{"id":24565,"date":"2019-11-11T10:22:06","date_gmt":"2019-11-11T15:22:06","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=24565"},"modified":"2024-05-14T11:30:06","modified_gmt":"2024-05-14T15:30:06","slug":"tech-dividends-part-iv","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-iv\/","title":{"rendered":"Tech Dividends &#8211; Part IV"},"content":{"rendered":"\n<p><em>The required packages and data preparation scripts are available in <a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-i\/\">Part I<\/a>,&nbsp;and <\/em><a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/\"><em>Part II<\/em><\/a> <em> of this series.<\/em> <em>In <\/em> <em><a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-iii\/\">Part III<\/a> Jonathan noticed that MACK and FWP paid some huge dividends. Let\u2019s investigate.<\/em> <\/p>\n\n\n\n<p>These were most likely special dividends of some sort and that might be worth investigating but it\u2019s not our project today so let\u2019s filter those two out of the data and then recreate the plot. Let\u2019s remove the&nbsp;<code>geom_label<\/code>&nbsp;so we see just the dots again, this time by date instead of year.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;%\n  filter(symbol != \"MACK\" &amp; symbol != \"FWP\") %&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=\"753\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19-1100x753.png\" alt=\"\" class=\"wp-image-186821 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19-1100x753.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19-700x479.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19-300x205.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19-768x526.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-19.png 1530w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/753;\" \/><\/figure>\n\n\n\n<p>That\u2019s a snapshot of the last dividend paid by each company and we can see the clustering a bit better. Quite a few companies paid their last dividend before 2019, which might indicate it\u2019s not a regular dividend. Let\u2019s check out the entire history of each company by removing&nbsp;<code>slice(n())<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nasdaq_dividends %&gt;%\n  filter(symbol != \"MACK\" &amp; symbol != \"FWP\") %&gt;% \n  group_by(symbol) %&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=\"768\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20-1100x768.png\" alt=\"\" class=\"wp-image-186822 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20-1100x768.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20-700x489.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20-300x209.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20-768x536.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/03\/image-20.png 1531w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/768;\" \/><\/figure>\n\n\n\n<p><em>In the next installment of this series, Jonathan will&nbsp;show us how to wrap that chart in a call to&nbsp;<\/em><code><em>ggplotly()<\/em><\/code><em>&nbsp;and get part of that functionality out of the box. <\/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 Regenstein codes in R a snapshot of the last dividend paid by each company and demonstrates clustering. Read more to learn how he checks the entire history of each company by removing slice(n()).<\/p>\n","protected":false},"author":198,"featured_media":24668,"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-24565","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 v27.3) - 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