{"id":28368,"date":"2019-12-12T09:57:33","date_gmt":"2019-12-12T14:57:33","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=28368"},"modified":"2024-05-14T11:30:00","modified_gmt":"2024-05-14T15:30:00","slug":"tech-dividends-part-vii","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/tech-dividends-part-vii\/","title":{"rendered":"Tech Dividends \u2013 Part VII"},"content":{"rendered":"\n<p><em>For  required packages and data preparation scripts see the previous installments in this series here:&nbsp;<a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-i\/\">Part I<\/a>,&nbsp;<a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-ii\/\">Part II<\/a>,<a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-iii\/\"> Part III<\/a>, <a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-iv\/\">Part IV<\/a>,&nbsp;&nbsp;<a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-v\/\">Part V<\/a>, and <a href=\"\/campus\/ibkr-quant-news\/tech-dividends-part-vi\/\">Part VI<\/a>. <\/em><\/p>\n\n\n\n<p>We will use&nbsp;<code>mutate<\/code>&nbsp;to create a new column that holds our label information. I want to display the date, company and symbol on different lines, so will include line breaks with&nbsp;<code>&lt;br&gt;<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ggplotly(\nnasdaq_dividends %&gt;%\n  filter(symbol != \"MACK\" &amp; symbol != \"FWP\") %&gt;% \n  left_join(nasdaq_wrangled, by = \"symbol\") %&gt;% \n  group_by(symbol) %&gt;% \n  mutate(info = paste(date,\n                  '&lt;br&gt;company:', company, \n                  '&lt;br&gt;symbol:', symbol,\n                  '&lt;br&gt;div: $', dividends)) %&gt;% \n  ggplot(aes(x = date, \n             y = dividends, \n             color = symbol, \n             label_tooltip = info)) + \n  geom_point() + \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(plot.title = element_text(hjust = 0.5)),\ntooltip = \"label_tooltip\"\n)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"714\" height=\"473\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends.png\" alt=\"Reproducible Finance Tech Dividends\" class=\"wp-image-28377 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends.png 714w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-700x464.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-300x199.png 300w\" data-sizes=\"(max-width: 714px) 100vw, 714px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 714px; aspect-ratio: 714\/473;\" \/><\/figure>\n\n\n\n<p><em>Visit the blog to explore the interactive version of the above chart and download the R code:&nbsp;<\/em><a href=\"https:\/\/www.reproduciblefinance.com\/2019\/08\/25\/tech-dividends\/\"><em>https:\/\/www.reproduciblefinance.com\/2019\/08\/25\/tech-dividends\/<\/em><\/a><\/p>\n\n\n\n<p>Note how we can quickly add other information, like the sector, by adding the column&nbsp;<code>sector<\/code>&nbsp;to the paste string. Indeed, we can paste any column data into that string. There might be a better way to customize the tooltip in plotly &#8211; and suggestions most definitely welcome! &#8211; but I find this to be a pretty darn good way to add data from our columns.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ggplotly(\nnasdaq_dividends %&gt;%\n  filter(symbol != \"MACK\" &amp; symbol != \"FWP\") %&gt;% \n  left_join(nasdaq_wrangled, by = \"symbol\") %&gt;% \n  group_by(symbol) %&gt;% \n  mutate(info = paste(date,\n                  '&lt;br&gt;company:', company,\n                  '&lt;br&gt;sector:', sector,\n                  '&lt;br&gt;symbol:', symbol,\n                  '&lt;br&gt;div: $', dividends)) %&gt;% \n  ggplot(aes(x = date, \n             y = dividends, \n             color = symbol, \n             label_tooltip = info)) + \n  geom_point() + \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(plot.title = element_text(hjust = 0.5)),\ntooltip = \"label_tooltip\"\n)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"753\" height=\"467\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-2.png\" alt=\"\" class=\"wp-image-28380 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-2.png 753w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-2-700x434.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/12\/Reproducible-finance-tech-dividends-2-300x186.png 300w\" data-sizes=\"(max-width: 753px) 100vw, 753px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 753px; aspect-ratio: 753\/467;\" \/><figcaption class=\"wp-element-caption\"> <\/figcaption><\/figure>\n\n\n\n<p> <em>Visit the blog to explore the interactive version of the above chart and download the R code:&nbsp;<\/em><a href=\"https:\/\/www.reproduciblefinance.com\/2019\/08\/25\/tech-dividends\/\"><em>https:\/\/www.reproduciblefinance.com\/2019\/08\/25\/tech-dividends\/<\/em><\/a> <\/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 customizes Tech Dividend charts in R with &#8216;mutate&#8217; and &#8216;ggplotly&#8217; and models the tooltip in &#8216;plotly&#8217;<\/p>\n","protected":false},"author":198,"featured_media":28374,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,338,341,352,344,342],"tags":[5517,806,5479,4922,4619,2857,5584,1410,487,5516,508,5585,1044],"contributors-categories":[13681],"class_list":{"0":"post-28368","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-applied-r-in-finance","15":"tag-data-science","16":"tag-data-visualisation","17":"tag-econometrics","18":"tag-gganimate","19":"tag-ggplot","20":"tag-mutate","21":"tag-plotly","22":"tag-r","23":"tag-rinfinance","24":"tag-rstudio","25":"tag-tech-dividends","26":"tag-tidyquant","27":"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 v27.7) - 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