{"id":144,"date":"2016-04-21T22:43:44","date_gmt":"2016-04-21T22:43:44","guid":{"rendered":"https:\/\/courses.lumenlearning.com\/introstats1xmaster\/?post_type=chapter&#038;p=144"},"modified":"2019-01-22T17:23:17","modified_gmt":"2019-01-22T17:23:17","slug":"answers-to-selected-exercises-13","status":"publish","type":"chapter","link":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/chapter\/answers-to-selected-exercises-13\/","title":{"raw":"Answers to Selected Exercises","rendered":"Answers to Selected Exercises"},"content":{"raw":"<h2>Terminology<\/h2>\r\n1.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"eip-id1164326073304\">\r\n \t<li><em>P<\/em>(<em>L\u2032<\/em>) = <em>P<\/em>(<em>S<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>M<\/em> OR <em>S<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>F<\/em> AND <em>L<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>M<\/em>|<em>L<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>L<\/em>|<em>M<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>S<\/em>|<em>F<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>F<\/em>|<em>L<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>F<\/em> OR <em>L<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>M<\/em> AND <em>S<\/em>)<\/li>\r\n \t<li><em>P<\/em>(<em>F<\/em>)<\/li>\r\n<\/ol>\r\n3.\u00a0<em>P<\/em>(<em>N<\/em>) = [latex]\\frac{{15}}{{42}}=\\frac{{5}}{{14}}=0.36\\\\[\/latex]\r\n\r\n5.\u00a0<em>P<\/em>(<em>C<\/em>) = [latex]\\frac{{5}}{{42}}=0.12\\\\[\/latex]\r\n\r\n7.\u00a0<em>P<\/em>(<em>G<\/em>) = [latex]\\frac{{20}}{{150}}=\\frac{{2}}{{15}}=0.13\\\\[\/latex]\r\n\r\n9.\u00a0<em>P<\/em>(<em>R<\/em>) = [latex]\\frac{{22}}{{150}}=\\frac{{11}}{{75}}=0.15\\\\[\/latex]\r\n\r\n11.\u00a0<em>P<\/em>(<em>O<\/em>) = [latex]\\frac{{{22}-{38}-{20}-{28}-{26}}}{{150}}=\\frac{{16}}{{150}}=\\frac{{8}}{{75}}=0.11\\\\[\/latex]\r\n\r\n13.\u00a0<em>P<\/em>(<em>E<\/em>) = [latex]\\frac{{47}}{{194}}=0.24\\\\[\/latex]\r\n\r\n15.\u00a0<em>P<\/em>(<em>N<\/em>) = [latex]\\frac{{23}}{{194}}=0.12\\\\[\/latex]\r\n\r\n17.\u00a0<em>P<\/em>(<em>S<\/em>)=[latex]\\frac{{12}}{{194}}={{6}}{{97}}=0.06\\\\[\/latex]\r\n\r\n19. [latex]\\frac{{13}}{{52}}={{1}}{{4}}=0.25\\\\[\/latex]\r\n\r\n21. [latex]\\frac{{3}}{{6}}={{1}}{{2}}=0.5\\\\[\/latex]\r\n\r\n23. P(R) = [latex]\\frac{{4}}{{8}}=0.5\\\\[\/latex]\r\n\r\n25. P(O or H)\r\n\r\n27. P(H | I)\r\n\r\n29. P(N | O)\r\n\r\n31. P(I or N)\r\n\r\n33. P(I)\r\n\r\n35.\u00a0The likelihood that an event will occur given that another event has already occurred.\r\n\r\n37. 1\r\n\r\n39.\u00a0the probability of landing on an even number or a multiple of three\r\n\r\n41.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"fs-idm95338544\">\r\n \t<li>You can't calculate the joint probability knowing the probability of both events occurring, which is not in the information given; the probabilities should be multiplied, not added; and probability is never greater than 100%<\/li>\r\n \t<li>A home run by definition is a successful hit, so he has to have at least as many successful hits as home runs.<\/li>\r\n<\/ol>\r\n43.\u00a0<em>P<\/em>(<em>J<\/em>) = 0.3\r\n\r\n45.\r\n\r\n<section class=\"ui-body\">\r\n<p id=\"fs-idp48871360\"><em>P<\/em>(<em>Q<\/em> AND <em>R<\/em>) = <em>P<\/em>(<em>Q<\/em>)<em>P<\/em>(<em>R<\/em>)<\/p>\r\n<p id=\"fs-idp19254592\">0.1 = (0.4)<em>P<\/em>(<em>R<\/em>)<\/p>\r\n<p id=\"fs-idp19254976\"><em>P<\/em>(<em>R<\/em>) = 0.25<\/p>\r\n47. 0\r\n\r\n49.\u00a00.3571\r\n\r\n51.\u00a00.2142\r\n\r\n53.\u00a0Physician (83.7)\r\n\r\n55.\u00a083.7 \u2212 79.6 = 4.1\r\n\r\n57.\u00a0<em>P<\/em>(Occupation &lt; 81.3) = 0.5\r\n\r\n59.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"fs-idm62553312\">\r\n \t<li><em>P<\/em>(<em>C<\/em>) = 0.4567<\/li>\r\n \t<li>not enough information<\/li>\r\n \t<li>not enough information<\/li>\r\n \t<li>No, because over half (0.51) of men have at least one false positive text<\/li>\r\n<\/ol>\r\n61.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"eip-id1164335526487\">\r\n \t<li><em>P<\/em>(<em>J<\/em> OR <em>K<\/em>) = <em>P<\/em>(<em>J<\/em>) + <em>P<\/em>(<em>K<\/em>) \u2212 <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>); 0.45 = 0.18 + 0.37 - <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>); solve to find <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>) = 0.10<\/li>\r\n \t<li><em>P<\/em>(NOT (<em>J<\/em> AND <em>K<\/em>)) = 1 - <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>) = 1 - 0.10 = 0.90<\/li>\r\n \t<li><em>P<\/em>(NOT (<em>J<\/em> OR <em>K<\/em>)) = 1 - <em>P<\/em>(<em>J<\/em> OR <em>K<\/em>) = 1 - 0.45 = 0.55<\/li>\r\n<\/ol>\r\n<h2>Two Basic Rules of Probability<\/h2>\r\n62.\u00a00.376\r\n\r\n64.\u00a0<em>C<\/em>|<em>L<\/em> means, given the person chosen is a Latino Californian, the person is a registered voter who prefers life in prison without parole for a person convicted of first degree murder.\r\n\r\n66.\u00a0<em>L<\/em> AND <em>C<\/em> is the event that the person chosen is a Latino California registered voter who prefers life without parole over the death penalty for a person convicted of first degree murder.\r\n\r\n68.\u00a00.6492\r\n\r\n70.\u00a0No, because <em>P<\/em>(<em>L<\/em> AND <em>C<\/em>) does not equal 0.\r\n\r\n72.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"eip-idp17755920\">\r\n \t<li>The Forum Research surveyed 1,046 Torontonians.<\/li>\r\n \t<li>58%<\/li>\r\n \t<li>42% of 1,046 = 439 (rounding to the nearest integer)<\/li>\r\n \t<li>0.57<\/li>\r\n \t<li>0.60.<\/li>\r\n<\/ol>\r\n74.\r\n<em>P<\/em>(Betting on two line that touch each other on the table) = [latex]\\frac{{6}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Betting on three numbers in a line) = [latex]\\frac{{3}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Bettting on one number) = [latex]\\frac{{1}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Betting on four number that touch each other to form a square) = [latex]\\frac{{4}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Betting on two number that touch each other on the table ) = [latex]\\frac{{2}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Betting on 0-00-1-2-3) = [latex]\\frac{{5}}{{38}}\\\\[\/latex]\r\n<em>P<\/em>(Betting on 0-1-2; or 0-00-2; or 00-2-3) = [latex]\\frac{{3}}{{38}}\\\\[\/latex]\r\n\r\n<\/section>76.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"element-823\">\r\n \t<li>{<em>G<\/em>1, <em>G<\/em>2, <em>G<\/em>3, <em>G<\/em>4, <em>G<\/em>5, <em>Y<\/em>1, <em>Y<\/em>2, <em>Y<\/em>3}<\/li>\r\n \t<li>[latex]\\frac{{5}}{{8}}[\/latex]<\/li>\r\n \t<li>[latex]\\frac{{2}}{{3}}[\/latex]<\/li>\r\n \t<li><span id=\"MathJax-Element-428-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-4824\" class=\"math\"><span id=\"MathJax-Span-4825\" class=\"mrow\"><span id=\"MathJax-Span-4826\" class=\"semantics\"><span id=\"MathJax-Span-4827\" class=\"mrow\"><span id=\"MathJax-Span-4828\" class=\"mfrac\"><span id=\"MathJax-Span-4829\" class=\"mn\">2<\/span><span id=\"MathJax-Span-4830\" class=\"mn\">8<\/span><\/span><span id=\"MathJax-Span-4831\" class=\"mtext\"><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\r\n \t<li><span id=\"MathJax-Element-429-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-4832\" class=\"math\"><span id=\"MathJax-Span-4833\" class=\"mrow\"><span id=\"MathJax-Span-4834\" class=\"semantics\"><span id=\"MathJax-Span-4835\" class=\"mrow\"><span id=\"MathJax-Span-4836\" class=\"mfrac\"><span id=\"MathJax-Span-4837\" class=\"mn\">6<\/span><span id=\"MathJax-Span-4838\" class=\"mn\">8<\/span><\/span><span id=\"MathJax-Span-4839\" class=\"mtext\"><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\r\n \t<li>No, because <em>P<\/em>(<em>G<\/em> AND <em>E<\/em>) does not equal 0.<\/li>\r\n<\/ol>\r\n78.\r\n<div id=\"fs-idm40299392\" class=\"note ui-has-child-title\"><header>\r\n<div class=\"title\">NOTE<\/div>\r\n<\/header><section>\r\n<p id=\"eip-idm18483184\">The coin toss is independent of the card picked first.<\/p>\r\n\r\n<\/section><\/div>\r\n<ol id=\"fs-idp29257280\">\r\n \t<li>{(<em>G<\/em>,<em>H<\/em>) (<em>G<\/em>,<em>T<\/em>) (<em>B<\/em>,<em>H<\/em>) (<em>B<\/em>,<em>T<\/em>) (<em>R<\/em>,<em>H<\/em>) (<em>R<\/em>,<em>T<\/em>)}<\/li>\r\n \t<li><em>P<\/em>(<em>A<\/em>) = <em>P<\/em>(blue)<em>P<\/em>(head) = ([latex]\\frac{{3}}{{10}}\\\\[\/latex])([latex]\\frac{{1}}{{2}}\\\\[\/latex])=[latex]\\frac{{3}}{{20}}\\\\[\/latex]<\/li>\r\n \t<li>Yes, <em>A<\/em> and <em>B<\/em> are mutually exclusive because they cannot happen at the same time; you cannot pick a card that is both blue and also (red or green). <em>P<\/em>(<em>A<\/em> AND <em>B<\/em>) = 0<\/li>\r\n \t<li>No, <em>A<\/em> and <em>C<\/em> are not mutually exclusive because they can occur at the same time. In fact, <em>C<\/em> includes all of the outcomes of <em>A<\/em>; if the card chosen is blue it is also (red or blue). <em>P<\/em>(<em>A<\/em> AND <em>C<\/em>) = <em>P<\/em>(<em>A<\/em>) = <span class=\"MathJax\"><span class=\"math\"><span class=\"mrow\"><span class=\"semantics\"><span class=\"mrow\"><span class=\"mrow\"><span class=\"mfrac\"><span class=\"mn\">3<\/span><span class=\"mrow\"><span class=\"mn\">20<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\r\n<\/ol>\r\n80.\r\n\r\n<section class=\"ui-body\">\r\n<ol>\r\n \t<li><em>S<\/em> = {(<em>HHH<\/em>), (<em>HHT<\/em>), (<em>HTH<\/em>), (<em>HTT<\/em>), (<em>THH<\/em>), (<em>THT<\/em>), (<em>TTH<\/em>), (<em>TTT<\/em>)}<\/li>\r\n \t<li>[latex]\\frac{{4}}{{8}}\\\\[\/latex]<\/li>\r\n \t<li>Yes, because if <em>A<\/em> has occurred, it is impossible to obtain two tails. In other words, <em>P<\/em>(<em>A<\/em> AND <em>B<\/em>) = 0.<\/li>\r\n<\/ol>\r\n86.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"listy2\">\r\n \t<li>If <em>Y<\/em> and <em>Z<\/em> are independent, then <em>P<\/em>(<em>Y<\/em> AND <em>Z<\/em>) = <em>P<\/em>(<em>Y<\/em>)<em>P<\/em>(<em>Z<\/em>), so <em>P<\/em>(<em>Y<\/em> OR <em>Z<\/em>) = <em>P<\/em>(<em>Y<\/em>) + <em>P<\/em>(<em>Z<\/em>) - <em>P<\/em>(<em>Y<\/em>)<em>P<\/em>(<em>Z<\/em>).<\/li>\r\n \t<li>0.5<\/li>\r\n<\/ol>\r\n88.\r\n\r\n<section class=\"ui-body\">\r\n<p id=\"fs-idm41318944\"><span id=\"grpccery\"><span>1. iii<\/span>\u00a02.\u00a0<span>i<\/span>\u00a03.\u00a0<span>iv<\/span>\u00a04.\u00a0<span>ii<\/span><\/span><\/p>\r\n\r\n<\/section>90.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"fs-idp46073296\">\r\n \t<li><em>P<\/em>(<em>R<\/em>) = 0.44<\/li>\r\n \t<li><em>P<\/em>(<em>R<\/em>|<em>E<\/em>) = 0.56<\/li>\r\n \t<li><em>P<\/em>(<em>R<\/em>|<em>O<\/em>) = 0.31<\/li>\r\n \t<li>No, whether the money is returned is not independent of which class the money was placed in. There are several ways to justify this mathematically, but one is that the money placed in economics classes is not returned at the same overall rate; <em>P<\/em>(<em>R<\/em>|<em>E<\/em>) \u2260 <em>P<\/em>(<em>R<\/em>).<\/li>\r\n \t<li>No, this study definitely does not support that notion; <em><u>in fact<\/u><\/em>, it suggests the opposite. The money placed in the economics classrooms was returned at a higher rate than the money place in all classes collectively; <em>P<\/em>(<em>R<\/em>|<em>E<\/em>) &gt; <em>P<\/em>(<em>R<\/em>).<\/li>\r\n<\/ol>\r\n<\/section><section class=\"ui-body\">\u00a092.<section class=\"ui-body\">\r\n<ol id=\"eip-idp78332576\">\r\n \t<li>\r\n<p id=\"eip-idp89451984\"><em>P<\/em>(type O OR Rh-) = <em>P<\/em>(type O) + <em>P<\/em>(Rh-) - <em>P<\/em>(type O AND Rh-)<\/p>\r\n<p id=\"eip-idp89452368\">0.52 = 0.43 + 0.15 - <em>P<\/em>(type O AND Rh-); solve to find <em>P<\/em>(type O AND Rh-) = 0.06<\/p>\r\n<p id=\"eip-idp68551952\">6% of people have type O, Rh- blood<\/p>\r\n<\/li>\r\n \t<li>\r\n<p id=\"eip-idp143998144\"><em>P<\/em>(NOT(type O AND Rh-)) = 1 - <em>P<\/em>(type O AND Rh-) = 1 - 0.06 = 0.94<\/p>\r\n<p id=\"eip-idp143998528\">94% of people do not have type O, Rh- blood<\/p>\r\n<\/li>\r\n<\/ol>\r\n94.\r\n\r\n<section class=\"ui-body\">\r\n<ol id=\"eip-id1164893151639\">\r\n \t<li>Let <em>C<\/em> = be the event that the cookie contains chocolate. Let <em>N<\/em> = the event that the cookie contains nuts.<\/li>\r\n \t<li><em>P<\/em>(<em>C<\/em> OR <em>N<\/em>) = <em>P<\/em>(<em>C<\/em>) + <em>P<\/em>(<em>N<\/em>) - <em>P<\/em>(<em>C<\/em> AND <em>N<\/em>) = 0.36 + 0.12 - 0.08 = 0.40<\/li>\r\n \t<li><em>P<\/em>(NEITHER chocolate NOR nuts) = 1 - <em>P<\/em>(<em>C<\/em> OR <em>N<\/em>) = 1 - 0.40 = 0.60<\/li>\r\n<\/ol>\r\n<h2>Contingency Tables<\/h2>\r\n97.\u00a0<em>P<\/em>(musician is a male AND had private instruction) = [latex]\\frac{{15}}{{30}}=\\frac{{3}}{{26}}=0.12\\\\[\/latex]\r\n\r\n99.\u00a0<em>P<\/em>(being\u00a0a\u00a0female\u00a0musician\u00a0AND\u00a0learning\u00a0music\u00a0in\u00a0school) =[latex]\\frac{{38}}{{130}}=\\frac{{19}}{{65}}=0.29\\\\[\/latex]\r\n\r\n<em>P<\/em>(being a female musician)<em>P<\/em>(learning music in school) =[latex]\\left(\\frac{72}{130}\\right)\\left(\\frac{62}{130}\\right)=\\frac{4464}{16,900}=0.26[\/latex]\r\n\r\nNo, they are not independent because <em>P<\/em>(being a female musician AND learning music in school) is not equal to <em>P<\/em>(being a female musician)<em>P<\/em>(learning music in school).\r\n\r\n101. [latex]\\frac{{35065}}{{100450}}\\\\[\/latex]\r\n\r\n102.\u00a0To pick one person from the study who is Japanese American AND smokes 21 to 30 cigarettes per day means that the person has to meet both criteria: both Japanese American and smokes 21 to 30 cigarettes. The sample space should include everyone in the study. [latex]\\frac{{4715}}{{100450}}\\\\[\/latex]\r\n\r\n104.\u00a0To pick one person from the study who is Japanese American given that person smokes 21-30 cigarettes per day, means that the person must fulfill both criteria and the sample space is reduced to those who smoke 21-30 cigarettes per day. The probability is [latex]\\frac{{4715}}{{15237}}\\\\[\/latex]\r\n\r\n106. 0\r\n\r\n108. [latex]\\frac{{10}}{{67}}\\\\[\/latex]\r\n\r\n110.[latex]\\frac{{10}}{{34}}\\\\[\/latex]\r\n\r\n112. d\r\n\r\n114.\r\n<table id=\"fs-idm9443200\" summary=\"\">\r\n<thead>\r\n<tr>\r\n<th>Race and Sex<\/th>\r\n<th>1\u201314<\/th>\r\n<th>15\u201324<\/th>\r\n<th>25\u201364<\/th>\r\n<th>over 64<\/th>\r\n<th>TOTALS<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td>white, male<\/td>\r\n<td>210<\/td>\r\n<td>3,360<\/td>\r\n<td>13,610<\/td>\r\n<td>4,870<\/td>\r\n<td>22,050<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>white, female<\/td>\r\n<td>80<\/td>\r\n<td>580<\/td>\r\n<td>3,380<\/td>\r\n<td>890<\/td>\r\n<td>4,930<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>black, male<\/td>\r\n<td>10<\/td>\r\n<td>460<\/td>\r\n<td>1,060<\/td>\r\n<td>140<\/td>\r\n<td>1,670<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>black, female<\/td>\r\n<td>0<\/td>\r\n<td>40<\/td>\r\n<td>270<\/td>\r\n<td>20<\/td>\r\n<td>330<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>all others<\/td>\r\n<td>100<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>TOTALS<\/td>\r\n<td>310<\/td>\r\n<td>4,650<\/td>\r\n<td>18,780<\/td>\r\n<td>6,020<\/td>\r\n<td>29,760<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n115.\r\n<table id=\"fs-idm74994096\" summary=\"\">\r\n<thead>\r\n<tr>\r\n<th>Race and Sex<\/th>\r\n<th>1\u201314<\/th>\r\n<th>15\u201324<\/th>\r\n<th>25\u201364<\/th>\r\n<th>over 64<\/th>\r\n<th>TOTALS<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td>white, male<\/td>\r\n<td>210<\/td>\r\n<td>3,360<\/td>\r\n<td>13,610<\/td>\r\n<td>4,870<\/td>\r\n<td>22,050<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>white, female<\/td>\r\n<td>80<\/td>\r\n<td>580<\/td>\r\n<td>3,380<\/td>\r\n<td>890<\/td>\r\n<td>4,930<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>black, male<\/td>\r\n<td>10<\/td>\r\n<td>460<\/td>\r\n<td>1,060<\/td>\r\n<td>140<\/td>\r\n<td>1,670<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>black, female<\/td>\r\n<td>0<\/td>\r\n<td>40<\/td>\r\n<td>270<\/td>\r\n<td>20<\/td>\r\n<td>330<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>all others<\/td>\r\n<td>10<\/td>\r\n<td>210<\/td>\r\n<td>460<\/td>\r\n<td>100<\/td>\r\n<td>780<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>TOTALS<\/td>\r\n<td>310<\/td>\r\n<td>4,650<\/td>\r\n<td>18,780<\/td>\r\n<td>6,020<\/td>\r\n<td>29,760<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n116.\u00a0[latex]\\frac{{22050}}{{29760}}\\\\[\/latex]\r\n\r\n117.[latex]\\frac{{330}}{{29760}}\\\\[\/latex]\r\n\r\n118.\u00a0[latex]\\frac{{2000}}{{29760}}\\\\[\/latex]\r\n\r\n119.\u00a0[latex]\\frac{{23720}}{{29760}}\\\\[\/latex]\r\n\r\n120.[latex]\\frac{{5010}}{{6020}}\\\\[\/latex]\r\n\r\n<\/section>122. b\r\n\r\n125.\u00a0[latex]\\frac{{26}}{{106}}\\\\[\/latex]\r\n\r\n126.\u00a0[latex]\\frac{{33}}{{106}}\\\\[\/latex]\r\n\r\n127.\u00a0[latex]\\frac{{21}}{{106}}\\\\[\/latex]\r\n\r\n128.[latex]\\left(\\frac{{26}}{{106}}\\right)+\\left(\\frac{{33}}{{106}}\\right)-\\left(\\frac{{21}}{{106}}\\right)=\\left(\\frac{{38}}{{106}}\\right)\\\\[\/latex]\r\n\r\n129.\u00a0[latex]\\frac{{21}}{{33}}\\\\[\/latex]\r\n\r\n130.\r\n\r\n<section id=\"fs-idp14696688\" class=\"practice\">\r\n<div class=\"exercise\"><section>\r\n<div id=\"fs-idp133440112\" class=\"solution ui-solution-visible\"><section class=\"ui-body\">\r\n<figure id=\"eip-idm83918928\"><span id=\"fs-idp90548816\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214424\/CNX_Stats_C03_M07_101N.jpg\" alt=\"This is a tree diagram with two branches. The first branch, labeled Cancer, shows two lines: 0.4567 C and 0.5433 C'. The second branch is labeled False Positive. From C, there are two lines: 0 P and 1 P'. From C', there are two lines: 0.51 P and 0.49 P'.\" width=\"380\" \/>\u00a0<\/span><\/figure>\r\n132. a\r\n\r\n134.\r\n<div class=\"solution ui-solution-visible\"><section class=\"ui-body\">\r\n<ol id=\"fs-idp23896432\">\r\n \t<li>\r\n<figure id=\"eip-idp101566032\"><span id=\"fs-idp99953792\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214426\/CNX_Stats_C03_M07_100.jpg\" alt=\"This is a tree diagram with branches showing probabilities of each draw. The first branch shows two lines: 5\/8 Green and 3\/8 Yellow. The second branch has a set of two lines (5\/8 Green and 3\/8 Yellow) for each line of the first branch.\" width=\"380\" \/><\/span><\/figure>\r\n<\/li>\r\n \t<li><em>P<\/em>(<em>GG<\/em>) =[latex]\\left(\\frac{{5}}{{8}}\\right)\\left(\\frac{{5}}{{8}}\\right)=\\frac{{25}}{{64}}\\\\[\/latex]<\/li>\r\n \t<li><em>P<\/em>(at least one green) = <em>P<\/em>(<em>GG<\/em>) + <em>P<\/em>(<em>GY<\/em>) + <em>P<\/em>(<em>YG<\/em>) =\u00a0[latex]\\left(\\frac{{25}}{{64}}\\right)+\\left(\\frac{{15}}{{64}}\\right)+\\left(\\frac{{15}}{{64}}\\right)=\\frac{{55}}{{64}}\\\\[\/latex]<\/li>\r\n \t<li><em>P<\/em>(<em>G<\/em>|<em>G<\/em>) = <span id=\"MathJax-Element-567-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-6893\" class=\"math\"><span id=\"MathJax-Span-6894\" class=\"mrow\"><span id=\"MathJax-Span-6895\" class=\"semantics\"><span id=\"MathJax-Span-6896\" class=\"mrow\"><span id=\"MathJax-Span-6897\" class=\"mrow\"><span id=\"MathJax-Span-6898\" class=\"mfrac\"><span id=\"MathJax-Span-6899\" class=\"mn\">5<\/span><span id=\"MathJax-Span-6900\" class=\"mn\">8<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\r\n \t<li>Yes, they are independent because the first card is placed back in the bag before the second card is drawn; the composition of cards in the bag remains the same from draw one to draw two.<\/li>\r\n<\/ol>\r\n136.\r\n<div class=\"exercise\"><section>\r\n<div class=\"problem\"><\/div>\r\n<div class=\"solution ui-solution-visible\"><section class=\"ui-body\">\r\n<ol id=\"fs-idp149290352\">\r\n \t<li>\r\n<table id=\"fs-idp154688496\" summary=\"\">\r\n<thead>\r\n<tr>\r\n<th><\/th>\r\n<th>&lt;20<\/th>\r\n<th>20\u201364<\/th>\r\n<th>&gt;64<\/th>\r\n<th>Totals<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td><strong>Female<\/strong><\/td>\r\n<td>0.0244<\/td>\r\n<td>0.3954<\/td>\r\n<td>0.0661<\/td>\r\n<td>0.486<\/td>\r\n<\/tr>\r\n<tr>\r\n<td><strong>Male<\/strong><\/td>\r\n<td>0.0259<\/td>\r\n<td>0.4186<\/td>\r\n<td>0.0695<\/td>\r\n<td>0.514<\/td>\r\n<\/tr>\r\n<tr>\r\n<td><strong>Totals<\/strong><\/td>\r\n<td>0.0503<\/td>\r\n<td>0.8140<\/td>\r\n<td>0.1356<\/td>\r\n<td>1<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/li>\r\n \t<li><em>P<\/em>(<em>F<\/em>) = 0.486<\/li>\r\n \t<li><em>P<\/em>(&gt;64|<em>F<\/em>) = 0.1361<\/li>\r\n \t<li><em>P<\/em>(&gt;64 and <em>F<\/em>) = <em>P<\/em>(<em>F<\/em>) <em>P<\/em>(&gt;64|<em>F<\/em>) = (0.486)(0.1361) = 0.0661<\/li>\r\n \t<li><em>P<\/em>(&gt;64|<em>F<\/em>) is the percentage of female drivers who are 65 or older and <em>P<\/em>(&gt;64 and <em>F<\/em>) is the percentage of drivers who are female and 65 or older.<\/li>\r\n \t<li><em>P<\/em>(&gt;<em>64<\/em>) = <em>P<\/em>(&gt;64 and <em>F<\/em>) + <em>P<\/em>(&gt;64 and <em>M<\/em>) = 0.1356<\/li>\r\n \t<li>No, being female and 65 or older are not mutually exclusive because they can occur at the same time P(&gt;64 and<em>F<\/em>) = 0.0661.<\/li>\r\n<\/ol>\r\n138.\r\n<ol id=\"fs-idp77575584\">\r\n \t<li>\r\n<table id=\"fs-idp116055648\" summary=\"\">\r\n<thead>\r\n<tr>\r\n<th>Car, Truck or Van<\/th>\r\n<th>Walk<\/th>\r\n<th>Public Transportation<\/th>\r\n<th>Other<\/th>\r\n<th>Totals<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td><strong>Alone<\/strong><\/td>\r\n<td>0.7318<\/td>\r\n<\/tr>\r\n<tr>\r\n<td><strong>Not Alone<\/strong><\/td>\r\n<td>0.1332<\/td>\r\n<\/tr>\r\n<tr>\r\n<td><strong>Totals<\/strong><\/td>\r\n<td>0.8650<\/td>\r\n<td>0.0390<\/td>\r\n<td>0.0530<\/td>\r\n<td>0.0430<\/td>\r\n<td>1<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/li>\r\n \t<li>If we assume that all walkers are alone and that none from the other two groups travel alone (which is a big assumption) we have: <em>P<\/em>(Alone) = 0.7318 + 0.0390 = 0.7708.<\/li>\r\n \t<li>Make the same assumptions as in (b) we have: (0.7708)(1,000) = 771<\/li>\r\n \t<li>(0.1332)(1,000) = 133<\/li>\r\n<\/ol>\r\n140.\r\n<div class=\"exercise\"><section>\r\n<div class=\"solution ui-solution-visible\"><section class=\"ui-body\">\r\n<table id=\"element-436s\" summary=\"This table is similar to above except all blank values are now filled in.\">\r\n<thead>\r\n<tr>\r\n<th>Homosexual\/Bisexual<\/th>\r\n<th>IV Drug User*<\/th>\r\n<th>Heterosexual Contact<\/th>\r\n<th>Other<\/th>\r\n<th>Totals<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td>Female<\/td>\r\n<td>0<\/td>\r\n<td>70<\/td>\r\n<td>136<\/td>\r\n<td>49<\/td>\r\n<td><strong>255<\/strong><\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Male<\/td>\r\n<td>2,146<\/td>\r\n<td>463<\/td>\r\n<td>60<\/td>\r\n<td>135<\/td>\r\n<td><strong>2,804<\/strong><\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Totals<\/td>\r\n<td><strong>2,146<\/strong><\/td>\r\n<td><strong>533<\/strong><\/td>\r\n<td><strong>196<\/strong><\/td>\r\n<td><strong>184<\/strong><\/td>\r\n<td><strong>3,059<\/strong><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<ol>\r\n \t<li>[latex]\\frac{{255}}{{3059}}\\\\[\/latex]<\/li>\r\n \t<li>[latex]\\frac{{196}}{{3059}}\\\\[\/latex]<\/li>\r\n \t<li>[latex]\\frac{{718}}{{3059}}\\\\[\/latex]<\/li>\r\n \t<li>0<\/li>\r\n \t<li>[latex]\\frac{{463}}{{3059}}\\\\[\/latex]<\/li>\r\n \t<li>[latex]\\frac{{136}}{{196}}\\\\[\/latex]<\/li>\r\n \t<li>\r\n<figure id=\"eip-idp75092976\"><span id=\"eip-idm12430048\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214428\/CNX_Stats_C03_M06_100N.jpg\" alt=\"\" width=\"350\" \/><\/span><\/figure>\r\n<\/li>\r\n<\/ol>\r\n<\/section><\/div>\r\n<\/section><\/div>\r\n<div class=\"exercise\"><\/div>\r\n<\/section><\/div>\r\n<\/section><\/div>\r\n<div class=\"exercise\"><\/div>\r\n<\/section><\/div>\r\n<\/section><\/div>\r\n<\/section><\/div>\r\n<\/section>&nbsp;\r\n\r\n<section class=\"free-response\"><\/section><\/section><\/section><\/section><\/section><\/section><\/section><\/section><\/section><\/section><\/section>","rendered":"<h2>Terminology<\/h2>\n<p>1.<\/p>\n<section class=\"ui-body\">\n<ol id=\"eip-id1164326073304\">\n<li><em>P<\/em>(<em>L\u2032<\/em>) = <em>P<\/em>(<em>S<\/em>)<\/li>\n<li><em>P<\/em>(<em>M<\/em> OR <em>S<\/em>)<\/li>\n<li><em>P<\/em>(<em>F<\/em> AND <em>L<\/em>)<\/li>\n<li><em>P<\/em>(<em>M<\/em>|<em>L<\/em>)<\/li>\n<li><em>P<\/em>(<em>L<\/em>|<em>M<\/em>)<\/li>\n<li><em>P<\/em>(<em>S<\/em>|<em>F<\/em>)<\/li>\n<li><em>P<\/em>(<em>F<\/em>|<em>L<\/em>)<\/li>\n<li><em>P<\/em>(<em>F<\/em> OR <em>L<\/em>)<\/li>\n<li><em>P<\/em>(<em>M<\/em> AND <em>S<\/em>)<\/li>\n<li><em>P<\/em>(<em>F<\/em>)<\/li>\n<\/ol>\n<p>3.\u00a0<em>P<\/em>(<em>N<\/em>) = [latex]\\frac{{15}}{{42}}=\\frac{{5}}{{14}}=0.36\\\\[\/latex]<\/p>\n<p>5.\u00a0<em>P<\/em>(<em>C<\/em>) = [latex]\\frac{{5}}{{42}}=0.12\\\\[\/latex]<\/p>\n<p>7.\u00a0<em>P<\/em>(<em>G<\/em>) = [latex]\\frac{{20}}{{150}}=\\frac{{2}}{{15}}=0.13\\\\[\/latex]<\/p>\n<p>9.\u00a0<em>P<\/em>(<em>R<\/em>) = [latex]\\frac{{22}}{{150}}=\\frac{{11}}{{75}}=0.15\\\\[\/latex]<\/p>\n<p>11.\u00a0<em>P<\/em>(<em>O<\/em>) = [latex]\\frac{{{22}-{38}-{20}-{28}-{26}}}{{150}}=\\frac{{16}}{{150}}=\\frac{{8}}{{75}}=0.11\\\\[\/latex]<\/p>\n<p>13.\u00a0<em>P<\/em>(<em>E<\/em>) = [latex]\\frac{{47}}{{194}}=0.24\\\\[\/latex]<\/p>\n<p>15.\u00a0<em>P<\/em>(<em>N<\/em>) = [latex]\\frac{{23}}{{194}}=0.12\\\\[\/latex]<\/p>\n<p>17.\u00a0<em>P<\/em>(<em>S<\/em>)=[latex]\\frac{{12}}{{194}}={{6}}{{97}}=0.06\\\\[\/latex]<\/p>\n<p>19. [latex]\\frac{{13}}{{52}}={{1}}{{4}}=0.25\\\\[\/latex]<\/p>\n<p>21. [latex]\\frac{{3}}{{6}}={{1}}{{2}}=0.5\\\\[\/latex]<\/p>\n<p>23. P(R) = [latex]\\frac{{4}}{{8}}=0.5\\\\[\/latex]<\/p>\n<p>25. P(O or H)<\/p>\n<p>27. P(H | I)<\/p>\n<p>29. P(N | O)<\/p>\n<p>31. P(I or N)<\/p>\n<p>33. P(I)<\/p>\n<p>35.\u00a0The likelihood that an event will occur given that another event has already occurred.<\/p>\n<p>37. 1<\/p>\n<p>39.\u00a0the probability of landing on an even number or a multiple of three<\/p>\n<p>41.<\/p>\n<section class=\"ui-body\">\n<ol id=\"fs-idm95338544\">\n<li>You can&#8217;t calculate the joint probability knowing the probability of both events occurring, which is not in the information given; the probabilities should be multiplied, not added; and probability is never greater than 100%<\/li>\n<li>A home run by definition is a successful hit, so he has to have at least as many successful hits as home runs.<\/li>\n<\/ol>\n<p>43.\u00a0<em>P<\/em>(<em>J<\/em>) = 0.3<\/p>\n<p>45.<\/p>\n<section class=\"ui-body\">\n<p id=\"fs-idp48871360\"><em>P<\/em>(<em>Q<\/em> AND <em>R<\/em>) = <em>P<\/em>(<em>Q<\/em>)<em>P<\/em>(<em>R<\/em>)<\/p>\n<p id=\"fs-idp19254592\">0.1 = (0.4)<em>P<\/em>(<em>R<\/em>)<\/p>\n<p id=\"fs-idp19254976\"><em>P<\/em>(<em>R<\/em>) = 0.25<\/p>\n<p>47. 0<\/p>\n<p>49.\u00a00.3571<\/p>\n<p>51.\u00a00.2142<\/p>\n<p>53.\u00a0Physician (83.7)<\/p>\n<p>55.\u00a083.7 \u2212 79.6 = 4.1<\/p>\n<p>57.\u00a0<em>P<\/em>(Occupation &lt; 81.3) = 0.5<\/p>\n<p>59.<\/p>\n<section class=\"ui-body\">\n<ol id=\"fs-idm62553312\">\n<li><em>P<\/em>(<em>C<\/em>) = 0.4567<\/li>\n<li>not enough information<\/li>\n<li>not enough information<\/li>\n<li>No, because over half (0.51) of men have at least one false positive text<\/li>\n<\/ol>\n<p>61.<\/p>\n<section class=\"ui-body\">\n<ol id=\"eip-id1164335526487\">\n<li><em>P<\/em>(<em>J<\/em> OR <em>K<\/em>) = <em>P<\/em>(<em>J<\/em>) + <em>P<\/em>(<em>K<\/em>) \u2212 <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>); 0.45 = 0.18 + 0.37 &#8211; <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>); solve to find <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>) = 0.10<\/li>\n<li><em>P<\/em>(NOT (<em>J<\/em> AND <em>K<\/em>)) = 1 &#8211; <em>P<\/em>(<em>J<\/em> AND <em>K<\/em>) = 1 &#8211; 0.10 = 0.90<\/li>\n<li><em>P<\/em>(NOT (<em>J<\/em> OR <em>K<\/em>)) = 1 &#8211; <em>P<\/em>(<em>J<\/em> OR <em>K<\/em>) = 1 &#8211; 0.45 = 0.55<\/li>\n<\/ol>\n<h2>Two Basic Rules of Probability<\/h2>\n<p>62.\u00a00.376<\/p>\n<p>64.\u00a0<em>C<\/em>|<em>L<\/em> means, given the person chosen is a Latino Californian, the person is a registered voter who prefers life in prison without parole for a person convicted of first degree murder.<\/p>\n<p>66.\u00a0<em>L<\/em> AND <em>C<\/em> is the event that the person chosen is a Latino California registered voter who prefers life without parole over the death penalty for a person convicted of first degree murder.<\/p>\n<p>68.\u00a00.6492<\/p>\n<p>70.\u00a0No, because <em>P<\/em>(<em>L<\/em> AND <em>C<\/em>) does not equal 0.<\/p>\n<p>72.<\/p>\n<section class=\"ui-body\">\n<ol id=\"eip-idp17755920\">\n<li>The Forum Research surveyed 1,046 Torontonians.<\/li>\n<li>58%<\/li>\n<li>42% of 1,046 = 439 (rounding to the nearest integer)<\/li>\n<li>0.57<\/li>\n<li>0.60.<\/li>\n<\/ol>\n<p>74.<br \/>\n<em>P<\/em>(Betting on two line that touch each other on the table) = [latex]\\frac{{6}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Betting on three numbers in a line) = [latex]\\frac{{3}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Bettting on one number) = [latex]\\frac{{1}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Betting on four number that touch each other to form a square) = [latex]\\frac{{4}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Betting on two number that touch each other on the table ) = [latex]\\frac{{2}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Betting on 0-00-1-2-3) = [latex]\\frac{{5}}{{38}}\\\\[\/latex]<br \/>\n<em>P<\/em>(Betting on 0-1-2; or 0-00-2; or 00-2-3) = [latex]\\frac{{3}}{{38}}\\\\[\/latex]<\/p>\n<\/section>\n<p>76.<\/p>\n<section class=\"ui-body\">\n<ol id=\"element-823\">\n<li>{<em>G<\/em>1, <em>G<\/em>2, <em>G<\/em>3, <em>G<\/em>4, <em>G<\/em>5, <em>Y<\/em>1, <em>Y<\/em>2, <em>Y<\/em>3}<\/li>\n<li>[latex]\\frac{{5}}{{8}}[\/latex]<\/li>\n<li>[latex]\\frac{{2}}{{3}}[\/latex]<\/li>\n<li><span id=\"MathJax-Element-428-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-4824\" class=\"math\"><span id=\"MathJax-Span-4825\" class=\"mrow\"><span id=\"MathJax-Span-4826\" class=\"semantics\"><span id=\"MathJax-Span-4827\" class=\"mrow\"><span id=\"MathJax-Span-4828\" class=\"mfrac\"><span id=\"MathJax-Span-4829\" class=\"mn\">2<\/span><span id=\"MathJax-Span-4830\" class=\"mn\">8<\/span><\/span><span id=\"MathJax-Span-4831\" class=\"mtext\"><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<li><span id=\"MathJax-Element-429-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-4832\" class=\"math\"><span id=\"MathJax-Span-4833\" class=\"mrow\"><span id=\"MathJax-Span-4834\" class=\"semantics\"><span id=\"MathJax-Span-4835\" class=\"mrow\"><span id=\"MathJax-Span-4836\" class=\"mfrac\"><span id=\"MathJax-Span-4837\" class=\"mn\">6<\/span><span id=\"MathJax-Span-4838\" class=\"mn\">8<\/span><\/span><span id=\"MathJax-Span-4839\" class=\"mtext\"><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<li>No, because <em>P<\/em>(<em>G<\/em> AND <em>E<\/em>) does not equal 0.<\/li>\n<\/ol>\n<p>78.<\/p>\n<div id=\"fs-idm40299392\" class=\"note ui-has-child-title\">\n<header>\n<div class=\"title\">NOTE<\/div>\n<\/header>\n<section>\n<p id=\"eip-idm18483184\">The coin toss is independent of the card picked first.<\/p>\n<\/section>\n<\/div>\n<ol id=\"fs-idp29257280\">\n<li>{(<em>G<\/em>,<em>H<\/em>) (<em>G<\/em>,<em>T<\/em>) (<em>B<\/em>,<em>H<\/em>) (<em>B<\/em>,<em>T<\/em>) (<em>R<\/em>,<em>H<\/em>) (<em>R<\/em>,<em>T<\/em>)}<\/li>\n<li><em>P<\/em>(<em>A<\/em>) = <em>P<\/em>(blue)<em>P<\/em>(head) = ([latex]\\frac{{3}}{{10}}\\\\[\/latex])([latex]\\frac{{1}}{{2}}\\\\[\/latex])=[latex]\\frac{{3}}{{20}}\\\\[\/latex]<\/li>\n<li>Yes, <em>A<\/em> and <em>B<\/em> are mutually exclusive because they cannot happen at the same time; you cannot pick a card that is both blue and also (red or green). <em>P<\/em>(<em>A<\/em> AND <em>B<\/em>) = 0<\/li>\n<li>No, <em>A<\/em> and <em>C<\/em> are not mutually exclusive because they can occur at the same time. In fact, <em>C<\/em> includes all of the outcomes of <em>A<\/em>; if the card chosen is blue it is also (red or blue). <em>P<\/em>(<em>A<\/em> AND <em>C<\/em>) = <em>P<\/em>(<em>A<\/em>) = <span class=\"MathJax\"><span class=\"math\"><span class=\"mrow\"><span class=\"semantics\"><span class=\"mrow\"><span class=\"mrow\"><span class=\"mfrac\"><span class=\"mn\">3<\/span><span class=\"mrow\"><span class=\"mn\">20<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<\/ol>\n<p>80.<\/p>\n<section class=\"ui-body\">\n<ol>\n<li><em>S<\/em> = {(<em>HHH<\/em>), (<em>HHT<\/em>), (<em>HTH<\/em>), (<em>HTT<\/em>), (<em>THH<\/em>), (<em>THT<\/em>), (<em>TTH<\/em>), (<em>TTT<\/em>)}<\/li>\n<li>[latex]\\frac{{4}}{{8}}\\\\[\/latex]<\/li>\n<li>Yes, because if <em>A<\/em> has occurred, it is impossible to obtain two tails. In other words, <em>P<\/em>(<em>A<\/em> AND <em>B<\/em>) = 0.<\/li>\n<\/ol>\n<p>86.<\/p>\n<section class=\"ui-body\">\n<ol id=\"listy2\">\n<li>If <em>Y<\/em> and <em>Z<\/em> are independent, then <em>P<\/em>(<em>Y<\/em> AND <em>Z<\/em>) = <em>P<\/em>(<em>Y<\/em>)<em>P<\/em>(<em>Z<\/em>), so <em>P<\/em>(<em>Y<\/em> OR <em>Z<\/em>) = <em>P<\/em>(<em>Y<\/em>) + <em>P<\/em>(<em>Z<\/em>) &#8211; <em>P<\/em>(<em>Y<\/em>)<em>P<\/em>(<em>Z<\/em>).<\/li>\n<li>0.5<\/li>\n<\/ol>\n<p>88.<\/p>\n<section class=\"ui-body\">\n<p id=\"fs-idm41318944\"><span id=\"grpccery\"><span>1. iii<\/span>\u00a02.\u00a0<span>i<\/span>\u00a03.\u00a0<span>iv<\/span>\u00a04.\u00a0<span>ii<\/span><\/span><\/p>\n<\/section>\n<p>90.<\/p>\n<section class=\"ui-body\">\n<ol id=\"fs-idp46073296\">\n<li><em>P<\/em>(<em>R<\/em>) = 0.44<\/li>\n<li><em>P<\/em>(<em>R<\/em>|<em>E<\/em>) = 0.56<\/li>\n<li><em>P<\/em>(<em>R<\/em>|<em>O<\/em>) = 0.31<\/li>\n<li>No, whether the money is returned is not independent of which class the money was placed in. There are several ways to justify this mathematically, but one is that the money placed in economics classes is not returned at the same overall rate; <em>P<\/em>(<em>R<\/em>|<em>E<\/em>) \u2260 <em>P<\/em>(<em>R<\/em>).<\/li>\n<li>No, this study definitely does not support that notion; <em><u>in fact<\/u><\/em>, it suggests the opposite. The money placed in the economics classrooms was returned at a higher rate than the money place in all classes collectively; <em>P<\/em>(<em>R<\/em>|<em>E<\/em>) &gt; <em>P<\/em>(<em>R<\/em>).<\/li>\n<\/ol>\n<\/section>\n<section class=\"ui-body\">\u00a092.<\/p>\n<section class=\"ui-body\">\n<ol id=\"eip-idp78332576\">\n<li>\n<p id=\"eip-idp89451984\"><em>P<\/em>(type O OR Rh-) = <em>P<\/em>(type O) + <em>P<\/em>(Rh-) &#8211; <em>P<\/em>(type O AND Rh-)<\/p>\n<p id=\"eip-idp89452368\">0.52 = 0.43 + 0.15 &#8211; <em>P<\/em>(type O AND Rh-); solve to find <em>P<\/em>(type O AND Rh-) = 0.06<\/p>\n<p id=\"eip-idp68551952\">6% of people have type O, Rh- blood<\/p>\n<\/li>\n<li>\n<p id=\"eip-idp143998144\"><em>P<\/em>(NOT(type O AND Rh-)) = 1 &#8211; <em>P<\/em>(type O AND Rh-) = 1 &#8211; 0.06 = 0.94<\/p>\n<p id=\"eip-idp143998528\">94% of people do not have type O, Rh- blood<\/p>\n<\/li>\n<\/ol>\n<p>94.<\/p>\n<section class=\"ui-body\">\n<ol id=\"eip-id1164893151639\">\n<li>Let <em>C<\/em> = be the event that the cookie contains chocolate. Let <em>N<\/em> = the event that the cookie contains nuts.<\/li>\n<li><em>P<\/em>(<em>C<\/em> OR <em>N<\/em>) = <em>P<\/em>(<em>C<\/em>) + <em>P<\/em>(<em>N<\/em>) &#8211; <em>P<\/em>(<em>C<\/em> AND <em>N<\/em>) = 0.36 + 0.12 &#8211; 0.08 = 0.40<\/li>\n<li><em>P<\/em>(NEITHER chocolate NOR nuts) = 1 &#8211; <em>P<\/em>(<em>C<\/em> OR <em>N<\/em>) = 1 &#8211; 0.40 = 0.60<\/li>\n<\/ol>\n<h2>Contingency Tables<\/h2>\n<p>97.\u00a0<em>P<\/em>(musician is a male AND had private instruction) = [latex]\\frac{{15}}{{30}}=\\frac{{3}}{{26}}=0.12\\\\[\/latex]<\/p>\n<p>99.\u00a0<em>P<\/em>(being\u00a0a\u00a0female\u00a0musician\u00a0AND\u00a0learning\u00a0music\u00a0in\u00a0school) =[latex]\\frac{{38}}{{130}}=\\frac{{19}}{{65}}=0.29\\\\[\/latex]<\/p>\n<p><em>P<\/em>(being a female musician)<em>P<\/em>(learning music in school) =[latex]\\left(\\frac{72}{130}\\right)\\left(\\frac{62}{130}\\right)=\\frac{4464}{16,900}=0.26[\/latex]<\/p>\n<p>No, they are not independent because <em>P<\/em>(being a female musician AND learning music in school) is not equal to <em>P<\/em>(being a female musician)<em>P<\/em>(learning music in school).<\/p>\n<p>101. [latex]\\frac{{35065}}{{100450}}\\\\[\/latex]<\/p>\n<p>102.\u00a0To pick one person from the study who is Japanese American AND smokes 21 to 30 cigarettes per day means that the person has to meet both criteria: both Japanese American and smokes 21 to 30 cigarettes. The sample space should include everyone in the study. [latex]\\frac{{4715}}{{100450}}\\\\[\/latex]<\/p>\n<p>104.\u00a0To pick one person from the study who is Japanese American given that person smokes 21-30 cigarettes per day, means that the person must fulfill both criteria and the sample space is reduced to those who smoke 21-30 cigarettes per day. The probability is [latex]\\frac{{4715}}{{15237}}\\\\[\/latex]<\/p>\n<p>106. 0<\/p>\n<p>108. [latex]\\frac{{10}}{{67}}\\\\[\/latex]<\/p>\n<p>110.[latex]\\frac{{10}}{{34}}\\\\[\/latex]<\/p>\n<p>112. d<\/p>\n<p>114.<\/p>\n<table id=\"fs-idm9443200\" summary=\"\">\n<thead>\n<tr>\n<th>Race and Sex<\/th>\n<th>1\u201314<\/th>\n<th>15\u201324<\/th>\n<th>25\u201364<\/th>\n<th>over 64<\/th>\n<th>TOTALS<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>white, male<\/td>\n<td>210<\/td>\n<td>3,360<\/td>\n<td>13,610<\/td>\n<td>4,870<\/td>\n<td>22,050<\/td>\n<\/tr>\n<tr>\n<td>white, female<\/td>\n<td>80<\/td>\n<td>580<\/td>\n<td>3,380<\/td>\n<td>890<\/td>\n<td>4,930<\/td>\n<\/tr>\n<tr>\n<td>black, male<\/td>\n<td>10<\/td>\n<td>460<\/td>\n<td>1,060<\/td>\n<td>140<\/td>\n<td>1,670<\/td>\n<\/tr>\n<tr>\n<td>black, female<\/td>\n<td>0<\/td>\n<td>40<\/td>\n<td>270<\/td>\n<td>20<\/td>\n<td>330<\/td>\n<\/tr>\n<tr>\n<td>all others<\/td>\n<td>100<\/td>\n<\/tr>\n<tr>\n<td>TOTALS<\/td>\n<td>310<\/td>\n<td>4,650<\/td>\n<td>18,780<\/td>\n<td>6,020<\/td>\n<td>29,760<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>115.<\/p>\n<table id=\"fs-idm74994096\" summary=\"\">\n<thead>\n<tr>\n<th>Race and Sex<\/th>\n<th>1\u201314<\/th>\n<th>15\u201324<\/th>\n<th>25\u201364<\/th>\n<th>over 64<\/th>\n<th>TOTALS<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>white, male<\/td>\n<td>210<\/td>\n<td>3,360<\/td>\n<td>13,610<\/td>\n<td>4,870<\/td>\n<td>22,050<\/td>\n<\/tr>\n<tr>\n<td>white, female<\/td>\n<td>80<\/td>\n<td>580<\/td>\n<td>3,380<\/td>\n<td>890<\/td>\n<td>4,930<\/td>\n<\/tr>\n<tr>\n<td>black, male<\/td>\n<td>10<\/td>\n<td>460<\/td>\n<td>1,060<\/td>\n<td>140<\/td>\n<td>1,670<\/td>\n<\/tr>\n<tr>\n<td>black, female<\/td>\n<td>0<\/td>\n<td>40<\/td>\n<td>270<\/td>\n<td>20<\/td>\n<td>330<\/td>\n<\/tr>\n<tr>\n<td>all others<\/td>\n<td>10<\/td>\n<td>210<\/td>\n<td>460<\/td>\n<td>100<\/td>\n<td>780<\/td>\n<\/tr>\n<tr>\n<td>TOTALS<\/td>\n<td>310<\/td>\n<td>4,650<\/td>\n<td>18,780<\/td>\n<td>6,020<\/td>\n<td>29,760<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>116.\u00a0[latex]\\frac{{22050}}{{29760}}\\\\[\/latex]<\/p>\n<p>117.[latex]\\frac{{330}}{{29760}}\\\\[\/latex]<\/p>\n<p>118.\u00a0[latex]\\frac{{2000}}{{29760}}\\\\[\/latex]<\/p>\n<p>119.\u00a0[latex]\\frac{{23720}}{{29760}}\\\\[\/latex]<\/p>\n<p>120.[latex]\\frac{{5010}}{{6020}}\\\\[\/latex]<\/p>\n<\/section>\n<p>122. b<\/p>\n<p>125.\u00a0[latex]\\frac{{26}}{{106}}\\\\[\/latex]<\/p>\n<p>126.\u00a0[latex]\\frac{{33}}{{106}}\\\\[\/latex]<\/p>\n<p>127.\u00a0[latex]\\frac{{21}}{{106}}\\\\[\/latex]<\/p>\n<p>128.[latex]\\left(\\frac{{26}}{{106}}\\right)+\\left(\\frac{{33}}{{106}}\\right)-\\left(\\frac{{21}}{{106}}\\right)=\\left(\\frac{{38}}{{106}}\\right)\\\\[\/latex]<\/p>\n<p>129.\u00a0[latex]\\frac{{21}}{{33}}\\\\[\/latex]<\/p>\n<p>130.<\/p>\n<section id=\"fs-idp14696688\" class=\"practice\">\n<div class=\"exercise\">\n<section>\n<div id=\"fs-idp133440112\" class=\"solution ui-solution-visible\">\n<section class=\"ui-body\">\n<figure id=\"eip-idm83918928\"><span id=\"fs-idp90548816\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214424\/CNX_Stats_C03_M07_101N.jpg\" alt=\"This is a tree diagram with two branches. The first branch, labeled Cancer, shows two lines: 0.4567 C and 0.5433 C'. The second branch is labeled False Positive. From C, there are two lines: 0 P and 1 P'. From C', there are two lines: 0.51 P and 0.49 P'.\" width=\"380\" \/>\u00a0<\/span><\/figure>\n<p>132. a<\/p>\n<p>134.<\/p>\n<div class=\"solution ui-solution-visible\">\n<section class=\"ui-body\">\n<ol id=\"fs-idp23896432\">\n<li>\n<figure id=\"eip-idp101566032\"><span id=\"fs-idp99953792\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214426\/CNX_Stats_C03_M07_100.jpg\" alt=\"This is a tree diagram with branches showing probabilities of each draw. The first branch shows two lines: 5\/8 Green and 3\/8 Yellow. The second branch has a set of two lines (5\/8 Green and 3\/8 Yellow) for each line of the first branch.\" width=\"380\" \/><\/span><\/figure>\n<\/li>\n<li><em>P<\/em>(<em>GG<\/em>) =[latex]\\left(\\frac{{5}}{{8}}\\right)\\left(\\frac{{5}}{{8}}\\right)=\\frac{{25}}{{64}}\\\\[\/latex]<\/li>\n<li><em>P<\/em>(at least one green) = <em>P<\/em>(<em>GG<\/em>) + <em>P<\/em>(<em>GY<\/em>) + <em>P<\/em>(<em>YG<\/em>) =\u00a0[latex]\\left(\\frac{{25}}{{64}}\\right)+\\left(\\frac{{15}}{{64}}\\right)+\\left(\\frac{{15}}{{64}}\\right)=\\frac{{55}}{{64}}\\\\[\/latex]<\/li>\n<li><em>P<\/em>(<em>G<\/em>|<em>G<\/em>) = <span id=\"MathJax-Element-567-Frame\" class=\"MathJax\"><span id=\"MathJax-Span-6893\" class=\"math\"><span id=\"MathJax-Span-6894\" class=\"mrow\"><span id=\"MathJax-Span-6895\" class=\"semantics\"><span id=\"MathJax-Span-6896\" class=\"mrow\"><span id=\"MathJax-Span-6897\" class=\"mrow\"><span id=\"MathJax-Span-6898\" class=\"mfrac\"><span id=\"MathJax-Span-6899\" class=\"mn\">5<\/span><span id=\"MathJax-Span-6900\" class=\"mn\">8<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<li>Yes, they are independent because the first card is placed back in the bag before the second card is drawn; the composition of cards in the bag remains the same from draw one to draw two.<\/li>\n<\/ol>\n<p>136.<\/p>\n<div class=\"exercise\">\n<section>\n<div class=\"problem\"><\/div>\n<div class=\"solution ui-solution-visible\">\n<section class=\"ui-body\">\n<ol id=\"fs-idp149290352\">\n<li>\n<table id=\"fs-idp154688496\" summary=\"\">\n<thead>\n<tr>\n<th><\/th>\n<th>&lt;20<\/th>\n<th>20\u201364<\/th>\n<th>&gt;64<\/th>\n<th>Totals<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Female<\/strong><\/td>\n<td>0.0244<\/td>\n<td>0.3954<\/td>\n<td>0.0661<\/td>\n<td>0.486<\/td>\n<\/tr>\n<tr>\n<td><strong>Male<\/strong><\/td>\n<td>0.0259<\/td>\n<td>0.4186<\/td>\n<td>0.0695<\/td>\n<td>0.514<\/td>\n<\/tr>\n<tr>\n<td><strong>Totals<\/strong><\/td>\n<td>0.0503<\/td>\n<td>0.8140<\/td>\n<td>0.1356<\/td>\n<td>1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/li>\n<li><em>P<\/em>(<em>F<\/em>) = 0.486<\/li>\n<li><em>P<\/em>(&gt;64|<em>F<\/em>) = 0.1361<\/li>\n<li><em>P<\/em>(&gt;64 and <em>F<\/em>) = <em>P<\/em>(<em>F<\/em>) <em>P<\/em>(&gt;64|<em>F<\/em>) = (0.486)(0.1361) = 0.0661<\/li>\n<li><em>P<\/em>(&gt;64|<em>F<\/em>) is the percentage of female drivers who are 65 or older and <em>P<\/em>(&gt;64 and <em>F<\/em>) is the percentage of drivers who are female and 65 or older.<\/li>\n<li><em>P<\/em>(&gt;<em>64<\/em>) = <em>P<\/em>(&gt;64 and <em>F<\/em>) + <em>P<\/em>(&gt;64 and <em>M<\/em>) = 0.1356<\/li>\n<li>No, being female and 65 or older are not mutually exclusive because they can occur at the same time P(&gt;64 and<em>F<\/em>) = 0.0661.<\/li>\n<\/ol>\n<p>138.<\/p>\n<ol id=\"fs-idp77575584\">\n<li>\n<table id=\"fs-idp116055648\" summary=\"\">\n<thead>\n<tr>\n<th>Car, Truck or Van<\/th>\n<th>Walk<\/th>\n<th>Public Transportation<\/th>\n<th>Other<\/th>\n<th>Totals<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Alone<\/strong><\/td>\n<td>0.7318<\/td>\n<\/tr>\n<tr>\n<td><strong>Not Alone<\/strong><\/td>\n<td>0.1332<\/td>\n<\/tr>\n<tr>\n<td><strong>Totals<\/strong><\/td>\n<td>0.8650<\/td>\n<td>0.0390<\/td>\n<td>0.0530<\/td>\n<td>0.0430<\/td>\n<td>1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/li>\n<li>If we assume that all walkers are alone and that none from the other two groups travel alone (which is a big assumption) we have: <em>P<\/em>(Alone) = 0.7318 + 0.0390 = 0.7708.<\/li>\n<li>Make the same assumptions as in (b) we have: (0.7708)(1,000) = 771<\/li>\n<li>(0.1332)(1,000) = 133<\/li>\n<\/ol>\n<p>140.<\/p>\n<div class=\"exercise\">\n<section>\n<div class=\"solution ui-solution-visible\">\n<section class=\"ui-body\">\n<table id=\"element-436s\" summary=\"This table is similar to above except all blank values are now filled in.\">\n<thead>\n<tr>\n<th>Homosexual\/Bisexual<\/th>\n<th>IV Drug User*<\/th>\n<th>Heterosexual Contact<\/th>\n<th>Other<\/th>\n<th>Totals<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Female<\/td>\n<td>0<\/td>\n<td>70<\/td>\n<td>136<\/td>\n<td>49<\/td>\n<td><strong>255<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Male<\/td>\n<td>2,146<\/td>\n<td>463<\/td>\n<td>60<\/td>\n<td>135<\/td>\n<td><strong>2,804<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Totals<\/td>\n<td><strong>2,146<\/strong><\/td>\n<td><strong>533<\/strong><\/td>\n<td><strong>196<\/strong><\/td>\n<td><strong>184<\/strong><\/td>\n<td><strong>3,059<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ol>\n<li>[latex]\\frac{{255}}{{3059}}\\\\[\/latex]<\/li>\n<li>[latex]\\frac{{196}}{{3059}}\\\\[\/latex]<\/li>\n<li>[latex]\\frac{{718}}{{3059}}\\\\[\/latex]<\/li>\n<li>0<\/li>\n<li>[latex]\\frac{{463}}{{3059}}\\\\[\/latex]<\/li>\n<li>[latex]\\frac{{136}}{{196}}\\\\[\/latex]<\/li>\n<li>\n<figure id=\"eip-idp75092976\"><span id=\"eip-idm12430048\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/132\/2016\/04\/21214428\/CNX_Stats_C03_M06_100N.jpg\" alt=\"\" width=\"350\" \/><\/span><\/figure>\n<\/li>\n<\/ol>\n<\/section>\n<\/div>\n<\/section>\n<\/div>\n<div class=\"exercise\"><\/div>\n<\/section>\n<\/div>\n<\/section>\n<\/div>\n<div class=\"exercise\"><\/div>\n<\/section>\n<\/div>\n<\/section>\n<\/div>\n<\/section>\n<\/div>\n<\/section>\n<p>&nbsp;<\/p>\n<section class=\"free-response\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\t\t\t <section class=\"citations-section\" role=\"contentinfo\">\n\t\t\t <h3>Candela Citations<\/h3>\n\t\t\t\t\t <div>\n\t\t\t\t\t\t <div id=\"citation-list-144\">\n\t\t\t\t\t\t\t <div class=\"licensing\"><div class=\"license-attribution-dropdown-subheading\">CC licensed content, Shared previously<\/div><ul class=\"citation-list\"><li>Introductory Statistics . <strong>Authored by<\/strong>: Barbara Illowski, Susan Dean. <strong>Provided by<\/strong>: Open Stax. <strong>Located at<\/strong>: <a target=\"_blank\" href=\"http:\/\/cnx.org\/contents\/30189442-6998-4686-ac05-ed152b91b9de@17.44\">http:\/\/cnx.org\/contents\/30189442-6998-4686-ac05-ed152b91b9de@17.44<\/a>. <strong>License<\/strong>: <em><a target=\"_blank\" rel=\"license\" href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">CC BY: Attribution<\/a><\/em>. <strong>License Terms<\/strong>: Download for free at http:\/\/cnx.org\/contents\/30189442-6998-4686-ac05-ed152b91b9de@17.44<\/li><\/ul><\/div>\n\t\t\t\t\t\t <\/div>\n\t\t\t\t\t <\/div>\n\t\t\t <\/section>","protected":false},"author":21,"menu_order":8,"template":"","meta":{"_candela_citation":"[{\"type\":\"cc\",\"description\":\"Introductory Statistics \",\"author\":\"Barbara Illowski, Susan Dean\",\"organization\":\"Open 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http:\/\/cnx.org\/contents\/30189442-6998-4686-ac05-ed152b91b9de@17.44\"}]","CANDELA_OUTCOMES_GUID":"","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-144","chapter","type-chapter","status-publish","hentry"],"part":122,"_links":{"self":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapters\/144","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/wp\/v2\/users\/21"}],"version-history":[{"count":5,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapters\/144\/revisions"}],"predecessor-version":[{"id":1656,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapters\/144\/revisions\/1656"}],"part":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/parts\/122"}],"metadata":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapters\/144\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/wp\/v2\/media?parent=144"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/pressbooks\/v2\/chapter-type?post=144"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/wp\/v2\/contributor?post=144"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-fmcc-introstats1\/wp-json\/wp\/v2\/license?post=144"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}