Neo4j Graph Data Science | Graph Algorithms and ML

<!doctype html>  <html class="no-js" lang="en"> <head><script type="text/javascript" src="https://web-static.archive.org/_static/js/bundle-playback.js?v=7YQSqjSh" charset="utf-8"></script> <script type="text/javascript" src="https://web-static.archive.org/_static/js/wombat.js?v=txqj7nKC" charset="utf-8"></script> <script>window.RufflePlayer=window.RufflePlayer||{};window.RufflePlayer.config={"autoplay":"on","unmuteOverlay":"hidden"};</script> <script type="text/javascript" src="https://web-static.archive.org/_static/js/ruffle/ruffle.js"></script> <script type="text/javascript"> __wm.init("http://web.archive.org/web"); __wm.wombat("https://neo4j.com/product/graph-data-science/","20230203072228","http://web.archive.org/","web","https://web-static.archive.org/_static/", "1675408948"); </script> <link rel="stylesheet" type="text/css" href="https://web-static.archive.org/_static/css/banner-styles.css?v=p7PEIJWi" /> <link rel="stylesheet" type="text/css" href="https://web-static.archive.org/_static/css/iconochive.css?v=3PDvdIFv" />  <meta charset="utf-8"/> <meta name="viewport" content="width=device-width, initial-scale=1.0"/> <meta name="msvalidate.01" content="B5163518CBE4A854B63801277FE5E35C"/> <meta name="google-site-verification" content="ucqagxjVuq0lJZeLKs0F5AppzK111lNt3IoxU6mzlJE"/> <meta name="facebook-domain-verification" content="hli4d7mfso56r97lmed0ee7v88bzw8"/> <link rel="preconnect" href="http://web.archive.org/web/20230203072228/https://fonts.gstatic.com/" crossorigin> <script> window.dataLayer = window.dataLayer || []; </script> <style>.async-hide { opacity: 0 !important }</style> <script>(function(a, s, y, n, c, h, i, d, e) { s.className += ' ' + y; h.start = 1 * new Date; h.end = i = function() { s.className = s.className.replace(RegExp(' ?' + y), '') }; (a[n] = a[n] || []).hide = h; setTimeout(function() { i(); h.end = null }, c); h.timeout = c; })(window, document.documentElement, 'async-hide', 'dataLayer', 4000, { 'GTM-WK23PSS': true });</script> <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='http://web.archive.org/web/20230203072228/https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-WK23PSS');</script>  <script type="text/javascript" id="vwoCode"> window._vwo_code=window._vwo_code || (function() { var account_id=571133, version=1.3, settings_tolerance=2000, library_tolerance=2500, use_existing_jquery=false, is_spa=1, hide_element='body', /* DO NOT EDIT BELOW THIS LINE */ f=false,d=document,code={use_existing_jquery:function(){return use_existing_jquery},library_tolerance:function(){return library_tolerance},finish:function(){if(!f){f=true;var e=d.getElementById('_vis_opt_path_hides');if(e)e.parentNode.removeChild(e)}},finished:function(){return f},load:function(e){var t=d.createElement('script');t.fetchPriority='high';t.src=e;t.type='text/javascript';t.innerText;t.onerror=function(){_vwo_code.finish()};d.getElementsByTagName('head')[0].appendChild(t)},init:function(){window.settings_timer=setTimeout(function(){_vwo_code.finish()},settings_tolerance);var e=d.createElement('style'),t=hide_element?hide_element+'{opacity:0 !important;filter:alpha(opacity=0) !important;background:none !important;}':'',i=d.getElementsByTagName('head')[0];e.setAttribute('id','_vis_opt_path_hides');e.setAttribute('nonce',document.querySelector('#vwoCode').nonce);e.setAttribute('type','text/css');if(e.styleSheet)e.styleSheet.cssText=t;else e.appendChild(d.createTextNode(t));i.appendChild(e);this.load('http://web.archive.org/web/20230203072228/https://dev.visualwebsiteoptimizer.com/j.php?a='+account_id+'&u='+encodeURIComponent(d.URL)+'&f='+ +is_spa+'&vn='+version);return settings_timer}};window._vwo_settings_timer = code.init();return code;}()); </script>  <link rel="apple-touch-icon" sizes="180x180" href="/web/20230203072228im_/https://neo4j.com/apple-touch-icon.png?v=bOXynyJWa6a"> <link rel="icon" type="image/png" sizes="32x32" href="/web/20230203072228im_/https://neo4j.com/favicon-32x32.png?v=bOXynyJWa6a"> <link rel="icon" type="image/png" sizes="194x194" href="/web/20230203072228im_/https://neo4j.com/favicon-194x194.png?v=bOXynyJWa6a"> <link rel="icon" type="image/png" sizes="192x192" href="/web/20230203072228im_/https://neo4j.com/android-chrome-192x192.png?v=bOXynyJWa6a"> <link rel="icon" type="image/png" sizes="16x16" href="/web/20230203072228im_/https://neo4j.com/favicon-16x16.png?v=bOXynyJWa6a"> <link rel="manifest" href="/web/20230203072228/https://neo4j.com/site.webmanifest?v=bOXynyJWa6a"> <link rel="mask-icon" href="/web/20230203072228im_/https://neo4j.com/safari-pinned-tab.svg?v=bOXynyJWa6a" color="#018bff"> <link rel="shortcut icon" href="/web/20230203072228im_/https://neo4j.com/favicon.ico?v=bOXynyJWa6a"> <meta name="msapplication-TileColor" content="#018bff"> <meta name="theme-color" content="#0069c1"> <title>Neo4j Graph Data Science | Graph Algorithms and ML | Graph Analytics</title>  <link rel="preconnect" href="http://web.archive.org/web/20230203072228/https://fonts.gstatic.com/" crossorigin>  <link rel="stylesheet" media="print" onload="this.onload=null;this.removeAttribute('media');" href="http://web.archive.org/web/20230203072228cs_/https://fonts.googleapis.com/css2?family=Nunito+Sans:wght@300;400;600;700&display=swap">  <noscript> <link rel="stylesheet" href="http://web.archive.org/web/20230203072228cs_/https://fonts.googleapis.com/css2?family=Nunito+Sans:wght@300;400;600;700&display=swap"> </noscript> <link href="http://web.archive.org/web/20230203072228/https://fonts.googleapis.com/css2?family=Fira+Code&display=swap" rel="preload" as="style" onload="this.rel='stylesheet'; this.onload = null"> <meta name="robots" content="index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1"/>  <meta name="description" content="Enhance and accelerate data predictions with Neo4j Graph Data Science. Check out our graph analytics and graph algorithms that address complex questions."/> <link rel="canonical" href="http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/"/> <meta property="og:locale" content="en_US"/> <meta property="og:type" content="article"/> <meta property="og:title" content="Graph Data Science"/> <meta property="og:description" content="Enhance and accelerate data predictions with Neo4j Graph Data Science. Check out our graph analytics and graph algorithms that address complex questions."/> <meta property="og:url" content="http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/"/> <meta property="og:site_name" content="Neo4j Graph Data Platform"/> <meta property="article:publisher" content="https://www.facebook.com/neo4j.graph.database"/> <meta property="article:modified_time" content="2023-01-25T00:54:05+00:00"/> <meta property="og:image" content="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220402090045/graph-data-science-share.gif"/> <meta property="og:image:width" content="1200"/> <meta property="og:image:height" content="628"/> <meta property="og:image:type" content="image/gif"/> <meta name="twitter:card" content="summary_large_image"/> <meta name="twitter:site" content="@neo4j"/> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"http://web.archive.org/web/20230203072228/https://schema.org","@graph":[{"@type":"WebPage","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/","url":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/","name":"Neo4j Graph Data Science | Graph Algorithms and ML | Graph Analytics","isPartOf":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#website"},"primaryImageOfPage":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/#primaryimage"},"image":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/#primaryimage"},"thumbnailUrl":"http://web.archive.org/web/20230203072228/https://dist.neo4j.com/wp-content/uploads/20220402090045/graph-data-science-share.gif","datePublished":"2022-03-24T22:38:16+00:00","dateModified":"2023-01-25T00:54:05+00:00","description":"Enhance and accelerate data predictions with Neo4j Graph Data Science. Check out our graph analytics and graph algorithms that address complex questions.","breadcrumb":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/#primaryimage","url":"http://web.archive.org/web/20230203072228/https://dist.neo4j.com/wp-content/uploads/20220402090045/graph-data-science-share.gif","contentUrl":"http://web.archive.org/web/20230203072228/https://dist.neo4j.com/wp-content/uploads/20220402090045/graph-data-science-share.gif","width":1200,"height":628},{"@type":"BreadcrumbList","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/graph-data-science/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Product","item":"http://web.archive.org/web/20230203072228/https://neo4j.com/product/"},{"@type":"ListItem","position":2,"name":"Graph Data Science"}]},{"@type":"WebSite","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#website","url":"http://web.archive.org/web/20230203072228/https://neo4j.com/","name":"Neo4j Graph Data Platform","description":"The Leader in Graph Databases","publisher":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http://web.archive.org/web/20230203072228/https://neo4j.com/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#organization","name":"Neo4j","url":"http://web.archive.org/web/20230203072228/https://neo4j.com/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#/schema/logo/image/","url":"http://web.archive.org/web/20230203072228/https://dist.neo4j.com/wp-content/uploads/20210709115933/media-replace-test-neo4j-logo-new-svg-1.svg","contentUrl":"http://web.archive.org/web/20230203072228/https://dist.neo4j.com/wp-content/uploads/20210709115933/media-replace-test-neo4j-logo-new-svg-1.svg","caption":"Neo4j"},"image":{"@id":"http://web.archive.org/web/20230203072228/https://neo4j.com/#/schema/logo/image/"},"sameAs":["http://web.archive.org/web/20230203072228/https://instagram.com/neo4j","http://web.archive.org/web/20230203072228/https://www.linkedin.com/company/neo4j","http://web.archive.org/web/20230203072228/https://www.pinterest.com/neo4j/","http://web.archive.org/web/20230203072228/https://www.youtube.com/neo4j","http://web.archive.org/web/20230203072228/https://www.facebook.com/neo4j.graph.database","http://web.archive.org/web/20230203072228/https://twitter.com/neo4j"]}]}</script>  <link rel="stylesheet" id="tribe-events-pro-mini-calendar-block-styles-css" href="http://web.archive.org/web/20230203072228cs_/https://neo4j.com/wp-content/plugins/events-calendar-pro/src/resources/css/tribe-events-pro-mini-calendar-block.min.css?ver=6.0.7" type="text/css" media="all"/> <link rel="stylesheet" id="classic-theme-styles-css" href="http://web.archive.org/web/20230203072228cs_/https://neo4j.com/wp-includes/css/classic-themes.min.css?ver=1" type="text/css" media="all"/> <style id="global-styles-inline-css" type="text/css"> body{--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--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--duotone--dark-grayscale: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-dark-grayscale');--wp--preset--duotone--grayscale: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-grayscale');--wp--preset--duotone--purple-yellow: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-purple-yellow');--wp--preset--duotone--blue-red: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-blue-red');--wp--preset--duotone--midnight: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-midnight');--wp--preset--duotone--magenta-yellow: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-magenta-yellow');--wp--preset--duotone--purple-green: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-purple-green');--wp--preset--duotone--blue-orange: url('/web/20230203072228im_/https://neo4j.com/product/graph-data-science/#wp-duotone-blue-orange');--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;}:where(.is-layout-flex){gap: 0.5em;}body .is-layout-flow > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}body .is-layout-flow > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}body .is-layout-flow > .aligncenter{margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}body .is-layout-constrained > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}body .is-layout-constrained > .aligncenter{margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > :where(:not(.alignleft):not(.alignright):not(.alignfull)){max-width: var(--wp--style--global--content-size);margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > .alignwide{max-width: var(--wp--style--global--wide-size);}body .is-layout-flex{display: flex;}body .is-layout-flex{flex-wrap: wrap;align-items: center;}body .is-layout-flex > *{margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}.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;} .wp-block-navigation a:where(:not(.wp-element-button)){color: inherit;} :where(.wp-block-columns.is-layout-flex){gap: 2em;} .wp-block-pullquote{font-size: 1.5em;line-height: 1.6;} </style> <link rel="stylesheet" id="foundation-css" href="http://web.archive.org/web/20230203072228cs_/https://neo4j.com/wp-content/themes/neo4jweb/assets_v2/dist/app.min.css?ver=1675406850" type="text/css" media="screen"/> <link rel="stylesheet" id="/var/www/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/bundle.429a0.css-css" href="http://web.archive.org/web/20230203072228cs_/https://neo4j.com/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/bundle.429a0.css?ver=6.1.1" type="text/css" media="all"/> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/js/vendor/jquery-3.6.1.min.js?ver=3.6.1" id="jquery-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets_v2/scripts/neo4j/dist/main_v2.min.js" id="neo4j-global-scripts-js"></script> <link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://neo4j.com/xmlrpc.php?rsd"/> <link rel="wlwmanifest" type="application/wlwmanifest+xml" href="https://neo4j.com/wp-includes/wlwmanifest.xml"/> <meta name="generator" content="WordPress 6.1.1"/> <link rel="shortlink" href="http://web.archive.org/web/20230203072228/https://neo4j.com/?p=181004"/> <link rel="alternate" type="application/json+oembed" href="http://web.archive.org/web/20230203072228/https://neo4j.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fneo4j.com%2Fproduct%2Fgraph-data-science%2F"/> <link rel="alternate" type="text/xml+oembed" href="http://web.archive.org/web/20230203072228/https://neo4j.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fneo4j.com%2Fproduct%2Fgraph-data-science%2F&format=xml"/> <meta name="tec-api-version" content="v1"><meta name="tec-api-origin" content="https://neo4j.com"><link rel="alternate" href="http://web.archive.org/web/20230203072228/https://neo4j.com/wp-json/tribe/events/v1/"/> </head> <div data-c="header mini banner"> <a data-l="mini banner neo4j5" href="/web/20230203072228/https://neo4j.com/product/neo4j-graph-database/whats-new-neo4j-5/?ref=neo4j5-ribbon" style="text-decoration: none;"> <div id="callout-banner" style="background: #CC254B; color: #fff; padding: .3em;"> <div class="row text-center"> <div class="columns"> <b>Introducing Neo4j 5:</b> Unbounded Scale, Performance, and Agility | <strong>Learn More</strong> </div> </div> </div> </a> </div> <body class="page-template page-template-page-building-blocks page-template-page-building-blocks-php page page-id-181004 page-child parent-pageid-74706 tribe-no-js"> <noscript><iframe src="http://web.archive.org/web/20230203072228if_/https://www.googletagmanager.com/ns.html?id=GTM-WK23PSS" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript> <style> /* Hide sign-in links temporarily */ .n-sign-in-menu { visibility: hidden; } /* Target sign-in links by position in ul */ #mobile-menu > ul.vertical.menu.accordion-menu > li:nth-last-child(6) { display: none; } </style> <div data-c="mobile main navigation" class="sticky hide-for-large z-40" style="height: 70px; top: 0"> <div class="title-bar justify-between px-4 py-2 hide-for-large sticky w-full top-0 z-10 shadow-sm" style="height: 70px; top: 0"> <a href="/web/20230203072228/https://neo4j.com/"><img height="34px" width="104px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20210423072428/neo4j-logo-2020-1.svg" alt="The Neo4j Graph Platform – The #1 Platform for Connected Data"/></a> <a type="button" data-toggle="toggle-neo4j-mobile-menu-container" class="m-0 mobile-menu-toggle-button inline-block"> <span class="sr-only">Menu</span> <span class="n-icon n-icon-navigation-menu n-icon-lg"></span> </a> </div> </div>  <div class="off-canvas position-left" data-off-canvas id="toggle-neo4j-mobile-menu-container"> <div class="title-bar"> <img height="34px" width="104px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20210423072428/neo4j-logo-2020-1.svg" alt="The Neo4j Graph Platform – The #1 Platform for Connected Data"/> <a type="button" class="m-0 pr-2 mobile-menu-toggle-button inline-block" data-toggle="toggle-neo4j-mobile-menu-container"> <span class="sr-only">Close</span><span class="n-icon n-icon-close n-icon-size-lg"></span> </a> </div> <div class="hide-for-large" id="mobile-menu"> <ul class="vertical menu accordion-menu" data-accordion-menu> <li class="search-button cursor-pointer hover:bg-whitesmoke p-4 flex items-center text-sm" style="line-height:0"> <span class="n-icon n-icon-search mr-2"></span> Search </li> <li><a href="#">Products</a><ul class="menu vertical"><li><a href="#">Graph Database</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/product/neo4j-graph-database/">Neo4j Graph Database</a></li><li><a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/">Neo4j AuraDB</a></li></ul></li><li><a href="#">Graph Data Science</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/product/graph-data-science/">Neo4j Graph Data Science</a></li><li><a href="/web/20230203072228/https://neo4j.com/product/graph-data-science/">Neo4j AuraDS</a></li></ul></li><li><a href="#">User Tools</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/product/developer-tools/">Neo4j Developer Tools</a></li><li><a href="/web/20230203072228/https://neo4j.com/neo4j-ops-manager/">Neo4j Ops Manager</a></li><li><a href="/web/20230203072228/https://neo4j.com/product/cypher-graph-query-language/">Cypher Query Language</a></li><li><a href="/web/20230203072228/https://neo4j.com/product/graphql-library/">Neo4j GraphQL Library</a></li><li><a href="/web/20230203072228/https://neo4j.com/product/connectors/">Neo4j Data Connectors</a></li><li><a href="/web/20230203072228/https://neo4j.com/product/bloom/">Neo4j Bloom</a></li></ul></li><li><a href="/web/20230203072228/https://neo4j.com/download-center/">Download Center</a></li><li><a href="/web/20230203072228/https://neo4j.com/pricing/">Pricing</a></li></ul></li><li><a href="#">Solutions</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/use-cases/">Use Cases</a></li><li><a href="/web/20230203072228/https://neo4j.com/case-studies/">Case Studies</a></li><li><a href="/web/20230203072228/https://neo4j.com/customers/">Customers</a></li><li><a href="/web/20230203072228/https://neo4j.com/professional-services/">Professional Services</a></li></ul></li><li><a href="#">Learn</a><ul class="menu vertical"><li><a href="#">Resources</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/who-uses-neo4j/">Who Uses Neo4j?</a></li><li><a href="/web/20230203072228/https://neo4j.com/graph-database-executive-insights/">Executive Insights</a></li><li><a href="http://web.archive.org/web/20230203072228/https://graphacademy.neo4j.com/">GraphAcademy</a></li><li><a href="/web/20230203072228/https://neo4j.com/blog/">Neo4j Blog</a></li><li><a href="/web/20230203072228/https://neo4j.com/videos/">Videos</a></li><li><a href="/web/20230203072228/https://neo4j.com/books/">Books</a></li><li><a href="/web/20230203072228/https://neo4j.com/resources/">Resource Library</a></li></ul></li><li><a href="#">Events</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/graphsummit/">GraphSummit</a></li><li><a href="/web/20230203072228/https://neo4j.com/connections/">Connections</a></li><li><a href="/web/20230203072228/https://neo4j.com/events/">Events Calendar</a></li><li><a href="/web/20230203072228/https://neo4j.com/live-demos/">Live Demos</a></li><li><a href="/web/20230203072228/https://neo4j.com/webinars/">Webinars</a></li></ul></li></ul></li><li><a href="#">Developers</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/developer/">Developer Home</a></li><li><a href="/web/20230203072228/https://neo4j.com/docs/">Documentation</a></li><li><a href="/web/20230203072228/https://neo4j.com/download-center/">Download Center</a></li><li><a href="/web/20230203072228/https://neo4j.com/developer-blog/">Developer Blog</a></li><li><a href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/">Community</a></li><li><a href="/web/20230203072228/https://neo4j.com/developer/online-meetup/">Virtual Events</a></li></ul></li><li><a href="#">Data Scientists</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/product/graph-data-science/">Graph Data Science Home</a></li><li><a href="/web/20230203072228/https://neo4j.com/docs/graph-data-science/current/">Data Science Documentation</a></li><li><a href="http://web.archive.org/web/20230203072228/https://graphacademy.neo4j.com/categories/data-scientist/">GraphAcademy for Data Science</a></li><li><a href="/web/20230203072228/https://neo4j.com/developer/graph-data-science/">Data Science Guides</a></li><li><a href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/c/neo4j-graph-platform/graph-algorithms/73">Data Science Community</a></li><li><a href="/web/20230203072228/https://neo4j.com/graph-data-science-software/">Get Started with Graph Data Science</a></li></ul></li><li><a href="/web/20230203072228/https://neo4j.com/pricing">Pricing</a></li><li><a href="">Sign In</a><ul class="menu vertical"><li><a href="http://web.archive.org/web/20230203072228/https://console.neo4j.io/">Neo4j Aura</a></li><li><a href="http://web.archive.org/web/20230203072228/https://sandbox.neo4j.com/">Neo4j Sandbox</a></li></ul></li><li><a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/?ref=nav-get-started-cta">Get Started</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/?ref=get-started-dropdown-cta">Neo4j AuraDB</a></li><li><a href="http://web.archive.org/web/20230203072228/https://sandbox.neo4j.com/?ref=get-started-dropdown-cta&persona=data-scientist">Neo4j Sandbox</a></li><li><a href="/web/20230203072228/https://neo4j.com/download/?ref=get-started-dropdown-cta">Neo4j Desktop</a></li><li><a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-data-science/?ref=get-started-dropdown-cta">Neo4j AuraDS</a></li></ul></li> <li><a href="/web/20230203072228/https://neo4j.com/partners/">Partners</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/partners/directory/">Find a Partner</a></li><li><a href="/web/20230203072228/https://neo4j.com/partners/neo4j-partner-program/">Become a Partner</a></li><li><a href="/web/20230203072228/https://neo4j.com/partners/solution-partners/">Solution Partners</a></li><li><a href="/web/20230203072228/https://neo4j.com/partners/oem-partners/">OEM Partners</a></li><li><a href="/web/20230203072228/https://neo4j.com/partners/technology-partners/">Technology Partners</a></li><li><a href="http://web.archive.org/web/20230203072228/https://partner.neo4j.com/">Partner Portal Login</a></li></ul></li><li><a href="#">Company</a><ul class="menu vertical"><li><a href="/web/20230203072228/https://neo4j.com/company/">About Us</a></li><li><a href="/web/20230203072228/https://neo4j.com/newsroom/">Newsroom</a></li><li><a href="/web/20230203072228/https://neo4j.com/awards/">Awards and Honors</a></li><li><a href="/web/20230203072228/https://neo4j.com/graphs4good/">Graphs4Good</a></li><li><a href="/web/20230203072228/https://neo4j.com/careers/">Careers</a></li><li><a href="/web/20230203072228/https://neo4j.com/culture/">Culture</a></li><li><a href="/web/20230203072228/https://neo4j.com/diversity-and-inclusion/">Diversity</a></li><li><a href="/web/20230203072228/https://neo4j.com/leadership/">Leadership</a></li></ul></li><li><a href="/web/20230203072228/https://neo4j.com/contact-us/">Contact Us</a></li><li><a href="http://web.archive.org/web/20230203072228/https://support.neo4j.com/">Support</a></li> </ul> </div> </div> <div id="menu-container-main" class="show-for-large bg-white shadow-sm sticky z-50" data-c="main navigation"> <div id="eyebrow-menu-container"> <div id="eyebrow-menu" class="grid-container vertical-flex justify-center"> <div class="top-bar desktop-top-menu"> <div class="top-bar-right"> <style> #marketo-contact-us-modal { width: 600px; max-width: 75rem; border: none; border-style: none; position: fixed; margin: 0 auto; top: 2rem !important; right: 0; left: 0; bottom: auto; max-height: 55rem; } #marketo-contact-us-modal form { font-family: "Nunito Sans","Helvetica Neue",helvetica,roboto,arial,sans-serif !important; } #marketo-contact-us-modal .close-button { appearance: none; border: 0; border-radius: 5px; background: 0 0; position: absolute; z-index: 10; color: #404752; cursor: pointer; right: 1rem; top: 0.5rem; font-size: 2em; line-height: 1; font-weight: 100; padding: 0; } #marketo-contact-us-modal h4 { line-height: 1.3; letter-spacing: .25px; font-family: Nudista; padding-bottom: 0.5rem; font-size: 1.5625rem; margin-top: 0; } #marketo-contact-us-modal input { height: 40px!important; border-radius: 4px!important; box-shadow: none!important; width: 320px!important; padding: 16px!important; border: 1px solid #91a1ae!important; font-size: 16px!important; margin-bottom: 0!important; display: block; box-sizing: border-box; margin: 0 0 1rem; background-color: #fff; font-family: inherit; font-weight: 400; line-height: 1.5; color: #151e29; transition: box-shadow .5s,border-color .25s ease-in-out; appearance: none; } #marketo-contact-us-modal input::placeholder, #marketo-contact-us-modal select, #marketo-contact-us-modal textarea::placeholder { color: rgb(117, 117, 117) !important; font-weight: lighter !important; } #marketo-contact-us-modal .neo-marketo-form .mktoFormRow, #marketo-contact-us-modal .neo-marketo-form .mktoButtonRow { width: 100%; display: flex; justify-content: center; } #marketo-contact-us-modal .mktoForm .mktoButton { width: 320px!important; padding: 16px!important; background: #018bff!important; border: none!important; font-size: 16px!important; color: #fff; cursor: pointer; } #marketo-contact-us-modal .mktoForm .mktoAsterix{ display: none; } #marketo-contact-us-modal select { height: 40px!important; border-radius: 4px!important; box-shadow: none!important; width: 320px!important; border: 1px solid #91a1ae!important; font-size: 16px!important; margin-bottom: 0!important; padding: 0 32px 0 16px!important; margin: 0 0 1rem; appearance: none; background-color: #fff; font-family: inherit; line-height: 1.5; background-origin: content-box; background-position: right -1rem center; background-repeat: no-repeat; background-size: 9px 6px; transition: box-shadow .5s,border-color .25s ease-in-out; } #marketo-contact-us-modal .mktoErrorMsg { text-align: left; margin-top: 4px; --tw-text-opacity: 1; color: rgba(237,18,82,var(--tw-text-opacity)); font-size: .875rem; line-height: 1.25rem; } #marketo-contact-us-modal textarea { border-radius: 4px!important; box-shadow: none!important; width: 320px!important; padding: 16px!important; border: 1px solid #91a1ae!important; font-size: 16px!important; height: auto; max-height: 5rem; } #marketo-contact-us-modal .mktoFormCol { margin-bottom: 16px!important; } #marketo-contact-us-modal .privacy-policy { width: 320px!important; margin: auto!important; margin-top: 24px!important; font-size: 14px!important; } #marketo-contact-us-modal .privacy-policy .mktoHtmlText { color: #151e29; text-align: center; } #marketo-contact-us-modal a { color: #0070d9; font-weight: normal; text-decoration: none; } #marketo-contact-us-modal a:hover { color: #0056b3; text-decoration: underline; } #marketo-contact-us-modal label { display: block; margin: 0; font-size: .875rem; font-weight: 400; line-height: 1.8; color: #151e29; } #eyebrow-menu a:focus { color: rgba(64,71,82,1); text-decoration: none; } #eyebrow-menu a:hover { color: inherit; text-decoration: none; } #eyebrow-menu-items li:focus-visible { outline-style: solid; outline-width: 2px; border-radius: 2px; } </style> <ul class="items-center z-20 flex m-0 mt-2" id="eyebrow-menu-items"> <li id="Partners" tabindex="0" class="m-0 mr-6 group relative"> <a href="/web/20230203072228/https://neo4j.com/partners/" class="text-xs font-normal text-charcoal hover:text-black p-0 cursor-pointer">Partners <i class="n-icon n-icon-chevron-down n-icon-sm ml-1" aria-hidden="true"></i></a> <div class="hidden group-hover:block absolute pt-2 z-50" style="left: -24px"> <ul class="py-2 border-none border-radius shadow-md dropdown-submenu rounded-md"> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/partners/directory/" data-l="Find a Partner" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Find a Partner</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/partners/neo4j-partner-program/" data-l="Become a Partner" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Become a Partner</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/partners/solution-partners/" data-l="Solution Partners" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Solution Partners</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/partners/oem-partners/" data-l="OEM Partners" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">OEM Partners</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/partners/technology-partners/" data-l="Technology Partners" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Technology Partners</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="http://web.archive.org/web/20230203072228/https://partner.neo4j.com/" data-l="Partner Portal Login" target="_blank" rel="noopener" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Partner Portal Login</span> </a> </li> </ul> </div> </li> <li id="Company" tabindex="0" class="m-0 mr-6 group relative"> <span class="text-xs font-normal text-charcoal hover:text-black p-0 cursor-default">Company <i class="n-icon n-icon-chevron-down n-icon-sm ml-1" aria-hidden="true"></i></span> <div class="hidden group-hover:block absolute pt-2 z-50" style="left: -24px"> <ul class="py-2 border-none border-radius shadow-md dropdown-submenu rounded-md"> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/company/" data-l="About Us" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">About Us</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/newsroom/" data-l="Newsroom" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Newsroom</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/awards/" data-l="Awards and Honors" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Awards and Honors</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/graphs4good/" data-l="Graphs4Good" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Graphs4Good</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/careers/" data-l="Careers" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Careers</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/culture/" data-l="Culture" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Culture</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/diversity-and-inclusion/" data-l="Diversity" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Diversity</span> </a> </li> <li class="hover:bg-whitesmoke m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/leadership/" data-l="Leadership" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-charcoal text-xs">Leadership</span> </a> </li> </ul> </div> </li> <li id="ContactUs" class="m-0 mr-6 group relative"> <span class="hidden contact-us-variant"><a data-open="marketo-contact-us-modal" href="javascript:" class="text-xs font-normal text-charcoal hover:text-black p-0 cursor-pointer">Contact Us </a></span><span class="contact-us-control"><a href="/web/20230203072228/https://neo4j.com/contact-us/" class="text-xs font-normal text-charcoal hover:text-black p-0 cursor-pointer">Contact Us </a></span> </li> <li id="Support" class="m-0 mr-6 group relative"> <a href="http://web.archive.org/web/20230203072228/https://support.neo4j.com/" class="text-xs font-normal text-charcoal hover:text-black p-0 cursor-pointer">Support </a> </li> <li id="SearchButton" tabindex="0" class="horizontal-flex text-charcoal search-button cursor-pointer hover:bg-whitesmoke rounded p-2 m-0" style="line-height:0"> <span class="n-icon n-icon-search"></span> </li> </ul>  <div class="reveal text-center" id="marketo-contact-us-modal" data-reveal data-multiple-opened="true" data-animation-in="fade-in" data-animation-out="fade-out"> <div class="pt-8"> <h4 class="text-center mb-4">Contact Us</h4> <div class="form--marketo-shortcode"> <div class="ajax-spinner js-spinner__1363"> </div> <form data-formid="1363" data-forminstance="one" class="neo-marketo-form" data-formtemplate="default" data-successtype="thank-you-message" data-form-title="false" data-eventlabel="Graph Data Science"> </form> <div class="form--success-message" style="display: none"><p>Thank you for your interest! We will get back to you soon!</p></div> </div> <p class="mt-4 text-sm"><a href="/web/20230203072228/https://neo4j.com/contact-us/">Regional sales contact information.</a></p> <button class="close-button" data-close aria-label="Close modal" type="button"> <span aria-hidden="true">×</span> </button> </div> </div> </div> </div> </div> </div> <div id="neo4j-main-menu-container" class="bg-white z-10 w-full top-0"> <div id="neo4j-main-menu" class="grid-container vertical-flex justify-center py-3"> <div class=" desktop-menu flex"> <div> <a href="/web/20230203072228/https://neo4j.com/" class="mr-8"> <img height="34px" width="104px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20210423072428/neo4j-logo-2020-1.svg" alt="The Neo4j Graph Platform – The #1 Platform for Connected Data"/> </a> </div> <div class="flex items-center w-full ml-4"> <div class="w-full h-full"> <style> .desktop-menu ul li.group:focus-visible { outline-style: solid; outline-width: 2px; border-radius: .125rem; } /* a[data-l="Pricing"], #mobile-menu a[href="/pricing"] { display: none; } */ a[data-l="Pricing"] { padding-top: 0; padding-bottom: 0; } a[data-l="Pricing"]:focus, a[data-l="Pricing"]:hover { color: inherit; text-decoration: none; } </style> <ul class="items-center z-50 flex m-0 h-full"> <li id="n-products-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-products-menu"><span class="text-charcoal hover:text-black px-4 text-sm font-normal cursor-default">Products</span> <div class="hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <div class="flex flex-row gap-x-4"> <div class="flex flex-col w-full"> <div class="flex-1"> <div class="flex flex-row mt-2"> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Graph Database</span> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/neo4j-graph-database/" data-l="Neo4j Graph Database" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Graph Database </span> <span class="menu-item-description">Self-managed, deploy anywhere</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/" data-l="Neo4j AuraDB" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j AuraDB </span> <span class="menu-item-description">Fully managed graph database as a service</span> </a>  </li> </div> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Graph Data Science</span> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/graph-data-science/" data-l="Neo4j Graph Data Science" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Graph Data Science </span> <span class="menu-item-description">Graph analytics and modeling platform</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-data-science/" data-l="Neo4j AuraDS" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j AuraDS <span class="text-primary font-normal text-xs border border-primary-50 border-solid rounded-full inline-block px-2 ml-2"> New!</span> </span> <span class="menu-item-description">Fully managed graph data science as a service</span> </a>  </li> </div> </div> </div> <div class="px-8"> <hr/> <div class="flex gap-x-8 with-underline-anchors py-2"> <div class="grow" style="flex-basis: 100%"> <li class="menu-item-wrapper text-sm"> <div class="font-bold">Download Center </div> <div class="font-normal menu-item-text-light"> <a data-l="product download-center db" class="menu-dropdown-item-link menu-item-text-light" href="/web/20230203072228/https://neo4j.com/download-center/">Graph Database</a></span> • <a data-l="product download-center ds" href="/web/20230203072228/https://neo4j.com/graph-data-science-software/" class="menu-dropdown-item-link menu-item-text-light">Graph Data Science</a> </div> </li> </div> <div class="grow" style="flex-basis: 100%"> <li class="menu-item-wrapper text-sm"> <div class="font-bold">Pricing</div> <div class="font-normal menu-item-text-light"> <a data-l="product pricing db" href="/web/20230203072228/https://neo4j.com/pricing/" class="menu-dropdown-item-link menu-item-text-light">Graph Database</a> • <a data-l="product pricing ds" href="/web/20230203072228/https://neo4j.com/pricing/#graph-data-science" class="menu-dropdown-item-link menu-item-text-light">Graph Data Science</a> </div> </li> </div> </div> </div> </div> <div class="bg-whitesmoke mr-4 rounded-md py-2 menu-group-with-background" style="border-radius: 0 0.375rem 0.375rem 0; margin-right: 0; margin-top: -1rem; margin-bottom: -1rem;"> <span class="px-8 pt-4 pb-2 text-overline text-aluminum text-sm block">User Tools</span> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/developer-tools/" data-l="Neo4j Developer Tools" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Developer Tools </span> <span class="menu-item-description">Desktop, Browser, and Data Importer</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/neo4j-ops-manager/" data-l="Neo4j Ops Manager" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Ops Manager <span style="background-color: #fff;" class="text-primary font-normal text-xs border border-primary-50 border-solid rounded-full inline-block px-2 ml-2"> New!</span> </span> <span class="menu-item-description">Centrally manage Neo4j databases</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/cypher-graph-query-language/" data-l="Cypher Query Language" class="menu-dropdown-item"> <span class="menu-item-title"> Cypher Query Language </span> <span class="menu-item-description">Powerful, intuitive, and graph-optimized</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/graphql-library/" data-l="Neo4j GraphQL Library" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j GraphQL Library </span> <span class="menu-item-description">Low-code, open source API library</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/connectors/" data-l="Neo4j Data Connectors" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Data Connectors </span> <span class="menu-item-description">Apache Kafka, Apache Spark, and BI tools</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/bloom/" data-l="Neo4j Bloom" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Bloom </span> <span class="menu-item-description">Easy graph visualization and exploration</span> </a>  </li> </div> </div> </ul> </div> </li><li id="n-solutions-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-solutions-menu"><span class="text-charcoal hover:text-black px-4 text-sm font-normal cursor-default">Solutions</span> <div class="get-started-button-dropdown hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper group-flyout" tabindex="0"> <a href="/web/20230203072228/https://neo4j.com/use-cases/" data-l="Use Cases" class="menu-dropdown-item"> <span class="menu-item-title"> Use Cases </span> <span class="menu-item-description">Fraud detection, knowledge graphs and more</span> </a>  <div class="n-icon n-icon-chevron-right" style="height: 10px; width: 10px; position: absolute; right: 1rem; top: calc(50% - 8px);"></div> <div class="flyout hidden absolute pt-0 z-50 top-full" style="left: 100%; top: 0; width: max-content;"> <div class="py-4 m-0 border-none border-radius rounded-tl-none menu-dropdown-shadow bg-white text-left rounded-md"> <div class="menu-dropdown-item relative"> <span class="menu-item-title">Knowledge Graphs</span> <span class="menu-item-description whitespace-pre-line">Knowledge graphs are the force multiplier of smart data management and analytics use cases.</span> <a data-l="knowledge graphs" href="/web/20230203072228/https://neo4j.com/use-cases/knowledge-graph/" class="block arrowed full-clickable mt-2" id="knowledge-graphs-menu-link">Learn More</a> </div> <hr/> <div class="flex"> <div style="max-width: 18rem; flex-basis:50%;"> <div class="pt-3 pb-1 px-8 font-bold text-primary text-overline">By Application</div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/graph-data-science-artificial-intelligence/" data-l="Analytics and Data Science" class="menu-dropdown-item flyout-menu-dropdown-item"> Analytics and Data Science </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/fraud-detection/" data-l="Fraud Detection" class="menu-dropdown-item flyout-menu-dropdown-item"> Fraud Detection </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/knowledge-graph/" data-l="Knowledge Graphs" class="menu-dropdown-item flyout-menu-dropdown-item"> Knowledge Graphs </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/real-time-recommendation-engine/" data-l="Real Time Recommendations" class="menu-dropdown-item flyout-menu-dropdown-item"> Real Time Recommendations </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/supply-chain-management/" data-l="Supply Chain Management" class="menu-dropdown-item flyout-menu-dropdown-item"> Supply Chain Management </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/identity-and-access-management/" data-l="Identity and Access Management" class="menu-dropdown-item flyout-menu-dropdown-item"> Identity and Access Management </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/master-data-management/" data-l="Master Data Management" class="menu-dropdown-item flyout-menu-dropdown-item"> Master Data Management </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/network-and-it-operations/" data-l="Network and IT Operations" class="menu-dropdown-item flyout-menu-dropdown-item"> Network and IT Operations </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/privacy-risk-compliance/" data-l="Data Privacy, Risk and Compliance" class="menu-dropdown-item flyout-menu-dropdown-item"> Data Privacy, Risk and Compliance </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/social-network/" data-l="Social Networking" class="menu-dropdown-item flyout-menu-dropdown-item"> Social Networking </a> </div> </div> <div style="max-width: 18rem; flex-basis:50%;"> <div class="pt-3 pb-1 px-8 font-bold text-primary text-overline">By Industry</div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/financial-services/" data-l="Financial Services" class="menu-dropdown-item flyout-menu-dropdown-item"> Financial Services </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/retail/" data-l="Retail" class="menu-dropdown-item flyout-menu-dropdown-item"> Retail </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/life-sciences/" data-l="Life Sciences" class="menu-dropdown-item flyout-menu-dropdown-item"> Life Sciences </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/telecom/" data-l="Telecommunications" class="menu-dropdown-item flyout-menu-dropdown-item"> Telecommunications </a> </div> <div class="m-0 relative"> <a href="/web/20230203072228/https://neo4j.com/use-cases/government/" data-l="Government" class="menu-dropdown-item flyout-menu-dropdown-item"> Government </a> </div> </div> </div> </div> </div> </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/case-studies/" data-l="Case Studies" class="menu-dropdown-item"> <span class="menu-item-title"> Case Studies </span> <span class="menu-item-description">In-depth looks at customer success stories</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/customers/" data-l="Customers" class="menu-dropdown-item"> <span class="menu-item-title"> Customers </span> <span class="menu-item-description">Companies, governments and NGOs using Neo4j</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/professional-services/" data-l="Professional Services" class="menu-dropdown-item"> <span class="menu-item-title"> Professional Services </span> <span class="menu-item-description">The world’s best graph database consultants</span> </a>  </li> </ul> </div></li><li id="n-learn-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-learn-menu"><span class="text-charcoal hover:text-black px-4 text-sm font-normal cursor-default">Learn</span> <div class="hidden group-hover:block absolute z-50 top-full" style="top:100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu flex rounded-md"> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Resources</span> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/who-uses-neo4j/" data-l="Who Uses Neo4j?" class="menu-dropdown-item"> <span class="menu-item-title"> Who Uses Neo4j? </span> <span class="menu-item-description">75 percent of Fortune 100 companies</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/graph-database-executive-insights/" data-l="Executive Insights" class="menu-dropdown-item"> <span class="menu-item-title"> Executive Insights </span> <span class="menu-item-description">Get to Know Graph Technology</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://graphacademy.neo4j.com/" data-l="GraphAcademy" class="menu-dropdown-item"> <span class="menu-item-title"> GraphAcademy </span> <span class="menu-item-description">Free online courses and certifications</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/blog/" data-l="Neo4j Blog" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Blog </span> <span class="menu-item-description">Daily reads on general Neo4j topics</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/videos/" data-l="Videos" class="menu-dropdown-item"> <span class="menu-item-title"> Videos </span> <span class="menu-item-description">Up-to-date, searchable archive</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/books/" data-l="Books" class="menu-dropdown-item"> <span class="menu-item-title"> Books </span> <span class="menu-item-description">Learn in depth with free books</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/resources/" data-l="Resource Library" class="menu-dropdown-item"> <span class="menu-item-title"> Resource Library </span> <span class="menu-item-description">White papers, data sheets and more</span> </a>  </li> </div> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Events</span> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/graphsummit/" data-l="GraphSummit" class="menu-dropdown-item"> <span class="menu-item-title"> GraphSummit </span> <span class="menu-item-description">Live events around the world</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/connections/" data-l="Connections" class="menu-dropdown-item"> <span class="menu-item-title"> Connections </span> <span class="menu-item-description">Our ongoing digital event series</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/events/" data-l="Events Calendar" class="menu-dropdown-item"> <span class="menu-item-title"> Events Calendar </span> <span class="menu-item-description">Live online events, trainings and demos</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/live-demos/" data-l="Live Demos" class="menu-dropdown-item"> <span class="menu-item-title"> Live Demos </span> <span class="menu-item-description">Weekly demos with Neo4j experts</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/webinars/" data-l="Webinars" class="menu-dropdown-item"> <span class="menu-item-title"> Webinars </span> <span class="menu-item-description">Upcoming live and on-demand webinars</span> </a>  </li> </div> </ul> </div></li><li id="n-developers-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-developers-menu"><span class="text-charcoal hover:text-black px-4 text-sm font-normal cursor-default">Developers</span> <div class="get-started-button-dropdown hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/developer/" data-l="Developer Home" class="menu-dropdown-item"> <span class="menu-item-title"> Developer Home </span> <span class="menu-item-description">Best practices, how-to guides and tutorials</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/docs/" data-l="Documentation" class="menu-dropdown-item"> <span class="menu-item-title"> Documentation </span> <span class="menu-item-description">Manuals for Neo4j products, Cypher and drivers</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/download-center/" data-l="Download Center" class="menu-dropdown-item"> <span class="menu-item-title"> Download Center </span> <span class="menu-item-description">Get Neo4j products, tools and integrations</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/developer-blog/" data-l="Developer Blog" class="menu-dropdown-item"> <span class="menu-item-title"> Developer Blog </span> <span class="menu-item-description">Deep dives into more technical Neo4j topics</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/" data-l="Community" target="_blank" rel="noopener" rel="noopener" class="menu-dropdown-item"> <span class="menu-item-title"> Community </span> <span class="menu-item-description">A global forum for online discussion</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/developer/online-meetup/" data-l="Virtual Events" target="_blank" rel="noopener" rel="noopener" class="menu-dropdown-item"> <span class="menu-item-title"> Virtual Events </span> <span class="menu-item-description">Global developer conferences and workshops</span> </a>  </li> </ul> </div></li><li id="n-data-scientists-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-data-scientists-menu"><span class="text-charcoal hover:text-black px-4 text-sm font-normal cursor-default">Data Scientists</span> <div class="get-started-button-dropdown hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/product/graph-data-science/" data-l="Graph Data Science Home" class="menu-dropdown-item"> <span class="menu-item-title"> Graph Data Science Home </span> <span class="menu-item-description">Learn what Neo4j offers for data science</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/docs/graph-data-science/current/" data-l="Data Science Documentation" class="menu-dropdown-item"> <span class="menu-item-title"> Data Science Documentation </span> <span class="menu-item-description">Manual for the Graph Data Science library</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://graphacademy.neo4j.com/categories/data-scientist/" data-l="GraphAcademy for Data Science" class="menu-dropdown-item"> <span class="menu-item-title"> GraphAcademy for Data Science </span> <span class="menu-item-description">Free online courses and certifications for data scientists</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/developer/graph-data-science/" data-l="Data Science Guides" class="menu-dropdown-item"> <span class="menu-item-title"> Data Science Guides </span> <span class="menu-item-description">Deep dives & how-tos on more technical topics</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/c/neo4j-graph-platform/graph-algorithms/73" data-l="Data Science Community" class="menu-dropdown-item"> <span class="menu-item-title"> Data Science Community </span> <span class="menu-item-description">A global forum for online discussion</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/graph-data-science-software/" data-l="Get Started with Graph Data Science" class="menu-dropdown-item"> <span class="menu-item-title"> Get Started with Graph Data Science </span> <span class="menu-item-description">Download our software or get started in Sandbox today!</span> </a>  </li> </ul> </div></li><li id="n-pricing-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-pricing-menu"><a data-l="Pricing" href="/web/20230203072228/https://neo4j.com/pricing" class="text-charcoal hover:text-black p-4 text-sm font-normal cursor-pointer">Pricing</a></li><li id="n-sign-in-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-sign-in-menu"><a data-l="Sign In" href="" class="text-charcoal hover:text-black p-4 text-sm font-normal cursor-pointer">Sign In</a> <div class="get-started-button-dropdown hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://console.neo4j.io/" data-l="Sign In Aura" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Aura </span> <span class="menu-item-description">Fully managed, cloud-native graph service</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://sandbox.neo4j.com/" data-l="Sign In Sandbox" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Sandbox </span> <span class="menu-item-description">Learn graph databases and graph data science</span> </a>  </li> </ul> </div></li><li id="n-get-started-menu" tabindex="0" class="group relative m-0 flex items-center self-stretch n-get-started-menu"><a data-l="Get Started" href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/?ref=nav-get-started-cta" class="text-charcoal hover:text-black p-4 text-sm font-normal cursor-pointer">Get Started</a> <div class="get-started-button-dropdown hidden group-hover:block absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/?ref=get-started-dropdown-cta" data-l="Get Started AuraDB" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j AuraDB <span class="text-primary font-normal text-xs border border-primary-50 border-solid rounded-full inline-block px-2 ml-2"> Start Free</span> </span> <span class="menu-item-description">Start your fully managed Neo4j cloud database</span> </a>  </li> <li class="menu-item-wrapper "> <a href="http://web.archive.org/web/20230203072228/https://sandbox.neo4j.com/?ref=get-started-dropdown-cta&persona=data-scientist" data-l="Get Started Sandbox" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Sandbox </span> <span class="menu-item-description">Learn and use Neo4j for data science & more</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/download/?ref=get-started-dropdown-cta" data-l="Get Started Desktop" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Desktop </span> <span class="menu-item-description">Manage multiple local or remote Neo4j projects</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-data-science/?ref=get-started-dropdown-cta" data-l="Get Started AuraDS" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j AuraDS <span class="text-primary font-normal text-xs border border-primary-50 border-solid rounded-full inline-block px-2 ml-2"> New!</span> </span> <span class="menu-item-description">Fully managed graph data science, starting at $1/hour</span> </a>  </li> </ul> </div></li> </ul> </div> </div> </div> </div> </div> </div> <style> .js-warning { background-color: red; color: white !important; text-align: center; padding: 10px; border: 1px solid white; } </style> <noscript> <h3 class="js-warning">Warning: JavaScript is disabled on your browser. Parts of Neo4j.com will not work properly. </h3> </noscript> <script> const subMenu = document.querySelector(".dropdown-submenu.menu-dropdown-shadow li.group-flyout"); const menuItems = document.querySelectorAll(".desktop-menu li.group:not(.n-pricing-menu)"); const menuItemsTop = document.querySelectorAll(".desktop-top-menu li.group:not(:nth-child(3)):not(:nth-child(4))"); const searchButton = document.querySelector("li#SearchButton"); function addHiddenClass(list) { list.forEach((menuItem) => document.querySelector(`#${menuItem.id} div`).classList.add("hidden")); } function addMouseEvents(menuItem, menuItems) { addMenuKeypressEvents(menuItem, menuItems); menuItem.addEventListener("mouseleave", (event) => { addHiddenClass(menuItems); subMenu.classList.remove("mouse-show"); }); menuItem.addEventListener("mouseenter", (event) => { addHiddenClass(menuItems); subMenu.classList.remove("mouse-show"); }); } function addMenuKeypressEvents(menuItem, menuItems) { menuItem.addEventListener("keypress", (event) => { const menuContent = document.querySelector(`#${menuItem.id} div`); if (event.key === "Enter" && !(event.target.classList.contains("group-flyout"))) { event.preventDefault(); if (!(menuContent.classList.contains("hidden"))) { menuContent.classList.add("hidden"); } else if (menuContent.classList.contains("hidden")) { addHiddenClass(menuItems); menuContent.classList.remove("hidden"); } } }); } subMenu.addEventListener("keypress", (event) => { if (event.key === "Enter") { event.preventDefault(); subMenu.classList.toggle("mouse-show"); } }) window.addEventListener("click", (e) => { addHiddenClass(menuItems); addHiddenClass(menuItemsTop); subMenu.classList.remove("mouse-show"); }); // FOR MAIN MENU menuItems.forEach((menuItem) => { addMouseEvents(menuItem, menuItems); }); // FOR TOP MENU menuItemsTop.forEach((menuItem) => { addMouseEvents(menuItem, menuItemsTop); }); searchButton.addEventListener("keypress", (event) => { searchButton.click(); }); </script>  <div id="content" role="main" class="flexible-content" data-c="GDS_PRODUCT_PAGE"> <article id="post-181004" class="post-181004 page type-page status-publish has-post-thumbnail hentry"> <style> .video-container{ position: relative; overflow: hidden; width: 100%; padding-top: 56.25%; } .responsive-iframe{ position: absolute; top: 0; left: 0; bottom: 0; right: 0; width: 100%; height: 100%; border-radius: 4px; } </style> <section id="hero-primary" class=" bg-neutral-20 pt-20 pb-20" style=" "> <div class="grid-container"> <div class="grid-x flex items-center"> <div class="cell medium-5"> <h5 class="text-overline">What is it?</h5> <h1><span style="font-size: 40px">Neo4j Graph Data Science</span></h1> <p class="section-subtitle">Neo4j Graph Data Science is a connected data analytics and machine learning platform that helps you understand the connections in big data to answer critical questions and improve predictions.</p> <div class="button-group mt-12"> <a class="button" href="http://web.archive.org/web/20230203072228/https://neo4j.com/whitepapers/5-graph-data-science-basics-everyone-should-know/" target="_blank">Read <em>5 Graph Data Science Basics</em></a> </div> </div> <div class="cell small-12 show-for-medium medium-6 medium-offset-1 order-last"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220113155959/animation_500_kydkt70p.gif" alt=""> </div> </div> </div> </section> <section id="h2-center" class="bg-neutral-10 "> <div class="grid-container"> <div class="text-center"> <h5 class="text-overline">HOW DOES IT WORK?</h5> <h2>Unlock Insights Trapped in Rows and Columns</h2> </div> <div class="grid-x"> <div class="cell medium-8 medium-offset-2 text-center"> <div class="mb-8"> <p class="section-subtitle">Access 65+ pretuned graph algorithms and machine learning (ML) modeling to analyze your connected data. Conveniently available in a single workspace, the analytics surface and graph database are fully integrated.<br/> <br/> <a style="margin-top: -30px" class="arrowed" href="/web/20230203072228/https://neo4j.com/data-science-sandbox/">Try the Graph Data Science Sandbox</a><br/> </p> </div> <div> </div> </div> </div> </div> </section> <section id="subpoint-multi-column" class=" pt-16 pb-8 bg-neutral-15 " style="background-image: url(http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220112160802/GDS-Use-Case-Graphic-1.svg); background-repeat: no-repeat; background-position: top right;"> <div class="grid-container p-16 bg-transparent "> <div class="grid-x grid-margin-x"> <div class="cell small-12 medium-8 mb-24"> <h5 class="text-overline">WHY DATA SCIENTISTS PREFER NEO4J</h5> <h2>A Data Science Workspace<br>That Works for You</h2> <p><span style="font-size: 20px;">Neo4j Graph Data Science is the only connected data analysis platform that unifies the ML surface and graph database into a single workspace.<br>This way, data scientists run algorithms and ML models without jumping between tools for ETL.</span><br/> <br/> <a style="margin-top: -30px" class="arrowed" href="http://web.archive.org/web/20230203072228/https://go.neo4j.com/rs/710-RRC-335/images/Whats-New-in-Graph-Data-Science-2.3.pdf">Learn what’s new in Graph Data Science</a><br/> </p> </div> </div> <div class="grid-x grid-margin-x"> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220324162502/browser-screen-2.svg" alt=""> <h3 class="h4">Easy to Use</h3> <p><ul style="margin-top: -20px; margin-bottom: -10px;"><li>Load data into a graph from any source</li><br/> <li style="margin-top: -20px;">Integrate with your data pipeline tools</li><br/> <li style="margin-top: -20px;">Fund your investment with committed spend on Google Cloud Platform, Amazon Web Services, and Microsoft Azure marketplaces</li></ul><br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="http://web.archive.org/web/20230203072228/https://graphacademy.neo4j.com/categories/data-scientist/">Start with free courses</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220324162504/monitor-node.svg" alt=""> <h3 class="h4">Use In-Graph ML</h3> <p><ul style="margin-top: -20px; margin-bottom: -10px;"><li>Native Python API client</li><br/> <li style="margin-top: -20px;">Access to over 65 pretuned graph algorithms</li><br/> <li style="margin-top: -20px;">A single API for data load, analysis, and write-back</li></ul><br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/docs/graph-data-science/current/algorithms/">View Neo4j graph algorithms</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220324162503/database-connect.svg" alt=""> <h3 class="h4">Enterprise Scale</h3> <p><ul style="margin-top: -20px; margin-bottom: -10px;"><li>Scale to hundreds of billions of nodes and relationships</li><br/> <li style="margin-top: -20px;">Includes a single, unified model training and deployment environment</li><br/> <li style="margin-top: -20px;">Offers automated MLOps</li></ul><br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/case-studies/meredith/">Learn how Meredith scales<br>graph analytics</a></p> </div> </div> </div> </section> <section id="h2-center" class="bg-neutral-10 pt-30 pb-8"> <div class="grid-container"> <div class="text-center"> <h5 class="text-overline">ADVANTAGES OF GRAPH-NATIVE MACHINE LEARNING</h5> <h2>Why Neo4j Graph Data Science?</h2> </div> <div class="grid-x"> <div class="cell medium-8 medium-offset-2 text-center"> <div class="mb-8"> <p class="section-subtitle">In a graph, your data shows you what’s important,<br>what’s unusual, and what’s coming next.</p> </div> <div> </div> </div> </div> </div> </section> <section id="h3-5050" class="bg-neutral-10 pt-0 pb-20"> <div class="grid-container"> <div class="grid-x grid-margin-x flex items-center"> <div class="cell flex justify-center medium-5 medium-offset-1"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220112170956/data-science-1.gif" alt="" width="78%"> </div> <div class="cell small-12 medium-6 order-first"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325131422/transparent.gif" alt=""> <h3>Answer business critical questions and make predictions</h3> <p class="section-subtitle">Rather than looking at row or column headers, graphs focus on data relationships. Graphs are a more natural, connected way to look at and analyze data for deeper context and unearthing hidden patterns and insights.</p> </div> </div> </div> </section> <section id="h3-5050" class="bg-neutral-10 pt-0 pb-20"> <div class="grid-container"> <div class="grid-x grid-margin-x flex items-center"> <div class="cell flex justify-center medium-5"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220112171158/data-science-3.gif" alt="" width="80%"> </div> <div class="cell small-12 medium-6 medium-offset-1 order-last"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325131422/transparent.gif" alt=""> <h3>Accelerate your path from proof of concept to production</h3> <p class="section-subtitle">Access a single interface that includes both your ML surface and graph database. Easily integrate with your favorite data science tools and scale your analysis across hundreds of billions of nodes and relationships.</p> </div> </div> </div> </section> <section id="h3-5050" class="bg-neutral-10 pt-0 pb-20"> <div class="grid-container"> <div class="grid-x grid-margin-x flex items-center"> <div class="cell flex justify-center medium-5 medium-offset-1"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220112171134/data-science-2.gif" alt="" width="81%"> </div> <div class="cell small-12 medium-6 order-first"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325131422/transparent.gif" alt=""> <h3>Understand relationships and improve your models</h3> <p class="section-subtitle">A native Python client, library of 65+ pre-tuned graph algorithms, connected data prep techniques, data connectors, and graph-native ML give data scientists everything they need without having to switch between interfaces.</p> </div> </div> </div> </section> <section id="fixed-banner" class="pb-20 pt-20"> <div class="grid-container"> <div class="grid-x"> <div class="cell medium-10 medium-offset-1 p-16 rounded-md bg-primary"> <div class="grid-x flex items-center"> <div class="cell medium-8 text-left text-white"> <h3>Extract deeper insights from your connected data with graph embeddings.</h3> </div> <div class="cell medium-4 text-right"> <a class="button w-full md:w-auto mb-0 light-neutral" href="http://web.archive.org/web/20230203072228/https://neo4j.com/whitepapers/graph-embeddings-whitepaper/">Read Now</a> </div> </div> </div> </div> </div> </section> <section id="subpoint-multi-column" class="dark pt-10 pb-4 " style="background-image: url(http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220112160802/GDS-Use-Case-Graphic-1.svg); background-repeat: no-repeat; background-position: top right;"> <div class="grid-container p-16 "> <div class="grid-x grid-margin-x"> <div class="cell small-12 medium-8 mb-24"> <h5 class="text-overline">DESIGNED FOR DATA SCIENTISTS BY DATA SCIENTISTS</h5> <h2>Simplify Your Data Science Workflow</h2> <p><span class="section-subtitle">Get what you need to go from proof of concept to production quickly, with a wide selection of deployment options, user tools, and data connectors that make it easy to add graph data science to your existing data pipeline.</span></p> </div> </div> <div class="grid-x grid-margin-x"> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325134417/data-science-head-light.svg" alt=""> <h3 class="h4">Fully Hosted Graph Data Science</h3> <p>Simplify deployment and management of graph data science with a fully managed, pay-as-you-go option, <a href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-data-science/" style="color: #7ad1ff;">AuraDS.</a><br/> <br/> </p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325134416/browser-screen-light.svg" alt=""> <h3 class="h4">Query and Test</h3> <p>Write queries and explore the contents of your Neo4j graph database using an intuitive development environment.</p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325134415/monitor-node-light.svg" alt=""> <h3 class="h4">Graph Data<br>Visualization</h3> <p>Explore, investigate, and present Neo4j graph data with our no-code graph data visualization solution, <a href="/web/20230203072228/https://neo4j.com/product/bloom/" style="color: #7ad1ff;">Bloom.</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325134414/database-connect-light.svg" alt=""> <h3 class="h4">Data Orchestration</h3> <p>Use a single API for data load, analysis, and write-back. A Python client and Neo4j connectors are available. </p> </div> </div> </div> </section> <section id="subpoint-multi-column" class=" pt-10 pb-8 " style=""> <div class="grid-container p-16 bg-neutral-10 "> <div class="grid-x grid-margin-x"> <div class="cell small-12 medium-8 mb-24"> <h5 class="text-overline">GRAPH DATA SCIENCE USE CASES</h5> <h2>Discover How Data<br>Scientists Use Neo4j</h2> <p>Graph data science helps organizations answer some of their most difficult and complex questions by moving the data out of the silos of rows and columns and into an easy to analyze graph.</p> <a class="arrowed" href="http://web.archive.org/web/20230203072228/https://neo4j.com/use-cases/">View all use cases</a> </div> </div> <div class="grid-x grid-margin-x"> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325141351/fraud-detection.svg" alt=""> <h3 class="h4">Detect and Identify Fraudsters</h3> <p>Analyze relationships and behaviors to detect fraud across banking, insurance, and government programs.<br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/whitepapers/graph-data-science-use-cases-fraud-anomaly-detection/">Read Now</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220315171339/fireworks-community-3.svg" alt=""> <h3 class="h4">Increase Customer Satisfaction</h3> <p>Create stronger recommendation engines to help increase conversion rates, reduce churn, and increase average cart size.<br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/whitepapers/graph-data-science-use-cases-recommendations/">Learn More</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325141612/people-monitor.svg" alt=""> <h3 class="h4">Improve Route Optimization</h3> <p>Manage supply chain inefficiencies by calculating what-if scenarios and predict future issues with pathfinding algorithms.<br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/whitepapers/graph-data-science-use-cases-supply-chain-analytics/">Read Now</a></p> </div> <div class="cell small-12 small-12 medium-auto"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325141941/money-flower.svg" alt=""> <h3 class="h4">Resolve Entities and Identities</h3> <p>Unify entities for marketing, payments, usage, and more to provide the best customer view possible.<br/> <br/> <a style="margin-top: -30px; font-size: 16px;" class="arrowed" href="/web/20230203072228/https://neo4j.com/whitepapers/graph-data-science-use-cases-entity-resolution/">Learn More</a></p> </div> </div> </div> </section> <section class="pt-0 pb-0"> <div class="grid-container"> <div class="orbit" role="region" aria-label="" data-orbit> <div class="orbit-wrapper"> <div class="orbit-controls"> <button class="button light-neutral orbit-previous"><span class="show-for-sr">Previous Slide</span>◀︎</button> <button class="button light-neutral orbit-next"><span class="show-for-sr">Next Slide</span>▶︎</button> </div> <ul class="orbit-container"> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20200402180230/meredith.svg" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>“The most surprising result was really seeing how connected the data was. I used to think that we knew this data really well when we looked at it individually from each different data stream, but when you combine them all together and you actually look at the datasets as a whole, it makes you realize that it’s like trying to solve a Rubik’s Cube by only looking at one side.” </p> <p class="font-bold">Benjamin Squire, Senior Data Scientist, Meredith</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325145601/orbit-mi-1.png" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>“We wanted a partner that would provide the type of scale we needed on graph – again, millions of nodes and edges – but also provide us with the spatial data support. And the third component is that since we are innovating, we wanted to work with somebody who would join our innovation process. We had to, together, add and configure Neo4j so that it would actually deliver what we needed.”</p> <p class="font-bold">Ali Riaz, CEO, OrbitMI</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325150544/orita.svg" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>"Neo4j Graph Data Science is a great tool because we can tweak our models over time to improve them. We have everything we need all in one place with Graph Data Science - it makes it easy for us to focus on building our business because the software works easily with our existing toolset and data science approaches."</p> <p class="font-bold">Daniel Brady, CEO, Orita</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20200523120758/lyft_pink.svg" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>“We realized that data discovery alone was taking up about one-third of our analysts’ time. This tool has increased productivity for the entire data science organization by about 30 percent.”</p> <p class="font-bold">Tamika Tannis, Software Engineer, Lyft</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220325150543/zenapse.png" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>"Neo4j Graph Data Science makes it easy to quantify the relationships and similarities that exist in the digital world and to surface new insights about these connected relationships."</p> <p class="font-bold">Matthew Bernardini, CEO, Zenapse</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> <li class="is-active orbit-slide"> <div class="cell"> <div class="grid-x grid-margin-x"> <div class="cell medium-10 medium-offset-1 border border-neutral-30"> <div class="grid-x grid-margin-x"> <div class="cell medium-4 bg-neutral-20 p-8 flex items-center"> <div class="text-center"> <img src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220516183231/Arcurve-logo-1.png" alt=""> <p class="mt-8 text-left"></p> </div> </div> <div class="cell medium-auto pt-8 pb-0 pr-8 pl-8"> <div class="mb-8"> <h5 class="mb-2"></h5> <p>"Neo4j Graph Data Science allows us to turn very complex data challenges, like finding fraud or modeling physically interconnected systems, into intuitive ones."</p> <p class="font-bold">Peter Tunkis, Senior Data Scientist, Arcurve</p> <a href=""></a> </div> </div> </div> </div> </div> </div> </li> </ul> </div> </div> </div> </section> <p class="pt-4 pb-20 text-center"><a href="/web/20230203072228/https://neo4j.com/case-studies/">See our customer case studies</a></p> <div id="subpoint-multi-column" class=" pt-0 pb-0 bg-neutral-15"> <div class="grid-container p-16 bg-neutral-15 "> <div class="grid-x grid-margin-x"> <div class="cell small-12 medium-8 mb-10"> <h5 class="text-overline">SUPPORT & COMMUNITY</h5> <h2>Enhance Your Graph Data<br>Science Experience</h2> <p>We provide expert technical support and connect you with a vibrant community to help make your experience the best it can be.</p> </div> </div> <div class="grid-x grid-margin-x"> <div class="cell small-12 small-12 medium-auto card card-minimal-style"> <a style="color: #151e29; text-decoration: none;" href="/web/20230203072228/https://neo4j.com/docs/graph-data-science/current/"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220404160350/gds_main_Documentation.svg" alt=""> <h5 class="text-overline">Documentation</h5> <strong><p>Get Graph Data Science fundamentals via technical documentation.</p><br><br></strong> </a> </div> <div class="cell small-12 small-12 medium-auto card card-minimal-style"> <a style="color: #151e29; text-decoration: none;" href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220404160349/gds_main_Community_Forum.svg" alt=""> <h5 class="text-overline">Community Forums</h5> <strong><p>Discover what graph data science challenges your peers are discussing and solving.</p><br><br></strong> </a> </div> <div class="cell small-12 small-12 medium-auto card card-minimal-style"> <a style="color: #151e29; text-decoration: none;" href="http://web.archive.org/web/20230203072228/https://support.neo4j.com/hc/en-us"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220404160348/gds_main_Support_Portal.svg" alt=""> <h5 class="text-overline">Support Desk</h5> <strong><p>Contact a Neo4j expert to help smooth out any bumps along the way.</p><br><br></strong> </a> </div> <div class="cell small-12 small-12 medium-auto card card-minimal-style"> <a style="color: #151e29; text-decoration: none;" href="/web/20230203072228/https://neo4j.com/partners/directory/"> <img class="pb-4" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220404160351/gds_main_Partners.svg" alt=""> <h5 class="text-overline">Partners</h5> <strong><p>Get implementation ideas or help from the global Neo4j ecosystem of partners.</p><br><br></strong> </a> </div> </div> </div> </div> <div class="grid-container pt-24 pb-16 mt-10"> <div class="section-header text-center"> <h5 class="text-overline">Get Started</h5> <h2 class="section-title">Explore Our Graph Data Science Options</h2> </div> <div class="grid-x grid-padding-x-lg mb-12"> <div class="cell small-12 medium-6 large-4"> <div class="card card-minimal-style overflow-visible" data-equalizer-watch="title"> <div class="card-stretch-items card-section"> <div> <h5 class="card-title">Sandbox</h5> <div class="card-description">Test drive Neo4j Graph Data Science on Sandbox with preloaded data and a guide. No need to download software. </div> <a href="http://web.archive.org/web/20230203072228/https://sandbox.neo4j.com/login?usecase=graph-data-science" class="button" data-l="footer compare products"> Try Free </a> </div> </div> </div> </div> <div class=" cell small-12 medium-6 large-4"> <div class="card card-minimal-style" data-equalizer-watch="title"> <div class="card-stretch-items card-section"> <div> <h5 class="card-title">Desktop</h5> <div class="card-description">Get Neo4j Desktop to try all algorithms and ML methods using the free Graph Data Science Community Edition. </div> <a href="/web/20230203072228/https://neo4j.com/download/" class="button" data-l="footer compare products"> Start Today </a> </div> </div> </div> </div> <div class="cell small-12 medium-6 large-4"> <div class="card card-minimal-style" data-equalizer-watch="title"> <div class="card-stretch-items card-section"> <div> <h5 class="card-title">Compare Editions</h5> <div class="card-description">We offer on-premise and AuraDS, a fully managed cloud service. Determine which one best fits your needs.</div> <a href="/web/20230203072228/https://neo4j.com/pricing/#graph-data-science" class="button" data-l="footer compare products"> Compare </a> </div> </div> </div> </div> </div> </div> <div id="graph-data-science-resources" class="pb-24 bg-neutral-15"></div> <section id="resources" class="bg-neutral-15 pt-0 pb-0"> <div class="grid-container"> <div class="grid-x"> <div class="cell"> <div class="grid-x"> <div class="cell medium-3"> <div class="mb-8"> <h2>Featured Resources</h2> </div> </div> <div class="cell medium-9"> <div class="grid-x grid-margin-x grid-margin-y data-equalize"> <div class="cell medium-4 bg-white rounded-md p-8 data-equalizer-watch card-hover-animation border border-neutral-30"> <img class="mb-6" width="30px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220114112549/browser-screen.svg" alt=""> <h5 class="text-overline mb-12">Sandbox</h5> <a href="http://web.archive.org/web/20230203072228/https://neo4j.com/data-science-sandbox/"> <h5>Test Drive Neo4j GDS with Preloaded Data and Guides</h5> </a> </div> <div class="cell medium-4 bg-white rounded-md p-8 data-equalizer-watch card-hover-animation border border-neutral-30"> <img class="mb-6" width="30px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220114112501/paper-text.svg" alt=""> <h5 class="text-overline mb-12">White paper</h5> <a href="http://web.archive.org/web/20230203072228/https://neo4j.com/whitepapers/graph-embeddings-whitepaper/"> <h5>Graph Embeddings: AI That Learns from Your Data to Solve Your Problems</h5> </a> </div> <div class="cell medium-4 bg-white rounded-md p-8 data-equalizer-watch card-hover-animation border border-neutral-30"> <img class="mb-6" width="30px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220114112533/video-player.svg" alt=""> <h5 class="text-overline mb-12">On-Demand Webinar</h5> <a href="http://web.archive.org/web/20230203072228/https://go.neo4j.com/graph-embeddings-the-secret-ingredient-for-relationship-driven-ai-lp.html"> <h5>Graph Embeddings: The Secret Ingredient for Relationship-Driven AI</h5> </a> </div> <div class="cell medium-4 bg-white rounded-md p-8 data-equalizer-watch card-hover-animation border border-neutral-30"> <img class="mb-6" width="30px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220114112614/laptop-user.svg" alt=""> <h5 class="text-overline mb-12">Training</h5> <a href="http://web.archive.org/web/20230203072228/https://neo4j.com/graphacademy/neo4j-gds-certify/"> <h5>Free Training and Certification for Data Scientists</h5> </a> </div> <div class="cell medium-4 bg-white rounded-md p-8 data-equalizer-watch card-hover-animation border border-neutral-30"> <img class="mb-6" width="30px" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20220114112518/note-paper.svg" alt=""> <h5 class="text-overline mb-12">Case Study</h5> <a href="http://web.archive.org/web/20230203072228/https://neo4j.com/case-studies/meredith/"> <h5>Meredith Drives 600% More Web Traffic With Entity Resolution</h5> </a> </div> </div> </div> </div> </div> </div> </div> </section> <div class="pb-24 bg-neutral-15"></div> <div class="entry-links"></div> </article> </div> <footer data-c="footer navigation"> <div id="footer-v2" class="bg-whitesmoke py-16 text-sm"> <div class="grid-container flex flex-col gap-y-8"> <div class="grid-x grid-padding-y grid-margin-y">  <div class="cell small-12 medium-3 flex flex-col gap-y-3"> <div class="uppercase font-bold">Products</div> <ul class="list-none m-0"> <li><a data-l="Platform Overview" class="leading-6" href="/web/20230203072228/https://neo4j.com/product/">Platform Overview</a></li> <li><a data-l="Neo4j Graph Database" class="leading-6" href="/web/20230203072228/https://neo4j.com/product/neo4j-graph-database/">Neo4j Graph Database</a></li> <li><a data-l="Neo4j AuraDB" class="leading-6" href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-database/">Neo4j AuraDB</a></li> <li><a data-l="Neo4j Graph Data Science" class="leading-6" href="/web/20230203072228/https://neo4j.com/product/graph-data-science/">Neo4j Graph Data Science</a></li> <li><a data-l="Neo4j AuraDS" class="leading-6" href="/web/20230203072228/https://neo4j.com/cloud/platform/aura-graph-data-science/">Neo4j AuraDS</a></li> <li><a data-l="Download Center" class="leading-6" href="/web/20230203072228/https://neo4j.com/download-center/">Download Center</a></li> <li><a data-l="Pricing" class="leading-6" href="/web/20230203072228/https://neo4j.com/pricing/">Pricing</a></li> </ul> </div>  <div class="cell small-12 medium-2 flex flex-col gap-y-3"> <div class="uppercase font-bold">Learn</div> <ul class="list-none m-0"> <li><a data-l="resources" class="leading-6" href="/web/20230203072228/https://neo4j.com/resources/">Resources</a></li> <li><a data-l="events" class="leading-6" href="/web/20230203072228/https://neo4j.com/events/">Events</a></li> </ul> </div>  <div class="cell small-12 medium-2 flex flex-col gap-y-3"> <div class="uppercase font-bold">Solutions</div> <ul class="list-none m-0"> <li><a data-l="use-cases" class="leading-6" href="/web/20230203072228/https://neo4j.com/use-cases/">Use Cases</a></li> <li><a data-l="case-studies" class="leading-6" href="/web/20230203072228/https://neo4j.com/case-studies/">Case Studies</a></li> <li><a data-l="customers" class="leading-6" href="/web/20230203072228/https://neo4j.com/customers/">Customers</a></li> <li><a data-l="partners" class="leading-6" href="/web/20230203072228/https://neo4j.com/partners/">Partners</a></li> <li><a data-l="professional-services" class="leading-6" href="/web/20230203072228/https://neo4j.com/professional-services/">Professional Services</a> </li> </ul> </div>  <div class="cell small-12 medium-2 flex flex-col gap-y-3"> <div class="uppercase font-bold">About</div> <ul class="list-none m-0"> <li><a data-l="company" class="leading-6" href="/web/20230203072228/https://neo4j.com/company/">Company</a></li> <li><a data-l="newsroom" class="leading-6" href="/web/20230203072228/https://neo4j.com/news/">Newsroom</a></li> <li><a data-l="awards and honors" class="leading-6" href="/web/20230203072228/https://neo4j.com/awards/">Awards and Honors</a></li> <li><a data-l="careers" class="leading-6" href="/web/20230203072228/https://neo4j.com/careers/">Careers</a></li> <li><a data-l="staff" class="leading-6" href="/web/20230203072228/https://neo4j.com/leadership/">Leadership</a></li> <li><a data-l="support" class="leading-6" href="http://web.archive.org/web/20230203072228/https://support.neo4j.com/" target="_blank">Support</a></li> </ul> </div>  <div class="cell small-12 medium-3 flex flex-col gap-y-3"> <div class="uppercase font-bold"><a class="font-bold" data-l="contact us" href="/web/20230203072228/https://neo4j.com/contact-us/?ref=footer">Contact Us →</a></div> <div> <ul class="list-none m-0"> <li class="leading-6">US: <a data-l="US phone" href="http://web.archive.org/web/20230203072228/tel:1-855-636-4532">1-855-636-4532</a></li> <li class="leading-6">Sweden: <a data-l="Sweden phone" href="http://web.archive.org/web/20230203072228/tel:+46 171 480 113">+46 171 480 113</a></li> <li class="leading-6">UK: <a data-l="UK phone" href="http://web.archive.org/web/20230203072228/tel:+44 20 3868 3223">+44 20 3868 3223</a></li> <li class="leading-6">France: <a data-l="France phone" href="http://web.archive.org/web/20230203072228/tel:+33 (0) 1 88 46 13 20">+33 (0) 1 88 46 13 20</a></li> </div> <div id="social-icons"> <a data-l="linkedin icon" href="http://web.archive.org/web/20230203072228/https://www.linkedin.com/company/neo4j" title="Neo4j on LinkedIn" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 mr-1 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-linkedin n-icon-white"></i> </div> </a> <a data-l="twitter icon" href="http://web.archive.org/web/20230203072228/https://twitter.com/neo4j" title="Neo4j on Twitter" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 mr-1 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-twitter n-icon-white"></i> </div> </a> <a data-l="youtube icon" href="http://web.archive.org/web/20230203072228/https://youtube.com/neo4j" title="Neo4j on YouTube" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 mr-1 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-youtube n-icon-white"></i> </div> </a> <a data-l="facebook icon" href="http://web.archive.org/web/20230203072228/https://www.facebook.com/neo4j.graph.database" title="Neo4j on Facebook" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 mr-1 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-facebook n-icon-white"></i> </div> </a> <a data-l="community icon" href="http://web.archive.org/web/20230203072228/https://community.neo4j.com/" title="Neo4j Community Forum" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-conversation-text n-icon-white"></i> </div> </a> <a data-l="github icon" href="http://web.archive.org/web/20230203072228/https://github.com/neo4j" title="Neo4j Github" target="_blank" rel="noopener"> <div class="bg-charcoal rounded-full p-2 inline-flex justify-center"> <i style="height: 14px; width: 14px" class="n-icon n-icon-github n-icon-white"></i> </div> </a> </div> </div> </div> <div class="grid-x grid-padding-y"> <div class="cell small-12 medium-3"> <div>© <span id="footer-copyright-year">2023</span> Neo4j, Inc. </div> <div> <a data-l="terms" href="/web/20230203072228/https://neo4j.com/terms/">Terms</a> | <a data-l="privacy" href="/web/20230203072228/https://neo4j.com/privacy-policy/">Privacy </a> | <a data-l="sitemap" href="/web/20230203072228/https://neo4j.com/sitemap/">Sitemap</a> <br> <a data-l="corruption" href="http://web.archive.org/web/20230203072228/https://assets.neo4j.com/Neo4j_Anti_Corruption_Policy_Final.pdf">Anti-Corruption Policy</a> </div> </div> <div class="cell small-12 medium-9"> Neo4j®, Neo Technology®, Cypher®, Neo4j® Bloom™, Neo4j® AuraDS™ and Neo4j® AuraDB™ are registered trademarks of Neo4j, Inc. All other marks are owned by their respective companies. </div> </div> </div> <div class="hidden show-for-large contact-us-btn-container" style="position: fixed; right: 1rem; bottom: 0rem;"> <a href="/web/20230203072228/https://neo4j.com/contact-us/" style="color: white; text-decoration: none" class="contact-us-btn button"><img class="mr-1" style="filter: brightness(0) invert(1); vertical-align: bottom; padding-bottom: 1px; margin-left: -1px;" src="http://web.archive.org/web/20230203072228im_/https://dist.neo4j.com/wp-content/uploads/20210608133508/icon-tooltip-info.svg" alt=""> Contact Us</a> </div> </div> </div> </footer> <a class="exit-off-canvas"></a> </div> </div> <script> ( function ( body ) { 'use strict'; body.className = body.className.replace( /\btribe-no-js\b/, 'tribe-js' ); } )( document.body ); </script> <script> /* <![CDATA[ */var tribe_l10n_datatables = {"aria":{"sort_ascending":": activate to sort column ascending","sort_descending":": activate to sort column descending"},"length_menu":"Show _MENU_ entries","empty_table":"No data available in table","info":"Showing _START_ to _END_ of _TOTAL_ entries","info_empty":"Showing 0 to 0 of 0 entries","info_filtered":"(filtered from _MAX_ total entries)","zero_records":"No matching records found","search":"Search:","all_selected_text":"All items on this page were selected. ","select_all_link":"Select all pages","clear_selection":"Clear Selection.","pagination":{"all":"All","next":"Next","previous":"Previous"},"select":{"rows":{"0":"","_":": Selected %d rows","1":": Selected 1 row"}},"datepicker":{"dayNames":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],"dayNamesShort":["Sun","Mon","Tue","Wed","Thu","Fri","Sat"],"dayNamesMin":["S","M","T","W","T","F","S"],"monthNames":["January","February","March","April","May","June","July","August","September","October","November","December"],"monthNamesShort":["January","February","March","April","May","June","July","August","September","October","November","December"],"monthNamesMin":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"nextText":"Next","prevText":"Prev","currentText":"Today","closeText":"Done","today":"Today","clear":"Clear"}};/* ]]> */ </script><script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets_v2/dist/dist.min.js?ver=20210706-1747" id="neo_app-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-includes/js/imagesloaded.min.js?ver=4.1.4" id="imagesloaded-js"></script> <script type="text/plain" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/js/dist/components/neo_cookies.min.js?ver=20190607-1429" data-cookieconsent="marketing"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/bundle.fc254.js?ver=6.1.1" id="/var/www/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/bundle.fc254.js-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/polyfills.1d230.js?ver=6.1.1" id="/var/www/wp-content/themes/neo4jweb/assets/neo4j-react-modules-assets/search-preact/polyfills.1d230.js-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://go.neo4j.com/js/forms2/js/forms2.min.js?ver=2021-01-13" id="forms2-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/js/dist/components/teknkl-simpledto-1.0.4.min.js?ver=1.0.4" id="teknkl-simpledto-js"></script> <script type="text/javascript" src="http://web.archive.org/web/20230203072228js_/https://neo4j.com/wp-content/themes/neo4jweb/assets/js/dist/components/neo-marketo-dto.min.js?ver=1.0.4" id="neo-marketo-dto-js"></script> <script> // for auto-adjusting the height of the iframe window window.addEventListener('message', function(event) { // Ignores messages from untrusted domains. if ( event.origin !== 'http://web.archive.org/web/20230203072228/https://go.neo4j.com' && event.origin !== 'http://web.archive.org/web/20230203072228/https://info.neo4j.com' && event.origin !== 'http://web.archive.org/web/20230203072228/https://neo4jdotcom' ) { return; } let marketoIframeEventData = event.data; if (!marketoIframeEventData || typeof marketoIframeEventData !== "string") return; if (marketoIframeEventData.indexOf('px') > -1) { marketoIframeEventData = parseInt(marketoIframeEventData); $('iframe#mkto_iframe').height(marketoIframeEventData); } }); </script> <script> var service = false; var iframeReload = false; document.addEventListener('DOMContentLoaded', () => { let serviceContainer = document.querySelectorAll('.service-container'); for ( container of serviceContainer ) { service = container.getAttribute('data-service'); } if ( service !== false ) { return; } window.addEventListener('message', (e) => { if ( event.origin !== 'http://web.archive.org/web/20230203072228/https://go.neo4j.com' && event.origin !== 'http://web.archive.org/web/20230203072228/https://info.neo4j.com' && event.origin !== 'http://web.archive.org/web/20230203072228/https://neo4jdocom' ) { return; } let marketoIframeEventData = event.data; if ( !marketoIframeEventData || typeof marketoIframeEventData !== 'string' ) { return; } if ( marketoIframeEventData.indexOf('iframeUrl') > -1 ) { let iframeURL = marketoIframeEventData.substr(10); let params = document.URL.split('?')[1]; if ( params ) { if ( (iframeReload === false) && (params.indexOf('utm') > -1) ) { iframeReload = true; document.getElementById('mkto_iframe').src = iframeURL + '?' + params; } } } }) }) </script>  </body> </html>

CINXE.COM

Neo4j Graph Data Science | Graph Algorithms and ML | Graph Analytics