{"id":23102,"date":"2019-10-28T09:56:50","date_gmt":"2019-10-28T13:56:50","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=23102"},"modified":"2024-05-14T11:30:09","modified_gmt":"2024-05-14T15:30:09","slug":"tech-dividends-part-iii","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-iii\/","title":{"rendered":"Tech Dividends \u2013 Part III"},"content":{"rendered":"\n<p><em>In <\/em><a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-i\/\"><em>Part I<\/em><\/a><em> and <\/em><a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/\"><em>Part II<\/em><\/a><em> Jonathan loaded the required R packages, and created a chart that helped to communicate yearly frequencies. <\/em><\/p>\n\n\n\n<p>I expected the numbers to steadily increase year by year as companies became more mature and cash flow positive but that is not the pattern we see in that <a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/\">plot<\/a>.<\/p>\n\n\n\n<p>Now let\u2019s create a quick chart of the last dividend paid by each of these 130 companies, using&nbsp;<code>slice(n())<\/code>. This time we\u2019ll plot a dot with&nbsp;<code>geom_point()<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;%\n  group_by(symbol) %&gt;% \n  slice(n()) %&gt;% \n  mutate(year = year(date)) %&gt;% \n  ggplot(aes(x = year, y = dividends, color = symbol)) + \n  geom_point() + \n  scale_y_continuous(labels = scales::dollar)  +\n  scale_x_continuous(breaks = 2008:2019) +\n  labs(x = \"\", y = \"div\/share\", title = \"Nasdaq dividends\") +\n  theme(legend.position = \"none\",\n        plot.title = element_text(hjust = 0.5)) <\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"778\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17-1100x778.png\" alt=\"\" class=\"wp-image-186819 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17-1100x778.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17-700x495.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17-300x212.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17-768x543.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-17.png 1485w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/778;\" \/><\/figure>\n\n\n\n<p>Not quite as useful as a lof of the dots are right on top of eachother. We do see a couple of massive outliers. Let\u2019s add the label for each symbol with\u00a0<code>geom_label(aes(label = symbol))<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;%\n  group_by(symbol) %&gt;% \n  slice(n()) %&gt;% \n  ggplot(aes(x = date, y = dividends, color = symbol)) + \n  geom_point() + \n  geom_label(aes(label = symbol)) +\n  scale_y_continuous(labels = scales::dollar)  +\n  scale_x_date(breaks = scales::pretty_breaks(n = 10)) +\n  labs(x = \"\", y = \"div\/share\", title = \"Nasdaq dividends\") +\n  theme(legend.position = \"none\",\n        plot.title = element_text(hjust = 0.5)) <\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"760\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18-1100x760.png\" alt=\"\" class=\"wp-image-186820 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18-1100x760.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18-700x484.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18-300x207.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18-768x531.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-18.png 1505w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/760;\" \/><\/figure>\n\n\n\n<p>MACK and FWP paid some huge dividends. Let\u2019s investigate.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;%\n  filter(symbol == \"MACK\" | symbol == \"FWP\")<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># A tibble: 2 x 3\n  symbol date       dividends\n  &lt;chr&gt;  &lt;date&gt;         &lt;dbl&gt;\n1 MACK   2017-05-30     106. \n2 FWP    2017-09-12      23.1<\/code><\/pre>\n\n\n\n<p><em>In the next installment of this series, Jonathan will remove the&nbsp;<\/em><code><em>geom_label<\/em><\/code><em>&nbsp;so we see just the dots again, this time by date instead of year. <\/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>Jonathan creates a chart of the dividends paid by each of these 130 companies, using slice(n()), and plots a dot with geom_point().<\/p>\n","protected":false},"author":198,"featured_media":23103,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"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-23102","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 v27.8) - 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