b/data_preprocessing/raw_data/SASB Indicators - Vale.csv deleted file mode 100644 index 092f8cd..0000000 --- a/data_preprocessing/raw_data/SASB Indicators - Vale.csv +++ /dev/null @@ -1,54 +0,0 @@ -category,indicator,sasb_indicator_name,sub_category,units,user_units,2017,2018,2019,2020,2021,2022,2023,2024,Remarks -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total gross global scope 1 emissions (CO2),Tonnes,millions of tCO2e,,,9.7,8.4,8.7,8.6,9.4,, -GHG emissions,EM-MM-110a.1,"Gross global Scope 1 emissions, percentage covered under emissions-limiting regulations",Total percentage of gross global scope 1 emissions under emissions-limiting regulations,%,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total CO emissions,Tonnes,million tCO2e,,,8.4,8.7,8.6,9.4,9.4,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total NOx emissions,Tonnes,thousand metric tons,,,40.3,47.2,48.8,44.7,49.8,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total SOx emissions,Tonnes,thousand metric tons,,,86.3,99.1,77.5,75.7,81.6,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total PM10 emissions,Tonnes,thousand metric tons,,,9,9.1,4.8,4.2,6.7,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total mercury (Hg) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total lead (Pb) emissions,Tonnes,,,,,,,,,, -Air Quality,EM-MM-120a.1,"Air emissions of the following pollutants: (1) CO, (2) NOx (excluding N2O), (3) SOx, (4) particulate matter (PM10), (5) mercury (Hg), (6) lead (Pb), and (7) volatile organic compounds (VOCs)",Total volatile organic compounds (VOCs) emissions,Tonnes,,,,,,,,,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Total energy consumed,Gigajoules (GJ),thousand TJ,,,164,143,146,137,147,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from grid electricity,%,%,,,29.7,30.8,30.7,29.2,30.5,, -Energy Management,EM-MM-130a.1,"(1) Total energy consumed, (2) percentage grid electricity, (3) percentage renewable",Percentage energy consumed from renewable electricity,%,%,,,29.7,30.8,30.7,29.2,30.5,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn,Cubic meters (m³),million m³,,,,118.8,145,137.9,145,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed,Cubic meters (m³),million m³,,,,81.8,81.5,87.7,89.3,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water withdrawn in high or extremely high baseline water stress areas,Cubic meters (m³),million m³,,,,2,2,0,0,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Total water consumed in high or extremely high baseline water stress areas,Cubic meters (m³),million m³,,,,1.9,2,2,0,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn,%,%,,,,,,0,0,, -Water Management,EM-MM-140a.1,"(1) Total fresh water withdrawn, (2) total fresh water consumed, percentage of each in regions with High or Extremely High Baseline Water Stress",Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed,%,,,,,,,,,, -Water Management,EM-MM-140a.2,"Number of incidents of non-compliance associated with water quality permits, standards, and regulations","Number of incidents of non-compliance associated with water quality permits, standards, and regulations",Count,incidents,,,,11,14,24,16,, -Waste Management,EM-MM-150a.4,Total weight of non-mineral waste generated,Total weight of non-mineral waste generated,Tonnes,million metric tons,,,,,,600.4,729.1,, -Waste Management,EM-MM-150a.5,Total weight of tailings produced,Total weight of tailings produced,Tonnes,million metric tons,,,55.2,45.4,47.2,46.9,48.5,, -Waste Management,EM-MM-150a.6,Total weight of waste rock generated,Total weight of waste rock generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.7,Total weight of hazardous waste generated,Total weight of hazardous waste generated,Tonnes,,,,,,,,,, -Waste Management,EM-MM-150a.8,Total weight of hazardous waste recycled,Total weight of hazardous waste recycled,Tonnes,thousand metric tons,,,,21.3,,42.8,,, -Waste Management,EM-MM-150a.9,Number of significant incidents associated with hazardous materials and waste management,Number of significant incidents associated with hazardous materials and waste management,Count,Count,,,,,4,4,3,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is predicted to occur,%,%,,,,,,,33,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is actively mitigated,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.2,"Percentage of mine sites where acid rock drainage is: (1) predicted to occur, (2) actively mitigated, and (3) under treatment or remediation",Percentage of total mine sites where acid rock drainage is under treatment or remediation,%,,,,,,,,,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat,%,%,,,,10.39,10.34,9.62,23.25,, -Biodiversity Impacts,EM-MM-160a.3,Percentage of (1) proved and (2) probable reserves in or near sites with protected conservation status or endangered species habitat,Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near areas of conflict,%,,,,,,,,,, -Human Rights,EM-MM-210a.1,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near areas of conflict,%,%,,,0,0,0,0,0,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of proved reserves in or near indigenous land,%,,,,,,,,,, -Human Rights,EM-MM-210a.2,Percentage of (1) proved and (2) probable reserves in or near areas of conflict,Percentage of total area of probable reserves in or near indigenous land,%,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Number of non-technical delays,Count,,,,,,,,,, -Community Relations,EM-MM-210b.2,(1) Number and (2) duration of nontechnical delays,Duration of non-technical delays,Days,,,,,,,,,, -Labour Practices,EM-MM-310a.1,"Percentage of active workforce covered under collective bargaining agreements, broken down by U.S. and foreign employees",Percentage of active workforce employed under collective agreement,%,%,,,96,95.9,92,94,94,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Number of strikes and lockouts,Count,,,,,,,,,, -Labour Practices,EM-MM-310a.2,Number and duration of strikes and lockouts,Duration of strikes and lockouts,Days,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total number of MSHA incidents,Count,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total MSHA all-incidents rate,Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Number of Fatalities,Count,Count,,,,,2,5,1,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total fatality rate,Rate (per million hours worked),Rate,,,0.011,0.77,0.04,0.08,0.002,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees",Total near-miss frequency rate (NMFR),Rate (per million hours worked),,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for full-time employees",Hours,,,,,,,,,, -Workforce Health and Safety,EM-MM-320a.1,"(1) MSHA all-incidence rate, (2) fatality rate, (3) near miss frequency rate (NMFR) and (4) average hours of health, safety, and emergency response training for (a) full-time employees and (b) contract employees","Average hours of health, safety, and emergency response training for contract employees",Hours,,,,,,,,,, -Business Ethics and Transparency,EM-MM-510a.2,Production in countries that have the 20 lowest rankings in Transparency International’s Corruption Perception Index,Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of metal ores,Tonnes,,,,,,,,,, -Production,EM-MM-000.A,Production of (1) metal ores and (2) finished metal products,Production of finished metal products,Tonnes,,,,,,,,,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of employees,Count,Count ,,,,111921,188314,150831,167759,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Total number of contractors,Count,Count ,,,,111921,188314,150831,167759,, -Employees,EM-MM-000.B,"Total number of employees, percentage contractors",Percentage of employees who are contractors,%,%,,,,9.3,7,5.2,6.9,, -Revenue,Revenue,NA,Revenue,USD,USD,,,,39545000000,54502000000,43839000000,41784000000,, \ No newline at end of file diff --git a/esg-dashboard/src/pages/DataEntry/DataEntry.tsx b/esg-dashboard/src/pages/DataEntry/DataEntry.tsx index 1d22a6e..d62b45c 100644 --- a/esg-dashboard/src/pages/DataEntry/DataEntry.tsx +++ b/esg-dashboard/src/pages/DataEntry/DataEntry.tsx @@ -164,550 +164,7 @@ const DataEntry = () => { // fean: u can use formattedOutput for array of arrays console.log("Formatted Output:", formattedOutput); - //fean's code from here onwards - //to map to desired units - const target_dict = new Map([ - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase() ].toString(),'%'], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total mercury (Hg) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase() ].toString(),'Gigajoules (GJ)'], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase() ].toString(),'%'], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase() ].toString(),'Cubic meters (m³)'], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase() ].toString(),'%'], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase() ].toString(),'Count'], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase() ].toString(),'Count'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase() ].toString(),'%'], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase() ].toString(),'%'], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase() ].toString(),'%'], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase() ].toString(),'Count'], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase() ].toString(),'Days'], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase() ].toString(),'%'], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase() ].toString(),'Count'], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase() ].toString(),'Days'], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase() ].toString(),'Count'], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase() ].toString(),'Count'], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase() ].toString(),'Rate (per million hours worked)'], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase() ].toString(),'Hours'], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase() ].toString(),'Hours'], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase() ].toString(),'Tonnes'], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase() ].toString(),'Count'], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase() ].toString(),'Count'], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase() ].toString(),'%'], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase() ].toString(),'USD'], - ]); - - //stores the conversion as a tuple (original, transformed), maps to the conversion required - const conversion_dict = new Map([ - [['sites', 'Count'].toString(),x => x], - [['tonnes', 'Tonnes'].toString(),x => x], - [['employees', 'Count'].toString(),x => x], - [['percent', '%'].toString(),x => x], - [['t', 'Tonnes'].toString(),x => x], - [['units', 'Count'].toString(),x => x], - [['number', 'Rate (per million hours worked)'].toString(),x => null],//number cannot be converted to Rate since we don't have million hours worked data - [['MtCO2-e', 'Tonnes'].toString(),x => x * 1000000],//million tones to tonnes - [['Rate', 'Rate (per million hours worked)'].toString(),x => x],//assume correct - [['m3', 'Cubic meters (m³)'].toString(),x => x], - [['megalitres', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['GL', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['oz', 'Tonnes'].toString(),x => x / 35273.96], - [['Thousand cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['tCO2e', 'Tonnes'].toString(),x => x], - [['Mt CO2e', 'Tonnes'].toString(),x => x * 1000000],//million tones to tonnes - [['thousand TJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000],//thousand terajoules to gigajoules - [['Terajoules (TJ)', 'Gigajoules (GJ)'].toString(),x => x * 1000],//terajoules to gigajoules - [['Rate (per 200000 hours worked)', 'Rate (per million hours worked)'].toString(),x => x * 5],//per 200000 hours to per million hours - [['thousand tonnes', 'Tonnes'].toString(),x => x * 1000], - [['hours', 'Hours'].toString(),x => x], - [['months', 'Days'].toString(),x => x * 30],//one month = 30days - [['incident', 'Count'].toString(),x => x], - [['Petajoules', 'Gigajoules (GJ)'].toString(),x => x * 1000000],//petajoules to gigajoules - [['Megalitres', 'Cubic meters (m³)'].toString(),x => x * 1000], - //[['ug/m3', 'Tonnes'].toString(),x =>], - [['Kilotonnes', 'Tonnes'].toString(),x => x * 1000], - [['Thousand Tonnes', 'Tonnes'].toString(),x => x * 1000], - [['MWh', 'Gigajoules (GJ)'].toString(),x => x * 3.6],//1 mwh = 3.6 GJ - [['tonnes CO2E', 'Tonnes'].toString(),x => x], - [['GJ', 'Gigajoules (GJ)'].toString(),x => x], - [['%', 'Gigajoules (GJ)'].toString(),x => null], - [['kWh', 'Gigajoules (GJ)'].toString(),x => 0.0036 * x], - [['m³', 'Cubic meters (m³)'].toString(),x => x], - [['incidents', 'Count'].toString(),x => x], - [['percentage', '%'].toString(),x => x], - [['%', 'Hectares (Ha)'].toString(),x => null],//cannot convert percentage to hectares - [['days', 'Days'].toString(),x => x], - [['fatalities', 'Count'].toString(),x => x], - [['fatalities', 'Rate (per million hours worked)'].toString(),x => null],//cannot convert fatalities to rate - [['contractors', 'Count'].toString(),x => x], - [['number', 'Count'].toString(),x => x], - [['Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x], - [['million metric tons', 'Tonnes'].toString(),x => x * 1000000], - [['ha', 'Hectares (Ha)'].toString(),x => x], - [['%', 'Tonnes'].toString(),x => null],//cannot convert percentage to Tonne - [['kTonnes', 'Tonnes'].toString(),x => x * 1000], - [['000m3', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['Rate', 'Tonnes'].toString(),x => null],//cannot convert rate to Tonnes - [['Mt', 'Tonnes'].toString(),x => x * 1000000], - [['Number', 'Count'].toString(),x => x], - [['Number (units)', 'Count'].toString(),x => x], - [['Ha', 'Hectares (Ha)'].toString(),x => x], - [['million GJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['strikes and lockouts', 'Count'].toString(),x => x], - [['Number (units)', '%'].toString(),x => null],//cannnot convert count to percentage - [['ML/yr', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['ML', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['million m³', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['Megatonnes', 'Tonnes'].toString(),x => x * 1000000], - [['thousands of cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['Percentage', '%'].toString(),x => x], - [['metric tonnes', 'Tonnes'].toString(),x => x], - [['million tCO2e', 'Tonnes'].toString(),x => x * 1000000], - [['PJ', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['per million hours worked', 'Rate (per million hours worked)'].toString(),x => x], - [['kt', 'Tonnes'].toString(),x => x * 1000], - [['gigajoules', 'Gigajoules (GJ)'].toString(),x => x], - [['Giga Joule', 'Gigajoules (GJ)'].toString(),x => x], - [['per 200,000 hours worked', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['thousand m3', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['days', 'Count'].toString(),x => x], - [['day', 'Days'].toString(),x => x], - [['metric tonnes of CO2 equivalents', 'Tonnes'].toString(),x => x], - [['per 200,000 hours worked (contractors)', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['per 200,000 hours worked (employees)', 'Rate (per million hours worked)'].toString(),x => x * 5], - [['Thousands of cubic meters', 'Cubic meters (m³)'].toString(),x => x * 1000], - [['millions of tCO2e', 'Tonnes'].toString(),x => x * 1000000], - [['thousand metric tons', 'Tonnes'].toString(),x => x * 1000], - [['kilotonnes', 'Tonnes'].toString(),x => x * 1000], - [['month', 'Count'].toString(),x => null],//cannot convert month to count - [['kg', 'Tonnes'].toString(),x => x * 0.001], - [['%', 'Count'].toString(),x => null],//cannot convert percentage to count, - [['percent', 'Count'].toString(),x => null], - [['metric tonnes (t)', 'Tonnes'].toString(),x => x], - [['thousand cubic metres', 'Cubic meters (m³)'].toString(), x => x * 1000], - [['Cubic meters (m3)', 'Cubic meters (m³)'].toString(), x => x], - [['KT', 'Tonnes'].toString(),x => x * 1000], - [['tonnes CO2e', 'Tonnes'].toString(),x => x], - [['Million tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['Million gigajoules', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['Million Tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['mTonnes', 'Tonnes'].toString(),x => x * 1000000], - [['million Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['Petajoules (PJ)', 'Gigajoules (GJ)'].toString(),x => x * 1000000], - [['000 tonnes', 'Tonnes'].toString(),x => x * 1000], - [['CLAs signed', '%'].toString(),x => null],//cannot use count as percentage - [['million tonnes', 'Tonnes'].toString(),x => x * 1000000], - [['Million Cubic meters (m³)', 'Cubic meters (m³)'].toString(),x => x * 1000000], - [['tonnes CO2Eq', 'Tonnes'].toString(),x => x], - [['day', 'Count'].toString(),x => null],//days cannot be count. Different metric - [['count', 'Count'].toString(),x => x], - [['frequency rate', 'Count'].toString(),x => x], - [['thousand ounces', 'Tonnes'].toString(),x => x / 35.27396], - [['CuEq KiloTonnes', 'Tonnes'].toString(),x => x * 1000], - [['million m³', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['m³', 'Cubic meters (m³)'].toString(),x => x], - [['million Cubic meters (m³)', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['terajoules', 'Gigajoules (GJ)'].toString(), x => x * 1000], - [['Million Cubic meters (m³)', 'Cubic meters (m³)'].toString(), x => x * 1000000], - [['thousand metric tonnes', 'Tonnes'].toString(),x => x * 1000], - [['$', 'USD'].toString(),x => x * 1000], - ]); - - //map to minMax values for standardization - const minMax = new Map([ - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003949576, 1767.081791]], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'None'.toUpperCase()].toString(), [14.34485949, 23000000]], - [['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000000145323265060133, 0.002418881]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003949576, 26091.60544]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'None'.toUpperCase()].toString(), [14.34485949, 166908000]], - [['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000000145323265060133, 0.054813818]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Percentage of employees who are contractors'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3, 80]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.006103764, 3.980910176]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'None'.toUpperCase()].toString(), [6, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000410732157452803, 0.0000071406551336]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'None'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-000.B'.toUpperCase(), 'Total number of employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [532, 188314]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [20.90083632, 171367.3688]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'None'.toUpperCase()].toString(), [17494, 965000000]], - [['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000420576421751, 0.298826204]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'None'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-110a.1'.toUpperCase(), 'Total percentage of gross global scope 1 emissions under emissions-limiting regulations'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [11, 100]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000712047849615, 3705.690185]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 228000000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [5.22870349068245E-11, 0.004479899]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.00014241, 1167.921256]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [2, 5459674]], - [['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000104574069813649, 0.004297325]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000213614, 4.461918892]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 146000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000219040456772366, 0.0000037379874609]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000594212371501, 26.42459105]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [2, 1911000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000262524611682345, 0.000127596]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000368161401958, 0.0000368161401958]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 1]], - [['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [4.37541019470574E-11, 4.37541019470574E-11]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000011013215859, 0.14541922]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'None'.toUpperCase()].toString(), [0.04, 2000]], - [['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [4.05227433897274E-11, 0.000000310971012579784]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'None'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from grid electricity'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [8, 90]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Percentage energy consumed from renewable electricity'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 84]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001513916, 18183.82191]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [13, 408000000]], - [['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000166368537713096, 0.030131483]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water consumed in high or extremely high baseline water stress areas against total freshwater consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Percentage of water withdrawn in high or extremely high baseline water stress areas against total freshwater withdrawn'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001262872, 20160.677]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'None'.toUpperCase()].toString(), [11, 1458000000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000135174436891891, 0.097349269]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1.419424214, 5753.461919]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'None'.toUpperCase()].toString(), [72886, 27620000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000024026567839, 0.006006633]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.002331455, 29050.82464]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'None'.toUpperCase()].toString(), [22, 448000000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000249552806569644, 0.059887359]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.392593077, 510.0520557]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'None'.toUpperCase()].toString(), [14000, 11453000]], - [['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000598835746882748, 0.002499564]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000029710618575, 0.000825991]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 24]], - [['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000182615047479912, 0.00000000303920575422956]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1.180012184, 4345.519465]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'None'.toUpperCase()].toString(), [11684, 729000000]], - [['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.0000016781537276, 0.01744687]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.010507526, 23684.21053]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 185311000]], - [['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000455105209616105, 0.018636817]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000488679, 37139.40472]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 283898456]], - [['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000401601049517409, 0.094656234]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003387755, 7615.822412]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'None'.toUpperCase()].toString(), [166, 27660667]], - [['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000261437908496732, 0.028022153]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.001755102, 0.800944779]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'None'.toUpperCase()].toString(), [65, 44132]], - [['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000135443735727223, 0.0000014397755448]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000175438596491, 0.0000612244897959]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1.85044688292223E-11, 9.12429571842422E-11]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is actively mitigated'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'None'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is predicted to occur'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [17, 100]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'None'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.2'.toUpperCase(), 'Percentage of total mine sites where acid rock drainage is under treatment or remediation'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [18, 84]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of probable reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'None'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-160a.3'.toUpperCase(), 'Percentage of total area of proved reserves in or near sites with protected conservation status or endangered species habitat'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [9, 100]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'None'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of probable reserves in or near areas of conflict'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [48, 75]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'None'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.1'.toUpperCase(), 'Percentage of total area of proved reserves in or near areas of conflict'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3, 84]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of probable reserves in or near indigenous land'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210a.2'.toUpperCase(), 'Percentage of total area of proved reserves in or near indigenous land'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 100]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.00002446662752, 0.122734335]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 237]], - [['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1.79668690933918E-11, 0.000000131661327068402]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000489332550401, 0.007984969]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 17]], - [['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [3.59337381867836E-11, 0.0000000283402767011251]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'None'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.1'.toUpperCase(), 'Percentage of active workforce employed under collective agreement'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [24, 98]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000327214423611, 0.005067323]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 35]], - [['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000248200546041201, 0.0000000105169628093151]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000327214423611, 0.000144781]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 1]], - [['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000237338016803532, 0.000000000300484651694718]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.000101092, 0.009069212]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 40]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000043176028668883, 0.0000000128814956636818]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.003908082, 0.035578145]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'None'.toUpperCase()].toString(), [5, 46]], - [['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.00000000546100646349122, 0.0000000660316864052497]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Number of Fatalities'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 11]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total MSHA all-incidents rate'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 4]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total fatality rate'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 3]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'None'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total near-miss frequency rate (NMFR)'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [1, 298]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [0.0000857221231655, 0.008259639]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'None'.toUpperCase()].toString(), [5, 283]], - [['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000000000142377128538072, 0.0000000433079434167573]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'Manpower'.toUpperCase()].toString(), [112.8608924, 151.9342762]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'None'.toUpperCase()].toString(), [1118000, 1461000]], - [['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase(),'Revenue'.toUpperCase()].toString(), [0.000148344, 0.000258767]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'Manpower'.toUpperCase()].toString(), [278966000, 65098000000]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'None'.toUpperCase()].toString(), [278966000, 65098000000]], - [['Revenue'.toUpperCase(), 'Revenue'.toUpperCase(),'Revenue'.toUpperCase()].toString(), [278966000, 65098000000]], - ]); - - //indicator lst - list of indicators that needs to be standardized - const indicator_lst = [ - ['EM-MM-110a.1'.toUpperCase(), 'Total gross global scope 1 emissions (CO2)'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total CO emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total NOx emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total SOx emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total PM10 emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total mercury (Hg) emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total lead (Pb) emissions'.toUpperCase() ].toString(), - ['EM-MM-120a.1'.toUpperCase(), 'Total volatile organic compounds (VOCs) emissions'.toUpperCase() ].toString(), - ['EM-MM-130a.1'.toUpperCase(), 'Total energy consumed'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water consumed'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water withdrawn in high or extremely high baseline water stress areas'.toUpperCase() ].toString(), - ['EM-MM-140a.1'.toUpperCase(), 'Total water consumed in high or extremely high baseline water stress areas'.toUpperCase() ].toString(), - ['EM-MM-140a.2'.toUpperCase(), 'Number of incidents of non-compliance associated with water quality permits, standards, and regulations'.toUpperCase() ].toString(), - ['EM-MM-150a.4'.toUpperCase(), 'Total weight of non-mineral waste generated'.toUpperCase() ].toString(), - ['EM-MM-150a.5'.toUpperCase(), 'Total weight of tailings produced'.toUpperCase() ].toString(), - ['EM-MM-150a.6'.toUpperCase(), 'Total weight of waste rock generated'.toUpperCase() ].toString(), - ['EM-MM-150a.7'.toUpperCase(), 'Total weight of hazardous waste generated'.toUpperCase() ].toString(), - ['EM-MM-150a.8'.toUpperCase(), 'Total weight of hazardous waste recycled'.toUpperCase() ].toString(), - ['EM-MM-150a.9'.toUpperCase(), 'Number of significant incidents associated with hazardous materials and waste management'.toUpperCase() ].toString(), - ['EM-MM-210b.2'.toUpperCase(), 'Number of non-technical delays'.toUpperCase() ].toString(), - ['EM-MM-210b.2'.toUpperCase(), 'Duration of non-technical delays'.toUpperCase() ].toString(), - ['EM-MM-310a.2'.toUpperCase(), 'Number of strikes and lockouts'.toUpperCase() ].toString(), - ['EM-MM-310a.2'.toUpperCase(), 'Duration of strikes and lockouts'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Total number of MSHA incidents'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for full-time employees'.toUpperCase() ].toString(), - ['EM-MM-320a.1'.toUpperCase(), 'Average hours of health, safety, and emergency response training for contract employees'.toUpperCase() ].toString(), - ['EM-MM-510a.2'.toUpperCase(), "Production in countries with the 20 lowest rankings in Transparency International's Corruption Perception Index".toUpperCase() ].toString(), - ['EM-MM-000.A'.toUpperCase(), 'Production of metal ores'.toUpperCase() ].toString(), - ['EM-MM-000.A'.toUpperCase(), 'Production of finished metal products'.toUpperCase() ].toString(), - ['EM-MM-000.B'.toUpperCase(), 'Total number of contractors'.toUpperCase() ].toString() - ]; - - const uploadDataToSupabase = async (row: any[]) => { - //uploads the data as it is if there are no duplicates - //if not it will update the data entry in the supabase - const [new_category, new_indicator, new_indicator_name, new_remarks, new_units, new_year, new_value, new_company, std] = row; - const { data, error } = await supabase - .from('test_duplicate') //change to esg_data for deployment @adi - .upsert([{ - category: new_category, - sasb_indicator: new_indicator, - indicator_name: new_indicator_name, - subcategory: new_remarks, - unit: new_units, - year: new_year, - value: new_value, - company_name: new_company, - standardisation: std - }], { onConflict: ['category', 'sasb_indicator', 'indicator_name', 'subcategory', 'year', 'company_name', 'standardisation', 'unit'] }); - - if (error) { - console.error('Error uploading data:', error); - } else { - console.log('Data uploaded:', new_company); - } - } - - const uploadCompanyToSupabase = async (company: string) => { - //uploads the company if it isn't there yet - const { data, error } = await supabase - .from('companies') - .upsert([{ - name: company - }], { onConflict: ['name'] }); - - if (error) { - console.error('Error uploading company data:', error); - } else { - console.log('Company data uploaded:', company); - } - } - - const submitData = async (rawData: any[][], company_name: string) => { - uploadCompanyToSupabase(company_name.trim()); - try { - //to access map, need to use dict.get(key) - const data = []; //store the data - const employee_data = new Map(); //to store employee data - const revenue_data = new Map(); //to store revenue data - for (let row of rawData) { - let [index, category, indicator, indicator_name, unit, remarks, year, value] = row; // Extract the last 6 elements (similar to *_, indicator, indicator_name, year, value, unit, remarks) - remarks = remarks.trim() - indicator_name = indicator_name.trim() - indicator = indicator.trim() - unit = unit.trim() - year = year.trim() - - //convert units; log cases where the conversion failed - const expected_unit = target_dict.get([indicator.toUpperCase(), remarks.toUpperCase()].toString()) - if(['', ' ', null].includes(value)){ - continue; //this is when the data is not avail - } else{ - value = parseFloat(value) //in case of commas - if(unit != expected_unit){ - const func = conversion_dict.get([unit, expected_unit].toString()); - if (func){ - value = func(value); - unit = expected_unit; - } else{ - // this happens when we have not considered this (current unit -> desired unit pair) - console.log(`Data was not uploaded as units cannot be converted: ${company_name}, ${indicator} - ${remarks}, ${unit}, ${expected_unit}`) - continue; - } - } - //capture employee data - if(indicator == "EM-MM-000.B" && remarks.toUpperCase() == "TOTAL NUMBER OF EMPLOYEES"){ - employee_data.set(year, value); - }; - - //capture revenue data - if(indicator.toUpperCase() == "REVENUE" && remarks.toUpperCase() == "REVENUE"){ - revenue_data.set(year, value); - }; - - //push the data - //data format as such: indicator, indicator_name, remarks, units, year, value, company, std_1, std_2 - //std_1 refers to whether the data has been standardized by manpower/ revenue - //std_2 refers to whether the data has been standardized into 0 - 1 - if (unit == 'Cubic meters (m³)'){ - unit = '(m³)'; - } - if (unit == "Hectares (Ha)"){ - unit = 'Ha'; - } - if (unit == "Gigajoules (GJ)"){ - unit = 'GJ'; - } - - if(indicator == "EM-MM-110a.1".toUpperCase() && unit == "Tonnes"){ - unit = "tCO2e"; - } - if(value){ - data.push([category, indicator, indicator_name, remarks, unit, year, value, company_name, "None", false]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "None"]) - } - } - } - //normalize and upload data - //final_data - for (let row of [...data]){ - let [category, indicator, indicator_name, remarks, unit, year, value, company_name, std_1, std_2] = row - const minMax_lst = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "NONE"].toString()) - const minMax_lst_mp = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "MANPOWER"].toString()) - const minMax_lst_rev = minMax.get([indicator.toUpperCase(), remarks.toUpperCase(), "REVENUE"].toString()) - if (minMax_lst){ - const std2 = (value - minMax_lst[0]) / (minMax_lst[1] - minMax_lst[0]) - if(std2){ - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2, company_name, "None_Scaled"]) - } - } - if(indicator_lst.includes([indicator.toUpperCase(), remarks.toUpperCase()].toString())){ - //push normalized data - let std1_mp = value/ employee_data.get(year); - let std1_rev = value/ revenue_data.get(year); - if(std1_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std1_mp, company_name, "Manpower", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std1_mp, company_name, "Manpower"]) - } - if(std1_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std1_rev, company_name, "Revenue", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std1_rev, company_name, "Revenue"]) - } - if(minMax_lst_mp){ - let std2_mp = (std1_mp - minMax_lst_mp[0]) / (minMax_lst_mp[1] - minMax_lst_mp[0]) - if(std2_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower_Scaled"]) - } - } - if(minMax_lst_rev){ - let std2_rev = (std1_rev - minMax_lst_rev[0]) / (minMax_lst_rev[1] - minMax_lst_rev[0]) - if(std2_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue_Scaled"]) - } - } - } else{ - //just append normally for data that don't need conversion - data.push([indicator, indicator_name, remarks, unit, year, value, company_name, "Manpower", std_2]) - data.push([indicator, indicator_name, remarks, unit, year, value, company_name, "Revenue", std_2]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "Manpower"]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, value, company_name, "Revenue"]) - if(minMax_lst_mp){ - let std2_mp = (parseFloat(value) - minMax_lst_mp[0]) / (minMax_lst_mp[1] - minMax_lst_mp[0]) - if(std2_mp){ - data.push([indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_mp, company_name, "Manpower_Scaled"]) - } - } - if(minMax_lst_rev){ - let std2_rev = (parseFloat(value) - minMax_lst_rev[0]) / (minMax_lst_rev[1] - minMax_lst_rev[0]) - if(std2_rev){ - data.push([indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue", true]) - uploadDataToSupabase([category, indicator, indicator_name, remarks, unit, year, std2_rev, company_name, "Revenue_Scaled"]) - } - } - } - } - - } catch (error) { - console.error('Error:', error); - //setError('An unexpected error occurred.'); - } - }; - // fean: insert function call - submitData(formattedOutput, companyName); };