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<h1>G. LINEAR REGRESSION-Curve Fitting</h1>

<h2>1. Exact vs. Inexact Relations</h2>

<h2>2. The Ordinary Least Squares Formula</h2>

<p class=3DMsoNormal>We wish to estimate the coefficients in <sub><!--[if g=
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or
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<p class=3DMsoNormal>(See appendix for derivation)</p>

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<h2>3. Example</h2>

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<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>1=
<span
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style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>0</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>2=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>4</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>3=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>1</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>4=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>3<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>3<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>9</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>5=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>0<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>1</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>6=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>3<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>3<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>9<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>9<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>9</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>7=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp; </span>16<span style=3D'mso-spacerun:yes'=
>&nbsp;&nbsp;&nbsp;
</span>16<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>16</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>8=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>4</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>9=
<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>1<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>2<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>4<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span>1</p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;</span>10<span
style=3D'mso-spacerun:yes'>&nbsp; </span><u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>2</u><span
style=3D'mso-spacerun:yes'>&nbsp; </span><u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>1</u><span
style=3D'mso-spacerun:yes'>&nbsp; </span><u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>2</u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span><u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>1</u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span><u><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>4</u></p>

<p class=3DMsoNormal>sum 19 16<span style=3D'mso-spacerun:yes'>&nbsp;
</span>40<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>40<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>49</p>

<p class=3DMsoNormal>First copy <sub><!--[if gte vml 1]><v:shape id=3D"_x00=
00_i1037"
 type=3D"#_x0000_t75" style=3D'width:30.75pt;height:12.75pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image025.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D41 height=3D17
src=3D"252regrl_files/image026.gif" v:shapes=3D"_x0000_i1037"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1037"
  DrawAspect=3D"Content" ObjectID=3D"_1252335385">
 </o:OLEObject>
</xml><![endif]--><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1038" type=
=3D"#_x0000_t75"
 style=3D'width:48pt;height:18.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image027.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D64 height=3D25
src=3D"252regrl_files/image028.gif" v:shapes=3D"_x0000_i1038"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1038"
  DrawAspect=3D"Content" ObjectID=3D"_1252335386">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1039" type=3D"#_x0000_t75" style=3D'width:45.75pt;height:18.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image029.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D61 height=3D25
src=3D"252regrl_files/image030.gif" v:shapes=3D"_x0000_i1039"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1039"
  DrawAspect=3D"Content" ObjectID=3D"_1252335387">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1040" type=3D"#_x0000_t75" style=3D'width:54.75pt;height:18.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image031.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D73 height=3D25
src=3D"252regrl_files/image032.gif" v:shapes=3D"_x0000_i1040"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1040"
  DrawAspect=3D"Content" ObjectID=3D"_1252335388">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span><sub>=
<!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1041" type=3D"#_x0000_t75" style=3D'width:53.25pt;height:18.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image033.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D71 height=3D25
src=3D"252regrl_files/image034.gif" v:shapes=3D"_x0000_i1041"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1041"
  DrawAspect=3D"Content" ObjectID=3D"_1252335389">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1042" type=3D"#_x0000_t75" style=3D'width:53.25pt;height:18.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image035.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D71 height=3D25
src=3D"252regrl_files/image036.gif" v:shapes=3D"_x0000_i1042"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1042"
  DrawAspect=3D"Content" ObjectID=3D"_1252335390">
 </o:OLEObject>
</xml><![endif]--></p>

<p class=3DMsoNormal>Then compute means: <sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1043"
 type=3D"#_x0000_t75" style=3D'width:96pt;height:33pt' o:ole=3D"" fillcolor=
=3D"window">
 <v:imagedata src=3D"252regrl_files/image037.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D128 height=3D44
src=3D"252regrl_files/image038.gif" v:shapes=3D"_x0000_i1043"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1043"
  DrawAspect=3D"Content" ObjectID=3D"_1252335391">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1044" type=3D"#_x0000_t75" style=3D'width:92.25pt;height:33p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image039.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D123 height=3D44
src=3D"252regrl_files/image040.gif" v:shapes=3D"_x0000_i1044"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1044"
  DrawAspect=3D"Content" ObjectID=3D"_1252335392">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal>Use these to compute &#8216;Spare Parts&#8217;: <sub><=
!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1045" type=3D"#_x0000_t75" style=3D'width:186pt;height:20.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image041.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D248 height=3D27
src=3D"252regrl_files/image042.gif" v:shapes=3D"_x0000_i1045"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1045"
  DrawAspect=3D"Content" ObjectID=3D"_1252335393">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;</span=
><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1046" type=3D"#_x0000_t75" style=3D'width:206.25pt;height:20=
.25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image043.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D275 height=3D27
src=3D"252regrl_files/image044.gif" v:shapes=3D"_x0000_i1046"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1046"
  DrawAspect=3D"Content" ObjectID=3D"_1252335394">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>(Tota=
l Sum
of Squares) <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1047" type=3D"#_=
x0000_t75"
 style=3D'width:185.25pt;height:18.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image045.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D247 height=3D25
src=3D"252regrl_files/image046.gif" v:shapes=3D"_x0000_i1047"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1047"
  DrawAspect=3D"Content" ObjectID=3D"_1252335395">
 </o:OLEObject>
</xml><![endif]-->. </p>

<p class=3DMsoNormal>Note that <sub><!--[if gte vml 1]><v:shape id=3D"_x000=
0_i1048"
 type=3D"#_x0000_t75" style=3D'width:18.75pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image047.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D25 height=3D20
src=3D"252regrl_files/image048.gif" v:shapes=3D"_x0000_i1048"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1048"
  DrawAspect=3D"Content" ObjectID=3D"_1252335396">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1049" type=3D"#_x0000_t75" style=3D'width:18.75pt;height:17.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image049.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D25 height=3D23
src=3D"252regrl_files/image050.gif" v:shapes=3D"_x0000_i1049"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1049"
  DrawAspect=3D"Content" ObjectID=3D"_1252335397">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>must be pos=
itive,
while <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1050" type=3D"#_x0000_=
t75"
 style=3D'width:17.25pt;height:17.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image051.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D23 height=3D23
src=3D"252regrl_files/image052.gif" v:shapes=3D"_x0000_i1050"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1050"
  DrawAspect=3D"Content" ObjectID=3D"_1252335398">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>can be eith=
er
positive or negative. </p>

<p class=3DMsoNormal>We can compute the coefficients:</p>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1051" t=
ype=3D"#_x0000_t75"
 style=3D'width:182.25pt;height:39pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image053.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D243 height=3D52
src=3D"252regrl_files/image054.gif" v:shapes=3D"_x0000_i1051"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1051"
  DrawAspect=3D"Content" ObjectID=3D"_1252335399">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </spa=
n><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1052" type=3D"#_x0000_t75" style=3D'width:186.75pt;height:15=
.75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image055.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D249 height=3D21
src=3D"252regrl_files/image056.gif" v:shapes=3D"_x0000_i1052"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1052"
  DrawAspect=3D"Content" ObjectID=3D"_1252335400">
 </o:OLEObject>
</xml><![endif]--><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=
&nbsp;&nbsp;&nbsp;</span></p>

<p class=3DMsoNormal>So our regression equation is <sub><!--[if gte vml 1]>=
<v:shape
 id=3D"_x0000_i1053" type=3D"#_x0000_t75" style=3D'width:93pt;height:15pt' =
o:ole=3D"">
 <v:imagedata src=3D"252regrl_files/image057.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D124 height=3D20
src=3D"252regrl_files/image058.gif" v:shapes=3D"_x0000_i1053"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1053"
  DrawAspect=3D"Content" ObjectID=3D"_1252335401">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or <sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1054" type=3D"#_x0000_t75" style=3D'width:105.75pt;height:12=
pt' o:ole=3D"">
 <v:imagedata src=3D"252regrl_files/image059.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D141 height=3D16
src=3D"252regrl_files/image060.gif" v:shapes=3D"_x0000_i1054"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1054"
  DrawAspect=3D"Content" ObjectID=3D"_1252335402">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<b style=3D'mso-bidi-font-weight:normal'><span style=3D'font-size:12.0pt;
mso-bidi-font-size:10.0pt;font-family:Arial;mso-fareast-font-family:"Times =
New Roman";
mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways'>
</span></b>

<h2>4. <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1055" type=3D"#_x0000=
_t75"
 style=3D'width:17.25pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image061.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D23 height=3D20
src=3D"252regrl_files/image062.gif" v:shapes=3D"_x0000_i1055"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" ShapeID=3D"_x0000_i1055"
  DrawAspect=3D"Content" ObjectID=3D"_1252335403">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> the Coeffi=
cient
of Determination</h2>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1056" t=
ype=3D"#_x0000_t75"
 style=3D'width:74.25pt;height:12pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image063.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D99 height=3D16
src=3D"252regrl_files/image064.gif" v:shapes=3D"_x0000_i1056"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1056"
  DrawAspect=3D"Content" ObjectID=3D"_1252335404">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span><sub><!--[if gte vml 1]><v:s=
hape
 id=3D"_x0000_i1057" type=3D"#_x0000_t75" style=3D'width:51.75pt;height:17.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image065.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D69 height=3D23
src=3D"252regrl_files/image066.gif" v:shapes=3D"_x0000_i1057"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1057"
  DrawAspect=3D"Content" ObjectID=3D"_1252335406">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is Regressi=
on
(Explained) Sum of Squares.</p>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1058" t=
ype=3D"#_x0000_t75"
 style=3D'width:74.25pt;height:12pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image067.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D99 height=3D16
src=3D"252regrl_files/image068.gif" v:shapes=3D"_x0000_i1058"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1058"
  DrawAspect=3D"Content" ObjectID=3D"_1252335407">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is the Error
(Unexplained or Residual) Sum of Squares, and is defined as <sub><!--[if gt=
e vml 1]><v:shape
 id=3D"_x0000_i1059" type=3D"#_x0000_t75" style=3D'width:50.25pt;height:21.=
75pt'
 o:ole=3D"">
 <v:imagedata src=3D"252regrl_files/image069.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D67 height=3D29
src=3D"252regrl_files/image070.gif" v:shapes=3D"_x0000_i1059"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1059"
  DrawAspect=3D"Content" ObjectID=3D"_1252335408">
 </o:OLEObject>
</xml><![endif]-->, a formula that should never be used for computation.</p>

<h3><span style=3D'font-size:10.0pt;font-weight:normal'><sub><!--[if gte vm=
l 1]><v:shape
 id=3D"_x0000_i1060" type=3D"#_x0000_t75" style=3D'width:128.25pt;height:35=
.25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image071.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D171 height=3D47
src=3D"252regrl_files/image072.gif" v:shapes=3D"_x0000_i1060"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1060"
  DrawAspect=3D"Content" ObjectID=3D"_1252335409">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span></span><sub=
><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1061" type=3D"#_x0000_t75" style=3D'width:99.75pt;height:30.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image073.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D133 height=3D41
src=3D"252regrl_files/image074.gif" v:shapes=3D"_x0000_i1061"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1061"
  DrawAspect=3D"Content" ObjectID=3D"_1252335410">
 </o:OLEObject>
</xml><![endif]--><span style=3D'font-size:10.0pt;font-weight:normal'><o:p>=
</o:p></span></h3>

<h3><span style=3D'font-size:10.0pt;font-weight:normal'>An alternate formul=
a, if
no spare parts have been computed, is<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span><sub><!--[if gte vml 1]><v:s=
hape
 id=3D"_x0000_i1062" type=3D"#_x0000_t75" style=3D'width:132.75pt;height:39=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image075.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D177 height=3D52
src=3D"252regrl_files/image076.gif" v:shapes=3D"_x0000_i1062"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1062"
  DrawAspect=3D"Content" ObjectID=3D"_1252335411">
 </o:OLEObject>
</xml><![endif]--><o:p></o:p></span></h3>

<h3><span style=3D'font-size:10.0pt;font-weight:normal'><sub><!--[if gte vm=
l 1]><v:shape
 id=3D"_x0000_i1063" type=3D"#_x0000_t75" style=3D'width:36pt;height:14.25p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image077.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D48 height=3D19
src=3D"252regrl_files/image078.gif" v:shapes=3D"_x0000_i1063"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1063"
  DrawAspect=3D"Content" ObjectID=3D"_1252335412">
 </o:OLEObject>
</xml><![endif]-->. The coefficient of determination is the square of the
correlation. Note that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1064"
 type=3D"#_x0000_t75" style=3D'width:18.75pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image047.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D25 height=3D20
src=3D"252regrl_files/image048.gif" v:shapes=3D"_x0000_i1064"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1064"
  DrawAspect=3D"Content" ObjectID=3D"_1252335413">
 </o:OLEObject>
</xml><![endif]-->, <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1065" ty=
pe=3D"#_x0000_t75"
 style=3D'width:15pt;height:15pt' o:ole=3D"">
 <v:imagedata src=3D"252regrl_files/image079.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D20 height=3D20
src=3D"252regrl_files/image080.gif" v:shapes=3D"_x0000_i1065"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1065"
  DrawAspect=3D"Content" ObjectID=3D"_1252335414">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1066"
 type=3D"#_x0000_t75" style=3D'width:8.25pt;height:9pt' o:ole=3D"">
 <v:imagedata src=3D"252regrl_files/image081.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D11 height=3D12
src=3D"252regrl_files/image082.gif" v:shapes=3D"_x0000_i1066"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1066"
  DrawAspect=3D"Content" ObjectID=3D"_1252335415">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>all have th=
e same
sign.<o:p></o:p></span></h3>

<h1>H. LINEAR REGRESSION-Simple Regression</h1>

<h2>1. Fitting a Line</h2>

<h2>2. The Gauss Markov Theorem</h2>

<p class=3DMsoNormal>OLS is BLUE</p>

<h2>3. Standard Errors &#8211;<span style=3D'font-size:10.0pt;font-family:"=
Times New Roman"'>
</span><span style=3D'font-size:10.0pt;font-family:"Times New Roman";font-w=
eight:
normal'>The standard error is defined as </span><span style=3D'font-family:=
"Times New Roman";
font-weight:normal'><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1067" ty=
pe=3D"#_x0000_t75"
 style=3D'width:104.25pt;height:35.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image083.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D139 height=3D47
src=3D"252regrl_files/image084.gif" v:shapes=3D"_x0000_i1067"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1067"
  DrawAspect=3D"Content" ObjectID=3D"_1252335416">
 </o:OLEObject>
</xml><![endif]-->.</span><span style=3D'font-size:10.0pt;font-family:"Time=
s New Roman"'><o:p></o:p></span></h2>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1068" t=
ype=3D"#_x0000_t75"
 style=3D'width:161.25pt;height:30pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image085.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D215 height=3D40
src=3D"252regrl_files/image086.gif" v:shapes=3D"_x0000_i1068"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1068"
  DrawAspect=3D"Content" ObjectID=3D"_1252335417">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1069" type=3D"#_x0000_t75" style=3D'width:66pt;height:32.25p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image087.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D88 height=3D43
src=3D"252regrl_files/image088.gif" v:shapes=3D"_x0000_i1069"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1069"
  DrawAspect=3D"Content" ObjectID=3D"_1252335418">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal>Or, if no spare parts are available,<span
style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1070"
 type=3D"#_x0000_t75" style=3D'width:141.75pt;height:33pt' o:ole=3D"" fillc=
olor=3D"window">
 <v:imagedata src=3D"252regrl_files/image089.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D189 height=3D44
src=3D"252regrl_files/image090.gif" v:shapes=3D"_x0000_i1070"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1070"
  DrawAspect=3D"Content" ObjectID=3D"_1252335419">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span></p>

<p class=3DMsoNormal>Note also that if<span style=3D'mso-spacerun:yes'>&nbs=
p;
</span><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1071" type=3D"#_x0000=
_t75"
 style=3D'width:15pt;height:14.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image091.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D20 height=3D19
src=3D"252regrl_files/image092.gif" v:shapes=3D"_x0000_i1071"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1071"
  DrawAspect=3D"Content" ObjectID=3D"_1252335420">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is availabl=
e <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1072" type=3D"#_x0000_t75" style=3D'width:72.75pt;height:32.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image093.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D97 height=3D43
src=3D"252regrl_files/image094.gif" v:shapes=3D"_x0000_i1072"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1072"
  DrawAspect=3D"Content" ObjectID=3D"_1252335421">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal>Using data from G3<st1:PersonName w:st=3D"on">,</st1:P=
ersonName>
and using our spare parts <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i10=
73"
 type=3D"#_x0000_t75" style=3D'width:54pt;height:15pt' o:ole=3D"" fillcolor=
=3D"window">
 <v:imagedata src=3D"252regrl_files/image095.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D72 height=3D20
src=3D"252regrl_files/image096.gif" v:shapes=3D"_x0000_i1073"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1073"
  DrawAspect=3D"Content" ObjectID=3D"_1252335422">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1074" type=3D"#_x0000_t75" style=3D'width:81.75pt;height:17.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image097.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D109 height=3D23
src=3D"252regrl_files/image098.gif" v:shapes=3D"_x0000_i1074"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1074"
  DrawAspect=3D"Content" ObjectID=3D"_1252335423">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span><sub>=
<!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1075" type=3D"#_x0000_t75" style=3D'width:45.75pt;height:17.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image099.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D61 height=3D23
src=3D"252regrl_files/image100.gif" v:shapes=3D"_x0000_i1075"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1075"
  DrawAspect=3D"Content" ObjectID=3D"_1252335424">
 </o:OLEObject>
</xml><![endif]--><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1076" type=
=3D"#_x0000_t75"
 style=3D'width:354.75pt;height:33pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image101.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D473 height=3D44
src=3D"252regrl_files/image102.gif" v:shapes=3D"_x0000_i1076"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1076"
  DrawAspect=3D"Content" ObjectID=3D"_1252335425">
 </o:OLEObject>
</xml><![endif]--></p>

<h2>4. The Variance of <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1077"
 type=3D"#_x0000_t75" style=3D'width:12pt;height:15pt' o:ole=3D"" fillcolor=
=3D"window">
 <v:imagedata src=3D"252regrl_files/image103.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D16 height=3D20
src=3D"252regrl_files/image104.gif" v:shapes=3D"_x0000_i1077"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1077"
  DrawAspect=3D"Content" ObjectID=3D"_1252335426">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1078" type=3D"#_x0000_t75" style=3D'width:11.25pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image105.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1078"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1078"
  DrawAspect=3D"Content" ObjectID=3D"_1252335427">
 </o:OLEObject>
</xml><![endif]-->.</h2>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1079" t=
ype=3D"#_x0000_t75"
 style=3D'width:81pt;height:35.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image107.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D108 height=3D47
src=3D"252regrl_files/image108.gif" v:shapes=3D"_x0000_i1079"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1079"
  DrawAspect=3D"Content" ObjectID=3D"_1252335428">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1080" type=3D"#_x0000_t75" style=3D'width:63.75pt;height:33p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image109.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D85 height=3D44
src=3D"252regrl_files/image110.gif" v:shapes=3D"_x0000_i1080"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1080"
  DrawAspect=3D"Content" ObjectID=3D"_1252335429">
 </o:OLEObject>
</xml><![endif]--></p>

<h1>I. LINEAR REGRESSION-Confidence Intervals and Tests</h1>

<h2>1. Confidence Intervals for <sub><!--[if gte vml 1]><v:shape id=3D"_x00=
00_i1081"
 type=3D"#_x0000_t75" style=3D'width:12pt;height:15.75pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image111.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D16 height=3D21
src=3D"252regrl_files/image112.gif" v:shapes=3D"_x0000_i1081"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" ShapeID=3D"_x0000_i1081"
  DrawAspect=3D"Content" ObjectID=3D"_1252335430">
 </o:OLEObject>
</xml><![endif]-->.</h2>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1082" t=
ype=3D"#_x0000_t75"
 style=3D'width:63.75pt;height:17.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image113.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D85 height=3D23
src=3D"252regrl_files/image114.gif" v:shapes=3D"_x0000_i1082"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1082"
  DrawAspect=3D"Content" ObjectID=3D"_1252335431">
 </o:OLEObject>
</xml><![endif]--><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=
&nbsp;&nbsp;
</span><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1083" type=3D"#_x0000=
_t75"
 style=3D'width:42.75pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image115.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D57 height=3D20
src=3D"252regrl_files/image116.gif" v:shapes=3D"_x0000_i1083"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1083"
  DrawAspect=3D"Content" ObjectID=3D"_1252335432">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>The
interval can be made smaller by increasing either <sub><!--[if gte vml 1]><=
v:shape
 id=3D"_x0000_i1084" type=3D"#_x0000_t75" style=3D'width:9pt;height:9.75pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image117.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image118.gif" v:shapes=3D"_x0000_i1084"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1084"
  DrawAspect=3D"Content" ObjectID=3D"_1252335433">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or the amou=
nt of
variation in <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1085" type=3D"#=
_x0000_t75"
 style=3D'width:9pt;height:9.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image119.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image120.gif" v:shapes=3D"_x0000_i1085"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1085"
  DrawAspect=3D"Content" ObjectID=3D"_1252335434">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>.</p>

<b style=3D'mso-bidi-font-weight:normal'><span style=3D'font-size:12.0pt;
mso-bidi-font-size:10.0pt;font-family:Arial;mso-fareast-font-family:"Times =
New Roman";
mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways'>
</span></b>

<h2>2. Tests for <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1086" type=
=3D"#_x0000_t75"
 style=3D'width:12pt;height:15.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image111.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D16 height=3D21
src=3D"252regrl_files/image112.gif" v:shapes=3D"_x0000_i1086"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" ShapeID=3D"_x0000_i1086"
  DrawAspect=3D"Content" ObjectID=3D"_1252335435">
 </o:OLEObject>
</xml><![endif]-->.</h2>

<p class=3DMsoNormal>To test <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_=
i1087"
 type=3D"#_x0000_t75" style=3D'width:65.25pt;height:33pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image121.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D87 height=3D44
src=3D"252regrl_files/image122.gif" v:shapes=3D"_x0000_i1087"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1087"
  DrawAspect=3D"Content" ObjectID=3D"_1252335436">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>use <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1088" type=3D"#_x0000_t75" style=3D'width:51.75pt;height:32.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image123.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D69 height=3D43
src=3D"252regrl_files/image124.gif" v:shapes=3D"_x0000_i1088"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1088"
  DrawAspect=3D"Content" ObjectID=3D"_1252335437">
 </o:OLEObject>
</xml><![endif]-->. Remember <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_=
i1089"
 type=3D"#_x0000_t75" style=3D'width:17.25pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image125.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D23 height=3D20
src=3D"252regrl_files/image126.gif" v:shapes=3D"_x0000_i1089"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1089"
  DrawAspect=3D"Content" ObjectID=3D"_1252335438">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is most oft=
en
zero &#8211; and if the null hypothesis is false in that case we say that <=
sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1090" type=3D"#_x0000_t75" style=3D'width:12.75pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image127.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D17 height=3D20
src=3D"252regrl_files/image128.gif" v:shapes=3D"_x0000_i1090"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1090"
  DrawAspect=3D"Content" ObjectID=3D"_1252335439">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is signific=
ant.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>To continue the example in G3: <sub><!--[if gte vml 1]=
><v:shape
 id=3D"_x0000_i1091" type=3D"#_x0000_t75" style=3D'width:162pt;height:35.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image129.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D216 height=3D47
src=3D"252regrl_files/image130.gif" v:shapes=3D"_x0000_i1091"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1091"
  DrawAspect=3D"Content" ObjectID=3D"_1252335440">
 </o:OLEObject>
</xml><![endif]-->or<span style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1092" type=3D"#_x0000_t75" style=3D'width:317.25pt;height:36=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image131.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D423 height=3D48
src=3D"252regrl_files/image132.gif" v:shapes=3D"_x0000_i1092"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1092"
  DrawAspect=3D"Content" ObjectID=3D"_1252335441">
 </o:OLEObject>
</xml><![endif]--><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1093" type=
=3D"#_x0000_t75"
 style=3D'width:149.25pt;height:17.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image133.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D199 height=3D23
src=3D"252regrl_files/image134.gif" v:shapes=3D"_x0000_i1093"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1093"
  DrawAspect=3D"Content" ObjectID=3D"_1252335442">
 </o:OLEObject>
</xml><![endif]--><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;</span>We have already
computed<span style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml=
 1]><v:shape
 id=3D"_x0000_i1094" type=3D"#_x0000_t75" style=3D'width:51.75pt;height:17.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image135.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D69 height=3D23
src=3D"252regrl_files/image136.gif" v:shapes=3D"_x0000_i1094"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1094"
  DrawAspect=3D"Content" ObjectID=3D"_1252335443">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> which impl=
ies
that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1095" type=3D"#_x0000_t=
75"
 style=3D'width:141pt;height:33pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image137.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D188 height=3D44
src=3D"252regrl_files/image138.gif" v:shapes=3D"_x0000_i1095"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1095"
  DrawAspect=3D"Content" ObjectID=3D"_1252335444">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and<span
style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1096"
 type=3D"#_x0000_t75" style=3D'width:99pt;height:20.25pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image139.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D132 height=3D27
src=3D"252regrl_files/image140.gif" v:shapes=3D"_x0000_i1096"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1096"
  DrawAspect=3D"Content" ObjectID=3D"_1252335445">
 </o:OLEObject>
</xml><![endif]-->. </p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;</span>The sign=
ificance
test is now <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1097" type=3D"#_=
x0000_t75"
 style=3D'width:54.75pt;height:33pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image141.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D73 height=3D44
src=3D"252regrl_files/image142.gif" v:shapes=3D"_x0000_i1097"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1097"
  DrawAspect=3D"Content" ObjectID=3D"_1252335446">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1098" type=3D"#_x0000_t75" style=3D'width:90.75pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image143.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D121 height=3D20
src=3D"252regrl_files/image144.gif" v:shapes=3D"_x0000_i1098"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1098"
  DrawAspect=3D"Content" ObjectID=3D"_1252335447">
 </o:OLEObject>
</xml><![endif]-->. Assume that <sub><!--[if gte vml 1]><v:shape id=3D"_x00=
00_i1099"
 type=3D"#_x0000_t75" style=3D'width:32.25pt;height:12pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image145.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D43 height=3D16
src=3D"252regrl_files/image146.gif" v:shapes=3D"_x0000_i1099"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1099"
  DrawAspect=3D"Content" ObjectID=3D"_1252335448">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName><span
style=3D'mso-spacerun:yes'>&nbsp; </span>so that for a 2-sided test <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1100" type=3D"#_x0000_t75" style=3D'width:81pt;height:18.75p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image147.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D108 height=3D25
src=3D"252regrl_files/image148.gif" v:shapes=3D"_x0000_i1100"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1100"
  DrawAspect=3D"Content" ObjectID=3D"_1252335449">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and we reje=
ct the
null hypothesis if <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1101" typ=
e=3D"#_x0000_t75"
 style=3D'width:6.75pt;height:11.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image149.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D9 height=3D15
src=3D"252regrl_files/image150.gif" v:shapes=3D"_x0000_i1101"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1101"
  DrawAspect=3D"Content" ObjectID=3D"_1252335450">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is below
&#8211;2.306 or above 2.306. Since <sub><!--[if gte vml 1]><v:shape id=3D"_=
x0000_i1102"
 type=3D"#_x0000_t75" style=3D'width:114.75pt;height:32.25pt' o:ole=3D"" fi=
llcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image151.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D153 height=3D43
src=3D"252regrl_files/image152.gif" v:shapes=3D"_x0000_i1102"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1102"
  DrawAspect=3D"Content" ObjectID=3D"_1252335451">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is in the
rejection region<st1:PersonName w:st=3D"on">,</st1:PersonName> we say that =
<sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1103" type=3D"#_x0000_t75" style=3D'width:12.75pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image127.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D17 height=3D20
src=3D"252regrl_files/image128.gif" v:shapes=3D"_x0000_i1103"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1103"
  DrawAspect=3D"Content" ObjectID=3D"_1252335452">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is signific=
ant. A
further test says that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1104"
 type=3D"#_x0000_t75" style=3D'width:12.75pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image127.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D17 height=3D20
src=3D"252regrl_files/image128.gif" v:shapes=3D"_x0000_i1104"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1104"
  DrawAspect=3D"Content" ObjectID=3D"_1252335453">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is not
significantly different from 1.</p>

<p class=3DMsoNormal>If we want a confidence interval <sub><!--[if gte vml =
1]><v:shape
 id=3D"_x0000_i1105" type=3D"#_x0000_t75" style=3D'width:239.25pt;height:17=
.25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image153.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D319 height=3D23
src=3D"252regrl_files/image154.gif" v:shapes=3D"_x0000_i1105"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1105"
  DrawAspect=3D"Content" ObjectID=3D"_1252335454">
 </o:OLEObject>
</xml><![endif]-->. Note that this includes 1<st1:PersonName w:st=3D"on">,<=
/st1:PersonName>
but not zero.</p>

<p class=3DMsoNormal>Note that since <sub><!--[if gte vml 1]><v:shape id=3D=
"_x0000_i1106"
 type=3D"#_x0000_t75" style=3D'width:113.25pt;height:33pt' o:ole=3D"" fillc=
olor=3D"window">
 <v:imagedata src=3D"252regrl_files/image155.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D151 height=3D44
src=3D"252regrl_files/image156.gif" v:shapes=3D"_x0000_i1106"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1106"
  DrawAspect=3D"Content" ObjectID=3D"_1252335455">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp; </span><sub><!--[if gte=
 vml 1]><v:shape
 id=3D"_x0000_i1107" type=3D"#_x0000_t75" style=3D'width:152.25pt;height:41=
.25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image157.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D203 height=3D55
src=3D"252regrl_files/image158.gif" v:shapes=3D"_x0000_i1107"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1107"
  DrawAspect=3D"Content" ObjectID=3D"_1252335456">
 </o:OLEObject>
</xml><![endif]-->. This indicates that both the a large sample size<st1:Pe=
rsonName
w:st=3D"on">,</st1:PersonName> <sub><!--[if gte vml 1]><v:shape id=3D"_x000=
0_i1108"
 type=3D"#_x0000_t75" style=3D'width:9pt;height:9.75pt' o:ole=3D"" fillcolo=
r=3D"window">
 <v:imagedata src=3D"252regrl_files/image159.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image118.gif" v:shapes=3D"_x0000_i1108"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1108"
  DrawAspect=3D"Content" ObjectID=3D"_1252335457">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> and a large
variance of <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1109" type=3D"#_=
x0000_t75"
 style=3D'width:9pt;height:9.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image160.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image120.gif" v:shapes=3D"_x0000_i1109"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1109"
  DrawAspect=3D"Content" ObjectID=3D"_1252335458">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>will tend t=
o make
<sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1110" type=3D"#_x0000_t75" s=
tyle=3D'width:14.25pt;
 height:18.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image161.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D19 height=3D25
src=3D"252regrl_files/image162.gif" v:shapes=3D"_x0000_i1110"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1110"
  DrawAspect=3D"Content" ObjectID=3D"_1252335459">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>smaller and=
 thus
decrease the size of a confidence interval for <sub><!--[if gte vml 1]><v:s=
hape
 id=3D"_x0000_i1111" type=3D"#_x0000_t75" style=3D'width:12.75pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image163.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D17 height=3D20
src=3D"252regrl_files/image128.gif" v:shapes=3D"_x0000_i1111"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1111"
  DrawAspect=3D"Content" ObjectID=3D"_1252335460">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or increase=
 the
size<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>(and significance)
of<span style=3D'mso-spacerun:yes'>&nbsp; </span>the t-ratio. To put it more
negatively<st1:PersonName w:st=3D"on">,</st1:PersonName> small amounts of
variation in <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1112" type=3D"#=
_x0000_t75"
 style=3D'width:9pt;height:9.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image160.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image120.gif" v:shapes=3D"_x0000_i1112"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1112"
  DrawAspect=3D"Content" ObjectID=3D"_1252335461">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or small sa=
mple
sizes will tend to produce values of <sub><!--[if gte vml 1]><v:shape id=3D=
"_x0000_i1113"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image164.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1113"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1113"
  DrawAspect=3D"Content" ObjectID=3D"_1252335462">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>that are not
significant. The common sense interpretation of this statement is that we n=
eed
a lot of experience with what happens to <sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1114"
 type=3D"#_x0000_t75" style=3D'width:9.75pt;height:12pt' o:ole=3D"" fillcol=
or=3D"window">
 <v:imagedata src=3D"252regrl_files/image165.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D13 height=3D16
src=3D"252regrl_files/image166.gif" v:shapes=3D"_x0000_i1114"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1114"
  DrawAspect=3D"Content" ObjectID=3D"_1252335463">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>when we var=
y <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1115" type=3D"#_x0000_t75" style=3D'width:9pt;height:9.75pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image160.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D12 height=3D13
src=3D"252regrl_files/image120.gif" v:shapes=3D"_x0000_i1115"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1115"
  DrawAspect=3D"Content" ObjectID=3D"_1252335464">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>to be able =
to put
any confidence in our estimate of the slope of the equation that relates th=
em.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<b style=3D'mso-bidi-font-weight:normal'><span style=3D'font-size:12.0pt;
mso-bidi-font-size:10.0pt;font-family:Arial;mso-fareast-font-family:"Times =
New Roman";
mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways'>
</span></b>

<h2>3. Confidence Intervals and Tests for <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1116" type=3D"#_x0000_t75" style=3D'width:11.25pt;height:14.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image167.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D15 height=3D19
src=3D"252regrl_files/image168.gif" v:shapes=3D"_x0000_i1116"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation" ShapeID=3D"_x0000_i1116"
  DrawAspect=3D"Content" ObjectID=3D"_1252335465">
 </o:OLEObject>
</xml><![endif]--></h2>

<p class=3DMsoNormal>We are now testing <sub><!--[if gte vml 1]><v:shape id=
=3D"_x0000_i1117"
 type=3D"#_x0000_t75" style=3D'width:66.75pt;height:33pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image169.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D89 height=3D44
src=3D"252regrl_files/image170.gif" v:shapes=3D"_x0000_i1117"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1117"
  DrawAspect=3D"Content" ObjectID=3D"_1252335467">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>with<span
style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1118"
 type=3D"#_x0000_t75" style=3D'width:54pt;height:32.25pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image171.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D72 height=3D43
src=3D"252regrl_files/image172.gif" v:shapes=3D"_x0000_i1118"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1118"
  DrawAspect=3D"Content" ObjectID=3D"_1252335468">
 </o:OLEObject>
</xml><![endif]-->. </p>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1119" t=
ype=3D"#_x0000_t75"
 style=3D'width:297pt;height:35.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image173.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D396 height=3D47
src=3D"252regrl_files/image174.gif" v:shapes=3D"_x0000_i1119"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1119"
  DrawAspect=3D"Content" ObjectID=3D"_1252335469">
 </o:OLEObject>
</xml><![endif]-->.<span style=3D'mso-spacerun:yes'>&nbsp; </span>So <sub><=
!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1120" type=3D"#_x0000_t75" style=3D'width:99.75pt;height:20.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image175.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D133 height=3D27
src=3D"252regrl_files/image176.gif" v:shapes=3D"_x0000_i1120"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1120"
  DrawAspect=3D"Content" ObjectID=3D"_1252335470">
 </o:OLEObject>
</xml><![endif]-->. If we are testing <sub><!--[if gte vml 1]><v:shape id=
=3D"_x0000_i1121"
 type=3D"#_x0000_t75" style=3D'width:56.25pt;height:33pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image177.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D75 height=3D44
src=3D"252regrl_files/image178.gif" v:shapes=3D"_x0000_i1121"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1121"
  DrawAspect=3D"Content" ObjectID=3D"_1252335471">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1122" type=3D"#_x0000_t75" style=3D'width:114pt;height:32.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image179.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D152 height=3D43
src=3D"252regrl_files/image180.gif" v:shapes=3D"_x0000_i1122"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1122"
  DrawAspect=3D"Content" ObjectID=3D"_1252335472">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>. Since the
rejection region is the same as in I2<st1:PersonName w:st=3D"on">,</st1:Per=
sonName>
we accept the null hypothesis and say that <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1123" type=3D"#_x0000_t75" style=3D'width:14.25pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image181.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D19 height=3D20
src=3D"252regrl_files/image182.gif" v:shapes=3D"_x0000_i1123"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1123"
  DrawAspect=3D"Content" ObjectID=3D"_1252335473">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is not
significant. A confidence interval would be <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1124" type=3D"#_x0000_t75" style=3D'width:240pt;height:17.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image183.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D320 height=3D23
src=3D"252regrl_files/image184.gif" v:shapes=3D"_x0000_i1124"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1124"
  DrawAspect=3D"Content" ObjectID=3D"_1252335474">
 </o:OLEObject>
</xml><![endif]--></p>

<p class=3DMsoNormal>A common way to summarize our results is<st1:PersonName
w:st=3D"on">,</st1:PersonName> <sub><!--[if gte vml 1]><v:shape id=3D"_x000=
0_i1125"
 type=3D"#_x0000_t75" style=3D'width:108pt;height:33pt' o:ole=3D"" fillcolo=
r=3D"window">
 <v:imagedata src=3D"252regrl_files/image185.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img width=3D144 height=3D44
src=3D"252regrl_files/image186.gif" v:shapes=3D"_x0000_i1125"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1125"
  DrawAspect=3D"Content" ObjectID=3D"_1252335475">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>. The equat=
ion is
written with the standard deviations below the equation. For a Minitab prin=
tout
example of a simple regression problem<st1:PersonName w:st=3D"on">,</st1:Pe=
rsonName>
see <a href=3D"http://courses.wcupa.edu/rbove/eco252/252regrex1l.doc">252re=
grex1</a>.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<h2>4. Prediction and Confidence Intervals for <sub><!--[if gte vml 1]><v:s=
hape
 id=3D"_x0000_i1126" type=3D"#_x0000_t75" style=3D'width:9pt;height:11.25pt=
' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image187.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D12 height=3D15
src=3D"252regrl_files/image188.gif" v:shapes=3D"_x0000_i1126"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation" ShapeID=3D"_x0000_i1126"
  DrawAspect=3D"Content" ObjectID=3D"_1252335476">
 </o:OLEObject>
</xml><![endif]--></h2>

<p class=3DMsoNormal>The Confidence Interval is<span
style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1127"
 type=3D"#_x0000_t75" style=3D'width:60.75pt;height:18.75pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image189.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D81 height=3D25
src=3D"252regrl_files/image190.gif" v:shapes=3D"_x0000_i1127"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1127"
  DrawAspect=3D"Content" ObjectID=3D"_1252335477">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><st1:Person=
Name
w:st=3D"on">,</st1:PersonName> where<span style=3D'mso-spacerun:yes'>&nbsp;=
 </span><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1128" type=3D"#_x0000_t75" style=3D'width:105pt;height:39pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image191.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D140 height=3D52
src=3D"252regrl_files/image192.gif" v:shapes=3D"_x0000_i1128"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1128"
  DrawAspect=3D"Content" ObjectID=3D"_1252335478">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and the
Prediction Interval is <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1129"
 type=3D"#_x0000_t75" style=3D'width:56.25pt;height:17.25pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image193.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D75 height=3D23
src=3D"252regrl_files/image194.gif" v:shapes=3D"_x0000_i1129"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1129"
  DrawAspect=3D"Content" ObjectID=3D"_1252335479">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><st1:Person=
Name
w:st=3D"on">,</st1:PersonName> where<span style=3D'mso-spacerun:yes'>&nbsp;=
 </span><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1130" type=3D"#_x0000_t75" style=3D'width:117pt;height:39pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image195.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D156 height=3D52
src=3D"252regrl_files/image196.gif" v:shapes=3D"_x0000_i1130"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1130"
  DrawAspect=3D"Content" ObjectID=3D"_1252335480">
 </o:OLEObject>
</xml><![endif]-->. In these two formulas<st1:PersonName w:st=3D"on">,</st1=
:PersonName>
for some specific <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1131" type=
=3D"#_x0000_t75"
 style=3D'width:15.75pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image197.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D21 height=3D20
src=3D"252regrl_files/image198.gif" v:shapes=3D"_x0000_i1131"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1131"
  DrawAspect=3D"Content" ObjectID=3D"_1252335483">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span><st1:Person=
Name
w:st=3D"on">,</st1:PersonName> <sub><!--[if gte vml 1]><v:shape id=3D"_x000=
0_i1132"
 type=3D"#_x0000_t75" style=3D'width:63pt;height:17.25pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image199.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D84 height=3D23
src=3D"252regrl_files/image200.gif" v:shapes=3D"_x0000_i1132"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1132"
  DrawAspect=3D"Content" ObjectID=3D"_1252335486">
 </o:OLEObject>
</xml><![endif]-->. For example<st1:PersonName w:st=3D"on">,</st1:PersonNam=
e>
assume that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1133" type=3D"#_=
x0000_t75"
 style=3D'width:32.25pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image201.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D43 height=3D20
src=3D"252regrl_files/image202.gif" v:shapes=3D"_x0000_i1133"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1133"
  DrawAspect=3D"Content" ObjectID=3D"_1252335487">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>so that for=
 the
results in G3<st1:PersonName w:st=3D"on">,</st1:PersonName> <sub><!--[if gt=
e vml 1]><v:shape
 id=3D"_x0000_i1134" type=3D"#_x0000_t75" style=3D'width:131.25pt;height:17=
.25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image203.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D175 height=3D23
src=3D"252regrl_files/image204.gif" v:shapes=3D"_x0000_i1134"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1134"
  DrawAspect=3D"Content" ObjectID=3D"_1252335488">
 </o:OLEObject>
</xml><![endif]-->. Then <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i113=
5"
 type=3D"#_x0000_t75" style=3D'width:249pt;height:39pt' o:ole=3D"" fillcolo=
r=3D"window">
 <v:imagedata src=3D"252regrl_files/image205.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D332 height=3D52
src=3D"252regrl_files/image206.gif" v:shapes=3D"_x0000_i1135"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1135"
  DrawAspect=3D"Content" ObjectID=3D"_1252335489">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1136" type=3D"#_x0000_t75" style=3D'width:87.75pt;height:20.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image207.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D117 height=3D27
src=3D"252regrl_files/image208.gif" v:shapes=3D"_x0000_i1136"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1136"
  DrawAspect=3D"Content" ObjectID=3D"_1252335490">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> so that the
confidence interval is <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1137"
 type=3D"#_x0000_t75" style=3D'width:224.25pt;height:18.75pt' o:ole=3D"" fi=
llcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image209.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D299 height=3D25
src=3D"252regrl_files/image210.gif" v:shapes=3D"_x0000_i1137"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1137"
  DrawAspect=3D"Content" ObjectID=3D"_1252335491">
 </o:OLEObject>
</xml><![endif]-->. This represents a confidence interval for the average v=
alue
that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1138" type=3D"#_x0000_t=
75"
 style=3D'width:9.75pt;height:11.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image211.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D15
src=3D"252regrl_files/image016.gif" v:shapes=3D"_x0000_i1138"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1138"
  DrawAspect=3D"Content" ObjectID=3D"_1252335492">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>will take w=
hen <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1139" type=3D"#_x0000_t75" style=3D'width:27pt;height:12pt' =
o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image212.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D36 height=3D16
src=3D"252regrl_files/image213.gif" v:shapes=3D"_x0000_i1139"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1139"
  DrawAspect=3D"Content" ObjectID=3D"_1252335493">
 </o:OLEObject>
</xml><![endif]-->.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </sp=
an>For
the same data <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1140" type=3D"=
#_x0000_t75"
 style=3D'width:272.25pt;height:39pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image214.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D363 height=3D52
src=3D"252regrl_files/image215.gif" v:shapes=3D"_x0000_i1140"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1140"
  DrawAspect=3D"Content" ObjectID=3D"_1252335494">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1141"
 type=3D"#_x0000_t75" style=3D'width:84.75pt;height:18pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image216.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D113 height=3D24
src=3D"252regrl_files/image217.gif" v:shapes=3D"_x0000_i1141"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1141"
  DrawAspect=3D"Content" ObjectID=3D"_1252335495">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> so that<sp=
an
style=3D'mso-spacerun:yes'>&nbsp; </span>the prediction interval is <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1142" type=3D"#_x0000_t75" style=3D'width:219pt;height:17.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image218.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D292 height=3D23
src=3D"252regrl_files/image219.gif" v:shapes=3D"_x0000_i1142"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1142"
  DrawAspect=3D"Content" ObjectID=3D"_1252335496">
 </o:OLEObject>
</xml><![endif]-->. This is a confidence interval for the value that <sub><=
!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1143" type=3D"#_x0000_t75" style=3D'width:9.75pt;height:11.2=
5pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image211.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D15
src=3D"252regrl_files/image016.gif" v:shapes=3D"_x0000_i1143"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1143"
  DrawAspect=3D"Content" ObjectID=3D"_1252335497">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>will take i=
n a
particular instance when <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i114=
4"
 type=3D"#_x0000_t75" style=3D'width:27pt;height:12pt' o:ole=3D"" fillcolor=
=3D"window">
 <v:imagedata src=3D"252regrl_files/image212.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D36 height=3D16
src=3D"252regrl_files/image213.gif" v:shapes=3D"_x0000_i1144"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1144"
  DrawAspect=3D"Content" ObjectID=3D"_1252335498">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'>Ignore the re=
mainder
of this document unless you have had calculus!<o:p></o:p></b></p>

<b style=3D'mso-bidi-font-weight:normal'><u><span style=3D'font-size:12.0pt;
mso-bidi-font-size:10.0pt;font-family:Arial;mso-fareast-font-family:"Times =
New Roman";
mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways'>
</span></u></b>

<h1>Appendix to G2&#8211; Explanation of OLS Formula</h1>

<p class=3DMsoNormal>Assume that we have three points: <sub><!--[if gte vml=
 1]><v:shape
 id=3D"_x0000_i1145" type=3D"#_x0000_t75" style=3D'width:120.75pt;height:15=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image220.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D161 height=3D20
src=3D"252regrl_files/image221.gif" v:shapes=3D"_x0000_i1145"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1145"
  DrawAspect=3D"Content" ObjectID=3D"_1252335499">
 </o:OLEObject>
</xml><![endif]-->. We wish to fit a regression line to these points<st1:Pe=
rsonName
w:st=3D"on">,</st1:PersonName> with the equation <sub><!--[if gte vml 1]><v=
:shape
 id=3D"_x0000_i1146" type=3D"#_x0000_t75" style=3D'width:57pt;height:17.25p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image003.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D76 height=3D23
src=3D"252regrl_files/image004.gif" v:shapes=3D"_x0000_i1146"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1146"
  DrawAspect=3D"Content" ObjectID=3D"_1252335500">
 </o:OLEObject>
</xml><![endif]-->and the characteristic that the sum of squares<st1:Person=
Name
w:st=3D"on">,</st1:PersonName> <sub><!--[if gte vml 1]><v:shape id=3D"_x000=
0_i1147"
 type=3D"#_x0000_t75" style=3D'width:1in;height:21.75pt' o:ole=3D"" fillcol=
or=3D"window">
 <v:imagedata src=3D"252regrl_files/image222.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D96 height=3D29
src=3D"252regrl_files/image223.gif" v:shapes=3D"_x0000_i1147"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1147"
  DrawAspect=3D"Content" ObjectID=3D"_1252335501">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is a
minimum.<span style=3D'mso-spacerun:yes'>&nbsp; </span>If we imagine that t=
here
is a 'true' regression line <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i=
1148"
 type=3D"#_x0000_t75" style=3D'width:75.75pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image001.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D101 height=3D20
src=3D"252regrl_files/image002.gif" v:shapes=3D"_x0000_i1148"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1148"
  DrawAspect=3D"Content" ObjectID=3D"_1252335502">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;</span>we can
consider <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1149" type=3D"#_x00=
00_t75"
 style=3D'width:39pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image224.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D52 height=3D20
src=3D"252regrl_files/image225.gif" v:shapes=3D"_x0000_i1149"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1149"
  DrawAspect=3D"Content" ObjectID=3D"_1252335503">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>to be estim=
ates
of <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1150" type=3D"#_x0000_t75"
 style=3D'width:42.75pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image226.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D57 height=3D20
src=3D"252regrl_files/image227.gif" v:shapes=3D"_x0000_i1150"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1150"
  DrawAspect=3D"Content" ObjectID=3D"_1252335506">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span=
>Let
us make the definition <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1151"
 type=3D"#_x0000_t75" style=3D'width:41.25pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image228.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D55 height=3D20
src=3D"252regrl_files/image229.gif" v:shapes=3D"_x0000_i1151"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1151"
  DrawAspect=3D"Content" ObjectID=3D"_1252335509">
 </o:OLEObject>
</xml><![endif]-->. Note that if we substitute our equation for <sub><!--[i=
f gte vml 1]><v:shape
 id=3D"_x0000_i1152" type=3D"#_x0000_t75" style=3D'width:9.75pt;height:14.2=
5pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image230.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D19
src=3D"252regrl_files/image231.gif" v:shapes=3D"_x0000_i1152"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1152"
  DrawAspect=3D"Content" ObjectID=3D"_1252335512">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> we find th=
at <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1153" type=3D"#_x0000_t75" style=3D'width:102pt;height:17.25=
pt' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image232.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D136 height=3D23
src=3D"252regrl_files/image233.gif" v:shapes=3D"_x0000_i1153"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1153"
  DrawAspect=3D"Content" ObjectID=3D"_1252335515">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> or <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1154" type=3D"#_x0000_t75" style=3D'width:71.25pt;height:15p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image234.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D95 height=3D20
src=3D"252regrl_files/image235.gif" v:shapes=3D"_x0000_i1154"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1154"
  DrawAspect=3D"Content" ObjectID=3D"_1252335518">
 </o:OLEObject>
</xml><![endif]-->. This has two consequences: First the sum of squares can=
 be
written as <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1155" type=3D"#_x=
0000_t75"
 style=3D'width:195pt;height:21.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image236.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D260 height=3D29
src=3D"252regrl_files/image237.gif" v:shapes=3D"_x0000_i1155"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1155"
  DrawAspect=3D"Content" ObjectID=3D"_1252335521">
 </o:OLEObject>
</xml><![endif]-->; and second<st1:PersonName w:st=3D"on">,</st1:PersonName=
> that
if we fit the line so that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1=
156"
 type=3D"#_x0000_t75" style=3D'width:36.75pt;height:18.75pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image238.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D49 height=3D25
src=3D"252regrl_files/image239.gif" v:shapes=3D"_x0000_i1156"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1156"
  DrawAspect=3D"Content" ObjectID=3D"_1252335524">
 </o:OLEObject>
</xml><![endif]-->or the mean of <sub><!--[if gte vml 1]><v:shape id=3D"_x0=
000_i1157"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:12pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image240.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D16
src=3D"252regrl_files/image241.gif" v:shapes=3D"_x0000_i1157"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1157"
  DrawAspect=3D"Content" ObjectID=3D"_1252335527">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1158"
 type=3D"#_x0000_t75" style=3D'width:9.75pt;height:14.25pt' o:ole=3D"" fill=
color=3D"window">
 <v:imagedata src=3D"252regrl_files/image242.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D19
src=3D"252regrl_files/image231.gif" v:shapes=3D"_x0000_i1158"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1158"
  DrawAspect=3D"Content" ObjectID=3D"_1252335530">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is the same=
 we
have <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1159" type=3D"#_x0000_t=
75"
 style=3D'width:48.75pt;height:14.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image243.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D65 height=3D19
src=3D"252regrl_files/image244.gif" v:shapes=3D"_x0000_i1159"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1159"
  DrawAspect=3D"Content" ObjectID=3D"_1252335533">
 </o:OLEObject>
</xml><![endif]-->. Now if we subtract the equation for <sub><!--[if gte vm=
l 1]><v:shape
 id=3D"_x0000_i1160" type=3D"#_x0000_t75" style=3D'width:12pt;height:15pt' =
o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image245.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D16 height=3D20
src=3D"252regrl_files/image246.gif" v:shapes=3D"_x0000_i1160"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1160"
  DrawAspect=3D"Content" ObjectID=3D"_1252335536">
 </o:OLEObject>
</xml><![endif]-->from the equation for <sub><!--[if gte vml 1]><v:shape id=
=3D"_x0000_i1161"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:12pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image240.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D16
src=3D"252regrl_files/image241.gif" v:shapes=3D"_x0000_i1161"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1161"
  DrawAspect=3D"Content" ObjectID=3D"_1252335539">
 </o:OLEObject>
</xml><![endif]-->we find<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </sp=
an><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1162" type=3D"#_x0000_t75" style=3D'width:105pt;height:48pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image247.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D140 height=3D64
src=3D"252regrl_files/image248.gif" v:shapes=3D"_x0000_i1162"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1162"
  DrawAspect=3D"Content" ObjectID=3D"_1252335540">
 </o:OLEObject>
</xml><![endif]-->.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>Now=
 let
us measure <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1163" type=3D"#_x=
0000_t75"
 style=3D'width:12pt;height:11.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image249.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D16 height=3D15
src=3D"252regrl_files/image018.gif" v:shapes=3D"_x0000_i1163"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1163"
  DrawAspect=3D"Content" ObjectID=3D"_1252335543">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1164"
 type=3D"#_x0000_t75" style=3D'width:9.75pt;height:11.25pt' o:ole=3D"" fill=
color=3D"window">
 <v:imagedata src=3D"252regrl_files/image250.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D15
src=3D"252regrl_files/image016.gif" v:shapes=3D"_x0000_i1164"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1164"
  DrawAspect=3D"Content" ObjectID=3D"_1252335546">
 </o:OLEObject>
</xml><![endif]-->as deviations from the mean<st1:PersonName w:st=3D"on">,<=
/st1:PersonName>
replacing <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1165" type=3D"#_x0=
000_t75"
 style=3D'width:12pt;height:11.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image251.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D16 height=3D15
src=3D"252regrl_files/image018.gif" v:shapes=3D"_x0000_i1165"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1165"
  DrawAspect=3D"Content" ObjectID=3D"_1252335549">
 </o:OLEObject>
</xml><![endif]-->with <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1166"
 type=3D"#_x0000_t75" style=3D'width:50.25pt;height:14.25pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image252.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D67 height=3D19
src=3D"252regrl_files/image253.gif" v:shapes=3D"_x0000_i1166"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1166"
  DrawAspect=3D"Content" ObjectID=3D"_1252335552">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1167"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:12pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image254.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D16
src=3D"252regrl_files/image241.gif" v:shapes=3D"_x0000_i1167"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1167"
  DrawAspect=3D"Content" ObjectID=3D"_1252335555">
 </o:OLEObject>
</xml><![endif]-->with <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1168"
 type=3D"#_x0000_t75" style=3D'width:44.25pt;height:14.25pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image255.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D59 height=3D19
src=3D"252regrl_files/image256.gif" v:shapes=3D"_x0000_i1168"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1168"
  DrawAspect=3D"Content" ObjectID=3D"_1252335558">
 </o:OLEObject>
</xml><![endif]-->. This means that <sub><!--[if gte vml 1]><v:shape id=3D"=
_x0000_i1169"
 type=3D"#_x0000_t75" style=3D'width:51pt;height:17.25pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image257.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D68 height=3D23
src=3D"252regrl_files/image258.gif" v:shapes=3D"_x0000_i1169"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1169"
  DrawAspect=3D"Content" ObjectID=3D"_1252335561">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or <sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1170" type=3D"#_x0000_t75" style=3D'width:51pt;height:17.25p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image259.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D68 height=3D23
src=3D"252regrl_files/image260.gif" v:shapes=3D"_x0000_i1170"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1170"
  DrawAspect=3D"Content" ObjectID=3D"_1252335564">
 </o:OLEObject>
</xml><![endif]-->. If we substitute this expression in our sum of squares<=
st1:PersonName
w:st=3D"on">,</st1:PersonName> we find that <sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1171" type=3D"#_x0000_t75" style=3D'width:117.75pt;height:21=
.75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image261.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D157 height=3D29
src=3D"252regrl_files/image262.gif" v:shapes=3D"_x0000_i1171"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1171"
  DrawAspect=3D"Content" ObjectID=3D"_1252335567">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span=
>Now
write this expression out in terms of our three points and differentiate it=
 to
minimize <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1172" type=3D"#_x00=
00_t75"
 style=3D'width:15pt;height:12pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image263.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D20 height=3D16
src=3D"252regrl_files/image264.gif" v:shapes=3D"_x0000_i1172"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1172"
  DrawAspect=3D"Content" ObjectID=3D"_1252335571">
 </o:OLEObject>
</xml><![endif]-->with respect to <sub><!--[if gte vml 1]><v:shape id=3D"_x=
0000_i1173"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image265.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1173"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1173"
  DrawAspect=3D"Content" ObjectID=3D"_1252335574">
 </o:OLEObject>
</xml><![endif]-->.<span style=3D'mso-spacerun:yes'>&nbsp; </span>To do thi=
s<st1:PersonName
w:st=3D"on">,</st1:PersonName> recall that <sub><!--[if gte vml 1]><v:shape=
 id=3D"_x0000_i1174"
 type=3D"#_x0000_t75" style=3D'width:11.25pt;height:15pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image266.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1174"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1174"
  DrawAspect=3D"Content" ObjectID=3D"_1252335577">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>is our unkn=
own
and that the <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1175" type=3D"#=
_x0000_t75"
 style=3D'width:12pt;height:11.25pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image267.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D16 height=3D15
src=3D"252regrl_files/image018.gif" v:shapes=3D"_x0000_i1175"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1175"
  DrawAspect=3D"Content" ObjectID=3D"_1252335580">
 </o:OLEObject>
</xml><![endif]-->s and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1176"
 type=3D"#_x0000_t75" style=3D'width:9.75pt;height:11.25pt' o:ole=3D"" fill=
color=3D"window">
 <v:imagedata src=3D"252regrl_files/image268.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D13 height=3D15
src=3D"252regrl_files/image016.gif" v:shapes=3D"_x0000_i1176"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1176"
  DrawAspect=3D"Content" ObjectID=3D"_1252335583">
 </o:OLEObject>
</xml><![endif]-->s are numbers (constants!)<st1:PersonName w:st=3D"on">,</=
st1:PersonName>
so that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1177" type=3D"#_x000=
0_t75"
 style=3D'width:72.75pt;height:18.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image269.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D97 height=3D25
src=3D"252regrl_files/image270.gif" v:shapes=3D"_x0000_i1177"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1177"
  DrawAspect=3D"Content" ObjectID=3D"_1252335584">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>and <sub><!=
--[if gte vml 1]><v:shape
 id=3D"_x0000_i1178" type=3D"#_x0000_t75" style=3D'width:87pt;height:18.75p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image271.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D116 height=3D25
src=3D"252regrl_files/image272.gif" v:shapes=3D"_x0000_i1178"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1178"
  DrawAspect=3D"Content" ObjectID=3D"_1252335585">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1179" t=
ype=3D"#_x0000_t75"
 style=3D'width:323.25pt;height:39pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image273.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D431 height=3D52
src=3D"252regrl_files/image274.gif" v:shapes=3D"_x0000_i1179"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1179"
  DrawAspect=3D"Content" ObjectID=3D"_1252335586">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal>If we now take a derivative of this expression with re=
spect
to <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1180" type=3D"#_x0000_t75"
 style=3D'width:11.25pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image275.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1180"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1180"
  DrawAspect=3D"Content" ObjectID=3D"_1252335587">
 </o:OLEObject>
</xml><![endif]-->and set it equal to zero to find a minimum<st1:PersonName
w:st=3D"on">,</st1:PersonName> we find that:</p>

<p class=3DMsoNormal><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span=
><sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1181" type=3D"#_x0000_t75" style=3D'width:309pt;height:39pt'=
 o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image276.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D412 height=3D52
src=3D"252regrl_files/image277.gif" v:shapes=3D"_x0000_i1181"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1181"
  DrawAspect=3D"Content" ObjectID=3D"_1252335588">
 </o:OLEObject>
</xml><![endif]-->. </p>

<p class=3DMsoNormal>But if <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i=
1182"
 type=3D"#_x0000_t75" style=3D'width:96pt;height:18.75pt' o:ole=3D"" fillco=
lor=3D"window">
 <v:imagedata src=3D"252regrl_files/image278.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D128 height=3D25
src=3D"252regrl_files/image279.gif" v:shapes=3D"_x0000_i1182"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1182"
  DrawAspect=3D"Content" ObjectID=3D"_1252335589">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> then <sub>=
<!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1183" type=3D"#_x0000_t75" style=3D'width:84pt;height:18.75p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image280.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D112 height=3D25
src=3D"252regrl_files/image281.gif" v:shapes=3D"_x0000_i1183"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1183"
  DrawAspect=3D"Content" ObjectID=3D"_1252335592">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or<span
style=3D'mso-spacerun:yes'>&nbsp; </span><sub><!--[if gte vml 1]><v:shape i=
d=3D"_x0000_i1184"
 type=3D"#_x0000_t75" style=3D'width:78.75pt;height:18.75pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image282.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D105 height=3D25
src=3D"252regrl_files/image283.gif" v:shapes=3D"_x0000_i1184"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1184"
  DrawAspect=3D"Content" ObjectID=3D"_1252335595">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or <sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1185" type=3D"#_x0000_t75" style=3D'width:78.75pt;height:18.=
75pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image284.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D105 height=3D25
src=3D"252regrl_files/image285.gif" v:shapes=3D"_x0000_i1185"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1185"
  DrawAspect=3D"Content" ObjectID=3D"_1252335598">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> so that if=
 we
solve for <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1186" type=3D"#_x0=
000_t75"
 style=3D'width:11.25pt;height:15pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image286.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D15 height=3D20
src=3D"252regrl_files/image106.gif" v:shapes=3D"_x0000_i1186"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1186"
  DrawAspect=3D"Content" ObjectID=3D"_1252335601">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> we find <s=
ub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1187" type=3D"#_x0000_t75" style=3D'width:53.25pt;height:39p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image287.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D71 height=3D52
src=3D"252regrl_files/image288.gif" v:shapes=3D"_x0000_i1187"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1187"
  DrawAspect=3D"Content" ObjectID=3D"_1252335604">
 </o:OLEObject>
</xml><![endif]-->. But if we remember that<sub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1188" type=3D"#_x0000_t75" style=3D'width:50.25pt;height:14.=
25pt'
 o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image289.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D67 height=3D19
src=3D"252regrl_files/image253.gif" v:shapes=3D"_x0000_i1188"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1188"
  DrawAspect=3D"Content" ObjectID=3D"_1252335607">
 </o:OLEObject>
</xml><![endif]-->and <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1189"
 type=3D"#_x0000_t75" style=3D'width:44.25pt;height:14.25pt' o:ole=3D"" fil=
lcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image290.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D59 height=3D19
src=3D"252regrl_files/image256.gif" v:shapes=3D"_x0000_i1189"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1189"
  DrawAspect=3D"Content" ObjectID=3D"_1252335610">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> we can wri=
te
this as <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1190" type=3D"#_x000=
0_t75"
 style=3D'width:98.25pt;height:39.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image291.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D131 height=3D53
src=3D"252regrl_files/image292.gif" v:shapes=3D"_x0000_i1190"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1190"
  DrawAspect=3D"Content" ObjectID=3D"_1252335611">
 </o:OLEObject>
</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>or <sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1191" type=3D"#_x0000_t75" style=3D'width:84pt;height:39pt' =
o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image293.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D112 height=3D52
src=3D"252regrl_files/image294.gif" v:shapes=3D"_x0000_i1191"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1191"
  DrawAspect=3D"Content" ObjectID=3D"_1252335614">
 </o:OLEObject>
</xml><![endif]--></p>

<p class=3DMsoNormal><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span=
>Of
course<st1:PersonName w:st=3D"on">,</st1:PersonName> we still need <sub><!-=
-[if gte vml 1]><v:shape
 id=3D"_x0000_i1192" type=3D"#_x0000_t75" style=3D'width:12pt;height:15pt' =
o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image295.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D16 height=3D20
src=3D"252regrl_files/image104.gif" v:shapes=3D"_x0000_i1192"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1192"
  DrawAspect=3D"Content" ObjectID=3D"_1252335617">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> but rememb=
er
that <sub><!--[if gte vml 1]><v:shape id=3D"_x0000_i1193" type=3D"#_x0000_t=
75"
 style=3D'width:57pt;height:15.75pt' o:ole=3D"" fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image296.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D76 height=3D21
src=3D"252regrl_files/image297.gif" v:shapes=3D"_x0000_i1193"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1193"
  DrawAspect=3D"Content" ObjectID=3D"_1252335620">
 </o:OLEObject>
</xml><![endif]--><st1:PersonName w:st=3D"on">,</st1:PersonName> so that <s=
ub><!--[if gte vml 1]><v:shape
 id=3D"_x0000_i1194" type=3D"#_x0000_t75" style=3D'width:57pt;height:15.75p=
t' o:ole=3D""
 fillcolor=3D"window">
 <v:imagedata src=3D"252regrl_files/image298.wmz" o:title=3D""/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D76 height=3D21
src=3D"252regrl_files/image299.gif" v:shapes=3D"_x0000_i1194"><![endif]></s=
ub><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.3" ShapeID=3D"_x0000_i1194"
  DrawAspect=3D"Content" ObjectID=3D"_1252335623">
 </o:OLEObject>
</xml><![endif]-->.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

</div>

</body>

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<h1><span style=3D'font-size:10.0pt;font-family:"Times New Roman";font-weig=
ht:
normal;text-decoration:none;text-underline:none'>252regr<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>2/26/07<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>(Open this document in 'Outl=
ine' view!)<span
style=3D'mso-tab-count:2'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&=
nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span>Roger
Even Bove<o:p></o:p></span></h1>

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