{"id":22247,"date":"2019-10-21T01:18:54","date_gmt":"2019-10-21T05:18:54","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=22247"},"modified":"2024-05-14T11:30:10","modified_gmt":"2024-05-14T15:30:10","slug":"tech-dividends-part-ii","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/","title":{"rendered":"Tech Dividends \u2013 Part II"},"content":{"rendered":"\n<p><em>See part I for instructions on required packages and datasets:  <a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-i\/\">\/campus\/ibkr-quant-news\/tech-dividends-part-i\/<\/a><\/em>. <em>The below is the full call:<\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq %&gt;% \n  clean_names() %&gt;%\n  mutate(market_cap = \n          if_else(str_detect(market_cap, \"M|B\", negate = TRUE), \n                  str_remove_all(market_cap, \"\\\\$\") %&gt;% as.numeric() %&gt;% `\/`(1000),\n          if_else(str_detect(market_cap, \"B\"), \n                  str_remove_all(market_cap, \"\\\\$|B\") %&gt;% as.numeric() %&gt;% `*`(1000), \n          str_remove_all(market_cap, \"\\\\$|M\") %&gt;% as.numeric()))) %&gt;%\n  arrange(desc(market_cap)) <\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># A tibble: 3,547 x 7\n   symbol company   last_sale_price market_cap ipo_year sector  industry   \n   &lt;chr&gt;  &lt;chr&gt;               &lt;dbl&gt;      &lt;dbl&gt;    &lt;dbl&gt; &lt;chr&gt;   &lt;chr&gt;      \n 1 MSFT   Microsof\u2026           133.     1018490     1986 Techno\u2026 Computer S\u2026\n 2 AAPL   Apple In\u2026           203.      915770     1980 Techno\u2026 Computer M\u2026\n 3 AMZN   Amazon.c\u2026          1750.      865460     1997 Consum\u2026 Catalog\/Sp\u2026\n 4 GOOGL  Alphabet\u2026          1154.      799890       NA Techno\u2026 Computer S\u2026\n 5 GOOG   Alphabet\u2026          1151.      798300     2004 Techno\u2026 Computer S\u2026\n 6 FB     Facebook\u2026           178.      507110     2012 Techno\u2026 Computer S\u2026\n 7 CSCO   Cisco Sy\u2026            46.6     199520     1990 Techno\u2026 Computer C\u2026\n 8 INTC   Intel Co\u2026            45.0     199170       NA Techno\u2026 Semiconduc\u2026\n 9 CMCSA  Comcast \u2026            42.4     192840       NA Consum\u2026 Television\u2026\n10 PEP    Pepsico,\u2026           130.      182140       NA Consum\u2026 Beverages \u2026\n# \u2026 with 3,537 more rows<\/code><\/pre>\n\n\n\n<p>That finally looks how we were expecting, the top five by market cap are&nbsp;<code>MSFT<\/code>,&nbsp;<code>AMZN<\/code>,&nbsp;<code>GOOG<\/code>,&nbsp;<code>FB<\/code>&nbsp;and&nbsp;<code>CSCO<\/code>. Let\u2019s save that as an object called&nbsp;<code>nasdaq_wrangled<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_wrangled &lt;- \n  nasdaq %&gt;% \n  clean_names() %&gt;%\n  mutate(market_cap = \n          if_else(str_detect(market_cap, \"M|B\", negate = TRUE), \n                  str_remove_all(market_cap, \"\\\\$\") %&gt;% as.numeric() %&gt;% `\/`(1000),\n          if_else(str_detect(market_cap, \"B\"), \n                  str_remove_all(market_cap, \"\\\\$|B\") %&gt;% as.numeric() %&gt;% `*`(1000), \n          str_remove_all(market_cap, \"\\\\$|M\") %&gt;% as.numeric()))) %&gt;%\n  arrange(desc(market_cap)) <\/code><\/pre>\n\n\n\n<p>Now let\u2019s dig in to the dividends paid by these NASDAQ-listed companies that have IPO\u2019d in the last ten years. It\u2019s a bit anticlimactic because most haven\u2019t paid any dividends but here we go. First, let\u2019s pull just the tickers for companies that IPO\u2019d after 2007, by setting&nbsp;<code>filter(ipo_year &gt; 2007)<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_tickers &lt;- \nnasdaq_wrangled %&gt;% \n  filter(ipo_year &gt; 2007) %&gt;% \n  pull(symbol)\n\nnasdaq_tickers %&gt;% \n  head()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;1] \"FB\"   \"AVGO\" \"JD\"   \"TSLA\" \"PDD\"  \"TEAM\"<\/code><\/pre>\n\n\n\n<p>We will import the dividend data using&nbsp;<code>tq_get(source = 'dividends')<\/code>, which is a wrapper for&nbsp;<code>quantmod::getDividends()<\/code>&nbsp;and sources dividend data from Yahoo! Finance.<\/p>\n\n\n\n<p>We are passing 1120 symbols to this function but only those that pay a dividend will come back to us. It takes a while to run this because we still have to check on all 1120.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends &lt;-\nnasdaq_tickers %&gt;%\n  tq_get(get = 'dividends') %&gt;%\n  select(-value)<\/code><\/pre>\n\n\n\n<p>After a huge data import task like that, I like to use&nbsp;<code>slice(1)<\/code>&nbsp;to grab the first observation from each group, which in this case will be each&nbsp;<code>symbol<\/code>. We can count the number symbols for which we have a dividend and it\u2019s 130.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;% \n group_by(symbol) %&gt;% \n  slice(1) %&gt;% \n  glimpse()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>Observations: 128\nVariables: 3\nGroups: symbol &#91;128]\n$ symbol    &lt;chr&gt; \"AGNC\", \"AMAL\", \"ATAI\", \"AVGO\", \"AY\", \"BKEP\", \"BLMN\", \u2026\n$ date      &lt;date&gt; 2009-03-31, 2018-11-15, 2011-06-28, 2010-12-13, 2014-\u2026\n$ dividends &lt;dbl&gt; 0.850, 0.060, 0.430, 0.070, 0.037, 0.110, 0.060, 0.003\u2026<\/code><\/pre>\n\n\n\n<p>We could also get a sense for how these first dividend payments cluster into years by using&nbsp;<code>count(year)<\/code>. Note we need to&nbsp;<code>ungroup()<\/code>&nbsp;first.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;% \n group_by(symbol) %&gt;% \n  slice(1) %&gt;% \n  mutate(year = year(date)) %&gt;% \n  ungroup() %&gt;% \n  count(year)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># A tibble: 11 x 2\n    year     n\n   &lt;dbl&gt; &lt;int&gt;\n 1  2009     3\n 2  2010     8\n 3  2011     6\n 4  2012     8\n 5  2013    14\n 6  2014    12\n 7  2015    14\n 8  2016    12\n 9  2017    11\n10  2018    28\n11  2019    12<\/code><\/pre>\n\n\n\n<p>And a chart will help to communicate these yearly frequencies.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;% \n group_by(symbol) %&gt;% \n  slice(1) %&gt;% \n  mutate(year = year(date)) %&gt;% \n  ungroup() %&gt;% \n  count(year) %&gt;% \n  ggplot(aes(year, n)) + \n  geom_col(fill = \"cornflowerblue\", width = .5) +\n  scale_x_continuous(breaks = 2008:2019) + \n  scale_y_continuous(breaks = scales::pretty_breaks(n = 15)) +\n  labs(y = \"number of first dividends by year\", x = \"\")<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"960\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16-1100x960.png\" alt=\"\" class=\"wp-image-186817 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16-1100x960.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16-700x611.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16-300x262.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16-768x670.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-16.png 1341w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/960;\" \/><\/figure>\n\n\n\n<p><em>Stay tuned for the next installment in which Jonathan will  create a quick chart of the last dividend paid by each of these 130 companies, using\u00a0<\/em><code><em>slice(n())<\/em><\/code><em> and will plot a dot with\u00a0<\/em><code><em>geom_point()<\/em><\/code><em>. <\/em><\/p>\n\n\n\n<p>Any stock, options or futures symbols displayed are for illustrative purposes only and are not intended to portray recommendations. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>We will import the dividend data using tq_get(source = &#8216;dividends&#8217;), which is a wrapper for quantmod::getDividends() and sources dividend data from Yahoo! Finance.<\/p>\n","protected":false},"author":198,"featured_media":22246,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,338,341,352,344,342],"tags":[806,4619,2857,1043,1410,487,508,1044,1045,2536],"contributors-categories":[13681],"class_list":{"0":"post-22247","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-programing-languages","9":"category-ibkr-quant-news","10":"category-quant-development","11":"category-quant-north-america","12":"category-quant-regions","13":"category-r-development","14":"tag-data-science","15":"tag-gganimate","16":"tag-ggplot","17":"tag-monte-carlo","18":"tag-plotly","19":"tag-r","20":"tag-rstudio","21":"tag-tidyquant","22":"tag-tidyverse","23":"tag-visualization","24":"contributors-categories-reproducible-finance"},"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 v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Tech Dividends \u2013 Part II | IBKR Quant<\/title>\n<meta name=\"description\" content=\"We will import the dividend data using tq_get(source = &#039;dividends&#039;), a wrapper for quantmod::getDividends() and sources dividend data.\" \/>\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\/22247\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tech Dividends \u2013 Part II - Jonathan Regenstein on IBKR Quant Blog\" \/>\n<meta property=\"og:description\" content=\"We will import the dividend data using tq_get(source = &#039;dividends&#039;), a wrapper for quantmod::getDividends() and sources dividend data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2019-10-21T05:18:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-14T15:30:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1100\" \/>\n\t<meta property=\"og:image:height\" content=\"700\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jonathan Regenstein\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jonathan Regenstein\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\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\\\/tech-dividends-part-ii\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/tech-dividends-part-ii\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Jonathan Regenstein\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/9cd381f16f92f1f8cf23b43318d0561e\"\n\t            },\n\t            \"headline\": \"Tech Dividends \u2013 Part II\",\n\t            \"datePublished\": \"2019-10-21T05:18:54+00:00\",\n\t            \"dateModified\": \"2024-05-14T15:30:10+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/tech-dividends-part-ii\\\/\"\n\t            },\n\t            \"wordCount\": 298,\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\\\/tech-dividends-part-ii\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/10\\\/money-symbols.jpg\",\n\t            \"keywords\": [\n\t                \"Data Science\",\n\t                \"gganimate\",\n\t                \"ggplot\",\n\t                \"Monte Carlo\",\n\t                \"plotly\",\n\t                \"R\",\n\t                \"RStudio\",\n\t                \"tidyquant\",\n\t                \"tidyverse\",\n\t                \"Visualization\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"Programming Languages\",\n\t                \"Quant\",\n\t                \"Quant Development\",\n\t                \"Quant North America\",\n\t                \"Quant Regions\",\n\t                \"R Development\"\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\\\/tech-dividends-part-ii\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/tech-dividends-part-ii\\\/\",\n\t            \"name\": \"Tech Dividends \u2013 Part II - Jonathan Regenstein on IBKR 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\\\/tech-dividends-part-ii\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/tech-dividends-part-ii\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/10\\\/money-symbols.jpg\",\n\t            \"datePublished\": \"2019-10-21T05:18:54+00:00\",\n\t            \"dateModified\": \"2024-05-14T15:30:10+00:00\",\n\t            \"description\": \"We will import the dividend data using tq_get(source = 'dividends'), a wrapper for quantmod::getDividends() and sources dividend data.\",\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\\\/tech-dividends-part-ii\\\/\"\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\\\/tech-dividends-part-ii\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/10\\\/money-symbols.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/10\\\/money-symbols.jpg\",\n\t            \"width\": 1100,\n\t            \"height\": 700,\n\t            \"caption\": \"Tech Dividends\"\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\\\/9cd381f16f92f1f8cf23b43318d0561e\",\n\t            \"name\": \"Jonathan Regenstein\",\n\t            \"description\": \"Jonathan Regenstein - Reproducible Finance by way of Alpha Architect\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/jonathanregenstein\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Tech Dividends \u2013 Part II | IBKR Quant","description":"We will import the dividend data using tq_get(source = 'dividends'), a wrapper for quantmod::getDividends() and sources dividend data.","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\/22247\/","og_locale":"en_US","og_type":"article","og_title":"Tech Dividends \u2013 Part II - Jonathan Regenstein on IBKR Quant Blog","og_description":"We will import the dividend data using tq_get(source = 'dividends'), a wrapper for quantmod::getDividends() and sources dividend data.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/","og_site_name":"IBKR Campus US","article_published_time":"2019-10-21T05:18:54+00:00","article_modified_time":"2024-05-14T15:30:10+00:00","og_image":[{"width":1100,"height":700,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","type":"image\/jpeg"}],"author":"Jonathan Regenstein","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Jonathan Regenstein","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/#article","isPartOf":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/"},"author":{"name":"Jonathan Regenstein","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/9cd381f16f92f1f8cf23b43318d0561e"},"headline":"Tech Dividends \u2013 Part II","datePublished":"2019-10-21T05:18:54+00:00","dateModified":"2024-05-14T15:30:10+00:00","mainEntityOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/"},"wordCount":298,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","keywords":["Data Science","gganimate","ggplot","Monte Carlo","plotly","R","RStudio","tidyquant","tidyverse","Visualization"],"articleSection":["Data Science","Programming Languages","Quant","Quant Development","Quant North America","Quant Regions","R Development"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/","url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/","name":"Tech Dividends \u2013 Part II - Jonathan Regenstein on IBKR Quant Blog","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/#primaryimage"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","datePublished":"2019-10-21T05:18:54+00:00","dateModified":"2024-05-14T15:30:10+00:00","description":"We will import the dividend data using tq_get(source = 'dividends'), a wrapper for quantmod::getDividends() and sources dividend data.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","width":1100,"height":700,"caption":"Tech Dividends"},{"@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\/9cd381f16f92f1f8cf23b43318d0561e","name":"Jonathan Regenstein","description":"Jonathan Regenstein - Reproducible Finance by way of Alpha Architect","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/jonathanregenstein\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/money-symbols.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/22247","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\/198"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=22247"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/22247\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/22246"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=22247"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=22247"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=22247"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=22247"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}