diff --git a/data_sources/coal_companies_bocc_gem_matching.csv b/data_sources/coal_companies_bocc_gem_matching.csv new file mode 100644 index 0000000..1a55fbb --- /dev/null +++ b/data_sources/coal_companies_bocc_gem_matching.csv @@ -0,0 +1,573 @@ +Parent_Company GEM,BOCC_company_name,total_potential_emissions,Proposition BOCC,Niveau de confiance (1 - 3 sur),Respo,checked (1),Justification ,Comment +China Energy,China Energy Investment,"71,92315",China Energy Investment,,Personne 1,1,https://fr.wikipedia.org/wiki/China_Energy_Investment, +Others,,"27,50396525",,,Personne 1,1,, +China Coal,China National Coal Group,"21,70979",China National Coal Group,,Personne 1,1,, +Adani Group,Adani Power,"20,488",Adani Power,,Personne 1,1,, +Erdenes MGL,,"19,743",,,Personne 1,1,,Mongolian government owned company +Shaanxi Coal and Chemical Industry Group,Shaanxi Coal & Chemical Industry Group,"15,417582",Shaanxi Coal & Chemical Industry Group,3,Personne 1,1,, +Jinneng Group,Shanxi State-owned Capital Investment Operation,"14,3188792",Shanxi State-owned Capital Investment Operation,,Personne 1,1,https://www.gem.wiki/Muguajie_Gangue_power_station,Jinneng holding group co et pas jinneng group +AEON Corporation,Aeon,"0,589",,,Personne 1,1,, +AGL Energy,AGL Energy,"3,051",,,Personne 1,1,, +Valiant Resources,,"14,274",,,Personne 1,1,https://www.gem.wiki/Hutton_Coal_Mine, +Shanxi Coking Coal Group,Shanxi Coking Coal Energy Group,"13,8877868",Shanxi Coking Coal Energy Group,,Personne 1,1,, +-,,"9,532",,,Personne 1,1,, +HD Mining International Ltd,,"8,484",,,Personne 1,1,https://www.gem.wiki/Murray_River_Coal_Mine,owned by canadian Dehua mais introuvable +Guizhou Panjiang Coal and Electricity Group,,"8,45812",,,Personne 1,1,https://en.wikipedia.org/wiki/Panjiang_Investment_Holdings, +Alliance Resource Partners,Alliance Resource Partners,"2,299",,,Personne 1,1,, +Alpha Metallurgical Resources Inc,Alpha Metallurgical Resources,"0,019",,,Personne 1,1,, +Aluminum Corporation of China,Aluminum of China,"0,1776161",,,Personne 1,1,, +Siberian Coal Energy Company JSC,SUEK AO,"8,077",SUEK AO,2,Personne 1,1,https://en.wikipedia.org/wiki/Siberian_Coal_Energy_Company, +Mineralogy,,"7,992",,,Personne 1,1,https://en.wikipedia.org/wiki/Mineralogy_(mining_company), +Anglo American,Anglo American,"1,974",,3,Personne 1,1,, +HKSCC Nominees Limited,,"7,390886",,,Personne 1,1,https://fr.wikipedia.org/wiki/Hong_Kong_Exchanges_and_Clearing,détenu par HKEX (Hong Kong Exchanges and Clearing Limited) +PT Bukit Asam Tbk,Republic of Indonesia,"7,366",Republic of Indonesia,1,Personne 1,1,https://www.gem.wiki/Bangko_Tengah_power_station,"détenu d'après GEM par PT Indonesia Asahan +Aluminium" +Ningxia State-Owned Capital Operation Group,,"7,33383",,,Personne 1,1,https://www.gem.wiki/%E5%9B%BD%E5%AE%B6%E8%83%BD%E6%BA%90%E9%9B%86%E5%9B%A2%E5%AE%81%E5%A4%8F%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E9%BA%A6%E5%9E%9B%E5%B1%B1%E7%85%A4%E7%9F%BF,"The people's +Government of the +Ningxia Hui +Autonomous Region" +Yankuang Group,Shandong Energy Group,"7,22",Shandong Energy Group,2,Personne 1,1,"https://www.gem.wiki/Yanzhou_Coal + +https://www.gem.wiki/%E5%85%96%E5%B7%9E%E7%85%A4%E4%B8%9A%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E6%B5%8E%E5%AE%81%E4%B8%89%E5%8F%B7%E7%85%A4%E7%9F%BF",détenu par Yanzhou coal +A-Property LLC,,"6,892",,,Personne 1,1,,détenu par AP Holding mais introuvable +Stanmore Resources Ltd,Sinar Mas Tunggal,"6,233",Sinar Mas Tunggal,2,Personne 1,1,https://www.gem.wiki/South_Walker_Creek_Coal_Mine,détenue au troisième niveau +BHP,BHP Group,"3,918",,3,Personne 1,1,, +Drummond Company Inc,,"5,892",,,Personne 1,1,https://www.gem.wiki/Drummond,détenue par des personnes +Vedanta Ltd,Vedanta Resources,"5,694",Vedanta Resources,2,Personne 1,1,"https://fr.wikipedia.org/wiki/Vedanta_Resources + +https://www.gem.wiki/Vedanta_Resources",Vendata Resources LC basée à Londres et active en Inde +Jindal Group,Jindal Steel & Power,"5,583",Jindal Steel & Power,3,Personne 1,1,https://www.gem.wiki/Jindal_Steel_%26_Power,Jindal Steel and Power is a part of the O. P. Jindal Group +Huaihe Energy,Province of Anhui China,"5,215811",Province of Anhui China,2,Personne 1,1,https://www.gem.wiki/Huainan_Fengtai_power_station,"détenue par Huainan MINING elle-même détenue par Huaihe Energy +Holding Group détenue par State-owned Assets +Supervision and +Administration +Commission of the +People's Government +of Anhui Province" +Shaanxi Yanchang Petroleum [Group] Company,Shaanxi Yanchang Petroleum Group,"5,101",Shaanxi Yanchang Petroleum Group,3,Personne 1,1,, +Xinjiang Energy Group,Xinjiang Prouince State-owned Assets Management Commission,"5,01113",Xinjiang Prouince State-owned Assets Management Commission,1,Personne 1,1,https://www.opensanctions.org/entities/NK-iJndYC9Ahf4RSaPMQkfuqa/, +Coal Company Razrez Mairykhsky LLC,,"4,93",,,Personne 1,1,https://www.opensanctions.org/entities/NK-fyf5wsQSbJHEsjXcyvEeKQ/,"détenue par LIMITED LIABILITY COMPANY KOULSTAR alias Coalstar LLC +" +Shanghai Electric Group,Shanghai Electric Holding Group,"4,286",Shanghai Electric Holding Group,2,Personne 1,1,https://www.gem.wiki/Shanghai_Electric_Australia_Power_%26_Energy_Development, +Tebian Electric Apparatus [TBEA],TBEA,"4,19594",TBEA,3,Personne 1,1,https://en.wikipedia.org/wiki/TBEA, +Bayan Resources,,"4,168",,,Personne 1,1,https://www.gem.wiki/Tabang_Project_Coal_Mines,détenue par des personnes +Inner Mongolia Huineng Coal and Electricity Group,Huineng Holdings Group,"4,00295",Huineng Holdings Group,1,Personne 1,1,https://www.gem.wiki/Huineng_Changtan_power_station, +Government of the Republic of Serbia,,"3,888",,,Personne 1,1,, +Beijing Huayuan Jiaxin Investment Company,,"3,867",,,Personne 1,1,https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E6%B1%87%E8%83%BD%E7%85%A4%E7%94%B5%E9%9B%86%E5%9B%A2%E5%AF%8C%E6%B0%91%E7%85%A4%E7%82%AD%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8,a l'air détenue par des personnes +West Bengal Power Development Corporation,,"3,851",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100001000512/,détenue par State of West Bengal +Jinneng Holding Group,Shanxi State-owned Capital Investment Operation,"3,8286",Shanxi State-owned Capital Investment Operation,3,Personne 1,1,https://www.gem.wiki/Hefei-2_power_station, +Ming Hing Waterworks Holdings,,"3,75",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000131919/,aka Peace Map holding +China Cinda Asset Management Company,,"3,7230769",,,Personne 1,1,"https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%B1%BE%E8%A5%BF%E7%91%9E%E6%B3%B0%E4%BA%95%E7%9F%BF%E6%AD%A3%E8%A1%8C%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8 + +https://en.wikipedia.org/wiki/China_Cinda_Asset_Management",a l'air détenue par le ministère des finances chinois +Futura Resources,,"3,4685",,,Personne 1,1,https://www.gem.wiki/Fairhill_Coal_Mine, +Yang Quan Coal Industry Group,Huayang New Material Technology Group,"3,412",Huayang New Material Technology Group,3,Personne 1,1,https://www.gem.wiki/Xinyuan_Coal_Mine,Yang Quan Coal Industry Group est l'ancien nom +Lu'an Chemical Group,Shanxi State-owned Capital Investment Operation,"3,3874",Shanxi State-owned Capital Investment Operation,2,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000124611/, +Gujarat State Electricity Corporation,,"3,326",,,Personne 1,1,"https://www.gem.wiki/Gujarat_State_Electricity_Corporation + +https://www.opensanctions.org/entities/gem-own-e100000001914/",state owned +Huo Investments Ltd,,"3,23646",,,Personne 1,1,https://www.gem.wiki/Muchesu_Coal_Mine,a l'air en lien avec Contango Holdings +Bighorn Mining Ltd,,"3,227",,,Personne 1,1,https://www.gem.wiki/Vista_Coal_Mine#cite_note-18,pas trouvé de owner +NLC India Limited,,"3,208",,,Personne 1,1,https://www.gem.wiki/NLC_India_Limited,state owned +Samruk-Energo JSC,Samruk-Kazyna,"3,051",Samruk-Kazyna,3,Personne 1,1,https://www.gem.wiki/Almaty-2_power_station,state owned +United Company RUSAL PJSC,EN+ Group International,"3,051",EN+ Group International,3,Personne 1,1,"https://www.gem.wiki/Bogatyr_Coal_Mine_(Kazakhstan) +https://www.opensanctions.org/entities/NK-25fK4oVYLqsU8QhqRiWYP9/", +Foresight Energy LLC,,"2,878",,,Personne 1,1,"https://www.gem.wiki/Foresight_Reserves +https://www.gem.wiki/Chris_Cline",owned by Chris Cline +Bulgarian Energy Holding EAD,Bulgarian Energy Holding EAD,"1,035",,3,Personne 1,1,, +National Thermal Power Corporation,Republic of India,"2,724",Republic of India,3,Personne 1,1,https://www.gem.wiki/National_Thermal_Power_Corporation,state owned +Panorama Resources Pty Ltd,,"2,667",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100002007875/, +CLP Group,CLP Holdings,"0,556",,,Personne 2,1,https://www.gem.wiki/Yallourn_W_power_station,ça a l'air d'être la même boite +TerraCom,Macquarie Group,"2,508",Macquarie Group,2,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000132284/,"détenue en petite partie (7,66%)" +RWE AG,RWE,"2,404",RWE,3,Personne 1,1,, +Raspadskaya PJSC,Evraz,"2,404",Evraz,3,Personne 1,1,https://www.gem.wiki/Raspadskaya_Koksovaya_Coal_Mine, +National Energy Investment Group,China Energy Investment,"2,37",China Energy Investment,3,Personne 1,1,https://www.gem.wiki/National_Energy_Investment_Group,c'est la même entreprise +Ningbo Aofei Enterprise Management Partnership [Limited Partnership],,"2,331",,,Personne 1,1,https://www.gem.wiki/%E6%A6%86%E6%9E%97%E7%BA%A2%E5%A2%A9%E7%95%8C%E7%85%A4%E7%9F%BF, +China COSCO Shipping,China COSCO Shipping,"0,48776",,,Personne 1,1,, +Sinopec,China Petrochemical,"2,31496",China Petrochemical,2,Personne 1,1,"https://www.opensanctions.org/entities/gem-own-e100000001421/ + +https://en.wikipedia.org/wiki/Sinopec",ça a l'air d'être la même entreprise +Rungta Sons Private Limited,,"2,283",,,Personne 1,1,https://www.gem.wiki/Chhendipara_Coal_Mine,pas l'air d'avoir de owner +Tuva Energy Industrial Corporation JSC,,"2,281",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000132317/,"alias TEIC, owned par une personne" +Whitehaven,,"2,25175",,,Personne 1,1,https://www.opensanctions.org/entities/NK-WWqJgovNN95kvXrRW2eraM/,en partie détenue par des banques dont BNP HSBC et JP Morgan +Steel Authority of India (SAIL),Republic of India,"2,2494024",Republic of India,3,Personne 1,1,https://www.gem.wiki/Steel_Authority_of_India_Limited,détenue à 75% par le gvt +Henan Energy Chemical Group,"China, People's Republic of (Government)","2,241361294","China, People's Republic of (Government)",2,Personne 1,1,"https://www.opensanctions.org/entities/gem-own-e100000124714/ + +https://www.cbinsights.com/company/henan-energy-chemical-industry-group-co",semble state owned +Karazhyra JSC,,"2,236",,,Personne 1,1,https://www.gem.wiki/Karazhyra_Coal_Mine,détenue par des personnes +Shanxi Xiyi Energy Group,,"2,18",,,Personne 1,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%9C%94%E5%B7%9E%E5%B9%B3%E9%B2%81%E5%8C%BA%E6%98%93%E9%A1%BA%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,"en partie ""Xiyi Village +Committee, Baitang +Township, Pinglu +District, Shuozhou +City"", en partie des personnes" +EÜAŞ),Celikler Seyitomer Elektrik Uretim A.S.,"2,164",Celikler Seyitomer Elektrik Uretim A.S.,3,Personne 1,1,"https://www.gem.wiki/E%C3%9CA%C5%9E + +https://www.opensanctions.org/entities/gem-own-e100000002143/",les deux lignes ont l'air de concerner la même boite (mêmes chiffres) +Euas Electricity Generation Company (Elektrik Üretim A.Ş,,"2,164",,,Personne 1,1,, +China Datang,China Datang,"4,4807096",,,Personne 1,1,, +China Datang Corporation,China Datang,"3,061",,,Personne 1,1,, +Holding Company Siberian Business Union CJSC,,"2,164",,,Personne 1,1,https://www.gem.wiki/Chernigovets_Coal_Mine#Table_5:_Ownership_and_parent_company,owned par des personnes (russes) +Severstal PJSC,,"2,153",,,Personne 1,1,https://www.gem.wiki/Severstal_Cherepovets_steel_plant,idem +MC Mining,Alliance Resource Partners,"2,07496",Alliance Resource Partners,3,Personne 1,1,"https://www.gem.wiki/MC_Mining +https://www.opensanctions.org/entities/gem-own-e100001010055/", +Kolmar LLC,,"2,049",,,Personne 1,1,https://www.gem.wiki/Denisovsky_Surface_Coal_Mine,owned par des personnes (russes) +China Energy Group,China Energy Investment,"2,043",China Energy Investment,1,Personne 1,1,https://fr.wikipedia.org/wiki/China_Energy_Investment,"doute avec ""China Energy Engineering""" +China Huadian,China Huadian,"6,13946",,,Personne 1,1,, +China Huadian Group,China Huadian,"0,17424",,,Personne 1,1,, +China Huadian Group Corporation,China Huadian,"1,152",,,Personne 1,1,, +Gujarat Mineral Development Corporation,Republic of India,"1,992",Republic of India,3,Personne 1,1,"https://www.gem.wiki/Gujarat_Mineral_Development_Corporation +http://en.wikipedia.org/wiki/Gujarat_Mineral_Development_Corporation",state owned +China Huaneng,China Huaneng Group,"7,24025",,,Personne 1,1,, +China Huaneng Group,China Huaneng Group,"3,088",,,Personne 1,1,, +Bumi Resources,,"1,935",,,Personne 1,1,https://www.gem.wiki/Senakin_Coal_Mine,détenue in fine par la société d'investissement Bakrie & Brothers +Maharashtra State Power Generation Company Limited,,"1,923",,,Personne 1,1,https://www.gem.wiki/Koradi_Thermal_Power_Station,"owned by ""MSEB Holding Co Ltd"" in fine State of Maharashtra" +Others,,"1,91982",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000132208/,détenue à 51% par la Province of Sindh +Sindh Engro Coal Mining Company,,"1,904",,,Personne 1,1,, +China National Coal Group Corporation,China National Coal Group,"0,088",,,Personne 1,1,, +China National Petroleum Corporation,China National Petroleum,"0,08982",,,Personne 1,1,, +Inner Mongolia Ordos Investment Holding Group,,"1,88556",,,Personne 1,1,"https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E9%84%82%E5%B0%94%E5%A4%9A%E6%96%AF%E8%81%94%E6%B5%B7%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E7%99%BD%E5%AE%B6%E6%B5%B7%E5%AD%90%E7%85%A4%E7%9F%BF +https://www.opensanctions.org/search/?q=Inner+Mongolia+Ordos+",difficile à dire car plusieurs entreprises semblent investir à Ordos avec des noms similaires +China Petrochemical Corporation,China Petrochemical,"0,5285",,,Personne 1,,, +Public Power Corporation of Greece S.A,,"1,803",,,Personne 1,1,"https://www.opensanctions.org/entities/gem-own-e100000000476/ +https://www.gem.wiki/Public_Power_Corporation","state owned, Greece" +Ural Mining and Metallurgical Company OJSC,,"1,800759",,,Personne 1,1,https://www.gem.wiki/Demidovskaya_power_station,owned par plusieurs boites introuvables +China Reform Holdings Company,China Reform Holdings,"1,32804",,,Personne 1,1,, +Oracle Power PLC,,"1,683",,,Personne 1,1,https://www.gem.wiki/Thar_Block_VI_power_station,a l'air d'être une compagnie mère +Jinchuan Group,Gansu Provincial State-Owned Asset Investment Group,"1,665",Gansu Provincial State-Owned Asset Investment Group,3,Personne 1,1,https://www.gem.wiki/Jinchuan_Works_power_station, +Russkaya Energiya LLC,,"1,657",,,Personne 1,1,https://www.gem.wiki/Usinsk-1_Coal_Mine,Détenue par Anthracite JSC et in fine par des personnes +Xuzhou Mining Group,Province of Jiangsu China,"1,652",Province of Jiangsu China,3,Personne 1,,https://www.gem.wiki/Xuzhou_Coal_Mining_Group_Company, +China Southern Power Grid Company,China Southern Power Grid,"0,10988",,,Personne 1,1,, +China Kingho Energy Group,,"1,629",,,Personne 1,1,https://www.opensanctions.org/entities/gem-own-e100000122537/,owned en partie by Xinjiang Qinghua Entrepreneurship Consulting +other unknown/mixed entity types,,"1,616241",,,Personne 2,,, +Coal India,Coal India ,"8,4042472",Coal India ,,,,, +unknown,,"1,5865",,,Personne 2,,, +QCoal,,"1,56485",,,Personne 2,,, +Contango Holdings Plc,,"1,52304",,,Personne 2,,, +Integrated Energy Services Corporation,,"1,521",,,Personne 2,,, +Vitrinite,,"1,521",,,Personne 2,,, +China Energy Investment Corporation,China Energy Investment ,"1,50038",China Energy Investment ,2,Personne 2,,, +Bin County Coal Company,,"1,491",,,Personne 2,,, +Yongtai Technology Investment Company,,"1,474",,,Personne 2,,, +China Pingmei Shenma Energy and Chemical Group,,"1,438",,,Personne 2,,, +Ningxia Yinxing Coal Industry Company,,"1,418",,,Personne 2,,, +China Energy,China Energy Engineering,"1,4161",China Energy Engineering,2,Personne 2,,https://en.wikipedia.org/wiki/China_Energy_Engineering_Corporation, +Shandong First Geological and Mineral Exploration Institute,Province of Shandong China,"1,413",Province of Shandong China,3,Personne 2,,https://baike.baidu.com/item/%E5%B1%B1%E4%B8%9C%E7%9C%81%E5%9C%B0%E8%B4%A8%E7%9F%BF%E4%BA%A7%E5%8B%98%E6%9F%A5%E5%BC%80%E5%8F%91%E5%B1%80/1929654#3, +Pembroke Resources,,"1,406",,,Personne 2,,, +Other,,"1,401618182",,,Personne 2,,, +GCM Resources,,"1,396",,,Personne 2,,, +Ningxia Wangwa Coal Industry Company,,"1,371",,,Personne 2,,, +Talbot Group,,"1,35228",,,Personne 2,,, +natural persons,,"1,33",,,Personne 2,,, +PT Bayan Resources Tbk,,"1,282",,,Personne 2,,, +Rutek Alliance SA,,"1,23",,,Personne 2,,https://www.opensanctions.org/entities/gem-own-e100000132150/, +Exxaro Resources,Exxaro Resources,"6,726",Exxaro Resources,,,,, +MP Natural Resources Private Forward Limited,Adani Enterprises,"1,222",Adani Enterprises,3,Personne 2,,https://www.gem.wiki/Gondbahera_Ujheni_Coal_Mine, +Golden Energy Mines,,"1,208",,,Personne 2,,, +Shaanxi Shenmu Energy Group,Shenmu City State-Owned Assets Operation,"1,191",Shenmu City State-Owned Assets Operation,3,Personne 2,,https://baike.baidu.com/item/%E7%A5%9E%E6%9C%A8%E8%83%BD%E6%BA%90%E9%9B%86%E5%9B%A2%E7%94%B5%E5%8A%9B%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8/55412389?fromModule=search-result_lemma, +Shaanxi Youser Group,Shaanxi Non-ferrous Metals Holding Group,"1,17266",Shaanxi Non-ferrous Metals Holding Group,3,Personne 2,,https://www.yousergroup.com/, +Fugu Houan Energy Company,,"1,158",,,Personne 2,,, +Rashtriya Ispat Nigam [RINL],,"1,124928",,,Personne 2,,, +Thungela Resources Australia,,"1,11775",,,Personne 2,,, +Mongolyn Alt Corporation [MAK],,"1,113",,,Personne 2,,, +Elion Group,,"1,1074",,,Personne 2,,, +Fajr Mazinoiy Company,,"1,09",,,Personne 2,,https://www.gem.wiki/Mazino_Coal_Mine, +TTK,,"1,083",,,Personne 2,,, +Zhejiang Energy Group,Zhejiang Provincial Energy Group,"1,07955",Zhejiang Provincial Energy Group,,Personne 2,,, +Glencore,Glencore,"5,64294",Glencore,,,,, +Wanbei Coal & Electrical Group,,"1,0599452",,,Personne 2,,, +Guanghui Energy Holding Company,,"1,0528",,,Personne 2,,, +State Power Investment Corporation [SPIC],State Power Investment,"1,04347",State Power Investment,3,Personne 2,,, +Ningxia Dongchang Industrial Group,,"1,034",,,Personne 2,,, +Russian Coal JSC,,"1,029",,,Personne 2,,, +Uzbekkomir JSC,,"1,028",,,Personne 2,,, +Yulin State-Owned Capital Operation and Management Company,Yulin City Investment Operation Group,"1,008",Yulin City Investment Operation Group,,Personne 2,,, +China Resources Holdings,China Resources National,"1,001",China Resources National,3,Personne 2,,https://en.wikipedia.org/wiki/China_Resources, +Guangdong Jinma Tourism Group,Shanxi State-owned Capital Investment Operation,"0,9758",Shanxi State-owned Capital Investment Operation,1,Personne 2,,https://www.gem.wiki/Wangqu_power_station/ Shanxi State-Owned Capital Investment and Operation Co Ltd [2.9%], +PT Pakarti Putra Sang Fajar,,"0,9675",,,Personne 2,,, +Guangdong Hanjian Holding Company,Guangdong Hanjian Holding,"1,33762",,,,,, +Guangdong Hengjian Investment Holding Company,Guangdong Hengjian Investment Holding,"0,10815",,,,,, +Uttar Pradesh Rajya Vidyut,,"0,952",,,Personne 2,,, +Luen Mei Group,,"0,94227",,,Personne 2,,, +PT Indexim Investama,,"0,9377025",,,Personne 2,,, +China Development Bank,,"0,9324877",,,Personne 2,,, +Shandong Lutai Holding Group,,"0,9225",,,Personne 2,,https://baike.baidu.com/item/%E5%B1%B1%E4%B8%9C%E9%B2%81%E6%B3%B0%E6%8E%A7%E8%82%A1%E9%9B%86%E5%9B%A2%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8/20006385, +Heilongjiang Longmay Mining Holding Group,,"0,915",,,Personne 2,,, +CG Natural Resources,,"0,908",,,Personne 2,,, +Inner Mongolia Yitai Group,Inner Mongolia Yitai Investment,"0,86944",Inner Mongolia Yitai Investment,3,Personne 2,,, +Shanxi Huayang Group New Energy Company,Huayang New Material Technology Group,"0,8652",Huayang New Material Technology Group,3,Personne 2,,https://baike.baidu.com/item/%E5%8D%8E%E9%98%B3%E6%96%B0%E6%9D%90%E6%96%99%E7%A7%91%E6%8A%80%E9%9B%86%E5%9B%A2%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8/56463543#2-4, +LX International,,"0,85525",,,Personne 2,,, +Reliance Power,Reliance Industries,"0,854",Reliance Industries,3,Personne 2,,https://www.gem.wiki/Reliance_Power ; https://www.gem.wiki/Reliance_Industries, +ENBW Trust,EnBW Energie Baden-Wuerttemberg ,"0,85272",EnBW Energie Baden-Wuerttemberg ,2,Personne 2,,, +Magyar Villamos Müvek Zrt,,"0,85272",,,Personne 2,,, +RWE Power,RWE,"0,85272",RWE,,Personne 2,,, +En+ Group,EN+ Group International,"0,851382",EN+ Group International,,Personne 2,,, +HeBei Construction & Investment Group,Hebei Construction & Investment Group,"0,03756",,,,,, +Hebei Construction & Investment Group,Hebei Construction & Investment Group,"2,5563642",,,,,, +Beijing Energy,Beijing Energy International Holding ,"0,8344314",Beijing Energy International Holding ,,Personne 2,,, +Shenmu County State-Owned Assets Operation Company,Shenmu City State-Owned Assets Operation,"0,82176",Shenmu City State-Owned Assets Operation,3,Personne 2,,, +China Shenhua Energy Co Ltd,China Energy Investment ,"0,809",China Energy Investment ,,Personne 2,,http://www.csec.com/, +China Cinda Asset Management,,"0,80654",,,Personne 2,,, +Coalstar LLC,,"0,787",,,Personne 2,,, +Navajo Transitional Energy Company LLC,,"0,776",,,Personne 2,,, +Bazhou Dongchen Industry and Trade Company,,"0,766",,,Personne 2,,, +Guangdong Yuedian Holdings West Investment Company,,"0,76428",,,Personne 2,,, +Huaibei Mining Group,Huaibei Mining Group,"1,52637",,,,,, +Nippon Steel & Sumitomo Metal,,"0,75636",,,Personne 2,,, +Shaanxi Yanchang Petroleum and Mining Company,Shaanxi Yanchang Petroleum Group,"0,7497",Shaanxi Yanchang Petroleum Group,3,Personne 2,,, +SPIC Aluminum & Power Investment Company,SPIC Ronghe New Energy Development,"0,74404",SPIC Ronghe New Energy Development,3,Personne 2,,https://baike.baidu.com/item/%E5%9B%BD%E5%AE%B6%E7%94%B5%E5%8A%9B%E6%8A%95%E8%B5%84%E9%9B%86%E5%9B%A2%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8/22426027?fromtitle=%E5%9B%BD%E5%AE%B6%E7%94%B5%E5%8A%9B%E6%8A%95%E8%B5%84%E9%9B%86%E5%9B%A2%E5%85%AC%E5%8F%B8&fromid=17067947, +Huayang New Material Technology Group,Huayang New Material Technology Group,"6,8190954",,,,,, +Ningxia State-Owned Asset Operation Group,,"0,73843",,,Personne 2,,, +Shanghai Huayi Group,,"0,73777",,,Personne 2,,, +Shaanxi Financial Holding Group,,"0,73715",,,Personne 2,,, +Rothe Investments,,"0,72904",,,Personne 2,,, +Indika Energy,Indika Energy,"0,87724",,,,,, +PT Semesta Resources Investindo,,"0,7265",,,Personne 2,,, +PT Sinar Indonesia Perkasa,,"0,7265",,,Personne 2,,, +Jiangsu Yueda Group,,"0,72367",,,Personne 2,,, +Ningxia State-Owned Assets Company,,"0,71393",,,Personne 2,,, +China Chengtong Holdings Group,,"0,7078",,,Personne 2,,, +Gansu Energy Chemical Investment Group,Gansu Energy & Chemical Investment Group,"0,705",Gansu Energy & Chemical Investment Group,3,Personne 2,,, +Dehua International Mines Group Inc,,"0,693666667",,,Personne 2,,, +Shougang International Investment Ltd,Shougang Group,"0,693666667",Shougang Group,3,Personne 2,,, +Canada Zhong he Investment Ltd,,"0,693666667",,,Personne 2,,https://www.gem.wiki/Gething_Coal_Mine, +Yildirim Holding AS,Yildirim Holding,"0,691",Yildirim Holding,,Personne 2,,, +Core Natural Resources Inc,,"0,687",,,Personne 2,,, +Xinjiang Joinworld Company,,"0,68306",,,Personne 2,,, +Aspire Mining,,"0,68",,,Personne 2,,, +Shubarkol Komir JSC,,"0,663",,,Personne 2,,, +Titan Infra Energy,,"0,658",,,Personne 2,,, +Kazakhmys Corporation LLC,,"0,657",,,Personne 2,,, +Resource Generation Australia,,"0,652",,,Personne 2,,, +Huolinhe Coal Industry Group,,"0,6434",,,Personne 2,,, +Liaoning Chuncheng Industry & Trade Group,,"0,6433",,,Personne 2,,, +RioZim Ltd,,"0,6405",,,Personne 2,,, +Tinto Holdings Zimbabwe Ltd,,"0,6405",,,Personne 2,,, +Yuling Mining Group,,"0,64048",,1,Personne 2,,https://www.opensanctions.org/entities/gem-own-e100000124706/,"pas sûr, ça s'approche. D'après Hélène Yuan: sauf qu'il est mal écrit par Yuling au lieu de ""Yuling"". Il existe Yuling mining mais sans caractère, je nepourai pas l'identifier" +Inner Mongolia Mengtai Group,Inner Mongolia Mengtai Group,"0,63994",Inner Mongolia Mengtai Group,3,Personne 3,,,"typo dans GEM (crochet ""["" )" +Inner Mongolia Shilin Investment Group,,"0,6208",,,Personne 3,,, +Guizhou Coalfield Geology Bureau,,"0,61808",,,Personne 3,,, +Industrial and Commercial Bank of China,,"0,61695",,,Personne 3,,, +Inner Mongolia Yitai Investment,Inner Mongolia Yitai Investment,"5,9016",,,,,, +Inner Mongolia Yitai Investment Company,Inner Mongolia Yitai Investment,"2,014",,,,,, +Manshi Group,,"0,6092",,,Personne 3,,, +Shenmu State-Owned Assets Operation Company,Shenmu City State-Owned Assets Operation,"0,59625",Shenmu City State-Owned Assets Operation,3,Personne 3,,,meme nom +Guizhou Guineng Investment Company,,"0,588",,,Personne 3,,, +Itochu,ITOCHU,"0,25375",,,,,, +others,,"0,587",,,Personne 3,,, +China Coalmines [Overseas] Group,,"0,58558",,,Personne 3,,, +Cuesta Coal,,"0,578",,,Personne 3,,, +Oriental Fortune (Beijing) Investment Management Company,,"0,5733",,,Personne 3,,, +Beijing Guotai Xinhua Industrial Company,Shanxi State-owned Capital Investment Operation,"0,57133",Shanxi State-owned Capital Investment Operation,2,Personne 3,,https://www.gem.wiki/%E6%96%B0%E7%96%86%E5%9B%BD%E6%B3%B0%E6%96%B0%E5%8D%8E%E4%BA%94%E5%BD%A9%E6%B9%BE%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E4%BA%94%E5%BD%A9%E6%B9%BE%E7%9F%BF%E5%8C%BA%E4%B8%80%E5%8F%B7%E7%9F%BF%E4%BA%95,en remontant le fil sur le lien +Yichang Caiyuan Investment and Management Company,,"0,56949",,,Personne 3,,, +Elion Resources Group,,"0,5586",,,Personne 3,,, +Government of Telengana,Republic of India,"0,5559",Republic of India,2,Personne 3,,,"Telengana est une province indienne, on peut penser qu'elle dépend donc en amont du gouvernement indien ?" +Guangdong Yuedian Group,,"0,55584",,,Personne 3,,, +Yima Coal Industry Group,,"0,5478",,,Personne 3,,, +Yancoal Australia Ltd,,"0,53754",,,Personne 3,,https://www.gem.wiki/Middlemount_Coal_Mine,détenu par le groupe chinois yankuang et hkg register control +Yankuang Energy,,"0,53754",,,Personne 3,,,groupe mère du précédent +Bono Lithihi Investments Group,,"0,5365",,,Personne 3,,,entreprise sud-africaine possédée par le groupe Vibrant Veterans https://www.opensanctions.org/entities/gem-own-e100000131407/ +TerraCom Resources,,"0,5365",,,Personne 3,,, +Government of India,Republic of India,"0,5341",Republic of India,3,Personne 3,,, +China Coal,China National Coal Group,"0,52822",China National Coal Group,3,Personne 3,,, +Glencore PLC,Glencore,"0,51646",Glencore,3,Personne 3,,,typo +Jizhong Energy Group,Jizhong Energy Group,"1,55276",,,,,, +Liaoning Tiefa Energy,,"0,5113316",,,Personne 3,,,"possédé par Liaoning Energy +Industry Holding +Group Co Ltd mais pas dans la base BOCC" +Kailuan Group,Kailuan Group Liability,"2,0738",,,,,, +Adaro Energy Indonesia,Alamtri Resources Indonesia,"0,51075",Alamtri Resources Indonesia,,Personne 3,,https://en.wikipedia.org/wiki/AlamTri_Resources,Adaro = ancien nom +State Power Investment Corporation [SPIC],State Power Investment,"0,499710433",State Power Investment,3,Personne 3,,, +Zhejiang Xinhu Group Holding Company,,"0,47226",,,Personne 3,,, +Shanxi Coking Coal Group Co Ltd,Shanxi Coking Coal Energy Group,"0,469",Shanxi Coking Coal Energy Group,3,Personne 3,,,typo +Beijing Fengjia Investment Company,,"0,4595",,,Personne 3,,, +China Huadian,China Huadian,"0,43904",China Huadian,3,Personne 3,,,typo +Xin’ao Holding Investment Company,,"0,43896",,,Personne 3,,, +Iron Senergy Holding LLC,,"0,43",,,Personne 3,,https://umwa.org/news-media/news/the-new-operator-of-pennsylvanias-third-largest-coal-mine-reamins-a-mystery/,boite américaine formée par des anciens d'arcelor mittal +Shanxi Zhongbo Real Estate Development Company,,"0,4296",,,Personne 3,,, +Government of Jharkand,Republic of India,"0,42874",Republic of India,2,Personne 3,,,jharkand = région d'Inde +Inner Mongolia Jarud Banner Xingta Mining Industry Company,,"0,42483",,,Personne 3,,, +Xinjiang Changyuan Water Group,,"0,42098",,,Personne 3,,, +Xinjiang Xinhua Hydropower Investment Company,,"0,42098",,,Personne 3,,, +Shanxi Lanhua Coal Industry Group,Shanxi Lanhua Sci-Tech Venture,"0,4030836",Shanxi Lanhua Sci-Tech Venture,,Personne 3,,https://basic.10jqka.com.cn/144/600123/company.html?,actionnaire majoritaire +Beijing Jingneng Power Company,,"0,40128",,,Personne 3,,, +Shanxi Yuedian Energy,,"0,40128",,,Personne 3,,, +China Cinda Asset Management,,"0,398672",,,Personne 3,,, +Beijing Energy Group,Beijing Energy International Holding,"0,39738",Beijing Energy International Holding,1,Personne 3,,, +Anhui Coal Geology Bureau,Anhui Province Energy Group,"0,3948",Anhui Province Energy Group,,Personne 3,,, +Malabar Resources,Malabar Resources,"0,376",,,,,, +Shanxi Dubao New Energy Group,,"0,394695",,,Personne 3,,, +Shanxi Tangrong Investment Company,,"0,394695",,,Personne 3,,, +Biyun Construction Investment of Zhijin Bijie,,"0,39066",,,Personne 3,,, +Yulin City Finance Investment Management Company,Yulin City Investment Operation Group,"0,3866",Yulin City Investment Operation Group,1,Personne 3,,, +Xinjiang Zhongtai Group,Xinjiang Prouince State-owned Assets Management Commission,"0,386",Xinjiang Prouince State-owned Assets Management Commission,2,Personne 3,,https://www.opensanctions.org/entities/NK-GoLDREfQPRXPSDPXaEriSX/, +Yulin City Yuyang District Energy Investment Company,Yulin City Investment Operation Group,"0,3846",Yulin City Investment Operation Group,1,Personne 3,,, +Coronado Global Resources Inc,Coronado Group,"0,383",Coronado Group,3,Personne 3,,, +Inner Mongolia Boyuan Holdings Group,,"0,37906",,,Personne 3,,, +Sinopec,China Petrochemical,"0,37534",China Petrochemical,3,Personne 3,,https://fr.wikipedia.org/wiki/Sinopec,nom complet : China Petroleum and Chemical Corporation +Mitsubishi Corporation,Mitsubishi,"3,918",,,,,, +PT Qinfa Mining Industri,,"0,3724",,,Personne 3,,,maison mère = Fortune Pearl International Limited mais pas trouvé en base +Shanxi Chuangrei New Energy Investment Company,,"0,3708",,,Personne 3,,, +Beijing Lirui Investment Company,,"0,3652",,,Personne 3,,, +NMDC,NMDC,"1,124928",,,,,, +NTPC,NTPC,"1,2447544",,,,,, +NTPC Ltd,NTPC,"0,86874",,,,,, +MH Natural Resources Private Limited,Adani Power,"0,363",Adani Power,2,Personne 3,,https://www.zaubacorp.com/MH-NATURAL-RESOURCES-PRIVATE-LIMITED-U14296GJ2019PTC109304,"l'entreprise est située à l'adresse de l'Adani Corporate House, donc dans les locaux d'Adani. Un des contact a un mail @adani " +Turpan Xinlong Mining Company,,"0,361",,,Personne 3,,, +Inner Mongolia Energy Power Generation Investment Group,,"0,359",,,Personne 3,,, +Aliot LLC,,"0,356",,,Personne 3,,, +Dalmia Cement Bharat Limited,,"0,354",,,Personne 3,,, +China National Tobacco Corporation,,"0,3465",,,Personne 3,,, +MC Mining LLC,,"0,33634",,,Personne 3,,, +Petrobangla,,"0,329",,,Personne 3,,, +Orissa Metallurgical Industry Private Limited,,"0,323",,,Personne 3,,https://www.gem.wiki/Khagra_Joydev_Coal_Mine, +Shenmu Taide Energy Investment Company,,"0,31705",,,Personne 3,,, +Razrez Yuzhny LLC,,"0,308",,,Personne 3,,https://www.opensanctions.org/entities/NK-Jenov4nGrVKqiNFcMPkbEQ/, +Ming Kei Energy Investment Company,,"0,3075",,,Personne 3,,, +Fugu State-Owned Asset Management and Operation Company,,"0,3024",,,Personne 3,,, +Holding Company Evolution JSC,,"0,2992",,,Personne 3,,, +Huanghe Hydropower Development Company,State Power Investment,"0,29274",State Power Investment,3,Personne 3,,https://www.google.com/search?q=Huanghe+Hydropower+Development+Company&sca_esv=7550878c098e0420&sxsrf=AE3TifOmEW6VBZ4Iv0HtnA5z51RqskD9ww%3A1757016616146&source=hp&ei=KPK5aPGBB4GmhbIPvaaHgAk&iflsig=AOw8s4IAAAAAaLoAOHuLpvcfMx3Rw7qcHCVBcuWW1rQ1&ved=0ahUKEwjxtZL69L-PAxUBU0EAHT3TAZAQ4dUDCBk&uact=5&oq=Huanghe+Hydropower+Development+Company&gs_lp=Egdnd3Mtd2l6IiZIdWFuZ2hlIEh5ZHJvcG93ZXIgRGV2ZWxvcG1lbnQgQ29tcGFueUheUABYAHAAeACQAQCYAQCgAQCqAQC4AQPIAQD4AQL4AQGYAgCgAgCYAwCSBwCgBwCyBwC4BwDCBwDIBwA&sclient=gws-wiz,maison mère = SPIC (State Power Investiment Corporation) +Qinghai Coal,,"0,29274",,,Personne 3,,, +Qinghai Investment Group,,"0,29274",,,Personne 3,,, +Asian American Continental Coal Company,Banpu PCL,"0,2916",Banpu PCL,3,Personne 3,,https://www.banpu.com/wp-content/uploads/2020/10/web_investor_present_BlrfGbBQAi133237.pdf,acquis par banpu +Xinjiang Shenxin Development Company,,"0,28944",,,Personne 3,,, +JFE Steel,,"0,27615",,,Personne 3,,https://en.wikipedia.org/wiki/JFE_Steel, +Inner Mongolia Coal Field Geological Bureau,,"0,2702",,,Personne 3,,, +Inner Mongolia Guanglian Minzu Economic Development Company,,"0,2702",,,Personne 3,,, +Inner Mongolia Huolinhe Coal Industry Group,,"0,269945616",,,Personne 3,,, +Magnetic South,,"0,264",,,Personne 3,,, +Shaanxi Coal and Chemical Group,Shaanxi Coal & Chemical Industry Group,"0,2592",Shaanxi Coal & Chemical Industry Group,3,Personne 3,,, +Xi'an Yangtian Industrial Company,,"0,259",,,Personne 3,,, +Yulin State-Owned Asset Operation and Management Company,Yulin City Investment Operation Group,"0,2564",Yulin City Investment Operation Group,1,Personne 3,,, +Suala Holding Ltd,,"0,246",,,Personne 3,,, +POSCO,POSCO Holdings,"0,29368",,,,,, +Sinopec Group,China Petrochemical,"0,242",China Petrochemical,3,Personne 3,,https://fr.wikipedia.org/wiki/Sinopec, +Chaoyang Hongwen Investment Company,,"0,23716",,,Personne 3,,, +Ningxia State-Owned Capital Operation Group Compay,,"0,23496",,,Personne 3,,, +Shanxi Huayang Group,,"0,2336865",,,Personne 3,,, +Mengfa Energy Holding Group,,"0,232",,,Personne 3,,, +Donugol JSC,,"0,226",,,Personne 3,,, +Indo Bara Pratama,,"0,218",,,Personne 3,,, +Yangcheng County Yangtai Group,Yangcheng County Yangtai Group Industrial,"0,21777",Yangcheng County Yangtai Group Industrial,3,Personne 3,,, +Banpu,Banpu PCL,"0,215",Banpu PCL,3,Personne 3,,, +South Coal Company LLC,,"0,205",,,Personne 3,,, +New Hope Group,Washington H Soul Pattinson &,"0,203",Washington H Soul Pattinson &,2,Personne 4,1,https://www.gem.wiki/Bengalla_Coal_Mine,Washignton H a 39.24% de New Hope Group. Les autres proprietaires n'aparaissent pas dans la liste BOCC +Ningbo Hesheng Group,,"0,202",,,Personne 4,1,https://www.gem.wiki/%E5%93%88%E5%AF%86%E5%B8%82%E5%92%8C%E7%BF%94%E5%B7%A5%E8%B4%B8%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E5%88%AB%E6%96%AF%E5%BA%93%E9%83%BD%E5%85%8B%E9%9C%B2%E5%A4%A9%E7%85%A4%E7%9F%BF,détenu 100% par personne naturelle. Pas dans la liste BOCC +Yulin Yuyang District Energy Investment Company,Yulin City Investment Operation Group,"0,20015",Yulin City Investment Operation Group,2,Personne 4,1,https://www.gem.wiki/Yulin_Shanghe_power_station,People's Govenment of Yuyang Distric Yulin City +Maatla Resources Pty Ltd,,"0,2",,,Personne 4,1,,Détenu par HMS Bergbau AG qui n'apparait pas sur BOCC 67.4% +Shandong Provincial People's Government State-owned Assets Supervision and Administration Commission,Province of Shandong China,"0,1981",Province of Shandong China,3,Personne 4,1,, +Peabody Energy,Peabody Energy,"2,548",Peabody Energy,3,Personne 4,1,, +Shanxi Coking Coal Group,Shanxi Coking Coal Energy Group,"0,19796",Shanxi Coking Coal Energy Group,3,Personne 4,1,, +美锦能源集团有限公司,,"0,197",,,Personne 4,1,, +Ordos Energy Investment and Development Company,Ordos State-Owned Asset Investment Holdings Group,"0,1962",Ordos State-Owned Asset Investment Holdings Group,2,Personne 4,1,https://paper.people.com.cn/zgnyb/html/2018-11/19/content_1894016.htm?utm_source=chatgpt.com, +Fujian Jiujia Investment Company,,"0,195",,,Personne 4,1,https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E5%AE%8F%E7%87%83%E8%83%BD%E6%BA%90%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E7%85%A4%E7%9F%BF,100% natural person +AP Mineral Development Corporation,,"0,194",,,Personne 4,1,https://www.india.gov.in/website-andhra-pradesh-mineral-development-corporation-ltd?page=1,functioning under Government of Andhra Pradesh +Shanxi Qinxin Energy Group,Shanxi Coking Coal Energy Group,"0,19061",Shanxi Coking Coal Energy Group,2,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%96%B0%E8%B6%85%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,Sanxi Coking coal Energy Group est detenu 51% par Shanxi Qinxin Energy Group +Assets Supervision and Administration Commission of Henan Provincial People's Government,,"0,1872",,,Personne 4,1,,State owned by the Henan provincial department of finance +Inner Mongolia Kaiyuan Shiye Group,,"0,1865",,,Personne 4,1,, +Nippon Steel Corp,Mitsubishi,"0,184",Mitsubishi,1,Personne 4,1,http://gem.wiki/ArcelorMittal_Nippon_Steel_Hazira_Plant,46.5% détenu par Mitsubishi UFJ Trus and Banking Corp/ Financial Group +Tiefa Energy,,"0,183568",,,Personne 4,1,,équivalent de Liaoning Tiefa Energy. Mais pas sur la liste BOCC +Shanxi Yulong Investment Group,,"0,181",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E5%8F%B3%E7%8E%89%E7%8E%89%E9%BE%99%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,99.15% natural person +Shanxi Dongyi Coal Electric Aluminum Group,,"0,176",,,Personne 4,1,, +Inner Mongolia Yingyuan Coal Transportation and Marketing Company,,"0,171",,,Personne 4,1,https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E7%9B%88%E6%BA%90%E7%85%A4%E7%82%AD%E8%BF%90%E9%94%80%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E7%8E%89%E5%B7%9D%E7%85%A4%E7%9F%BF,82% natural person +Sarda Energy and Minerals,,"0,171",,,Personne 4,1,https://www.gem.wiki/Binjkote_power_station,détenu 38.59% Chhattisgarh Investments Ltd et 7/33% Sarda Agriculture & Properties Pcv Ltd +Shanxi Tongzhou Coal and Coke Group,,"0,171",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E9%80%9A%E6%B4%B2%E9%9B%86%E5%9B%A2%E7%95%99%E7%A5%9E%E5%B3%AA%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,détenu 99.5% par natural persons +Guangda Holding Company,,"0,16966",,,Personne 4,1,https://www.gem.wiki/Hulunbuir_Baorixile_power_station,"70% Hangzhou Basai, le reste personne naturelle et unknown, n'apparait pas sur BOCC" +,,"0,16952",,,Personne 4,1,, +Shandong Zhongda Advanced Material Company,,"0,168",,,Personne 4,1,, +Shendong Tianlong Group,,"0,16785",,,Personne 4,1,, +Inner Mongolia Shengli Resource Group,,"0,16448",,,Personne 4,1,https://www.gem.wiki/%E5%87%86%E6%A0%BC%E5%B0%94%E6%97%97%E5%AE%8F%E4%B8%B0%E7%85%A4%E7%82%AD%E8%BF%90%E9%94%80%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E7%BA%A2%E6%A0%91%E6%A2%81%E7%85%A4%E7%9F%BF,détenu 40.45% par Labor Union Committéé of Inner Mongolia Shengli Resoiuces et 59/55% natural person +Bluenut Trading Ltd,,"0,164",,,Personne 4,1,https://www.gem.wiki/Arshanovsky_Coal_Mine,100% natural person +Guizhou Shuicheng Coal Mine Group,Province of Guizhou China,"0,16368",Province of Guizhou China,2,Personne 4,1,https://www.gem.wiki/Xincheng_Coal_Chemical_captive_power_station,62.43% Guizhou Provincial People's Government State-owned Assets Supervision and Administration commission +Anhui Xinji Coal and Electricity Group,China National Coal Group,"0,16261",China National Coal Group,2,Personne 4,1,https://www.investing.com/equities/xinji-energy-ownership?utm_source=chatgpt.com,31% Chuina national coal group corporaiton +Shenmu County State-Owned Asset Management Company,Shenmu City State-Owned Assets Operation,"0,16025",Shenmu City State-Owned Assets Operation,2,Personne 4,1,https://www.gem.wiki/Yulin_Shanghe_power_station, +Hong Kong Smartact Limited,,"0,16",,,Personne 4,1,, +American Metals and Coal International,,"0,15792",,,Personne 4,1,, +Ningxia Baofeng Group,,"0,15768",,,Personne 4,1,, +云南省投资控股集团有限公司,,"0,156",,,Personne 4,1,, +San Miguel Corporation,San Miguel,"0,327",San Miguel,3,Personne 4,1,, +Yidong Group,,"0,1525832",,,Personne 4,1,, +Shanghai Sunshine Investment Group,,"0,14749",,,Personne 4,1,, +Sasol Ltd,Sasol,"0,3",Sasol,3,Personne 4,1,, +Cathay Olympic Investment Company,,"0,147",,,Personne 4,1,, +JMS Mining Private,,"0,147",,,Personne 4,1,https://www.gem.wiki/Urtan_North_Coal_Mine,privately held +Menar,,"0,145",,,Personne 4,1,https://www.gem.wiki/Zululand_Anthracite_Colliery,privately held +Trade Union Committee,,"0,14256",,,Personne 4,1,https://www.gem.wiki/Prokopyevsky_Coal_Mine,"détenu par Biznes-Aktiv LLC et KEVRZ LLC, pas dans la liste" +MelTEK LLC,,"0,142",,,Personne 4,1,, +Hongchuang [Shenzhen] Investment Center,,"0,1416",,,Personne 4,1,https://www.gem.wiki/%E6%96%B0%E7%96%86%E5%AE%9C%E5%8C%96%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E6%96%B0%E7%96%86%E4%BA%94%E5%BD%A9%E6%B9%BE%E7%9F%BF%E5%8C%BA%E4%B8%80%E5%8F%B7%E9%9C%B2%E5%A4%A9%E7%9F%BF,détenu par state-onwed assets supervision and adminitratios commission of yichang municipas peopole's government +Yichang Xinfa Industry Investment Company,,"0,1389",,,Personne 4,1,, +Shaanxi Investment Group,Shaanxi Investment Group,"7,25041",Shaanxi Investment Group,3,Personne 4,1,, +PT Widyanusa Mandiri,,"0,133",,,Personne 4,1,, +Shaanxi Yanchang Petroleum Group,Shaanxi Yanchang Petroleum Group,"7,86388",Shaanxi Yanchang Petroleum Group,3,Personne 4,1,, +Yan’an Energy & Chemical Group,,"0,13056",,,Personne 4,1,https://www.gem.wiki/Yan%27an_Thermal_power_station,"Yan'an Municipal People's Government State-owned Assets +Supervision and Administration Commission" +Shanghai Zhixin Electric Company,State Grid of China,"0,12625",State Grid of China,3,Personne 4,1,https://www.linkedin.com/company/shanghai-zhixin-electric-co-ltd-/, +Paladar Trading Ltd,,"0,125",,,Personne 4,1,https://find-and-update.company-information.service.gov.uk/company/12218702/persons-with-significant-control,75% or more owned by Mr. Gareth William Sharp +Shaanxi Yulin Energy Group,Shaanxi Yulin Energy Group,"9,6936",Shaanxi Yulin Energy Group,3,Personne 4,1,, +Thungela Resources Ltd,,"0,124",,,Personne 4,1,https://www.investing.com/equities/thungela-resources-jse-ownership,"15.6% South African Government Employees Pension Fund, 11.07% Plublic investment corporation limites, 5.33% Allan Gray Proprietary Ltf, 4.48M JPMorgan Chase & Co, etc" +Erdos Chunhui Forest Company,Inner Mongolia Energy Group,"0,12336",Inner Mongolia Energy Group,1,Personne 4,1,https://www.gem.wiki/%E5%87%86%E6%A0%BC%E5%B0%94%E6%97%97%E5%AE%8F%E4%B8%B0%E7%85%A4%E7%82%AD%E8%BF%90%E9%94%80%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E7%BA%A2%E6%A0%91%E6%A2%81%E7%85%A4%E7%9F%BF,Erdos Chunhui fait partie de Inner Mongolia Energy Power Generation Investment Group Co Ltd +Shandong Energy,Shandong Energy Group,"20,72540182",Shandong Energy Group,3,Personne 4,1,, +Junggar Juli Cultivation Company,,"0,12336",,,Personne 4,1,, +West Bengal Power Development Corporation Limited [WBPDCL],,"0,12",,,Personne 4,1,https://www.gem.wiki/Sagardighi_Thermal_Power_Station,100% owned by State of West Bengal +Jameson Resources Ltd,,"0,11856",,,Personne 4,1,https://www.investing.com/equities/jameson-resources-ltd-ownership,"n'apparait pas dans la liste BOCC, 11% Pure Gold Pty, 8.33% Crocodile Capital Partners GmbH,e tc" +Dongyi International Group,,"0,11826",,,Personne 4,1,, +Langfang Heyuan Investment Center,,"0,11328",,,Personne 4,1,, +Ruoqiang Jiuxin Silicon Industry Company,,"0,112",,,Personne 4,1,https://www.gem.wiki/%E8%8B%A5%E7%BE%8C%E5%8E%BF%E9%98%B3%E5%85%89%E7%85%A4%E7%9F%BF%E5%BC%80%E5%8F%91%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E7%85%A4%E7%9F%BF,100% natural person +State Grid of China,State Grid of China,"0,1089",State Grid of China,3,Personne 4,1,, +Shanxi Yuehua Xingsheng Energy Investment Company,,"0,10824",,,Personne 4,1,, +Xinglonggou Village Committee,,"0,10824",,,Personne 4,1,, +PT Agata Nugraha Nastari,,"0,1075",,,Personne 4,1,,natural persons +J Power,Mitsubishi,"0,1065",Mitsubishi,1,Personne 4,1,https://www.gem.wiki/J-POWER_Tachibana-wan_power_station,"sur la liste BOCC il y a que mitsubishi qui détient un très petit pourcentage. Les autres: Nippon life insurance, small shareholders et natural persons" +Xinjiang Coal Trading Center Company,,"0,101",,,Personne 4,1,, +Baoqing County State Owned Esset Management Company,,"0,1006",,,Personne 4,1,,Baoqing County Finance Bureau 100% +Makhado Colliery Community Development Trust,,"0,1004",,,Personne 4,1,, +Shanghua Investment Company,,"0,10016",,,Personne 4,1,, +China Construction Bank,"China, People's Republic of (Government)","0,0994746","China, People's Republic of (Government)",,Personne 4,1,https://www.marketscreener.com/quote/stock/CHINA-CONSTRUCTION-BANK-C-6499911/company-shareholders/, +Hebei Weiyuan Group,,"0,09912",,,Personne 4,1,, +Hubei Yihua Chemical Company,,"0,09723",,,Personne 4,1,, +Shanxi Yujin Trading Company,,"0,09333",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%99%8B%E7%85%A4%E6%B2%81%E7%A7%80%E9%BE%99%E6%B9%BE%E8%83%BD%E6%BA%90%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E9%BE%99%E6%B9%BE%E7%85%A4%E7%9F%BF,100% natural persons +Jiuquan Iron and Steel Group,Gansu Provincial State-Owned Asset Investment Group,"0,09192",Gansu Provincial State-Owned Asset Investment Group,3,Personne 4,1,https://www.gem.wiki/Jisco-1_power_station,100% +China Huarong Asset Management Company,CITIC Group,"0,0912664",CITIC Group,3,Personne 4,1,https://www.investing.com/equities/china-huarong-asset-management-ownership,26% +China Qinghua Energy Group,,"0,09006",,,Personne 4,1,, +Shanghai Chengrui Investment Company,,"0,08538",,,Personne 4,1,, +Bengal Energy,,"0,085",,,Personne 4,1,https://www.marketscreener.com/quote/stock/BENGAL-ENERGY-LTD-1409062/company/,"Natural persons: 82% William Wheeler, Chayan Chakrabarty, Brian Moss" +Zuoyun Kaihao Industrial Company,,"0,08477",,,Personne 4,1,, +Henan Shenhuo Group,,"0,08448",,,Personne 4,1,, +Shanxi State-Owned Capital Investment Operation Company,Shanxi State-owned Capital Investment Operation,"0,4836",Shanxi State-owned Capital Investment Operation,1,Personne 4,1,, +Zhejiang Shenglong Industrial Company,,"0,08334",,,Personne 4,1,https://www.gem.wiki/%E6%96%B0%E7%96%86%E5%AE%9C%E5%8C%96%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E6%96%B0%E7%96%86%E4%BA%94%E5%BD%A9%E6%B9%BE%E7%9F%BF%E5%8C%BA%E4%B8%80%E5%8F%B7%E9%9C%B2%E5%A4%A9%E7%9F%BF,100% natural person +Government of Kyrgyzstan,,"0,083",,,Personne 4,1,, +Mbuyelo Coal,,"0,08195",,,Personne 4,1,https://www.gem.wiki/Welstand_Coal_Mine,"45% Africa coal partners, 54% unknown " +Erdos Chunhui,Inner Mongolia Energy Power Generation Investment Group Co Ltd. ,"0,078",Inner Mongolia Energy Power Generation Investment Group Co Ltd. ,1,Personne 4,1,,"L'entreprise Erdos n'a pas l'air d'apparaitre sur internet, peut être c'est une filiale ou subdivicion d'une organisation plus large. Sur le site de GEM ça apparait sur 5. Project Owner Information comme owner de 12%, ensuite sur l'Ownership tree le Inner Mongolia Energy power a aussi 12%" +Jiutai Energy,,"0,07766",,,Personne 4,1,, +Bathurst Resources Ltd,,"0,077",,,Personne 4,1,https://www.marketscreener.com/quote/stock/BATHURST-RESOURCES-LIMITE-13920675/company-shareholders/, +Yingda International Trust Company,State Grid of China,"0,077",State Grid of China,3,Personne 4,1,https://en.wikipedia.org/wiki/Yingda_International_Trust, +Xue Feng,,"0,07644",,,Personne 4,1,, +Shenmu Coal Company,,"0,0756",,,Personne 4,1,, +Yulin Yuyang Coal Company,,"0,0756",,,Personne 4,1,https://www.gem.wiki/%E6%A6%86%E6%9E%97%E5%B8%82%E6%A6%86%E9%98%B3%E5%8C%BA%E6%96%B9%E5%AE%B6%E7%95%94%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8,pas dans la liste BOCC +Ramaco Resources Inc,Yorktown Partners & Blackrock,"0,075",Yorktown Partners & Blackrock,3,Personne 4,1,https://www.investing.com/equities/ramaco-resources-inc-ownership,"19.15% Yorktown, 5/9% Blarckock" +Shanxi Xiangning Coking Coal Group,,"0,075",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E4%B9%A1%E5%AE%81%E7%84%A6%E7%85%A4%E9%9B%86%E5%9B%A2%E7%A5%9E%E8%A7%92%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,100% State-owned Assets Supervision and Administration Bureau of Xiangning County Government +OGK Management JSC,,"0,0748",,,Personne 4,1,https://www.gem.wiki/Syllakhsky_Coal_Mine,Legal Agency KB Egida LLC +Jiaxing Dejian Investment Partnership,,"0,073",,,Personne 4,1,, +Minerals Development Company Botswana,,"0,073",,,Personne 4,1,https://www.gem.wiki/Morupule_Coal_Mine,Government of Botswana +Shanxi Zezhou Tiantai Energy Company,,"0,073",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%B3%BD%E5%B7%9E%E5%A4%A9%E6%B3%B0%E5%B2%B3%E5%8D%97%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,"Zezhou county industry and inforlmation technology bureau, shanxi provincial department of finance" +Xiangyuan Jinxin Investment Management Group,,"0,072",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E8%A5%84%E5%9E%A3%E9%87%91%E6%98%9F%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,natural person +Shenergy,Shenergy Group,"0,79196",Shenergy Group,1,Personne 4,1,, +Shenmu City State-Owned Assets Operation Company,Shenmu City State-Owned Assets Operation,"0,96768",Shenmu City State-Owned Assets Operation,1,Personne 4,1,, +Aditya Birla Group,,"0,071",,,Personne 4,1,, +Beijing Xinde Yuansheng Investment Company,,"0,0682",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E5%85%B0%E8%8A%B1%E7%A7%91%E5%88%9B%E7%8E%89%E6%BA%AA%E7%85%A4%E7%9F%BF%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8,100% natural person +Shanxi Xiangkuang Group,,"0,068",,,Personne 4,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E8%A5%84%E7%9F%BF%E6%99%8B%E5%B9%B3%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,State-Owned Assets supervision and administration bureau of Xiangyuan county government +Binxian Coal Company,,"0,06795",,,Personne 4,1,, +China Minsheng Investment Company,,"0,06794",Aucune correspondance,,Personne 5,1,Cf. site web de la China Minsheng Bank https://en.cmbc.com.cn/, +Shougang Group,Shougang Group,"0,17406",,,,,, +Inner Mongolia Xinglong Energy Group,Inner Mongolia Energy Group ?,"0,06732",Inner Mongolia Energy Group ?,1,Personne 5,1,, +Ichor Coal NV,,"0,06705",Aucune correspondance,,Personne 5,1,, +Government of Uttar Pradesh,Coal India / Oil india ?,"0,06426",Coal India / Oil india ?,1,Personne 5,1,"https://en.wikipedia.org/wiki/Coal_India +https://en.wikipedia.org/wiki/Oil_India",Probablement une des compagnies nationale (détenue à 90%) si l'investisseur est l'état de l'Uttar Pradesh +AMCI,,"0,064",Aucune correspondance,1,Personne 5,1,https://amcigroup.com/,Site web en maintenance. Lien avec K-M Investment Corp mais aucune source fiable trouvée. +Riverstone,Talen ?,"0,064",Talen ?,1,Personne 5,1,"https://www.opensanctions.org/entities/gem-own-e100002015175/ +https://www.riverstonerel.com/about/",Riverstone Energy Partners V détiendrait près de 20% de Talen. Lien de parenté inversé. +Xinjiang Kekedala State-Owned Capital Investment and Operation Company,Xinjiang Kokdala State Owned Asset Investment,"0,0637",Xinjiang Kokdala State Owned Asset Investment,2,Personne 5,1,, +Shanxi Juhuang Century Investment Company,Shaanxi Coal & Chemical Industry Group ?,"0,06222",Shaanxi Coal & Chemical Industry Group ?,1,Personne 5,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E6%99%8B%E7%85%A4%E6%B2%81%E7%A7%80%E9%BE%99%E6%B9%BE%E8%83%BD%E6%BA%90%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E9%BE%99%E6%B9%BE%E7%85%A4%E7%9F%BF,Entreprise d'état ou autofinancée ? +Sojitz,Sojitz,"3,4845",,,,,, +Semirara Mining and Power Corp,,"0,062",Aucune correspondance,1,Personne 5,1,https://www.opensanctions.org/entities/NK-dbKEmGkoSA7vFLJ3eMGRD9/,"Entreprise détenue à 57% par DMCI Holdings, elle-même détenue à plus de 50% par Dacon (Philippines)." +Inner Mongolia Shuangxin Energy Chemical Company,Autonomous Region of Inner Mongolia China,"0,06132",Autonomous Region of Inner Mongolia China,1,Personne 5,1,https://shuangxingroup.lookchem.com/,Entreprise d'état contrôlée via la région autonome de Mongolie intérierue ? +Salungano Group,,"0,061",Aucune correspondance,1,Personne 5,1,"https://www.gem.wiki/Vanggatfontein_Coal_Mine +https://www.opensanctions.org/entities/gem-own-e100000132165/",Entreprise sud-africaine déténue à plus de 50% par K2016316243 (SA) Pty Ltd +Shandong Guohui Investment Co Ltd,Shandong Energy Group,"0,0566",Shandong Energy Group,2,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000124585/,L'entreprise possède 20% de Shandong Energy Group et appartient à 100% à Shandong Provincial People's Government State-owned Assets Supervision and Administration Commission +State Grid Corporation of China,State Grid of China,"0,94235",,,,,, +Bowen Coking Coal,,"0,056",Aucune correspondance,1,Personne 5,1,"https://www.opensanctions.org/entities/gem-own-e100001010170/ +https://www.gem.wiki/Comet_Ridge_Coal_Mine","Entreprise détenue par une dizaine d'entités (UBS, BNP, HSBC, Crocodile Capital, etc.) dont aucun ne figure dans la liste BOCC." +TalTEK JSC,,"0,056",Aucune correspondance,1,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000132266/,Entreprise russe d'état ? +Xinjiang Guanghui Industry Investment Group,Xin Jiang Guang Hui Industry Investment Group,"0,056",Xin Jiang Guang Hui Industry Investment Group,3,Personne 5,1,https://en.wikipedia.org/wiki/Xinjiang_Guanghui_Industry_Investment_Group, +Ruiqian Investment Development Company,,"0,055",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/%E8%B4%B5%E5%B7%9E%E5%A4%A7%E8%A5%BF%E5%8D%97%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E9%87%91%E6%B2%99%E5%8E%BF%E6%96%B0%E5%8C%96%E4%B9%A1%E5%AE%89%E8%83%BD%E7%85%A4%E7%9F%BF,Entreprise détenue par un particulier ? (Natural Person à 100%) ou par l'état chinois ? +PT Atlas Resources,,"0,054",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/Citra_Global_Artha_Mine,"Entreprise détenue majoritairement par des petits porteurs, puis par la société PT Calorie Viva Utama, elle-même détenue à 99% par la société PT Artha Jasa Sentosa (Indonésie)" +Ordos Kaiyuan Investment Company,,"0,051",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E6%B1%87%E8%83%BD%E7%85%A4%E7%94%B5%E9%9B%86%E5%9B%A2%E5%B7%B4%E9%9A%86%E5%9B%BE%E7%85%A4%E7%82%AD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%E7%85%A4%E7%9F%BF,Entreprise serait détenue à 98% par une personne physique. +Prakash Industries Limited,,"0,051",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/Bhaskarpara_Coal_Mine,Entreprise indienne détenue à 85% par des petits porteurs et à 15% par une personne physique. +China Securities Finance Corporation,,"0,05061",Aucune correspondance,1,Personne 5,1,"https://www.opensanctions.org/entities/gem-own-e100001000881/ +https://en.wikipedia.org/wiki/China_Securities_Finance",Entreprise d'état détenue à travers 7 places de marché chinois +Bayannaoer Zhuoyue Building Materials Company,,"0,04962",Aucune correspondance,1,Personne 5,1,,Pas de source fiable +Shangqiu Oriental Investment Company,,"0,04928",Aucune correspondance,1,Personne 5,1,,Pas de source fiable +Guizhou Guoxing Mining Group,,"0,047",Aucune correspondance,1,Personne 5,1,, +Aurobindo Reality and Infrastructure,,"0,046",Aucune correspondance,1,Personne 5,1,, +Shanxi Yunze Energy Investment Group,,"0,04488",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E5%BF%BB%E5%B7%9E%E7%A5%9E%E8%BE%BE%E5%8D%93%E8%BE%BE%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,Probablement Shanxi Yunze Energy Technology Group. Groupe détenue par personne physique à 98% +Tianjin Energy Investment Group,Tianjin Energy Investment,"0,32158",,,,,, +Shanxi Yunze Energy Investment Group[,,"0,04312",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/%E5%B1%B1%E8%A5%BF%E5%BF%BB%E5%B7%9E%E7%A5%9E%E8%BE%BE%E5%8D%93%E8%BE%BE%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,Probablement Shanxi Yunze Energy Technology Group. Groupe détenue par personne physique à 98% +Fairmine Group,,"0,042",Aucune correspondance,1,Personne 5,1,"http://fairminegroup.com/About.html +https://www.gem.wiki/Rajhara_North-Central-Eastern_Coal_Mine",Groupe dont l'entité Fairmine Carbons Private Limited semble n'être détenue que par une personne physique. +Individuals,,"0,041796",Aucune correspondance,1,Personne 5,1,, +JAZ Ventures LLC,,"0,04136",Aucune correspondance,1,Personne 5,1,"https://www.opensanctions.org/entities/gem-own-e100000131722/ +https://grconnect.com/coal100/ry2021/index.php?search=yes&company2=112&iframe=yes",Peu d'informations. Entreprise serait une LP et non une LLC. +Inner Mongolia Yongxin Asset Management Company,,"0,041",Aucune correspondance,1,Personne 5,1,https://www.gem.wiki/%E5%86%85%E8%92%99%E5%8F%A4%E6%80%A1%E5%92%8C%E8%81%9A%E6%BA%90%E7%85%A4%E7%82%AD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8,Entreprise qui serait détenue à 99% par personne physique +Shanxi Yaxin Energy Group,,"0,03984",,,Personne 5,1,, +Jinchengtai Limited Liability Company Of Chemical Industry of Ordos City,,"0,03883",,,Personne 5,1,, +Yanchang Oil and Minerals Administration Hengshan Oil Drilling and Production Company,,"0,0378",,,Personne 5,1,, +Erdos Jiuyuan Investment Company,,"0,0373",,,Personne 5,1,, +Huainan Industial Development Group,,"0,03626",,,Personne 5,1,, +Industrial Development Corporation of South Africa Ltd,,"0,033634",,,Personne 5,1,"https://www.idc.co.za/about-us/ +https://www.opensanctions.org/entities/gem-own-e100001000576/",Détenue à 100% par le gouvernement sud-africain. +Bathurst Resources,,"0,03344",,,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100001016487/,Principalement détenue par fonds singapourien. +Monnet Global Limited,,"0,031",,,Personne 5,1,, +Inner Mongolia Shuntai Investment Company,,"0,0308",,,Personne 5,1,, +other,,"0,03012",,,Personne 5,,, +China Chengtong Holding Company,,"0,03",,,Personne 5,1,http://www.cctgroup.com.cn/cctgroupen/about_us/group_profile/index.html,Détenue par gouvernement chinois +Warrior Met Coal Inc,Warrior Met Coal,"0,184",,,,,, +Elektrani na Severna Makedonija AD,,"0,029",,,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000002049/,Détenue par gouvernement macédonien +Guizhou Xingweixing Energy Investment Company,,"0,029",,,Personne 5,1,, +Shandong Caixin Asset Operation Co Ltd,"Shandong, Province of","0,0283","Shandong, Province of",3,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000125675/,Probablement détenue par le gouvernement chinois +Whitehaven Coal Ltd,Whitehaven Coal,"0,534",,,,,, +Inner Mongolia Tianyu Innovation Investment Group,,"0,027",,,Personne 5,1,https://www.gem.wiki/%E4%B9%8C%E6%B5%B7%E5%B8%82%E6%B8%A9%E6%98%8E%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E5%8D%A1%E5%B8%83%E5%85%B6%E7%85%A4%E7%9F%BF,Détenue par personne physique +PT Lintas Timur Investama,,"0,0266",,,Personne 5,1,, +China Shipping,,"0,0259",,,Personne 5,1,, +内蒙古蒙兴投资集团有限公司,,"0,025",,,Personne 5,1,, +Sarda Energy And Minerals,,"0,024",,,Personne 5,1,https://www.gem.wiki/Binjkote_power_station,détenu 38.59% Chhattisgarh Investments Ltd et 7/33% Sarda Agriculture & Properties Pcv Ltd +Buffalo Coal Corp,,"0,0238",,,Personne 5,1,, +Shanxi Xinzhou Shenda Energy Group,,"0,02244",,,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000130276/,Probablement entreprise étatique. Détenue à 90% par Xinzhou Industry and Information Technology Bureau +SLS Group,,"0,022",,,Personne 5,1,https://www.gem.wiki/Andrea_Multi_Energy_Coal_Mine,Entreprise indonésienne probablement détenue à 100% par personne physique. +Fuqing Dihou Investment Partnership [General Partnership],,"0,021",,,Personne 5,1,https://www.gem.wiki/%E8%B4%B5%E5%B7%9E%E7%9C%81%E9%87%91%E6%B2%99%E5%8E%BF%E5%85%B4%E5%90%89%E7%9F%BF%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E6%B8%9D%E5%8D%97%E7%85%A4%E7%9F%BF,Entreprise détenue par personne physique +Shanxi Xinxing Coal Power & Chemical Group,,"0,02065",,,Personne 5,1,, +Inner Mongolia Yidong Investment Group,,"0,02",,,Personne 5,1,https://www.gem.wiki/Inner_Mongolia_Yidong_Dongfang_captive_power_station,Propriétaire majoritaire inconnu +Changchun Jijun Trade Company,,"0,01996",,,Personne 5,1,, +Boulder Stone Mart,,"0,018",,,Personne 5,1,, +Lin Huiquan,,"0,0161392",,,Personne 5,1,, +U&D Mining Industry,,"0,016",,,Personne 5,1,, +Guohua Industry,,"0,01554",,,Personne 5,1,, +PT Arkara Wira Sanjaya,,"0,0154",,,Personne 5,1,, +Xuzhou Coal Mining Group,Xuzhou Coal Mining Group,"1,206",,,,,, +Shanxi Coal Transportation and Sales Group,,"0,01488",,,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000126312/,Probablement détenue par le gouvernement à travers la Jinneng Holding Group +Xinzhou Coal Industry Bureau,,"0,01488",,,Personne 5,1,, +Su Zhenping,,"0,0132",,,Personne 5,1,,Personne physique ? +Shreesatya Mines Private Limited,,"0,013",,,Personne 5,1,, +Jiangsu Shagang Herun Energy Investment Company,,"0,012397",,,Personne 5,1,, +Yin Chengguo,,"0,0114",,,Personne 5,1,,Personne physique ? +Xinjiang Production and Construction Corps,,"0,0112",,,Personne 5,1,"https://www.opensanctions.org/entities/NK-hq8CwabGxiCtdKsUcqN5tA/ +https://en.wikipedia.org/wiki/Xinjiang_Production_and_Construction_Corps",Entreprise d'état chinoise +South African Black Economic Empowerment,,"0,0102",,,Personne 5,1,https://en.wikipedia.org/wiki/Black_Economic_Empowerment,Détenue par l'état sud-africain ? +Chuxiong Prefecture Lvhe Coal Industry Company,,"0,01",,,Personne 5,1,https://www.gem.wiki/%E6%A5%9A%E9%9B%84%E5%B7%9E%E5%90%95%E5%90%88%E7%85%A4%E4%B8%9A%E6%9C%89%E9%99%90%E8%B4%A3%E4%BB%BB%E5%85%AC%E5%8F%B8%E9%95%BF%E5%9D%A1%E7%85%A4%E7%9F%BF,Actionnaire majoritaire inconnu +Beijing Huirong Shengjing Equity Investment Fund Management Center,,"0,00876",,,Personne 5,1,, +Ferroglobe PLC,,"0,008",,,Personne 5,1,"https://www.opensanctions.org/entities/NK-3VmNPFNfmnuKoSKZaXcVXx/ +https://www.lesechos.fr/2009/08/grupo-villar-mir-de-pere-en-fils-475027","Détenue majoritairement par Grupo Villar Mil, société espagnole privée." +Inner Mongolia Guanghui Coal Company,,"0,008",,,Personne 5,,, +Datong City State-Owned Assets Supervision and Administration Commission,,"0,00744",,,Personne 5,,, +PT Harum Energy Tbk,,"0,0066",,,Personne 5,1,, +Ordos Antel Investment Company,,"0,00657",,,Personne 5,1,, +Shandong Development Investment Holding Group,,"0,00586",,,Personne 5,1,, +Shanxi Fuzhuo Energy Company,,"0,0054208",,,Personne 5,1,, +Capital Industy Construction Group,,"0,00528",,,Personne 5,1,, +Jingneng Power,,"0,00518",,,Personne 5,1,, +Andhra Pradesh Mineral Development Corporation,,"0,005",,,Personne 5,1,, +China Huarong Asset Management Compay,,"0,0020163",,,Personne 5,1,, +China Construction Bank Corporation,,"0,00156",,,Personne 5,1,, +Shaanxi Hancheng Xihan Industry and Trade Group Development Company,,"0,00121475",,,Personne 5,1,, +Xingye International Trust Company,,"0,000638706",,,Personne 5,1,, +Baoshan Iron and Steel Company,,0,,,Personne 5,1,, +Energogrupp LLC,,0,,,Personne 5,1,, +Fude Life Insurance Company,,0,,,Personne 5,1,, +Government of North Korea,,0,,,Personne 5,1,, +Industrial Development Corporation,,0,,,Personne 5,1,"https://www.idc.co.za/about-us/ +https://www.opensanctions.org/entities/gem-own-e100001000576/",Détenue à 100% par le gouvernement sud-africain. +Jilin Province Coal Industry Group,,0,,,Personne 5,,, +New Largo Employee & Community Trusts,,0,,,Personne 5,1,"https://seritiza.com/business/seriti-power/new-largo/ +https://www.opensanctions.org/entities/gem-own-e100001000783/",Détenue majoritairement par Seriti et le gouvernement sud-africain +Octo Coal LLC,,0,,,Personne 5,1,, +Seriti,,0,,,Personne 5,1,https://seritiza.com/about/board-shareholders/, +Shanxi Shuozhou Mining Company,,0,,,Personne 5,1,https://www.opensanctions.org/entities/gem-own-e100000126897/,Probablement détenue par le gouvernement à travers la Jinneng Holding Group +Tibet Hengyisheng Investment Company,,0,,,Personne 5,1,, diff --git a/nb/create_coal_datasets.ipynb b/nb/create_coal_datasets.ipynb new file mode 100644 index 0000000..f445af6 --- /dev/null +++ b/nb/create_coal_datasets.ipynb @@ -0,0 +1,960 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "831a803e-10a5-4af5-8466-0a15ebe96686", + "metadata": {}, + "source": [ + "# create new coal df" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f3ff5192-1efc-4f7a-9ad5-23cf6ee1bccf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import re\n", + "\n", + "from carbon_bombs.io.gem import load_coal_mine_gem_database\n", + "\n", + "\n", + "def _year_match(x):\n", + " match = re.search(r'\\b\\d{4}\\b', str(x))\n", + "\n", + " if match:\n", + " return int(match.group())\n", + "\n", + " return 3000\n", + "\n", + "def _add_rank_columns(df_gem): \n", + " \n", + " df_gem[\"year\"] = df_gem[\"start_year\"].apply(\n", + " lambda x: _year_match(x)\n", + " )\n", + " df_gem[\"rank\"] = df_gem.groupby(\"project_name\").year.rank(method=\"first\", ascending=True)\n", + "\n", + "\n", + "\n", + "def load_gem_database():\n", + " \n", + " df_gem = load_coal_mine_gem_database()\n", + " \n", + " # renaming to match CB\n", + " manual_matching = {\n", + " \"Troyanovo 3 Coal Mine\": \"Maritsa Coal Mines\",\n", + " \"Troyanovo 1 Coal Mine\": \"Maritsa Coal Mines\",\n", + " \"Troyanovo-North Coal Mine\": \"Maritsa Coal Mines\",\n", + " \"Kuu-Check Coal Mine\": \"Borly Coal Mines\",\n", + " \"Molodezhny Coal Mine\": \"Borly Coal Mines\",\n", + " \"Kolubara D & E Coal Mine\": \"Kolubara Mine Complex\",\n", + " \"Kolubara G Coal Mine\": \"Kolubara Mine Complex\",\n", + " \"Radljevo Coal Mine\": \"Kolubara Mine Complex\",\n", + " \"Tamnava-West Coal Mine\": \"Kolubara Mine Complex\",\n", + " \"Shubarkol Centralny Coal Mine\": \"Shubarkol Coal Mine\",\n", + " \"Shubarkol Zapadny Coal Mine\": \"Shubarkol Coal Mine\",\n", + " \"East Well of Sihe Coal Mine\": \"Sihe Coal Mine\",\n", + " \"West Well of Sihe Coal Mine\": \"Sihe Coal Mine\",\n", + " \"Wilton Coal Mine\": \"Wilton and Fairhill Coal Projects\",\n", + " \"Fairhill Coal Mine\": \"Wilton and Fairhill Coal Projects\",\n", + " }\n", + " df_gem[\"Mine Name\"] = df_gem[\"Mine Name\"].replace(manual_matching)\n", + "\n", + " # map columns\n", + " GEM_cols_mapping = {\n", + " \"GEM Mine ID\": \"gem_id\",\n", + " \"Mine Name\": \"project_name\",\n", + " \"Country / Area\": \"country\",\n", + " \"Latitude\": \"latitude\",\n", + " \"Longitude\": \"longitude\",\n", + " \"Parent Company\": \"parent_company\",\n", + " \"Status\": \"project_status\",\n", + " \"Project Type\": 'project_type',\n", + " \"Project Phase\": \"project_phase\",\n", + " \"Opening Year\": \"start_year\",\n", + " \"Total Reserves (Proven and Probable, Mt)\": \"reserves\",\n", + " \"Total Resource (Inferred, Indicated, Measured)\": \"resources\",\n", + " \"Coal Type\": \"coal_type\",\n", + " \"Coal Grade\": \"coal_grade\",\n", + "\n", + " 'Closing Year': 'closing_year', \n", + " 'Year of Total Reserves Recorded': 'recorded_year', \n", + " \"GEM_url\": \"gem_url\",\n", + " }\n", + "\n", + " df_gem[\"GEM_url\"] = np.where(\n", + " df_gem[\"GEM Wiki Page (ENG)\"].isna(), df_gem[\"GEM Wiki Page (Non-ENG)\"], df_gem[\"GEM Wiki Page (ENG)\"]\n", + " )\n", + "\n", + " # keep only wanted columns\n", + " df_gem = df_gem.loc[:, GEM_cols_mapping.keys()]\n", + " df_gem = df_gem.rename(columns=GEM_cols_mapping)\n", + "\n", + " # put project status to lowercase\n", + " df_gem[\"project_status\"] = df_gem[\"project_status\"].str.lower()\n", + " \n", + " # update country name\n", + " df_gem[\"country\"] = df_gem[\"country\"].replace({\n", + " \"Türkiye\": \"Turkey\"\n", + " })\n", + "\n", + " # format reserves and resources columns\n", + " df_gem[\"reserves\"] = df_gem[\"reserves\"].replace('-', np.nan) \n", + " df_gem[\"resources\"] = df_gem[\"resources\"].replace('-', np.nan) \n", + "\n", + " # Retrieve reserves (to estimate emission) based on the paper\n", + " # \"Coal reserves are defined in this dataset as “recoverable reserves”[...] \"\n", + " # \" When recoverable reserve figures were unavailable, we collected data on coal resources and indicated those in the dataset in Reserve category.\"\n", + " df_gem[\"volume_million_tons\"] = np.where(df_gem[\"reserves\"].isna(), df_gem[\"resources\"], df_gem[\"reserves\"])\n", + " \n", + " df_gem[\"reserve_category_name\"] = np.where(\n", + " ~df_gem[\"reserves\"].isna(), \"Reserve\", np.where(\n", + " ~df_gem[\"resources\"].isna(), \"Resource\", None\n", + " )\n", + " )\n", + "\n", + " # Consider 'Bituminous (Met)' type\n", + " df_gem[\"coal_type\"] = np.where(\n", + " (df_gem[\"coal_type\"] == 'Bituminous') & (df_gem[\"coal_grade\"].str.contains(\"Met\")),\n", + " 'Bituminous (Met)',\n", + " df_gem[\"coal_type\"]\n", + " )\n", + "\n", + " # here the dataframe has multiple rows for the same Mine since we can have some expension\n", + " \n", + " # KEEP 1 ROW for each mine, use the one with the first year\n", + " # special cases e.g. Angus Place Coal Mine --> no opening year for both bt Expansion took as first\n", + " _add_rank_columns(df_gem)\n", + "\n", + " # Coal emission factors based on the paper\n", + " coal_type_factor = {\n", + " 'Bituminous': 0.00244068,\n", + " 'Bituminous (Met)': 0.00266772,\n", + " 'Subbituminous': 0.00181629,\n", + " 'Lignite': 0.0012019,\n", + " 'Anthracite': 0.00262461,\n", + " 'Default': 0.002\n", + " }\n", + "\n", + " # See what to do for these cases\n", + " # 'Anthracite&Bituminous', 'Subbituminous / Lignite', 'Bituminous and Subbituminous'\n", + " # TODO\n", + " df_gem[\"coal_type\"] = df_gem[\"coal_type\"].replace(\n", + " {\n", + " 'Anthracite&Bituminous': 'Anthracite',\n", + " 'Subbituminous / Lignite': 'Subbituminous',\n", + " 'Bituminous and Subbituminous': 'Bituminous',\n", + " }\n", + " ).fillna('Default')\n", + " \n", + " # Compute emissions\n", + " df_gem[\"emissions_factor\"] = df_gem[\"coal_type\"].apply(\n", + " lambda x: (coal_type_factor[x] if x in coal_type_factor else None)\n", + " )\n", + " df_gem[\"emissions\"] = (\n", + " df_gem[\"volume_million_tons\"] * df_gem[\"emissions_factor\"] * np.where(df_gem[\"reserve_category_name\"] == 'Resource', 0.488, 1)\n", + " )\n", + "\n", + " # keep only one row per mine\n", + " df_final = df_gem.loc[df_gem[\"rank\"] == 1]\n", + "\n", + " assert len(df_final) == df_gem[\"project_name\"].nunique()\n", + " assert set(df_final[\"project_name\"]) == set(df_gem[\"project_name\"])\n", + "\n", + " # ========== TEMP FOR ANALYSIS ========== #\n", + " df_gem[\"calculation_detail\"] = np.where(\n", + " df_gem[\"volume_million_tons\"].fillna(0) == 0,\n", + " None,\n", + " \"( \"\n", + " + df_gem[\"volume_million_tons\"].astype(str).fillna(\"\")\n", + " + ' ['\n", + " + df_gem[\"coal_type\"].fillna(\"\") \n", + " + \" - \" \n", + " + df_gem[\"reserve_category_name\"].fillna(\"none\")\n", + " + np.where(\n", + " df_gem[\"reserve_category_name\"] == 'Resource', ' (apply 48.8% ratio)', ''\n", + " )\n", + " + \"] * \"\n", + " + df_gem[\"emissions_factor\"].round(6).astype(str)\n", + " + \" ) + \"\n", + " )\n", + "\n", + " # Compute total emissions\n", + " total_em_df = df_gem.groupby(\"project_name\").agg(\n", + " total_emissions=(\"emissions\", \"sum\"),\n", + " total_volume=(\"volume_million_tons\", \"sum\"),\n", + " calculation_detail=(\"calculation_detail\", \"sum\"),\n", + " )\n", + "\n", + " # merge to add total emissions to the final df\n", + " df_final = df_final.merge(\n", + " total_em_df,\n", + " on=\"project_name\"\n", + " )\n", + "\n", + " # Final post process\n", + " df_final[\"total_emissions\"] = df_final[\"total_emissions\"].astype(float).round(3)\n", + " df_final[\"year\"] = df_final[\"year\"].replace(3000, None)\n", + " df_final[\"calculation_detail\"] = df_final[\"calculation_detail\"].str[:-3]\n", + "\n", + " # hardcoded fix for some mines with double entered volume (for operating and expansion project)\n", + " mines_to_fix = [\n", + " 'Elk Creek Mine (WV)',\n", + " 'Guanyinshan No. 1 Coal Mine',\n", + " 'Guizhou Xingyi Xingfa Coal Mine',\n", + " 'Huale Coal Mine',\n", + " 'Ketki Coal Mine',\n", + " 'Mayixi No.1 Coal Mine',\n", + " 'Ngaka Coal Mine',\n", + " 'North Urimari Birsa Coal Mine',\n", + " 'Novoshakhtinskoye Coal Mine',\n", + " 'Shitoumei No.1 Coal Mine',\n", + " 'Tevshiin Govi Coal Mine',\n", + " 'West Well of Faer Second Coal Mine',\n", + " 'Western Coal Project',\n", + " 'Xinyuan UG Coal Mine'\n", + " ]\n", + " cols_to_fix = [\n", + " \"total_emissions\", \"total_volume\"\n", + " ]\n", + "\n", + " df_final.loc[df_final[\"project_name\"].isin(mines_to_fix), cols_to_fix] = (\n", + " df_final.loc[df_final[\"project_name\"].isin(mines_to_fix), cols_to_fix] / 2\n", + " )\n", + " df_final.loc[df_final[\"project_name\"].isin(mines_to_fix), \"calculation_detail\"] = (\n", + " df_final.loc[df_final[\"project_name\"].isin(mines_to_fix), \"calculation_detail\"] + ' divided by 2 (error in GEM source)'\n", + " )\n", + " \n", + " # Sanity check to be sure that we only have one row per mine\n", + " assert len(df_final) == df_gem[\"project_name\"].nunique()\n", + " assert set(df_final[\"project_name\"]) == set(df_gem[\"project_name\"])\n", + "\n", + " return df_final\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b58a1393-201b-4ea3-b5c8-f144fbb109f5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from carbon_bombs.conf import FPATH_SRC_KHUNE_PAPER\n", + "\n", + "\n", + "def load_paper_database():\n", + " \n", + " df_paper = pd.read_excel(\n", + " FPATH_SRC_KHUNE_PAPER, sheet_name=\"Coal\", engine=\"openpyxl\", skipfooter=3\n", + " )\n", + " \n", + " cols_paper = {\n", + " 'Project Name': 'project_name',\n", + " 'Country': 'country',\n", + " 'Potential emissions (GtCO2)': 'total_emissions',\n", + " 'Status': 'project_status',\n", + " 'Reserves (Million tons)': 'volume_million_tons',\n", + " 'Reserve category name': 'reserve_category_name',\n", + " 'Emissions factor': 'emissions_factor',\n", + " 'Coal type': 'coal_type',\n", + " 'Year': 'start_year',\n", + " \"Source\": \"source_paper\"\n", + " # 'New': 'New'\n", + " }\n", + " \n", + " df_paper = df_paper[cols_paper.keys()]\n", + " df_paper = df_paper.rename(columns=cols_paper)\n", + " \n", + " manual_matching = {\n", + " \"Afşin-Elbistan Coal Mine\": \"Afşin-Elbistan Coal Mines\",\n", + " \"Bernice-Cygnus Coal Mine\": \"Berenice-Cygnus Coal Mine\",\n", + " \"Bogatyr Coal Mine\": \"Bogatyr Coal Mine (Kazakhstan)\",\n", + " \"Changcheng No.3 Coal Mine\": \"Changcheng No. 3 Coal Mine\",\n", + " \"Dananhu No. 7 Coal Mine\": \"Dananhu No. 7 Mine\",\n", + " \"Dananhu No.1 Coal Mine\": \"Dananhu No. 1 Coal Mine\",\n", + " \"Dananhu West No.2 Coal Mine\": \"Dananhu No. 2 Surface Mine\",\n", + " \"Hongshaquan No.1 Coal Mine\": \"Hongshaquan No. 1 Surface Mine\",\n", + " \"Huangling No.2 Coal Mine\": \"Huangling No. 2 Coal Mine\",\n", + " \"Jiangjun Gebi No.2 Coal Mine\": \"Jiangjun Gebi No. 2 Coal Mine\",\n", + " \"Kaniha Coal Mine\": \"Gopalji Kaniha Coal Mine\",\n", + " \"Project Motheo\": \"Morupule Coal Mine\",\n", + " \"Shahaiji No.1 Coal Mine\": \"Shajihai No.1 Coal Mine\",\n", + " \"Shajihai No.2 Coal Mine\": \"Xinjiang Shajihai Coal Mine\",\n", + " \"Talike District No. 2 Coal Mine\": \"Talike No. 2 Coal Mine\",\n", + " \"Ulug-Khem Project\": \"Ulug-Khem Coal Mine\",\n", + " \"West Macedonia Lignite Centre (WMLC)\": \"West Macedonia Lignite Centre\",\n", + " \"Xinwen Ili No.1 Coal Mine\": \"Xinwen IlI No.1 Coal Mine\",\n", + " \"Yallourn\": \"Yallourn Coal Mine\",\n", + " \"Yangchangwan No.1 Well Coal Mine\": \"Yangchangwan Coal Mine\",\n", + " \"Yangquan No.1 Coal Mine\": \"Yangquan No. 1 Coal Mine\",\n", + " \"Yimin Surface Coal Mine\": \"Yimin Surface Mine\",\n", + " \"Banhardih\": \"Banhardih Coal Mine\",\n", + " \"Fording River\": \"Fording River Operations\",\n", + " \"Gare Pelma Sector II\": \"Gare Palma II Coal Mine\",\n", + " \"Hamilton County Mine No.1\": \"Hamilton Mine No. 1\",\n", + " \"Kerandari BC\": \"Kerendari Coal Mine\",\n", + " \"Mandakini B\": \"Mandakini–B Coal Mine\",\n", + " \"Saharpur Jamarpani\": \"Saharpur-Jamarpani Coal Mine\",\n", + " \"Thar Coal Mine\": \"Thar Block II Coal Mine\",\n", + " \"Sengwe Colliery\": \"Sengwa Coal Mine\",\n", + " # \"Alpha North Coal Mine\": \"Galilee Coal Mine\", --> Galilee Coal Mine already exists\n", + " \"BIB Coal Mine\": \"Borneo Indobara Coal Mine\"\n", + " }\n", + " \n", + " df_paper[\"project_name\"] = df_paper[\"project_name\"].replace(\n", + " manual_matching\n", + " )\n", + " \n", + " df_paper[\"country\"] = df_paper[\"country\"].replace({\n", + " \"Russian Federation\": \"Russia\"\n", + " })\n", + " \n", + " df_paper[\"total_emissions_adjusted\"] = np.where(\n", + " df_paper[\"reserve_category_name\"] == \"Resource\", df_paper[\"total_emissions\"] * 0.488, df_paper[\"total_emissions\"]\n", + " )\n", + " \n", + " return df_paper" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0324f2b0-cf78-406c-b3ac-0fbc194c2d7a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/r6/k1_4rtzs0v5fcfz8hm016hmm0000gn/T/ipykernel_39745/2028154953.py:87: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " df_gem[\"reserves\"] = df_gem[\"reserves\"].replace('-', np.nan)\n", + "/var/folders/r6/k1_4rtzs0v5fcfz8hm016hmm0000gn/T/ipykernel_39745/2028154953.py:88: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " df_gem[\"resources\"] = df_gem[\"resources\"].replace('-', np.nan)\n" + ] + } + ], + "source": [ + "df_final = load_gem_database()\n", + "df_paper = load_paper_database()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e7f33eac-ddaf-41a5-9472-6a4d726c1c05", + "metadata": {}, + "outputs": [], + "source": [ + "# df_paper" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b3117bd0-1e87-4478-b176-6bce8e84cd40", + "metadata": {}, + "outputs": [], + "source": [ + "from carbon_bombs.utils.location import get_world_region\n", + "\n", + "df_paper_ = df_paper[[\"project_name\", \"country\", \"total_emissions_adjusted\", \"start_year\", \"project_status\"]].copy()\n", + "\n", + "df_coal_final = df_final.merge(\n", + " df_paper_,\n", + " on=[\"project_name\", \"country\"],\n", + " how=\"outer\",\n", + " suffixes=('', '_paper')\n", + ")\n", + "\n", + "in_paper = ~df_coal_final[\"total_emissions_adjusted\"].isnull()\n", + "in_gem = ~df_coal_final[\"gem_id\"].isnull()\n", + "gem_over_1gt = df_coal_final[\"total_emissions\"] >= 1\n", + "status_to_ignore = df_coal_final[\"project_status\"].isin([\"mothballed\", \"shelved\", \"cancelled\"])\n", + "\n", + "df_coal_final[\"start_year\"] = pd.to_numeric(df_coal_final[\"start_year\"], errors='coerce')\n", + "\n", + "df_coal_final[\"project_evolution\"] = np.where(\n", + " (in_paper) & (in_gem) & (gem_over_1gt) & (~status_to_ignore), \"carbon_bomb_above_1gt\", np.where(\n", + " (~in_paper) & (in_gem) & (gem_over_1gt) & (~status_to_ignore), \"new_identified_carbon_bomb\", np.where(\n", + " (in_paper) & (in_gem) & ((~gem_over_1gt) | (status_to_ignore)), \"carbon_bomb_now_below_1gt\", np.where(\n", + " (in_paper), 'carbon_bomb_not_found', np.where(\n", + " (in_gem) & (df_coal_final[\"start_year\"] >= 2021) & (~status_to_ignore), 'new_extraction_projects', 'none'\n", + " )\n", + " )\n", + " )\n", + " )\n", + ")\n", + "\n", + "df_coal_final = df_coal_final.loc[\n", + " df_coal_final[\"project_evolution\"] != 'none'\n", + "]\n", + "\n", + "# df_coal_final[\"total_emissions\"] = np.where(df_coal_final[\"total_emissions\"].isnull(), df_coal_final[\"total_emissions_paper\"], df_coal_final[\"total_emissions\"])\n", + "df_coal_final[\"start_year\"] = np.where(df_coal_final[\"start_year\"].isnull(), df_coal_final[\"start_year_paper\"], df_coal_final[\"start_year\"])\n", + "# df_coal_final[\"project_status\"] = np.where(df_coal_final[\"project_status\"].isnull(), df_coal_final[\"project_status_paper\"], df_coal_final[\"project_status\"])\n", + "# df_coal_final[\"project_status\"] = df_coal_final[\"project_status\"].str.lower()\n", + "\n", + "df_coal_final[\"project_status\"] = df_coal_final[\"project_status\"].replace({\n", + " \"operating\": \"operating\",\n", + " \"mothballed\": \"operating\",\n", + " \"not started\": \"not started\",\n", + " \"in development\": \"not started\",\n", + " \"proposed\": \"not started\",\n", + " \"discovered\": \"not started\",\n", + " \"shelved\": \"not started\",\n", + " \"cancelled\": \"stopped\",\n", + " \"shut in\": \"stopped\"\n", + "})\n", + "\n", + "world_region_df = df_coal_final[\"country\"].drop_duplicates().to_frame().reset_index(drop=True)\n", + "world_region_df[\"world_region\"] = world_region_df[\"country\"].apply(get_world_region)\n", + "\n", + "df_coal_final = df_coal_final.merge(world_region_df, on='country')\n", + "\n", + "# remove new field with 0.05 emissions or below\n", + "df_coal_final = df_coal_final.loc[\n", + " ~(\n", + " (\n", + " df_coal_final[\"project_evolution\"] == \"new_extraction_projects\"\n", + " ) & (\n", + " df_coal_final[\"total_emissions\"] <= 0.05\n", + " )\n", + " )\n", + "]\n", + "\n", + "# to map gasoil methodology, we set the total emission for not found CB to 0\n", + "df_coal_final.loc[df_coal_final[\"project_evolution\"] == \"carbon_bomb_not_found\", \"total_emissions\"] = 0\n", + "\n", + "df_coal_final[\"project_type\"] = np.where(df_coal_final[\"project_evolution\"] == 'new_extraction_projects', 'New mines', 'Carbon bombs')\n", + "df_coal_final[\"fuel_type\"] = 'Coal'\n", + "df_coal_final[\"new_extraction_after_2021\"] = (df_coal_final[\"start_year\"] > 2021).astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6281679d-5f71-4204-a17a-160f2ece33b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "project_evolution\n", + "new_extraction_projects 237\n", + "carbon_bomb_above_1gt 164\n", + "new_identified_carbon_bomb 147\n", + "carbon_bomb_now_below_1gt 61\n", + "carbon_bomb_not_found 5\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_coal_final[\"project_evolution\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6994446c-2293-4ccb-b4c4-3a384c358ae3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(614, (614, 33))" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_coal_final[\"project_name\"].nunique(), df_coal_final.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0a3f553c-63cc-4ece-a5be-2df2b8965b0a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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project_namecountrytotal_emissions
7Alpha North Coal MineAustralia0.0
31BankuiIndia0.0
130Elga Coal MineRussia0.0
315Inaglinskaya-2 MineRussia0.0
419Listvianskaya Coal MineRussia0.0
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" + ], + "text/plain": [ + " project_name country total_emissions\n", + "7 Alpha North Coal Mine Australia 0.0\n", + "31 Bankui India 0.0\n", + "130 Elga Coal Mine Russia 0.0\n", + "315 Inaglinskaya-2 Mine Russia 0.0\n", + "419 Listvianskaya Coal Mine Russia 0.0" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "not_found_mines = (\n", + " df_coal_final.loc[df_coal_final[\"project_evolution\"] == 'carbon_bomb_not_found']\n", + ")[[\"project_name\", \"country\", \"total_emissions\"]]\n", + "\n", + "not_found_mines" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "423259f3-ebdb-4da9-9bd3-d3bfa346d195", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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project_name_rawcompanyinvolvement_intervalproject_typefuel_type
0Aduunchuluun Coal MineMongolyn Alt Corporation [MAK]100%Carbon bombsCoal
1Afşin-Elbistan Coal MinesEuas Electricity Generation Company (Elektrik ...50%Carbon bombsCoal
2Afşin-Elbistan Coal MinesCelikler Seyitomer Elektrik Uretim A.S.50%Carbon bombsCoal
3Alexander Coal ProjectSasol100%New minesCoal
4Alpha North Coal MineNaN0%Carbon bombsCoal
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" + ], + "text/plain": [ + " project_name_raw \\\n", + "0 Aduunchuluun Coal Mine \n", + "1 Afşin-Elbistan Coal Mines \n", + "2 Afşin-Elbistan Coal Mines \n", + "3 Alexander Coal Project \n", + "4 Alpha North Coal Mine \n", + "\n", + " company involvement_interval \\\n", + "0 Mongolyn Alt Corporation [MAK] 100% \n", + "1 Euas Electricity Generation Company (Elektrik ... 50% \n", + "2 Celikler Seyitomer Elektrik Uretim A.S. 50% \n", + "3 Sasol 100% \n", + "4 NaN 0% \n", + "\n", + " project_type fuel_type \n", + "0 Carbon bombs Coal \n", + "1 Carbon bombs Coal \n", + "2 Carbon bombs Coal \n", + "3 New mines Coal \n", + "4 Carbon bombs Coal " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def extract_name_and_percentage(s):\n", + " s = s.strip()\n", + " match = re.match(r'^(.*?)\\s*\\[(\\d+(?:\\.\\d+)?)%\\]$', s)\n", + "\n", + " if not s.endswith('%]'):\n", + " return (s, 0)\n", + "\n", + " if match:\n", + " name = match.group(1).strip()\n", + " percentage = float(match.group(2)) / 100\n", + " percentage = 0 if percentage is None else percentage\n", + " return (name, percentage)\n", + " \n", + " return None\n", + "\n", + "def format_companies(x):\n", + " res = []\n", + "\n", + " # no companies\n", + " if x is np.nan:\n", + " return res\n", + "\n", + " # sanity check\n", + " if not isinstance(x, list):\n", + " print(x)\n", + " raise\n", + "\n", + " # share indicated\n", + " if any([v.endswith('%]') for v in x]):\n", + " comp_with_share = [extract_name_and_percentage(value) for value in x]\n", + " total_prct = sum([val[1] for val in comp_with_share])\n", + "\n", + " # adjust percentage or add others\n", + " if round(total_prct, 1) != 1:\n", + " if total_prct > 1:\n", + " comp_with_share = [(val[0].strip(), val[1] / total_prct) for val in comp_with_share]\n", + " else:\n", + " comp_with_share = comp_with_share + [('Others', 1 - total_prct)]\n", + " \n", + " return comp_with_share\n", + "\n", + " # share but no share indicated\n", + " elif len(x) > 1:\n", + " return [(value.strip(), 1 / len(x)) for value in x]\n", + "\n", + " return [(x[0], 1.)]\n", + "\n", + "\n", + "companies_with_share = (\n", + " df_coal_final\n", + " .set_index('project_name')[\"parent_company\"]\n", + " .str\n", + " .strip()\n", + " .str\n", + " .replace('%] ', '%];')\n", + " .str\n", + " .replace('[ ', '[')\n", + " .str\n", + " .replace('%0]', '%]')\n", + " .str\n", + " .replace('%）', '%]')\n", + " .str\n", + " .replace('%]I', '%]')\n", + " .str\n", + " .replace('%].', '%]')\n", + " .str\n", + " .replace('%]N', '%];N')\n", + " .str\n", + " .replace('%]，', '%];')\n", + " .str\n", + " .replace(' 49%]', ' [49%]')\n", + " .str\n", + " .replace('[[', '[')\n", + " .str\n", + " .split(';')\n", + " .apply(format_companies)\n", + ")\n", + "\n", + "companies_with_share = companies_with_share.explode().reset_index()\n", + "companies_with_share[[\"company\", \"involvement_interval\"]] = pd.DataFrame(companies_with_share[\"parent_company\"].tolist())\n", + "companies_with_share = companies_with_share.drop(columns='parent_company')\n", + "\n", + "coal_bocc_gem_companies_matching_df = pd.read_csv(\"../data_sources/coal_companies_bocc_gem_matching.csv\")\n", + "bocc_gem_comp_matching = (\n", + " coal_bocc_gem_companies_matching_df[[\"Parent_Company GEM\", \"BOCC_company_name\"]]\n", + " .set_index(\"Parent_Company GEM\")[\"BOCC_company_name\"]\n", + " .dropna()\n", + " .to_dict()\n", + ")\n", + "\n", + "companies_with_share[\"company\"] = companies_with_share[\"company\"].replace(bocc_gem_comp_matching)\n", + "companies_with_share[\"involvement_interval\"] = companies_with_share[\"involvement_interval\"].fillna(0).apply(lambda x: str(int(x * 100)) + \"%\")\n", + "\n", + "companies_with_share = companies_with_share.merge(\n", + " df_coal_final[[\"project_name\", \"project_type\", \"fuel_type\"]],\n", + " on=\"project_name\",\n", + " how=\"left\"\n", + ")\n", + "companies_with_share = companies_with_share.rename(columns={\"project_name\": \"project_name_raw\"})\n", + "\n", + "companies_with_share.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2c5bb788-4550-4022-8a6d-da840a526bb0", + "metadata": {}, + "outputs": [], + "source": [ + "companies_with_share_ = companies_with_share.copy()\n", + "companies_with_share_ = companies_with_share_.rename(columns={\"project_name_raw\": \"project_name\"})\n", + "\n", + "companies_with_share_ = companies_with_share_.loc[~companies_with_share_.company.isna()]\n", + "companies_with_share_[\"text\"] = companies_with_share_[\"company\"] + \" (\" + companies_with_share_[\"involvement_interval\"] + \")\"\n", + "\n", + "companies_with_share_ = companies_with_share_.groupby(\"project_name\").agg(\n", + " list_of_company_involved=(\"text\", lambda x: \" | \".join(x))\n", + ").reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "729236e8-ffaa-41d5-b42e-f84b582853a0", + "metadata": {}, + "outputs": [], + "source": [ + "columns_to_keep = {\n", + " 'project_name': 'project_name',\n", + " 'country': 'country',\n", + " 'latitude': 'latitude',\n", + " 'longitude': 'longitude',\n", + " 'world_region': 'world_region',\n", + " 'start_year': 'start_year',\n", + " 'total_emissions_adjusted': 'total_potential_emissions_v1',\n", + " \"total_emissions\": \"total_potential_emissions\",\n", + " # 'producing_potential_emissions': 'producing_potential_emissions',\n", + " # 'short_term_expansion_potential_emissions': 'short_term_expansion_potential_emissions',\n", + " # 'long_term_expansion_potential_emissions': 'long_term_expansion_potential_emissions',\n", + " 'project_evolution': 'project_evolution',\n", + " 'project_type': 'project_type',\n", + " 'new_extraction_after_2021': 'new_extraction_after_2021',\n", + " 'project_status': 'project_status',\n", + " 'list_of_company_involved': 'list_of_company_involved',\n", + " 'fuel_type': 'fuel_type',\n", + " # '2020_2025_past_emissions': '2020_2025_past_emissions',\n", + "}\n", + "\n", + "\n", + "df_coal_final_ = df_coal_final.loc[df_coal_final[\"project_evolution\"] != 'none']\n", + "df_coal_final_ = df_coal_final_.merge(\n", + " companies_with_share_,\n", + " on=\"project_name\",\n", + " how=\"left\"\n", + ")\n", + "# df_coal_final_[\"producing_potential_emissions\"] = ''\n", + "# df_coal_final_[\"short_term_expansion_potential_emissions\"] = ''\n", + "# df_coal_final_[\"long_term_expansion_potential_emissions\"] = ''\n", + "\n", + "\n", + "df_coal_final_ = df_coal_final_[columns_to_keep.keys()]\n", + "df_coal_final_ = df_coal_final_.rename(columns=columns_to_keep)\n", + "\n", + "# df_coal_final_.to_excel(\"coal_carbon_bombs_dataset_WIP.xlsx\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7daa0a50-485a-4b6d-b0a7-259544052dac", + "metadata": {}, + "outputs": [], + "source": [ + "# df_coal_final_.project_evolution.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ae16804f-ac2f-4b3c-8de3-e3c2038931fd", + "metadata": {}, + "outputs": [], + "source": [ + "# df_coal_final_.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e40c0b86-f084-4e00-a999-09190a72862d", + "metadata": {}, + "outputs": [], + "source": [ + "with pd.ExcelWriter(\"coal_output_data.xlsx\") as writer: \n", + " df_coal_final_.to_excel(writer, sheet_name=\"coal_project_data\", index=False)\n", + " companies_with_share.to_excel(writer, sheet_name=\"project_companies\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b541c127-0e4d-4e5a-b381-dc3829ba6be9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c4727f20-33c4-465f-ac55-cc2eeb9a0986", + "metadata": {}, + "outputs": [], + "source": [ + "df_coal_final_.to_csv(\"coal_project_data.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8504357-d37d-4d48-9c79-799ac64d6b72", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4611f8c4-baa9-4ba8-9d43-5e08d64b9566", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2102a7a9-d632-4227-88c6-0302706723eb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5ca08cb-2662-435b-96cd-eab76cc4fbd0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2540c46-3593-4a05-a5a1-36ff229f794d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "carbon_bomb", + "language": "python", + "name": "carbon_bomb" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}