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    <title>topic Re: Stuck with a dependent and independent variables. Please help in Statistical Procedures</title>
    <link>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349665#M18326</link>
    <description>Are the variables dependent or independent?&lt;BR /&gt;</description>
    <pubDate>Thu, 13 Apr 2017 04:36:19 GMT</pubDate>
    <dc:creator>pacruz</dc:creator>
    <dc:date>2017-04-13T04:36:19Z</dc:date>
    <item>
      <title>Stuck with a dependent and independent variables. Please help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349656#M18324</link>
      <description>&lt;P&gt;&amp;nbsp;Use the file to test if humans and hybrid differ for 1.&amp;nbsp;Throughput and 2. Quality.&lt;/P&gt;&lt;TABLE&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD&gt;&lt;P&gt;Variable&lt;/P&gt;&lt;/TD&gt;&lt;TD&gt;&lt;P&gt;Columns&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;&lt;P&gt;Human throughput&lt;/P&gt;&lt;/TD&gt;&lt;TD&gt;&lt;P&gt;1-5&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;&lt;P&gt;hybrid throughput&lt;/P&gt;&lt;/TD&gt;&lt;TD&gt;&lt;P&gt;7-11&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;&lt;P&gt;Human quality&lt;/P&gt;&lt;/TD&gt;&lt;TD&gt;&lt;P&gt;13-16&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;&lt;P&gt;Hybrid quality&lt;/P&gt;&lt;/TD&gt;&lt;TD&gt;&lt;P&gt;18-21&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;Check the assumptions and determine statistical model&lt;/LI&gt;&lt;LI&gt;Find the test statistic and report p-value&lt;/LI&gt;&lt;LI&gt;Made a decision&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;So far I have the following code but let me know if this code is correct or if there is any other way to compare throughput and quality&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;data robot;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;infile 'C:\Users\\Downloads\gas.dat' dlm=',' firstobs=2;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;input HumT 1-5 HybT 7-11;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;diff=HumT-HybT;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc univariate data=robot normal;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;qqplot d /normal (mu=est sigma=est color=red 1=1);&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc ttest data=robot side=2 alpha=0.05 h0=0;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;Two dependent samples with paired t-test.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;For Ho: Uc – Ut = 0, t= 4.4689, and the p-value = 0.0231. The conclusion is to reject Ho and conclude that the reading human and hybrid throughput are significantly different.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;data robot;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;infile 'C:\Users\paul\Downloads\gas.dat' dlm=',' firstobs=2;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;input HumQ 13-16 HybQ 18-21;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;diff=HumQ-HybQ;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc univariate data=robot normal;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;qqplot d /normal (mu=est sigma=est color=red 1=1);&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc ttest data=robot side=2 alpha=0.05 h0=0;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;Here is the data:&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;185.4 180.4 .889 .997&lt;BR /&gt;146.3 248.5 .791 .959&lt;BR /&gt;174.4 185.5 .866 .821&lt;BR /&gt;184.9 216.4 .888 .914&lt;BR /&gt;240.0 269.3 .916 .973&lt;BR /&gt;253.8 249.6 .923 .925&lt;BR /&gt;238.8 282.0 .894 .912&lt;BR /&gt;263.5 315.9 .934 .965&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 13 Apr 2017 04:04:48 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349656#M18324</guid>
      <dc:creator>pacruz</dc:creator>
      <dc:date>2017-04-13T04:04:48Z</dc:date>
    </item>
    <item>
      <title>Re: Stuck with a dependent and independent variables. Please help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349661#M18325</link>
      <description>&lt;P&gt;I don't think this is correct statistically. Because you're taking a difference and testing if it's 0 that's a paired t-test and I suspect your data is not suitable for a paired test.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;BLOCKQUOTE&gt;&lt;HR /&gt;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/130858"&gt;@pacruz&lt;/a&gt; wrote:&lt;BR /&gt;
&lt;P&gt;&amp;nbsp;Use the file to test if humans and hybrid differ for 1.&amp;nbsp;Throughput and 2. Quality.&lt;/P&gt;
&lt;TABLE&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD&gt;
&lt;P&gt;Variable&lt;/P&gt;
&lt;/TD&gt;
&lt;TD&gt;
&lt;P&gt;Columns&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD&gt;
&lt;P&gt;Human throughput&lt;/P&gt;
&lt;/TD&gt;
&lt;TD&gt;
&lt;P&gt;1-5&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD&gt;
&lt;P&gt;hybrid throughput&lt;/P&gt;
&lt;/TD&gt;
&lt;TD&gt;
&lt;P&gt;7-11&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD&gt;
&lt;P&gt;Human quality&lt;/P&gt;
&lt;/TD&gt;
&lt;TD&gt;
&lt;P&gt;13-16&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD&gt;
&lt;P&gt;Hybrid quality&lt;/P&gt;
&lt;/TD&gt;
&lt;TD&gt;
&lt;P&gt;18-21&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Check the assumptions and determine statistical model&lt;/LI&gt;
&lt;LI&gt;Find the test statistic and report p-value&lt;/LI&gt;
&lt;LI&gt;Made a decision&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;So far I have the following code but let me know if this code is correct or if there is any other way to compare throughput and quality&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;data robot;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;infile 'C:\Users\\Downloads\gas.dat' dlm=',' firstobs=2;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;input HumT 1-5 HybT 7-11;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;diff=HumT-HybT;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc univariate data=robot normal;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;qqplot d /normal (mu=est sigma=est color=red 1=1);&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc ttest data=robot side=2 alpha=0.05 h0=0;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;Two dependent samples with paired t-test.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;For Ho: Uc – Ut = 0, t= 4.4689, and the p-value = 0.0231. The conclusion is to reject Ho and conclude that the reading human and hybrid throughput are significantly different.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;data robot;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;infile 'C:\Users\paul\Downloads\gas.dat' dlm=',' firstobs=2;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;input HumQ 13-16 HybQ 18-21;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;diff=HumQ-HybQ;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc univariate data=robot normal;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;qqplot d /normal (mu=est sigma=est color=red 1=1);&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;proc ttest data=robot side=2 alpha=0.05 h0=0;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;var diff;&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;run;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;Here is the data:&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN style="color: #2d3b45; font-family: LatoWeb, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;"&gt;185.4 180.4 .889 .997&lt;BR /&gt;146.3 248.5 .791 .959&lt;BR /&gt;174.4 185.5 .866 .821&lt;BR /&gt;184.9 216.4 .888 .914&lt;BR /&gt;240.0 269.3 .916 .973&lt;BR /&gt;253.8 249.6 .923 .925&lt;BR /&gt;238.8 282.0 .894 .912&lt;BR /&gt;263.5 315.9 .934 .965&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;HR /&gt;&lt;/BLOCKQUOTE&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 13 Apr 2017 04:21:18 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349661#M18325</guid>
      <dc:creator>Reeza</dc:creator>
      <dc:date>2017-04-13T04:21:18Z</dc:date>
    </item>
    <item>
      <title>Re: Stuck with a dependent and independent variables. Please help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349665#M18326</link>
      <description>Are the variables dependent or independent?&lt;BR /&gt;</description>
      <pubDate>Thu, 13 Apr 2017 04:36:19 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349665#M18326</guid>
      <dc:creator>pacruz</dc:creator>
      <dc:date>2017-04-13T04:36:19Z</dc:date>
    </item>
    <item>
      <title>Re: Stuck with a dependent and independent variables. Please help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349671#M18327</link>
      <description>&lt;BLOCKQUOTE&gt;&lt;HR /&gt;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/130858"&gt;@pacruz&lt;/a&gt; wrote:&lt;BR /&gt;Are the variables dependent or independent?&lt;BR /&gt;&lt;HR /&gt;&lt;/BLOCKQUOTE&gt;
&lt;P&gt;I don't know, I didn't run the data and your tests aren't the correct methodology.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;FYI - you should plot them as well.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 13 Apr 2017 05:10:48 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Stuck-with-a-dependent-and-independent-variables-Please-help/m-p/349671#M18327</guid>
      <dc:creator>Reeza</dc:creator>
      <dc:date>2017-04-13T05:10:48Z</dc:date>
    </item>
  </channel>
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