{"id":963,"date":"2024-04-19T15:55:16","date_gmt":"2024-04-19T19:55:16","guid":{"rendered":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/?post_type=chapter&#038;p=963"},"modified":"2024-06-11T15:59:21","modified_gmt":"2024-06-11T19:59:21","slug":"shapes-of-distributions-2","status":"publish","type":"chapter","link":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/chapter\/shapes-of-distributions-2\/","title":{"raw":"Shapes of Distributions","rendered":"Shapes of Distributions"},"content":{"raw":"<div class=\"textbox textbox--learning-objectives\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">\u00a0Learning Objectives<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n\r\nUnderstand and recognize skewness or symmetric shapes in data sets.\r\n\r\n<\/div>\r\n<\/div>\r\n<ul>\r\n \t<li>Data can be symmetric or skewed left or right<\/li>\r\n \t<li>Skewed left implies the mean is less than the median and there is a larger 'spread' of the data on the left side<\/li>\r\n \t<li>Skewed right implies the mean is greater than the median and there is a larger 'spread' of the data on the right side<\/li>\r\n \t<li>See the detailed explanations and videos in the sections below.<\/li>\r\n<\/ul>\r\n<h1>Symmetric Distributions<\/h1>\r\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\" border=\"0\">\r\n<tbody>\r\n<tr style=\"height: 143px\">\r\n<td style=\"width: 50%;height: 143px\">\r\n<ul>\r\n \t<li>The mean and median are roughly equal<\/li>\r\n \t<li>The histogram should have equal length 'tails' above and below the median\/mean<\/li>\r\n \t<li>If the shape of the histogram is the '<a href=\"https:\/\/www.sciencedirect.com\/topics\/mathematics\/bell-curve#:~:text=The%20Bell%2Dshaped%20Curve%20is,of%20a%20continuous%20random%20variable.\">bell-shaped<\/a>' we can infer that it follows a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Normal_distribution\">Normal Distribution<\/a> (more on this distribution type to come in later sections)<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%;height: 143px\"><img class=\"alignnone wp-image-968 size-medium\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-300x178.jpg\" alt=\"\" width=\"300\" height=\"178\" \/><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"width: 50%\">\r\n<ul>\r\n \t<li>The boxplot should have roughly equal length halves of the box above\/below the median<\/li>\r\n \t<li>There should be roughly the same length of the whiskers above\/below the median<\/li>\r\n \t<li>If there are outliers, they should be roughly the same distance above\/below the median<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%\"><img class=\"alignnone size-full wp-image-969\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Boxplot.jpg\" alt=\"\" width=\"276\" height=\"300\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h1>SKewed Right Distributions<\/h1>\r\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\" border=\"0\">\r\n<tbody>\r\n<tr style=\"height: 143px\">\r\n<td style=\"width: 50%;height: 143px\">\r\n<ul>\r\n \t<li>The mean is greater than the median<\/li>\r\n \t<li>The histogram should have longer 'tail' on the right<\/li>\r\n \t<li>Ie: there are more extreme upper values than lower values in the data<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%;height: 143px\"><img class=\"alignnone wp-image-972 size-medium\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-300x181.jpg\" alt=\"\" width=\"300\" height=\"181\" \/><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"width: 50%\">\r\n<ul>\r\n \t<li>The upper half of the box should be longer than the lower half<\/li>\r\n \t<li>The whisker might be longer on the upper end (above Q3)<\/li>\r\n \t<li>If there are outliers, there should be more outliers on the upper end (above Q3)<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%\"><img class=\"alignnone size-medium wp-image-973\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-253x300.jpg\" alt=\"\" width=\"253\" height=\"300\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h1>Skewed Left Distributions<\/h1>\r\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\" border=\"0\">\r\n<tbody>\r\n<tr style=\"height: 143px\">\r\n<td style=\"width: 50%;height: 143px\">\r\n<ul>\r\n \t<li>The mean is less than the median<\/li>\r\n \t<li>The histogram should have longer 'tail' on the left<\/li>\r\n \t<li>Ie: there are more extreme lower values than upper values in the data<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%;height: 143px\"><img class=\"alignnone size-medium wp-image-975\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-300x177.jpg\" alt=\"\" width=\"300\" height=\"177\" \/><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"width: 50%\">\r\n<ul>\r\n \t<li>The lower half of the box should be longer than the upper half<\/li>\r\n \t<li>The whisker might be longer on the lower end (below Q1) than the upper end (above Q3)<\/li>\r\n \t<li>If there are outliers, there should be more outliers on the lower end (below Q1)<\/li>\r\n<\/ul>\r\n<\/td>\r\n<td style=\"width: 50%\"><img class=\"alignnone size-medium wp-image-977\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-253x300.jpg\" alt=\"\" width=\"253\" height=\"300\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h1>Analyzing Skewness in Excel Graphs (video)<\/h1>\r\n<h2>Example 13.1.1<\/h2>\r\n<span style=\"color: #003366\"><strong>Problem Setup: <\/strong><\/span>Again, we are working with the student survey data (<a href=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2023\/12\/9-0-1_Student_Survey_Data.xlsx\">click here to download<\/a>).\r\n\r\n<span style=\"color: #003366\"><strong>Question: <\/strong><\/span>How can we tell from the boxplot and histogram that the students' heights are skewed left? .. Watch the video below to find out!\r\n\r\n[embed]https:\/\/youtu.be\/DrRvGbKvQ_I[\/embed]\r\n\r\n<span style=\"color: #003366\"><strong>Solution: <a href=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-1-1_Solutions.xlsx\">Click here<\/a><\/strong><\/span>\u00a0to view the Excel solutions shown in the above video.\r\n<h1>Key Takeaways (EXERCISE)<\/h1>\r\n<div class=\"textbox textbox--key-takeaways\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Key Takeaways: Shapes of Distributions<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n\r\n[h5p id=\"29\"]\r\n\r\n[h5p id=\"30\"]\r\n\r\n<\/div>\r\n<\/div>\r\n<h1>Your Own Notes (EXERCISE)<\/h1>\r\n<ul>\r\n \t<li>Are there any notes you want to take from this section? Is there anything you'd like to copy and paste below?<\/li>\r\n \t<li>These notes are for you only (they will not be stored anywhere)<\/li>\r\n \t<li>Make sure to download them at the end to use as a reference<\/li>\r\n<\/ul>\r\n[h5p id=\"16\"]","rendered":"<div class=\"textbox textbox--learning-objectives\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">\u00a0Learning Objectives<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p>Understand and recognize skewness or symmetric shapes in data sets.<\/p>\n<\/div>\n<\/div>\n<ul>\n<li>Data can be symmetric or skewed left or right<\/li>\n<li>Skewed left implies the mean is less than the median and there is a larger &#8216;spread&#8217; of the data on the left side<\/li>\n<li>Skewed right implies the mean is greater than the median and there is a larger &#8216;spread&#8217; of the data on the right side<\/li>\n<li>See the detailed explanations and videos in the sections below.<\/li>\n<\/ul>\n<h1>Symmetric Distributions<\/h1>\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\">\n<tbody>\n<tr style=\"height: 143px\">\n<td style=\"width: 50%;height: 143px\">\n<ul>\n<li>The mean and median are roughly equal<\/li>\n<li>The histogram should have equal length &#8216;tails&#8217; above and below the median\/mean<\/li>\n<li>If the shape of the histogram is the &#8216;<a href=\"https:\/\/www.sciencedirect.com\/topics\/mathematics\/bell-curve#:~:text=The%20Bell%2Dshaped%20Curve%20is,of%20a%20continuous%20random%20variable.\">bell-shaped<\/a>&#8216; we can infer that it follows a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Normal_distribution\">Normal Distribution<\/a> (more on this distribution type to come in later sections)<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%;height: 143px\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-968 size-medium\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-300x178.jpg\" alt=\"\" width=\"300\" height=\"178\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-300x178.jpg 300w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-65x39.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-225x134.jpg 225w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889-350x208.jpg 350w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Histogram-e1713563978889.jpg 737w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">\n<ul>\n<li>The boxplot should have roughly equal length halves of the box above\/below the median<\/li>\n<li>There should be roughly the same length of the whiskers above\/below the median<\/li>\n<li>If there are outliers, they should be roughly the same distance above\/below the median<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-969\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Boxplot.jpg\" alt=\"\" width=\"276\" height=\"300\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Boxplot.jpg 276w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Boxplot-65x71.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-1_Symmetric_Boxplot-225x245.jpg 225w\" sizes=\"auto, (max-width: 276px) 100vw, 276px\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1>SKewed Right Distributions<\/h1>\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\">\n<tbody>\n<tr style=\"height: 143px\">\n<td style=\"width: 50%;height: 143px\">\n<ul>\n<li>The mean is greater than the median<\/li>\n<li>The histogram should have longer &#8216;tail&#8217; on the right<\/li>\n<li>Ie: there are more extreme upper values than lower values in the data<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%;height: 143px\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-972 size-medium\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-300x181.jpg\" alt=\"\" width=\"300\" height=\"181\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-300x181.jpg 300w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-65x39.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-225x135.jpg 225w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234-350x211.jpg 350w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Histogram-e1713563847234.jpg 729w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">\n<ul>\n<li>The upper half of the box should be longer than the lower half<\/li>\n<li>The whisker might be longer on the upper end (above Q3)<\/li>\n<li>If there are outliers, there should be more outliers on the upper end (above Q3)<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-973\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-253x300.jpg\" alt=\"\" width=\"253\" height=\"300\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-253x300.jpg 253w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-65x77.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-225x267.jpg 225w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot-350x415.jpg 350w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-3_Right_Boxplot.jpg 439w\" sizes=\"auto, (max-width: 253px) 100vw, 253px\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1>Skewed Left Distributions<\/h1>\n<table style=\"border-collapse: collapse;width: 100%;height: 143px\">\n<tbody>\n<tr style=\"height: 143px\">\n<td style=\"width: 50%;height: 143px\">\n<ul>\n<li>The mean is less than the median<\/li>\n<li>The histogram should have longer &#8216;tail&#8217; on the left<\/li>\n<li>Ie: there are more extreme lower values than upper values in the data<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%;height: 143px\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-975\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-300x177.jpg\" alt=\"\" width=\"300\" height=\"177\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-300x177.jpg 300w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-65x38.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-225x133.jpg 225w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107-350x207.jpg 350w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Histogram-e1713564085107.jpg 733w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">\n<ul>\n<li>The lower half of the box should be longer than the upper half<\/li>\n<li>The whisker might be longer on the lower end (below Q1) than the upper end (above Q3)<\/li>\n<li>If there are outliers, there should be more outliers on the lower end (below Q1)<\/li>\n<\/ul>\n<\/td>\n<td style=\"width: 50%\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-977\" src=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-253x300.jpg\" alt=\"\" width=\"253\" height=\"300\" srcset=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-253x300.jpg 253w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-65x77.jpg 65w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-225x267.jpg 225w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2-350x415.jpg 350w, https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-2-2_Left_Boxplot2.jpg 439w\" sizes=\"auto, (max-width: 253px) 100vw, 253px\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1>Analyzing Skewness in Excel Graphs (video)<\/h1>\n<h2>Example 13.1.1<\/h2>\n<p><span style=\"color: #003366\"><strong>Problem Setup: <\/strong><\/span>Again, we are working with the student survey data (<a href=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2023\/12\/9-0-1_Student_Survey_Data.xlsx\">click here to download<\/a>).<\/p>\n<p><span style=\"color: #003366\"><strong>Question: <\/strong><\/span>How can we tell from the boxplot and histogram that the students&#8217; heights are skewed left? .. Watch the video below to find out!<\/p>\n<p><iframe loading=\"lazy\" id=\"oembed-1\" title=\"Shapes of distributions (skewed left) &amp; Boxplots and Histograms\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/DrRvGbKvQ_I?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><span style=\"color: #003366\"><strong>Solution: <a href=\"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-content\/uploads\/sites\/2128\/2024\/04\/13-1-1_Solutions.xlsx\">Click here<\/a><\/strong><\/span>\u00a0to view the Excel solutions shown in the above video.<\/p>\n<h1>Key Takeaways (EXERCISE)<\/h1>\n<div class=\"textbox textbox--key-takeaways\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Key Takeaways: Shapes of Distributions<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<div id=\"h5p-29\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-29\" class=\"h5p-iframe\" data-content-id=\"29\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Key Takeaways for Shapes of Distributions\"><\/iframe><\/div>\n<\/div>\n<div id=\"h5p-30\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-30\" class=\"h5p-iframe\" data-content-id=\"30\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Shapes of Data Key Takeaway Solutions\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h1>Your Own Notes (EXERCISE)<\/h1>\n<ul>\n<li>Are there any notes you want to take from this section? Is there anything you&#8217;d like to copy and paste below?<\/li>\n<li>These notes are for you only (they will not be stored anywhere)<\/li>\n<li>Make sure to download them at the end to use as a reference<\/li>\n<\/ul>\n<div id=\"h5p-16\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-16\" class=\"h5p-iframe\" data-content-id=\"16\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Key takeaways, notes and comments from this section document tool.\"><\/iframe><\/div>\n<\/div>\n","protected":false},"author":865,"menu_order":5,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-963","chapter","type-chapter","status-publish","hentry"],"part":160,"_links":{"self":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/users\/865"}],"version-history":[{"count":14,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/963\/revisions"}],"predecessor-version":[{"id":1946,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/963\/revisions\/1946"}],"part":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/parts\/160"}],"metadata":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/963\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/media?parent=963"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapter-type?post=963"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/contributor?post=963"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/license?post=963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}