{"id":80,"date":"2019-08-06T13:04:16","date_gmt":"2019-08-06T17:04:16","guid":{"rendered":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/chapter\/6-3-probability-using-tree-diagrams-and-combinations\/"},"modified":"2024-01-03T12:21:04","modified_gmt":"2024-01-03T17:21:04","slug":"6-3-probability-using-tree-diagrams-and-combinations","status":"publish","type":"chapter","link":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/chapter\/6-3-probability-using-tree-diagrams-and-combinations\/","title":{"raw":"6.3. Probability Using Tree Diagrams and Combinations","rendered":"6.3. Probability Using Tree Diagrams and Combinations"},"content":{"raw":"[Latexpage]\r\n<h1><strong>Probability Using Tree Diagrams and Combinations<\/strong><\/h1>\r\nIn this section, we will apply previously learnt counting techniques in calculating probabilities, and use tree diagrams to help us gain a better understanding of what is involved.\r\n\r\nWe begin with an example.\r\n\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.1<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">Suppose a jar contains 3 red and 4 white marbles. If two marbles are drawn with replacement, what is the probability that both marbles are red?<\/div>\r\n<div class=\"textbox__content\"><strong>Solution<\/strong><\/div>\r\n<div class=\"textbox__content\">Let <em>E<\/em> be the event that the first marble drawn is red, and let <em>F<\/em> be the event that the second marble drawn is red.<\/div>\r\n<div class=\"textbox__content\">We need to find $P(E\\cap F)$.<\/div>\r\n<div class=\"textbox__content\">By the statement, \"two marbles are drawn with replacement,\" we mean that the first marble is replaced before the second marble is drawn.<\/div>\r\n<div class=\"textbox__content\">There are 7 choices for the first draw. And since the first marble is replaced before the second is drawn, there are, again, seven choices for the second draw. Using the multiplication axiom, we conclude that the sample space <em>S<\/em> consists of 49 ordered pairs. Of the 49 ordered pairs, there are 3 \u00d7 3 = 9 ordered pairs that show red on the first draw and, also, red on the second draw. Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\">$P(E\\cap F)=\\frac{9}{49}=\\frac{3}{7}\\cdot\\frac{3}{7}$<\/div>\r\n<div class=\"textbox__content\">Further note that in this particular case:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\">$P(E\\cap F)=P(E)\\cdot P(F)$<\/div>\r\n<\/div>\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.2<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">If in the previous example, the two marbles are drawn without replacement, then what is the probability that both marbles are red?<\/div>\r\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\r\n<div class=\"textbox__content\">By the statement, \"two marbles are drawn without replacement,\" we mean that the first marble is not replaced before the second marble is drawn.<\/div>\r\n<div class=\"textbox__content\">Again, we need to find $P(E\\cap F)$.<\/div>\r\n<div class=\"textbox__content\">There are, again, 7 choices for the first draw. And since the first marble is not replaced before the second is drawn, there are only six choices for the second draw. Using the multiplication axiom, we conclude that the sample space <em>S<\/em> consists of 42 ordered pairs. Of the 42 ordered pairs, there are 3 \u00d7 2 = 6 ordered pairs that show red on the first draw and red on the second draw. Therefore,<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\">$P(E\\cap F)=\\frac{6}{42}=\\frac{3}{7}\\cdot\\frac{2}{6}$<\/div>\r\n<div class=\"textbox__content\">Here 3\/7 represents <em>P<\/em>(<em>E<\/em>), and 2\/6 represents the probability of drawing a red on the second draw, given that the first draw resulted in a red. We write the latter as <em>P<\/em>(Red on the second | red on first) or $P(F\\, |\\,E)$. The \"|\" represents the word \"given.\" Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\">$P(E\\cap F)=P(E)\\cdot P(F\\, |\\,E)$<\/div>\r\n<div class=\"textbox__content\">The above result is an important one and will appear again in later sections.<\/div>\r\n<\/div>\r\n&nbsp;\r\n\r\nWe now demonstrate the above results with a tree diagram.\r\n\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.3<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">Suppose a jar contains 3 red and 4 white marbles. If two marbles are drawn without replacement, find the following probabilities using a tree diagram.<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>a.<\/strong> The probability that both marbles are white.<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>b.<\/strong> The probability that the first marble is red and the second white.<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>c.<\/strong> The probability that one marble is red and the other white.<\/div>\r\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\r\n<div class=\"textbox__content\">Let <em>R<\/em> be the event that the marble drawn is red, and let <em>W<\/em> be the event that the marble drawn is white. We draw the following tree diagram:<\/div>\r\n<div class=\"textbox__content\">\r\n<div class=\"textbox\">\\begin{tikzpicture}[grow=right, sloped]\r\n\\tikzstyle{level 1}=[level distance=3cm, sibling distance=3.5cm]\r\n\\tikzstyle{level 2}=[level distance=3cm, sibling distance=2cm]\r\n\\node {}\r\nchild {\r\nnode {$W$}\r\nchild {\r\nnode[label=right:\r\n{$W\\quad WW=(4\/7)(3\/6)=12\/42$}] {}\r\nedge from parent\r\nnode[below] {$3\/6$}\r\n}\r\nchild {\r\nnode[label=right:\r\n{$R\\quad WR=(4\/7)(3\/6)=12\/42$}] {}\r\nedge from parent\r\nnode[above] {$3\/6$}\r\n}\r\nedge from parent\r\nnode[below] {$4\/7$}\r\n}\r\nchild {\r\nnode {$R$}\r\nchild {\r\nnode[label=right:\r\n{$W\\quad RW=(3\/7)(4\/6)=12\/42$}] {}\r\nedge from parent\r\nnode[below] {$4\/6$}\r\n}\r\nchild {\r\nnode[label=right:\r\n{$R\\quad RR=(3\/7)(2\/6)=6\/42$}] {}\r\nedge from parent\r\nnode[above] {$2\/6$}\r\n}\r\nedge from parent\r\nnode[above] {$3\/7$}\r\n};\r\n\\end{tikzpicture}<\/div>\r\n<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left\">Although the tree diagrams give us better insight into a problem, they are not practical for problems where more than two or three things are chosen. In such cases, we use the concept of combinations that we learned in Chapter 5. This method is best suited for problems where the order in which the objects are chosen is not important, and the objects are chosen without replacement.<\/div>\r\n<\/div>\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.4<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">Suppose a jar contains 3 red, 2 white, and 3 blue marbles. If three marbles are drawn without replacement, find the following probabilities:<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P<\/em>(Two red and one white)<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P<\/em>(One of each color)<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>c.<\/strong> <em>P<\/em>(None blue)<\/div>\r\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>d.<\/strong> <em>P<\/em>(At least one blue)<\/div>\r\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\r\n<div class=\"textbox__content\">Let us suppose the marbles are labeled as <em>R<sub>1<\/sub>, R<sub>2<\/sub>, R<sub>3<\/sub>, W<sub>1<\/sub>, W<sub>2<\/sub>, B<sub>1<\/sub>, B<sub>2<\/sub>, B<sub>3<\/sub><\/em>.<\/div>\r\n<div class=\"textbox__content\"><strong>a.<\/strong> <em>P<\/em>(Two red and one white)<\/div>\r\n<div class=\"textbox__content\">We analyze the problem in the following manner.<\/div>\r\n<p class=\"textbox__content\">Since we are choosing 3 marbles from a total of 8, there are 8C3 = 56 po<span style=\"color: #000000\">ssible combinations. <em><strong>Note:<\/strong> As a reminder from Chapter 5, Section 5.4, the Number of Combinations of n Objects Taken r at a Time is represented as<span style=\"text-align: initial;font-size: 1em\">\u00a0<\/span>n<span style=\"text-align: initial;font-size: 1em\">C<\/span>r<span style=\"text-align: initial;font-size: 1em\"> = $\\frac{n!}{(n-r)!r!}$, where <\/span>n and r are natural numbers. Therefore:\u00a0<\/em><\/span><\/p>\r\n<p style=\"text-align: center\"><span style=\"color: #000000\"><em> $8C3=\\frac{8!}{(8-3)!3!}=\\frac{8!}{5!3!}=56$<\/em><\/span><\/p>\r\n\r\n<div class=\"textbox__content\">Of these 56 combinations, there are 3C2 \u00d7 2C1 = 6 combinations consisting of 2 red and one white. Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(Two red and one white) = $\\frac{3C2\\times 2C1}{8C3} = \\frac{6}{56}$<\/div>\r\n<div class=\"textbox__content\"><strong>b.<\/strong> <em>P<\/em>(One of each color)<\/div>\r\n<div class=\"textbox__content\">Again, there are 8C3 = 56 possible combinations. Of these 56 combinations, there are 3C1 \u00d7 2C1 \u00d7 3C1 = 18 combinations consisting of one red, one white, and one blue. Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(One of each color) = $\\frac{3C1\\times 2C1\\times 3C1}{8C3} = \\frac{18}{56}$<\/div>\r\n<div class=\"textbox__content\"><strong>c.<\/strong> <em>P<\/em>(None blue)<\/div>\r\n<div class=\"textbox__content\">There are 5 non-blue marbles, therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(None blue) = $\\frac{5C3}{8C3} = \\frac{10}{56} = \\frac{5}{28}$<\/div>\r\n<div class=\"textbox__content\"><strong>d.<\/strong> <em>P<\/em>(At least one blue)<\/div>\r\n<div class=\"textbox__content\">By \"at least one blue marble,\" we mean the following: one blue marble and two non-blue marbles, or two blue marbles and one non-blue marble, or all three blue marbles. So we have to find the sum of the probabilities of all three cases.<\/div>\r\n<div class=\"textbox__content\"><em>P<\/em>(At least one blue) = <em>P<\/em>(one blue, two non-blue) + <em>P<\/em>(two blue, one non-blue) + <em>P<\/em>(three blue)<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(At least one blue) =$\\frac{3C1\\times 5C2}{8C3}+\\frac{3C2\\times 5C1}{8C3}+\\frac{3C3}{8C3}$<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left\"><em>P<\/em>(At least one blue) = 30\/56 + 15\/56 + 1\/56 = 46\/56 = 23\/28<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left\">Alternately, we use the fact that <em>P<\/em>(<em>E<\/em>) = 1 \u2212 <em>P<\/em>(<em>E<sup>c<\/sup><\/em>).<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left\">If the event <em>E<\/em> = At least one blue, then <em>E<sup>c<\/sup><\/em> = None blue. But from part <strong>c<\/strong> of this example, we have (<em>E<sup>c<\/sup><\/em>) = 5\/28. Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left;padding-left: 40px\"><em>P<\/em>(<em>E<\/em>) = 1 \u2212 5\/28 = 23\/28<\/div>\r\n<\/div>\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.5<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">Five cards are drawn from a deck. Find the probability of obtaining two pairs, that is, two cards of one value, two of another value, and one other card.<\/div>\r\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\r\n<div class=\"textbox__content\">Let us first do an easier problem\u2013the probability of obtaining a pair of kings and queens.<\/div>\r\n<div class=\"textbox__content\">Since there are four kings, and four queens in the deck, the probability of obtaining two kings, two queens and one other card is:<\/div>\r\n<div class=\"textbox__content\"><em>P<\/em>(A pair of kings and queens) = $\\frac{4C2\\times 4C2\\times 44C1}{52C5}$<\/div>\r\n<div class=\"textbox__content\">To find the probability of obtaining two pairs, we have to consider all possible pairs. Since there are altogether 13 values, that is, aces, deuces, and so on, there are 13C2 different combinations of pairs.<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(Two pairs) = $13C2\\cdot\\frac{4C2\\times 4C2\\times 44C1}{52C5}= 0.04754$<\/div>\r\n<\/div>\r\n&nbsp;\r\n\r\nWe end the section by solving a problem called the <strong>Birthday Problem<\/strong>.\r\n\r\n&nbsp;\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Example 6.3.6<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">If there are 25 people in a room, what is the probability that at least two people have the same birthday?<\/div>\r\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\r\n<div class=\"textbox__content\">Let event <em>E<\/em> represent that at least two people have the same birthday. We first find the probability that no two people have the same birthday. We analyze as follows.<\/div>\r\n<div class=\"textbox__content\">Suppose there are 365 days to every year. According to the multiplication axiom, there are 365<sup>25<\/sup> possible birthdays for 25 people. Therefore, the sample space has 365<sup>25<\/sup> elements. We are interested in the probability that no two people have the same birthday. There are 365 possible choices for the first person and since the second person must have a different birthday, there are 364 choices for the second, 363 for the third, and so on. Therefore:<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(No two have the same birthday) = $\\frac{365\\,\\cdot\\, 364\\,\\cdot\\, 363\\,\\cdots\\, 341}{365^{25}} = \\frac{365P25}{365^{25}}$<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: left\">Since <em>P<\/em>(at least two people have the same birthday) = 1 \u2212 <em>P<\/em> (No two have the same birthday):<\/div>\r\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(at least two people have the same birthday) = $1-\\frac{365P25}{365^{25}} = 0.5687$<\/div>\r\n<\/div>\r\n&nbsp;\r\n<h1>Practice questions<\/h1>\r\n<strong>1. <\/strong>Two apples are chosen from a basket containing five red and three yellow apples. Draw a tree diagram and find the following probabilities:\r\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P <\/em>(both red)<\/p>\r\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P <\/em>(both yellow)<\/p>\r\n<strong>2. <\/strong>Three marbles are drawn from a jar containing five red, four white, and three blue marbles. Find the following probabilities using combinations:\r\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P <\/em>(all three red)<\/p>\r\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P <\/em>(none white)<\/p>\r\n<strong>3. <\/strong>A committee of four is selected from a total of 4 occupational and public health students, 5 nursing students, and 6 nutrition students. Find the probabilities for the following events:\r\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> At least three occupational and public health students are selected.<\/p>\r\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> All four students of the same program are selected.<\/p>\r\n<p style=\"padding-left: 40px\"><strong>c.\u00a0<\/strong>Exactly three students of the same program are selected.<\/p>\r\n<strong>4.\u00a0<\/strong>A hockey team has 2 goalies, 6 defense players, 8 wingers, and 4 centers. If the team randomly selects 5 players to attend a charity function, what is the probability that:\r\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> They are all wingers?<\/p>\r\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> No goalies or centers are selected?<\/p>\r\n<p style=\"padding-left: 40px\"><strong>c.<\/strong> Two defensive players and one player from each other position are selected?<\/p>\r\n<p style=\"padding-left: 40px\"><strong>d. <\/strong>At least one goalie is\u00a0selected?<\/p>\r\n<strong>5. <\/strong>Complete the following birthday problems:\r\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> If there are 10 people in a room, what is the probability that no two have the same birthday?<\/p>\r\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> If there are 35 people in a room, what is the probability that at least two have the same birthday?<\/p>\r\n&nbsp;","rendered":"<h1><strong>Probability Using Tree Diagrams and Combinations<\/strong><\/h1>\n<p>In this section, we will apply previously learnt counting techniques in calculating probabilities, and use tree diagrams to help us gain a better understanding of what is involved.<\/p>\n<p>We begin with an example.<\/p>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.1<\/p>\n<\/header>\n<div class=\"textbox__content\">Suppose a jar contains 3 red and 4 white marbles. If two marbles are drawn with replacement, what is the probability that both marbles are red?<\/div>\n<div class=\"textbox__content\"><strong>Solution<\/strong><\/div>\n<div class=\"textbox__content\">Let <em>E<\/em> be the event that the first marble drawn is red, and let <em>F<\/em> be the event that the second marble drawn is red.<\/div>\n<div class=\"textbox__content\">We need to find <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-730e74d6d5a1779d42c402ff5a9d4ba4_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"74\" style=\"vertical-align: -4px;\" \/>.<\/div>\n<div class=\"textbox__content\">By the statement, &#8220;two marbles are drawn with replacement,&#8221; we mean that the first marble is replaced before the second marble is drawn.<\/div>\n<div class=\"textbox__content\">There are 7 choices for the first draw. And since the first marble is replaced before the second is drawn, there are, again, seven choices for the second draw. Using the multiplication axiom, we conclude that the sample space <em>S<\/em> consists of 49 ordered pairs. Of the 49 ordered pairs, there are 3 \u00d7 3 = 9 ordered pairs that show red on the first draw and, also, red on the second draw. Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-6c315373dcb15599f47e3426dc011b22_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#57;&#125;&#123;&#52;&#57;&#125;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#125;&#123;&#55;&#125;&#92;&#99;&#100;&#111;&#116;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#125;&#123;&#55;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"173\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\">Further note that in this particular case:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-f7707b9309f7e3600578d421ea51c4c4_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;&#61;&#80;&#40;&#69;&#41;&#92;&#99;&#100;&#111;&#116;&#32;&#80;&#40;&#70;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"194\" style=\"vertical-align: -4px;\" \/><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.2<\/p>\n<\/header>\n<div class=\"textbox__content\">If in the previous example, the two marbles are drawn without replacement, then what is the probability that both marbles are red?<\/div>\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\n<div class=\"textbox__content\">By the statement, &#8220;two marbles are drawn without replacement,&#8221; we mean that the first marble is not replaced before the second marble is drawn.<\/div>\n<div class=\"textbox__content\">Again, we need to find <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-730e74d6d5a1779d42c402ff5a9d4ba4_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"74\" style=\"vertical-align: -4px;\" \/>.<\/div>\n<div class=\"textbox__content\">There are, again, 7 choices for the first draw. And since the first marble is not replaced before the second is drawn, there are only six choices for the second draw. Using the multiplication axiom, we conclude that the sample space <em>S<\/em> consists of 42 ordered pairs. Of the 42 ordered pairs, there are 3 \u00d7 2 = 6 ordered pairs that show red on the first draw and red on the second draw. Therefore,<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-80846f4f834b9a72a8d0fa02b3d04f97_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#54;&#125;&#123;&#52;&#50;&#125;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#125;&#123;&#55;&#125;&#92;&#99;&#100;&#111;&#116;&#92;&#102;&#114;&#97;&#99;&#123;&#50;&#125;&#123;&#54;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"173\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\">Here 3\/7 represents <em>P<\/em>(<em>E<\/em>), and 2\/6 represents the probability of drawing a red on the second draw, given that the first draw resulted in a red. We write the latter as <em>P<\/em>(Red on the second | red on first) or <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-7192a92420d60e211980f501ef7a80e6_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#70;&#92;&#44;&#32;&#124;&#92;&#44;&#69;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"66\" style=\"vertical-align: -5px;\" \/>. The &#8220;|&#8221; represents the word &#8220;given.&#8221; Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-2f6ae788c78217080f20e5967c2c4835_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#80;&#40;&#69;&#92;&#99;&#97;&#112;&#32;&#70;&#41;&#61;&#80;&#40;&#69;&#41;&#92;&#99;&#100;&#111;&#116;&#32;&#80;&#40;&#70;&#92;&#44;&#32;&#124;&#92;&#44;&#69;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"219\" style=\"vertical-align: -4px;\" \/><\/div>\n<div class=\"textbox__content\">The above result is an important one and will appear again in later sections.<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>We now demonstrate the above results with a tree diagram.<\/p>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.3<\/p>\n<\/header>\n<div class=\"textbox__content\">Suppose a jar contains 3 red and 4 white marbles. If two marbles are drawn without replacement, find the following probabilities using a tree diagram.<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>a.<\/strong> The probability that both marbles are white.<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>b.<\/strong> The probability that the first marble is red and the second white.<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>c.<\/strong> The probability that one marble is red and the other white.<\/div>\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\n<div class=\"textbox__content\">Let <em>R<\/em> be the event that the marble drawn is red, and let <em>W<\/em> be the event that the marble drawn is white. We draw the following tree diagram:<\/div>\n<div class=\"textbox__content\">\n<div class=\"textbox\">\n<p class=\"ql-center-picture\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-a662bc490798faac3185a00e3c6a3dd7_l3.png\" height=\"272\" width=\"530\" class=\"ql-img-picture quicklatex-auto-format\" alt=\"Rendered by QuickLaTeX.com\" title=\"Rendered by QuickLaTeX.com\" \/><\/p>\n<\/div>\n<\/div>\n<div class=\"textbox__content\" style=\"text-align: left\">Although the tree diagrams give us better insight into a problem, they are not practical for problems where more than two or three things are chosen. In such cases, we use the concept of combinations that we learned in Chapter 5. This method is best suited for problems where the order in which the objects are chosen is not important, and the objects are chosen without replacement.<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.4<\/p>\n<\/header>\n<div class=\"textbox__content\">Suppose a jar contains 3 red, 2 white, and 3 blue marbles. If three marbles are drawn without replacement, find the following probabilities:<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P<\/em>(Two red and one white)<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P<\/em>(One of each color)<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>c.<\/strong> <em>P<\/em>(None blue)<\/div>\n<div class=\"textbox__content\" style=\"padding-left: 40px\"><strong>d.<\/strong> <em>P<\/em>(At least one blue)<\/div>\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\n<div class=\"textbox__content\">Let us suppose the marbles are labeled as <em>R<sub>1<\/sub>, R<sub>2<\/sub>, R<sub>3<\/sub>, W<sub>1<\/sub>, W<sub>2<\/sub>, B<sub>1<\/sub>, B<sub>2<\/sub>, B<sub>3<\/sub><\/em>.<\/div>\n<div class=\"textbox__content\"><strong>a.<\/strong> <em>P<\/em>(Two red and one white)<\/div>\n<div class=\"textbox__content\">We analyze the problem in the following manner.<\/div>\n<p class=\"textbox__content\">Since we are choosing 3 marbles from a total of 8, there are 8C3 = 56 po<span style=\"color: #000000\">ssible combinations. <em><strong>Note:<\/strong> As a reminder from Chapter 5, Section 5.4, the Number of Combinations of n Objects Taken r at a Time is represented as<span style=\"text-align: initial;font-size: 1em\">\u00a0<\/span>n<span style=\"text-align: initial;font-size: 1em\">C<\/span>r<span style=\"text-align: initial;font-size: 1em\"> = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-4afc10fa4d401c6e77e379f8ef0b02dd_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#110;&#33;&#125;&#123;&#40;&#110;&#45;&#114;&#41;&#33;&#114;&#33;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"27\" width=\"51\" style=\"vertical-align: -10px;\" \/>, where <\/span>n and r are natural numbers. Therefore:\u00a0<\/em><\/span><\/p>\n<p style=\"text-align: center\"><span style=\"color: #000000\"><em> <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-c0735976c83431611ee5b4c71371f9c2_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#56;&#67;&#51;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#56;&#33;&#125;&#123;&#40;&#56;&#45;&#51;&#41;&#33;&#51;&#33;&#125;&#61;&#92;&#102;&#114;&#97;&#99;&#123;&#56;&#33;&#125;&#123;&#53;&#33;&#51;&#33;&#125;&#61;&#53;&#54;\" title=\"Rendered by QuickLaTeX.com\" height=\"27\" width=\"199\" style=\"vertical-align: -10px;\" \/><\/em><\/span><\/p>\n<div class=\"textbox__content\">Of these 56 combinations, there are 3C2 \u00d7 2C1 = 6 combinations consisting of 2 red and one white. Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(Two red and one white) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-8ac0b265e3c96c375fcf5a25af9337da_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#50;&#67;&#49;&#125;&#123;&#56;&#67;&#51;&#125;&#32;&#61;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#54;&#125;&#123;&#53;&#54;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"101\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\"><strong>b.<\/strong> <em>P<\/em>(One of each color)<\/div>\n<div class=\"textbox__content\">Again, there are 8C3 = 56 possible combinations. Of these 56 combinations, there are 3C1 \u00d7 2C1 \u00d7 3C1 = 18 combinations consisting of one red, one white, and one blue. Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(One of each color) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-d2c18ac2368880e77ff0cbedb3733169_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#67;&#49;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#50;&#67;&#49;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#51;&#67;&#49;&#125;&#123;&#56;&#67;&#51;&#125;&#32;&#61;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#49;&#56;&#125;&#123;&#53;&#54;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"136\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\"><strong>c.<\/strong> <em>P<\/em>(None blue)<\/div>\n<div class=\"textbox__content\">There are 5 non-blue marbles, therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(None blue) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-30e198300c86ed2dba189ae6ba9caab3_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#53;&#67;&#51;&#125;&#123;&#56;&#67;&#51;&#125;&#32;&#61;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#49;&#48;&#125;&#123;&#53;&#54;&#125;&#32;&#61;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#53;&#125;&#123;&#50;&#56;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"107\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\"><strong>d.<\/strong> <em>P<\/em>(At least one blue)<\/div>\n<div class=\"textbox__content\">By &#8220;at least one blue marble,&#8221; we mean the following: one blue marble and two non-blue marbles, or two blue marbles and one non-blue marble, or all three blue marbles. So we have to find the sum of the probabilities of all three cases.<\/div>\n<div class=\"textbox__content\"><em>P<\/em>(At least one blue) = <em>P<\/em>(one blue, two non-blue) + <em>P<\/em>(two blue, one non-blue) + <em>P<\/em>(three blue)<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(At least one blue) =<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-6318aa1703dc38a22f9692415b64a392_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#67;&#49;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#53;&#67;&#50;&#125;&#123;&#56;&#67;&#51;&#125;&#43;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#53;&#67;&#49;&#125;&#123;&#56;&#67;&#51;&#125;&#43;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#67;&#51;&#125;&#123;&#56;&#67;&#51;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"195\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\" style=\"text-align: left\"><em>P<\/em>(At least one blue) = 30\/56 + 15\/56 + 1\/56 = 46\/56 = 23\/28<\/div>\n<div class=\"textbox__content\" style=\"text-align: left\">Alternately, we use the fact that <em>P<\/em>(<em>E<\/em>) = 1 \u2212 <em>P<\/em>(<em>E<sup>c<\/sup><\/em>).<\/div>\n<div class=\"textbox__content\" style=\"text-align: left\">If the event <em>E<\/em> = At least one blue, then <em>E<sup>c<\/sup><\/em> = None blue. But from part <strong>c<\/strong> of this example, we have (<em>E<sup>c<\/sup><\/em>) = 5\/28. Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: left;padding-left: 40px\"><em>P<\/em>(<em>E<\/em>) = 1 \u2212 5\/28 = 23\/28<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.5<\/p>\n<\/header>\n<div class=\"textbox__content\">Five cards are drawn from a deck. Find the probability of obtaining two pairs, that is, two cards of one value, two of another value, and one other card.<\/div>\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\n<div class=\"textbox__content\">Let us first do an easier problem\u2013the probability of obtaining a pair of kings and queens.<\/div>\n<div class=\"textbox__content\">Since there are four kings, and four queens in the deck, the probability of obtaining two kings, two queens and one other card is:<\/div>\n<div class=\"textbox__content\"><em>P<\/em>(A pair of kings and queens) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-27708cdd5d5de3a1b6144361713e458e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#52;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#52;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#52;&#52;&#67;&#49;&#125;&#123;&#53;&#50;&#67;&#53;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"102\" style=\"vertical-align: -6px;\" \/><\/div>\n<div class=\"textbox__content\">To find the probability of obtaining two pairs, we have to consider all possible pairs. Since there are altogether 13 values, that is, aces, deuces, and so on, there are 13C2 different combinations of pairs.<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(Two pairs) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-e29017ebaac5e77ce0a7a1c4482ea1f9_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#49;&#51;&#67;&#50;&#92;&#99;&#100;&#111;&#116;&#92;&#102;&#114;&#97;&#99;&#123;&#52;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#52;&#67;&#50;&#92;&#116;&#105;&#109;&#101;&#115;&#32;&#52;&#52;&#67;&#49;&#125;&#123;&#53;&#50;&#67;&#53;&#125;&#61;&#32;&#48;&#46;&#48;&#52;&#55;&#53;&#52;\" title=\"Rendered by QuickLaTeX.com\" height=\"22\" width=\"241\" style=\"vertical-align: -6px;\" \/><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>We end the section by solving a problem called the <strong>Birthday Problem<\/strong>.<\/p>\n<p>&nbsp;<\/p>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Example 6.3.6<\/p>\n<\/header>\n<div class=\"textbox__content\">If there are 25 people in a room, what is the probability that at least two people have the same birthday?<\/div>\n<div class=\"textbox__content\"><strong>Solution <\/strong><\/div>\n<div class=\"textbox__content\">Let event <em>E<\/em> represent that at least two people have the same birthday. We first find the probability that no two people have the same birthday. We analyze as follows.<\/div>\n<div class=\"textbox__content\">Suppose there are 365 days to every year. According to the multiplication axiom, there are 365<sup>25<\/sup> possible birthdays for 25 people. Therefore, the sample space has 365<sup>25<\/sup> elements. We are interested in the probability that no two people have the same birthday. There are 365 possible choices for the first person and since the second person must have a different birthday, there are 364 choices for the second, 363 for the third, and so on. Therefore:<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(No two have the same birthday) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-cea1996855320e4475092bec2e455776_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#54;&#53;&#92;&#44;&#92;&#99;&#100;&#111;&#116;&#92;&#44;&#32;&#51;&#54;&#52;&#92;&#44;&#92;&#99;&#100;&#111;&#116;&#92;&#44;&#32;&#51;&#54;&#51;&#92;&#44;&#92;&#99;&#100;&#111;&#116;&#115;&#92;&#44;&#32;&#51;&#52;&#49;&#125;&#123;&#51;&#54;&#53;&#94;&#123;&#50;&#53;&#125;&#125;&#32;&#61;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#54;&#53;&#80;&#50;&#53;&#125;&#123;&#51;&#54;&#53;&#94;&#123;&#50;&#53;&#125;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"23\" width=\"189\" style=\"vertical-align: -7px;\" \/><\/div>\n<div class=\"textbox__content\" style=\"text-align: left\">Since <em>P<\/em>(at least two people have the same birthday) = 1 \u2212 <em>P<\/em> (No two have the same birthday):<\/div>\n<div class=\"textbox__content\" style=\"text-align: center\"><em>P<\/em>(at least two people have the same birthday) = <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-content\/ql-cache\/quicklatex.com-035ea8633f6aecc93ebec84364e3c8b2_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#49;&#45;&#92;&#102;&#114;&#97;&#99;&#123;&#51;&#54;&#53;&#80;&#50;&#53;&#125;&#123;&#51;&#54;&#53;&#94;&#123;&#50;&#53;&#125;&#125;&#32;&#61;&#32;&#48;&#46;&#53;&#54;&#56;&#55;\" title=\"Rendered by QuickLaTeX.com\" height=\"23\" width=\"152\" style=\"vertical-align: -7px;\" \/><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h1>Practice questions<\/h1>\n<p><strong>1. <\/strong>Two apples are chosen from a basket containing five red and three yellow apples. Draw a tree diagram and find the following probabilities:<\/p>\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P <\/em>(both red)<\/p>\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P <\/em>(both yellow)<\/p>\n<p><strong>2. <\/strong>Three marbles are drawn from a jar containing five red, four white, and three blue marbles. Find the following probabilities using combinations:<\/p>\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> <em>P <\/em>(all three red)<\/p>\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> <em>P <\/em>(none white)<\/p>\n<p><strong>3. <\/strong>A committee of four is selected from a total of 4 occupational and public health students, 5 nursing students, and 6 nutrition students. Find the probabilities for the following events:<\/p>\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> At least three occupational and public health students are selected.<\/p>\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> All four students of the same program are selected.<\/p>\n<p style=\"padding-left: 40px\"><strong>c.\u00a0<\/strong>Exactly three students of the same program are selected.<\/p>\n<p><strong>4.\u00a0<\/strong>A hockey team has 2 goalies, 6 defense players, 8 wingers, and 4 centers. If the team randomly selects 5 players to attend a charity function, what is the probability that:<\/p>\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> They are all wingers?<\/p>\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> No goalies or centers are selected?<\/p>\n<p style=\"padding-left: 40px\"><strong>c.<\/strong> Two defensive players and one player from each other position are selected?<\/p>\n<p style=\"padding-left: 40px\"><strong>d. <\/strong>At least one goalie is\u00a0selected?<\/p>\n<p><strong>5. <\/strong>Complete the following birthday problems:<\/p>\n<p style=\"padding-left: 40px\"><strong>a.<\/strong> If there are 10 people in a room, what is the probability that no two have the same birthday?<\/p>\n<p style=\"padding-left: 40px\"><strong>b.<\/strong> If there are 35 people in a room, what is the probability that at least two have the same birthday?<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"author":2,"menu_order":3,"template":"","meta":{"pb_show_title":"","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[49],"contributor":[],"license":[],"class_list":["post-80","chapter","type-chapter","status-publish","hentry","chapter-type-numberless"],"part":75,"_links":{"self":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapters\/80","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/wp\/v2\/users\/2"}],"version-history":[{"count":6,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapters\/80\/revisions"}],"predecessor-version":[{"id":215,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapters\/80\/revisions\/215"}],"part":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/parts\/75"}],"metadata":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapters\/80\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/wp\/v2\/media?parent=80"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/pressbooks\/v2\/chapter-type?post=80"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/wp\/v2\/contributor?post=80"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/pressbooks.library.torontomu.ca\/pohmath\/wp-json\/wp\/v2\/license?post=80"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}