{"id":12485,"date":"2019-09-14T04:34:25","date_gmt":"2019-09-14T09:34:25","guid":{"rendered":"https:\/\/rud.is\/b\/?p=12485"},"modified":"2019-09-14T04:34:25","modified_gmt":"2019-09-14T09:34:25","slug":"september-2019-democratic-debates-added-to-ggchicklet","status":"publish","type":"post","link":"https:\/\/rud.is\/b\/2019\/09\/14\/september-2019-democratic-debates-added-to-ggchicklet\/","title":{"rendered":"September 2019 Democratic Debates Added to {ggchicklet}"},"content":{"rendered":"<p>The latest round of the 2020 Democratic debates is over and the data from all the 2019 editions of the debates have been added to <a href=\"https:\/\/cinc.rud.is\/web\/packages\/ggchicklet\/\">{ggchicklet}<\/a>. The structure of the <code>debates2019<\/code> built-in dataset has changed a bit:<\/p>\n<pre><code class=\"language-r\">library(ggchicklet)\nlibrary(hrbrthemes)\nlibrary(tidyverse)\n\ndebates2019\n## # A tibble: 641 x 7\n##    elapsed timestamp speaker   topic   debate_date debate_group night\n##      &lt;dbl&gt; &lt;time&gt;    &lt;chr&gt;     &lt;chr&gt;   &lt;date&gt;             &lt;dbl&gt; &lt;dbl&gt;\n##  1   1.04  21:03:05  Warren    Economy 2019-09-13             1     1\n##  2   1.13  21:04:29  Klobuchar Economy 2019-09-13             1     1\n##  3   1.13  21:06:02  O'Rourke  Economy 2019-09-13             1     1\n##  4   0.226 21:07:20  O'Rourke  Economy 2019-09-13             1     1\n##  5   1.06  21:07:54  Booker    Economy 2019-09-13             1     1\n##  6   0.600 21:09:08  Booker    Economy 2019-09-13             1     1\n##  7   0.99  21:09:50  Warren    Economy 2019-09-13             1     1\n##  8   0.872 21:11:03  Castro    Economy 2019-09-13             1     1\n##  9   1.07  21:12:00  Gabbard   Economy 2019-09-13             1     1\n## 10   1.11  21:13:20  de Blasio Economy 2019-09-13             1     1\n## # \u2026 with 631 more rows\n<\/code><\/pre>\n<p>There are now <code>debate_date<\/code>, <code>debate_group<\/code> and <code>night<\/code> columns to make it easier to segment out or group together the debate nights.<\/p>\n<p>The topic names across the online JavaScript data for the June, July and September debates weren&#8217;t uniform so they&#8217;ve been cleaned up as well:<\/p>\n<pre><code class=\"language-r\">distinct(debates2019, topic) %&gt;% \n  arrange(topic) %&gt;% \n  print(n=nrow(.))\n## # A tibble: 26 x 1\n##    topic                  \n##    &lt;chr&gt;                  \n##  1 Abortion               \n##  2 Age                    \n##  3 Campaign Finance Reform\n##  4 Civil Rights           \n##  5 Climate                \n##  6 Closing                \n##  7 Economy                \n##  8 Education              \n##  9 Elections Reform       \n## 10 Foreign Policy         \n## 11 Gun Control            \n## 12 Healthcare             \n## 13 Immigration            \n## 14 Lead                   \n## 15 Opening                \n## 16 Other                  \n## 17 Party Strategy         \n## 18 Politics               \n## 19 Race                   \n## 20 Resilience             \n## 21 Socialism              \n## 22 Statement              \n## 23 Trade                  \n## 24 Trump                  \n## 25 Veterans               \n## 26 Women's Rights \n<\/code><\/pre>\n<p>This should make it easier to compare speaker times per-topic across the debates.<\/p>\n<p>Here&#8217; how to generate the chart in the featured image slot for the September debate:<\/p>\n<pre><code class=\"language-r\">debates2019 %&gt;%\n  filter(debate_group == 3) %&gt;% \n  mutate(speaker = fct_reorder(speaker, elapsed, sum, .desc=FALSE)) %&gt;%\n  mutate(topic = fct_inorder(topic)) %&gt;% \n  ggplot(aes(speaker, elapsed, group = timestamp, fill = topic)) +\n  geom_chicklet(width = 0.75) +\n  scale_y_continuous(\n    expand = c(0, 0.0625),\n    position = \"right\",\n    breaks = seq(0, 18, 2),\n    labels = c(0, sprintf(\"%d min.\", seq(2, 18, 2))),\n    limits = c(0, 18)\n  ) +\n  ggthemes::scale_fill_tableau(\"Tableau 20\") +\n  guides(\n    fill = guide_legend(nrow = 2)\n  ) +\n  coord_flip() +\n  labs(\n    x = NULL, y = NULL, fill = NULL,\n    title = \"How Long Each Candidate Spoke\",\n    subtitle = \"September 2019 Democratic Debates\",\n    caption = \"Each bar segment represents the length of a candidate\u2019s response to a question.\\nOriginal &lt;https:\/\/www.nytimes.com\/interactive\/2019\/09\/12\/us\/elections\/debate-speaking-time.html&gt;\\n#rstats reproduction by @hrbrmstr\"\n  ) +\n  theme_ipsum_rc(grid=\"X\") +\n  theme(axis.text.x = element_text(color = \"gray60\", size = 10)) +\n  theme(legend.position = \"top\")\n<\/code><\/pre>\n<p>Now that the field has been thinned a bit (yes, others are still running, but really?) we can see who has blathered the most on stage so far:<\/p>\n<pre><code class=\"language-r\">debates2019 %&gt;%\n  filter(debate_group == 3) %&gt;% \n  distinct(speaker) %&gt;% \n  left_join(debates2019) %&gt;% \n  count(speaker, wt=elapsed, sort=TRUE) %&gt;% \n  mutate(speaker = fct_inorder(speaker) %&gt;% fct_rev()) %&gt;% \n  ggplot(aes(speaker, n)) +\n  geom_col(fill = ft_cols$slate, width=0.55) +\n  coord_flip() +\n  scale_y_continuous(expand = c(0, 0.55), position = \"right\") +\n  labs(\n    x = NULL, y = \"Speaking time (minutes)\",\n    title = \"Total Speaking Time Across All 2019 Debates\\nfor Those Left Standing in September\"\n  ) +\n  theme_ipsum_es(grid=\"X\")\n<\/code><\/pre>\n<p><a href=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"12489\" data-permalink=\"https:\/\/rud.is\/b\/2019\/09\/14\/september-2019-democratic-debates-added-to-ggchicklet\/2019-debates-total-time-01\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?fit=1460%2C960&amp;ssl=1\" data-orig-size=\"1460,960\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"2019-debates-total-time-01\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?fit=510%2C335&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=510%2C335&#038;ssl=1\" alt=\"\" width=\"510\" height=\"335\" class=\"aligncenter size-full wp-image-12489\" srcset=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?w=1460&amp;ssl=1 1460w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=150%2C99&amp;ssl=1 150w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=300%2C197&amp;ssl=1 300w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=768%2C505&amp;ssl=1 768w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=530%2C348&amp;ssl=1 530w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=500%2C329&amp;ssl=1 500w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=1200%2C789&amp;ssl=1 1200w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=400%2C263&amp;ssl=1 400w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=800%2C526&amp;ssl=1 800w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?resize=200%2C132&amp;ssl=1 200w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-total-time-01.png?w=1020&amp;ssl=1 1020w\" sizes=\"auto, (max-width: 510px) 100vw, 510px\" \/><\/a><br \/>\nAnd, here&#8217;s what they&#8217;ve all blathered about:<\/p>\n<pre><code class=\"language-r\">debates2019 %&gt;%\n  filter(debate_group == 3) %&gt;% \n  distinct(speaker) %&gt;% \n  left_join(debates2019) %&gt;% \n  count(topic, wt=elapsed, sort=TRUE) %&gt;% \n  mutate(topic = fct_inorder(topic) %&gt;% fct_rev()) %&gt;% \n  ggplot(aes(topic, n)) +\n  geom_col(fill = ft_cols$slate, width=0.55) +\n  coord_flip() +\n  scale_y_continuous(expand = c(0, 0.25), position = \"right\") +\n  labs(\n    x = NULL, y = \"Topic time (minutes)\",\n    title = \"Total Topic Time Across All 2019 Debates\\nfor Those Left Standing in September\"\n  ) +\n  theme_ipsum_es(grid=\"X\")\n<\/code><\/pre>\n<p><a href=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"12493\" data-permalink=\"https:\/\/rud.is\/b\/2019\/09\/14\/september-2019-democratic-debates-added-to-ggchicklet\/2019-debates-topic-total-time-01\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?fit=1524%2C1552&amp;ssl=1\" data-orig-size=\"1524,1552\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"2019-debates-topic-total-time-01\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?fit=510%2C520&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=510%2C519&#038;ssl=1\" alt=\"\" width=\"510\" height=\"519\" class=\"aligncenter size-full wp-image-12493\" srcset=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?w=1524&amp;ssl=1 1524w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=147%2C150&amp;ssl=1 147w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=295%2C300&amp;ssl=1 295w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=768%2C782&amp;ssl=1 768w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=530%2C540&amp;ssl=1 530w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=500%2C509&amp;ssl=1 500w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=150%2C153&amp;ssl=1 150w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=1200%2C1222&amp;ssl=1 1200w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=400%2C407&amp;ssl=1 400w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=800%2C815&amp;ssl=1 800w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=200%2C204&amp;ssl=1 200w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=57%2C57&amp;ssl=1 57w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?resize=72%2C72&amp;ssl=1 72w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/09\/2019-debates-topic-total-time-01.png?w=1020&amp;ssl=1 1020w\" sizes=\"auto, (max-width: 510px) 100vw, 510px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The latest round of the 2020 Democratic debates is over and the data from all the 2019 editions of the debates have been added to {ggchicklet}. The structure of the debates2019 built-in dataset has changed a bit: library(ggchicklet) library(hrbrthemes) library(tidyverse) debates2019 ## # A tibble: 641 x 7 ## elapsed timestamp speaker topic debate_date debate_group [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":12486,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[753,91],"tags":[],"class_list":["post-12485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ggplot","category-r"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>September 2019 Democratic Debates Added to {ggchicklet} - rud.is<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/rud.is\/b\/2019\/09\/14\/september-2019-democratic-debates-added-to-ggchicklet\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"September 2019 Democratic Debates Added to {ggchicklet} - rud.is\" \/>\n<meta property=\"og:description\" content=\"The latest round of the 2020 Democratic debates is over and the data from all the 2019 editions of the debates have been added to {ggchicklet}. 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