CINXE.COM

Data science and machine learning | Argus Media

<!DOCTYPE html><html lang="pt"><head><meta charSet="utf-8"/><title>Data science and machine learning | Argus Media</title><link rel="icon" href="https://www.argusmedia.com/favicon.ico"/><link rel="canonical" href="https://www.argusmedia.com/en/solutions/analytics-and-forecasting/data-science-and-machine-learning"/><meta name="viewport" content="width=device-width, initial-scale=1"/><meta name="description"/><meta name="keywords"/><meta name="searchTitle" content="Data science and machine learning"/><meta property="og:locale" content="pt"/><meta property="og:locale:alternate" content="en"/><meta property="og:locale:alternate" content="fr"/><meta property="og:locale:alternate" content="de"/><meta property="og:locale:alternate" content="zh"/><meta property="og:locale:alternate" content="es"/><meta property="og:locale:alternate" content="ja"/><meta property="og:locale:alternate" content="ru"/><meta property="og:title" content="Data science and machine learning | Argus Media"/><meta property="og:description"/><meta property="og:type" content="website"/><meta property="og:url" content="https://www.argusmedia.com/pt/solutions/analytics-and-forecasting/data-science-and-machine-learning"/><meta property="og:image" content="https://www.argusmedia.comundefined"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@ArgusMedia"/><meta name="twitter:title" content="Data science and machine learning | Argus Media"/><meta name="twitter:description"/><meta name="twitter:image" content="https://www.argusmedia.comundefined"/><meta name="pageId" content="13b5e6e4-2bcb-4776-b302-9f931f922224"/><script class="optanon-category-C0001"> window.dataLayer = window.dataLayer || [];(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-K9CTQX');</script><script type="application/ld+json" id="jsonld-metadata">{"@context":"https://schema.org","@type":"WebPage","additionalType":"Corporate","dateCreated":"2023-11-23T00:18:17Z"}</script><meta name="pageTypeId" content="861d9350-8a8f-46f2-a882-8af0854a4339"/><meta name="next-head-count" content="30"/><link rel="preload" href="https://www.argusmedia.com/_next/static/media/3d9ea938b6afa941-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="https://www.argusmedia.com/_next/static/media/7b9ca6a1d31c5662-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="https://www.argusmedia.com/_next/static/css/e455743c5411a5cf.css" as="style"/><link rel="stylesheet" href="https://www.argusmedia.com/_next/static/css/e455743c5411a5cf.css" data-n-g=""/><link rel="preload" href="https://www.argusmedia.com/_next/static/css/277b69288f62936d.css" as="style"/><link rel="stylesheet" href="https://www.argusmedia.com/_next/static/css/277b69288f62936d.css" data-n-p=""/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="https://www.argusmedia.com/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script src="https://www.argusmedia.com/_next/static/chunks/webpack-2bb14d2d1adba540.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/framework-49c6cecf1f6d5795.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/main-4609a82d33a7f44a.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/pages/_app-d86969f81d63937c.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/430c5ca2-3cc9f6fa5bdaba20.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/959-2dda2bbfbe7050b9.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/317-23e81ad9c71b8db0.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/chunks/pages/%5B%5B...path%5D%5D-513f11b51114f3d5.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/61995/_buildManifest.js" defer=""></script><script src="https://www.argusmedia.com/_next/static/61995/_ssgManifest.js" defer=""></script><style id="__jsx-3965252349">:root{--open-sans:'__Open_Sans_041705', '__Open_Sans_Fallback_041705';--merriweather:'__Merriweather_fd376b', '__Merriweather_Fallback_fd376b'}</style></head><body><div id="__next"><byoc-registration components="[]" datasources="[]"></byoc-registration><div class="root prod-mode"><header class="component Header_header__AF_3G "><div class="component-content"><div class="gradient"><div class="container"><div class="row"><div class="col-12"><div class="Header_top__i3b0p"><div class="d-none d-xl-block"><div class="Header_topInner__3DS9y"><ul class="qa-topnav-section TopNavigation_list__cBILJ"><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus">Sobre a Argus</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus/careers">Carreiras</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a href="https://view.argusmedia.com/argus-market-highlights-sign-up" class="TopNavigation_link__AeLTW" target="_blank" rel="noopener noreferrer">Boletins Informativos</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus/training-and-support">Atendimento ao cliente</a></li></ul><div class="Header_topSeparator__VPVpV"></div><ul class="TopDropdown_list__X2Prf small "><li class="TopDropdown_item__6uEZe"><button class="qa-gradient-button TopDropdown_button__ZHiAt cta" type="button">Login</button><ul class="TopDropdown_subList__lVzYX grey small"><li class="TopDropdown_subItem__Wl4Ci"><a href="https://direct.argusmedia.com/" class="qa-gradient-item TopDropdown_subLink__vtHNT cta" target="_blank">Argus Direct</a></li><li class="TopDropdown_subItem__Wl4Ci"><a href="https://metals.argusmedia.com" class="qa-gradient-item TopDropdown_subLink__vtHNT cta" target="_blank">Argus Metals</a></li><li class="TopDropdown_subItem__Wl4Ci"><a href="https://ticker.argusmedia.com/" class="qa-gradient-item TopDropdown_subLink__vtHNT cta">Argus Spot Ticker</a></li></ul></li></ul><ul class="TopDropdown_list__X2Prf small "><li class="TopDropdown_item__6uEZe"><button class="qa-gradient-button TopDropdown_button__ZHiAt cta" type="button">Português</button><ul class="TopDropdown_subList__lVzYX grey small"><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/zh/solutions/analytics-and-forecasting/data-science-and-machine-learning">中文</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/en/solutions/analytics-and-forecasting/data-science-and-machine-learning">English</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/ja/solutions/analytics-and-forecasting/data-science-and-machine-learning">日本語</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/ru/solutions/analytics-and-forecasting/data-science-and-machine-learning">Русский</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/es/solutions/analytics-and-forecasting/data-science-and-machine-learning">Español</a></li></ul></li></ul></div></div></div></div></div></div></div><div class="Header_bottomOuter__yeUL1 qa-header-main"><div class="container"><div class="row Header_bottom__OqQiX"><div class="col-auto"><a title="" target="" class="" href="/pt"><img src="/-/media/project/argusmedia/mainsite/logos/argus-logo.svg?iar=0&amp;rev=-1&amp;hash=804EE581104AD1BE95B1A799C5FF52D9" alt="Argus Media Logo" class="qa-header-logo Header_headerLogo___wXH9"/></a></div><div class="col d-none d-xl-block"><ul class="MainNavigation_primaryList__xdNfi qa-nav-primary small"><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Commodities</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities">Commodities</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/crude">Petróleo</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Produtos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/oil-products">Produtos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/road-fuels">Combustíveis</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/biofuels-and-feedstocks">Biocombustíveis e matérias-primas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/marine-fuels">Combustíveis marítimos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/jet-fuel">Combustíveis de aviação</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/base-oils-and-waxes">Óleos básicos e ceras</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/bitumen-and-asphalt">Betume e asfalto</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/lpg">GLP e NGLs</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Gás e eletricidade</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/gas-and-power">Gás e eletricidade</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/natural-gas">Gás natural</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/lng">GNL</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/electric-power">Energia Elétrica</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/hydrogen">Hidrógeno</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/carbon-markets">Carbon markets</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a href="" class="cta MainNavigation_tertiaryLink__nq_tc" title="" target="">Биомасса</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/coal">Carvão </a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Net zero</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/net-zero">Net zero</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/biofuels-and-feedstocks">Biocombustíveis e matérias-primas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/ammonia">Amônia</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/hydrogen">Hidrogênio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/battery-materials">Materiais para baterias</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a href="" class="cta MainNavigation_tertiaryLink__nq_tc" title="" target="">Biomassa</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/electric-power">Energia Elétrica</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Produtos químicos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/chemicals">Produtos químicos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/methanol">Metanol</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/polymers">Polímeros</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/light-olefins">Olefinas leves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/heavy-olefins">Olefinas pesadas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/aromatics">Aromáticos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/octane-blending">Combustíveis e octanas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/chlor-alkali">Cloro-soda</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/polyurethanes">Poliuretano</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/oleochemicals">Oleoquímica</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Fertilizantes</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/fertilizers">Fertilizantes</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/ammonia">Amônia</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/nitrogen">Nitrogênio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/npks">NPKs</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/phosphates">Fosfatos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/potash">Potássio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/sulphur-and-sulphuric-acid">Enxofre e ácido sulfúrico</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/sustainable-and-specialty-fertilizers">Sustainable and specialty fertilizers</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Metais</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/metals">Metais</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/steel">Steel</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/steel-raw-materials">Steel raw materials</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/battery-materials">Materiais para baterias</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/specialty-and-minor-metals">Metais leves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/rare-earths">Terras raras</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/alloys">Alloys</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/scrap">Sucata</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/pipe-and-tube">Dutos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/base-metals">Metais básicos</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/agriculture">Agricultura</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Indústrias</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries">Indústrias</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/freight">Freight</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/upstream-oil-and-gas">Petróleo e gás upstream</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/oil-refining-and-distribution">Refinação e distribuição de petróleo </a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/biofuels-production">Produção de biocombustíveis</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/aviation">Aviação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/petrochemicals">Petroquímica</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/natural-gas-and-power-distribution">Distribuição de gás natural e eletricidade</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/power-generation">Geração de Eletricidade</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/mining">Mineração</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/industrial-manufacturing">Indústria de fabricação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/automotive-manufacturing">Automotive</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/agri-industry">Indústria agrícola</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/storage-terminals">Storage terminals</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Soluções</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions">Soluções</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/products">Ver todos os produtos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Preços de commodities</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/commodity-prices">Preços de commodities</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/methodology/key-commodity-prices">Principais avaliações de preço</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/methodology">Metodologia - Geral</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/latest-market-news">Navegar por notícias</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Análises e previsões</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting">Análises e previsões</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/near-term-outlooks">Perspectivas a curto prazo</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/long-term-analytics">Long term analytics</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/argus-forward-curves">Forward curves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/data-science-and-machine-learning">Ciência de dados e aprendizado automático</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/consulting-projects">Consultoria de projetos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/business-intelligence-reports">Relatórios de Inteligência de Negócios</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Como entregamos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver">Como entregamos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/client-portal">Portal do cliente</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/argus-data-science-studio">Estúdio de ciência de dados Argus</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/argus-open-markets">Mercados da Argus</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/products/argus-spot-ticker">Argus Spot Ticker</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/channel-partners">Parceiros</a></li></ul></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Eventos</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events">Eventos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/conferences">Conferências</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/forums">Fóruns</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/webinars">Webinars</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/our-terms">Nossos termos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/industry-events">Industry events</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Notícias e insights</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights">Notícias e insights</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/latest-market-news">Últimas notícias do mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/energy-and-commodity-podcasts">Podcasts de energia e commodities</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/market-insight-papers">Estudos de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/market-opinion-and-analysis-blog">Blog de opinião e análise de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a href="https://view.argusmedia.com/argus-market-highlights-sign-up" class="cta MainNavigation_secondaryLink__dWmVz" target="_blank" rel="noopener noreferrer">Newsletters de destaques de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/topical-market-themes">Temas de mercado atuais</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Metodologia</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology">Methodology overview</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/methodologies">Browse Argus methodologies</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/key-commodity-prices">Por que as metodologias são importantes</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/publishing-schedule">Cronograma de publicação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/governance-and-compliance">Governança e compliance</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/data-documentation">Documentação de dados</a></li></ul></li></ul></div><div class="col d-none d-xl-block"><div class="Header_triggerWrap__TOkUB"><button type="button" class="Header_formTrigger__Y0lHb cta bubble small qa-specialist-header" aria-expanded="false" aria-controls="header-contact-form-drawer">Fale com nossos especialistas hoje</button><div class="HeaderSearchInput_headerSearchInput__3Unjc"><button type="button" class="HeaderSearchInput_searchTrigger__6E1sC cta small"><span class="d-none d-xl-inline"></span><span class="d-xl-none visually-hidden"></span><svg class="qa-search-icon HeaderSearchInput_searchIcon__ZvxCP" xmlns="http://www.w3.org/2000/svg" width="22.777" height="23.312" viewBox="0 0 22.777 23.312"><path d="M13.084,3a9.084,9.084,0,1,0,4.859,16.749l6.563,6.563,2.271-2.271L20.3,17.578A9.064,9.064,0,0,0,13.084,3Zm0,2.137a6.947,6.947,0,1,1-6.947,6.947A6.933,6.933,0,0,1,13.084,5.137Z" transform="translate(-4 -3)" fill="#33beee"></path></svg></button><div class="qa-search-box solr HeaderSearchInput_overlay__ynHPa container "><input type="search" class="HeaderSearchInput_input__bMe_z"/><button type="button"><span class="visually-hidden"></span><svg class="qa-search-icon HeaderSearchInput_searchIcon__ZvxCP" xmlns="http://www.w3.org/2000/svg" width="22.777" height="23.312" viewBox="0 0 22.777 23.312"><path d="M13.084,3a9.084,9.084,0,1,0,4.859,16.749l6.563,6.563,2.271-2.271L20.3,17.578A9.064,9.064,0,0,0,13.084,3Zm0,2.137a6.947,6.947,0,1,1-6.947,6.947A6.933,6.933,0,0,1,13.084,5.137Z" transform="translate(-4 -3)" fill="#33beee"></path></svg></button></div></div></div></div><div class="col d-xl-none"><div class="Header_triggerWrap__TOkUB"><div class="Header_mobileControls__F3DSa"><button class="Header_toggleOpen__zO6RW" type="button" aria-label=""><svg xmlns="http://www.w3.org/2000/svg" width="27" height="20" viewBox="0 0 27 20"><g transform="translate(-297.5 -54.5)"><line x2="24" transform="translate(299 56)" fill="none" stroke="#1b223d" stroke-linecap="round" stroke-width="3"></line><line x2="24" transform="translate(299 65)" fill="none" stroke="#1b223d" stroke-linecap="round" stroke-width="3"></line><line x2="24" transform="translate(299 73)" fill="none" stroke="#1b223d" stroke-linecap="round" stroke-width="3"></line></g></svg></button><button class="Header_toggleClose__gmfcC" type="button" aria-label=""><svg xmlns="http://www.w3.org/2000/svg" width="22.243" height="22.243" viewBox="0 0 22.243 22.243"><g transform="translate(-297.879 -54.879)"><line x2="18" y2="18" transform="translate(300 57)" fill="none" stroke="#1b223d" stroke-linecap="round" stroke-width="3"></line><line y1="18" x2="18" transform="translate(300 57)" fill="none" stroke="#1b223d" stroke-linecap="round" stroke-width="3"></line></g></svg></button></div><div class="HeaderSearchInput_headerSearchInput__3Unjc"><button type="button" class="HeaderSearchInput_searchTrigger__6E1sC cta small"><span class="d-none d-xl-inline"></span><span class="d-xl-none visually-hidden"></span><svg class="qa-search-icon HeaderSearchInput_searchIcon__ZvxCP" xmlns="http://www.w3.org/2000/svg" width="22.777" height="23.312" viewBox="0 0 22.777 23.312"><path d="M13.084,3a9.084,9.084,0,1,0,4.859,16.749l6.563,6.563,2.271-2.271L20.3,17.578A9.064,9.064,0,0,0,13.084,3Zm0,2.137a6.947,6.947,0,1,1-6.947,6.947A6.933,6.933,0,0,1,13.084,5.137Z" transform="translate(-4 -3)" fill="#33beee"></path></svg></button><div class="qa-search-box solr HeaderSearchInput_overlay__ynHPa container "><input type="search" class="HeaderSearchInput_input__bMe_z"/><button type="button"><span class="visually-hidden"></span><svg class="qa-search-icon HeaderSearchInput_searchIcon__ZvxCP" xmlns="http://www.w3.org/2000/svg" width="22.777" height="23.312" viewBox="0 0 22.777 23.312"><path d="M13.084,3a9.084,9.084,0,1,0,4.859,16.749l6.563,6.563,2.271-2.271L20.3,17.578A9.064,9.064,0,0,0,13.084,3Zm0,2.137a6.947,6.947,0,1,1-6.947,6.947A6.933,6.933,0,0,1,13.084,5.137Z" transform="translate(-4 -3)" fill="#33beee"></path></svg></button></div></div></div></div></div><div class="row d-xl-none Header_mobileDrawer__0wWON"><div class="Header_mobileNav__6HOrM white"><div class="Header_mobileNavInner__ze6rT"><ul class="MainNavigation_primaryList__xdNfi qa-nav-primary small"><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Commodities</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities">Commodities</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/crude">Petróleo</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Produtos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/oil-products">Produtos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/road-fuels">Combustíveis</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/biofuels-and-feedstocks">Biocombustíveis e matérias-primas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/marine-fuels">Combustíveis marítimos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/jet-fuel">Combustíveis de aviação</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/base-oils-and-waxes">Óleos básicos e ceras</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/bitumen-and-asphalt">Betume e asfalto</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/lpg">GLP e NGLs</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Gás e eletricidade</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/gas-and-power">Gás e eletricidade</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/natural-gas">Gás natural</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/lng">GNL</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/electric-power">Energia Elétrica</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/hydrogen">Hidrógeno</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/carbon-markets">Carbon markets</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a href="" class="cta MainNavigation_tertiaryLink__nq_tc" title="" target="">Биомасса</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/coal">Carvão </a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Net zero</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/net-zero">Net zero</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/biofuels-and-feedstocks">Biocombustíveis e matérias-primas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/ammonia">Amônia</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/hydrogen">Hidrogênio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/battery-materials">Materiais para baterias</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a href="" class="cta MainNavigation_tertiaryLink__nq_tc" title="" target="">Biomassa</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/electric-power">Energia Elétrica</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Produtos químicos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/chemicals">Produtos químicos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/methanol">Metanol</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/polymers">Polímeros</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/light-olefins">Olefinas leves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/heavy-olefins">Olefinas pesadas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/aromatics">Aromáticos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/octane-blending">Combustíveis e octanas</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/chlor-alkali">Cloro-soda</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/polyurethanes">Poliuretano</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/oleochemicals">Oleoquímica</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Fertilizantes</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/fertilizers">Fertilizantes</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/ammonia">Amônia</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/nitrogen">Nitrogênio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/npks">NPKs</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/phosphates">Fosfatos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/potash">Potássio</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/sulphur-and-sulphuric-acid">Enxofre e ácido sulfúrico</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/sustainable-and-specialty-fertilizers">Sustainable and specialty fertilizers</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Metais</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/metals">Metais</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/steel">Steel</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/steel-raw-materials">Steel raw materials</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/battery-materials">Materiais para baterias</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/specialty-and-minor-metals">Metais leves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/rare-earths">Terras raras</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/alloys">Alloys</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/scrap">Sucata</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/pipe-and-tube">Dutos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/commodities/base-metals">Metais básicos</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/commodities/agriculture">Agricultura</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Indústrias</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries">Indústrias</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/freight">Freight</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/upstream-oil-and-gas">Petróleo e gás upstream</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/oil-refining-and-distribution">Refinação e distribuição de petróleo </a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/biofuels-production">Produção de biocombustíveis</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/aviation">Aviação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/petrochemicals">Petroquímica</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/natural-gas-and-power-distribution">Distribuição de gás natural e eletricidade</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/power-generation">Geração de Eletricidade</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/mining">Mineração</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/industrial-manufacturing">Indústria de fabricação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/automotive-manufacturing">Automotive</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/agri-industry">Indústria agrícola</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/industries/storage-terminals">Storage terminals</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Soluções</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions">Soluções</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/products">Ver todos os produtos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Preços de commodities</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/commodity-prices">Preços de commodities</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/methodology/key-commodity-prices">Principais avaliações de preço</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/methodology">Metodologia - Geral</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/latest-market-news">Navegar por notícias</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Análises e previsões</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting">Análises e previsões</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/near-term-outlooks">Perspectivas a curto prazo</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/long-term-analytics">Long term analytics</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/argus-forward-curves">Forward curves</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/analytics-and-forecasting/data-science-and-machine-learning">Ciência de dados e aprendizado automático</a></li></ul></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/consulting-projects">Consultoria de projetos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/solutions/business-intelligence-reports">Relatórios de Inteligência de Negócios</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><button class="cta MainNavigation_secondaryLink__dWmVz">Como entregamos</button><ul class="MainNavigation_tertiaryList__5v6Ig qa-nav-3rd"><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver">Como entregamos</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/client-portal">Portal do cliente</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/argus-data-science-studio">Estúdio de ciência de dados Argus</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/argus-open-markets">Mercados da Argus</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/products/argus-spot-ticker">Argus Spot Ticker</a></li><li class="MainNavigation_tertiaryItem__JMSfK qa-nav-3rd-items"><a title="" target="" class="cta MainNavigation_tertiaryLink__nq_tc" href="/pt/solutions/how-we-deliver/channel-partners">Parceiros</a></li></ul></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Eventos</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events">Eventos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/conferences">Conferências</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/forums">Fóruns</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/webinars">Webinars</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/our-terms">Nossos termos</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/events/industry-events">Industry events</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Notícias e insights</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights">Notícias e insights</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/latest-market-news">Últimas notícias do mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/energy-and-commodity-podcasts">Podcasts de energia e commodities</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/market-insight-papers">Estudos de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/market-opinion-and-analysis-blog">Blog de opinião e análise de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a href="https://view.argusmedia.com/argus-market-highlights-sign-up" class="cta MainNavigation_secondaryLink__dWmVz" target="_blank" rel="noopener noreferrer">Newsletters de destaques de mercado</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/news-and-insights/topical-market-themes">Temas de mercado atuais</a></li></ul></li><li class="MainNavigation_primaryItem__myUif qa-nav-primary-items "><button type="button" class="cta MainNavigation_primaryLink__tYxec">Metodologia</button><ul class="MainNavigation_secondaryList__iQt0k qa-nav-2nd"><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology">Methodology overview</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/methodologies">Browse Argus methodologies</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/key-commodity-prices">Por que as metodologias são importantes</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/publishing-schedule">Cronograma de publicação</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/governance-and-compliance">Governança e compliance</a></li><li class="MainNavigation_secondaryItem__b3LkS qa-nav-2nd-items "><a title="" target="" class="cta MainNavigation_secondaryLink__dWmVz" href="/pt/methodology/data-documentation">Documentação de dados</a></li></ul></li></ul><ul class="qa-topnav-section TopNavigation_list__cBILJ"><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus">Sobre a Argus</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus/careers">Carreiras</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a href="https://view.argusmedia.com/argus-market-highlights-sign-up" class="TopNavigation_link__AeLTW" target="_blank" rel="noopener noreferrer">Boletins Informativos</a></li><li class="qa-topnav-items TopNavigation_item__fc_lv"><a title="" target="" class="TopNavigation_link__AeLTW" href="/pt/about-argus/training-and-support">Atendimento ao cliente</a></li></ul></div></div><div class="navy"><ul class="TopDropdown_list__X2Prf small "><li class="TopDropdown_item__6uEZe"><button class="qa-gradient-button TopDropdown_button__ZHiAt cta" type="button">Login</button><ul class="TopDropdown_subList__lVzYX grey small"><li class="TopDropdown_subItem__Wl4Ci"><a href="https://direct.argusmedia.com/" class="qa-gradient-item TopDropdown_subLink__vtHNT cta" target="_blank">Argus Direct</a></li><li class="TopDropdown_subItem__Wl4Ci"><a href="https://metals.argusmedia.com" class="qa-gradient-item TopDropdown_subLink__vtHNT cta" target="_blank">Argus Metals</a></li><li class="TopDropdown_subItem__Wl4Ci"><a href="https://ticker.argusmedia.com/" class="qa-gradient-item TopDropdown_subLink__vtHNT cta">Argus Spot Ticker</a></li></ul></li></ul><ul class="TopDropdown_list__X2Prf small "><li class="TopDropdown_item__6uEZe"><button class="qa-gradient-button TopDropdown_button__ZHiAt cta" type="button">Português</button><ul class="TopDropdown_subList__lVzYX grey small"><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/zh/solutions/analytics-and-forecasting/data-science-and-machine-learning">中文</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/en/solutions/analytics-and-forecasting/data-science-and-machine-learning">English</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/ja/solutions/analytics-and-forecasting/data-science-and-machine-learning">日本語</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/ru/solutions/analytics-and-forecasting/data-science-and-machine-learning">Русский</a></li><li class="TopDropdown_subItem__Wl4Ci"><a class="qa-gradient-item TopDropdown_subLink__vtHNT cta" href="/es/solutions/analytics-and-forecasting/data-science-and-machine-learning">Español</a></li></ul></li></ul><div class="Header_formTriggerWrap__PG_Kn"><button type="button" class="Header_formTrigger__Y0lHb cta small" aria-expanded="false" aria-controls="header-contact-form-drawer">Fale com nossos especialistas hoje</button></div></div></div><div class="Header_formDrawer__H36hW navy " id="header-contact-form-drawer" role="region"><div class="HeaderContactForm_headerContactForm__AHbOW container"><div class="h2 qa-form-header">Fale com nossos especialistas hoje</div><div class="row"><div class="col-12 col-lg-6"><div class="HeaderContactForm_description__7pyXd qa-form-description"><p>Registre-se abaixo e personalizaremos uma solu&ccedil;&atilde;o que atenda &agrave;s suas necessidades. Quando voc&ecirc; fala com um de nossos especialistas, voc&ecirc; pode conhecer nossos produtos l&iacute;deres do setor sem custos.</p> <small>Voc&ecirc; pode cancelar a assinatura dessas atualiza&ccedil;&otilde;es a qualquer momento. A Argus gerencia informa&ccedil;&otilde;es pessoais de acordo com nossa <a href="/pt/policies/privacy-policy">Pol&iacute;tica de Privacidade</a>.</small></div></div><div class="col-12 col-lg-6 qa-form-inputs"><div class="MarketoForm_marketoForm__N0nWd"><form id="mktoForm_32796" class="qa-form-marketo"></form></div></div></div><div class="position-right"><button type="button" class="HeaderContactForm_close__8gkQ_ cta"><span class="visually-hidden"></span></button></div></div></div></div></div></div></header><noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-K9CTQX" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript><meta name="yandex-verification" content="62586cd589597c4c"/><main><div class="component "><div class="component-content"><div class="HeroBanner_heroBanner__S5yC9 navy"><img alt="Generic Hero Banner" loading="lazy" width="1600" height="530" decoding="async" data-nimg="1" class="HeroBanner_image__dejfl d-none d-lg-block qa-banner-image" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-c.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D2cf023b4e0484c1bb091b9f72dbf7771%26hash%3D72DBDFEBEF6EE62E751AB5DD2221C77E&amp;w=1920&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-c.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D2cf023b4e0484c1bb091b9f72dbf7771%26hash%3D72DBDFEBEF6EE62E751AB5DD2221C77E&amp;w=3840&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-c.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D2cf023b4e0484c1bb091b9f72dbf7771%26hash%3D72DBDFEBEF6EE62E751AB5DD2221C77E&amp;w=3840&amp;q=75"/><img alt="Generic Hero Banner" loading="lazy" width="390" height="623" decoding="async" data-nimg="1" class="HeroBanner_image__dejfl d-lg-none qa-banner-image" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_390x620_generic-c.jpg%3Fh%3D620%26iar%3D0%26w%3D390%26rev%3D1f6461bbf1f1417cb9ac37adf5126bb2%26hash%3DD27C33C4A19A3079C7BE43A393C45E0D&amp;w=640&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_390x620_generic-c.jpg%3Fh%3D620%26iar%3D0%26w%3D390%26rev%3D1f6461bbf1f1417cb9ac37adf5126bb2%26hash%3DD27C33C4A19A3079C7BE43A393C45E0D&amp;w=828&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_390x620_generic-c.jpg%3Fh%3D620%26iar%3D0%26w%3D390%26rev%3D1f6461bbf1f1417cb9ac37adf5126bb2%26hash%3DD27C33C4A19A3079C7BE43A393C45E0D&amp;w=828&amp;q=75"/><div class="HeroBanner_container___RcE5 container"><div class="row"><div class="col-12 col-lg-6 offset-lg-1"><div class="HeroBanner_titleAndDescription__0Cj9_"><h1 class="qa-banner-title">Data science and machine learning</h1></div></div></div></div></div></div></div><div class="component component-padding PageIntroduction_pageIntroduction__BoFDD white"><div class="component-content"><div class="container"><div class="PageIntroduction_row__DH0rm row"><div class="col-12 col-lg-8"><div class="qa-pageintroduction-section"><h2 class="qa-pageintroduction-title">Overview</h2><div class="PageIntroduction_description__hOYK7"><div class="qa-pageintroduction-textfield"><p>Our data science capabilities are unique. By pairing the latest data science and machine learning techniques with access to our one of a kind datasets and our decades of market knowledge, we can reveal otherwise unknown insights.</p> <p>Through the insights derived from our constant market interaction, we are able to customise our algorithms. Our system provides access to a rich universe of macroeconomic and financial drivers, selected for their relevance to energy and commodity markets.&nbsp;</p> <p>The Argus Data Science Studio is used by physical and financial market participants around the world to manage risk and to inform trading and hedging decisions. Through forward curves and probabilistic forecasting data, our clients unearth unique solutions and greater insights, faster.</p> <div>&nbsp;</div></div></div></div></div></div></div></div></div><div class="component "><div class="component-content"><div class="BreakoutPromo_breakoutPromo__qXYiV gradient"><img alt="" loading="lazy" width="1600" height="610" decoding="async" data-nimg="1" class="BreakoutPromo_image__XCaXJ" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-a.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D155B8B82D6C21041CB49468C374E097B&amp;w=1920&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-a.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D155B8B82D6C21041CB49468C374E097B&amp;w=3840&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2F14-generic-hero-banners%2Fherobanner_1600x530_generic-a.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D155B8B82D6C21041CB49468C374E097B&amp;w=3840&amp;q=75"/><div class="BreakoutPromo_content__LYBeY"><div class="container BreakoutPromo_inheritHeight__OYtPg"><div class="row BreakoutPromo_inheritHeight__OYtPg"><div class="col-12 col-lg-6"><div class="BreakoutPromo_text__AgBd2"><h2 class="qa-breakoutpromo-title undefined">Argus Data Science Studio</h2><p class="qa-breakoutpromo-text">The Argus Data Science Studio is a powerful modelling tool designed to support your analytics, trading, hedging and risk management decisions. Using the latest machine learning technology for probabilistic forecasting and location-based trading data, the studio integrates physical and financial commodity prices. The machine learning models that power the studio are inherently explainable and fully customisable, giving you the perfect platform to generate the most relevant price forecasting insights.</p><a title="" target="" class="qa-breakoutpromo-cta cta large" href="/pt/solutions/how-we-deliver/argus-data-science-studio">Find out more</a></div></div></div></div></div></div></div></div><div class="component component-padding white "><div class="component-content"><div class="container"><div class="row FiftyFiftyTextImage_content__vqnzQ reverse"><div class="qa-fiftyfiftytextimage-image col-12 col-lg-5"><img alt="" loading="lazy" width="586" height="379" decoding="async" data-nimg="1" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=640&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=1200&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=1200&amp;q=75"/></div><div class="col-12 col-lg-7"><h3 class="qa-fiftyfiftytextimage-title h2">Argus Possibility Curves</h3><div class="qa-fiftyfiftytextimage-subtitle h3">Argus Possibility Curves is a probabilistic forecasting data service.</div><p class="qa-fiftyfiftytextimage-description">Each day we publish a price forecast for all major grades of crude oil and key refined oil products, along with the probability to observe that price associated with each quantile. Produced by combining the latest data science and machine learning techniques with Argus’ proprietary pricing database, the Argus Possibility Curves is the only way to confidently estimate volatility and balance of risk associated to oil prices.</p><a title="" target="" class="qa-fiftyfiftytextimage-cta cta large" href="/pt/solutions/products/argus-possibility-curves">Find out more</a></div></div></div></div></div><div class="component component-padding grey "><div class="component-content"><div class="container"><div class="row FiftyFiftyTextImage_content__vqnzQ "><div class="qa-fiftyfiftytextimage-image col-12 col-lg-5"><img alt="" loading="lazy" width="586" height="379" decoding="async" data-nimg="1" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-forward-curves-w-laptop-02.png%3Fh%3D746%26iar%3D0%26w%3D1296%26rev%3D-1%26hash%3D3F749B0B982CF0D045784249217B0CC9&amp;w=640&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-forward-curves-w-laptop-02.png%3Fh%3D746%26iar%3D0%26w%3D1296%26rev%3D-1%26hash%3D3F749B0B982CF0D045784249217B0CC9&amp;w=1200&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-forward-curves-w-laptop-02.png%3Fh%3D746%26iar%3D0%26w%3D1296%26rev%3D-1%26hash%3D3F749B0B982CF0D045784249217B0CC9&amp;w=1200&amp;q=75"/></div><div class="col-12 col-lg-7"><h3 class="qa-fiftyfiftytextimage-title h2">Argus forward curves</h3><p class="qa-fiftyfiftytextimage-description">No matter which region, market or specific price you require, we provide forward curve data free from distortion or bias to support your risk management, market valuation and investment decisions. Built from transparent, industry-specific methodologies that produce representative market values free from distortion, Argus forward Curves ensure you can act with confidence.</p><a title="" target="" class="qa-fiftyfiftytextimage-cta cta large" href="/pt/solutions/analytics-and-forecasting/argus-forward-curves">View our forward curve portfolio</a></div></div></div></div></div><div class="component ContactForm_contactForm__RusC_ navy"><div class="component-content"><img alt="people smiling at a board room" loading="lazy" width="1600" height="555" decoding="async" data-nimg="1" class="ContactForm_image__E3Vzy d-none d-lg-block" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=1920&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=3840&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=3840&amp;q=75"/><div class="ContactForm_content__SjXae container"><div class="row"><div class="col-12 col-lg-7 qa-form-specialist"><h2 class="h1 qa-form-header">Fale com nossos especialistas hoje</h2><div class="ContactForm_description__1ctco qa-form-description">Registre-se abaixo e personalizaremos uma solução que atenda às suas necessidades. Quando você fala com um de nossos especialistas, você pode conhecer nossos produtos líderes do setor sem custos.</div><div class="ContactForm_form__hZJcM qa-form-inputs"><div class="MarketoForm_marketoForm__N0nWd"><form id="mktoForm_32795" class="qa-form-marketo"></form></div></div><div class="ContactForm_disclaimer__vj6IN qa-form-policy"><span>Voc&ecirc; pode cancelar a assinatura dessas atualiza&ccedil;&otilde;es a qualquer momento. A Argus gerencia informa&ccedil;&otilde;es pessoais de acordo com nossa&nbsp;</span><a href="/pt/policies/privacy-policy">Pol&iacute;tica de Privacidade</a><span>.</span></div></div></div></div></div></div></main><footer class="component navy Footer_footer__4vzqH "><div class="qa-footer component-content"><div class="container"><div class="qa-footer-top row Footer_top__k6DNG"><div class="col-12"><img src="/-/media/project/argusmedia/mainsite/logos/argus-footer-logo.svg?iar=0&amp;rev=-1&amp;hash=644197601F9A2BD00636E006C237517F" alt="Argus Media Logo" class="Footer_logo__C9vo8 qa-footer-logo"/><div class="Footer_strapline__TcXRx"><span>illuminating the markets</span></div></div></div><div class="qa-footer-middle row Footer_middle__X_muR"><div class="qa-footer-content small col-12 col-lg-8"><div>Ao acessar este site, voc&ecirc; concorda em n&atilde;o copiar ou reproduzir qualquer parte de seu conte&uacute;do (incluindo, mas n&atilde;o se limitando a, pre&ccedil;os , gr&aacute;ficos ou conte&uacute;do de not&iacute;cias) de qualquer forma ou para qualquer finalidade sem o consentimento pr&eacute;vio por escrito do publicador.</div></div><ul class="qa-footer-social col-12 col-lg-4 Footer_social__RYYyg"><li class="qa-footer-social-link Footer_socialItem__Cb7iJ"><a href="https://uk.linkedin.com/company/argus-media" class="Footer_socialLink__N7mmd" target="_blank" rel="noopener noreferrer"><img src="/-/media/project/argusmedia/mainsite/icons/footer-icons/linkedin.svg?iar=0&amp;rev=-1&amp;hash=68C622F3E83C0BD97BC6C81F70F1A9D2" alt="LinkedIn Logo" class="Footer_socialImage__J9oq_"/></a></li><li class="qa-footer-social-link Footer_socialItem__Cb7iJ"><a href="https://twitter.com/argusmedia" class="Footer_socialLink__N7mmd" target="_blank" rel="noopener noreferrer"><img src="/-/media/project/argusmedia/mainsite/icons/footer-icons/twitter.svg?iar=0&amp;rev=-1&amp;hash=B99E74938430401F14C66B3E2FA02BA7" alt="X Logo" class="Footer_socialImage__J9oq_"/></a></li><li class="qa-footer-social-link Footer_socialItem__Cb7iJ"><a href="https://www.facebook.com/ArgusMedia" class="Footer_socialLink__N7mmd" target="_blank" rel="noopener noreferrer"><img src="/-/media/project/argusmedia/mainsite/icons/footer-icons/facebook.svg?iar=0&amp;rev=-1&amp;hash=3BBDE144F930FBC7095640151CFBBB35" alt="Facebook Logo" class="Footer_socialImage__J9oq_"/></a></li><li class="qa-footer-social-link Footer_socialItem__Cb7iJ"><a href="https://www.youtube.com/user/argusmediavideo" class="Footer_socialLink__N7mmd" target="_blank" rel="noopener noreferrer"><img src="/-/media/project/argusmedia/mainsite/icons/footer-icons/youtube.svg?iar=0&amp;rev=-1&amp;hash=DBCC728812D97EC8620F579F04168B7D" alt="YouTube Logo" class="Footer_socialImage__J9oq_"/></a></li></ul></div><div class="qa-footer-bottom row Footer_bottom__2dJjP"><div class="qa-footer-copyright col-12 col-lg-4">© <!-- -->2024<!-- --> <span>Direitos autorais do Argus Media Group</span></div><ul class="qa-footer-site-links col-12 col-lg-8 Footer_nav__ZaYB1"><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/policies/privacy-policy">Notas de proteção de dados</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/policies/trademarks">Trademarks</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/policies/copyright-policy">Copyright policy</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/policies/exchange-terms">Exchange terms</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/policies/modern-slavery-statement">Política Anti-Escravidão Moderna</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/about-argus/careers">Carreiras</a></li><li class="qa-footer-site-link Footer_navItem__8Yj1Y"><a title="" target="" class="Footer_navLink__6CzNs" href="/pt/about-argus/training-and-support">Suporte</a></li></ul></div></div></div></footer></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"site":{"name":"mainsite","language":"en","hostName":"*"},"locale":"pt","layoutData":{"sitecore":{"context":{"pageEditing":false,"site":{"name":"MainSite"},"pageState":"normal","language":"pt","itemPath":"/solutions/analytics-and-forecasting/data-science-and-machine-learning","fallbackInfo":{"isFallback":true,"fallbackLanguage":"en"},"alternateLanguages":["en","fr","de","zh","es","ja","ru"],"metadataInfo":{"createdDate":"2023-11-23T00:18:17Z","eventStartDate":null},"variantId":"_default"},"route":{"name":"Data science and machine learning","displayName":"Data science and machine learning","fields":{"MetaDescription":{"value":""},"MetaKeywords":{"value":""},"OpenGraphAppId":{"value":""},"OpenGraphImageUrl":{"value":{}},"OpenGraphDescription":{"value":""},"OpenGraphAdmins":{"value":""},"OpenGraphType":{"value":""},"OpenGraphTitle":{"value":""},"OpenGraphSiteName":{"value":""},"TwitterTitle":{"value":""},"TwitterSite":{"value":""},"TwitterCardType":null,"TwitterDescription":{"value":""},"TwitterImage":{"value":{}},"CanonicalUrl":{"value":{"href":""}},"Schema":{"value":""},"NavigationClass":null,"NavigationFilter":[],"NavigationTitle":{"value":"Data science and machine learning"},"Page Design":{"id":"f02f02d7-64fd-4677-ab26-a2f06005c5ce","url":"/pt/presentation/page-designs/default","name":"Default","displayName":"Default","fields":{"PartialDesigns":{"value":"{49822D79-86A7-40EF-8175-9BDC66F4038C}|{F61B2F0C-E12D-43B4-89DB-7785BB6AEE39}|{ABD2F1A3-BBA9-47CE-A300-4C76BDF48A75}|{2D142DE6-EA18-4158-8F93-D2E0F57664DC}"}}},"Tags":[],"TagLabel":{"value":""},"Title":{"value":"Data science and machine learning"},"Description":{"value":""},"Summary":{"value":""},"EnableInSearchResults":{"value":true},"SearchItemType":{"id":"861d9350-8a8f-46f2-a882-8af0854a4339","url":"/pt/data/search-settings/searchitemtype/corporate","name":"Corporate","displayName":"Corporate","fields":{"Title":{"value":"Corporate"},"AlternateMapping":[],"UniqueIdentifier":{"value":""},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true}}},"SearchLinkField":{"value":{"href":""}},"SearchTitleField":{"value":"Title"},"SearchText":{"value":""},"DesktopImage":{"value":{}},"MobileImage":{"value":{}},"IsBreadcrumbDisabled":{"value":false},"OverrideBreadcrumbName":{"value":""},"MetaTitleSuffix":{"value":" | Argus Media"},"MetaTitle":{"value":""},"ExcludeFromHtmlSitemap":{"value":false},"DisplayDate":{"value":"2023-11-23T00:18:17Z"},"EnableSiteSearch":{"value":true}},"databaseName":"web","deviceId":"fe5d7fdf-89c0-4d99-9aa3-b5fbd009c9f3","itemId":"13b5e6e4-2bcb-4776-b302-9f931f922224","itemLanguage":"pt","itemVersion":1,"layoutId":"96e5f4ba-a2cf-4a4c-a4e7-64da88226362","templateId":"5bff29b4-8d41-4a90-9acf-a58de2d0ce9c","templateName":"StandardContent","placeholders":{"headless-header":[{"uid":"d3c2c865-f253-4778-859e-6147e0dafe5e","componentName":"PartialDesignDynamicPlaceholder","dataSource":"","params":{"sid":"{49822D79-86A7-40EF-8175-9BDC66F4038C}","ph":"headless-header","sig":"sxa-header"},"placeholders":{"sxa-header":[{"uid":"ec7cdac5-58a3-4b3c-858f-e326268a1b15","componentName":"Header","dataSource":"{1C85BDEF-FD44-44F1-9F68-4E1E82FF17E7}","fields":{"data":{"datasource":{"type":"Header","image":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/logos/argus-logo.svg?iar=0\u0026rev=-1\u0026hash=804EE581104AD1BE95B1A799C5FF52D9","alt":"Argus Media Logo"}}},"link":{"jsonValue":{"value":{"text":"Home","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{96DC6736-540F-49E9-B616-DB098216E67B}","href":"/pt"}}},"formTitle":{"value":"Fale com nossos especialistas hoje"},"formId":{"value":"32796"},"formDescription":{"jsonValue":{"value":"\u003cp\u003eRegistre-se abaixo e personalizaremos uma solu\u0026ccedil;\u0026atilde;o que atenda \u0026agrave;s suas necessidades. Quando voc\u0026ecirc; fala com um de nossos especialistas, voc\u0026ecirc; pode conhecer nossos produtos l\u0026iacute;deres do setor sem custos.\u003c/p\u003e\n\u003csmall\u003eVoc\u0026ecirc; pode cancelar a assinatura dessas atualiza\u0026ccedil;\u0026otilde;es a qualquer momento. A Argus gerencia informa\u0026ccedil;\u0026otilde;es pessoais de acordo com nossa \u003ca href=\"/pt/policies/privacy-policy\"\u003ePol\u0026iacute;tica de Privacidade\u003c/a\u003e.\u003c/small\u003e"}},"formButtonText":{"value":"Fale com nossos especialistas hoje"},"useSitecoreSearch":{"value":""},"useModalForm":{"value":""},"children":{"results":[{},{"type":"LanguageSite","children":{"results":[{"type":"LanguageSiteItem","text":{"value":"中文"},"locale":{"jsonValue":{"id":"54510753-c77a-4674-b761-bc7108fa3cee","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/zh","name":"zh","displayName":"zh","fields":{"Fallback Language":{"value":"en"},"Iso":{"value":"zh"},"Dictionary":{"value":"zh-CN.tdf"},"Code page":{"value":"65001"},"Charset":{"value":"gb2312"},"Encoding":{"value":"utf-8"},"Regional Iso Code":{"value":"zh-CN"}}}}},{"type":"LanguageSiteItem","text":{"value":"English"},"locale":{"jsonValue":{"id":"af584191-45c9-4201-8740-5409f4cf8bdd","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/en","name":"en","displayName":"en","fields":{"Iso":{"value":"en"},"Dictionary":{"value":"en-US.tdf"}}}}},{"type":"LanguageSiteItem","text":{"value":"日本語"},"locale":{"jsonValue":{"id":"c84218e0-adbd-4c16-9d32-5e552baa6885","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/ja","name":"ja","displayName":"ja","fields":{"Fallback Language":{"value":"en"},"Iso":{"value":"ja"},"Dictionary":{"value":"ja.tdf"},"Code page":{"value":"65001"},"Charset":{"value":"iso-2022-jp"},"Encoding":{"value":"utf-8"},"Regional Iso Code":{"value":"ja"}}}}},{"type":"LanguageSiteItem","text":{"value":"Português"},"locale":{"jsonValue":{"id":"819d8582-7f1d-46d0-8a76-999d7587028b","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/pt","name":"pt","displayName":"pt","fields":{"Fallback Language":{"value":"en"},"Iso":{"value":"pt"},"Dictionary":{"value":"pt-PT.tdf"},"Code page":{"value":"65001"},"Charset":{"value":"iso-8859-1"},"Encoding":{"value":"utf-8"},"Regional Iso Code":{"value":"pt-PT"}}}}},{"type":"LanguageSiteItem","text":{"value":"Русский"},"locale":{"jsonValue":{"id":"6fc26196-413f-4322-ba7a-227d9b63eb70","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/ru","name":"ru","displayName":"ru","fields":{"Fallback Language":{"value":"en"},"Iso":{"value":"ru"},"Dictionary":{"value":"ru-RU.tdf"},"Code page":{"value":"65001"},"Charset":{"value":"koi8-r"},"Encoding":{"value":"utf-8"},"Regional Iso Code":{"value":"ru-RU"}}}}},{"type":"LanguageSiteItem","text":{"value":"Español"},"locale":{"jsonValue":{"id":"887f14fe-e816-4741-80a9-f9ab7b8359be","url":"https://cd-beta.web.argusmedia.tech/pt/sitecore/system/languages/es","name":"es","displayName":"es","fields":{"Fallback Language":{"value":"en"},"Iso":{"value":"es"},"Dictionary":{"value":"es-ES.tdf"},"Code page":{"value":"65001"},"Charset":{"value":"iso-8859-1"},"Encoding":{"value":"utf-8"},"Regional Iso Code":{"value":"es-ES"}}}}}]}},{"type":"LoginRoute","title":{"value":"Login"},"children":{"results":[{"type":"C__Link","link":{"jsonValue":{"value":{"href":"https://direct.argusmedia.com/","text":"Argus Direct","linktype":"external","url":"https://direct.argusmedia.com/","anchor":"","target":"_blank"}}}},{"type":"C__Link","link":{"jsonValue":{"value":{"href":"https://metals.argusmedia.com","text":"Argus Metals","linktype":"external","url":"https://metals.argusmedia.com","anchor":"","target":"_blank"}}}},{"type":"C__Link","link":{"jsonValue":{"value":{"href":"https://ticker.argusmedia.com/","text":"Argus Spot Ticker","linktype":"external","url":"https://ticker.argusmedia.com/","anchor":"","target":""}}}}]}},{"type":"MainNavigation","title":{"value":"MainNavigation"},"children":{"results":[{"type":"PrimaryNavigation","title":{"value":"Commodities"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Commodities"},"link":{"jsonValue":{"value":{"text":"Commodities","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{AC4AB571-F5FD-41D9-89E3-62F4F9945600}","href":"/pt/commodities"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Petróleo"},"link":{"jsonValue":{"value":{"class":"","id":"{C441E409-7909-47CC-8BCF-F74D42FBE8A2}","anchor":"","target":"","title":"","linktype":"internal","text":"Petróleo","url":"/ArgusMedia/MainSite/Home/Commodities/2023/12/13/Crude","href":"/pt/commodities/crude"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Produtos"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Produtos"},"link":{"jsonValue":{"value":{"text":"Produtos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{FA679D8F-9DDF-4FDF-9934-4500004F116B}","href":"/pt/commodities/oil-products"}}}},{"type":"TertiaryNavigation","title":{"value":"Combustíveis"},"link":{"jsonValue":{"value":{"class":"","id":"{7BDD69D6-490D-4303-9C7C-35E5D930324F}","anchor":"","target":"","title":"","linktype":"internal","text":"Combustíveis","url":"/ArgusMedia/MainSite/Home/Commodities/Road fuels","href":"/pt/commodities/road-fuels"}}}},{"type":"TertiaryNavigation","title":{"value":"Biocombustíveis e matérias-primas"},"link":{"jsonValue":{"value":{"class":"","id":"{A5DD6163-CF72-42D6-9338-D9BE266D0F33}","anchor":"","target":"","title":"","linktype":"internal","text":"Biocombustíveis e matérias-primas","url":"/ArgusMedia/MainSite/Home/Commodities/Biofuels and feedstocks","href":"/pt/commodities/biofuels-and-feedstocks"}}}},{"type":"TertiaryNavigation","title":{"value":"Combustíveis marítimos"},"link":{"jsonValue":{"value":{"class":"","id":"{8CABA549-0606-4661-902C-A4EFE545B349}","anchor":"","target":"","title":"","linktype":"internal","text":"Combustíveis marítimos","url":"/ArgusMedia/MainSite/Home/Commodities/Marine fuels","href":"/pt/commodities/marine-fuels"}}}},{"type":"TertiaryNavigation","title":{"value":"Combustíveis de aviação"},"link":{"jsonValue":{"value":{"class":"","id":"{A0D55608-43C7-4C79-9973-FBFA7AF1D0B8}","anchor":"","target":"","title":"","linktype":"internal","text":"Combustíveis de aviação","url":"/ArgusMedia/MainSite/Home/Commodities/Jet fuel","href":"/pt/commodities/jet-fuel"}}}},{"type":"TertiaryNavigation","title":{"value":"Óleos básicos e ceras"},"link":{"jsonValue":{"value":{"class":"","id":"{92EA4744-4A49-4C5F-B9A0-D2436F974A36}","anchor":"","target":"","title":"","linktype":"internal","text":"Óleos básicos e ceras","url":"/ArgusMedia/MainSite/Home/Commodities/Base oils and waxes","href":"/pt/commodities/base-oils-and-waxes"}}}},{"type":"TertiaryNavigation","title":{"value":"Betume e asfalto"},"link":{"jsonValue":{"value":{"class":"","id":"{CAEA87BA-5F3E-497B-8373-B19E3C78D1C3}","anchor":"","target":"","title":"","linktype":"internal","text":"Betume e asfalto","url":"/ArgusMedia/MainSite/Home/Commodities/Bitumen and Asphalt","href":"/pt/commodities/bitumen-and-asphalt"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"GLP e NGLs"},"link":{"jsonValue":{"value":{"text":"GLP e NGLs","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{C022A7A5-B8EF-47C4-BE67-0FBF5F41B65F}","href":"/pt/commodities/lpg"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Gás e eletricidade"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Gás e eletricidade"},"link":{"jsonValue":{"value":{"text":"Gás e eletricidade","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{E186B5F1-781A-429D-9783-90E6304BF697}","href":"/pt/commodities/gas-and-power"}}}},{"type":"TertiaryNavigation","title":{"value":"Gás natural"},"link":{"jsonValue":{"value":{"class":"","id":"{8D989149-FE94-448C-B328-8F414A28F2A9}","anchor":"","target":"","title":"","linktype":"internal","text":"Gás natural","url":"/ArgusMedia/MainSite/Home/Commodities/Natural gas","href":"/pt/commodities/natural-gas"}}}},{"type":"TertiaryNavigation","title":{"value":"GNL"},"link":{"jsonValue":{"value":{"class":"","id":"{03A3DE4B-DD25-4D6F-8DF0-1103CD29B6BE}","anchor":"","target":"","title":"","linktype":"internal","text":"GNL","url":"/ArgusMedia/MainSite/Home/Commodities/LNG","href":"/pt/commodities/lng"}}}},{"type":"TertiaryNavigation","title":{"value":"Energia Elétrica"},"link":{"jsonValue":{"value":{"class":"","id":"{1149C628-7DF2-4957-9053-9D314A0CCF50}","anchor":"","target":"","title":"","linktype":"internal","text":"Energia Elétrica","url":"/ArgusMedia/MainSite/Home/Commodities/Electric power","href":"/pt/commodities/electric-power"}}}},{"type":"TertiaryNavigation","title":{"value":"Hidrógeno"},"link":{"jsonValue":{"value":{"class":"","id":"{BEADBD4E-2CA4-4814-872E-7185B3E5B18C}","anchor":"","target":"","title":"","linktype":"internal","text":"Hidrógeno","url":"/ArgusMedia/MainSite/Home/Commodities/Hydrogen","href":"/pt/commodities/hydrogen"}}}},{"type":"TertiaryNavigation","title":{"value":"Carbon markets"},"link":{"jsonValue":{"value":{"class":"","id":"{9E4E1A95-31DA-4014-BDB2-F9918C31A235}","anchor":"","target":"","title":"","linktype":"internal","text":"Carbon markets","url":"/ArgusMedia/MainSite/Home/Commodities/Carbon markets","href":"/pt/commodities/carbon-markets"}}}},{"type":"TertiaryNavigation","title":{"value":"Биомасса"},"link":{"jsonValue":{"value":{"href":"","class":"","id":"{AD7FE9E5-3981-4D2D-B04E-3CFE22AF46D2}","querystring":"","anchor":"","target":"","title":"","linktype":"internal","text":"Биомасса","url":"/ArgusMedia/MainSite/Home/Commodities/Biomass"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Carvão "},"link":{"jsonValue":{"value":{"text":"Carvão","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{B32CBE13-CDFF-4815-A6B9-371C559168C0}","href":"/pt/commodities/coal"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Net zero"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Net zero"},"link":{"jsonValue":{"value":{"text":"Net zero","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{BD338821-AAF4-4C8B-9064-66F95C9FFDFF}","href":"/pt/commodities/net-zero"}}}},{"type":"TertiaryNavigation","title":{"value":"Biocombustíveis e matérias-primas"},"link":{"jsonValue":{"value":{"class":"","id":"{A5DD6163-CF72-42D6-9338-D9BE266D0F33}","anchor":"","target":"","title":"","linktype":"internal","text":"Biocombustíveis e matérias-primas","url":"/ArgusMedia/MainSite/Home/Commodities/Biofuels and feedstocks","href":"/pt/commodities/biofuels-and-feedstocks"}}}},{"type":"TertiaryNavigation","title":{"value":"Amônia"},"link":{"jsonValue":{"value":{"class":"","id":"{95494B9A-9BBD-4908-8188-B805B31BF2CB}","anchor":"","target":"","title":"","linktype":"internal","text":"Amônia","url":"/ArgusMedia/MainSite/Home/Commodities/Ammonia","href":"/pt/commodities/ammonia"}}}},{"type":"TertiaryNavigation","title":{"value":"Hidrogênio"},"link":{"jsonValue":{"value":{"class":"","id":"{BEADBD4E-2CA4-4814-872E-7185B3E5B18C}","anchor":"","target":"","title":"","linktype":"internal","text":"Hidrogênio","url":"/ArgusMedia/MainSite/Home/Commodities/Hydrogen","href":"/pt/commodities/hydrogen"}}}},{"type":"TertiaryNavigation","title":{"value":"Materiais para baterias"},"link":{"jsonValue":{"value":{"class":"","id":"{D4713924-BD0E-48AC-A702-BFCC698EF3A1}","anchor":"","target":"","title":"","linktype":"internal","text":"Materiais para baterias","url":"/ArgusMedia/MainSite/Home/Commodities/Battery materials","href":"/pt/commodities/battery-materials"}}}},{"type":"TertiaryNavigation","title":{"value":"Biomassa"},"link":{"jsonValue":{"value":{"href":"","class":"","id":"{AD7FE9E5-3981-4D2D-B04E-3CFE22AF46D2}","querystring":"","anchor":"","target":"","title":"","linktype":"internal","text":"Biomassa","url":"/ArgusMedia/MainSite/Home/Commodities/Biomass"}}}},{"type":"TertiaryNavigation","title":{"value":"Energia Elétrica"},"link":{"jsonValue":{"value":{"class":"","id":"{1149C628-7DF2-4957-9053-9D314A0CCF50}","anchor":"","target":"","title":"","linktype":"internal","text":"Energia Elétrica","url":"/ArgusMedia/MainSite/Home/Commodities/Electric power","href":"/pt/commodities/electric-power"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Produtos químicos"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Produtos químicos"},"link":{"jsonValue":{"value":{"text":"Produtos químicos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{0E490BB5-C02D-428A-B6C6-A53513F36E07}","href":"/pt/commodities/chemicals"}}}},{"type":"TertiaryNavigation","title":{"value":"Metanol"},"link":{"jsonValue":{"value":{"class":"","id":"{1ECE86ED-981B-440E-8109-6CE13FDE6BF3}","anchor":"","target":"","title":"","linktype":"internal","text":"Metanol","url":"/ArgusMedia/MainSite/Home/Commodities/Methanol","href":"/pt/commodities/methanol"}}}},{"type":"TertiaryNavigation","title":{"value":"Polímeros"},"link":{"jsonValue":{"value":{"class":"","id":"{61F024BD-8DCA-4099-9C3B-712C350D3BA0}","anchor":"","target":"","title":"","linktype":"internal","text":"Polímeros","url":"/ArgusMedia/MainSite/Home/Commodities/Polymers","href":"/pt/commodities/polymers"}}}},{"type":"TertiaryNavigation","title":{"value":"Olefinas leves"},"link":{"jsonValue":{"value":{"class":"","id":"{76BC44B6-742B-4D2D-ABCF-8A6F694F997D}","anchor":"","target":"","title":"","linktype":"internal","text":"Olefinas leves","url":"/ArgusMedia/MainSite/Home/Commodities/Light olefins","href":"/pt/commodities/light-olefins"}}}},{"type":"TertiaryNavigation","title":{"value":"Olefinas pesadas"},"link":{"jsonValue":{"value":{"class":"","id":"{35E2DCCF-70D0-4649-8FBE-B111D908EBCD}","anchor":"","target":"","title":"","linktype":"internal","text":"Olefinas pesadas","url":"/ArgusMedia/MainSite/Home/Commodities/Heavy olefins","href":"/pt/commodities/heavy-olefins"}}}},{"type":"TertiaryNavigation","title":{"value":"Aromáticos"},"link":{"jsonValue":{"value":{"class":"","id":"{CDBEFED4-6920-4DC5-B498-658560C027E0}","anchor":"","target":"","title":"","linktype":"internal","text":"Aromáticos","url":"/ArgusMedia/MainSite/Home/Commodities/Aromatics","href":"/pt/commodities/aromatics"}}}},{"type":"TertiaryNavigation","title":{"value":"Combustíveis e octanas"},"link":{"jsonValue":{"value":{"class":"","id":"{9618CB13-3E83-42AE-8921-D623E4959E1C}","anchor":"","target":"","title":"","linktype":"internal","text":"Combustíveis e octanas","url":"/ArgusMedia/MainSite/Home/Commodities/Octane Blending","href":"/pt/commodities/octane-blending"}}}},{"type":"TertiaryNavigation","title":{"value":"Cloro-soda"},"link":{"jsonValue":{"value":{"class":"","id":"{25C49CE8-5918-43A5-A939-34F22A976E83}","anchor":"","target":"","title":"","linktype":"internal","text":"Cloro-soda","url":"/ArgusMedia/MainSite/Home/Commodities/Chlor alkali","href":"/pt/commodities/chlor-alkali"}}}},{"type":"TertiaryNavigation","title":{"value":"Poliuretano"},"link":{"jsonValue":{"value":{"class":"","id":"{2FA09E54-8838-4752-A955-51B85BF8B46E}","anchor":"","target":"","title":"","linktype":"internal","text":"Poliuretano","url":"/ArgusMedia/MainSite/Home/Commodities/Polyurethanes","href":"/pt/commodities/polyurethanes"}}}},{"type":"TertiaryNavigation","title":{"value":"Oleoquímica"},"link":{"jsonValue":{"value":{"class":"","id":"{E5BD7A83-F748-43AF-ABF6-04D130D1F610}","anchor":"","target":"","title":"","linktype":"internal","text":"Oleoquímica","url":"/ArgusMedia/MainSite/Home/Commodities/Oleochemicals","href":"/pt/commodities/oleochemicals"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Fertilizantes"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Fertilizantes"},"link":{"jsonValue":{"value":{"text":"Fertilizantes","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{16AFE32B-7A3D-45A0-92E8-8C90C1A960BD}","href":"/pt/commodities/fertilizers"}}}},{"type":"TertiaryNavigation","title":{"value":"Amônia"},"link":{"jsonValue":{"value":{"class":"","id":"{95494B9A-9BBD-4908-8188-B805B31BF2CB}","anchor":"","target":"","title":"","linktype":"internal","text":"Amônia","url":"/ArgusMedia/MainSite/Home/Commodities/Ammonia","href":"/pt/commodities/ammonia"}}}},{"type":"TertiaryNavigation","title":{"value":"Nitrogênio"},"link":{"jsonValue":{"value":{"class":"","id":"{58E1E590-400F-46B7-BB7E-AF294122CF79}","anchor":"","target":"","title":"","linktype":"internal","text":"Nitrogênio","url":"/ArgusMedia/MainSite/Home/Commodities/Nitrogen","href":"/pt/commodities/nitrogen"}}}},{"type":"TertiaryNavigation","title":{"value":"NPKs"},"link":{"jsonValue":{"value":{"class":"","id":"{F96CC31F-87DE-48EA-92C0-5AD1FD629430}","anchor":"","target":"","title":"","linktype":"internal","text":"NPKs","url":"/ArgusMedia/MainSite/Home/Commodities/NPKs","href":"/pt/commodities/npks"}}}},{"type":"TertiaryNavigation","title":{"value":"Fosfatos"},"link":{"jsonValue":{"value":{"class":"","id":"{ACEACCFD-2631-447B-BC8C-3D8CF04F626A}","anchor":"","target":"","title":"","linktype":"internal","text":"Fosfatos","url":"/ArgusMedia/MainSite/Home/Commodities/Phosphates","href":"/pt/commodities/phosphates"}}}},{"type":"TertiaryNavigation","title":{"value":"Potássio"},"link":{"jsonValue":{"value":{"class":"","id":"{B9E2AEBB-3284-4D82-B729-D9E12ADD1AED}","anchor":"","target":"","title":"","linktype":"internal","text":"Potássio","url":"/ArgusMedia/MainSite/Home/Commodities/Potash","href":"/pt/commodities/potash"}}}},{"type":"TertiaryNavigation","title":{"value":"Enxofre e ácido sulfúrico"},"link":{"jsonValue":{"value":{"class":"","id":"{02A88F82-A339-4F23-9DA7-FCB325CAF704}","anchor":"","target":"","title":"","linktype":"internal","text":"Enxofre e ácido sulfúrico","url":"/ArgusMedia/MainSite/Home/Commodities/Sulphur and sulphuric acid","href":"/pt/commodities/sulphur-and-sulphuric-acid"}}}},{"type":"TertiaryNavigation","title":{"value":"Sustainable and specialty fertilizers"},"link":{"jsonValue":{"value":{"text":"Sustainable and specialty fertilizers","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{BF7CFA06-440F-409E-991B-77ADF0CDEC21}","href":"/pt/commodities/sustainable-and-specialty-fertilizers"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Metais"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Metais"},"link":{"jsonValue":{"value":{"text":"Metais","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{6D7FD62F-1625-44C8-B2C9-9BDF72584B53}","href":"/pt/commodities/metals"}}}},{"type":"TertiaryNavigation","title":{"value":"Steel"},"link":{"jsonValue":{"value":{"class":"","id":"{C7D89036-D0D5-4077-8BAD-C584354E7211}","anchor":"","target":"","title":"","linktype":"internal","text":"Steel","url":"/ArgusMedia/MainSite/Home/Commodities/Steel","href":"/pt/commodities/steel"}}}},{"type":"TertiaryNavigation","title":{"value":"Steel raw materials"},"link":{"jsonValue":{"value":{"class":"","id":"{CE2B97BA-ADBE-44CC-9C3D-7C38DE5D78FC}","anchor":"","target":"","title":"","linktype":"internal","text":"Steel raw materials","url":"/ArgusMedia/MainSite/Home/Commodities/Steel raw materials","href":"/pt/commodities/steel-raw-materials"}}}},{"type":"TertiaryNavigation","title":{"value":"Materiais para baterias"},"link":{"jsonValue":{"value":{"class":"","id":"{D4713924-BD0E-48AC-A702-BFCC698EF3A1}","anchor":"","target":"","title":"","linktype":"internal","text":"Materiais para baterias","url":"/ArgusMedia/MainSite/Home/Commodities/Battery materials","href":"/pt/commodities/battery-materials"}}}},{"type":"TertiaryNavigation","title":{"value":"Metais leves"},"link":{"jsonValue":{"value":{"class":"","id":"{D23ECB75-3182-4699-B5B8-BB1E62896269}","anchor":"","target":"","title":"","linktype":"internal","text":"Metais leves","url":"/ArgusMedia/MainSite/Home/Commodities/Specialty and minor metals","href":"/pt/commodities/specialty-and-minor-metals"}}}},{"type":"TertiaryNavigation","title":{"value":"Terras raras"},"link":{"jsonValue":{"value":{"class":"","id":"{1D477F64-327A-4624-97D5-94A7A90749B9}","anchor":"","target":"","title":"","linktype":"internal","text":"Terras raras","url":"/ArgusMedia/MainSite/Home/Commodities/Rare earths","href":"/pt/commodities/rare-earths"}}}},{"type":"TertiaryNavigation","title":{"value":"Alloys"},"link":{"jsonValue":{"value":{"class":"","id":"{41781AAD-7F63-4D43-8FAF-5712C12CFC3F}","anchor":"","target":"","title":"","linktype":"internal","text":"Alloys","url":"/ArgusMedia/MainSite/Home/Commodities/Alloys","href":"/pt/commodities/alloys"}}}},{"type":"TertiaryNavigation","title":{"value":"Sucata"},"link":{"jsonValue":{"value":{"class":"","id":"{D440204A-EB3C-4B9C-A1DC-0FE57D55C900}","anchor":"","target":"","title":"","linktype":"internal","text":"Sucata","url":"/ArgusMedia/MainSite/Home/Commodities/Scrap","href":"/pt/commodities/scrap"}}}},{"type":"TertiaryNavigation","title":{"value":"Dutos"},"link":{"jsonValue":{"value":{"class":"","id":"{562AE345-F81B-40DC-9FEE-45F793F28F38}","anchor":"","target":"","title":"","linktype":"internal","text":"Dutos","url":"/ArgusMedia/MainSite/Home/Commodities/Pipe and tube","href":"/pt/commodities/pipe-and-tube"}}}},{"type":"TertiaryNavigation","title":{"value":"Metais básicos"},"link":{"jsonValue":{"value":{"class":"","id":"{C4F72AA6-56C7-4F4B-BBF9-89CA827F8120}","anchor":"","target":"","title":"","linktype":"internal","text":"Metais básicos","url":"/ArgusMedia/MainSite/Home/Commodities/Base metals","href":"/pt/commodities/base-metals"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Agricultura"},"link":{"jsonValue":{"value":{"text":"Agricultura","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{D0B05FEA-AB40-49EB-A9A7-E293D1506B13}","href":"/pt/commodities/agriculture"}}},"children":{"results":[]}}]}},{"type":"PrimaryNavigation","title":{"value":"Indústrias"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Indústrias"},"link":{"jsonValue":{"value":{"text":"Indústrias","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{43A8CF5A-C2A7-4418-8E3A-3C4B5BE87F6F}","href":"/pt/industries"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Freight"},"link":{"jsonValue":{"value":{"text":"Freight","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{C3444D0A-4F22-48C7-BC76-E77E1B8D9502}","href":"/pt/industries/freight"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Petróleo e gás upstream"},"link":{"jsonValue":{"value":{"text":"Petróleo e gás upstream","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{B1870352-732C-46C7-8A49-5D5A01DA9C4F}","href":"/pt/industries/upstream-oil-and-gas"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Refinação e distribuição de petróleo "},"link":{"jsonValue":{"value":{"text":"Refinação e distribuição de petróleo","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{40647508-9DAB-4A2F-AB04-32209CE593B6}","href":"/pt/industries/oil-refining-and-distribution"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Produção de biocombustíveis"},"link":{"jsonValue":{"value":{"text":"Produção de biocombustíveis","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{F5BEDF79-3C8E-4695-B22A-6BB8E9958D8A}","href":"/pt/industries/biofuels-production"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Aviação"},"link":{"jsonValue":{"value":{"text":"Aviação","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{CB524557-026A-442A-AF17-ACDFDDBB5251}","href":"/pt/industries/aviation"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Petroquímica"},"link":{"jsonValue":{"value":{"text":"Petroquímica","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{DCFBC6D8-0375-46D7-8A84-7CEE52138311}","href":"/pt/industries/petrochemicals"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Distribuição de gás natural e eletricidade"},"link":{"jsonValue":{"value":{"text":"Distribuição de gás natural e eletricidade","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{E299C238-20D4-4C0C-82AD-9E4E9B3DDD6C}","href":"/pt/industries/natural-gas-and-power-distribution"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Geração de Eletricidade"},"link":{"jsonValue":{"value":{"text":"Geração de Eletricidade","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{50BACE2F-E4B1-4EF1-99E2-B53718A1B823}","href":"/pt/industries/power-generation"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Mineração"},"link":{"jsonValue":{"value":{"text":"Mineração","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3DCA6D75-3CFF-45FC-B8B6-A1F8889DCDA9}","href":"/pt/industries/mining"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Indústria de fabricação"},"link":{"jsonValue":{"value":{"text":"Indústria de fabricação","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{227D6431-A1AB-4EE1-81AF-A251EABEBB45}","href":"/pt/industries/industrial-manufacturing"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Automotive"},"link":{"jsonValue":{"value":{"text":"Automotive","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{AACCB057-C689-484E-86F1-9C0DFF6DC462}","href":"/pt/industries/automotive-manufacturing"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Indústria agrícola"},"link":{"jsonValue":{"value":{"text":"Indústria agrícola","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{35C5C878-4C82-4F8E-BD9E-4DA9F50211DB}","href":"/pt/industries/agri-industry"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Storage terminals"},"link":{"jsonValue":{"value":{"text":"Storage terminals","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{CC4E49CA-1FC6-4D94-8849-7562BDBAD9D6}","href":"/pt/industries/storage-terminals"}}},"children":{"results":[]}}]}},{"type":"PrimaryNavigation","title":{"value":"Soluções"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Soluções"},"link":{"jsonValue":{"value":{"text":"Soluções","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3263D761-92A6-4264-97C1-EFE0591928AB}","href":"/pt/solutions"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Ver todos os produtos"},"link":{"jsonValue":{"value":{"text":"Ver todos os produtos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{F87460A5-EE15-45CD-9CEC-1A7DC610D2C6}","href":"/pt/solutions/products"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Preços de commodities"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Preços de commodities"},"link":{"jsonValue":{"value":{"text":"Preços de commodities","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{323D0670-AA2D-4202-983A-A88A990C7BE4}","href":"/pt/solutions/commodity-prices"}}}},{"type":"TertiaryNavigation","title":{"value":"Principais avaliações de preço"},"link":{"jsonValue":{"value":{"text":"Principais avaliações de preço","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{476AEAD5-8879-4610-95E3-582A78992989}","href":"/pt/methodology/key-commodity-prices"}}}},{"type":"TertiaryNavigation","title":{"value":"Metodologia - Geral"},"link":{"jsonValue":{"value":{"text":"Metodologia - Geral","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{B4A14A83-CEB1-4A37-927B-587AC40984F2}","href":"/pt/methodology"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Navegar por notícias"},"link":{"jsonValue":{"value":{"class":"","id":"{0FFA1777-3845-481F-A9FE-D5ECBC5A749F}","anchor":"","target":"","title":"","linktype":"internal","text":"Navegar por notícias","url":"/ArgusMedia/MainSite/Home/News and insights/Latest Market News","href":"/pt/news-and-insights/latest-market-news"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Análises e previsões"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Análises e previsões"},"link":{"jsonValue":{"value":{"text":"Análises e previsões","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{97DDB3CA-8988-4E34-8474-581B81D172C4}","href":"/pt/solutions/analytics-and-forecasting"}}}},{"type":"TertiaryNavigation","title":{"value":"Perspectivas a curto prazo"},"link":{"jsonValue":{"value":{"text":"Perspectivas a curto prazo","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{90556810-C899-4C86-979A-6FDC3CC1FF7A}","href":"/pt/solutions/analytics-and-forecasting/near-term-outlooks"}}}},{"type":"TertiaryNavigation","title":{"value":"Long term analytics"},"link":{"jsonValue":{"value":{"text":"Long term analytics","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{C226F21F-FD73-4782-A374-8C349042E981}","href":"/pt/solutions/analytics-and-forecasting/long-term-analytics"}}}},{"type":"TertiaryNavigation","title":{"value":"Forward curves"},"link":{"jsonValue":{"value":{"class":"","id":"{6AEC8C3A-BB63-4524-A39B-813475B9D480}","anchor":"","target":"","title":"","linktype":"internal","text":"Forward curves","url":"/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Argus forward curves","href":"/pt/solutions/analytics-and-forecasting/argus-forward-curves"}}}},{"type":"TertiaryNavigation","title":{"value":"Ciência de dados e aprendizado automático"},"link":{"jsonValue":{"value":{"class":"","id":"{13B5E6E4-2BCB-4776-B302-9F931F922224}","anchor":"","target":"","title":"","linktype":"internal","text":"Ciência de dados e aprendizado automático","url":"/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning","href":"/pt/solutions/analytics-and-forecasting/data-science-and-machine-learning"}}}}]}},{"type":"SecondaryNavigation","title":{"value":"Consultoria de projetos"},"link":{"jsonValue":{"value":{"text":"Consultoria de projetos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{9B1536B3-2409-4610-9E37-595ADED02273}","href":"/pt/solutions/consulting-projects"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Relatórios de Inteligência de Negócios"},"link":{"jsonValue":{"value":{"text":"Relatórios de Inteligência de Negócios","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{8342FCD4-D544-45F5-BA8B-34C79562D15A}","href":"/pt/solutions/business-intelligence-reports"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Como entregamos"},"link":{"jsonValue":{"value":{"href":""}}},"children":{"results":[{"type":"TertiaryNavigation","title":{"value":"Como entregamos"},"link":{"jsonValue":{"value":{"text":"Como entregamos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{EF04145E-24B5-4BFC-B7C7-ED9A8FE9E468}","href":"/pt/solutions/how-we-deliver"}}}},{"type":"TertiaryNavigation","title":{"value":"Portal do cliente"},"link":{"jsonValue":{"value":{"text":"Portal do cliente","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{D83D1489-631F-4F1E-832D-D69246414FB2}","href":"/pt/solutions/how-we-deliver/client-portal"}}}},{"type":"TertiaryNavigation","title":{"value":"Estúdio de ciência de dados Argus"},"link":{"jsonValue":{"value":{"text":"Estúdio de ciência de dados Argus","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{A22A89A0-C599-4049-AC2C-2EA893BFBA07}","href":"/pt/solutions/how-we-deliver/argus-data-science-studio"}}}},{"type":"TertiaryNavigation","title":{"value":"Mercados da Argus"},"link":{"jsonValue":{"value":{"text":"Mercados da Argus","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{4BA8592A-CF71-4EF3-9DCD-9A875914FD39}","href":"/pt/solutions/how-we-deliver/argus-open-markets"}}}},{"type":"TertiaryNavigation","title":{"value":"Argus Spot Ticker"},"link":{"jsonValue":{"value":{"text":"Argus Spot Ticker","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{05B21A54-F22A-4132-9110-BCC05257F78C}","href":"/pt/solutions/products/argus-spot-ticker"}}}},{"type":"TertiaryNavigation","title":{"value":"Parceiros"},"link":{"jsonValue":{"value":{"text":"Parceiros","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{59C866B3-824A-4AF6-8DDC-3741448856DF}","href":"/pt/solutions/how-we-deliver/channel-partners"}}}}]}}]}},{"type":"PrimaryNavigation","title":{"value":"Eventos"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Eventos"},"link":{"jsonValue":{"value":{"text":"Eventos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{A0F910E6-12BC-4A4B-BDD5-565B4B830595}","href":"/pt/events"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Conferências"},"link":{"jsonValue":{"value":{"text":"Conferências","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{097A725A-46DC-42A0-A0AB-D2351E8EB060}","href":"/pt/events/conferences"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Fóruns"},"link":{"jsonValue":{"value":{"class":"","id":"{B6681180-5157-4132-8DFE-EAF1FC3BBE5F}","anchor":"","target":"","title":"","linktype":"internal","text":"Fóruns","url":"/ArgusMedia/MainSite/Home/Events/Forums","href":"/pt/events/forums"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Webinars"},"link":{"jsonValue":{"value":{"text":"Webinars","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{09783652-5354-47C2-A694-F2A796D81A64}","href":"/pt/events/webinars"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Nossos termos"},"link":{"jsonValue":{"value":{"text":"Nossos termos","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{11BA96E1-7B6C-4B11-816F-D8F61B0A9B2C}","href":"/pt/events/our-terms"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Industry events"},"link":{"jsonValue":{"value":{"text":"Industry events","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{C7F13DD6-ECBF-43BA-850E-7D010FC657C3}","href":"/pt/events/industry-events"}}},"children":{"results":[]}}]}},{"type":"PrimaryNavigation","title":{"value":"Notícias e insights"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Notícias e insights"},"link":{"jsonValue":{"value":{"text":"Notícias e insights","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3B1FE534-FE2E-48FC-8144-AB03AFA77B4A}","href":"/pt/news-and-insights"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Últimas notícias do mercado"},"link":{"jsonValue":{"value":{"class":"","id":"{0FFA1777-3845-481F-A9FE-D5ECBC5A749F}","anchor":"","target":"","title":"","linktype":"internal","text":"Últimas notícias do mercado","url":"/ArgusMedia/MainSite/Home/News and insights/Latest Market News","href":"/pt/news-and-insights/latest-market-news"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Podcasts de energia e commodities"},"link":{"jsonValue":{"value":{"text":"Podcasts de energia e commodities","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{C9B5E3D3-BB0D-4807-AFFF-4EB926B5F895}","href":"/pt/news-and-insights/energy-and-commodity-podcasts"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Estudos de mercado"},"link":{"jsonValue":{"value":{"text":"Estudos de mercado","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{6FD8F907-E5E0-4EDA-B595-46CD8809BC11}","href":"/pt/news-and-insights/market-insight-papers"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Blog de opinião e análise de mercado"},"link":{"jsonValue":{"value":{"text":"Blog de opinião e análise de mercado","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{B1582C86-A7BA-4A7F-8D76-C86F7616AEB4}","href":"/pt/news-and-insights/market-opinion-and-analysis-blog"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Newsletters de destaques de mercado"},"link":{"jsonValue":{"value":{"href":"https://view.argusmedia.com/argus-market-highlights-sign-up","text":"Newsletters de destaques de mercado","linktype":"external","url":"https://view.argusmedia.com/argus-market-highlights-sign-up","anchor":"","target":"_blank"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Temas de mercado atuais"},"link":{"jsonValue":{"value":{"text":"Temas de mercado atuais","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{43171390-6B01-4A71-BDBA-8869D6524E7E}","href":"/pt/news-and-insights/topical-market-themes"}}},"children":{"results":[]}}]}},{"type":"PrimaryNavigation","title":{"value":"Metodologia"},"children":{"results":[{"type":"SecondaryNavigation","title":{"value":"Methodology overview"},"link":{"jsonValue":{"value":{"text":"Methodology overview","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{B4A14A83-CEB1-4A37-927B-587AC40984F2}","href":"/pt/methodology"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Browse Argus methodologies"},"link":{"jsonValue":{"value":{"text":"Methodologies","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{BC4885B2-2742-4550-BF1F-28DCFCC039AD}","href":"/pt/methodology/methodologies"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Por que as metodologias são importantes"},"link":{"jsonValue":{"value":{"text":"Por que as metodologias são importantes","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{476AEAD5-8879-4610-95E3-582A78992989}","href":"/pt/methodology/key-commodity-prices"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Cronograma de publicação"},"link":{"jsonValue":{"value":{"text":"Cronograma de publicação","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3B9CDE09-262A-4555-972C-4D33D928B7F7}","href":"/pt/methodology/publishing-schedule"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Governança e compliance"},"link":{"jsonValue":{"value":{"text":"Governança e compliance","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{37EAC57E-B243-499D-8686-F314B659F45E}","href":"/pt/methodology/governance-and-compliance"}}},"children":{"results":[]}},{"type":"SecondaryNavigation","title":{"value":"Documentação de dados"},"link":{"jsonValue":{"value":{"class":"","id":"{E0F9C07A-BD7F-4FC5-A8C0-476E8CF7C7D9}","anchor":"","target":"","title":"","linktype":"internal","text":"Documentação de dados","url":"/ArgusMedia/MainSite/Home/Methodology/Data documentation","href":"/pt/methodology/data-documentation"}}},"children":{"results":[]}}]}}]}},{"type":"TopNavigation","children":{"results":[{"type":"C__Link","link":{"jsonValue":{"value":{"text":"Sobre a Argus","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3443E1EA-F23F-4861-AEE2-6FC7E17E0D6F}","href":"/pt/about-argus"}}}},{"type":"C__Link","link":{"jsonValue":{"value":{"text":"Carreiras","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{7843B340-D7C2-4928-B128-0F7E35F58C19}","href":"/pt/about-argus/careers"}}}},{"type":"C__Link","link":{"jsonValue":{"value":{"href":"https://view.argusmedia.com/argus-market-highlights-sign-up","text":"Boletins Informativos","linktype":"external","url":"https://view.argusmedia.com/argus-market-highlights-sign-up","anchor":"","target":"_blank"}}}},{"type":"C__Link","link":{"jsonValue":{"value":{"text":"Atendimento ao cliente","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{4BAE27C9-C4B0-4317-84AA-8572A9556AE7}","href":"/pt/about-argus/training-and-support"}}}}]}}]}}}}}]}},{"uid":"86bdc68d-f4f3-4472-9e59-35bb2a6de3c9","componentName":"PartialDesignDynamicPlaceholder","dataSource":"","params":{"sid":"{ABD2F1A3-BBA9-47CE-A300-4C76BDF48A75}","ph":"headless-header","sig":"sxa-thirdpartyscripts"},"placeholders":{"sxa-thirdpartyscripts":[{"uid":"6803cecb-de5d-46b0-b494-90f8868c0467","componentName":"ThirdPartyScripts","dataSource":"{4132F870-4A07-4F24-8D3A-5D538A59BEC5}","fields":{"DriftId":{"value":"rt7cbrkaezv8"},"GTMId":{"value":"GTM-K9CTQX"},"MunchkinId":{"value":"584-BUW-606"},"YandexId":{"value":"62586cd589597c4c"},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true}}}]}},{"uid":"ee640df8-9b65-4fcd-af42-fea9fdd50c60","componentName":"PartialDesignDynamicPlaceholder","dataSource":"","params":{"sid":"{2D142DE6-EA18-4158-8F93-D2E0F57664DC}","ph":"headless-header","sig":"sxa-metadata"},"placeholders":{"sxa-metadata":[{"uid":"f8785eb5-9ee5-46a0-8fb8-f54843c147b0","componentName":"Metadata","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning","fields":{"data":{"datasource":{"searchItemType":{"jsonValue":{"id":"861d9350-8a8f-46f2-a882-8af0854a4339","url":"/pt/data/search-settings/searchitemtype/corporate","name":"Corporate","displayName":"Corporate","fields":{"Title":{"value":"Corporate"}}}},"type":"StandardContent","displayDate":{"jsonValue":{"value":"2023-11-23T00:18:17Z"}},"tags":{"jsonValue":[]}}}}}]}}],"headless-main":[{"uid":"4835e046-7461-46b8-aa27-78ce85b87629","componentName":"HeroBanner","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning/Data science and machine learning - Data/Data Science and ML - Hero Banner","fields":{"data":{"datasource":{"title":{"jsonValue":{"value":"Data science and machine learning"}},"description":{"jsonValue":{"value":""}},"desktopImage":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/images/14-generic-hero-banners/herobanner_1600x530_generic-c.jpg?h=530\u0026iar=0\u0026w=1600\u0026rev=2cf023b4e0484c1bb091b9f72dbf7771\u0026hash=72DBDFEBEF6EE62E751AB5DD2221C77E","alt":"Generic Hero Banner","width":"1600","height":"530"}}},"mobileImage":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/images/14-generic-hero-banners/herobanner_390x620_generic-c.jpg?h=620\u0026iar=0\u0026w=390\u0026rev=1f6461bbf1f1417cb9ac37adf5126bb2\u0026hash=D27C33C4A19A3079C7BE43A393C45E0D","alt":"Generic Hero Banner","width":"390","height":"620"}}},"isBreadcrumbDisabled":null},"contextItem":{"overrideBreadcrumbName":{"value":""},"title":{"value":"Data science and machine learning"},"metaTitle":{"value":""},"url":{"path":"/solutions/analytics-and-forecasting/data-science-and-machine-learning"},"ancestors":[{"overrideBreadcrumbName":{"value":""},"title":{"value":"Analytics and forecasting"},"metaTitle":{"value":""},"url":{"path":"/solutions/analytics-and-forecasting"}},{"overrideBreadcrumbName":{"value":""},"title":{"value":"Soluções"},"metaTitle":{"value":""},"url":{"path":"/solutions"}},{"overrideBreadcrumbName":{"value":""},"title":{"value":"Argus Media"},"metaTitle":{"value":""},"url":{"path":"/"}}]}}}},{"uid":"14a27f7c-38cc-4539-bfba-f2a9972e3e47","componentName":"PageIntroduction","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning/Data science and machine learning - Data/page introduction","fields":{"Link":{"value":{"href":""}},"Link2":{"value":{"href":""}},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true},"Title":{"value":"Overview"},"Description":{"value":"\u003cp\u003eOur data science capabilities are unique. By pairing the latest data science and machine learning techniques with access to our one of a kind datasets and our decades of market knowledge, we can reveal otherwise unknown insights.\u003c/p\u003e\n\u003cp\u003eThrough the insights derived from our constant market interaction, we are able to customise our algorithms. Our system provides access to a rich universe of macroeconomic and financial drivers, selected for their relevance to energy and commodity markets.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eThe Argus Data Science Studio is used by physical and financial market participants around the world to manage risk and to inform trading and hedging decisions. Through forward curves and probabilistic forecasting data, our clients unearth unique solutions and greater insights, faster.\u003c/p\u003e\n\u003cdiv\u003e\u0026nbsp;\u003c/div\u003e"}}},{"uid":"a848c36f-8ff5-4128-8101-fab0cef586d2","componentName":"BreakoutPromo","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning/Data science and machine learning - Data/Breakout promo","fields":{"DesktopImage":{"value":{"src":"/-/media/project/argusmedia/mainsite/images/14-generic-hero-banners/herobanner_1600x530_generic-a.jpg?h=530\u0026iar=0\u0026w=1600\u0026rev=-1\u0026hash=155B8B82D6C21041CB49468C374E097B","alt":"","width":"1600","height":"530"}},"Text":{"value":"The Argus Data Science Studio is a powerful modelling tool designed to support your analytics, trading, hedging and risk management decisions. Using the latest machine learning technology for probabilistic forecasting and location-based trading data, the studio integrates physical and financial commodity prices. The machine learning models that power the studio are inherently explainable and fully customisable, giving you the perfect platform to generate the most relevant price forecasting insights."},"Title":{"value":"Argus Data Science Studio"},"MobileImage":{"value":{}},"TabTitle":{"value":"$name"},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true},"Cta":{"value":{"text":"Find out more","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{A22A89A0-C599-4049-AC2C-2EA893BFBA07}","href":"/pt/solutions/how-we-deliver/argus-data-science-studio"}}}},{"uid":"2d42e574-7253-447b-8443-10eb53102c44","componentName":"FiftyFiftyTextImage","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning/Data science and machine learning - Data/fifty fifty module one","params":{"Theme":"White"},"fields":{"AlignImageLeft":{"value":false},"Header":{"value":""},"Image":{"value":{"src":"/-/media/project/argusmedia/mainsite/english/images/platforms/argus-data-science-studio-possiblity-curves-w-laptop.png?h=1080\u0026iar=0\u0026w=1920\u0026rev=-1\u0026hash=92EC98B4492553F0602047FF369755B2","alt":"","width":"1920","height":"1080"}},"IntroCopy":{"value":"Argus Possibility Curves is a probabilistic forecasting data service."},"AnchorID":{"value":""},"Cta":{"value":{"text":"Find out more","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{8A6C5DEE-259A-4B55-BD25-736584C2CFDC}","href":"/pt/solutions/products/argus-possibility-curves"}},"EnableSiteSearch":{"value":true},"Title":{"value":"Argus Possibility Curves"},"Description":{"value":"Each day we publish a price forecast for all major grades of crude oil and key refined oil products, along with the probability to observe that price associated with each quantile. Produced by combining the latest data science and machine learning techniques with Argus’ proprietary pricing database, the Argus Possibility Curves is the only way to confidently estimate volatility and balance of risk associated to oil prices."}}},{"uid":"8cf8552a-4587-4fae-8be3-31c9c853c05e","componentName":"FiftyFiftyTextImage","dataSource":"/sitecore/content/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Data science and machine learning/Data science and machine learning - Data/fifty fifty module two","params":{"Theme":"Grey"},"fields":{"AlignImageLeft":{"value":true},"Header":{"value":""},"Image":{"value":{"src":"/-/media/project/argusmedia/mainsite/english/images/platforms/argus-data-science-studio-forward-curves-w-laptop-02.png?h=746\u0026iar=0\u0026w=1296\u0026rev=-1\u0026hash=3F749B0B982CF0D045784249217B0CC9","alt":"","width":"1296","height":"746"}},"IntroCopy":{"value":""},"AnchorID":{"value":""},"Cta":{"value":{"class":"","id":"{6AEC8C3A-BB63-4524-A39B-813475B9D480}","anchor":"","target":"","title":"","linktype":"internal","text":"View our forward curve portfolio","url":"/ArgusMedia/MainSite/Home/Solutions/Analytics and forecasting/Argus forward curves","href":"/pt/solutions/analytics-and-forecasting/argus-forward-curves"}},"EnableSiteSearch":{"value":true},"Title":{"value":"Argus forward curves"},"Description":{"value":"No matter which region, market or specific price you require, we provide forward curve data free from distortion or bias to support your risk management, market valuation and investment decisions. Built from transparent, industry-specific methodologies that produce representative market values free from distortion, Argus forward Curves ensure you can act with confidence."}}},{"uid":"22e4d149-85b1-4f2e-b81e-e4e681be3ef6","componentName":"ContactForm","dataSource":"{44347C6E-A16B-47F6-B06F-24D3854B9976}","params":{"CacheClearingBehavior":"Clear on publish"},"fields":{"Disclaimer":{"value":"\u003cspan\u003eVoc\u0026ecirc; pode cancelar a assinatura dessas atualiza\u0026ccedil;\u0026otilde;es a qualquer momento. A Argus gerencia informa\u0026ccedil;\u0026otilde;es pessoais de acordo com nossa\u0026nbsp;\u003c/span\u003e\u003ca href=\"/pt/policies/privacy-policy\"\u003ePol\u0026iacute;tica de Privacidade\u003c/a\u003e\u003cspan\u003e.\u003c/span\u003e"},"Image":{"value":{"src":"/-/media/project/argusmedia/mainsite/english/images/people/contact-us-forms/contact-us-form-people-01.jpg?h=530\u0026iar=0\u0026w=1600\u0026rev=-1\u0026hash=15ADB845C50D6050F16F434C347C419B","alt":"people smiling at a board room","width":"1600","height":"530"}},"FormId":{"value":"32795"},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true},"Title":{"value":"Fale com nossos especialistas hoje"},"Description":{"value":"Registre-se abaixo e personalizaremos uma solução que atenda às suas necessidades. Quando você fala com um de nossos especialistas, você pode conhecer nossos produtos líderes do setor sem custos."}}},{"uid":"ab5e24a6-eb28-4abe-aa01-2a690112aeef","componentName":"LinkBar","dataSource":"{A712325B-6E37-4DA6-AF1F-4E20047635E0}","fields":{"Cta":{"value":{"href":""}},"Title":{"value":""},"AnchorID":{"value":""},"EnableSiteSearch":{"value":true}}}],"headless-footer":[{"uid":"1f0f115e-1bae-4875-a093-b9f94a90d874","componentName":"PartialDesignDynamicPlaceholder","dataSource":"","params":{"sid":"{F61B2F0C-E12D-43B4-89DB-7785BB6AEE39}","ph":"headless-footer","sig":"sxa-footer"},"placeholders":{"sxa-footer":[{"uid":"c3833b42-cb98-4393-89a5-e4f775ee4400","componentName":"Footer","dataSource":"{F810308F-7A52-47F6-83C1-8CD1257E0031}","fields":{"data":{"datasource":{"logo":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/logos/argus-footer-logo.svg?iar=0\u0026rev=-1\u0026hash=644197601F9A2BD00636E006C237517F","alt":"Argus Media Logo"}}},"text":{"value":"Ao acessar este site, voc\u0026ecirc; concorda em n\u0026atilde;o copiar ou reproduzir qualquer parte de seu conte\u0026uacute;do (incluindo, mas n\u0026atilde;o se limitando a, pre\u0026ccedil;os , gr\u0026aacute;ficos ou conte\u0026uacute;do de not\u0026iacute;cias) de qualquer forma ou para qualquer finalidade sem o consentimento pr\u0026eacute;vio por escrito do publicador."},"copyrightText":{"value":"Direitos autorais do Argus Media Group"},"strapline":{"value":"illuminating the markets"},"children":{"results":[{"title":{"value":"FooterLinks"},"displayName":"FooterLinks","name":"FooterLinks","children":{"results":[{"link":{"jsonValue":{"value":{"class":"","id":"{429148D9-3B8E-4DF5-9942-1E71644062E6}","anchor":"","target":"","title":"","linktype":"internal","text":"Notas de proteção de dados","url":"/ArgusMedia/MainSite/Home/Policies/privacy policy","href":"/pt/policies/privacy-policy"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Trademarks","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{ABAB235B-AE34-4091-8E6D-4883D55CE320}","href":"/pt/policies/trademarks"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Copyright policy","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{4A0B08F5-3908-4398-B5BA-DAFBAEB0E428}","href":"/pt/policies/copyright-policy"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Exchange terms","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{189821B7-6FC9-4C98-85C0-4967D34A635B}","href":"/pt/policies/exchange-terms"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Política Anti-Escravidão Moderna","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{3C351667-B82C-49E4-9A15-03971F7972D3}","href":"/pt/policies/modern-slavery-statement"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Carreiras","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{7843B340-D7C2-4928-B128-0F7E35F58C19}","href":"/pt/about-argus/careers"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}},{"link":{"jsonValue":{"value":{"text":"Suporte","anchor":"","linktype":"internal","class":"","title":"","target":"","id":"{4BAE27C9-C4B0-4317-84AA-8572A9556AE7}","href":"/pt/about-argus/training-and-support"}}},"refreshOnNavigate":{"jsonValue":{"value":false}}}]}},{"title":{"value":"Social"},"displayName":"Social","name":"Social","children":{"results":[{"link":{"jsonValue":{"value":{"href":"https://uk.linkedin.com/company/argus-media","text":"LinkedIn","linktype":"external","url":"https://uk.linkedin.com/company/argus-media","anchor":"","target":"_blank"}}},"image":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/icons/footer-icons/linkedin.svg?iar=0\u0026rev=-1\u0026hash=68C622F3E83C0BD97BC6C81F70F1A9D2","alt":"LinkedIn Logo"}}}},{"link":{"jsonValue":{"value":{"href":"https://twitter.com/argusmedia","text":"X Logo","linktype":"external","url":"https://twitter.com/argusmedia","anchor":"","target":"_blank"}}},"image":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/icons/footer-icons/twitter.svg?iar=0\u0026rev=-1\u0026hash=B99E74938430401F14C66B3E2FA02BA7","alt":"X Logo"}}}},{"link":{"jsonValue":{"value":{"href":"https://www.facebook.com/ArgusMedia","text":"Facebook","linktype":"external","url":"https://www.facebook.com/ArgusMedia","anchor":"","target":"_blank"}}},"image":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/icons/footer-icons/facebook.svg?iar=0\u0026rev=-1\u0026hash=3BBDE144F930FBC7095640151CFBBB35","alt":"Facebook Logo"}}}},{"link":{"jsonValue":{"value":{"href":"https://www.youtube.com/user/argusmediavideo","text":"YouTube","linktype":"external","url":"https://www.youtube.com/user/argusmediavideo","anchor":"","target":"_blank"}}},"image":{"jsonValue":{"value":{"src":"/-/media/project/argusmedia/mainsite/icons/footer-icons/youtube.svg?iar=0\u0026rev=-1\u0026hash=DBCC728812D97EC8620F579F04168B7D","alt":"YouTube Logo"}}}}]}}]}}}}}]}}]}}}},"dictionary":{"NextButton":"Next","ViewPricing":"Consultar preços","EmailUs":"E-mail","CountdownPlural":"Faltam dias","CallUs":"Linha direta","AddToCalendar":"Adicionar ao calendário"},"headLinks":[],"componentProps":{}},"__N_SSG":true},"page":"/[[...path]]","query":{"path":["solutions","analytics-and-forecasting","data-science-and-machine-learning"]},"buildId":"61995","assetPrefix":"https://www.argusmedia.com","isFallback":false,"isExperimentalCompile":false,"gsp":true,"locale":"pt","locales":["default","en","es","zh","ru","pt","ja","fr","de"],"defaultLocale":"default","scriptLoader":[]}</script></body></html>

Pages: 1 2 3 4 5 6 7 8 9 10