{"id":33704,"date":"2020-02-03T09:31:47","date_gmt":"2020-02-03T14:31:47","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=33704"},"modified":"2023-01-20T14:58:04","modified_gmt":"2023-01-20T19:58:04","slug":"data-science-with-python-and-ibkr-api","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/","title":{"rendered":"Data Science with Python and IBKR API"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"900\" height=\"540\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png\" alt=\"\" class=\"wp-image-33725 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png 900w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2-700x420.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2-300x180.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2-768x461.png 768w\" data-sizes=\"(max-width: 900px) 100vw, 900px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 900px; aspect-ratio: 900\/540;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Our Traders&#8217; Academy <strong>Python TWS API <\/strong>course features a chapter on retrieving data, which will be of great interest to data scientists focusing on finance and econometrics. Follow these quick steps to get started.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">First, sign up for our free course via this link: <a href=\"https:\/\/www.ibkr.com\/academy\">www.ibkr.com\/academy<\/a>. This online class in Python programming features IBKR flagship Trader Workstation and demonstrates  how to trade via the Application Programming Interface (TWS API). <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Be sure to watch the short videos and get up-to-speed with the application and Python code. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Data scientists will find practical information and ready-to-use Python syntax in <em>Lesson #5: Receiving Market Data and Historical Candlesticks<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Next, focus on the Lesson 5 video and read the Study Notes. In this chapter, the instructor demonstrates important functions to retrieve the market data:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>reqMktData<\/code>: retrieves data several times per second.<br><code>reqRealTimeBars<\/code>: retrieves OHLC bars for each 5 second period<br><code>reqHistoricalData<\/code>: helps with retrieving bars <br> <code>reqTickByTickData<\/code>: delivers streaming tick-by-tick data for every trade or quote change<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here is an example of requesting streaming market data. For additional functions, see the Study Notes.<\/p>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">def main():<br>\n app = TestApp()<br>\n app.connect(&#8220;127.0.0.1&#8221;, 7497, 0)<br>\n contract = Contract()<br>\n contract.symbol = &#8220;AAPL&#8221;<br>\n contract.secType = &#8220;STK&#8221;<br>\n contract.exchange = &#8220;SMART&#8221;<br>\n contract.currency = &#8220;USD&#8221;<br>\n contract.primaryExchange = &#8220;NASDAQ&#8221;<br>\n app.reqMarketDataType(4) # switch to delayed-frozen data if live is not available<br>\n app.reqMktData(1, contract, &#8220;&#8221;, False, False, [])<br>\n app.run()<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The instructor wraps up the lesson with a helpful tip on storing the returned data in <code>Pandas<\/code> dataframes. For ready-to-use Python syntax, see <a href=\"https:\/\/pandas.pydata.org\/\">https:\/\/pandas.pydata.org\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, for those interested in how to process and analyse the data via Pandas frames, the article <a href=\"\/campus\/contributors\/visualizing-time-series-data-of-stock-prices-with-python-part-i\/\">Visualizing Time Series Data of Stock Prices with Python <\/a> will showcase which libraries and functions are practical and easy to use.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>IBKR Traders\u2019 Academy Python TWS API course features a chapter on retrieving data, which will be of great interest to data scientists focusing on finance and econometrics.<\/p>\n","protected":false},"author":90,"featured_media":33725,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,340,343,349,338,341,352,344],"tags":[851,4923,806,4922,865,5900,1224,595],"contributors-categories":[13576],"class_list":["post-33704","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-api-development","category-programing-languages","category-python-development","category-ibkr-quant-news","category-quant-development","category-quant-north-america","category-quant-regions","tag-algo-trading","tag-computational-finance","tag-data-science","tag-econometrics","tag-github","tag-open-source","tag-pandas","tag-python","contributors-categories-interactive-brokers"],"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Science with Python and IBKR API | IBKR Quant<\/title>\n<meta name=\"description\" content=\"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/33704\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Science with Python and IBKR API | Quant Blog\" \/>\n<meta property=\"og:description\" content=\"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2020-02-03T14:31:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-01-20T19:58:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"540\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"IBKR Quant\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"IBKR Quant\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\\\/\\\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"NewsArticle\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"IBKR Quant\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/8279da2435a7846d83a358a25c49b8f4\"\n\t            },\n\t            \"headline\": \"Data Science with Python and IBKR API\",\n\t            \"datePublished\": \"2020-02-03T14:31:47+00:00\",\n\t            \"dateModified\": \"2023-01-20T19:58:04+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/\"\n\t            },\n\t            \"wordCount\": 284,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/01\\\/DataScience-2.png\",\n\t            \"keywords\": [\n\t                \"Algo Trading\",\n\t                \"Computational Finance\",\n\t                \"Data Science\",\n\t                \"Econometrics\",\n\t                \"GitHub\",\n\t                \"Open Source\",\n\t                \"Pandas\",\n\t                \"Python\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"IBKR API Development\",\n\t                \"Programming Languages\",\n\t                \"Python Development\",\n\t                \"Quant\",\n\t                \"Quant Development\",\n\t                \"Quant North America\",\n\t                \"Quant Regions\"\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/\",\n\t            \"name\": \"Data Science with Python and IBKR API | Quant Blog\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/01\\\/DataScience-2.png\",\n\t            \"datePublished\": \"2020-02-03T14:31:47+00:00\",\n\t            \"dateModified\": \"2023-01-20T19:58:04+00:00\",\n\t            \"description\": \"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"ImageObject\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/data-science-with-python-and-ibkr-api\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/01\\\/DataScience-2.png\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/01\\\/DataScience-2.png\",\n\t            \"width\": 900,\n\t            \"height\": 540,\n\t            \"caption\": \"Data Science with Python and IBKR API\"\n\t        },\n\t        {\n\t            \"@type\": \"WebSite\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"name\": \"IBKR Campus US\",\n\t            \"description\": \"Financial Education from Interactive Brokers\",\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"SearchAction\",\n\t                    \"target\": {\n\t                        \"@type\": \"EntryPoint\",\n\t                        \"urlTemplate\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/?s={search_term_string}\"\n\t                    },\n\t                    \"query-input\": {\n\t                        \"@type\": \"PropertyValueSpecification\",\n\t                        \"valueRequired\": true,\n\t                        \"valueName\": \"search_term_string\"\n\t                    }\n\t                }\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"Organization\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\",\n\t            \"name\": \"Interactive Brokers\",\n\t            \"alternateName\": \"IBKR\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"logo\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\",\n\t                \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"width\": 669,\n\t                \"height\": 669,\n\t                \"caption\": \"Interactive Brokers\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\"\n\t            },\n\t            \"publishingPrinciples\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/about-ibkr-campus\\\/\",\n\t            \"ethicsPolicy\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/cyber-security-notice\\\/\"\n\t        },\n\t        {\n\t            \"@type\": \"Person\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/8279da2435a7846d83a358a25c49b8f4\",\n\t            \"name\": \"IBKR Quant\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/ibkrquant\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Science with Python and IBKR API | IBKR Quant","description":"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/33704\/","og_locale":"en_US","og_type":"article","og_title":"Data Science with Python and IBKR API | Quant Blog","og_description":"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/","og_site_name":"IBKR Campus US","article_published_time":"2020-02-03T14:31:47+00:00","article_modified_time":"2023-01-20T19:58:04+00:00","og_image":[{"width":900,"height":540,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","type":"image\/png"}],"author":"IBKR Quant","twitter_card":"summary_large_image","twitter_misc":{"Written by":"IBKR Quant","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/#article","isPartOf":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/"},"author":{"name":"IBKR Quant","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/8279da2435a7846d83a358a25c49b8f4"},"headline":"Data Science with Python and IBKR API","datePublished":"2020-02-03T14:31:47+00:00","dateModified":"2023-01-20T19:58:04+00:00","mainEntityOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/"},"wordCount":284,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","keywords":["Algo Trading","Computational Finance","Data Science","Econometrics","GitHub","Open Source","Pandas","Python"],"articleSection":["Data Science","IBKR API Development","Programming Languages","Python Development","Quant","Quant Development","Quant North America","Quant Regions"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/","url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/","name":"Data Science with Python and IBKR API | Quant Blog","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/#primaryimage"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","datePublished":"2020-02-03T14:31:47+00:00","dateModified":"2023-01-20T19:58:04+00:00","description":"Data scientists focusing on finance and econometrics will find great tips on retrieving data in IBKR Traders\u2019 Academy Python TWS API Course","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/data-science-with-python-and-ibkr-api\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","width":900,"height":540,"caption":"Data Science with Python and IBKR API"},{"@type":"WebSite","@id":"https:\/\/ibkrcampus.com\/campus\/#website","url":"https:\/\/ibkrcampus.com\/campus\/","name":"IBKR Campus US","description":"Financial Education from Interactive Brokers","publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ibkrcampus.com\/campus\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ibkrcampus.com\/campus\/#organization","name":"Interactive Brokers","alternateName":"IBKR","url":"https:\/\/ibkrcampus.com\/campus\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","width":669,"height":669,"caption":"Interactive Brokers"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/"},"publishingPrinciples":"https:\/\/www.interactivebrokers.com\/campus\/about-ibkr-campus\/","ethicsPolicy":"https:\/\/www.interactivebrokers.com\/campus\/cyber-security-notice\/"},{"@type":"Person","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/8279da2435a7846d83a358a25c49b8f4","name":"IBKR Quant","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/ibkrquant\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/01\/DataScience-2.png","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/33704","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/users\/90"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=33704"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/33704\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/33725"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=33704"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=33704"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=33704"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=33704"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}