CINXE.COM

<!doctype html> <html lang="en-US"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="profile" href="http://gmpg.org/xfn/11"> <script> // Constants const SIGN_IN_STATUS_ATTRIBUTE = 'data-md-signed-in', SIGNED_IN_STATUS = 'true', SIGNED_OUT_STATUS = 'false'; const SIGN_IN_USERNAME_COOKIE = 'dags_awesome', SIGN_IN_USER_ID_COOKIE = 'ajs_user_id'; const base_url = 'https://dagshub.com', ajax_url = 'https://dagshub.com/wp-admin/admin-ajax.php'; const getCookie = (name) => { let match = document.cookie.match(new RegExp('(^| )' + name + '=([^;]+)')); if (match) return match[2]; }; const is_home = false // Handling Signed in status let username = getCookie(SIGN_IN_USERNAME_COOKIE); let user_id = getCookie(SIGN_IN_USER_ID_COOKIE); if (username && user_id) { // document.body.setAttribute( // SIGN_IN_STATUS_ATTRIBUTE, // SIGNED_IN_STATUS // ); if(is_home){ location.replace(base_url+"/dashboard"); } // $('.profile-menu .avatar').attr("src", "/avatars/" + user_id); // $('.profile-menu .name').text(username); // $('#user-profile-link').attr("href", "/" + username); } else { document.body.setAttribute( SIGN_IN_STATUS_ATTRIBUTE, SIGNED_OUT_STATUS ); } </script> <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' />  <title>Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) Dataset | DagsHub</title> <meta name="description" content="Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) dataset for machine learning. Find the right dataset for your model." /> <link rel="canonical" href="https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) Dataset | DagsHub" /> <meta property="og:description" content="Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) dataset for machine learning. Find the right dataset for your model." /> <meta property="og:url" content="https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/" /> <meta property="og:site_name" content="DagsHub" /> <meta property="article:modified_time" content="2023-02-21T12:31:49+00:00" /> <meta property="og:image" content="https://dagshub.com/wp-content/uploads/2025/02/Dagshub-banner_option-3-1.png" /> <meta property="og:image:width" content="1507" /> <meta property="og:image:height" content="732" /> <meta property="og:image:type" content="image/png" /> <meta name="twitter:card" content="summary_large_image" /> <meta name="twitter:site" content="@TheRealDagsHub" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/","url":"https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/","name":"Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) Dataset | DagsHub","isPartOf":{"@id":"https://dagshub.com/#website"},"datePublished":"2023-02-21T12:31:44+00:00","dateModified":"2023-02-21T12:31:49+00:00","description":"Free Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) dataset for machine learning. Find the right dataset for your model.","breadcrumb":{"@id":"https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/"]}]},{"@type":"BreadcrumbList","@id":"https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Datasets","item":"https://dagshub.com/datasets/"},{"@type":"ListItem","position":2,"name":"Tabular","item":"https://dagshub.com/datasets/tabular/"},{"@type":"ListItem","position":3,"name":"Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD)"}]},{"@type":"WebSite","@id":"https://dagshub.com/#website","url":"https://dagshub.com/","name":"DagsHub","description":"","publisher":{"@id":"https://dagshub.com/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://dagshub.com/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https://dagshub.com/#organization","name":"DagsHub","url":"https://dagshub.com/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://dagshub.com/#/schema/logo/image/","url":"https://dagshub.com/wp-content/uploads/2024/04/dagshab.svg","contentUrl":"https://dagshub.com/wp-content/uploads/2024/04/dagshab.svg","width":143,"height":40,"caption":"DagsHub"},"image":{"@id":"https://dagshub.com/#/schema/logo/image/"},"sameAs":["https://x.com/TheRealDagsHub","https://www.linkedin.com/company/dagshub"]}]}</script>  <link rel='dns-prefetch' href='//dagshub.com' /> <link rel='dns-prefetch' href='//cdn.jsdelivr.net' /> <link rel="alternate" type="application/rss+xml" title="DagsHub » Feed" href="https://dagshub.com/feed/" /> <link rel="alternate" type="application/rss+xml" title="DagsHub » Comments Feed" href="https://dagshub.com/comments/feed/" /> <link rel="alternate" type="application/rss+xml" title="DagsHub » Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) Comments Feed" href="https://dagshub.com/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/feed/" /> <script> window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/dagshub.com\/wp-includes\/js\/wp-emoji-release.min.js?ver=4e55ae54fa701286f578c2d0b9d76284"}}; /*! This file is auto-generated */ !function(i,n){var o,s,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),r=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===r[t]})}function u(e,t,n){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\uddfa\ud83c\uddf3","\ud83c\uddfa\u200b\ud83c\uddf3")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!n(e,"\ud83d\udc26\u200d\u2b1b","\ud83d\udc26\u200b\u2b1b")}return!1}function f(e,t,n){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):i.createElement("canvas"),a=r.getContext("2d",{willReadFrequently:!0}),o=(a.textBaseline="top",a.font="600 32px Arial",{});return e.forEach(function(e){o[e]=t(a,e,n)}),o}function t(e){var t=i.createElement("script");t.src=e,t.defer=!0,i.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",s=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){i.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(s),u.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"}),a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=function(e){c(n=e.data),a.terminate(),t(n)})}catch(e){}c(n=f(s,u,p))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings); </script> <link rel='stylesheet' id='block-editor-styles-css' href='https://dagshub.com/wp-content/themes/wp-d-theme/css/prod/editor.css?ver=1734359238' type='text/css' media='all' /> <style id='wp-emoji-styles-inline-css' type='text/css'> img.wp-smiley, img.emoji { display: inline !important; border: none !important; box-shadow: none !important; height: 1em !important; width: 1em !important; margin: 0 0.07em !important; vertical-align: -0.1em !important; background: none !important; padding: 0 !important; } </style> <link rel='stylesheet' id='wp-block-library-css' href='https://dagshub.com/wp-includes/css/dist/block-library/style.min.css?ver=4e55ae54fa701286f578c2d0b9d76284' type='text/css' media='all' /> <style id='wp-block-library-theme-inline-css' type='text/css'> .wp-block-audio :where(figcaption){color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-audio :where(figcaption){color:#ffffffa6}.wp-block-audio{margin:0 0 1em}.wp-block-code{border:1px solid #ccc;border-radius:4px;font-family:Menlo,Consolas,monaco,monospace;padding:.8em 1em}.wp-block-embed :where(figcaption){color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-embed :where(figcaption){color:#ffffffa6}.wp-block-embed{margin:0 0 1em}.blocks-gallery-caption{color:#555;font-size:13px;text-align:center}.is-dark-theme .blocks-gallery-caption{color:#ffffffa6}:root :where(.wp-block-image figcaption){color:#555;font-size:13px;text-align:center}.is-dark-theme :root :where(.wp-block-image figcaption){color:#ffffffa6}.wp-block-image{margin:0 0 1em}.wp-block-pullquote{border-bottom:4px solid;border-top:4px solid;color:currentColor;margin-bottom:1.75em}.wp-block-pullquote cite,.wp-block-pullquote footer,.wp-block-pullquote__citation{color:currentColor;font-size:.8125em;font-style:normal;text-transform:uppercase}.wp-block-quote{border-left:.25em solid;margin:0 0 1.75em;padding-left:1em}.wp-block-quote cite,.wp-block-quote footer{color:currentColor;font-size:.8125em;font-style:normal;position:relative}.wp-block-quote.has-text-align-right{border-left:none;border-right:.25em solid;padding-left:0;padding-right:1em}.wp-block-quote.has-text-align-center{border:none;padding-left:0}.wp-block-quote.is-large,.wp-block-quote.is-style-large,.wp-block-quote.is-style-plain{border:none}.wp-block-search .wp-block-search__label{font-weight:700}.wp-block-search__button{border:1px solid #ccc;padding:.375em .625em}:where(.wp-block-group.has-background){padding:1.25em 2.375em}.wp-block-separator.has-css-opacity{opacity:.4}.wp-block-separator{border:none;border-bottom:2px solid;margin-left:auto;margin-right:auto}.wp-block-separator.has-alpha-channel-opacity{opacity:1}.wp-block-separator:not(.is-style-wide):not(.is-style-dots){width:100px}.wp-block-separator.has-background:not(.is-style-dots){border-bottom:none;height:1px}.wp-block-separator.has-background:not(.is-style-wide):not(.is-style-dots){height:2px}.wp-block-table{margin:0 0 1em}.wp-block-table td,.wp-block-table th{word-break:normal}.wp-block-table :where(figcaption){color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-table :where(figcaption){color:#ffffffa6}.wp-block-video :where(figcaption){color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-video :where(figcaption){color:#ffffffa6}.wp-block-video{margin:0 0 1em}:root :where(.wp-block-template-part.has-background){margin-bottom:0;margin-top:0;padding:1.25em 2.375em} </style> <style id='safe-svg-svg-icon-style-inline-css' type='text/css'> .safe-svg-cover{text-align:center}.safe-svg-cover .safe-svg-inside{display:inline-block;max-width:100%}.safe-svg-cover svg{height:100%;max-height:100%;max-width:100%;width:100%} </style> <style id='classic-theme-styles-inline-css' type='text/css'> /*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} </style> <style id='global-styles-inline-css' type='text/css'> :root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--color--eeee-22: #eeee22;--wp--preset--color--81-d-742: #81d742;--wp--preset--color--1-e-73-be: #1e73be;--wp--preset--color--8224-e-3: #8224e3;--wp--preset--color--6-b-6-b-6-b: #6b6b6b;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} :where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;} :where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;} :root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;} </style> <link rel='stylesheet' id='contact-form-7-css' href='https://dagshub.com/wp-content/plugins/contact-form-7/includes/css/styles.css?ver=5.9.8' type='text/css' media='all' /> <link rel='stylesheet' id='styles-css' href='https://dagshub.com/wp-content/themes/wp-d-theme/css/prod/main.css?ver=1734359300' type='text/css' media='all' /> <link rel='stylesheet' id='new-style-css' href='https://dagshub.com/wp-content/themes/wp-d-theme/css/prod/new-style.css?ver=1739197738' type='text/css' media='all' /> <link rel='stylesheet' id='main-theme-style-css' href='https://dagshub.com/wp-content/themes/wp-d-theme/style.css?ver=1724943191' type='text/css' media='all' /> <link rel='stylesheet' id='swipper-style-css' href='https://cdn.jsdelivr.net/npm/swiper@11/swiper-bundle.min.css?ver=9.2.14' type='text/css' media='' /> <link rel='stylesheet' id='fancybox-css' href='https://dagshub.com/wp-content/themes/wp-d-theme/vendors/fancybox/fancybox.css?ver=4.0.31' type='text/css' media='all' /> <link rel="https://api.w.org/" href="https://dagshub.com/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://dagshub.com/wp-json/wp/v2/datasets/1201" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://dagshub.com/xmlrpc.php?rsd" /> <link rel='shortlink' href='https://dagshub.com/?p=1201' /> <link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://dagshub.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fdagshub.com%2Fdatasets%2Flegal-entity-identifier-lei-and-legal-entity-reference-data-le-rd%2F" /> <link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://dagshub.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fdagshub.com%2Fdatasets%2Flegal-entity-identifier-lei-and-legal-entity-reference-data-le-rd%2F&format=xml" />  <script>(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-PGHTMDN');</script>  <link rel="icon" href="https://dagshub.com/wp-content/uploads/2023/01/cropped-DH-Logo-512x512-3-32x32.png" sizes="32x32" /> <link rel="icon" href="https://dagshub.com/wp-content/uploads/2023/01/cropped-DH-Logo-512x512-3-192x192.png" sizes="192x192" /> <link rel="apple-touch-icon" href="https://dagshub.com/wp-content/uploads/2023/01/cropped-DH-Logo-512x512-3-180x180.png" /> <meta name="msapplication-TileImage" content="https://dagshub.com/wp-content/uploads/2023/01/cropped-DH-Logo-512x512-3-270x270.png" /> <style id="wp-custom-css"> .c-glossary__thumb{ top:0px; left:0px; } .header__actions .c-buttons { margin-top: 0; } .grecaptcha-badge{ visibility: hidden; } .home .site-head{ background-color:rgba(0,0,0,.0); } body:not(.home){ margin-top:68px; } body .site .main { padding-top: 0; } body:not(.home) .site { padding-top: 0px; } .home .site-head.site-head__scrolled{ background-color:#090819; } .logos-gallery .main-gallery .main-gallery__row .gallery-item img{ max-height:66px; max-width:155px; object-fit: contain; } #wpcf7-f2379-p2377-o1 .c-form-primary__field:has(.wpcf7-not-valid) .wpcf7-not-valid-tip { display: block; } @media only screen and (max-width: 1280px) { .logos-gallery .main-gallery .main-gallery__row .gallery-item img{ max-width:120px; max-height:55px; } } @media only screen and (max-width: 1199px) { .head-nav a:not(.btn) { display: block; } .head-nav a:not(.btn) .menu-item__text{ display:block; } .head-nav .sub-menu a:not(.btn) .menu-item__text{ display:inline-flex; } } @media only screen and (max-width: 1026px) { .canvas-animation--bg, .canvas-animation--bg canvas{ pointer-events:none; } .logos-gallery .main-gallery .main-gallery__row .gallery-item img{ max-width:90px; max-height:40px; } .home-hero-block .title__gradient div { -webkit-text-fill-color: #0000; background: linear-gradient(180deg, #fff 17.78%, #ffffff1a 191.11%); background-clip: text; -webkit-background-clip: text; pointer-events: none; } } @media only screen and (min-width: 1441px) { .site-head__nav { margin-right: auto; margin-right: auto; } } .text-image-section__content { max-width: 565px; } .card-item__icon { width: 50px; height: 50px; } @media only screen and (max-width: 767px) { .home-hero-block .title__gradient div br { display: none; } .home-hero-block .title { font-size: 35px; } .home-hero-block .description { font-size: 17px; } } .btn a { text-decoration: none; color: inherit; } .compare-features .features--title { top: 80px; } .compare-features .table-scroll thead { top: 85px; } .hero-features { box-sizing: content-box; } @media only screen and (max-width: 1480px) { .hero-features { box-sizing: border-box; } } @media only screen and (max-width: 768px) { td.fixed-side.td--header { width: 100vw; max-width: 262px; } } .logos-section:before { display: none; } .compare-features .table-scroll thead th .btn { max-width: initial; margin: 0 9px; width: initial; } .home-hero-block .title__gradient div span.highlited { margin-left: 7px; } .text-image-section video { box-shadow: 0px 0px 24px rgba(6, 23, 41, 0.16); } .cards-hover .cards__item__content img { object-fit: cover; object-position: left; } @media screen and (min-width: 1750px) { .cards-hover .cards__item__content img { min-height: 270px; } } @media only screen and (max-width: 767px) { .text-image-section .section-background-image { max-height: 50%; } } .content-resource-link { pointer-events: none; } .content-resource-link svg { display: none; } </style> </head> <body class="datasets-template-default single single-datasets postid-1201 wp-custom-logo no-js"> <a class="skip-link screen-reader-text js-trigger" href="#content">Skip to content</a>  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-PGHTMDN" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <div id="page" class="site"> <header class="site-head site-head__bacground" role="banner" itemscope="itemscope" itemtype="http://schema.org/WPHeader"> <div class="site-head__wrap"> <div class="container container-lg"> <div class="site-head__frame">  <div class="site-logo"> <a href="https://dagshub.com/" class="custom-logo-link" rel="home"><img width="143" height="40" src="https://dagshub.com/wp-content/uploads/2024/04/dagshab.svg" class="custom-logo" alt="DagsHub" decoding="async" /></a> <span class="screen-reader-text" itemprop="name">DagsHub</span> </div> <button class="nav-opener" aria-label="nav opener"><span><em>Menu</em></span></button> <div class="site-head__holder">  <nav class="site-head__nav js-header-menu-item" role="navigation" itemscope="itemscope" itemtype="http://schema.org/SiteNavigationElement"> <ul class="menu head-nav main-header-menu"><li id="menu-item-2353" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2353"> <div class="menu-item__link menu-item__link--title">Platform</div> <button class="dropdown-toggle" aria-expanded="false"><span class="screen-readers">Expand child menu</span><span class="opener-arrow"><svg class="svg-icon icon-chevron-down" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-chevron-down"></use></svg></span></button> <ul class="sub-menu level0"> <li id="menu-item-2361" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2361"> <a href="https://dagshub.com/data-engine/" class="menu-item__link" ><span class="menu-item__text"><span class="icon-image"><svg class="svg-icon icon-data-engine" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-data-engine"></use></svg></span><span class="menu-text-wrapper"><span class="menu-text">Data engine</span><span class="menu-description">Manage your unstructured data</span></span></span></a> </li> <li id="menu-item-2362" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2362"> <a href="https://dagshub.com/use-cases/llm/" class="menu-item__link" ><span class="menu-item__text"><span class="icon-image"><svg class="svg-icon icon-llms" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-llms"></use></svg></span><span class="menu-text-wrapper"><span class="menu-text">LLMs</span><span class="menu-description">Build LLM projects quickly</span></span></span></a> </li> <li id="menu-item-2363" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2363"> <a href="https://dagshub.com/product/" class="menu-item__link" ><span class="menu-item__text"><span class="icon-image"><svg class="svg-icon icon-linear-search" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-linear-search"></use></svg></span><span class="menu-text-wrapper"><span class="menu-text">Overview</span><span class="menu-description">Organize your entire project under one roof</span></span></span></a> </li> <li id="menu-item-2364" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2364"> <a href="https://dagshub.com/enterprise/" class="menu-item__link" ><span class="menu-item__text"><span class="icon-image"><svg class="svg-icon icon-enterprise" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-enterprise"></use></svg></span><span class="menu-text-wrapper"><span class="menu-text">Enterprise</span><span class="menu-description">A single source of truth for your organization</span></span></span></a> </li> </ul> </li> <li id="menu-item-2544" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2544"> <a href="https://dagshub.com/blog/tag/case-study/" class="menu-item__link" ><span class="menu-item__text">Customers</span></a> </li> <li id="menu-item-2355" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2355"> <a href="https://dagshub.com/pricing" class="menu-item__link" ><span class="menu-item__text">Pricing</span></a> </li> <li id="menu-item-2354" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2354"> <a href="/enterprise/" class="menu-item__link" ><span class="menu-item__text">Enterprise</span></a> </li> <li id="menu-item-2351" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2351"> <div class="menu-item__link menu-item__link--title">Resources</div> <button class="dropdown-toggle" aria-expanded="false"><span class="screen-readers">Expand child menu</span><span class="opener-arrow"><svg class="svg-icon icon-chevron-down" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-chevron-down"></use></svg></span></button> <ul class="sub-menu level0"> <li id="menu-item-2352" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2352"> <a href="https://dagshub.com/docs" class="menu-item__link" ><span class="menu-item__text">Docs</span></a> </li> <li id="menu-item-2357" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2357"> <a href="https://dagshub.com/blog/" class="menu-item__link" ><span class="menu-item__text">Blog</span></a> </li> <li id="menu-item-2358" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2358"> <a href="https://dagshub.com/datasets/" class="menu-item__link" ><span class="menu-item__text">Datasets</span></a> </li> <li id="menu-item-2359" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2359"> <a href="https://dagshub.com/glossary/" class="menu-item__link" ><span class="menu-item__text">Glossary</span></a> </li> <li id="menu-item-2360" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2360"> <a href="https://dagshub.com/blog/tag/tutorials/" class="menu-item__link" ><span class="menu-item__text">Tutorial & Webinars</span></a> </li> </ul> </li> <li id="menu-item-2356" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2356"> <div class="menu-item__link menu-item__link--title">Company</div> <button class="dropdown-toggle" aria-expanded="false"><span class="screen-readers">Expand child menu</span><span class="opener-arrow"><svg class="svg-icon icon-chevron-down" width="20" height="20""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-chevron-down"></use></svg></span></button> <ul class="sub-menu level0"> <li id="menu-item-2365" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2365"> <a href="https://dagshub.com/about" class="menu-item__link" ><span class="menu-item__text">About</span></a> </li> <li id="menu-item-2366" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2366"> <a href="https://dagshub.com/careers" class="menu-item__link" ><span class="menu-item__text">Careers</span></a> </li> <li id="menu-item-2367" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2367"> <a href="https://dagshub.com/contact-us/" class="menu-item__link" ><span class="menu-item__text">Contact us</span></a> </li> </ul> </li> </ul> </nav> <div class="site-head__tools"> <ul class="menu head-nav main-header-menu"><li id="menu-item-2372" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2372"><a rel="Navbar_Login_Clicked" href="https://dagshub.com/user/login" class="menu-item__link">Log in</a></li> <li id="menu-item-2389" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2389"><a rel="Navbar_BookADemo_Clicked" href="https://dagshub.com/book-a-demo/" class="menu-item__button btn btn--primary"><span class="btn__text">Book a demo</span></a></li> </ul> </div> </div> </div> </div> </div> </header> <div class="wrapper__body no-overlap"> <main class="main"> <article class="c-block b-block-single"> <header class="b-block-single__head"> <img width="1816" height="300" src="https://dagshub.com/wp-content/uploads/2023/02/deepmind-Snqm29dhfOk-unsplash-1.svg" class="b-block-single__thumbnail" alt="" decoding="async" fetchpriority="high" /> <div class="b-block-single__head-image-author"> <p>Photo by <a href="https://unsplash.com/fr/@deepmind?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">DeepMind</a> on <a href="https://unsplash.com/wallpapers/screen/3d?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></p> </div> </header> <div class="b-block-single__container"> <div class="container container--small"> <div class="b-block-single__actions"> <div class="c-breadcrumbs"> <p class="breadcrumbs"><span><span><a href="https://dagshub.com/datasets/">Datasets</a></span> » <span><a href="https://dagshub.com/datasets/tabular/">Tabular</a></span> » <span class="breadcrumb_last" aria-current="page">Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD)</span></span></p></div> </div> <h1 class="b-block-single__title">Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD) Dataset for Machine Learning</h1> <ul class="c-list-categories"> <li class="c-list-categories__item"><a class="c-list-categories__link" href="https://dagshub.com/datasets/geology/">Geology</a></li> <li class="c-list-categories__item"><a class="c-list-categories__link" href="https://dagshub.com/datasets/tabular/">Tabular</a></li> </ul> </div> <div class="b-block-single__middle"> <div class="container container--small"> <div class="b-block-single__content"> <div class="c-code"> <h3 class="c-code__title">Install DagsHub:</h3> <div class="c-code__body"> <pre class="c-code__preview"><code class="language-python">pip install dagshub</code></pre> <div class="c-code__overlay"> Click on copy button to copy content </div> <button class="c-btn c-btn-ghost c-code__copy" data-repo-id="InstallDagshub" data-analytics-event="CopySnippet_Clicked" data-current="Copy" data-active="Copied"><span aria-hidden="true">Copy</span></button> </div> </div> <div class="c-code"> <h3 class="c-code__title">To stream this data directly on DagsHub</h3> <div class="c-code__body"> <pre class="c-code__preview"><code class="language-python">from dagshub.streaming import DagsHubFilesystem fs = DagsHubFilesystem(".", repo_url="https://dagshub.com/DagsHub-Datasets/lei-dataset") fs.listdir("s3://gleif")</code></pre> <div class="c-code__overlay"> Click on copy button to copy content </div> <button class="c-btn c-btn-ghost c-code__copy" data-repo-id="188" data-analytics-event="CopySnippet_Clicked" data-current="Copy" data-active="Copied"><span aria-hidden="true">Copy</span></button> </div> </div> <div class="c-entry"> <div class="c-dataset c-dataset--description-wrapper"> <h2>Description</h2> <div class="c-dataset c-dataset--description-wrapper__text"> <p>The Legal Entity Identifier (LEI) is a 20-character, alpha-numeric code based on the ISO 17442 standard developed by the International Organization for Standardization (ISO). It connects to key reference information that enables clear and unique identification of legal entities participating in financial transactions. Each LEI contains information about an entity’s ownership structure and thus answers the questions of ‘who is who’ and ‘who owns whom’. Simply put, the publicly available LEI data pool can be regarded as a global directory, which greatly enhances transparency in the global marketplace. The Financial Stability Board (FSB) has reiterated that global LEI adoption underpins “multiple financial stability objectives” such as improved risk management in firms as well as better assessment of micro and macro prudential risks. As a result, it promotes market integrity while containing market abuse and financial fraud. Last but not least, LEI rollout “supports higher quality and accuracy of financial data overall”. The publicly available LEI data pool is a unique key to standardized information on legal entities globally. The data is registered and regularly verified according to protocols and procedures established by the Regulatory Oversight Committee. In cooperation with its partners in the Global LEI System, the Global Legal Entity Identifier Foundation (GLEIF) continues to focus on further optimizing the quality, reliability and usability of LEI data, empowering market participants to benefit from the wealth of information available with the LEI population. The drivers of the LEI initiative, i.e. the Group of 20, the FSB and many regulators around the world, have emphasized the need to make the LEI a broad public good. The Global LEI Index, made available by GLEIF, greatly contributes to meeting this objective. It puts the complete LEI data at the disposal of any interested party, conveniently and free of charge. The benefits for the wider business community to be generated with the Global LEI Index grow in line with the rate of LEI adoption. To maximize the benefits of entity identification across financial markets and beyond, firms are therefore encouraged to engage in the process and get their own LEI. Obtaining an LEI is easy. Registrants simply contact their preferred business partner from the list of LEI issuing organizations available on the GLEIF website.</p> </div> </div> <div class="c-dataset c-dataset--cta-wrapper"> <a class="c-btn c-btn-primary c-btn-suffix-none" data-analytics-event="ExploreLink_Clicked" data-repo-id="188" target="_blank" href="https://dagshub.com/DagsHub-Datasets/lei-dataset">Explore this dataset on DagsHub</a> </div> <h2>Additional information</h2> <div class="c-dataset c-dataset--documentation-wrapper"> <h3>Documentation</h3> <div class="c-dataset c-dataset--documentation-wrapper__text"> <p><a href="https://www.gleif.org/en/lei-data/gleif-golden-copy/download-the-golden-copy#/">https://www.gleif.org/en/lei-data/gleif-golden-copy/download-the-golden-copy#/</a></p> </div> </div> <div class="c-dataset c-dataset--update_frequency-wrapper"> <h3>Update frequency</h3> <div class="c-dataset c-dataset--update_frequency-wrapper__text"> <p>Three times daily (about every 8 hours)</p> </div> </div> <div class="c-dataset c-dataset--managed_by-wrapper"> <h3>Managed by</h3> <div class="c-dataset c-dataset--managed_by-wrapper__text"> <p><a href="http://www.gleif.org/">http://www.gleif.org/</a></p> </div> </div> <div class="c-dataset c-dataset--license-wrapper"> <h3>License</h3> <div class="c-dataset c-dataset--license-wrapper__text"> <p>Creative Commons (CC0) license</p> </div> </div> <div class="c-dataset c-dataset--cta-wrapper"> <a class="c-btn c-btn-primary c-btn-suffix-none" data-analytics-event="ExploreLink_Clicked" data-repo-id="188" target="_blank" href="https://dagshub.com/DagsHub-Datasets/lei-dataset">Explore this dataset on DagsHub</a> </div> <div class="the-content "> </div> </div> <div class="c-list-tags"> <h3 class="c-list-tags__title">Tags</h3> <ul class="c-list-tags__list"> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/analytics/">analytics</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/aws-pds/">aws-pds</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/blockchain/">blockchain</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/climate/">climate</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/commerce/">commerce</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/copyright-monitoring/">copyright monitoring</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/csv/">csv</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/financial-markets/">financial markets</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/governance/">governance</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/government-spending/">government spending</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/json/">json</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/market-data/">market data</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/socioeconomic/">socioeconomic</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/statistics/">statistics</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/transparency/">transparency</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/xml/">xml</a></li> </ul> </div> </div> </div> </div> </div> </article> <div class="b-item-and-cta c-block"> <div class="container"> <div class="c-posts-alt"> <div class="c-posts-alt__head"> <h2 class="c-title c-posts-alt__title default" > Related datasets<br /> </h2> </div> <div class="c-posts-alt__body"> <article class="c-post-item c-post-item--id-1071 c-post-item--type-datasets c-post-item c-post-item--alt" style="color:#164e63;background: linear-gradient(180deg, #ECFEFF 0%, #CFFAFE 100%), linear-gradient(180deg, #FEFCE8 0%, #FEF9C3 100%);"> <a class="c-post-item__link" data-analytics-event="Related_datasets_Clicked" data-repo-id="58" href="https://dagshub.com/datasets/atmospheric-models-from-meteo-france/"></a> <div class="c-post-item__body"> <h2 class="c-post-item__title"> Atmospheric Models from Météo-France </h2> </div> </article> <article class="c-post-item c-post-item--id-1104 c-post-item--type-datasets c-post-item c-post-item--alt" style="color:#164e63;background: linear-gradient(180deg, #ECFEFF 0%, #CFFAFE 100%), linear-gradient(180deg, #FEFCE8 0%, #FEF9C3 100%);"> <a class="c-post-item__link" data-analytics-event="Related_datasets_Clicked" data-repo-id="91" href="https://dagshub.com/datasets/cafe60-reanalysis/"></a> <div class="c-post-item__body"> <h2 class="c-post-item__title"> CAFE60 reanalysis </h2> </div> </article> <article class="c-post-item c-post-item--id-1197 c-post-item--type-datasets c-post-item c-post-item--alt" style="color:#164e63;background: linear-gradient(180deg, #ECFEFF 0%, #CFFAFE 100%), linear-gradient(180deg, #FEFCE8 0%, #FEF9C3 100%);"> <a class="c-post-item__link" data-analytics-event="Related_datasets_Clicked" data-repo-id="184" href="https://dagshub.com/datasets/coupled-model-intercomparison-project-phase-5-cmip5-university-of-wisconsin-madison-probabilistic-downscaling-dataset/"></a> <div class="c-post-item__body"> <h2 class="c-post-item__title"> Coupled Model Intercomparison Project Phase 5 (CMIP5) University of Wisconsin-Madison Probabilistic Downscaling Dataset </h2> </div> </article> <article class="c-post-item c-post-item--id-1043 c-post-item--type-datasets c-post-item c-post-item--alt" style="color:#164e63;background: linear-gradient(180deg, #ECFEFF 0%, #CFFAFE 100%), linear-gradient(180deg, #FEFCE8 0%, #FEF9C3 100%);"> <a class="c-post-item__link" data-analytics-event="Related_datasets_Clicked" data-repo-id="30" href="https://dagshub.com/datasets/earth-radio-occultation/"></a> <div class="c-post-item__body"> <h2 class="c-post-item__title"> Earth Radio Occultation </h2> </div> </article> </div> </div> <section id="b-oob-cta-688468" class="c-block b-block b-oob-cta b-oob b-oob-cta--layout-default c-block--padding-default b-oob--style-boxed-container "> <div class="c-background "> <div class="c-background__media"> <div class=" c-media " > <div class="c-media__element c-media__element--type-lottie c-media__element--all" style="top:0;bottom:0;"> <dotlottie-player class="c-lottie " data-offset="500" autoplay data-src="https://dagshub.com/wp-content/uploads/2023/01/20230212-093145lf30_editor_b9vmxals.lottie" data-replay="true" ></dotlottie-player> </div> </div> </div> <div class="c-background__overlay-color" style="background-color: rgba(7,0,17,0.09)"></div> <div class="container c-block__content"> <div class="b-oob-cta b-oob-inner"> <div class="c-cta c-cta--id-149 c-cta--style-default"> <div class="c-cta__inner"> <div class="c-cta__col c-cta__col--body"> <div class="c-section-header c-section-header--align- "> <h2 class="c-title c-section-header__title default" style="color: #ffffff !important" > Launch your ML development to new heights with DagsHub<br /> </h2> </div> </div> <div class="c-cta__col c-cta__col--action"> <div class="c-buttons-or-form "> <ul class="c-buttons "> <li class="c-button testimonials-section__bottom-action c-button--type-link c-button__style--primary"> <a data-analytics-event="DataSet Page SignUp CTA Clicked" class="c-btn c-btn-primary" href="https://dagshub.com/user/sign_up?redirect_to=" target="_self" title="Get started – it’s free! "> Get started – it’s free! </a> </li> </ul> </div> </div> </div> </div> </div> </div> </div></section> </div> </div> </main> </div> <div class="site-pre-footer"> <div class="container"> <div class="content-wrapper"> <h3 class="title"> Take control of your multimodal data </h3> <p class="description">See how leading data scientists manage their data and quickly take models to production.</p> <div class="button-group"> <a href="/book-a-demo/" target="" class="btn btn__lg btn--primary" data-analytics-event="Footer_StartFree_Clicked">Book A Demo</a> </div> </div> </div> </div> <div class="site-footer"> <div class="container"> <div class="site-footer__wrap"> <div class="site-footer__logo"> <div class="site-logo"> <a href="https://dagshub.com/" class="custom-logo-link" rel="home"><img width="143" height="40" src="https://dagshub.com/wp-content/uploads/2024/04/dagshab.svg" class="custom-logo" alt="DagsHub" decoding="async" /></a> </div> <div class="site-footer__social">  <ul class="social-list"> <li class="social-list__item"> <a href="https://twitter.com/TheRealDAGsHub" target="_blank" class="social-list__link"><svg class="svg-icon icon-twitter" width="18" height="18""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-twitter"></use></svg><span class="screen-reader-text"></span></a> </li> <li class="social-list__item"> <a href="https://www.linkedin.com/company/dagshub" target="_blank" class="social-list__link"><svg class="svg-icon icon-linkedin" width="18" height="18""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-linkedin"></use></svg><span class="screen-reader-text"></span></a> </li> <li class="social-list__item"> <a href="https://youtube.com/c/dagshub" target="_blank" class="social-list__link"><svg class="svg-icon icon-youtube" width="18" height="18""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-youtube"></use></svg><span class="screen-reader-text"></span></a> </li> <li class="social-list__item"> <a href="https://discord.com/invite/9gU36Y6" target="_blank" class="social-list__link"><svg class="svg-icon icon-discord" width="18" height="18""><use xlink:href="https://dagshub.com/wp-content/themes/wp-d-theme/images/icons.svg?ver=1724154108#icon-discord"></use></svg><span class="screen-reader-text"></span></a> </li> </ul> </div> <img src="https://dagshub.com/wp-content/uploads/2024/04/image-54.png" alt="" class="bottom_logo"/> </div> <div class="site-footer__frame"> <div class="site-footer__holder"> <div class="site-footer__nav"> <ul id="menu-pro-footer-menu" class="footer-nav"><li id="menu-item-14" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-14"><a>Resources</a> <ul class="sub-menu"> <li id="menu-item-15" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-15"><a href="https://dagshub.com/docs">Docs</a></li> <li id="menu-item-16" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-16"><a href="https://dagshub.com/blog">Blog</a></li> <li id="menu-item-101" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-101"><a href="/datasets/">Datasets</a></li> <li id="menu-item-1586" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1586"><a href="/glossary/">Glossary</a></li> <li id="menu-item-2247" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2247"><a href="https://dagshub.com/blog/tag/case-study/">Case Studies</a></li> <li id="menu-item-2244" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2244"><a href="https://dagshub.com/blog/tag/tutorials/">Tutorials & Webinars</a></li> </ul> </li> <li id="menu-item-1708" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-1708"><a>Product</a> <ul class="sub-menu"> <li id="menu-item-2076" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2076"><a href="https://dagshub.com/data-engine/">Data Engine</a></li> <li id="menu-item-2250" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2250"><a href="https://dagshub.com/use-cases/llm/">LLMs</a></li> <li id="menu-item-1463" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-1463"><a href="https://dagshub.com/product/">Platform</a></li> <li id="menu-item-1711" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-1711"><a href="https://dagshub.com/enterprise/">Enterprise</a></li> <li id="menu-item-2464" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2464"><a href="https://dagshub.com/pricing">Pricing</a></li> </ul> </li> <li id="menu-item-2347" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2347"><a>Company</a> <ul class="sub-menu"> <li id="menu-item-2348" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2348"><a href="https://dagshub.com/about">About</a></li> <li id="menu-item-2349" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-2349"><a href="https://dagshub.com/careers">Careers</a></li> <li id="menu-item-2350" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2350"><a href="https://dagshub.com/contact-us/">Contact us</a></li> </ul> </li> <li id="menu-item-18" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-18"><a>Community</a> <ul class="sub-menu"> <li id="menu-item-17" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-17"><a href="https://dagshub.com/explore/repos">Explore</a></li> </ul> </li> </ul> </div> <div class="site-footer__info"> </div> </div> </div> <div class="footer_subcscription"> <div class="wpcf7 no-js" id="wpcf7-f2374-p1043-o1" lang="en-US" dir="ltr"> <div class="screen-reader-response"><p role="status" aria-live="polite" aria-atomic="true"></p> <ul></ul></div> <form action="/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/#wpcf7-f2374-p1043-o1" method="post" class="wpcf7-form init" aria-label="Contact form" novalidate="novalidate" data-status="init"> <div style="display: none;"> <input type="hidden" name="_wpcf7" value="2374" /> <input type="hidden" name="_wpcf7_version" value="5.9.8" /> <input type="hidden" name="_wpcf7_locale" value="en_US" /> <input type="hidden" name="_wpcf7_unit_tag" value="wpcf7-f2374-p1043-o1" /> <input type="hidden" name="_wpcf7_container_post" value="1043" /> <input type="hidden" name="_wpcf7_posted_data_hash" value="" /> <input type="hidden" name="_wpcf7_recaptcha_response" value="" /> </div> <div class="footer-subcription-box"> <h3 class="title">ML Newsletter</h3> <p class="description">Top MLOps articles, case studies, events (and more) in your inbox every month</p> <div class="form-wrap c-form-subscription"> <div class="c-form-primary__field"><span class="wpcf7-form-control-wrap" data-name="your-email"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email" autocomplete="email" aria-required="true" aria-invalid="false" placeholder="Email" value="" type="email" name="your-email" /></span></div> <input class="wpcf7-form-control wpcf7-submit has-spinner" type="submit" value="Subscribe" /> </div> <div id="customMessage" style="display: none;"> You're subscribed! Check your inbox for exciting updates! </div> </div><div class="wpcf7-response-output" aria-hidden="true"></div> </form> </div> </div> </div> <div class="site-footer__row"> <div class="site-footer__copy"> © Copyright Dagshub 2025</div> </div> </div> <div class="elipse-background"></div> <div class="elipse-background right"></div> </div> </div> <div class="modal fade c-modal c-modal-default cf7-form-modal show" tabindex="-1" id="modal-1687"> <div class="modal-dialog"> <div class="modal-content"> <div class="modal-header"> Contact us </div> <div class="modal-body"> <div class="wpcf7 no-js" id="wpcf7-f1687-p1043-o2" lang="en-US" dir="ltr"> <div class="screen-reader-response"><p role="status" aria-live="polite" aria-atomic="true"></p> <ul></ul></div> <form action="/datasets/legal-entity-identifier-lei-and-legal-entity-reference-data-le-rd/#wpcf7-f1687-p1043-o2" method="post" class="wpcf7-form init" aria-label="Contact form" novalidate="novalidate" data-status="init"> <div style="display: none;"> <input type="hidden" name="_wpcf7" value="1687" /> <input type="hidden" name="_wpcf7_version" value="5.9.8" /> <input type="hidden" name="_wpcf7_locale" value="en_US" /> <input type="hidden" name="_wpcf7_unit_tag" value="wpcf7-f1687-p1043-o2" /> <input type="hidden" name="_wpcf7_container_post" value="1043" /> <input type="hidden" name="_wpcf7_posted_data_hash" value="" /> <input type="hidden" name="_wpcf7_recaptcha_response" value="" /> </div> <div class="c-form-primary"> <div class="c-form-primary__row"> <div class="c-form-primary__field"> <label for="first-name" class="c-form-primary__label">First Name</label> <div class="c-form-primary__field-element"> <span class="wpcf7-form-control-wrap" data-name="first-name"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-text wpcf7-validates-as-required required" aria-required="true" aria-invalid="false" placeholder="Enter your first name here" value="" type="text" name="first-name" /></span> </div> </div> </div> <div class="c-form-primary__row"> <div class="c-form-primary__field"> <label for="last-name" class="c-form-primary__label">Last Name</label> <div class="c-form-primary__field-element"> <span class="wpcf7-form-control-wrap" data-name="last-name"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-text wpcf7-validates-as-required required" aria-required="true" aria-invalid="false" placeholder="Enter your last name here" value="" type="text" name="last-name" /></span> </div> </div> </div> <div class="c-form-primary__row"> <div class="c-form-primary__field"> <label for="clients-email" class="c-form-primary__label">Work email</label> <div class="c-form-primary__field-element"> <span class="wpcf7-form-control-wrap" data-name="clients-email"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email required" aria-required="true" aria-invalid="false" placeholder="Enter your work email here" value="" type="email" name="clients-email" /></span> </div> </div> </div> <div class="c-form-primary__row"> <div class="c-form-primary__field"> <label for="Company-name" class="c-form-primary__label">Company name</label> <div class="c-form-primary__field-element"> <span class="wpcf7-form-control-wrap" data-name="company-name"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-text wpcf7-validates-as-required required" aria-required="true" aria-invalid="false" placeholder="Enter your company name here" value="" type="text" name="company-name" /></span> </div> </div> </div> <div class="c-form-primary__row"> <div class="c-form-primary__field"> <label for="job-title" class="c-form-primary__label">Job title</label> <div class="c-form-primary__field-element"> <span class="wpcf7-form-control-wrap" data-name="job-title"><input size="40" maxlength="400" class="wpcf7-form-control wpcf7-text wpcf7-validates-as-required required" aria-required="true" aria-invalid="false" placeholder="Enter your job title here" value="" type="text" name="job-title" /></span> </div> </div> </div> <div class="c-form-primary__actions"> <input class="wpcf7-form-control wpcf7-submit has-spinner" type="submit" value="Request a demo" /> </div> </div><div class="wpcf7-response-output" aria-hidden="true"></div> </form> </div> </div> </div> </div> </div> <script src="https://dagshub.com/wp-includes/js/dist/hooks.min.js?ver=2810c76e705dd1a53b18" id="wp-hooks-js"></script> <script src="https://dagshub.com/wp-includes/js/dist/i18n.min.js?ver=5e580eb46a90c2b997e6" id="wp-i18n-js"></script> <script id="wp-i18n-js-after"> wp.i18n.setLocaleData( { 'text direction\u0004ltr': [ 'ltr' ] } ); </script> <script src="https://dagshub.com/wp-content/plugins/contact-form-7/includes/swv/js/index.js?ver=5.9.8" id="swv-js"></script> <script id="contact-form-7-js-extra"> var wpcf7 = {"api":{"root":"https:\/\/dagshub.com\/wp-json\/","namespace":"contact-form-7\/v1"},"cached":"1"}; </script> <script src="https://dagshub.com/wp-content/plugins/contact-form-7/includes/js/index.js?ver=5.9.8" id="contact-form-7-js"></script> <script src="https://dagshub.com/wp-includes/js/jquery/jquery.min.js?ver=3.7.1" id="jquery-core-js"></script> <script src="https://dagshub.com/wp-includes/js/jquery/jquery-migrate.min.js?ver=3.4.1" id="jquery-migrate-js"></script> <script src="https://dagshub.com/wp-content/themes/wp-d-theme/vendors/fancybox/fancybox.min.js?ver=4.0.31" id="fancybox-new-js-js"></script> <script src="https://dagshub.com/wp-content/themes/wp-d-theme/vendors/jquery.main.js?ver=1737113322" id="custom-js"></script> <script src="https://cdn.jsdelivr.net/npm/swiper@11/swiper-bundle.min.js" id="swipper-script-js" defer data-wp-strategy="defer"></script> <script id="scripts-js-extra"> var air_light_screenReaderText = {"expand":"Open child menu","collapse":"Close child menu","expand_for":"Open child menu for","collapse_for":"Close child menu for","expand_toggle":"Open main menu","collapse_toggle":"Close main menu","external_link":"External site","target_blank":"opens in a new window","previous_slide":"Previous slide","next_slide":"Next slide","last_slide":"Last slide","skip_slider":"Skip over the carousel element"}; var air_light_externalLinkDomains = ["localhost:3000","airdev.test","airwptheme.com","localhost"]; </script> <script src="https://dagshub.com/wp-content/themes/wp-d-theme/js/prod/front-end.js?ver=1724154107" id="scripts-js"></script> <script src="https://dagshub.com/wp-includes/js/comment-reply.min.js?ver=4e55ae54fa701286f578c2d0b9d76284" id="comment-reply-js" async data-wp-strategy="async"></script> <script src="https://www.google.com/recaptcha/api.js?render=6LfHrukpAAAAAA9UYBYO1jTWc1qASGHFOc5xtGfG&ver=3.0" id="google-recaptcha-js"></script> <script src="https://dagshub.com/wp-includes/js/dist/vendor/wp-polyfill.min.js?ver=3.15.0" id="wp-polyfill-js"></script> <script id="wpcf7-recaptcha-js-extra"> var wpcf7_recaptcha = {"sitekey":"6LfHrukpAAAAAA9UYBYO1jTWc1qASGHFOc5xtGfG","actions":{"homepage":"homepage","contactform":"contactform"}}; </script> <script src="https://dagshub.com/wp-content/plugins/contact-form-7/modules/recaptcha/index.js?ver=5.9.8" id="wpcf7-recaptcha-js"></script> <a href="#page" id="top" class="top no-external-link-indicator" data-version="9.2.2"> <span class="screen-reader-text">Back to top</span> <span aria-hidden="true"><svg width="6" height="4" viewBox="0 0 6 4" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M3 0.000342107L6 3.00034L5.4625 3.53784L3 1.06284L0.537501 3.52534L5.2492e-07 2.98784L3 0.000342107Z" fill="currentColor" /> </svg> </span> </a> </body> </html>