MIME-Version: 1.0
Content-Type: multipart/related; boundary="----=_NextPart_01DB1BC6.43951580"

Este documento es una página web de un solo archivo, también conocido como "archivo de almacenamiento web". Si está viendo este mensaje, su explorador o editor no admite archivos de almacenamiento web. Descargue un explorador que admita este tipo de archivos.

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1.htm
Content-Transfer-Encoding: quoted-printable
Content-Type: text/html; charset="us-ascii"

<html xmlns:v=3D"urn:schemas-microsoft-com:vml"
xmlns:o=3D"urn:schemas-microsoft-com:office:office"
xmlns:w=3D"urn:schemas-microsoft-com:office:word"
xmlns:dt=3D"uuid:C2F41010-65B3-11d1-A29F-00AA00C14882"
xmlns:m=3D"http://schemas.microsoft.com/office/2004/12/omml"
xmlns=3D"http://www.w3.org/TR/REC-html40">

<head>
<meta http-equiv=3DContent-Type content=3D"text/html; charset=3Dus-ascii">
<meta name=3DProgId content=3DWord.Document>
<meta name=3DGenerator content=3D"Microsoft Word 15">
<meta name=3DOriginator content=3D"Microsoft Word 15">
<link rel=3DFile-List href=3D"1208-RTE-36-e1_archivos/filelist.xml">
<link rel=3DEdit-Time-Data href=3D"1208-RTE-36-e1_archivos/editdata.mso">
<!--[if !mso]>
<style>
v\:* {behavior:url(#default#VML);}
o\:* {behavior:url(#default#VML);}
w\:* {behavior:url(#default#VML);}
.shape {behavior:url(#default#VML);}
</style>
<![endif]--><!--[if gte mso 9]><xml>
 <o:CustomDocumentProperties>
  <o:Created dt:dt=3D"date">2024-10-11</o:Created>
  <o:Creator dt:dt=3D"string">Adobe InDesign 19.4 (Windows)</o:Creator>
  <o:LastSaved dt:dt=3D"date">2024-10-11</o:LastSaved>
  <o:Producer dt:dt=3D"string">Adobe PDF Library 17.0</o:Producer>
 </o:CustomDocumentProperties>
</xml><![endif]-->
<link rel=3DthemeData href=3D"1208-RTE-36-e1_archivos/themedata.thmx">
<link rel=3DcolorSchemeMapping
href=3D"1208-RTE-36-e1_archivos/colorschememapping.xml">
<!--[if gte mso 9]><xml>
 <w:WordDocument>
  <w:SpellingState>Clean</w:SpellingState>
  <w:TrackMoves>false</w:TrackMoves>
  <w:TrackFormatting/>
  <w:HyphenationZone>21</w:HyphenationZone>
  <w:PunctuationKerning/>
  <w:DrawingGridHorizontalSpacing>5.5 pto</w:DrawingGridHorizontalSpacing>
  <w:DisplayHorizontalDrawingGridEvery>2</w:DisplayHorizontalDrawingGridEve=
ry>
  <w:ValidateAgainstSchemas/>
  <w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid>
  <w:IgnoreMixedContent>false</w:IgnoreMixedContent>
  <w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText>
  <w:DoNotPromoteQF/>
  <w:LidThemeOther>ES-MX</w:LidThemeOther>
  <w:LidThemeAsian>X-NONE</w:LidThemeAsian>
  <w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
  <w:Compatibility>
   <w:ULTrailSpace/>
   <w:ShapeLayoutLikeWW8/>
   <w:BreakWrappedTables/>
   <w:SnapToGridInCell/>
   <w:WrapTextWithPunct/>
   <w:UseAsianBreakRules/>
   <w:UseWord2010TableStyleRules/>
   <w:DontGrowAutofit/>
   <w:SplitPgBreakAndParaMark/>
  </w:Compatibility>
  <w:DoNotOptimizeForBrowser/>
  <m:mathPr>
   <m:mathFont m:val=3D"Cambria Math"/>
   <m:brkBin m:val=3D"before"/>
   <m:brkBinSub m:val=3D"&#45;-"/>
   <m:smallFrac m:val=3D"off"/>
   <m:dispDef/>
   <m:lMargin m:val=3D"0"/>
   <m:rMargin m:val=3D"0"/>
   <m:defJc m:val=3D"centerGroup"/>
   <m:wrapIndent m:val=3D"1440"/>
   <m:intLim m:val=3D"subSup"/>
   <m:naryLim m:val=3D"undOvr"/>
  </m:mathPr></w:WordDocument>
</xml><![endif]--><!--[if gte mso 9]><xml>
 <w:LatentStyles DefLockedState=3D"false" DefUnhideWhenUsed=3D"false"
  DefSemiHidden=3D"false" DefQFormat=3D"false" DefPriority=3D"99"
  LatentStyleCount=3D"376">
  <w:LsdException Locked=3D"false" Priority=3D"0" QFormat=3D"true" Name=3D"=
Normal"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" QFormat=3D"true" Name=3D"=
heading 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 7"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 8"/>
  <w:LsdException Locked=3D"false" Priority=3D"9" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"heading 9"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index 9"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 7"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 8"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"toc 9"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Normal Indent"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"footnote text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"annotation text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"header"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"footer"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"index heading"/>
  <w:LsdException Locked=3D"false" Priority=3D"35" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"caption"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"table of figures"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"envelope address"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"envelope return"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"footnote reference"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"annotation reference"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"line number"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"page number"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"endnote reference"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"endnote text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"table of authorities"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"macro"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"toa heading"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Bullet"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Number"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Bullet 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Bullet 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Bullet 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Bullet 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Number 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Number 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Number 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Number 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"10" QFormat=3D"true" Name=3D=
"Title"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Closing"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Signature"/>
  <w:LsdException Locked=3D"false" Priority=3D"1" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"Default Paragraph Font"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text Indent"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Continue"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Continue 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Continue 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Continue 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"List Continue 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Message Header"/>
  <w:LsdException Locked=3D"false" Priority=3D"11" QFormat=3D"true" Name=3D=
"Subtitle"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Salutation"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Date"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text First Indent"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text First Indent 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Note Heading"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text Indent 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Body Text Indent 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Block Text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Hyperlink"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"FollowedHyperlink"/>
  <w:LsdException Locked=3D"false" Priority=3D"22" QFormat=3D"true" Name=3D=
"Strong"/>
  <w:LsdException Locked=3D"false" Priority=3D"20" QFormat=3D"true" Name=3D=
"Emphasis"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Document Map"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Plain Text"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"E-mail Signature"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Top of Form"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Bottom of Form"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Normal (Web)"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Acronym"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Address"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Cite"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Code"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Definition"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Keyboard"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Preformatted"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Sample"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Typewriter"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"HTML Variable"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Normal Table"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"annotation subject"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"No List"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Outline List 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Outline List 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Outline List 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Simple 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Simple 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Simple 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Classic 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Classic 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Classic 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Classic 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Colorful 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Colorful 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Colorful 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Contemporary"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Elegant"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Professional"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Balloon Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" Name=3D"Table Grid"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Theme"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Placeholder =
Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"1" QFormat=3D"true" Name=3D"=
No Spacing"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Revision"/>
  <w:LsdException Locked=3D"false" Priority=3D"34" QFormat=3D"true"
   Name=3D"List Paragraph"/>
  <w:LsdException Locked=3D"false" Priority=3D"29" QFormat=3D"true" Name=3D=
"Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"30" QFormat=3D"true"
   Name=3D"Intense Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"19" QFormat=3D"true"
   Name=3D"Subtle Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"21" QFormat=3D"true"
   Name=3D"Intense Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"31" QFormat=3D"true"
   Name=3D"Subtle Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"32" QFormat=3D"true"
   Name=3D"Intense Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"33" QFormat=3D"true" Name=3D=
"Book Title"/>
  <w:LsdException Locked=3D"false" Priority=3D"37" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"Bibliography"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"TOC Heading"/>
  <w:LsdException Locked=3D"false" Priority=3D"41" Name=3D"Plain Table 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"42" Name=3D"Plain Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"43" Name=3D"Plain Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"44" Name=3D"Plain Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"45" Name=3D"Plain Table 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"40" Name=3D"Grid Table Light=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"46" Name=3D"Grid Table 1 Lig=
ht"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k"/>
  <w:LsdException Locked=3D"false" Priority=3D"51" Name=3D"Grid Table 6 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"52" Name=3D"Grid Table 7 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"46" Name=3D"List Table 1 Lig=
ht"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k"/>
  <w:LsdException Locked=3D"false" Priority=3D"51" Name=3D"List Table 6 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"52" Name=3D"List Table 7 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"List Table 1 Light Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"List Table 6 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"List Table 7 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Mention"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Smart Hyperlink"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Hashtag"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Unresolved Mention"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Smart Link"/>
 </w:LatentStyles>
</xml><![endif]-->
<style>
<!--
 /* Font Definitions */
 @font-face
	{font-family:Helvetica;
	panose-1:2 11 6 4 2 2 2 2 2 4;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:Courier;
	panose-1:2 7 4 9 2 2 5 2 4 4;
	mso-font-charset:0;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"Tms Rmn";
	panose-1:2 2 6 3 4 5 5 2 3 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:Helv;
	panose-1:2 11 6 4 2 2 2 3 2 4;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"New York";
	panose-1:2 4 5 3 6 5 6 2 3 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:System;
	panose-1:0 0 0 0 0 0 0 0 0 0;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-format:other;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:Wingdings;
	panose-1:5 0 0 0 0 0 0 0 0 0;
	mso-font-charset:2;
	mso-generic-font-family:auto;
	mso-font-pitch:variable;
	mso-font-signature:0 268435456 0 0 -2147483648 0;}
@font-face
	{font-family:"MS Mincho";
	panose-1:2 2 6 9 4 2 5 8 3 4;
	mso-font-alt:"\FF2D\FF33 \660E\671D";
	mso-font-charset:128;
	mso-generic-font-family:roman;
	mso-font-pitch:fixed;
	mso-font-signature:1 134676480 16 0 131072 0;}
@font-face
	{font-family:Batang;
	panose-1:2 3 6 0 0 1 1 1 1 1;
	mso-font-alt:\BC14\D0D5;
	mso-font-charset:129;
	mso-generic-font-family:auto;
	mso-font-pitch:fixed;
	mso-font-signature:1 151388160 16 0 524288 0;}
@font-face
	{font-family:SimSun;
	panose-1:2 1 6 0 3 1 1 1 1 1;
	mso-font-alt:\5B8B\4F53;
	mso-font-charset:134;
	mso-generic-font-family:auto;
	mso-font-pitch:variable;
	mso-font-signature:1 135135232 16 0 262144 0;}
@font-face
	{font-family:PMingLiU;
	panose-1:2 1 6 1 0 1 1 1 1 1;
	mso-font-alt:\65B0\7D30\660E\9AD4;
	mso-font-charset:136;
	mso-generic-font-family:auto;
	mso-font-pitch:variable;
	mso-font-signature:1 134742016 16 0 1048576 0;}
@font-face
	{font-family:"MS Gothic";
	panose-1:2 11 6 9 7 2 5 8 2 4;
	mso-font-alt:"\FF2D\FF33 \30B4\30B7\30C3\30AF";
	mso-font-charset:128;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 134676480 16 0 131072 0;}
@font-face
	{font-family:Dotum;
	panose-1:2 11 6 0 0 1 1 1 1 1;
	mso-font-alt:\B3CB\C6C0;
	mso-font-charset:129;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 151388160 16 0 524288 0;}
@font-face
	{font-family:SimHei;
	panose-1:2 1 6 0 3 1 1 1 1 1;
	mso-font-alt:\9ED1\4F53;
	mso-font-charset:134;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 135135232 16 0 262144 0;}
@font-face
	{font-family:MingLiU;
	panose-1:2 1 6 9 0 1 1 1 1 1;
	mso-font-alt:\7D30\660E\9AD4;
	mso-font-charset:136;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 134742016 16 0 1048576 0;}
@font-face
	{font-family:Mincho;
	panose-1:2 2 6 9 4 3 5 8 3 5;
	mso-font-alt:\660E\671D;
	mso-font-charset:128;
	mso-generic-font-family:roman;
	mso-font-pitch:fixed;
	mso-font-signature:1 134676480 16 0 131072 0;}
@font-face
	{font-family:Gulim;
	panose-1:2 11 6 0 0 1 1 1 1 1;
	mso-font-alt:\AD74\B9BC;
	mso-font-charset:129;
	mso-generic-font-family:roman;
	mso-font-pitch:fixed;
	mso-font-signature:1 151388160 16 0 524288 0;}
@font-face
	{font-family:Century;
	panose-1:2 4 6 4 5 5 5 2 3 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"Angsana New";
	panose-1:2 2 6 3 5 4 5 2 3 4;
	mso-font-charset:222;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:16777217 0 0 0 65536 0;}
@font-face
	{font-family:"Cordia New";
	panose-1:2 11 3 4 2 2 2 2 2 4;
	mso-font-charset:222;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:16777217 0 0 0 65536 0;}
@font-face
	{font-family:Mangal;
	panose-1:0 0 4 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:8192 0 0 0 0 0;}
@font-face
	{font-family:Latha;
	panose-1:2 0 4 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:262144 0 0 0 0 0;}
@font-face
	{font-family:Sylfaen;
	panose-1:1 10 5 2 5 3 6 3 3 3;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:67110535 0 0 0 159 0;}
@font-face
	{font-family:Vrinda;
	panose-1:0 0 4 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:Raavi;
	panose-1:2 0 5 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:Shruti;
	panose-1:2 0 5 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:Sendnya;
	panose-1:0 0 4 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:Gautami;
	panose-1:2 0 5 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:Tunga;
	panose-1:0 0 4 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:"Estrangelo Edessa";
	panose-1:0 0 0 0 0 0 0 0 0 0;
	mso-font-charset:1;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:0 0 0 0 0 0;}
@font-face
	{font-family:"Cambria Math";
	panose-1:2 4 5 3 5 4 6 3 2 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:-536869121 1107305727 33554432 0 415 0;}
@font-face
	{font-family:"Yu Gothic";
	panose-1:2 11 4 0 0 0 0 0 0 0;
	mso-font-alt:\6E38\30B4\30B7\30C3\30AF;
	mso-font-charset:128;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 134676480 16 0 131072 0;}
@font-face
	{font-family:DengXian;
	panose-1:2 1 6 0 3 1 1 1 1 1;
	mso-font-alt:\7B49\7EBF;
	mso-font-charset:134;
	mso-generic-font-family:modern;
	mso-font-pitch:fixed;
	mso-font-signature:1 135135232 16 0 262144 0;}
@font-face
	{font-family:Calibri;
	panose-1:2 15 5 2 2 2 4 3 2 4;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:-469750017 -1040178053 9 0 511 0;}
@font-face
	{font-family:"Calibri Light";
	panose-1:2 15 3 2 2 2 4 3 2 4;
	mso-font-charset:0;
	mso-generic-font-family:modern;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"Palatino Linotype";
	panose-1:2 4 5 2 5 5 5 3 3 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:Verdana;
	panose-1:2 11 6 4 3 5 4 4 2 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"Arial Unicode MS";
	panose-1:2 11 6 4 2 2 2 2 2 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:3 0 0 0 1 0;}
@font-face
	{font-family:"Aptos Display";
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:536871559 3 0 0 415 0;}
@font-face
	{font-family:Aptos;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:536871559 3 0 0 415 0;}
@font-face
	{font-family:"Segoe UI Emoji";
	panose-1:2 11 5 2 4 2 4 2 2 3;
	mso-font-charset:0;
	mso-generic-font-family:swiss;
	mso-font-pitch:variable;
	mso-font-signature:3 33554432 0 0 1 0;}
@font-face
	{font-family:Roboto;
	panose-1:2 0 0 0 0 0 0 0 0 0;
	mso-font-alt:Roboto;
	mso-font-charset:0;
	mso-generic-font-family:auto;
	mso-font-pitch:variable;
	mso-font-signature:-536870145 1342185563 32 0 415 0;}
@font-face
	{font-family:Cambria;
	panose-1:2 4 5 3 5 4 6 3 2 4;
	mso-font-charset:0;
	mso-generic-font-family:roman;
	mso-font-pitch:variable;
	mso-font-signature:-536869121 1107305727 33554432 0 415 0;}
 /* Style Definitions */
 p.MsoNormal, li.MsoNormal, div.MsoNormal
	{mso-style-unhide:no;
	mso-style-qformat:yes;
	mso-style-parent:"";
	margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
h1
	{mso-style-priority:9;
	mso-style-unhide:no;
	mso-style-qformat:yes;
	margin-top:0cm;
	margin-right:8.3pt;
	margin-bottom:0cm;
	margin-left:18.3pt;
	text-align:center;
	mso-pagination:none;
	mso-outline-level:1;
	text-autospace:none;
	font-size:12.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-font-kerning:0pt;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
h2
	{mso-style-priority:9;
	mso-style-qformat:yes;
	margin-top:0cm;
	margin-right:0cm;
	margin-bottom:0cm;
	margin-left:16.0pt;
	text-align:justify;
	mso-pagination:none;
	mso-outline-level:2;
	text-autospace:none;
	font-size:12.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;
	font-style:italic;}
p.MsoTitle, li.MsoTitle, div.MsoTitle
	{mso-style-priority:10;
	mso-style-unhide:no;
	mso-style-qformat:yes;
	margin-top:0cm;
	margin-right:8.25pt;
	margin-bottom:0cm;
	margin-left:18.3pt;
	text-align:center;
	mso-pagination:none;
	text-autospace:none;
	font-size:16.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;
	font-weight:bold;}
p.MsoBodyText, li.MsoBodyText, div.MsoBodyText
	{mso-style-priority:1;
	mso-style-unhide:no;
	mso-style-qformat:yes;
	margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:12.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
p.MsoListParagraph, li.MsoListParagraph, div.MsoListParagraph
	{mso-style-priority:1;
	mso-style-unhide:no;
	mso-style-qformat:yes;
	margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
p.TableParagraph, li.TableParagraph, div.TableParagraph
	{mso-style-name:"Table Paragraph";
	mso-style-priority:1;
	mso-style-unhide:no;
	mso-style-qformat:yes;
	margin-top:4.65pt;
	margin-right:0cm;
	margin-bottom:0cm;
	margin-left:1.7pt;
	text-align:center;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
span.msoIns
	{mso-style-type:export-only;
	mso-style-name:"";
	text-decoration:underline;
	text-underline:single;
	color:teal;}
span.msoDel
	{mso-style-type:export-only;
	mso-style-name:"";
	text-decoration:line-through;
	color:red;}
span.SpellE
	{mso-style-name:"";
	mso-spl-e:yes;}
.MsoChpDefault
	{mso-style-type:export-only;
	mso-default-props:yes;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-fareast-font-family:Calibri;
	mso-fareast-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-font-kerning:0pt;
	mso-ligatures:none;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
.MsoPapDefault
	{mso-style-type:export-only;
	mso-pagination:none;
	text-autospace:none;}
 /* Page Definitions */
 @page
	{mso-footnote-separator:url("1208-RTE-36-e1_archivos/header.htm") fs;
	mso-footnote-continuation-separator:url("1208-RTE-36-e1_archivos/header.ht=
m") fcs;
	mso-endnote-separator:url("1208-RTE-36-e1_archivos/header.htm") es;
	mso-endnote-continuation-separator:url("1208-RTE-36-e1_archivos/header.htm=
") ecs;
	mso-facing-pages:yes;}
@page WordSection1
	{size:595.5pt 842.0pt;
	margin:0cm 66.0pt 33.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:23.8pt;
	mso-page-numbers:12;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef1;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f1;
	mso-paper-source:0;}
div.WordSection1
	{page:WordSection1;}
@page WordSection2
	{size:595.5pt 842.0pt;
	margin:0cm 66.0pt 33.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:23.8pt;
	mso-columns:2 not-even 158.45pt 183.55pt 131.5pt;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef1;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f1;
	mso-paper-source:0;}
div.WordSection2
	{page:WordSection2;}
@page WordSection3
	{size:595.5pt 842.0pt;
	margin:0cm 66.0pt 33.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:23.8pt;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef1;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f1;
	mso-paper-source:0;}
div.WordSection3
	{page:WordSection3;}
@page WordSection4
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:0cm;
	mso-page-numbers:13;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef1;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f1;
	mso-paper-source:0;}
div.WordSection4
	{page:WordSection4;}
@page WordSection5
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection5
	{page:WordSection5;}
@page WordSection6
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection6
	{page:WordSection6;}
@page WordSection7
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection7
	{page:WordSection7;}
@page WordSection8
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection8
	{page:WordSection8;}
@page WordSection9
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection9
	{page:WordSection9;}
@page WordSection10
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection10
	{page:WordSection10;}
@page WordSection11
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection11
	{page:WordSection11;}
@page WordSection12
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection12
	{page:WordSection12;}
@page WordSection13
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection13
	{page:WordSection13;}
@page WordSection14
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection14
	{page:WordSection14;}
@page WordSection15
	{size:595.5pt 842.0pt;
	margin:32.0pt 66.0pt 43.0pt 56.0pt;
	mso-header-margin:0cm;
	mso-footer-margin:33.95pt;
	mso-even-header:url("1208-RTE-36-e1_archivos/header.htm") eh4;
	mso-header:url("1208-RTE-36-e1_archivos/header.htm") h4;
	mso-even-footer:url("1208-RTE-36-e1_archivos/header.htm") ef5;
	mso-footer:url("1208-RTE-36-e1_archivos/header.htm") f5;
	mso-paper-source:0;}
div.WordSection15
	{page:WordSection15;}
-->
</style>
<!--[if gte mso 10]>
<style>
 /* Style Definitions */
 table.MsoNormalTable
	{mso-style-name:"Tabla normal";
	mso-tstyle-rowband-size:0;
	mso-tstyle-colband-size:0;
	mso-style-noshow:yes;
	mso-style-priority:99;
	mso-style-parent:"";
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-para-margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
table.TableNormal
	{mso-style-name:"Table Normal";
	mso-tstyle-rowband-size:0;
	mso-tstyle-colband-size:0;
	mso-style-noshow:yes;
	mso-style-priority:2;
	mso-style-qformat:yes;
	mso-style-parent:"";
	mso-padding-alt:0cm 0cm 0cm 0cm;
	mso-para-margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
</style>
<![endif]--><!--[if gte mso 9]><xml>
 <o:shapedefaults v:ext=3D"edit" spidmax=3D"2060"/>
</xml><![endif]--><!--[if gte mso 9]><xml>
 <o:shapelayout v:ext=3D"edit">
  <o:idmap v:ext=3D"edit" data=3D"1"/>
 </o:shapelayout></xml><![endif]-->
</head>

<body lang=3DES-MX style=3D'tab-interval:36.0pt;word-wrap:break-word'>

<div class=3DWordSection1>

<p class=3DMsoBodyText style=3D'margin-top:9.65pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoBodyText style=3D'margin-left:5.25pt'><a name=3D"_Hlk61880979=
"></a><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt;mso-no-pro=
of:yes'><!--[if gte vml 1]><v:shapetype
 id=3D"_x0000_t75" coordsize=3D"21600,21600" o:spt=3D"75" o:preferrelative=
=3D"t"
 path=3D"m@4@5l@4@11@9@11@9@5xe" filled=3D"f" stroked=3D"f">
 <v:stroke joinstyle=3D"miter"/>
 <v:formulas>
  <v:f eqn=3D"if lineDrawn pixelLineWidth 0"/>
  <v:f eqn=3D"sum @0 1 0"/>
  <v:f eqn=3D"sum 0 0 @1"/>
  <v:f eqn=3D"prod @2 1 2"/>
  <v:f eqn=3D"prod @3 21600 pixelWidth"/>
  <v:f eqn=3D"prod @3 21600 pixelHeight"/>
  <v:f eqn=3D"sum @0 0 1"/>
  <v:f eqn=3D"prod @6 1 2"/>
  <v:f eqn=3D"prod @7 21600 pixelWidth"/>
  <v:f eqn=3D"sum @8 21600 0"/>
  <v:f eqn=3D"prod @7 21600 pixelHeight"/>
  <v:f eqn=3D"sum @10 21600 0"/>
 </v:formulas>
 <v:path o:extrusionok=3D"f" gradientshapeok=3D"t" o:connecttype=3D"rect"/>
 <o:lock v:ext=3D"edit" aspectratio=3D"t"/>
</v:shapetype><v:shape id=3D"Image_x0020_4" o:spid=3D"_x0000_i1026" type=3D=
"#_x0000_t75"
 style=3D'width:57pt;height:57pt;visibility:visible;mso-wrap-style:square'>
 <v:imagedata src=3D"1208-RTE-36-e1_archivos/image001.png" o:title=3D""/>
 <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
</v:shape><![endif]--><![if !vml]><img width=3D76 height=3D76
src=3D"1208-RTE-36-e1_archivos/image002.gif" v:shapes=3D"Image_x0020_4"><![=
endif]></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p></o:=
p></span></p>

<p class=3DMsoBodyText><span lang=3DEN-US><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:2.2pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-right:5.9pt;text-align=
:right'><span
lang=3DEN-US><a href=3D"https://doi.org/10.37815/rte.v36ne1.1208"><span
style=3D'color:windowtext;letter-spacing:-.1pt;text-decoration:none;text-un=
derline:
none'>https://doi.org/10.37815/rte.v36ne1.1208</span></a></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-top:.6pt;margin-right:=
5.9pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DEN-US>Original <span style=3D'letter-spacing:-.1pt'>articles</span><=
/span></p>

<p class=3DMsoBodyText style=3D'margin-top:2.25pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<p class=3DMsoTitle style=3D'line-height:103%'><a name=3D"_Hlk71631670"></a=
><span
lang=3DEN-US>Intelligent<span style=3D'letter-spacing:-1.0pt'> </span>Trade=
<span
style=3D'letter-spacing:-.55pt'> </span>Surveillance:<span style=3D'letter-=
spacing:
-1.0pt'> </span>Anomaly<span style=3D'letter-spacing:-.5pt'> </span>Detecti=
on<span
style=3D'letter-spacing:-.55pt'> </span>in<span style=3D'letter-spacing:-.5=
5pt'> </span>Ecuadorian
Imports Using Data Mining</span></p>

<p class=3DMsoTitle style=3D'margin-top:12.15pt;line-height:103%'><span
class=3DSpellE><span lang=3DEN-US>Vigilancia</span></span><span lang=3DEN-U=
S> <span
class=3DSpellE>Inteligente</span> del Comercio Exterior: <span class=3DSpel=
lE>Detecci&oacute;n</span>
de <span class=3DSpellE>Anomal&iacute;as</span><span style=3D'letter-spacin=
g:-.25pt'>
</span>en<span style=3D'letter-spacing:-.25pt'> </span>las<span style=3D'le=
tter-spacing:
-.25pt'> </span><span class=3DSpellE>Importaciones</span><span style=3D'let=
ter-spacing:
-.25pt'> </span>del<span style=3D'letter-spacing:-.2pt'> </span>Ecuador<span
style=3D'letter-spacing:-.5pt'> </span>con<span style=3D'letter-spacing:-.2=
5pt'> </span><span
class=3DSpellE>Miner&iacute;a</span><span style=3D'letter-spacing:-.2pt'> <=
/span>de
<span style=3D'letter-spacing:-.1pt'>Datos</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:7.3pt'><b style=3D'mso-bidi-font=
-weight:
normal'><span lang=3DEN-US style=3D'font-size:16.0pt;mso-bidi-font-size:12.=
0pt'><o:p>&nbsp;</o:p></span></b></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:9.2pt;margin-bott=
om:0cm;
margin-left:61.55pt;margin-bottom:.0001pt;text-indent:29.7pt;line-height:10=
3%'><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:103%;
position:relative;top:3.0pt;mso-text-raise:-3.0pt'>Pablo Xavier Molina
Narv&aacute;ez</span><span lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi-f=
ont-size:
11.0pt;line-height:103%;position:relative;top:-.5pt;mso-text-raise:.5pt'>1<=
span
style=3D'letter-spacing:1.45pt'> </span></span><span lang=3DEN-US><a
href=3D"https://orcid.org/0009-0006-6506-1340"><span style=3D'font-size:7.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1;position:relative;
top:-.5pt;mso-text-raise:.5pt'>https://orcid.org/0009-0006-6506-1340</span>=
</a></span><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:103%;
position:relative;top:3.0pt;mso-text-raise:-3.0pt'>, Marcos Orellana</span>=
<span
lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height=
:103%;
position:relative;top:-.5pt;mso-text-raise:.5pt'>1<span style=3D'letter-spa=
cing:
1.45pt'> </span></span><span lang=3DEN-US><a
href=3D"https://orcid.org/0000-0002-3671-9362"><span style=3D'font-size:6.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>https://</span></=
a></span><span
lang=3DEN-US style=3D'font-size:6.0pt;mso-bidi-font-size:11.0pt;line-height=
:103%;
color:#0563C1;letter-spacing:2.0pt'> </span><span lang=3DEN-US><a
href=3D"https://orcid.org/0000-0002-3671-9362"><span style=3D'font-size:6.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>orcid.org/0000-00=
02-3671-9362</span></a></span><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:103%;
position:relative;top:3.0pt;mso-text-raise:-3.0pt'>, Juan-Fernando Lima</sp=
an><span
lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height=
:103%;
position:relative;top:-.5pt;mso-text-raise:.5pt'>1<span style=3D'letter-spa=
cing:
1.95pt'> </span></span><span lang=3DEN-US><a
href=3D"https://orcid.org/0000-0003-3500-3968"><span style=3D'font-size:6.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>https://orcid.org=
/0000-0003-3500-3968</span></a></span><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:103%;
position:relative;top:3.0pt;mso-text-raise:-3.0pt'>, Jorge Luis Zambrano-</=
span><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:103%'><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.1pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:187.65pt;margin-bottom:.0001pt'><span lang=3DEN-US style=3D'fon=
t-size:
12.0pt;mso-bidi-font-size:11.0pt;position:relative;top:3.0pt;mso-text-raise:
-3.0pt'>Martinez</span><span lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi=
-font-size:
11.0pt;position:relative;top:-.5pt;mso-text-raise:.5pt'>1<span
style=3D'letter-spacing:1.1pt'> </span></span><span lang=3DEN-US><a
href=3D"https://orcid.org/0000-0002-5339-7860"><span style=3D'font-size:6.0=
pt;
mso-bidi-font-size:11.0pt;color:#0563C1'>https://orcid.org/0000-0002-5339-<=
span
style=3D'letter-spacing:-.2pt'>7860</span></span></a></span><span lang=3DEN=
-US
style=3D'font-size:6.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DEN-US style=3D'font-size:6.0pt;mso-bidi=
-font-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.0pt'><span lang=3DEN-US
style=3D'font-size:6.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span=
></p>

<p class=3DMsoNormal align=3Dright style=3D'margin-top:.05pt;margin-right:5=
.9pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
sup><span
lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt'>1</span><=
/sup><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Laboratorio<span style=3D'letter-spacing:-.2pt'>=
 </span>de<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Investigaci&oa=
cute;n</span><span
style=3D'letter-spacing:-.15pt'> </span>y<span style=3D'letter-spacing:-.2p=
t'> </span>Desarrollo<span
style=3D'letter-spacing:-.15pt'> </span>en<span style=3D'letter-spacing:-.1=
5pt'> </span><span
class=3DSpellE>Inform&aacute;tica</span><span style=3D'letter-spacing:-.15p=
t'> </span>(LIDI),<span
style=3D'letter-spacing:-.2pt'> </span></span></i><span lang=3DEN-US
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt'>Cuenca,<span
style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuador</span><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'margin-top:1.45pt;margin-right:=
30.5pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DEN-US><a href=3D"mailto:pmolinamsn@es.uazuay.edu.ec"><span style=3D'=
font-family:
"Courier New";mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:
"Times New Roman";color:#0563C1'>pmolinamsn@es.uazuay.edu.ec</span><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:windowtext;text-decoration:non=
e;
text-underline:none'>,</span></a></span><span lang=3DEN-US style=3D'font-fa=
mily:
"Courier New";mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:
"Times New Roman";letter-spacing:-1.45pt'> </span><span lang=3DEN-US><a
href=3D"mailto:marore@uazuay.edu.ec"><span style=3D'font-family:"Courier Ne=
w";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:#0563C1;letter-spacing:-.1pt'>marore@uazuay.edu.ec</span><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:windowtext;letter-spacing:-.1p=
t;
text-decoration:none;text-underline:none'>,</span></a></span><span lang=3DE=
N-US
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'margin-top:.7pt;margin-right:33=
.8pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right;
line-height:12.1pt;mso-line-height-rule:exactly'><span lang=3DEN-US><a
href=3D"mailto:flima@uazuay.edu.ec"><span style=3D'font-family:"Courier New=
";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:#0563C1;letter-spacing:-.4pt'>flima@uazuay.edu.ec</span><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:windowtext;letter-spacing:-.4p=
t;
text-decoration:none;text-underline:none'>,</span></a></span><span lang=3DE=
N-US
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";letter-spacing:-.5pt'> </span><span
lang=3DEN-US><a href=3D"mailto:jorge.zambrano@uazuay.edu.ec"><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:#0563C1;letter-spacing:-.1pt'>=
jorge.zambrano@uazuay.edu.ec</span></a></span><span
lang=3DEN-US style=3D'font-family:"Courier New";mso-hansi-font-family:"Time=
s New Roman";
mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:155.85pt;line-height:7.7pt;mso-li=
ne-height-rule:
exactly'><span lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi-font-size:11.=
0pt;
letter-spacing:-.5pt'>.</span><span lang=3DEN-US style=3D'font-size:7.0pt;
mso-bidi-font-size:11.0pt'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DEN-US
style=3D'font-size:6.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span=
></p>

</div>

<span lang=3DEN-US style=3D'font-size:6.0pt;mso-bidi-font-size:11.0pt;font-=
family:
"Times New Roman",serif;mso-fareast-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:auto;mso-break-type:section-break'>
</span>

<div class=3DWordSection2>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DEN-US style=
=3D'font-size:
5.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-left:16.0pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt;mso-no-proof:yes'><!--[=
if gte vml 1]><v:shape
 id=3D"Image_x0020_5" o:spid=3D"_x0000_i1025" type=3D"#_x0000_t75" style=3D=
'width:63pt;
 height:21.75pt;visibility:visible;mso-wrap-style:square'>
 <v:imagedata src=3D"1208-RTE-36-e1_archivos/image003.png" o:title=3D""/>
 <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
</v:shape><![endif]--><![if !vml]><img border=3D0 width=3D84 height=3D29
src=3D"1208-RTE-36-e1_archivos/image004.gif" v:shapes=3D"Image_x0020_5"><![=
endif]></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p></o:=
p></span></p>

<p class=3DMsoNormal style=3D'margin-top:3.1pt;margin-right:1.9pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;line-height:106%'><span
lang=3DEN-US style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height=
:106%'>Esta
<span class=3DSpellE>obra</span> <span class=3DSpellE>est&aacute;</span> ba=
jo <span
class=3DSpellE>una</span> <span class=3DSpellE>licencia</span> <span class=
=3DSpellE>internacional</span><span
style=3D'letter-spacing:2.0pt'> </span>Creative Commons <span class=3DSpell=
E>Atribuci&oacute;n-NoComercial</span>
4.0<o:p></o:p></span></p>

<span lang=3DEN-US style=3D'font-size:12.0pt;line-height:115%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'mso-column-break-be=
fore:
always'>
</span>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.85pt;margin=
-bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
23.95pt;line-height:115%'><span lang=3DEN-US>Sent: 2024/07/12 Accepted:
2024/10/02 Published:<span style=3D'letter-spacing:-.05pt'> </span><span
style=3D'letter-spacing:-.1pt'>2024/10/15</span></span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:115%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
uto;
mso-break-type:section-break'>
</span>

<div class=3DWordSection3>

<p class=3DMsoBodyText style=3D'margin-top:3.05pt'><!--[if gte vml 1]><v:gr=
oup
 id=3D"Group_x0020_6" o:spid=3D"_x0000_s1037" style=3D'position:absolute;
 margin-left:343.5pt;margin-top:0;width:251.8pt;height:89pt;z-index:1572915=
2;
 mso-wrap-distance-left:0;mso-wrap-distance-right:0;
 mso-position-horizontal-relative:page;mso-position-vertical-relative:page'
 coordsize=3D"31978,11303" o:gfxdata=3D"UEsDBBQABgAIAAAAIQCxgme2CgEAABMCAAA=
TAAAAW0NvbnRlbnRfVHlwZXNdLnhtbJSRwU7DMAyG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=3D=3D
">
 <v:shape id=3D"Image_x0020_7" o:spid=3D"_x0000_s1038" type=3D"#_x0000_t75"=
 style=3D'position:absolute;
  width:31973;height:11303;visibility:visible;mso-wrap-style:square' o:gfxd=
ata=3D"UEsDBBQABgAIAAAAIQDb4fbL7gAAAIUBAAATAAAAW0NvbnRlbnRfVHlwZXNdLnhtbHyQ=
z07DMAyH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=3D=3D
">
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image005.png" o:title=3D""/>
 </v:shape><v:shape id=3D"Image_x0020_8" o:spid=3D"_x0000_s1039" type=3D"#_=
x0000_t75"
  style=3D'position:absolute;left:10256;top:3529;width:14231;height:5669;
  visibility:visible;mso-wrap-style:square' o:gfxdata=3D"UEsDBBQABgAIAAAAIQ=
Db4fbL7gAAAIUBAAATAAAAW0NvbnRlbnRfVHlwZXNdLnhtbHyQz07DMAyH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">
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image006.png" o:title=3D""/>
 </v:shape><w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:group><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>

<table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
 <tr>
  <td width=3D458 height=3D0></td>
 </tr>
 <tr>
  <td></td>
  <td><img width=3D336 height=3D119 src=3D"1208-RTE-36-e1_archivos/image007=
.gif"
  v:shapes=3D"Group_x0020_6 Image_x0020_7 Image_x0020_8"></td>
 </tr>
</table>

</span><![endif]><span lang=3DEN-US><o:p>&nbsp;</o:p></span></p>

<br style=3D'mso-ignore:vglayout' clear=3DALL>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Abstract</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;line-heigh=
t:
108%'><span lang=3DEN-US>This study employs advanced data mining techniques=
 to
comprehensively analyze Ecuador's import<span style=3D'letter-spacing:-.05p=
t'> </span>data<span
style=3D'letter-spacing:-.05pt'> </span>spanning<span style=3D'letter-spaci=
ng:-.05pt'>
</span>three<span style=3D'letter-spacing:-.05pt'> </span>decades,<span
style=3D'letter-spacing:-.05pt'> </span>from<span style=3D'letter-spacing:-=
.05pt'> </span>1990<span
style=3D'letter-spacing:-.05pt'> </span>to<span style=3D'letter-spacing:-.0=
5pt'> </span>2021.<span
style=3D'letter-spacing:-.05pt'> </span>By<span style=3D'letter-spacing:-.0=
5pt'> </span>leveraging<span
style=3D'letter-spacing:-.05pt'> </span>the<span style=3D'letter-spacing:-.=
05pt'> </span>k-means<span
style=3D'letter-spacing:-.05pt'> </span>clustering algorithm, we meticulous=
ly
identified anomalies within tariff items. The study utilized a <span
style=3D'letter-spacing:-.1pt'>comprehensive</span><span style=3D'letter-sp=
acing:
-.4pt'> </span><span style=3D'letter-spacing:-.1pt'>dataset</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>that</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>encompassed</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>tariff</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>items,</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>years,</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>and</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>critical</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>variables</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>such</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>import </span>volume,
CIF and FOB values, import cost, and trade attractiveness. The data mining
model <span style=3D'letter-spacing:-.1pt'>generated</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>insightful</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>reports</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>that</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>accurately</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>pinpointed</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>an</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>omalous</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>patterns</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>in</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>tariff</span><span
style=3D'letter-spacing:-.25pt'> </span><span style=3D'letter-spacing:-.1pt=
'>items.</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>These
reports</span><span style=3D'letter-spacing:-.75pt'> </span><span
style=3D'letter-spacing:-.1pt'>empower</span><span style=3D'letter-spacing:=
-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>experts</span><span style=3D'le=
tter-spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>to</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>delve</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>into</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>underlying</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>causes</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>these</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>anomalies,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>enabling</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>them</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>to
make</span><span style=3D'letter-spacing:-.55pt'> </span><span style=3D'let=
ter-spacing:
-.1pt'>well-informed</span><span style=3D'letter-spacing:-.55pt'> </span><s=
pan
style=3D'letter-spacing:-.1pt'>decisions</span><span style=3D'letter-spacin=
g:-.55pt'>
</span><span style=3D'letter-spacing:-.1pt'>to</span><span style=3D'letter-=
spacing:
-.55pt'> </span><span style=3D'letter-spacing:-.1pt'>optimize</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuador's</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>import</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>strategies.</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Our</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>research</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>underscores
</span>the transformative potential of data mining in detecting import
anomalies, providing valuable intelligence for the strategic management of
Ecuador's foreign trade. The findings contribute significantly<span
style=3D'letter-spacing:-.75pt'> </span>to<span style=3D'letter-spacing:-.7=
5pt'> </span>the<span
style=3D'letter-spacing:-.75pt'> </span>prevention<span style=3D'letter-spa=
cing:
-.75pt'> </span>of<span style=3D'letter-spacing:-.75pt'> </span>customs<span
style=3D'letter-spacing:-.75pt'> </span>fraud<span style=3D'letter-spacing:=
-.75pt'>
</span>and<span style=3D'letter-spacing:-.75pt'> </span>unfair<span
style=3D'letter-spacing:-.75pt'> </span>trade<span style=3D'letter-spacing:=
-.75pt'>
</span>practices,<span style=3D'letter-spacing:-.75pt'> </span>ultimately<s=
pan
style=3D'letter-spacing:-.75pt'> </span>enhancing the competitiveness of the
country's import sector.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.7pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-left:15.95pt;text-align:justify'><a
name=3D"_Hlk42284450"></a><b style=3D'mso-bidi-font-weight:normal'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US>Keywords: </span></=
i></b><span
lang=3DEN-US>Anomalies, Clustering, Data mining, Foreign trade, K-<span
style=3D'letter-spacing:-.1pt'>Means.</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:8.4pt'><!--[if gte vml 1]><o:wra=
pblock
 pagebreak=3D"t">
 <v:group id=3D"Group_x0020_9" o:spid=3D"_x0000_s1033" style=3D'position:ab=
solute;
  margin-left:1in;margin-top:21.1pt;width:451.3pt;height:81.95pt;z-index:-1=
5728640;
  mso-wrap-distance-left:0;mso-wrap-distance-right:0;
  mso-position-horizontal-relative:page' coordsize=3D"57315,10407" o:gfxdat=
a=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdLnhtbJSRQU=
7DMBBF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3D
">
  <v:shape id=3D"Graphic_x0020_10" o:spid=3D"_x0000_s1034" style=3D'positio=
n:absolute;
   top:10223;width:57315;height:184;visibility:visible;mso-wrap-style:squar=
e;
   v-text-anchor:top' coordsize=3D"5731510,18415" o:gfxdata=3D"UEsDBBQABgAI=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=
=3D=3D
" path=3D"m5731205,l,,,17995r5731205,l5731205,xe" fillcolor=3D"black" strok=
ed=3D"f">
   <v:path arrowok=3D"t"/>
  </v:shape><v:shape id=3D"Graphic_x0020_11" o:spid=3D"_x0000_s1035" style=
=3D'position:absolute;
   width:57315;height:10223;visibility:visible;mso-wrap-style:square;
   v-text-anchor:top' coordsize=3D"5731510,1022350" o:gfxdata=3D"UEsDBBQABg=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=3D=3D
" path=3D"m5731205,l,,,1022350r5731205,l5731205,xe" fillcolor=3D"#f2f2f2"
   stroked=3D"f">
   <v:path arrowok=3D"t"/>
  </v:shape><v:shapetype id=3D"_x0000_t202" coordsize=3D"21600,21600" o:spt=
=3D"202"
   path=3D"m,l,21600r21600,l21600,xe">
   <v:stroke joinstyle=3D"miter"/>
   <v:path gradientshapeok=3D"t" o:connecttype=3D"rect"/>
  </v:shapetype><v:shape id=3D"Textbox_x0020_12" o:spid=3D"_x0000_s1036" ty=
pe=3D"#_x0000_t202"
   style=3D'position:absolute;width:57315;height:10223;visibility:visible;
   mso-wrap-style:square;v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQ=
Db4fbL7gAAAIUBAAATAAAAW0NvbnRlbnRfVHlwZXNdLnhtbHyQz07DMAyH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=3D
" filled=3D"f" stroked=3D"f">
   <v:textbox inset=3D"0,0,0,0">
    <![if !mso]>
    <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
     <tr>
      <td><![endif]>
      <div>
      <p class=3DMsoNormal style=3D'margin-top:10.35pt;margin-right:0cm;mar=
gin-bottom:
      0cm;margin-left:3.8pt;margin-bottom:.0001pt;text-align:justify'><b
      style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'fon=
t-size:
      10.0pt;mso-bidi-font-size:11.0pt'>Summary:<span style=3D'letter-spaci=
ng:
      -.15pt'> </span></span></b><span lang=3DEN-US style=3D'font-size:10.0=
pt;
      mso-bidi-font-size:11.0pt'>Introduction,<span style=3D'letter-spacing=
:-.15pt'>
      </span>Related<span style=3D'letter-spacing:-.35pt'> </span>Works,<sp=
an
      style=3D'letter-spacing:-.15pt'> </span>Materials<span style=3D'lette=
r-spacing:
      -.15pt'> </span>and<span style=3D'letter-spacing:-.15pt'> </span>Meth=
ods,<span
      style=3D'letter-spacing:-.15pt'> </span>Results,<span style=3D'letter=
-spacing:
      -.15pt'> </span>Discussion,<span style=3D'letter-spacing:-.1pt'>
      Conclusions.</span><o:p></o:p></span></p>
      <p class=3DMsoNormal style=3D'margin-top:1.0pt'><span lang=3DEN-US
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p=
></span></p>
      <p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:3.65pt;marg=
in-bottom:
      0cm;margin-left:3.8pt;margin-bottom:.0001pt;text-align:justify;
      line-height:103%'><b style=3D'mso-bidi-font-weight:normal'><span
      lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line=
-height:
      103%;letter-spacing:-.2pt'>How to cite: </span></b><span lang=3DEN-US
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;
      letter-spacing:-.2pt'>Molina, P., Orellana, M., Lima, J.-F.,
      Zambrano-Martinez, J. L. (2024). Intelligent</span><span lang=3DEN-US
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;
      letter-spacing:-.45pt'> </span><span lang=3DEN-US style=3D'font-size:=
10.0pt;
      mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>Trade
      Surveillance: </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso=
-bidi-font-size:
      11.0pt;line-height:103%'>Anomaly Detection in Ecuadorian Imports Using
      Data Mining. <span class=3DSpellE><i style=3D'mso-bidi-font-style:nor=
mal'>Revista</i></span><i
      style=3D'mso-bidi-font-style:normal'> <span class=3DSpellE>Tecnol&oac=
ute;gica</span>
      - Espol, 36(2), 12-24. </i><span class=3DSpellE>Recuperado</span> a <=
span
      class=3DSpellE>partir</span> de </span><span lang=3DEN-US><a
      href=3D"https://rte.espol.edu.ec/index.php/tecnologica/article/view/1=
208"><span
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;
      color:windowtext;text-decoration:none;text-underline:none'>https://rt=
e.espol.edu.ec/index.php/tecnologica/article/view/1208</span></a></span><sp=
an
      lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line=
-height:
      103%'><o:p></o:p></span></p>
      </div>
      <![if !mso]></td>
     </tr>
    </table>
    <![endif]></v:textbox>
  </v:shape><w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:group><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D96 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D606 height=3D111 src=3D"1208-RTE-36-e1_archivos/image00=
8.gif"
   v:shapes=3D"Group_x0020_9 Graphic_x0020_10 Graphic_x0020_11 Textbox_x002=
0_12"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:=
p></o:p></span></p>

</div>

<span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;font=
-family:
"Times New Roman",serif;mso-fareast-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:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection4>

<p class=3DMsoBodyText style=3D'margin-top:4.45pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt'><span class=3DSpellE><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>Resumen</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.7pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;line-heigh=
t:
103%'><span lang=3DEN-US>Este<span style=3D'letter-spacing:-.65pt'> </span>=
<span
class=3DSpellE>estudio</span><span style=3D'letter-spacing:-.65pt'> </span>=
<span
class=3DSpellE>emplea</span><span style=3D'letter-spacing:-.65pt'> </span><=
span
class=3DSpellE>t&eacute;cnicas</span><span style=3D'letter-spacing:-.65pt'>=
 </span><span
class=3DSpellE>avanzadas</span><span style=3D'letter-spacing:-.65pt'> </spa=
n>de<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>miner&iacute;a=
</span><span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span><span
class=3DSpellE>datos</span><span style=3D'letter-spacing:-.65pt'> </span>pa=
ra<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>realizar</span=
><span
style=3D'letter-spacing:-.65pt'> </span>un<span style=3D'letter-spacing:-.6=
5pt'> </span><span
class=3DSpellE>an&aacute;lisis</span><span style=3D'letter-spacing:-.65pt'>=
 </span><span
class=3DSpellE>exhaustivo</span> <span style=3D'letter-spacing:-.1pt'>de</s=
pan><span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>los</span></span><span style=3D'letter-spaci=
ng:-.65pt'>
</span><span class=3DSpellE><span style=3D'letter-spacing:-.1pt'>datos</spa=
n></span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.45pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>importaci&oacute;n</span></span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuador</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.45pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>abarcan</span></span><span style=3D'letter-s=
pacing:
-.45pt'> </span><span class=3DSpellE><span style=3D'letter-spacing:-.1pt'>t=
res</span></span><span
style=3D'letter-spacing:-.45pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>d&eacute;cadas</span></span><span
style=3D'letter-spacing:-.1pt'>,</span><span style=3D'letter-spacing:-.45pt=
'> </span><span
style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-spacing:-.45p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>1990</span><span style=3D'letter-spacing:-.4=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>a</span><span style=3D'letter-spacing:-.45pt=
'> </span><span
style=3D'letter-spacing:-.1pt'>2021.</span><span style=3D'letter-spacing:-.=
65pt'> </span><span
style=3D'letter-spacing:-.1pt'>Al</span><span style=3D'letter-spacing:-.45p=
t'> </span><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>aprovechar</span></span=
><span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>el</span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>algoritmo</spa=
n><span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span><span
class=3DSpellE>agrupamiento</span><span style=3D'letter-spacing:-.75pt'> </=
span>k-means,<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>identificamos<=
/span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>meticulosament=
e</span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>anomal&iacute;=
as</span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>dentro</span><=
span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span>las
<span class=3DSpellE>partidas</span><span style=3D'letter-spacing:-.75pt'> =
</span><span
class=3DSpellE>arancelarias</span>.<span style=3D'letter-spacing:-.75pt'> <=
/span>Se<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>utiliz&oacute;=
</span><span
style=3D'letter-spacing:-.75pt'> </span>un<span style=3D'letter-spacing:-.7=
5pt'> </span>conjunto<span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span><span
class=3DSpellE>datos</span><span style=3D'letter-spacing:-.75pt'> </span><s=
pan
class=3DSpellE>completo</span><span style=3D'letter-spacing:-.75pt'> </span=
>que<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>abarca</span><=
span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>partidas</span=
><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>arancelarias</=
span>, <span
class=3DSpellE>a&ntilde;os</span> y variables clave <span class=3DSpellE>co=
mo</span>
<span class=3DSpellE>el</span> <span class=3DSpellE>volumen</span> de <span
class=3DSpellE>importaci&oacute;n</span>, <span class=3DSpellE>los</span> <=
span
class=3DSpellE>valores</span> CIF y FOB, <span class=3DSpellE>el</span> <sp=
an
class=3DSpellE>costo</span> de <span class=3DSpellE><span style=3D'letter-s=
pacing:
-.1pt'>importaci&oacute;n</span></span><span style=3D'letter-spacing:-.6pt'=
> </span><span
style=3D'letter-spacing:-.1pt'>y</span><span style=3D'letter-spacing:-.6pt'=
> </span><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>el</span></span><span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE><span style=3D'=
letter-spacing:
-.1pt'>atractivo</span></span><span style=3D'letter-spacing:-.6pt'> </span>=
<span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>comercial</span></span>=
<span
style=3D'letter-spacing:-.1pt'>.</span><span style=3D'letter-spacing:-.6pt'=
> </span><span
style=3D'letter-spacing:-.1pt'>El</span><span style=3D'letter-spacing:-.6pt=
'> </span><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>modelo</span></span><sp=
an
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE><span style=3D'=
letter-spacing:
-.1pt'>miner&iacute;a</span></span><span style=3D'letter-spacing:-.6pt'> </=
span><span
style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-spacing:-.6pt=
'> </span><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>datos</span></span><span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE><span style=3D'=
letter-spacing:
-.1pt'>gener&oacute;</span></span><span style=3D'letter-spacing:-.6pt'> </s=
pan><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>informes</span></span><=
span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE><span style=3D'=
letter-spacing:
-.1pt'>reveladores</span></span><span style=3D'letter-spacing:-.1pt'> </spa=
n>que<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>identificaron<=
/span><span
style=3D'letter-spacing:-.15pt'> </span>con<span style=3D'letter-spacing:-.=
15pt'> </span><span
class=3DSpellE>precisi&oacute;n</span><span style=3D'letter-spacing:-.15pt'=
> </span><span
class=3DSpellE>patrones</span><span style=3D'letter-spacing:-.15pt'> </span=
><span
class=3DSpellE>an&oacute;malos</span><span style=3D'letter-spacing:-.15pt'>=
 </span>en<span
style=3D'letter-spacing:-.15pt'> </span>las<span style=3D'letter-spacing:-.=
15pt'> </span><span
class=3DSpellE>partidas</span><span style=3D'letter-spacing:-.15pt'> </span=
><span
class=3DSpellE>arancelarias</span>.<span style=3D'letter-spacing:-.15pt'> <=
/span><span
class=3DSpellE>Estos</span><span style=3D'letter-spacing:-.15pt'> </span><s=
pan
class=3DSpellE>informes</span> <span class=3DSpellE>permiten</span> a <span
class=3DSpellE>los</span> <span class=3DSpellE>expertos</span> <span class=
=3DSpellE>profundizar</span>
en las <span class=3DSpellE>causas</span> <span class=3DSpellE>subyacentes<=
/span>
de <span class=3DSpellE>estas</span> <span class=3DSpellE>anomal&iacute;as<=
/span>,
lo que les <span class=3DSpellE>permite</span> <span class=3DSpellE>tomar</=
span> <span
class=3DSpellE>decisiones</span> bien <span class=3DSpellE>informadas</span=
> para <span
class=3DSpellE>optimizar</span> las <span class=3DSpellE>estrategias</span>=
 de <span
class=3DSpellE>importaci&oacute;n</span> de Ecuador.<span style=3D'letter-s=
pacing:
-.2pt'> </span>Nuestra<span style=3D'letter-spacing:-.2pt'> </span><span
class=3DSpellE>investigaci&oacute;n</span><span style=3D'letter-spacing:-.2=
pt'> </span><span
class=3DSpellE>subraya</span><span style=3D'letter-spacing:-.2pt'> </span><=
span
class=3DSpellE>el</span><span style=3D'letter-spacing:-.2pt'> </span><span
class=3DSpellE>potencial</span><span style=3D'letter-spacing:-.2pt'> </span=
><span
class=3DSpellE>transformador</span><span style=3D'letter-spacing:-.2pt'> </=
span>de<span
style=3D'letter-spacing:-.2pt'> </span>la<span style=3D'letter-spacing:-.2p=
t'> </span><span
class=3DSpellE>miner&iacute;a</span><span style=3D'letter-spacing:-.2pt'> <=
/span>de<span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>datos</span><sp=
an
style=3D'letter-spacing:-.2pt'> </span>para <span class=3DSpellE>detectar</=
span> <span
class=3DSpellE>anomal&iacute;as</span> en las <span class=3DSpellE>importac=
iones</span>,
<span class=3DSpellE>proporcionando</span> <span class=3DSpellE>inteligenci=
a</span>
<span class=3DSpellE>valiosa</span> para la <span class=3DSpellE>gesti&oacu=
te;n</span>
<span class=3DSpellE>estrat&eacute;gica</span> del <span class=3DSpellE>com=
ercio</span>
exterior de Ecuador. Los <span class=3DSpellE>hallazgos</span> <span
class=3DSpellE>contribuyen</span> <span class=3DSpellE>significativamente</=
span> a
la <span class=3DSpellE>prevenci&oacute;n</span> del <span class=3DSpellE>f=
raude</span>
<span class=3DSpellE>aduanero</span> y las <span class=3DSpellE>pr&aacute;c=
ticas</span>
<span class=3DSpellE>comerciales</span> <span class=3DSpellE>desleales</spa=
n>, <span
class=3DSpellE>mejorando</span> en <span class=3DSpellE>&uacute;ltima</span=
> <span
class=3DSpellE>instancia</span> la <span class=3DSpellE>competitividad</spa=
n> del
sector <span class=3DSpellE>importador</span> del <span class=3DSpellE>pa&i=
acute;s</span>.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.3pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-left:15.95pt;text-align:justify'><b
style=3D'mso-bidi-font-weight:normal'><i style=3D'mso-bidi-font-style:norma=
l'><span
lang=3DEN-US>Palabras<span style=3D'letter-spacing:-.15pt'> </span>clave:<s=
pan
style=3D'letter-spacing:-.1pt'> </span></span></i></b><span class=3DSpellE>=
<span
lang=3DEN-US>Anomal&iacute;as</span></span><span lang=3DEN-US>,<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>Clusterizaci&oa=
cute;n</span>,<span
style=3D'letter-spacing:-.1pt'> </span>Comercio<span style=3D'letter-spacin=
g:-.1pt'>
</span>Exterior,<span style=3D'letter-spacing:-.1pt'> </span>K-Means,<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>Miner&iacute;a<=
/span><span
style=3D'letter-spacing:-.1pt'> </span>de<span style=3D'letter-spacing:-.1p=
t'> <span
class=3DSpellE>datos</span>.</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:13.2pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt'><span lang=3DEN-US style=3D'letter-spacin=
g:-.1pt'>Introduction</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.85pt;margin=
-bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:108%'><span lang=3DEN-US>Many<span style=3D'letter-spaci=
ng:-.2pt'>
</span>countries,<span style=3D'letter-spacing:-.2pt'> </span>such<span
style=3D'letter-spacing:-.2pt'> </span>as<span style=3D'letter-spacing:-.2p=
t'> </span>Ecuador,<span
style=3D'letter-spacing:-.2pt'> </span>have<span style=3D'letter-spacing:-.=
2pt'> </span>meticulously<span
style=3D'letter-spacing:-.2pt'> </span>collected<span style=3D'letter-spaci=
ng:-.2pt'>
</span>data<span style=3D'letter-spacing:-.2pt'> </span>on<span style=3D'le=
tter-spacing:
-.2pt'> </span>their<span style=3D'letter-spacing:-.2pt'> </span>export<span
style=3D'letter-spacing:-.2pt'> </span>and import<span style=3D'letter-spac=
ing:
-.4pt'> </span>activities<span style=3D'letter-spacing:-.4pt'> </span>for<s=
pan
style=3D'letter-spacing:-.4pt'> </span>years.<span style=3D'letter-spacing:=
-.6pt'> </span>These<span
style=3D'letter-spacing:-.4pt'> </span>valuable<span style=3D'letter-spacin=
g:-.4pt'>
</span>resources,<span style=3D'letter-spacing:-.4pt'> </span>available<span
style=3D'letter-spacing:-.4pt'> </span>on<span style=3D'letter-spacing:-.4p=
t'> </span>the<span
style=3D'letter-spacing:-.4pt'> </span>Central<span style=3D'letter-spacing=
:-.4pt'>
</span>Bank<span style=3D'letter-spacing:-.4pt'> </span>of<span style=3D'le=
tter-spacing:
-.4pt'> </span>Ecuador website,<span style=3D'letter-spacing:-.6pt'> </span=
>hold<span
style=3D'letter-spacing:-.6pt'> </span>enormous<span style=3D'letter-spacin=
g:-.6pt'>
</span>potential<span style=3D'letter-spacing:-.6pt'> </span>for<span
style=3D'letter-spacing:-.6pt'> </span>generating<span style=3D'letter-spac=
ing:
-.6pt'> </span>productive<span style=3D'letter-spacing:-.6pt'> </span>knowl=
edge.<span
style=3D'letter-spacing:-.6pt'> </span>However,<span style=3D'letter-spacin=
g:-.6pt'>
</span>their<span style=3D'letter-spacing:-.6pt'> </span>use<span
style=3D'letter-spacing:-.6pt'> </span>has been limited. Regarding imports,=
 which
range from raw materials to technology and vehicles to<span style=3D'letter=
-spacing:
-.35pt'> </span>supply<span style=3D'letter-spacing:-.35pt'> </span>nationa=
l<span
style=3D'letter-spacing:-.35pt'> </span>industries,<span style=3D'letter-sp=
acing:
-.35pt'> </span>decision-making<span style=3D'letter-spacing:-.35pt'> </spa=
n>has<span
style=3D'letter-spacing:-.35pt'> </span>been<span style=3D'letter-spacing:-=
.35pt'> </span>based<span
style=3D'letter-spacing:-.35pt'> </span>mainly<span style=3D'letter-spacing=
:-.35pt'>
</span>on<span style=3D'letter-spacing:-.35pt'> </span>empirical<span
style=3D'letter-spacing:-.35pt'> </span>approaches and<span style=3D'letter=
-spacing:
-.35pt'> </span>isolated<span style=3D'letter-spacing:-.35pt'> </span>initi=
atives.<span
style=3D'letter-spacing:-.6pt'> </span>This<span style=3D'letter-spacing:-.=
35pt'> </span>aspect<span
style=3D'letter-spacing:-.35pt'> </span>has<span style=3D'letter-spacing:-.=
35pt'> </span>impeded<span
style=3D'letter-spacing:-.35pt'> </span>more<span style=3D'letter-spacing:-=
.35pt'> </span>significant<span
style=3D'letter-spacing:-.35pt'> </span>economic<span style=3D'letter-spaci=
ng:-.35pt'>
</span>growth.<span style=3D'letter-spacing:-.35pt'> </span>(<span class=3D=
SpellE>Quintana</span>
et al., 2021).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.7pt;margin-=
bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:108%'><span lang=3DEN-US>Imports<span style=3D'letter-sp=
acing:
-.25pt'> </span>play<span style=3D'letter-spacing:-.25pt'> </span>a<span
style=3D'letter-spacing:-.25pt'> </span>crucial<span style=3D'letter-spacin=
g:-.25pt'>
</span>role<span style=3D'letter-spacing:-.25pt'> </span>in<span
style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'letter-spacing:-.=
25pt'> </span>Ecuadorian<span
style=3D'letter-spacing:-.25pt'> </span>economy,<span style=3D'letter-spaci=
ng:-.25pt'>
</span>as<span style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'le=
tter-spacing:
-.25pt'> </span>country<span style=3D'letter-spacing:-.25pt'> </span>relies=
<span
style=3D'letter-spacing:-.25pt'> </span>heavily<span style=3D'letter-spacin=
g:-.25pt'>
</span>on external products to meet domestic demand and support various
industrial sectors.<span style=3D'letter-spacing:-.4pt'> </span>Analyzing <=
span
style=3D'letter-spacing:-.2pt'>these</span><span style=3D'letter-spacing:-.=
4pt'> </span><span
style=3D'letter-spacing:-.2pt'>imports</span><span style=3D'letter-spacing:=
-.4pt'> </span><span
style=3D'letter-spacing:-.2pt'>using</span><span style=3D'letter-spacing:-.=
4pt'> </span><span
style=3D'letter-spacing:-.2pt'>data</span><span style=3D'letter-spacing:-.4=
pt'> </span><span
style=3D'letter-spacing:-.2pt'>mining</span><span style=3D'letter-spacing:-=
.4pt'> </span><span
style=3D'letter-spacing:-.2pt'>techniques</span><span style=3D'letter-spaci=
ng:-.4pt'>
</span><span style=3D'letter-spacing:-.2pt'>allows</span><span style=3D'let=
ter-spacing:
-.4pt'> </span><span style=3D'letter-spacing:-.2pt'>us</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>to</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>identify</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>patterns,</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>trends,</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>and</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2pt'=
>relationships
</span>invaluable in strategic decision-making.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.0pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:108%'><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>=
Knowledge
and training are essential in a globalized world where competition intensif=
ies.
</span><span lang=3DEN-US>Innovative<span style=3D'letter-spacing:-.25pt'> =
</span>strategies<span
style=3D'letter-spacing:-.25pt'> </span>and<span style=3D'letter-spacing:-.=
25pt'> </span>techniques<span
style=3D'letter-spacing:-.25pt'> </span>are<span style=3D'letter-spacing:-.=
25pt'> </span>required<span
style=3D'letter-spacing:-.25pt'> </span>to<span style=3D'letter-spacing:-.2=
5pt'> </span>access<span
style=3D'letter-spacing:-.25pt'> </span>and<span style=3D'letter-spacing:-.=
25pt'> </span>strengthen<span
style=3D'letter-spacing:-.25pt'> </span>new<span style=3D'letter-spacing:-.=
25pt'> </span>markets.<span
style=3D'letter-spacing:-.45pt'> </span>When <span style=3D'letter-spacing:=
-.1pt'>applied</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>to</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>imports,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>data</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>mining</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>provides</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>behavioral</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>patterns</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>that</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>can</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>serve</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>a</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>basis</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>for</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>defining
</span>solid strategies. However, it is not enough to master economic theor=
y or
replicate successful techniques from other countries. The key is to develop
original strategies deeply rooted in Ecuador's<span style=3D'letter-spacing=
:-.35pt'>
</span>historical<span style=3D'letter-spacing:-.25pt'> </span>import<span
style=3D'letter-spacing:-.25pt'> </span>data.<span style=3D'letter-spacing:=
-.25pt'>
</span>Morales<span style=3D'letter-spacing:-.25pt'> </span>Zurita<span
style=3D'letter-spacing:-.25pt'> </span>(2023)<span style=3D'letter-spacing=
:-.25pt'>
</span>and<span style=3D'letter-spacing:-.25pt'> </span>Su&aacute;rez<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.75=
pt'> </span>Amador<span
style=3D'letter-spacing:-.25pt'> </span>(2009)<span style=3D'letter-spacing=
:-.25pt'>
</span>state<span style=3D'letter-spacing:-.25pt'> </span>that information<=
span
style=3D'letter-spacing:-.7pt'> </span>is<span style=3D'letter-spacing:-.7p=
t'> </span>critical<span
style=3D'letter-spacing:-.7pt'> </span>to<span style=3D'letter-spacing:-.7p=
t'> </span>understanding<span
style=3D'letter-spacing:-.7pt'> </span>the<span style=3D'letter-spacing:-.7=
pt'> </span>past<span
style=3D'letter-spacing:-.7pt'> </span>and<span style=3D'letter-spacing:-.7=
pt'> </span>the<span
style=3D'letter-spacing:-.7pt'> </span>present<span style=3D'letter-spacing=
:-.7pt'>
</span>and,<span style=3D'letter-spacing:-.7pt'> </span>in<span style=3D'le=
tter-spacing:
-.7pt'> </span>a<span style=3D'letter-spacing:-.7pt'> </span>certain<span
style=3D'letter-spacing:-.7pt'> </span>way,<span style=3D'letter-spacing:-.=
7pt'> </span>predicting
the future.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.85pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:108%'><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>=
A</span><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>data</span><span lang=3DEN-US style=3D'lette=
r-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>mining</s=
pan><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>process</span><span lang=3DEN-US style=3D'le=
tter-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>is</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>essential</span><span lang=3DEN-US style=3D'=
letter-spacing:
-.5pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>for</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.5pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>transforming</span><span lang=3DEN-US
style=3D'letter-spacing:-.5pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.1pt'>a</span><span lang=3DEN-US style=3D'letter-spacing:-.5pt'> </span><s=
pan
lang=3DEN-US style=3D'letter-spacing:-.1pt'>dataset</span><span lang=3DEN-US
style=3D'letter-spacing:-.5pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.1pt'>into</span><span lang=3DEN-US style=3D'letter-spacing:-.5pt'> </span=
><span
lang=3DEN-US style=3D'letter-spacing:-.1pt'>a</span><span lang=3DEN-US
style=3D'letter-spacing:-.5pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.1pt'>complete</span><span lang=3DEN-US style=3D'letter-spacing:-.5pt'> </=
span><span
lang=3DEN-US style=3D'letter-spacing:-.1pt'>and</span><span lang=3DEN-US
style=3D'letter-spacing:-.5pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.1pt'>relevant </span><span lang=3DEN-US>one. This set must include detail=
ed
information about the imported products, their origin, quantities, prices,
means of transport, ports of entry, and other relevant aspects.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.05pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:108%'><span lang=3DEN-US>In the information age, where t=
he
amount of available data grows exponentially, data <span style=3D'letter-sp=
acing:
-.1pt'>mining</span><span style=3D'letter-spacing:-.55pt'> </span><span
style=3D'letter-spacing:-.1pt'>has</span><span style=3D'letter-spacing:-.45=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>become</span><span style=3D'letter-spacing:-=
.45pt'> </span><span
style=3D'letter-spacing:-.1pt'>an</span><span style=3D'letter-spacing:-.45p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>indispensable</span><span style=3D'letter-sp=
acing:
-.45pt'> </span><span style=3D'letter-spacing:-.1pt'>tool</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>for</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>its</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>analysis</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>and</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>strategic</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>use.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>This</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>discipline</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ranges
</span>from simple graphical techniques to complex statistical methods,
complemented by artificial</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:108%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection5>

<p class=3DMsoBodyText style=3D'margin-top:4.65pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:6.1pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
108%'><span lang=3DEN-US>intelligence and machine learning algorithms.<span
style=3D'letter-spacing:-.05pt'> </span>These allow for solving problems of
automatic <span style=3D'letter-spacing:-.1pt'>grouping, classification, va=
lue
prediction, pattern detection, and attribute association, providing </span>=
invaluable
information for decision-making (L&oacute;pez et al., 2023; Su&aacute;rez y=
<span
style=3D'letter-spacing:-.25pt'> </span>Amador, 2009).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.1pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.5pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>The<span style=3D'letter-spacin=
g:-.55pt'>
</span>analysis<span style=3D'letter-spacing:-.55pt'> </span>of<span
style=3D'letter-spacing:-.55pt'> </span>imports<span style=3D'letter-spacin=
g:-.55pt'>
</span>with<span style=3D'letter-spacing:-.55pt'> </span>data<span
style=3D'letter-spacing:-.55pt'> </span>mining<span style=3D'letter-spacing=
:-.55pt'>
</span>must<span style=3D'letter-spacing:-.55pt'> </span>require<span
style=3D'letter-spacing:-.55pt'> </span>knowledge<span style=3D'letter-spac=
ing:
-.55pt'> </span>of<span style=3D'letter-spacing:-.55pt'> </span>statistics,=
<span
style=3D'letter-spacing:-.55pt'> </span>machine learning algorithms, and da=
ta
analysis tools (Al Ayub Ahmed et al., 2023). In addition, the quality<span
style=3D'letter-spacing:-.45pt'> </span>and<span style=3D'letter-spacing:-.=
45pt'> </span>reliability<span
style=3D'letter-spacing:-.45pt'> </span>of<span style=3D'letter-spacing:-.4=
5pt'> </span>the<span
style=3D'letter-spacing:-.45pt'> </span>data<span style=3D'letter-spacing:-=
.45pt'> </span>used<span
style=3D'letter-spacing:-.45pt'> </span>are<span style=3D'letter-spacing:-.=
45pt'> </span>crucial<span
style=3D'letter-spacing:-.45pt'> </span>to<span style=3D'letter-spacing:-.4=
5pt'> </span>obtaining<span
style=3D'letter-spacing:-.45pt'> </span>accurate<span style=3D'letter-spaci=
ng:-.45pt'>
</span>results<span style=3D'letter-spacing:-.45pt'> </span>and<span
style=3D'letter-spacing:-.45pt'> </span>conclusions. <span style=3D'letter-=
spacing:
-.3pt'>Ultimately, data mining offers unprecedented potential to analyze
imports in Ecuador. By applying </span>appropriate techniques and tools,
companies and decision-makers can use this information to optimize their
business strategies, strengthen their import processes, and ultimately boost
the country's economic development.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>This<span style=3D'letter-spaci=
ng:-.55pt'>
</span>study,<span style=3D'letter-spacing:-.55pt'> </span>which<span
style=3D'letter-spacing:-.55pt'> </span>focuses<span style=3D'letter-spacin=
g:-.55pt'>
</span>specifically<span style=3D'letter-spacing:-.55pt'> </span>on<span
style=3D'letter-spacing:-.55pt'> </span>Ecuadorian<span style=3D'letter-spa=
cing:
-.55pt'> </span>imports,<span style=3D'letter-spacing:-.55pt'> </span>their=
<span
style=3D'letter-spacing:-.55pt'> </span>granular<span style=3D'letter-spaci=
ng:-.55pt'>
</span>analysis<span style=3D'letter-spacing:-.55pt'> </span>at the tariff =
item
level, detecting anomalies in multiple variables, and using the gravity mod=
el
to support decision-making, provides practical insights directly applicable=
 to
your work. Under this<span style=3D'letter-spacing:-.5pt'> </span>context,<=
span
style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>document<span
style=3D'letter-spacing:-.5pt'> </span>has<span style=3D'letter-spacing:-.5=
pt'> </span>been<span
style=3D'letter-spacing:-.5pt'> </span>structured<span style=3D'letter-spac=
ing:
-.5pt'> </span>as<span style=3D'letter-spacing:-.5pt'> </span>follows:<span
style=3D'letter-spacing:-.5pt'> </span>Section<span style=3D'letter-spacing=
:-.5pt'>
</span>2<span style=3D'letter-spacing:-.5pt'> </span>presents<span
style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>related<span
style=3D'letter-spacing:-.5pt'> </span>works; Section 3 sets out the method=
ology
and methods used; Section 4 details the results obtained; Section<span
style=3D'letter-spacing:-.2pt'> </span>5<span style=3D'letter-spacing:-.2pt=
'> </span>presents<span
style=3D'letter-spacing:-.2pt'> </span>the<span style=3D'letter-spacing:-.2=
pt'> </span>discussions;<span
style=3D'letter-spacing:-.2pt'> </span>and<span style=3D'letter-spacing:-.2=
pt'> </span>finally,<span
style=3D'letter-spacing:-.2pt'> </span>in<span style=3D'letter-spacing:-.2p=
t'> </span>the<span
style=3D'letter-spacing:-.2pt'> </span>last<span style=3D'letter-spacing:-.=
2pt'> </span>section,<span
style=3D'letter-spacing:-.2pt'> </span>conclusions<span style=3D'letter-spa=
cing:
-.25pt'> </span>and<span style=3D'letter-spacing:-.2pt'> </span>future<span
style=3D'letter-spacing:-.2pt'> </span>work are offered.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:11.7pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:0cm;margin-right:0cm;margin-bottom:0cm;margin-left:=
203.55pt;
margin-bottom:.0001pt;text-align:justify'><span lang=3DEN-US>Related<span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Works</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.5pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>Previous studies on anomaly det=
ection
using data mining are <a name=3D"_Hlk76478850"></a>extensive and applied to
different areas but not specifically to countries' imports and exports.
Regarding the economy, <span style=3D'letter-spacing:-.1pt'>data</span><span
style=3D'letter-spacing:-.75pt'> </span><span style=3D'letter-spacing:-.1pt=
'>mining</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>studies</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>have</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>focused</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>more</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>on</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>electronic</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>commerce</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>and</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>other</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>economic</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>variables
</span>that have affected trade relations between countries. These studies =
have
been based on the gravitational model.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.0pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>The foreign trade study by
Gonz&aacute;les Argote y Ticona Gonz&aacute;les (2019) analyzes a <span
style=3D'letter-spacing:-.1pt'>landlocked</span><span style=3D'letter-spaci=
ng:-.6pt'>
</span><span style=3D'letter-spacing:-.1pt'>country's</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>effects</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>on</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>foreign</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>trade.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>They</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>applied</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>data</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>mining,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>especially</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>the</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>clustering
</span><span style=3D'letter-spacing:-.2pt'>technique</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>with</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>the</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>k-means</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>algorithm</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>and</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>Partitioning</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>Around</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>Medoids</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>(PAM),</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>with</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.2pt=
'>information
</span>on international trade indicators from 188 countries over ten years.
This aspect was done to <span style=3D'letter-spacing:-.1pt'>detect</span><=
span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>whether</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>the</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>condition</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>of</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>being</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>landlocked</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>is</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>a</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>limiting</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>factor</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>in</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>the</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>commercial</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>dynamics
</span>of countries. The study considers variables such as per capita incom=
e,
institutional quality, economic<span style=3D'letter-spacing:-.55pt'> </spa=
n>integration,<span
style=3D'letter-spacing:-.55pt'> </span>latitude,<span style=3D'letter-spac=
ing:
-.55pt'> </span>variable<span style=3D'letter-spacing:-.55pt'> </span>indic=
ating<span
style=3D'letter-spacing:-.55pt'> </span>Mediterranean<span style=3D'letter-=
spacing:
-.55pt'> </span>identity,<span style=3D'letter-spacing:-.55pt'> </span>econ=
omically<span
style=3D'letter-spacing:-.55pt'> </span>active population, land area, a nat=
ural
resources indicator, export cost (USD per container), import cost<span
style=3D'letter-spacing:-.05pt'> </span>(USD<span style=3D'letter-spacing:-=
.1pt'> </span>per<span
style=3D'letter-spacing:-.1pt'> </span>container),<span style=3D'letter-spa=
cing:
-.1pt'> </span>time<span style=3D'letter-spacing:-.1pt'> </span>to<span
style=3D'letter-spacing:-.1pt'> </span>export<span style=3D'letter-spacing:=
-.05pt'>
</span>(days),<span style=3D'letter-spacing:-.1pt'> </span>time<span
style=3D'letter-spacing:-.1pt'> </span>to<span style=3D'letter-spacing:-.1p=
t'> </span>import<span
style=3D'letter-spacing:-.1pt'> </span>(days)<span style=3D'letter-spacing:=
-.1pt'> </span>(<span
class=3DSpellE>Djayeola</span><span style=3D'letter-spacing:-.1pt'> </span>=
y<span
style=3D'letter-spacing:-.1pt'> </span>Fujs,<span style=3D'letter-spacing:-=
.1pt'> </span>2018;
The World Bank Group, 2024).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>=
The</span><span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>results</span><span lang=3DEN-US style=3D'le=
tter-spacing:
-.45pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>showed</s=
pan><span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>that</span><span lang=3DEN-US style=3D'lette=
r-spacing:
-.45pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>in</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>recent</span><span lang=3DEN-US style=3D'let=
ter-spacing:
-.45pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>years,</s=
pan><span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>a</span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.45pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>small</sp=
an><span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>subset</span><span lang=3DEN-US style=3D'let=
ter-spacing:
-.45pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>of</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>landlocked</span><span lang=3DEN-US
style=3D'letter-spacing:-.45pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.1pt'>countries,</span><span lang=3DEN-US style=3D'letter-spacing:-.45pt'>=
 </span><span
lang=3DEN-US style=3D'letter-spacing:-.1pt'>including </span><span lang=3DE=
N-US>Bolivia<span
style=3D'letter-spacing:-.5pt'> </span>and<span style=3D'letter-spacing:-.5=
pt'> </span>Paraguay,<span
style=3D'letter-spacing:-.5pt'> </span>have<span style=3D'letter-spacing:-.=
5pt'> </span>eased<span
style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>restrictions<span
style=3D'letter-spacing:-.55pt'> </span>landlocked<span style=3D'letter-spa=
cing:
-.5pt'> </span>countries<span style=3D'letter-spacing:-.55pt'> </span>impos=
e<span
style=3D'letter-spacing:-.5pt'> </span>on<span style=3D'letter-spacing:-.5p=
t'> </span>the<span
style=3D'letter-spacing:-.5pt'> </span>costs<span style=3D'letter-spacing:-=
.5pt'> </span>and
times of export and import. Countries were also identified as having other
types of economic <span style=3D'letter-spacing:-.2pt'>barriers</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>despite</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>having</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>access</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>to</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>the</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>sea.</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>Therefore,</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>they</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>present</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>international</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>trade</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>characteristics
</span><span style=3D'letter-spacing:-.1pt'>similar</span><span style=3D'le=
tter-spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>to,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>or</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>even</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>less</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>favorable</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>than,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>landlocked</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>countries,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>such</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Venezuela.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>These</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>results</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>are
consistent</span><span style=3D'letter-spacing:-.75pt'> </span><span
style=3D'letter-spacing:-.1pt'>with</span><span style=3D'letter-spacing:-.6=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>the</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>relationships</span><span style=3D'letter-sp=
acing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>of</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>trade</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>variables</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>proposed</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>by</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>gravity</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>model</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>international
</span>trade, where countries were identified that do not have access to the
sea but improved trade relations<span style=3D'letter-spacing:-.05pt'> </sp=
an>with<span
style=3D'letter-spacing:-.05pt'> </span>other<span style=3D'letter-spacing:=
-.05pt'>
</span>countries<span style=3D'letter-spacing:-.05pt'> </span>thanks<span
style=3D'letter-spacing:-.05pt'> </span>to<span style=3D'letter-spacing:-.0=
5pt'> </span>the<span
style=3D'letter-spacing:-.05pt'> </span>improvement<span style=3D'letter-sp=
acing:
-.05pt'> </span>in<span style=3D'letter-spacing:-.05pt'> </span>economic<sp=
an
style=3D'letter-spacing:-.05pt'> </span>terms<span style=3D'letter-spacing:=
-.05pt'>
</span>such<span style=3D'letter-spacing:-.05pt'> </span>as<span
style=3D'letter-spacing:-.05pt'> </span>the<span style=3D'letter-spacing:-.=
05pt'> </span>Gross
Domestic Product (GDP) of these countries. (Gonz&aacute;les<span
style=3D'letter-spacing:-.25pt'> </span>Argote y Ticona Gonz&aacute;les, 20=
19).</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:108%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection6>

<p class=3DMsoBodyText style=3D'margin-top:4.65pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.55pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>Similarly, the study on anomaly
detection has been applied in electronic commerce,<span style=3D'letter-spa=
cing:
4.0pt'> </span>as<span style=3D'letter-spacing:-.15pt'> </span>in<span
style=3D'letter-spacing:-.15pt'> </span>a<span style=3D'letter-spacing:-.15=
pt'> </span>survey<span
style=3D'letter-spacing:-.15pt'> </span>performed<span style=3D'letter-spac=
ing:
-.15pt'> </span>at<span style=3D'letter-spacing:-.6pt'> </span>York<span
style=3D'letter-spacing:-.15pt'> </span>University,<span style=3D'letter-sp=
acing:
-.15pt'> </span>Canada,<span style=3D'letter-spacing:-.15pt'> </span>where<=
span
style=3D'letter-spacing:-.15pt'> </span>the<span style=3D'letter-spacing:-.=
15pt'> </span>k-means<span
style=3D'letter-spacing:-.15pt'> </span>cluster<span style=3D'letter-spacin=
g:-.15pt'>
</span>segmentation technique is used to investigate anomalies in electronic
commerce transactions.<span style=3D'letter-spacing:-.55pt'> </span>Applyin=
g this
technique generated several clusters, each including records of similar
transactions. Using a mathematical method, they defined a threshold, and if=
 the
number of records in that group is greater than the threshold, that group is
called normal; otherwise, it is labeled as an anomaly <span style=3D'letter=
-spacing:
-.1pt'>cluster.</span><span style=3D'letter-spacing:-.75pt'> </span><span
style=3D'letter-spacing:-.1pt'>Then,</span><span style=3D'letter-spacing:-.=
65pt'> </span><span
style=3D'letter-spacing:-.1pt'>they</span><span style=3D'letter-spacing:-.6=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>applied</span><span style=3D'letter-spacing:=
-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>different</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>classification</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>algorithms</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>to</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>investigate</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>each</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>new</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>group,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>such </span>as
Logistic Regression, Naive Bayes, <span class=3DSpellE>Nbtree</span>, and R=
adial
Basis Functions (RBF) to evaluate each<span style=3D'letter-spacing:-.25pt'=
> </span>cluster.<span
style=3D'letter-spacing:-.45pt'> </span>With<span style=3D'letter-spacing:-=
.25pt'> </span>this<span
style=3D'letter-spacing:-.25pt'> </span>model,<span style=3D'letter-spacing=
:-.25pt'>
</span>they<span style=3D'letter-spacing:-.25pt'> </span>identified<span
style=3D'letter-spacing:-.25pt'> </span>approximately<span style=3D'letter-=
spacing:
-.25pt'> </span>2.2%<span style=3D'letter-spacing:-.25pt'> </span>of<span
style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'letter-spacing:-.=
25pt'> </span>transactions<span
style=3D'letter-spacing:-.25pt'> </span>analyzed as anomalies (Tan et al., =
2020).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.4pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>In the study by<span
style=3D'letter-spacing:-.15pt'> </span>Wohl and Kennedy (2018), they perfo=
rmed a
Neural Network analysis of International Trade using a data set assembled f=
or a
gravity model of international trade. The objective was to predict trade
relations between countries, so they used the following variables: bilateral
trade, the distance between countries, the GDP of the exporter, and the GDP=
 of
the importer; dummy variables, indicating whether the countries share a
language, a border,<span style=3D'letter-spacing:-.15pt'> </span>a<span
style=3D'letter-spacing:-.15pt'> </span>colonial<span style=3D'letter-spaci=
ng:-.15pt'>
</span>relationship,<span style=3D'letter-spacing:-.15pt'> </span>or<span
style=3D'letter-spacing:-.15pt'> </span>a<span style=3D'letter-spacing:-.15=
pt'> </span>trade<span
style=3D'letter-spacing:-.15pt'> </span>agreement;<span style=3D'letter-spa=
cing:
-.15pt'> </span>and<span style=3D'letter-spacing:-.15pt'> </span>country<sp=
an
style=3D'letter-spacing:-.15pt'> </span>or<span style=3D'letter-spacing:-.1=
5pt'> </span>country-year<span
style=3D'letter-spacing:-.15pt'> </span>fixed<span style=3D'letter-spacing:=
-.15pt'>
</span>effects as<span style=3D'letter-spacing:-.35pt'> </span>independent<=
span
style=3D'letter-spacing:-.35pt'> </span>variables.<span style=3D'letter-spa=
cing:
-.55pt'> </span>They<span style=3D'letter-spacing:-.35pt'> </span>randomly<=
span
style=3D'letter-spacing:-.35pt'> </span>divided<span style=3D'letter-spacin=
g:-.35pt'>
</span>the<span style=3D'letter-spacing:-.35pt'> </span>data<span
style=3D'letter-spacing:-.35pt'> </span>into<span style=3D'letter-spacing:-=
.35pt'> </span>a<span
style=3D'letter-spacing:-.35pt'> </span>training<span style=3D'letter-spaci=
ng:-.35pt'>
</span>set<span style=3D'letter-spacing:-.35pt'> </span>and<span
style=3D'letter-spacing:-.35pt'> </span>a<span style=3D'letter-spacing:-.35=
pt'> </span>test<span
style=3D'letter-spacing:-.35pt'> </span>set,<span style=3D'letter-spacing:-=
.35pt'> </span>then
used<span style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-s=
pacing:
-.5pt'> </span>data<span style=3D'letter-spacing:-.5pt'> </span>from<span
style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>training<span
style=3D'letter-spacing:-.5pt'> </span>set<span style=3D'letter-spacing:-.5=
pt'> </span>to<span
style=3D'letter-spacing:-.5pt'> </span>create<span style=3D'letter-spacing:=
-.5pt'> </span>an<span
style=3D'letter-spacing:-.5pt'> </span>Ordinary<span style=3D'letter-spacin=
g:-.5pt'>
</span>Least<span style=3D'letter-spacing:-.5pt'> </span>Squares<span
style=3D'letter-spacing:-.5pt'> </span>(OLS)<span style=3D'letter-spacing:-=
.5pt'> </span>linear<span
style=3D'letter-spacing:-.5pt'> </span>regression, a<span style=3D'letter-s=
pacing:
-.1pt'> </span>Poisson<span style=3D'letter-spacing:-.1pt'> </span>pseudo-m=
aximum<span
style=3D'letter-spacing:-.1pt'> </span>likelihood<span style=3D'letter-spac=
ing:
-.1pt'> </span>estimator,<span style=3D'letter-spacing:-.1pt'> </span>and<s=
pan
style=3D'letter-spacing:-.1pt'> </span>a<span style=3D'letter-spacing:-.1pt=
'> </span>neural<span
style=3D'letter-spacing:-.1pt'> </span>network,<span style=3D'letter-spacin=
g:-.1pt'>
</span>and<span style=3D'letter-spacing:-.1pt'> </span>then<span
style=3D'letter-spacing:-.1pt'> </span>used<span style=3D'letter-spacing:-.=
1pt'> </span>the<span
style=3D'letter-spacing:-.1pt'> </span>test data to measure how the differe=
nt
methods generalize to new data.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>Furthermore,<span style=3D'lett=
er-spacing:
-.1pt'> </span>they<span style=3D'letter-spacing:-.1pt'> </span>compared<sp=
an
style=3D'letter-spacing:-.1pt'> </span>the<span style=3D'letter-spacing:-.1=
pt'> </span>results<span
style=3D'letter-spacing:-.1pt'> </span>with<span style=3D'letter-spacing:-.=
1pt'> </span>a<span
style=3D'letter-spacing:-.1pt'> </span>reference<span style=3D'letter-spaci=
ng:-.1pt'>
</span>model,<span style=3D'letter-spacing:-.1pt'> </span>a<span
style=3D'letter-spacing:-.1pt'> </span>model<span style=3D'letter-spacing:-=
.1pt'> </span>with<span
style=3D'letter-spacing:-.1pt'> </span>country- <span style=3D'letter-spaci=
ng:-.2pt'>fixed</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>effects,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>and</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>a</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>model</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>with</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>country-year</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>fixed</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>effects.</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.2pt=
'>They</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>then</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>compared</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>the</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>neural</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.2pt'=
>network
</span>predictions<span style=3D'letter-spacing:-.2pt'> </span>to<span
style=3D'letter-spacing:-.15pt'> </span>actual<span style=3D'letter-spacing=
:-.15pt'>
</span>trade<span style=3D'letter-spacing:-.15pt'> </span>between<span
style=3D'letter-spacing:-.15pt'> </span>the<span style=3D'letter-spacing:-.=
15pt'> </span>United<span
style=3D'letter-spacing:-.15pt'> </span>States<span style=3D'letter-spacing=
:-.15pt'>
</span>and<span style=3D'letter-spacing:-.15pt'> </span>its<span
style=3D'letter-spacing:-.15pt'> </span>major<span style=3D'letter-spacing:=
-.15pt'>
</span>trading<span style=3D'letter-spacing:-.15pt'> </span>partners<span
style=3D'letter-spacing:-.15pt'> </span>outside<span style=3D'letter-spacin=
g:-.15pt'>
</span>the sample period to examine whether trade between countries can be
accurately predicted with limited data. Finally, they verified that neural
networks can be efficiently used with a few <span style=3D'letter-spacing:-=
.1pt'>economic,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>geographic,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>and</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>historical</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>variables</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>to</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>generate</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>reasonably</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>accurate</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>predictions</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>about </span>international
trade (Wohl &amp; Kennedy, 2018).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:11.7pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:0cm;margin-right:0cm;margin-bottom:0cm;margin-left:=
181.95pt;
margin-bottom:.0001pt;text-align:justify'><span lang=3DEN-US>Materials<span
style=3D'letter-spacing:-.3pt'> </span>and<span style=3D'letter-spacing:-.3=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>Methods</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.55pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>This study presents a detailed
analysis of imports made by Ecuador during the period from<span
style=3D'letter-spacing:-.75pt'> </span>1990<span style=3D'letter-spacing:-=
.75pt'> </span>to<span
style=3D'letter-spacing:-.75pt'> </span>2021.<span style=3D'letter-spacing:=
-.75pt'>
</span>To<span style=3D'letter-spacing:-.75pt'> </span>detect<span
style=3D'letter-spacing:-.75pt'> </span>anomalies<span style=3D'letter-spac=
ing:
-.75pt'> </span>in<span style=3D'letter-spacing:-.75pt'> </span>import<span
style=3D'letter-spacing:-.75pt'> </span>patterns,<span style=3D'letter-spac=
ing:
-.75pt'> </span>the<span style=3D'letter-spacing:-.75pt'> </span>Cross-Indu=
stry<span
style=3D'letter-spacing:-.75pt'> </span>Standard<span style=3D'letter-spaci=
ng:-.75pt'>
</span>Process for<span style=3D'letter-spacing:-.45pt'> </span>Data<span
style=3D'letter-spacing:-.5pt'> </span>Mining<span style=3D'letter-spacing:=
-.45pt'>
</span>(CRISP-DM)<span style=3D'letter-spacing:-.45pt'> </span>methodology<=
span
style=3D'letter-spacing:-.45pt'> </span>has<span style=3D'letter-spacing:-.=
5pt'> </span>been<span
style=3D'letter-spacing:-.45pt'> </span>applied<span style=3D'letter-spacin=
g:-.45pt'>
</span>in<span style=3D'letter-spacing:-.45pt'> </span>conjunction<span
style=3D'letter-spacing:-.45pt'> </span>with<span style=3D'letter-spacing:-=
.45pt'> </span>the<span
style=3D'letter-spacing:-.5pt'> </span>Software Process<span style=3D'lette=
r-spacing:
-.45pt'> </span>Engineering<span style=3D'letter-spacing:-.45pt'> </span>Me=
tamodel<span
style=3D'letter-spacing:-.45pt'> </span>(SPEM)<span style=3D'letter-spacing=
:-.45pt'>
</span>scheme<span style=3D'letter-spacing:-.45pt'> </span>(Plotnikova<span
style=3D'letter-spacing:-.45pt'> </span>et<span style=3D'letter-spacing:-.4=
5pt'> </span>al.,<span
style=3D'letter-spacing:-.45pt'> </span>2022).<span style=3D'letter-spacing=
:-.6pt'>
</span>The<span style=3D'letter-spacing:-.45pt'> </span>data<span
style=3D'letter-spacing:-.45pt'> </span>clustering <span style=3D'letter-sp=
acing:
-.1pt'>technique</span><span style=3D'letter-spacing:-.75pt'> </span><span
style=3D'letter-spacing:-.1pt'>has</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>been</span><span style=3D'letter-spacing:-.6=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>used</span><span style=3D'letter-spacing:-.6=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>with</span><span style=3D'letter-spacing:-.6=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>the</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>k-means</span><span style=3D'letter-spacing:=
-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>algorithm</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>on</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>a</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>data</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>set</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuadorian</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>imports</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>obtained
from</span><span style=3D'letter-spacing:-.75pt'> </span><span style=3D'let=
ter-spacing:
-.1pt'>the</span><span style=3D'letter-spacing:-.65pt'> </span><span
style=3D'letter-spacing:-.1pt'>website</span><span style=3D'letter-spacing:=
-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>of</span><span style=3D'letter-=
spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>the</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Central</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Bank</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuador</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>(Banco</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Central</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>del</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Ecuador,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>2023).</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>The</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>data</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>set </span>used<span
style=3D'letter-spacing:-.2pt'> </span>in<span style=3D'letter-spacing:-.2p=
t'> </span>this<span
style=3D'letter-spacing:-.2pt'> </span>study<span style=3D'letter-spacing:-=
.2pt'> </span>contains<span
style=3D'letter-spacing:-.2pt'> </span>detailed<span style=3D'letter-spacin=
g:-.2pt'>
</span>information<span style=3D'letter-spacing:-.2pt'> </span>on<span
style=3D'letter-spacing:-.2pt'> </span>Ecuadorian<span style=3D'letter-spac=
ing:
-.2pt'> </span>imports<span style=3D'letter-spacing:-.2pt'> </span>by<span
style=3D'letter-spacing:-.2pt'> </span>tariff<span style=3D'letter-spacing:=
-.2pt'> </span>heading,<span
style=3D'letter-spacing:-.2pt'> </span>year, and country. The variables inc=
luded
in the data set are imported tons, import, cost, insurance and freight (CIF)
value, and accessible on board (FOB) value.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.85pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1 style=3D'margin-top:0cm;margin-right:0cm;margin-bottom:0cm;margin-left:=
16.0pt;
margin-bottom:.0001pt;text-align:justify'><span lang=3DEN-US>The<span
style=3D'letter-spacing:-.15pt'> </span>methodology<span style=3D'letter-sp=
acing:
-.05pt'> </span>used<span style=3D'letter-spacing:-.1pt'> </span>in<span
style=3D'letter-spacing:-.1pt'> </span>the <span style=3D'letter-spacing:-.=
1pt'>research</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.45pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>This research considers the fol=
lowing
stages: <span class=3DSpellE>i</span>) data preprocessing, ii) data mining
technique application, iii) model evaluation, and iv) results evaluation.
Figure 1 shows the stages of the methodology.</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:108%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection7>

<p class=3DMsoBodyText style=3D'margin-top:4.45pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>1</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>SPEM <span style=3D'letter-spacing:-.1pt'>Method=
ology</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText><!--[if gte vml 1]><o:wrapblock><v:shape id=3D"Image=
_x0020_21"
  o:spid=3D"_x0000_s1032" type=3D"#_x0000_t75" style=3D'position:absolute;
  margin-left:80.75pt;margin-top:8.7pt;width:439.75pt;height:212.05pt;
  z-index:-15727616;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image009.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D108 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D586 height=3D283 src=3D"1208-RTE-36-e1_archivos/image01=
0.jpg"
   v:shapes=3D"Image_x0020_21"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:6.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:9.9pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<h1 style=3D'margin-top:0cm;margin-right:0cm;margin-bottom:0cm;margin-left:=
16.0pt;
margin-bottom:.0001pt;text-align:justify'><span lang=3DEN-US>Data <span
style=3D'letter-spacing:-.1pt'>preprocessing</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt;margin-right:5.85pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>The data set used to detect ano=
malies
in Ecuadorian imports contains detailed data by tariff<span style=3D'letter=
-spacing:
-.35pt'> </span>heading,<span style=3D'letter-spacing:-.35pt'> </span>year,=
<span
style=3D'letter-spacing:-.35pt'> </span>and<span style=3D'letter-spacing:-.=
35pt'> </span>country<span
style=3D'letter-spacing:-.35pt'> </span>with<span style=3D'letter-spacing:-=
.35pt'> </span>which<span
style=3D'letter-spacing:-.35pt'> </span>Ecuador<span style=3D'letter-spacin=
g:-.35pt'>
</span>has<span style=3D'letter-spacing:-.35pt'> </span>maintained<span
style=3D'letter-spacing:-.35pt'> </span>trade<span style=3D'letter-spacing:=
-.35pt'>
</span>relations<span style=3D'letter-spacing:-.35pt'> </span>from<span
style=3D'letter-spacing:-.35pt'> </span>1990 to 2021. This data set contains
1,471,125 records and 43 variables.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.1pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.5pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>Imported tons and the number of
imports are mainly analyzed. Figure 2 shows the sustained<span
style=3D'letter-spacing:-.15pt'> </span>growth<span style=3D'letter-spacing=
:-.15pt'>
</span>over<span style=3D'letter-spacing:-.15pt'> </span>the<span
style=3D'letter-spacing:-.15pt'> </span>years<span style=3D'letter-spacing:=
-.15pt'>
</span>of<span style=3D'letter-spacing:-.15pt'> </span>imports<span
style=3D'letter-spacing:-.15pt'> </span>in<span style=3D'letter-spacing:-.1=
5pt'> </span>the<span
style=3D'letter-spacing:-.15pt'> </span>number<span style=3D'letter-spacing=
:-.15pt'>
</span>of<span style=3D'letter-spacing:-.15pt'> </span>tons,<span
style=3D'letter-spacing:-.15pt'> </span>with<span style=3D'letter-spacing:-=
.15pt'> </span>only<span
style=3D'letter-spacing:-.15pt'> </span>one<span style=3D'letter-spacing:-.=
15pt'> </span>drop<span
style=3D'letter-spacing:-.15pt'> </span>recorded in 2016 and another in 202=
0,
then a rebound in 2021.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1 style=3D'margin-top:.05pt'><span lang=3DEN-US>Figure<span style=3D'lett=
er-spacing:
-.25pt'> </span><span style=3D'letter-spacing:-.5pt'>2</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Tons<span style=3D'letter-spacing:-.5pt'> </span=
>imported<span
style=3D'letter-spacing:-.5pt'> </span>per<span style=3D'letter-spacing:-.4=
5pt'> </span><span
style=3D'letter-spacing:-.2pt'>year</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_22" o:spid=3D"_x0000_s1031" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:115.8pt;margin-top:6.8pt;width:366pt;height:179.4pt;z-index:-=
15727104;
  visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:0;
  mso-wrap-distance-top:0;mso-wrap-distance-right:0;mso-wrap-distance-botto=
m:0;
  mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
  mso-position-vertical:absolute;mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image011.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D154 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D488 height=3D239 src=3D"1208-RTE-36-e1_archivos/image01=
2.jpg"
   v:shapes=3D"Image_x0020_22"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:4.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:2.4pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.6pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>Figure 3 shows an increase in t=
he
number of imported items as the years go by and reflects<span style=3D'lett=
er-spacing:
-.45pt'> </span>a<span style=3D'letter-spacing:-.45pt'> </span>drop<span
style=3D'letter-spacing:-.45pt'> </span>in<span style=3D'letter-spacing:-.4=
5pt'> </span>the<span
style=3D'letter-spacing:-.45pt'> </span>years<span style=3D'letter-spacing:=
-.45pt'>
</span>2015,<span style=3D'letter-spacing:-.45pt'> </span>2016,<span
style=3D'letter-spacing:-.45pt'> </span>and<span style=3D'letter-spacing:-.=
45pt'> </span>2020,<span
style=3D'letter-spacing:-.45pt'> </span>reaching<span style=3D'letter-spaci=
ng:-.45pt'>
</span>a<span style=3D'letter-spacing:-.45pt'> </span>rebound<span
style=3D'letter-spacing:-.45pt'> </span>in<span style=3D'letter-spacing:-.4=
5pt'> </span>2021,<span
style=3D'letter-spacing:-.45pt'> </span>the<span style=3D'letter-spacing:-.=
45pt'> </span>year<span
style=3D'letter-spacing:-.45pt'> </span>with<span style=3D'letter-spacing:-=
.45pt'> </span>the
highest number of imports.</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:108%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection8>

<p class=3DMsoBodyText style=3D'margin-top:4.45pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>3</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Number<span style=3D'letter-spacing:-.2pt'> </sp=
an>of<span
style=3D'letter-spacing:-.1pt'> </span>imported<span style=3D'letter-spacin=
g:-.1pt'>
</span>items<span style=3D'letter-spacing:-.15pt'> </span>per<span
style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.2pt=
'>year</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><!--[if gte vml 1]><o:wra=
pblock><v:shape
  id=3D"Image_x0020_23" o:spid=3D"_x0000_s1030" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:112.05pt;margin-top:6.35pt;width:362.05pt;height:157.9pt;
  z-index:-15726592;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image013.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D149 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D483 height=3D211 src=3D"1208-RTE-36-e1_archivos/image01=
4.jpg"
   v:shapes=3D"Image_x0020_23"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:4.0pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:8.4pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-right:5.75pt;text-alig=
n:right'><span
lang=3DEN-US>In<span style=3D'letter-spacing:.45pt'> </span>Figure<span
style=3D'letter-spacing:.5pt'> </span>4,<span style=3D'letter-spacing:.45pt=
'> </span>in<span
style=3D'letter-spacing:.5pt'> </span>the<span style=3D'letter-spacing:.45p=
t'> </span>countries<span
style=3D'letter-spacing:.5pt'> </span>of<span style=3D'letter-spacing:.45pt=
'> </span>the<span
style=3D'letter-spacing:-.2pt'> </span>American<span style=3D'letter-spacin=
g:.5pt'>
</span>continent,<span style=3D'letter-spacing:.45pt'> </span>we<span
style=3D'letter-spacing:.55pt'> </span>can<span style=3D'letter-spacing:.45=
pt'> </span>observe<span
style=3D'letter-spacing:.5pt'> </span>that<span style=3D'letter-spacing:.5p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>Ecuador</span></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-top:.2pt;margin-right:=
5.7pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DEN-US>imports<span style=3D'letter-spacing:-.55pt'> </span>a<span
style=3D'letter-spacing:-.5pt'> </span>large<span style=3D'letter-spacing:-=
.5pt'> </span>number<span
style=3D'letter-spacing:-.5pt'> </span>of<span style=3D'letter-spacing:-.5p=
t'> </span>tons,<span
style=3D'letter-spacing:-.55pt'> </span>marking<span style=3D'letter-spacin=
g:-.5pt'>
</span>a<span style=3D'letter-spacing:-.45pt'> </span>significant<span
style=3D'letter-spacing:-.5pt'> </span>difference<span style=3D'letter-spac=
ing:
-.45pt'> </span>from<span style=3D'letter-spacing:-.5pt'> </span>the<span
style=3D'letter-spacing:-.45pt'> </span>rest<span style=3D'letter-spacing:-=
.45pt'> </span>of<span
style=3D'letter-spacing:-.55pt'> </span>the<span style=3D'letter-spacing:-.=
45pt'> </span><span
style=3D'letter-spacing:-.1pt'>continents.</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>4</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Tons<span style=3D'letter-spacing:-.75pt'> </spa=
n>per<span
style=3D'letter-spacing:-.7pt'> </span><span style=3D'letter-spacing:-.1pt'=
>region</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><!--[if gte vml 1]><o:wra=
pblock><v:shape
  id=3D"Image_x0020_24" o:spid=3D"_x0000_s1029" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:126.65pt;margin-top:6.85pt;width:340.45pt;height:172.75pt;
  z-index:-15726080;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image015.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D169 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D454 height=3D230 src=3D"1208-RTE-36-e1_archivos/image01=
6.jpg"
   v:shapes=3D"Image_x0020_24"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:4.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:7.05pt'><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.85pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:100%'><span lang=3DEN-US>Unlike<span style=3D'letter-spa=
cing:
-.1pt'> </span>Figure<span style=3D'letter-spacing:-.1pt'> </span>4,<span
style=3D'letter-spacing:-.1pt'> </span>where<span style=3D'letter-spacing:-=
.1pt'> </span>there<span
style=3D'letter-spacing:-.1pt'> </span>is<span style=3D'letter-spacing:-.1p=
t'> </span>a<span
style=3D'letter-spacing:-.1pt'> </span>significant<span style=3D'letter-spa=
cing:
-.1pt'> </span>difference<span style=3D'letter-spacing:-.1pt'> </span>in<sp=
an
style=3D'letter-spacing:-.1pt'> </span>the<span style=3D'letter-spacing:-.1=
pt'> </span>number<span
style=3D'letter-spacing:-.1pt'> </span>of<span style=3D'letter-spacing:-.1p=
t'> </span>tons<span
style=3D'letter-spacing:-.1pt'> </span>imported <span style=3D'letter-spaci=
ng:-.1pt'>between</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>American</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>continent</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>and</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>rest</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>regions,</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Figure</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>5</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>does</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>not</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>show</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>a</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>substantial
</span>difference in the analysis of the number of imported items by region=
.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>5</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Imported<span style=3D'letter-spacing:-.2pt'> </=
span>tariff<span
style=3D'letter-spacing:-.2pt'> </span>items<span style=3D'letter-spacing:-=
.25pt'> </span>by<span
style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.1pt=
'>region</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_25" o:spid=3D"_x0000_s1028" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:138.95pt;margin-top:7.45pt;width:313.25pt;height:136.6pt;
  z-index:-15725568;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image017.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D185 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D418 height=3D182 src=3D"1208-RTE-36-e1_archivos/image01=
8.jpg"
   v:shapes=3D"Image_x0020_25"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:5.0pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

</div>

<span lang=3DEN-US style=3D'font-size:5.0pt;mso-bidi-font-size:11.0pt;font-=
family:
"Times New Roman",serif;mso-fareast-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:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection9>

<p class=3DMsoBodyText style=3D'margin-top:4.65pt'><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.5pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>In addition, a statistical anal=
ysis
was performed on each of the variables used in this study<span
style=3D'letter-spacing:1.5pt'> </span>to<span style=3D'letter-spacing:1.5p=
t'> </span>verify<span
style=3D'letter-spacing:1.5pt'> </span>their<span style=3D'letter-spacing:1=
.5pt'> </span>behavior,<span
style=3D'letter-spacing:1.5pt'> </span>as<span style=3D'letter-spacing:1.5p=
t'> </span>seen<span
style=3D'letter-spacing:1.5pt'> </span>in<span style=3D'letter-spacing:1.25=
pt'> </span>Table<span
style=3D'letter-spacing:1.5pt'> </span>1.<span style=3D'letter-spacing:4.0p=
t'> </span>For<span
style=3D'letter-spacing:1.5pt'> </span>this,<span style=3D'letter-spacing:1=
.5pt'> </span>the<span
style=3D'letter-spacing:1.5pt'> </span>variables<span style=3D'letter-spaci=
ng:1.5pt'>
</span>were<span style=3D'letter-spacing:1.5pt'> </span>discretized by
frequencies to obtain a more significant number of records in each range.
Without this discretization operation, 99.99% of the data are in the first
range. The leading cause that influences this behavior is abnormal values
(outliers).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.85pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>1</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Statistical<span style=3D'letter-spacing:-.15pt'=
> </span>values<span
style=3D'letter-spacing:-.2pt'> </span>of<span style=3D'letter-spacing:-.1p=
t'> </span>the<span
style=3D'letter-spacing:-.15pt'> </span>variables<span style=3D'letter-spac=
ing:
-.15pt'> </span><span style=3D'letter-spacing:-.2pt'>used</span><o:p></o:p>=
</span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 16.9pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:18.55pt'>
  <td width=3D73 rowspan=3D2 valign=3Dtop style=3D'width:55.05pt;border:sol=
id black 1.0pt;
  padding:0cm 0cm 0cm 0cm;height:18.55pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin:0cm;margin-bottom:=
.0001pt;
  text-align:left'><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-=
US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></sp=
an></i></p>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.7pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;margin-rig=
ht:0cm;
  margin-bottom:0cm;margin-left:5.3pt;margin-bottom:.0001pt;text-align:left=
'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>MEASURES</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D527 colspan=3D6 valign=3Dtop style=3D'width:395.35pt;border:s=
olid black 1.0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.0pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>VARIABLES</span></b><b style=3D'mso-bidi-font-weigh=
t:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:28.15pt'>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:.05pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.0pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_TON</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:.05pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.05pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>IMP_FOB</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:.05pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.35pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-w=
eight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_CIF</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:.05pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.2pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_FREIGHT_COST</span></b><b style=3D'mso-bidi-fon=
t-weight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.55pt;margin-=
right:
  3.85pt;margin-bottom:0cm;margin-left:7.6pt;margin-bottom:.0001pt;text-ali=
gn:
  left;text-indent:-2.2pt;line-height:103%'><b style=3D'mso-bidi-font-weigh=
t:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  line-height:103%'>TRADE<span style=3D'letter-spacing:-.5pt'> </span>FORCE=
<span
  style=3D'letter-spacing:2.0pt'> </span><span style=3D'letter-spacing:-.1p=
t'>ATTRACTION</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.55pt;margin-=
right:
  12.3pt;margin-bottom:0cm;margin-left:14.05pt;margin-bottom:.0001pt;
  text-align:left;text-indent:1.55pt;line-height:103%'><b style=3D'mso-bidi=
-font-weight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  line-height:103%;letter-spacing:-.1pt'>COSTO_X_</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:2.0pt'> </span>=
</b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>TONELADA=
</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Count</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1,471,123</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1,471,123</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1,471,123</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1,471,123</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1.31E+06</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1,471,123</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
Mean</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
208.55</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
258,86</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
275.92</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
17.06</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
3.19E+19</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
26,155.89</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>STD</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
7,706.42</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
5,147.03</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
5,373.74</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
278.90</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
7.79E+19</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
15,425,580</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:5;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>Min</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.0000001</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
1.22E+14</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:6;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>25%</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.05</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.87</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1.06</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.09</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
2.02E+18</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.25</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:7;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>50%</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.61</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
7.32</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
8.22</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.61</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
6.27E+18</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.72</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:8;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>75%</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
7.29</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
50.08</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
54.36</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
3.48</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
2.52E+19</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
3.07</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:9;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D73 valign=3Dtop style=3D'width:55.05pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>Max</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D73 valign=3Dtop style=3D'width:54.55pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
2,701,835</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D72 valign=3Dtop style=3D'width:53.85pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
2,300,336</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D68 valign=3Dtop style=3D'width:51.0pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.35pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
2,370,111</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D126 valign=3Dtop style=3D'width:94.25pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.1pt;
  margin-bottom:0cm;margin-left:1.2pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
71,167.97</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D92 valign=3Dtop style=3D'width:68.8pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
4.96E+20</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D97 valign=3Dtop style=3D'width:72.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
17,964,870,000.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:13.0pt;margin-right:5.6pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:100%'><span lang=3DEN-US>The original dataset for this s=
tudy
was provided by the Laboratory for Research and Development in Informatics
(LIDI) and obtained from the website of the Central Bank of Ecuador, which
contained null data in the numerical fields, which were attributed using the
Multiple Imputation by Chained Equations (MICE) algorithm (Wulff &amp;
Jeppesen, 2017). In addition,<span style=3D'letter-spacing:-.55pt'> </span>=
the<span
style=3D'letter-spacing:-.55pt'> </span>normalization<span style=3D'letter-=
spacing:
-.55pt'> </span>technique<span style=3D'letter-spacing:-.55pt'> </span>call=
ed<span
style=3D'letter-spacing:-.55pt'> </span>Z<span style=3D'letter-spacing:-.55=
pt'> </span>value<span
style=3D'letter-spacing:-.55pt'> </span>was<span style=3D'letter-spacing:-.=
55pt'> </span>implemented<span
style=3D'letter-spacing:-.55pt'> </span>on<span style=3D'letter-spacing:-.5=
5pt'> </span>the<span
style=3D'letter-spacing:-.55pt'> </span>numerical<span style=3D'letter-spac=
ing:
-.55pt'> </span>data<span style=3D'letter-spacing:-.55pt'> </span>to apply =
the
clustering technique.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.6pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<h2><span lang=3DEN-US>Apply data mining <span style=3D'letter-spacing:-.1p=
t'>techniques</span></span></h2>

<p class=3DMsoBodyText style=3D'margin-top:.25pt;margin-right:5.7pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:100%'><span lang=3DEN-US>In this project, the clustering
technique was used to detect anomalies in imports from Ecuador.<span
style=3D'letter-spacing:-.4pt'> </span>Clustering<span style=3D'letter-spac=
ing:
-.4pt'> </span>is<span style=3D'letter-spacing:-.4pt'> </span>an<span
style=3D'letter-spacing:-.4pt'> </span>unsupervised<span style=3D'letter-sp=
acing:
-.4pt'> </span>machine-learning<span style=3D'letter-spacing:-.4pt'> </span=
>task.<span
style=3D'letter-spacing:-.6pt'> </span>These<span style=3D'letter-spacing:-=
.4pt'> </span>algorithms<span
style=3D'letter-spacing:-.4pt'> </span>involve<span style=3D'letter-spacing=
:-.4pt'>
</span>using many<span style=3D'letter-spacing:-.55pt'> </span>unlabeled<sp=
an
style=3D'letter-spacing:-.55pt'> </span>variables,<span style=3D'letter-spa=
cing:
-.55pt'> </span>and<span style=3D'letter-spacing:-.55pt'> </span>this<span
style=3D'letter-spacing:-.55pt'> </span>algorithm<span style=3D'letter-spac=
ing:
-.55pt'> </span>groups<span style=3D'letter-spacing:-.55pt'> </span>records=
<span
style=3D'letter-spacing:-.55pt'> </span>that<span style=3D'letter-spacing:-=
.55pt'> </span>contain<span
style=3D'letter-spacing:-.55pt'> </span>similar<span style=3D'letter-spacin=
g:-.55pt'>
</span>values<span style=3D'letter-spacing:-.55pt'> </span>to<span
style=3D'letter-spacing:-.55pt'> </span>each other (Orellana et al., 2022).=
</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.55pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:100%'><span lang=3DEN-US>There are several clustering
algorithms; the most well-known and used is k-means, based on centroids. It=
 is
a simple and efficient algorithm, so it is necessary first to define how ma=
ny<span
style=3D'letter-spacing:-.1pt'> </span>groups<span style=3D'letter-spacing:=
-.1pt'> </span>(k)<span
style=3D'letter-spacing:-.1pt'> </span>the<span style=3D'letter-spacing:-.1=
pt'> </span>records<span
style=3D'letter-spacing:-.1pt'> </span>will<span style=3D'letter-spacing:-.=
1pt'> </span>be<span
style=3D'letter-spacing:-.1pt'> </span>divided<span style=3D'letter-spacing=
:-.1pt'>
</span>into.<span style=3D'letter-spacing:-.35pt'> </span>The<span
style=3D'letter-spacing:-.1pt'> </span>elbow<span style=3D'letter-spacing:-=
.1pt'> </span>method<span
style=3D'letter-spacing:-.1pt'> </span>was<span style=3D'letter-spacing:-.1=
pt'> </span>applied<span
style=3D'letter-spacing:-.1pt'> </span>to<span style=3D'letter-spacing:-.1p=
t'> </span>determine
the<span style=3D'letter-spacing:-.4pt'> </span>number<span style=3D'letter=
-spacing:
-.4pt'> </span>of<span style=3D'letter-spacing:-.4pt'> </span>clusters,<span
style=3D'letter-spacing:-.4pt'> </span>as<span style=3D'letter-spacing:-.4p=
t'> </span>seen<span
style=3D'letter-spacing:-.4pt'> </span>in<span style=3D'letter-spacing:-.4p=
t'> </span>Figure<span
style=3D'letter-spacing:-.4pt'> </span>6.<span style=3D'letter-spacing:-.6p=
t'> </span>The<span
style=3D'letter-spacing:-.4pt'> </span>ideal<span style=3D'letter-spacing:-=
.4pt'> </span>values<span
style=3D'letter-spacing:-.4pt'> </span>to<span style=3D'letter-spacing:-.4p=
t'> </span>define<span
style=3D'letter-spacing:-.4pt'> </span>the<span style=3D'letter-spacing:-.4=
pt'> </span>number<span
style=3D'letter-spacing:-.4pt'> </span>of<span style=3D'letter-spacing:-.4p=
t'> </span>groups<span
style=3D'letter-spacing:-.4pt'> </span>are 3, 4, and 5.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:100%'><span lang=3DEN-US>The variables that have been us=
ed in
this model to identify anomalies in Ecuadorian imports are IMP_YEAR (import
year), IMP_TON (imported tons), IMP_FOB (FOB value of the import), IMP_CIF =
(CIF
value of the import), IMP_FREIGHT_COST<span style=3D'letter-spacing:-.05pt'=
> </span>(import
cost value), <span style=3D'letter-spacing:-.1pt'>TRADE_FORCE_ATTRACTION</s=
pan><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>(trade</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>attraction</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>force,</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>calculated</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>with</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>the</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>gravity</span><span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>equation),
</span>and COSTO_X_TONELADA. As a parameter, the system requests a tariff i=
tem
level; when running<span style=3D'letter-spacing:-.4pt'> </span>the<span
style=3D'letter-spacing:-.4pt'> </span>program,<span style=3D'letter-spacin=
g:-.4pt'>
</span>the<span style=3D'letter-spacing:-.4pt'> </span>model<span
style=3D'letter-spacing:-.4pt'> </span>detects<span style=3D'letter-spacing=
:-.4pt'>
</span>the<span style=3D'letter-spacing:-.4pt'> </span>anomalies<span
style=3D'letter-spacing:-.4pt'> </span>of<span style=3D'letter-spacing:-.4p=
t'> </span>all<span
style=3D'letter-spacing:-.4pt'> </span>tariff<span style=3D'letter-spacing:=
-.4pt'> </span>items<span
style=3D'letter-spacing:-.4pt'> </span>per<span style=3D'letter-spacing:-.4=
pt'> </span>year<span
style=3D'letter-spacing:-.4pt'> </span>at<span style=3D'letter-spacing:-.4p=
t'> </span>the<span
style=3D'letter-spacing:-.4pt'> </span>required level. For the data prepara=
tion,
they were normalized with the z-value algorithm and credited with the MICE
algorithm to treat missing data.</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:100%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection10>

<p class=3DMsoBodyText style=3D'margin-top:4.45pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>6</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Applied elbow <span style=3D'letter-spacing:-.1p=
t'>method</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.3pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_26" o:spid=3D"_x0000_s1027" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:163.15pt;margin-top:7.25pt;width:271.7pt;height:176.4pt;
  z-index:-15725056;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image019.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D218 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D362 height=3D235 src=3D"1208-RTE-36-e1_archivos/image02=
0.jpg"
   v:shapes=3D"Image_x0020_26"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:5.0pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:9.0pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>Once the data was ready, the k-=
means
algorithm, a popular clustering algorithm, was applied.<span style=3D'lette=
r-spacing:
-.25pt'> </span>This algorithm groups the data into a specified number of
clusters, in this case, three. The<span style=3D'letter-spacing:-.75pt'> </=
span>standard<span
style=3D'letter-spacing:-.75pt'> </span>deviation<span style=3D'letter-spac=
ing:
-.75pt'> </span>value<span style=3D'letter-spacing:-.75pt'> </span>of<span
style=3D'letter-spacing:-.75pt'> </span>all<span style=3D'letter-spacing:-.=
75pt'> </span>records<span
style=3D'letter-spacing:-.75pt'> </span>was<span style=3D'letter-spacing:-.=
75pt'> </span>then<span
style=3D'letter-spacing:-.75pt'> </span>calculated<span style=3D'letter-spa=
cing:
-.75pt'> </span>for<span style=3D'letter-spacing:-.75pt'> </span>all<span
style=3D'letter-spacing:-.75pt'> </span>variables<span style=3D'letter-spac=
ing:
-.75pt'> </span>in<span style=3D'letter-spacing:-.75pt'> </span>the<span
style=3D'letter-spacing:-.75pt'> </span>clustering algorithm. This step hel=
ps to
identify the variability of the data within each cluster. Then, the average=
<span
style=3D'letter-spacing:-.2pt'> </span>of<span style=3D'letter-spacing:-.2p=
t'> </span>the<span
style=3D'letter-spacing:-.2pt'> </span>standard<span style=3D'letter-spacin=
g:-.2pt'>
</span>deviations<span style=3D'letter-spacing:-.2pt'> </span>of<span
style=3D'letter-spacing:-.2pt'> </span>each<span style=3D'letter-spacing:-.=
2pt'> </span>variable<span
style=3D'letter-spacing:-.2pt'> </span>was<span style=3D'letter-spacing:-.2=
pt'> </span>calculated,<span
style=3D'letter-spacing:-.2pt'> </span>grouping<span style=3D'letter-spacin=
g:-.2pt'>
</span>them<span style=3D'letter-spacing:-.2pt'> </span>by<span style=3D'le=
tter-spacing:
-.2pt'> </span>year<span style=3D'letter-spacing:-.2pt'> </span>and by item=
 code.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>As<span style=3D'letter-spacing=
:-.65pt'>
</span>for<span style=3D'letter-spacing:-.65pt'> </span>the<span
style=3D'letter-spacing:-.65pt'> </span>averages<span style=3D'letter-spaci=
ng:-.65pt'>
</span>of<span style=3D'letter-spacing:-.65pt'> </span>the<span style=3D'le=
tter-spacing:
-.65pt'> </span>standard<span style=3D'letter-spacing:-.65pt'> </span>devia=
tions<span
style=3D'letter-spacing:-.65pt'> </span>by<span style=3D'letter-spacing:-.6=
5pt'> </span>year<span
style=3D'letter-spacing:-.65pt'> </span>and<span style=3D'letter-spacing:-.=
65pt'> </span>by<span
style=3D'letter-spacing:-.65pt'> </span>item,<span style=3D'letter-spacing:=
-.65pt'>
</span>the<span style=3D'letter-spacing:-.65pt'> </span>values<span
style=3D'letter-spacing:-.65pt'> </span>above<span style=3D'letter-spacing:=
-.65pt'>
</span>and below three standard deviations of the centroids of each cluster
were detected. This approach is<span style=3D'letter-spacing:-.05pt'> </spa=
n>based<span
style=3D'letter-spacing:-.05pt'> </span>on<span style=3D'letter-spacing:-.0=
5pt'> </span>statistical<span
style=3D'letter-spacing:-.05pt'> </span>principles<span style=3D'letter-spa=
cing:
-.05pt'> </span>and<span style=3D'letter-spacing:-.05pt'> </span>helps<span
style=3D'letter-spacing:-.05pt'> </span>identify<span style=3D'letter-spaci=
ng:-.05pt'>
</span>extreme<span style=3D'letter-spacing:-.05pt'> </span>values<span
style=3D'letter-spacing:-.05pt'> </span>significantly<span style=3D'letter-=
spacing:
-.05pt'> </span>different<span style=3D'letter-spacing:-.05pt'> </span>from=
 the
average, labeling those records as anomalies for k =3D 3.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-left:52.0pt;text-align:justify'><span
lang=3DEN-US>This<span style=3D'letter-spacing:.7pt'> </span>procedure<span
style=3D'letter-spacing:.75pt'> </span>was<span style=3D'letter-spacing:.75=
pt'> </span>repeated<span
style=3D'letter-spacing:.7pt'> </span>for<span style=3D'letter-spacing:.75p=
t'> </span>4<span
style=3D'letter-spacing:.75pt'> </span>and<span style=3D'letter-spacing:.75=
pt'> </span>5<span
style=3D'letter-spacing:.7pt'> </span>clusters,<span style=3D'letter-spacin=
g:.75pt'>
</span>and<span style=3D'letter-spacing:.75pt'> </span>anomalies<span
style=3D'letter-spacing:.7pt'> </span>were<span style=3D'letter-spacing:.75=
pt'> </span>obtained<span
style=3D'letter-spacing:.75pt'> </span>for<span style=3D'letter-spacing:.75=
pt'> </span><span
style=3D'letter-spacing:-.5pt'>k</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.75pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DEN-US>=3D 3, k =3D 4, and k =3D 5. Finally, it was possi=
ble to
identify the anomalies in Ecuadorian imports, selecting<span style=3D'lette=
r-spacing:
-.45pt'> </span>only<span style=3D'letter-spacing:-.45pt'> </span>the<span
style=3D'letter-spacing:-.45pt'> </span>records<span style=3D'letter-spacin=
g:-.5pt'>
</span>detected<span style=3D'letter-spacing:-.45pt'> </span>as<span
style=3D'letter-spacing:-.5pt'> </span>anomalies<span style=3D'letter-spaci=
ng:-.5pt'>
</span>in<span style=3D'letter-spacing:-.45pt'> </span>the<span style=3D'le=
tter-spacing:
-.45pt'> </span>three<span style=3D'letter-spacing:-.45pt'> </span>cases.<s=
pan
style=3D'letter-spacing:-.65pt'> </span>The<span style=3D'letter-spacing:-.=
45pt'> </span>model<span
style=3D'letter-spacing:-.45pt'> </span>generates<span style=3D'letter-spac=
ing:
-.5pt'> </span>tables, <span style=3D'letter-spacing:-.2pt'>allowing</span>=
<span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>the</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>user</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>to</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>perform</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>a</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>complete</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>analysis</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>of</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>imports</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>at</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>the</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.2pt'=
>tariff
item</span><span style=3D'letter-spacing:-.3pt'> </span><span style=3D'lett=
er-spacing:
-.2pt'>level,</span><span style=3D'letter-spacing:-.3pt'> </span><span
style=3D'letter-spacing:-.2pt'>year</span><span style=3D'letter-spacing:-.3=
pt'> </span><span
style=3D'letter-spacing:-.2pt'>of</span><span style=3D'letter-spacing:-.3pt=
'> </span><span
style=3D'letter-spacing:-.2pt'>import, </span>and all variables with outlie=
rs.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.8pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<h2><span lang=3DEN-US>Model <span style=3D'letter-spacing:-.1pt'>Evaluatio=
n</span></span></h2>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.65pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>Validation<span style=3D'letter=
-spacing:
-.15pt'> </span>metrics<span style=3D'letter-spacing:-.15pt'> </span>were<s=
pan
style=3D'letter-spacing:-.15pt'> </span>used<span style=3D'letter-spacing:-=
.15pt'> </span>to<span
style=3D'letter-spacing:-.15pt'> </span>evaluate<span style=3D'letter-spaci=
ng:-.15pt'>
</span>the<span style=3D'letter-spacing:-.15pt'> </span>clustering<span
style=3D'letter-spacing:-.15pt'> </span>result.<span style=3D'letter-spacin=
g:-.35pt'>
</span>The<span style=3D'letter-spacing:-.15pt'> </span>goal<span
style=3D'letter-spacing:-.15pt'> </span>of<span style=3D'letter-spacing:-.1=
5pt'> </span>clustering<span
style=3D'letter-spacing:-.15pt'> </span>is to group similar objects in the =
same
cluster and different objects in different clusters. On the other hand, the
validation metrics are based on the criteria of cohesion, where objects in =
the
same<span style=3D'letter-spacing:-.75pt'> </span>cluster<span style=3D'let=
ter-spacing:
-.75pt'> </span>are<span style=3D'letter-spacing:-.75pt'> </span>located<sp=
an
style=3D'letter-spacing:-.75pt'> </span>as<span style=3D'letter-spacing:-.7=
5pt'> </span>close<span
style=3D'letter-spacing:-.75pt'> </span>to<span style=3D'letter-spacing:-.7=
5pt'> </span>each<span
style=3D'letter-spacing:-.75pt'> </span>other<span style=3D'letter-spacing:=
-.75pt'>
</span>as<span style=3D'letter-spacing:-.75pt'> </span>possible;<span
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span>separation,<span
style=3D'letter-spacing:-.75pt'> </span>where<span style=3D'letter-spacing:=
-.75pt'>
</span>clusters<span style=3D'letter-spacing:-.75pt'> </span>should be wide=
ly
separated from each other, to measure the distances of the nearest clusters=
 and
the distance between the most distant clusters or the distance between
centroids.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>The Silhouette index is commonl=
y used
to evaluate the quality of the formed clusters, which<span style=3D'letter-=
spacing:
-.35pt'> </span>quantifies<span style=3D'letter-spacing:-.35pt'> </span>how=
<span
style=3D'letter-spacing:-.35pt'> </span>well<span style=3D'letter-spacing:-=
.35pt'> </span>the<span
style=3D'letter-spacing:-.35pt'> </span>data<span style=3D'letter-spacing:-=
.35pt'> </span>has<span
style=3D'letter-spacing:-.35pt'> </span>been<span style=3D'letter-spacing:-=
.35pt'> </span>grouped<span
style=3D'letter-spacing:-.35pt'> </span>compared<span style=3D'letter-spaci=
ng:-.4pt'>
</span>to<span style=3D'letter-spacing:-.35pt'> </span>how<span style=3D'le=
tter-spacing:
-.35pt'> </span>disjoint<span style=3D'letter-spacing:-.35pt'> </span>the<s=
pan
style=3D'letter-spacing:-.35pt'> </span>clusters<span style=3D'letter-spaci=
ng:-.4pt'>
</span>are from<span style=3D'letter-spacing:-.75pt'> </span>each<span
style=3D'letter-spacing:-.75pt'> </span>other.<span style=3D'letter-spacing=
:-.75pt'>
</span>In<span style=3D'letter-spacing:-.75pt'> </span>other<span
style=3D'letter-spacing:-.75pt'> </span>words,<span style=3D'letter-spacing=
:-.75pt'>
</span>the<span style=3D'letter-spacing:-.75pt'> </span>Silhouette<span
style=3D'letter-spacing:-.75pt'> </span>index<span style=3D'letter-spacing:=
-.75pt'>
</span>considers<span style=3D'letter-spacing:-.75pt'> </span>two<span
style=3D'letter-spacing:-.75pt'> </span>main<span style=3D'letter-spacing:-=
.75pt'> </span>aspects<span
style=3D'letter-spacing:-.75pt'> </span>of<span style=3D'letter-spacing:-.7=
5pt'> </span>the<span
style=3D'letter-spacing:-.75pt'> </span>clusters: cohesion and separation.<=
span
style=3D'letter-spacing:-.05pt'> </span>A<span style=3D'letter-spacing:-.05=
pt'> </span>high
and positive Silhouette index close to one indicates that the clusters are
cohesive and well separated.<span style=3D'letter-spacing:-.4pt'> </span>A<=
span
style=3D'letter-spacing:-.4pt'> </span>Silhouette index close to zero sugge=
sts
overlap or that<span style=3D'letter-spacing:-.45pt'> </span>points<span
style=3D'letter-spacing:-.45pt'> </span>are<span style=3D'letter-spacing:-.=
45pt'> </span>at<span
style=3D'letter-spacing:-.45pt'> </span>or<span style=3D'letter-spacing:-.4=
5pt'> </span>near<span
style=3D'letter-spacing:-.45pt'> </span>the<span style=3D'letter-spacing:-.=
45pt'> </span>boundaries<span
style=3D'letter-spacing:-.45pt'> </span>between<span style=3D'letter-spacin=
g:-.45pt'>
</span>clusters,<span style=3D'letter-spacing:-.45pt'> </span>and<span
style=3D'letter-spacing:-.45pt'> </span>a<span style=3D'letter-spacing:-.45=
pt'> </span>negative<span
style=3D'letter-spacing:-.45pt'> </span>Silhouette<span style=3D'letter-spa=
cing:
-.45pt'> </span>index<span style=3D'letter-spacing:-.45pt'> </span>close to=
 -1
indicates that a point might be assigned to the wrong cluster.</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:103%;font-family:"=
Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection11>

<p class=3DMsoBodyText style=3D'margin-top:4.65pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.9pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>Table<span style=3D'letter-spac=
ing:
-.45pt'> </span>2<span style=3D'letter-spacing:-.45pt'> </span>shows<span
style=3D'letter-spacing:-.45pt'> </span>the<span style=3D'letter-spacing:-.=
45pt'> </span>values<span
style=3D'letter-spacing:-.45pt'> </span>of<span style=3D'letter-spacing:-.4=
5pt'> </span>the<span
style=3D'letter-spacing:-.45pt'> </span>Silhouette<span style=3D'letter-spa=
cing:
-.45pt'> </span>index<span style=3D'letter-spacing:-.45pt'> </span>for<span
style=3D'letter-spacing:-.45pt'> </span>k<span style=3D'letter-spacing:-.45=
pt'> </span>equal<span
style=3D'letter-spacing:-.45pt'> </span>to<span style=3D'letter-spacing:-.4=
5pt'> </span>3,<span
style=3D'letter-spacing:-.45pt'> </span>4,<span style=3D'letter-spacing:-.4=
5pt'> </span>and<span
style=3D'letter-spacing:-.45pt'> </span>5.<span style=3D'letter-spacing:-.4=
5pt'> </span>'k'<span
style=3D'letter-spacing:-.45pt'> </span>represents the number of clusters.<=
span
style=3D'letter-spacing:-.65pt'> </span>As can be seen, these are positive =
values
close to 1, indicating that the clusters are cohesive and the groups are we=
ll
separated.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.75pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>2</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Statistical<span style=3D'letter-spacing:-.15pt'=
> </span>values<span
style=3D'letter-spacing:-.2pt'> </span>of<span style=3D'letter-spacing:-.1p=
t'> </span>the<span
style=3D'letter-spacing:-.15pt'> </span>variables<span style=3D'letter-spac=
ing:
-.15pt'> </span><span style=3D'letter-spacing:-.2pt'>used</span><o:p></o:p>=
</span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 187.55pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:28.15pt'>
  <td width=3D45 valign=3Dtop style=3D'width:34.0pt;border:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.0pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.5pt'>K</span></b><b style=3D'mso-bidi-font-weight:normal=
'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.05pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.5pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:24.65pt;margin-bottom:.0001pt;text-align:le=
ft;
  text-indent:-13.35pt;line-height:103%'><b style=3D'mso-bidi-font-weight:n=
ormal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:-.1pt'>SILHOUETTE</span></b><b style=3D'mso-bidi-font-weig=
ht:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  line-height:103%;letter-spacing:2.0pt'> </span></b><b style=3D'mso-bidi-f=
ont-weight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  line-height:103%;letter-spacing:-.1pt'>INDEX</span></b><b style=3D'mso-bi=
di-font-weight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  line-height:103%'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D45 valign=3Dtop style=3D'width:34.0pt;border:solid black 1.0p=
t;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.05pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.987</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:18.7pt'>
  <td width=3D45 valign=3Dtop style=3D'width:34.0pt;border:solid black 1.0p=
t;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
4</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.05pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.974</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D45 valign=3Dtop style=3D'width:34.0pt;border:solid black 1.0p=
t;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
5</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.05pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.964</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

<h2 style=3D'margin-top:13.7pt'><span lang=3DEN-US>Results<span style=3D'le=
tter-spacing:
-.35pt'> </span><span style=3D'letter-spacing:-.1pt'>Evaluation</span></spa=
n></h2>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.65pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>This<span style=3D'letter-spaci=
ng:-.55pt'>
</span>data<span style=3D'letter-spacing:-.55pt'> </span>mining<span
style=3D'letter-spacing:-.55pt'> </span>model<span style=3D'letter-spacing:=
-.55pt'>
</span>generated<span style=3D'letter-spacing:-.55pt'> </span>five<span
style=3D'letter-spacing:-.55pt'> </span>comprehensive<span style=3D'letter-=
spacing:
-.55pt'> </span>reports<span style=3D'letter-spacing:-.55pt'> </span>that<s=
pan
style=3D'letter-spacing:-.55pt'> </span>allowed<span style=3D'letter-spacin=
g:-.55pt'>
</span>for<span style=3D'letter-spacing:-.55pt'> </span>in-depth analysis o=
f the
results to be verified by experts. Each report provides valuable information
for understanding import behavior and detecting potential anomalies.</span>=
</p>

<p class=3DMsoBodyText style=3D'margin-top:.7pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>The<span style=3D'letter-spacin=
g:-.55pt'>
</span>standard<span style=3D'letter-spacing:-.55pt'> </span>deviation<span
style=3D'letter-spacing:-.55pt'> </span>values<span style=3D'letter-spacing=
:-.55pt'>
</span>report<span style=3D'letter-spacing:-.55pt'> </span>details<span
style=3D'letter-spacing:-.55pt'> </span>the<span style=3D'letter-spacing:-.=
55pt'> </span>year,<span
style=3D'letter-spacing:-.55pt'> </span>tariff<span style=3D'letter-spacing=
:-.55pt'>
</span>item,<span style=3D'letter-spacing:-.55pt'> </span>and<span
style=3D'letter-spacing:-.55pt'> </span>standard<span style=3D'letter-spaci=
ng:-.55pt'>
</span>deviation values for each variable used in the k-means algorithm.
Additionally, identifying the cluster<span style=3D'letter-spacing:2.0pt'> =
</span>to<span
style=3D'letter-spacing:1.6pt'> </span>which<span style=3D'letter-spacing:1=
.6pt'> </span>each<span
style=3D'letter-spacing:1.6pt'> </span>record<span style=3D'letter-spacing:=
1.6pt'> </span>belongs<span
style=3D'letter-spacing:1.6pt'> </span>is<span style=3D'letter-spacing:1.6p=
t'> </span>included.
The<span style=3D'letter-spacing:1.6pt'> </span>outlier<span style=3D'lette=
r-spacing:
1.6pt'> </span>report<span style=3D'letter-spacing:1.6pt'> </span>presents<=
span
style=3D'letter-spacing:1.6pt'> </span>the<span style=3D'letter-spacing:1.6=
pt'> </span>year,<span
style=3D'letter-spacing:1.6pt'> </span>tariff<span style=3D'letter-spacing:=
1.6pt'> </span>item,
and variables used in the k-means algorithm for each record, indicating whe=
ther
the record is classified as typical or atypical. The label report is a copy=
 of
the original dataset but with an additional<span style=3D'letter-spacing:-.=
4pt'> </span>column<span
style=3D'letter-spacing:-.4pt'> </span>displaying<span style=3D'letter-spac=
ing:
-.4pt'> </span>the<span style=3D'letter-spacing:-.4pt'> </span>cluster<span
style=3D'letter-spacing:-.4pt'> </span>to<span style=3D'letter-spacing:-.4p=
t'> </span>which<span
style=3D'letter-spacing:-.4pt'> </span>each<span style=3D'letter-spacing:-.=
4pt'> </span>record<span
style=3D'letter-spacing:-.4pt'> </span>was<span style=3D'letter-spacing:-.4=
pt'> </span>assigned.<span
style=3D'letter-spacing:-.65pt'> </span>This<span style=3D'letter-spacing:-=
.4pt'> </span>report<span
style=3D'letter-spacing:-.4pt'> </span>allows you<span style=3D'letter-spac=
ing:
-.35pt'> </span>to<span style=3D'letter-spacing:-.35pt'> </span>analyze<span
style=3D'letter-spacing:-.35pt'> </span>how<span style=3D'letter-spacing:-.=
35pt'> </span>the<span
style=3D'letter-spacing:-.35pt'> </span>k-means<span style=3D'letter-spacin=
g:-.35pt'>
</span>algorithm<span style=3D'letter-spacing:-.35pt'> </span>grouped<span
style=3D'letter-spacing:-.35pt'> </span>the<span style=3D'letter-spacing:-.=
35pt'> </span>imports,<span
style=3D'letter-spacing:-.35pt'> </span>which<span style=3D'letter-spacing:=
-.35pt'>
</span>is<span style=3D'letter-spacing:-.35pt'> </span>based<span
style=3D'letter-spacing:-.35pt'> </span>on<span style=3D'letter-spacing:-.3=
5pt'> </span>minimizing
the within-cluster sum of squares and facilitates the identification of
abnormal values in each dataset variable.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.0pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.5pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>The final report presents the y=
ear,
the tariff heading, and an indicator of whether the record was detected as =
an
anomaly by the algorithm with three, four, and five clusters. In addition, a
final column is included, showing the number of matches as an abnormal valu=
e.
Records with the highest number of matches are those that require further
analysis.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.75pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.6pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>=
These</span><span
lang=3DEN-US style=3D'letter-spacing:-.75pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>generated</span><span lang=3DEN-US style=3D'=
letter-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>reports</=
span><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>offer</span><span lang=3DEN-US style=3D'lett=
er-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>a</span><=
span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>complete</span><span lang=3DEN-US style=3D'l=
etter-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>and</span=
><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>detailed</span><span lang=3DEN-US style=3D'l=
etter-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>view</spa=
n><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>of</span><span lang=3DEN-US style=3D'letter-=
spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>the</span=
><span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>behavior</span><span lang=3DEN-US style=3D'l=
etter-spacing:
-.65pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>of</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>Ecuadorian </span><span lang=3DEN-US>imports.
Identifying outliers and anomalies allows competent authorities and entitie=
s to
take <span style=3D'letter-spacing:-.1pt'>timely</span><span style=3D'lette=
r-spacing:
-.5pt'> </span><span style=3D'letter-spacing:-.1pt'>measures,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>such</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>conducting</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>further</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>investigations,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>imposing</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>penalties,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>or</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>implementing
</span>stricter monitoring to investigate possible customs fraud, unfair tr=
ade
practices, or other <span style=3D'letter-spacing:-.1pt'>irregularities.</s=
pan></span></p>

<p class=3DMsoBodyText style=3D'margin-top:12.8pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt'><span lang=3DEN-US style=3D'letter-spacin=
g:-.1pt'>Results</span></h1>

<p class=3DMsoBodyText align=3Dcenter style=3D'margin-top:.25pt;margin-righ=
t:0cm;
margin-bottom:0cm;margin-left:45.95pt;margin-bottom:.0001pt;text-align:cent=
er'><span
lang=3DEN-US>For<span style=3D'letter-spacing:-.1pt'> </span>the<span
style=3D'letter-spacing:-.1pt'> </span>analysis<span style=3D'letter-spacin=
g:-.05pt'>
</span>of<span style=3D'letter-spacing:-.1pt'> </span>results,<span
style=3D'letter-spacing:-.05pt'> </span>only<span style=3D'letter-spacing:-=
.1pt'> </span>the<span
style=3D'letter-spacing:-.05pt'> </span>information<span style=3D'letter-sp=
acing:
-.1pt'> </span>obtained<span style=3D'letter-spacing:-.1pt'> </span>with<sp=
an
style=3D'letter-spacing:-.05pt'> </span>the<span style=3D'letter-spacing:-.=
1pt'> </span>model<span
style=3D'letter-spacing:-.05pt'> </span>applied<span style=3D'letter-spacin=
g:-.1pt'>
</span>to<span style=3D'letter-spacing:-.05pt'> </span><span style=3D'lette=
r-spacing:
-.25pt'>the</span></span></p>

<p class=3DMsoBodyText align=3Dcenter style=3D'margin-top:.2pt;margin-right=
:23.35pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:center'>=
<span
lang=3DEN-US>level<span style=3D'letter-spacing:-.15pt'> </span>of<span
style=3D'letter-spacing:-.1pt'> </span>one<span style=3D'letter-spacing:-.1=
pt'> </span>of<span
style=3D'letter-spacing:-.1pt'> </span>the<span style=3D'letter-spacing:-.1=
5pt'> </span>tariff<span
style=3D'letter-spacing:-.1pt'> </span>items<span style=3D'letter-spacing:-=
.15pt'> </span>was<span
style=3D'letter-spacing:-.15pt'> </span>considered,<span style=3D'letter-sp=
acing:
-.15pt'> </span>and<span style=3D'letter-spacing:-.1pt'> </span>the<span
style=3D'letter-spacing:-.1pt'> </span>following<span style=3D'letter-spaci=
ng:-.1pt'>
</span>results<span style=3D'letter-spacing:-.15pt'> </span>were<span
style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.1pt=
'>obtained.</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.6pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:100%'><span lang=3DEN-US>Figure 7 graphically displays t=
he
abnormal values of imports in tons of item 1, &#8220;Live animals,&#8221;<s=
pan
style=3D'letter-spacing:-.75pt'> </span>over<span style=3D'letter-spacing:-=
.75pt'> </span>time;<span
style=3D'letter-spacing:-.75pt'> </span>those<span style=3D'letter-spacing:=
-.75pt'>
</span>shown<span style=3D'letter-spacing:-.75pt'> </span>outside<span
style=3D'letter-spacing:-.75pt'> </span>the<span style=3D'letter-spacing:-.=
75pt'> </span>red<span
style=3D'letter-spacing:-.75pt'> </span>lines<span style=3D'letter-spacing:=
-.75pt'>
</span>represent<span style=3D'letter-spacing:-.75pt'> </span>the<span
style=3D'letter-spacing:-.75pt'> </span>centroid's<span style=3D'letter-spa=
cing:
-.75pt'> </span>third<span style=3D'letter-spacing:-.75pt'> </span>positive=
<span
style=3D'letter-spacing:-.75pt'> </span>and negative standard deviation. In=
 this
example, imports in tons of live animals in 2002 contain an<span
style=3D'letter-spacing:-.4pt'> </span>anomaly,<span style=3D'letter-spacin=
g:-.35pt'>
</span>and<span style=3D'letter-spacing:-.35pt'> </span>indeed,<span
style=3D'letter-spacing:-.35pt'> </span>after<span style=3D'letter-spacing:=
-.35pt'>
</span>reviewing<span style=3D'letter-spacing:-.35pt'> </span>the<span
style=3D'letter-spacing:-.35pt'> </span>data<span style=3D'letter-spacing:-=
.35pt'> </span>set,<span
style=3D'letter-spacing:-.35pt'> </span>it<span style=3D'letter-spacing:-.3=
5pt'> </span>was<span
style=3D'letter-spacing:-.35pt'> </span>verified<span style=3D'letter-spaci=
ng:-.35pt'>
</span>that<span style=3D'letter-spacing:-.35pt'> </span>there<span
style=3D'letter-spacing:-.35pt'> </span>was<span style=3D'letter-spacing:-.=
35pt'> </span>an<span
style=3D'letter-spacing:-.35pt'> </span>import<span style=3D'letter-spacing=
:-.35pt'>
</span><span style=3D'letter-spacing:-.25pt'>of</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt;margin-right:0cm;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify'><span
lang=3DEN-US>240.72 tons to<span style=3D'letter-spacing:.05pt'> </span>New
Zealand.<span style=3D'letter-spacing:-.15pt'> </span>The anomaly can<span
style=3D'letter-spacing:.05pt'> </span>be verified<span style=3D'letter-spa=
cing:
.05pt'> </span>concerning the average<span style=3D'letter-spacing:.05pt'> =
</span>tons
of<span style=3D'letter-spacing:.05pt'> </span><span style=3D'letter-spacin=
g:-.2pt'>live</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt;margin-right:0cm;margin-bot=
tom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify'><span
lang=3DEN-US>animals<span style=3D'letter-spacing:-.15pt'> </span>in<span
style=3D'letter-spacing:-.05pt'> </span>2002,<span style=3D'letter-spacing:=
-.05pt'>
</span>which<span style=3D'letter-spacing:-.05pt'> </span>is<span
style=3D'letter-spacing:-.1pt'> </span>7.15<span style=3D'letter-spacing:-.=
05pt'> </span><span
style=3D'letter-spacing:-.1pt'>tons.</span></span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;font-family:"Times New Roman",=
serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection12>

<p class=3DMsoBodyText style=3D'margin-top:4.45pt'><span lang=3DEN-US><o:p>=
&nbsp;</o:p></span></p>

<h1><span lang=3DEN-US>Figure<span style=3D'letter-spacing:-.25pt'> </span>=
<span
style=3D'letter-spacing:-.5pt'>7</span></span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Abnormal<span style=3D'letter-spacing:-.15pt'> <=
/span>values<span
style=3D'letter-spacing:-.2pt'> </span>of<span style=3D'letter-spacing:-.15=
pt'> </span>imports<span
style=3D'letter-spacing:-.2pt'> </span>in<span style=3D'letter-spacing:-.15=
pt'> </span>tons<span
style=3D'letter-spacing:-.15pt'> </span>of<span style=3D'letter-spacing:-.1=
5pt'> </span>heading<span
style=3D'letter-spacing:-.15pt'> </span>1<span style=3D'letter-spacing:-.15=
pt'> </span>&#8220;Live<span
style=3D'letter-spacing:-.15pt'> </span>animals,&#8221;<span style=3D'lette=
r-spacing:
-.2pt'> </span>three<span style=3D'letter-spacing:-.1pt'> clusters</span><o=
:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><!--[if gte vml 1]><o:wra=
pblock><v:shape
  id=3D"Image_x0020_27" o:spid=3D"_x0000_s1026" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:186.3pt;margin-top:5.6pt;width:223.95pt;height:155.25pt;
  z-index:-15724544;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1208-RTE-36-e1_archivos/image021.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D248 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D299 height=3D207 src=3D"1208-RTE-36-e1_archivos/image02=
2.jpg"
   v:shapes=3D"Image_x0020_27"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-si=
ze:3.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:4.1pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:108%'><span lang=3DEN-US>In<span style=3D'letter-spacing=
:-.55pt'>
</span>Table<span style=3D'letter-spacing:-.3pt'> </span>3,<span
style=3D'letter-spacing:-.3pt'> </span>the<span style=3D'letter-spacing:-.3=
pt'> </span>item<span
style=3D'letter-spacing:-.3pt'> </span>code<span style=3D'letter-spacing:-.=
3pt'> </span>and<span
style=3D'letter-spacing:-.3pt'> </span>the<span style=3D'letter-spacing:-.3=
pt'> </span>year<span
style=3D'letter-spacing:-.3pt'> </span>that<span style=3D'letter-spacing:-.=
3pt'> </span>was<span
style=3D'letter-spacing:-.3pt'> </span>detected<span style=3D'letter-spacin=
g:-.35pt'>
</span>as<span style=3D'letter-spacing:-.3pt'> </span>anomalies<span
style=3D'letter-spacing:-.35pt'> </span>for<span style=3D'letter-spacing:-.=
3pt'> </span>k=3D3,<span
style=3D'letter-spacing:-.3pt'> </span>k=3D4,<span style=3D'letter-spacing:=
-.3pt'> </span>and
k=3D5 are displayed; that is, they have three matches. From this table, ite=
m 87
&#8220;Motor vehicles, <span style=3D'letter-spacing:-.1pt'>tractors,</span=
><span
style=3D'letter-spacing:-.75pt'> </span><span style=3D'letter-spacing:-.1pt=
'>bicycles,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>and</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>other</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>land</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>vehicles,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>their</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>parts</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>and</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>accessories&#8221;</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>was</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>taken</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>as</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>an</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>example</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>to </span>analyze<span
style=3D'letter-spacing:-.75pt'> </span>it<span style=3D'letter-spacing:-.7=
5pt'> </span>and<span
style=3D'letter-spacing:-.75pt'> </span>find<span style=3D'letter-spacing:-=
.7pt'> </span>the<span
style=3D'letter-spacing:-.65pt'> </span>anomalies<span style=3D'letter-spac=
ing:
-.65pt'> </span>in<span style=3D'letter-spacing:-.65pt'> </span>the<span
style=3D'letter-spacing:-.65pt'> </span>original<span style=3D'letter-spaci=
ng:-.65pt'>
</span>dataset.<span style=3D'letter-spacing:-.75pt'> </span>As<span
style=3D'letter-spacing:-.65pt'> </span>can<span style=3D'letter-spacing:-.=
65pt'> </span>be<span
style=3D'letter-spacing:-.65pt'> </span>seen,<span style=3D'letter-spacing:=
-.65pt'>
</span>this<span style=3D'letter-spacing:-.65pt'> </span>item<span
style=3D'letter-spacing:-.65pt'> </span>has<span style=3D'letter-spacing:-.=
65pt'> </span>anomalies
in<span style=3D'letter-spacing:-.65pt'> </span>the<span style=3D'letter-sp=
acing:
-.6pt'> </span>years<span style=3D'letter-spacing:-.6pt'> </span>1998<span
style=3D'letter-spacing:-.6pt'> </span>and<span style=3D'letter-spacing:-.6=
pt'> </span>2021.<span
style=3D'letter-spacing:-.75pt'> </span>The<span style=3D'letter-spacing:-.=
6pt'> </span>analysis<span
style=3D'letter-spacing:-.6pt'> </span>was<span style=3D'letter-spacing:-.6=
pt'> </span>verified<span
style=3D'letter-spacing:-.6pt'> </span>in<span style=3D'letter-spacing:-.6p=
t'> </span>the<span
style=3D'letter-spacing:-.6pt'> </span>spreadsheet<span style=3D'letter-spa=
cing:
-.6pt'> </span>check<span style=3D'letter-spacing:-.6pt'> </span>tables<span
style=3D'letter-spacing:-.6pt'> </span>generated by the model to confirm th=
at
they were indeed anomalies in these years.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>3</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.4pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Tariff<span style=3D'letter-spacing:-.4pt'> </sp=
an>items<span
style=3D'letter-spacing:-.35pt'> </span>per<span style=3D'letter-spacing:-.=
4pt'> </span>year<span
style=3D'letter-spacing:-.35pt'> </span>were<span style=3D'letter-spacing:-=
.35pt'> </span>detected<span
style=3D'letter-spacing:-.3pt'> </span>as<span style=3D'letter-spacing:-.4p=
t'> </span>anomalies<span
style=3D'letter-spacing:-.35pt'> </span>in<span style=3D'letter-spacing:-.3=
pt'> </span>the<span
style=3D'letter-spacing:-.35pt'> </span>three<span style=3D'letter-spacing:=
-.3pt'> </span><span
style=3D'letter-spacing:-.1pt'>cases.</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 17.0pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:18.55pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  padding:0cm 0cm 0cm 0cm;height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.7pt;mar=
gin-bottom:
  0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>TARIFF</span></b><b style=3D'mso-bidi-font-weight:n=
ormal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-sp=
acing:
  -.3pt'> </span></b><b style=3D'mso-bidi-font-weight:normal'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
ITEM</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.7pt;mar=
gin-bottom:
  0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.2pt'>YEAR</span></b><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.65pt;
  margin-bottom:0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'>3 <span style=3D'letter-spacing:-.1pt'>CLUSTER=
S</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.65pt;
  margin-bottom:0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'>4 <span style=3D'letter-spacing:-.1pt'>CLUSTER=
S</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.6pt;mar=
gin-bottom:
  0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt'>5 <span
  style=3D'letter-spacing:-.1pt'>CLUSTERS</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.6pt;mar=
gin-bottom:
  0cm;margin-left:1.7pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>COINCIDENCES</span></b><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.7pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
6</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.65pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2018</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.65pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.6pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.65pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
9</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.65pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1996</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.6pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.65pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>15</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.6pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1990</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.6pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>27</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1991</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:5;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>32</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1996</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:6;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.55pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>48</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1998</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:7;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>61</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2007</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:8;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>61</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2008</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:9;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>63</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2017</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:10;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>67</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2007</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:11;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>79</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1990</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:12;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.35pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>80</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2005</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:13;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>82</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2016</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.15pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:14;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.3pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>87</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1998</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.15pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:15;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.25pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>87</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2021</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.15pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:16;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>88</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2008</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.15pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:17;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.2pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>90</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.15pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2015</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.1pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D100 valign=3Dtop style=3D'width:75.2pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph><span lang=3DEN-US style=3D'font-size:8.0pt;mso=
-bidi-font-size:
  11.0pt;letter-spacing:-.5pt'>3</span><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></p>
  </td>
 </tr>
</table>

</div>

<span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;font-=
family:
"Times New Roman",serif;mso-fareast-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:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection13>

<p class=3DMsoBodyText style=3D'margin-top:4.65pt'><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>There are outliers in item 87 of
Table 4 for the variables tons, FOB, and CIF between 1988<span
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span>2021.<span
style=3D'letter-spacing:-.75pt'> </span>For<span style=3D'letter-spacing:-.=
75pt'> </span>this<span
style=3D'letter-spacing:-.75pt'> </span>study,<span style=3D'letter-spacing=
:-.75pt'>
</span>only<span style=3D'letter-spacing:-.75pt'> </span>the<span
style=3D'letter-spacing:-.75pt'> </span>variable<span style=3D'letter-spaci=
ng:-.75pt'>
</span>of<span style=3D'letter-spacing:-.75pt'> </span>imported<span
style=3D'letter-spacing:-.75pt'> </span>tons<span style=3D'letter-spacing:-=
.75pt'> </span>was<span
style=3D'letter-spacing:-.75pt'> </span>analyzed.<span style=3D'letter-spac=
ing:
-.75pt'> </span>In<span style=3D'letter-spacing:-.75pt'> </span>this<span
style=3D'letter-spacing:-.75pt'> </span>example, the results generated by t=
he
model with three clusters were verified. However, it should be considered<s=
pan
style=3D'letter-spacing:-.5pt'> </span>that,<span style=3D'letter-spacing:-=
.5pt'> </span>in<span
style=3D'letter-spacing:-.5pt'> </span>1998,<span style=3D'letter-spacing:-=
.5pt'> </span>the<span
style=3D'letter-spacing:-.5pt'> </span>clustering<span style=3D'letter-spac=
ing:
-.5pt'> </span>algorithm<span style=3D'letter-spacing:-.5pt'> </span>placed=
<span
style=3D'letter-spacing:-.5pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>anomalous<span
style=3D'letter-spacing:-.5pt'> </span>record<span style=3D'letter-spacing:=
-.5pt'> </span>in<span
style=3D'letter-spacing:-.5pt'> </span>cluster<span style=3D'letter-spacing=
:-.5pt'>
</span>3,<span style=3D'letter-spacing:-.5pt'> </span>and in 2021, it place=
d that
record in cluster 2.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.85pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>4</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Outliers<span style=3D'letter-spacing:-.15pt'> <=
/span>by<span
style=3D'letter-spacing:-.05pt'> </span>variable<span style=3D'letter-spaci=
ng:-.05pt'>
</span>of<span style=3D'letter-spacing:-.1pt'> </span>item<span style=3D'le=
tter-spacing:
-.1pt'> </span>87<span style=3D'letter-spacing:-.05pt'> </span>between<span
style=3D'letter-spacing:-.05pt'> </span>the<span style=3D'letter-spacing:-.=
1pt'> </span>years<span
style=3D'letter-spacing:-.1pt'> </span>1998<span style=3D'letter-spacing:-.=
05pt'> </span>and<span
style=3D'letter-spacing:-.05pt'> </span><span style=3D'letter-spacing:-.2pt=
'>2021</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 22.55pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:37.75pt'>
  <td width=3D53 valign=3Dtop style=3D'width:39.45pt;border:solid black 1.0=
pt;
  padding:0cm 0cm 0cm 0cm;height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.9pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.0pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.2pt'>YEAR</span></b><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D61 valign=3Dtop style=3D'width:46.05pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.9pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.0pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_TON</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D63 valign=3Dtop style=3D'width:47.45pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.9pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.05pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-w=
eight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_FOB</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D59 valign=3Dtop style=3D'width:43.9pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.9pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.45pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-w=
eight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>IMP_CIF</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.15pt;
  margin-bottom:0cm;margin-left:1.5pt;margin-bottom:.0001pt;line-height:103=
%'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>IMP_</sp=
an></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:2.0pt'> </span>=
</b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>FREIGHT_=
</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:2.0pt'> </span>=
</b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>COST</sp=
an></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%'><o:p></o:p></span></b></p>
  </td>
  <td width=3D85 valign=3Dtop style=3D'width:63.9pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.3pt;mar=
gin-bottom:
  0cm;margin-left:1.7pt;margin-bottom:.0001pt;line-height:103%'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>TRADE_</=
span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:2.0pt'> </span>=
</b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>FORCE_</=
span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:2.0pt'> </span>=
</b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>ATTRACTI=
ON</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%'><o:p></o:p></span></b></p>
  </td>
  <td width=3D74 valign=3Dtop style=3D'width:55.4pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;margin-rig=
ht:3.35pt;
  margin-bottom:0cm;margin-left:5.5pt;margin-bottom:.0001pt;text-align:left;
  text-indent:1.55pt;line-height:103%'><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:-.1pt'>COSTO_X_</span></b><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:2.0pt'> </span></b><b style=3D'mso-bidi-font-weight:normal=
'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:-.1pt'>TONELADA</span></b><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%'><o:p></o:p></span></b></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.9pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:1.5pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>CLUSTER</span></b><b style=3D'mso-bidi-font-weight:=
normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D57 valign=3Dtop style=3D'width:42.45pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:37.75pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;margin-rig=
ht:4.8pt;
  margin-bottom:0cm;margin-left:10.85pt;margin-bottom:.0001pt;text-align:le=
ft;
  text-indent:-3.8pt;line-height:103%'><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:-.2pt'>TARIFF</span></b><b style=3D'mso-bidi-font-weight:n=
ormal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:2.0pt'> </span></b><b style=3D'mso-bidi-font-weight:normal=
'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:-.2pt'>ITEM</span></b><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D53 valign=3Dtop style=3D'width:39.45pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2021</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D61 valign=3Dtop style=3D'width:46.05pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D63 valign=3Dtop style=3D'width:47.45pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D59 valign=3Dtop style=3D'width:43.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.5pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D85 valign=3Dtop style=3D'width:63.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Normal</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D74 valign=3Dtop style=3D'width:55.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Normal</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'>Cluster <span
  style=3D'letter-spacing:-.5pt'>2</span><o:p></o:p></span></p>
  </td>
  <td width=3D57 valign=3Dtop style=3D'width:42.45pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.6pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>87</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D53 valign=3Dtop style=3D'width:39.45pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
1998</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D61 valign=3Dtop style=3D'width:46.05pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D63 valign=3Dtop style=3D'width:47.45pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D59 valign=3Dtop style=3D'width:43.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.35pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.5pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Atypical</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D85 valign=3Dtop style=3D'width:63.9pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-right:.4pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Normal</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D74 valign=3Dtop style=3D'width:55.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Normal</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D67 valign=3Dtop style=3D'width:50.1pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.5pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'>Cluster <span
  style=3D'letter-spacing:-.5pt'>3</span><o:p></o:p></span></p>
  </td>
  <td width=3D57 valign=3Dtop style=3D'width:42.45pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.05pt;
  margin-bottom:0cm;margin-left:1.6pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>87</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:13.65pt;margin-right:5.65pt;marg=
in-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>When analyzing the Ecuadorian i=
mport
data set, it was found that in 1998, Ecuador imported<span style=3D'letter-=
spacing:
-.75pt'> </span>8,126.78<span style=3D'letter-spacing:-.75pt'> </span>tons<=
span
style=3D'letter-spacing:-.75pt'> </span>from<span style=3D'letter-spacing:-=
.75pt'> </span>Japan,<span
style=3D'letter-spacing:-.75pt'> </span>when<span style=3D'letter-spacing:-=
.75pt'> </span>in<span
style=3D'letter-spacing:-.75pt'> </span>that<span style=3D'letter-spacing:-=
.75pt'> </span>year,<span
style=3D'letter-spacing:-.75pt'> </span>the<span style=3D'letter-spacing:-.=
75pt'> </span>average<span
style=3D'letter-spacing:-.75pt'> </span>import<span style=3D'letter-spacing=
:-.75pt'>
</span>of<span style=3D'letter-spacing:-.75pt'> </span>this<span
style=3D'letter-spacing:-.75pt'> </span>item<span style=3D'letter-spacing:-=
.75pt'> </span>was<span
style=3D'letter-spacing:-.75pt'> </span>48.80 tons.<span style=3D'letter-sp=
acing:
-.3pt'> </span>In<span style=3D'letter-spacing:-.3pt'> </span>2021,<span
style=3D'letter-spacing:-.3pt'> </span>Ecuador<span style=3D'letter-spacing=
:-.3pt'>
</span>imported<span style=3D'letter-spacing:-.3pt'> </span>29,460.65<span
style=3D'letter-spacing:-.3pt'> </span>tons<span style=3D'letter-spacing:-.=
3pt'> </span>from<span
style=3D'letter-spacing:-.3pt'> </span>China,<span style=3D'letter-spacing:=
-.3pt'> </span>while<span
style=3D'letter-spacing:-.3pt'> </span>the<span style=3D'letter-spacing:-.3=
pt'> </span>average<span
style=3D'letter-spacing:-.3pt'> </span>number<span style=3D'letter-spacing:=
-.3pt'> </span>of<span
style=3D'letter-spacing:-.3pt'> </span>tons imported that year was 114.05 t=
ons.
With these analyzed examples, it was randomly verified that the model for
detecting anomalies in Ecuadorian imports generates correct information.
However, a more systematic verification method can be developed in future w=
ork.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.9pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.9pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>For an import to be labeled as
abnormal with greater certainty, it is when it has been detected<span
style=3D'letter-spacing:-.25pt'> </span>as<span style=3D'letter-spacing:-.2=
5pt'> </span>an<span
style=3D'letter-spacing:-.25pt'> </span>anomaly<span style=3D'letter-spacin=
g:-.25pt'>
</span>for<span style=3D'letter-spacing:-.25pt'> </span>k<span style=3D'let=
ter-spacing:
-.25pt'> </span>=3D<span style=3D'letter-spacing:-.25pt'> </span>3,<span
style=3D'letter-spacing:-.25pt'> </span>k<span style=3D'letter-spacing:-.25=
pt'> </span>=3D<span
style=3D'letter-spacing:-.25pt'> </span>4,<span style=3D'letter-spacing:-.2=
5pt'> </span>and<span
style=3D'letter-spacing:-.25pt'> </span>k<span style=3D'letter-spacing:-.25=
pt'> </span>=3D<span
style=3D'letter-spacing:-.25pt'> </span>5.<span style=3D'letter-spacing:-.4=
5pt'> </span>Table<span
style=3D'letter-spacing:-.25pt'> </span>5<span style=3D'letter-spacing:-.25=
pt'> </span>shows<span
style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'letter-spacing:-.=
25pt'> </span>number<span
style=3D'letter-spacing:-.25pt'> </span>of<span style=3D'letter-spacing:-.2=
5pt'> </span>cases<span
style=3D'letter-spacing:-.25pt'> </span>detected by the model with one, two=
, and
three matches.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.75pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>5</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.35pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Anomalies<span style=3D'letter-spacing:-.25pt'> =
</span>by<span
style=3D'letter-spacing:-.15pt'> </span>number<span style=3D'letter-spacing=
:-.2pt'>
</span>of<span style=3D'letter-spacing:-.15pt'> </span><span style=3D'lette=
r-spacing:
-.1pt'>matches</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 109.95pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:28.15pt'>
  <td width=3D111 valign=3Dtop style=3D'width:83.4pt;border:solid black 1.0=
pt;
  padding:0cm 0cm 0cm 0cm;height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.5pt;margin-r=
ight:15.75pt;
  margin-bottom:0cm;margin-left:21.75pt;margin-bottom:.0001pt;text-align:le=
ft;
  text-indent:-4.3pt;line-height:103%'><b style=3D'mso-bidi-font-weight:nor=
mal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%'>NUMBER<span
  style=3D'letter-spacing:-.5pt'> </span>OF<span style=3D'letter-spacing:2.=
0pt'> </span><span
  style=3D'letter-spacing:-.1pt'>MATCHES</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D112 valign=3Dtop style=3D'width:84.35pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:4.5pt;margin-r=
ight:16.2pt;
  margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;text-align:le=
ft;
  text-indent:-11.3pt;line-height:103%'><b style=3D'mso-bidi-font-weight:no=
rmal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%'>NUMBER<span
  style=3D'letter-spacing:-.5pt'> </span>OF<span style=3D'letter-spacing:2.=
0pt'> </span><span
  style=3D'letter-spacing:-.1pt'>CASES</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:96.6pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:28.15pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.1pt;margin-ri=
ght:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
  0cm;margin-left:.95pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>PERCENTAGE</span></b><b style=3D'mso-bidi-font-weig=
ht:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt'><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D111 valign=3Dtop style=3D'width:83.4pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
1</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D112 valign=3Dtop style=3D'width:84.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>478</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:96.6pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:.95pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
83.71</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:18.7pt'>
  <td width=3D111 valign=3Dtop style=3D'width:83.4pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
2</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D112 valign=3Dtop style=3D'width:84.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>76</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:96.6pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:.95pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
13.31</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:18.7pt'>
  <td width=3D111 valign=3Dtop style=3D'width:83.4pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.5pt'>=
3</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D112 valign=3Dtop style=3D'width:84.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>17</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:96.6pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:.95pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
2.98</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D111 valign=3Dtop style=3D'width:83.4pt;border:solid black 1.0=
pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Total</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D112 valign=3Dtop style=3D'width:84.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.0pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>571</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:96.6pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:.95pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>100</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:13.7pt;margin-right:5.95pt;margi=
n-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>=
Similarly</span><span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>to</span><span lang=3DEN-US style=3D'letter-=
spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>the</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>variables</span><span lang=3DEN-US style=3D'=
letter-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>used</span=
><span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>for</span><span lang=3DEN-US style=3D'letter=
-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>this</span=
><span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>study,</span><span lang=3DEN-US style=3D'let=
ter-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>it</span><=
span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>is</span><span lang=3DEN-US style=3D'letter-=
spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>observed</=
span><span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>that</span><span lang=3DEN-US style=3D'lette=
r-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>the</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>variable</span><span lang=3DEN-US style=3D'l=
etter-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>with</span=
><span
lang=3DEN-US style=3D'letter-spacing:-.6pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.1pt'>the</span><span lang=3DEN-US style=3D'letter=
-spacing:
-.6pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>most </spa=
n><span
lang=3DEN-US>atypical values is the cost per ton, followed by the number of=
 tons,
as seen in Table 6.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.7pt'><span lang=3DEN-US><o:p>&n=
bsp;</o:p></span></p>

<h1><span lang=3DEN-US style=3D'letter-spacing:-.1pt'>Table</span><span lan=
g=3DEN-US
style=3D'letter-spacing:-.65pt'> </span><span lang=3DEN-US style=3D'letter-=
spacing:
-.5pt'>6</span></h1>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:8=
.3pt;
margin-bottom:0cm;margin-left:18.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt'>Number<span style=3D'letter-spacing:-.35pt'> </s=
pan>of<span
style=3D'letter-spacing:-.35pt'> </span>atypical<span style=3D'letter-spaci=
ng:-.3pt'>
</span>records<span style=3D'letter-spacing:-.35pt'> </span>per<span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>variable</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DEN-US style=3D'font-size:4.5pt;mso-bidi-font-size:12.0=
pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 93.05pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:18.55pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  padding:0cm 0cm 0cm 0cm;height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>VARIABLE</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>NORMAL</span></b><b style=3D'mso-bidi-font-weight:n=
ormal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>ATYPICAL</span></b><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.45pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
COSTO_X_TONELADA</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,017.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
187.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
IMP_TON</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.4pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,030.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
175.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.3pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
IMP_FREIGHT_COST</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.4pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,040.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
164.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
IMP_CIF</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.4pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,046.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
158.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

</div>

<span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;font-=
family:
"Times New Roman",serif;mso-fareast-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:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection14>

<p class=3DMsoBodyText style=3D'margin-top:9.85pt'><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:12.=
0pt'><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 93.05pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:18.55pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  padding:0cm 0cm 0cm 0cm;height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>VARIABLE</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border:solid black 1.0=
pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>NORMAL</span></b><b style=3D'mso-bidi-font-weight:n=
ormal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:18.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.5pt;margin-right:0cm;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><b style=3D'mso-bidi-font-we=
ight:
  normal'><span lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11=
.0pt;
  letter-spacing:-.1pt'>ATYPICAL</span></b><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
IMP_FOB</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,047.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
157.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:28.3pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:28.3pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-left:29.2pt;text-a=
lign:left;
  text-indent:-5.15pt;line-height:103%'><span lang=3DEN-US style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>TRADE_FO=
RCE_</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%;
  letter-spacing:2.0pt'> </span><span lang=3DEN-US style=3D'font-size:8.0pt;
  mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>ATTRACTI=
ON</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;line-heig=
ht:103%'><o:p></o:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.3pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.25pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:.45pt;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
9,101.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:28.3pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:.25pt;margin-r=
ight:0cm;
  margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:left'>=
<i
  style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt'><o:p>&nbsp;</o:p></span></i></p>
  <p class=3DTableParagraph style=3D'margin-top:0cm;margin-right:.45pt;marg=
in-bottom:
  0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DEN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>103</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:18.7pt'>
  <td width=3D145 valign=3Dtop style=3D'width:108.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.45pt;margin-bottom:.0001pt'><span lang=3D=
EN-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Total</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D129 valign=3Dtop style=3D'width:97.1pt;border-top:none;border=
-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
45,180.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
  <td width=3D123 valign=3Dtop style=3D'width:92.35pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:18.7pt'>
  <p class=3DTableParagraph style=3D'margin-top:4.65pt;margin-right:.45pt;
  margin-bottom:0cm;margin-left:1.4pt;margin-bottom:.0001pt'><span lang=3DE=
N-US
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
840.00</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt'><o:p></o=
:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:11.85pt'><i style=3D'mso-bidi-fo=
nt-style:
normal'><span lang=3DEN-US><o:p>&nbsp;</o:p></span></i></p>

<h1 style=3D'margin-top:.05pt;margin-right:8.35pt;margin-bottom:0cm;margin-=
left:
18.3pt;margin-bottom:.0001pt;line-height:13.6pt;mso-line-height-rule:exactl=
y'><span
lang=3DEN-US style=3D'letter-spacing:-.1pt'>Discussion</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.1pt;margin-right:5.5pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:96%'><span lang=3DEN-US>This study on detecting anomalie=
s in
Ecuadorian imports is particularly relevant to international trade. It
distinguishes itself from previous research in data mining by its specific
approach<span style=3D'letter-spacing:1.55pt'> </span>and<span style=3D'let=
ter-spacing:
1.55pt'> </span>detailed<span style=3D'letter-spacing:1.55pt'> </span>scope=
.<span
style=3D'letter-spacing:1.55pt'> </span>Unlike<span style=3D'letter-spacing=
:1.5pt'>
</span>other<span style=3D'letter-spacing:1.55pt'> </span>works<span
style=3D'letter-spacing:1.5pt'> </span>that<span style=3D'letter-spacing:1.=
5pt'> </span>analyze<span
style=3D'letter-spacing:1.5pt'> </span>general<span style=3D'letter-spacing=
:1.5pt'>
</span>economic<span style=3D'letter-spacing:1.5pt'> </span>factors<span
style=3D'letter-spacing:1.5pt'> </span>or e-commerce<span style=3D'letter-s=
pacing:
-.65pt'> </span>transactions,<span style=3D'letter-spacing:-.65pt'> </span>=
this<span
style=3D'letter-spacing:-.65pt'> </span>study<span style=3D'letter-spacing:=
-.65pt'>
</span>focuses<span style=3D'letter-spacing:-.65pt'> </span>on<span
style=3D'letter-spacing:-.65pt'> </span>Ecuadorian<span style=3D'letter-spa=
cing:
-.65pt'> </span>imports<span style=3D'letter-spacing:-.65pt'> </span>over<s=
pan
style=3D'letter-spacing:-.65pt'> </span>32<span style=3D'letter-spacing:-.6=
5pt'> </span>years<span
style=3D'letter-spacing:-.65pt'> </span>(1990-2021). This allows experts in=
 the
field to analyze the factors that influenced these changes, making it a
valuable resource for future negotiations.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:13.55pt;margin-right:5.9pt;margi=
n-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:96%'><span lang=3DEN-US>Gonz&aacute;les<span style=3D'le=
tter-spacing:
-.75pt'> </span>Argote<span style=3D'letter-spacing:-.35pt'> </span>and<span
style=3D'letter-spacing:-.45pt'> </span>Ticona<span style=3D'letter-spacing=
:-.25pt'>
</span>Gonz&aacute;les<span style=3D'letter-spacing:-.25pt'> </span>(2019)<=
span
style=3D'letter-spacing:-.25pt'> </span>use<span style=3D'letter-spacing:-.=
25pt'> </span>the<span
style=3D'letter-spacing:-.25pt'> </span>data<span style=3D'letter-spacing:-=
.25pt'> </span>mining<span
style=3D'letter-spacing:-.25pt'> </span>clustering<span style=3D'letter-spa=
cing:
-.25pt'> </span>technique but with a different purpose: to identify the tra=
de
situation of landlocked countries, including <span style=3D'letter-spacing:=
-.1pt'>various</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>economic</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>variables.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>This</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>study</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>only</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>analyzes</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>Ecuadorian</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>imports</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>with</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>varying</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>countries
</span>by<span style=3D'letter-spacing:-.5pt'> </span>tariff<span
style=3D'letter-spacing:-.5pt'> </span>heading<span style=3D'letter-spacing=
:-.5pt'>
</span>and<span style=3D'letter-spacing:-.5pt'> </span>year,<span
style=3D'letter-spacing:-.5pt'> </span>detecting<span style=3D'letter-spaci=
ng:-.5pt'>
</span>anomalies<span style=3D'letter-spacing:-.5pt'> </span>in<span
style=3D'letter-spacing:-.5pt'> </span>variables<span style=3D'letter-spaci=
ng:-.5pt'>
</span>such<span style=3D'letter-spacing:-.5pt'> </span>as<span style=3D'le=
tter-spacing:
-.5pt'> </span>imported<span style=3D'letter-spacing:-.5pt'> </span>tons,<s=
pan
style=3D'letter-spacing:-.5pt'> </span>cost<span style=3D'letter-spacing:-.=
5pt'> </span>per<span
style=3D'letter-spacing:-.5pt'> </span>ton, import cost, and CIF and FOB va=
lue.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:13.45pt;margin-right:5.6pt;margi=
n-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:96%'><span lang=3DEN-US>The<span style=3D'letter-spacing=
:-.55pt'>
</span>study<span style=3D'letter-spacing:-.55pt'> </span>by<span
style=3D'letter-spacing:-.7pt'> </span>Wohl<span style=3D'letter-spacing:-.=
55pt'> </span>and<span
style=3D'letter-spacing:-.55pt'> </span>Kennedy<span style=3D'letter-spacin=
g:-.55pt'>
</span>(2018)<span style=3D'letter-spacing:-.55pt'> </span>uses<span
style=3D'letter-spacing:-.55pt'> </span>the<span style=3D'letter-spacing:-.=
55pt'> </span>gravity<span
style=3D'letter-spacing:-.55pt'> </span>model<span style=3D'letter-spacing:=
-.55pt'>
</span>to<span style=3D'letter-spacing:-.55pt'> </span>detect<span
style=3D'letter-spacing:-.55pt'> </span>anomalies<span style=3D'letter-spac=
ing:
-.55pt'> </span>and support<span style=3D'letter-spacing:-.5pt'> </span>dec=
ision-making<span
style=3D'letter-spacing:-.45pt'> </span>in<span style=3D'letter-spacing:-.4=
5pt'> </span>future<span
style=3D'letter-spacing:-.5pt'> </span>trade<span style=3D'letter-spacing:-=
.5pt'> </span>negotiations.<span
style=3D'letter-spacing:-.7pt'> </span>The<span style=3D'letter-spacing:-.5=
pt'> </span>trade<span
style=3D'letter-spacing:-.5pt'> </span>attraction<span style=3D'letter-spac=
ing:
-.45pt'> </span>force<span style=3D'letter-spacing:-.5pt'> </span>calculate=
d<span
style=3D'letter-spacing:-.45pt'> </span>with this<span style=3D'letter-spac=
ing:
-.7pt'> </span>model<span style=3D'letter-spacing:-.7pt'> </span>becomes<sp=
an
style=3D'letter-spacing:-.7pt'> </span>a<span style=3D'letter-spacing:-.7pt=
'> </span>relevant<span
style=3D'letter-spacing:-.7pt'> </span>indicator<span style=3D'letter-spaci=
ng:-.7pt'>
</span>to<span style=3D'letter-spacing:-.7pt'> </span>assess<span
style=3D'letter-spacing:-.7pt'> </span>the<span style=3D'letter-spacing:-.7=
pt'> </span>impact<span
style=3D'letter-spacing:-.7pt'> </span>of<span style=3D'letter-spacing:-.7p=
t'> </span>trade<span
style=3D'letter-spacing:-.7pt'> </span>relations<span style=3D'letter-spaci=
ng:-.7pt'>
</span>between<span style=3D'letter-spacing:-.7pt'> </span>Ecuador and its
trading partners.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:13.5pt;margin-right:5.75pt;margi=
n-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:96%'><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>T=
he
results of this study offer valuable information for Ecuadorian authorities
responsible </span><span lang=3DEN-US>for<span style=3D'letter-spacing:-.75=
pt'> </span>trade<span
style=3D'letter-spacing:-.75pt'> </span>policies.<span style=3D'letter-spac=
ing:
-.75pt'> </span>Identifying<span style=3D'letter-spacing:-.75pt'> </span>an=
omalies<span
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span>understanding<span
style=3D'letter-spacing:-.75pt'> </span>import<span style=3D'letter-spacing=
:-.75pt'>
</span>trends<span style=3D'letter-spacing:-.75pt'> </span>at<span
style=3D'letter-spacing:-.75pt'> </span>a<span style=3D'letter-spacing:-.75=
pt'> </span>granular<span
style=3D'letter-spacing:-.75pt'> </span>level<span style=3D'letter-spacing:=
-.75pt'>
</span>can <span style=3D'letter-spacing:-.1pt'>contribute</span><span
style=3D'letter-spacing:-.75pt'> </span><span style=3D'letter-spacing:-.1pt=
'>to</span><span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>i</span></span><span style=3D'letter-spacing=
:-.1pt'>)</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>investigating</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>potential</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>customs</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>fraud</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>or</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>unfair</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>trade</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>practices,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ii)</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>optimizing</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>trade </span>negotiation<span
style=3D'letter-spacing:-.05pt'> </span>strategies,<span style=3D'letter-sp=
acing:
-.05pt'> </span>iii)<span style=3D'letter-spacing:-.05pt'> </span>making<sp=
an
style=3D'letter-spacing:-.05pt'> </span>informed<span style=3D'letter-spaci=
ng:-.05pt'>
</span>decisions<span style=3D'letter-spacing:-.05pt'> </span>about<span
style=3D'letter-spacing:-.05pt'> </span>supplier<span style=3D'letter-spaci=
ng:-.05pt'>
</span>diversification<span style=3D'letter-spacing:-.05pt'> </span>and<span
style=3D'letter-spacing:-.05pt'> </span>target market selection, and iv)
strengthening the competitiveness of the Ecuadorian import sector.</span></=
p>

<p class=3DMsoBodyText style=3D'margin-top:13.35pt'><span lang=3DEN-US><o:p=
>&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt;line-height:13.5pt;mso-line-height-rule:ex=
actly'><span
lang=3DEN-US style=3D'letter-spacing:-.1pt'>Conclusions</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.15pt;margin-right:5.55pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:95%'><span lang=3DEN-US>In<span style=3D'letter-spacing:=
-.2pt'> </span>the<span
style=3D'letter-spacing:-.2pt'> </span>results<span style=3D'letter-spacing=
:-.2pt'>
</span>of<span style=3D'letter-spacing:-.2pt'> </span>the<span style=3D'let=
ter-spacing:
-.2pt'> </span>anomaly<span style=3D'letter-spacing:-.2pt'> </span>detectio=
n,<span
style=3D'letter-spacing:-.25pt'> </span>it<span style=3D'letter-spacing:-.2=
pt'> </span>is<span
style=3D'letter-spacing:-.2pt'> </span>verified<span style=3D'letter-spacin=
g:-.2pt'>
</span>that<span style=3D'letter-spacing:-.2pt'> </span>the<span
style=3D'letter-spacing:-.2pt'> </span>model<span style=3D'letter-spacing:-=
.2pt'> </span>shows<span
style=3D'letter-spacing:-.2pt'> </span><a name=3D"_Hlk86590003"></a>precise=
ly<span
style=3D'letter-spacing:-.2pt'> </span>the item and the year in which the v=
alues
of the variables are atypical due to the difference they have concerning the
average of these variables in the same year of importation, fulfilling the =
main<span
style=3D'letter-spacing:-.7pt'> </span>objective<span style=3D'letter-spaci=
ng:-.65pt'>
</span>of<span style=3D'letter-spacing:-.65pt'> </span>this<span
style=3D'letter-spacing:-.65pt'> </span>work.<span style=3D'letter-spacing:=
-.75pt'>
</span>The<span style=3D'letter-spacing:-.65pt'> </span>present<span
style=3D'letter-spacing:-.65pt'> </span>data<span style=3D'letter-spacing:-=
.65pt'> </span>mining<span
style=3D'letter-spacing:-.65pt'> </span>model<span style=3D'letter-spacing:=
-.65pt'>
</span>applies<span style=3D'letter-spacing:-.65pt'> </span>the<span
style=3D'letter-spacing:-.65pt'> </span>clustering<span style=3D'letter-spa=
cing:
-.65pt'> </span>technique<span style=3D'letter-spacing:-.65pt'> </span>for =
3,<span
style=3D'letter-spacing:-.05pt'> </span>4,<span style=3D'letter-spacing:-.0=
5pt'> </span>and<span
style=3D'letter-spacing:-.05pt'> </span>5<span style=3D'letter-spacing:-.05=
pt'> </span>clusters.<span
style=3D'letter-spacing:-.7pt'> </span>At<span style=3D'letter-spacing:-.05=
pt'> </span>least<span
style=3D'letter-spacing:-.05pt'> </span>in<span style=3D'letter-spacing:-.0=
5pt'> </span>one<span
style=3D'letter-spacing:-.05pt'> </span>of<span style=3D'letter-spacing:-.0=
5pt'> </span>the<span
style=3D'letter-spacing:-.05pt'> </span>cases,<span style=3D'letter-spacing=
:-.05pt'>
</span>the<span style=3D'letter-spacing:-.05pt'> </span>variables<span
style=3D'letter-spacing:-.05pt'> </span>exceed<span style=3D'letter-spacing=
:-.05pt'>
</span>three<span style=3D'letter-spacing:-.05pt'> </span>standard<span
style=3D'letter-spacing:-.05pt'> </span>deviations of their centroids; that=
 item
is labeled as an anomaly, and the atypical values are shown in a report.<sp=
an
style=3D'letter-spacing:-.75pt'> </span>With<span style=3D'letter-spacing:-=
.65pt'> </span>this<span
style=3D'letter-spacing:-.6pt'> </span>process,<span style=3D'letter-spacin=
g:-.6pt'>
</span>the<span style=3D'letter-spacing:-.6pt'> </span>tariff<span
style=3D'letter-spacing:-.6pt'> </span>item<span style=3D'letter-spacing:-.=
6pt'> </span>and<span
style=3D'letter-spacing:-.6pt'> </span>the<span style=3D'letter-spacing:-.6=
pt'> </span>year<span
style=3D'letter-spacing:-.6pt'> </span>of<span style=3D'letter-spacing:-.6p=
t'> </span>importation<span
style=3D'letter-spacing:-.6pt'> </span>are<span style=3D'letter-spacing:-.6=
pt'> </span>indicated<span
style=3D'letter-spacing:-.6pt'> </span>precisely.<span style=3D'letter-spac=
ing:
-.75pt'> </span>The variables that present the most anomalies in this resea=
rch
are the cost per ton and the number of tons imported.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:12.75pt;margin-right:5.4pt;margi=
n-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:95%'><span lang=3DEN-US>Regarding<span style=3D'letter-s=
pacing:
1.5pt'> </span>the<span style=3D'letter-spacing:1.5pt'> </span>analysis<span
style=3D'letter-spacing:1.5pt'> </span>of<span style=3D'letter-spacing:1.5p=
t'> </span>statistical<span
style=3D'letter-spacing:1.5pt'> </span>values,<span style=3D'letter-spacing=
:1.5pt'>
</span>it<span style=3D'letter-spacing:1.5pt'> </span>is<span style=3D'lett=
er-spacing:
1.5pt'> </span>observed<span style=3D'letter-spacing:1.5pt'> </span>that<sp=
an
style=3D'letter-spacing:1.5pt'> </span>atypical<span style=3D'letter-spacin=
g:1.5pt'>
</span>values<span style=3D'letter-spacing:1.5pt'> </span>exist in all vari=
ables.
For example, analyzing the variable of imported tons, the minimum value is
0.0000001<span style=3D'letter-spacing:-.6pt'> </span>tons,<span
style=3D'letter-spacing:-.55pt'> </span>the<span style=3D'letter-spacing:-.=
55pt'> </span>maximum<span
style=3D'letter-spacing:-.55pt'> </span>is<span style=3D'letter-spacing:-.5=
5pt'> </span>2,701,835.00<span
style=3D'letter-spacing:-.55pt'> </span>tons,<span style=3D'letter-spacing:=
-.55pt'>
</span>and<span style=3D'letter-spacing:-.55pt'> </span>the<span
style=3D'letter-spacing:-.55pt'> </span>average<span style=3D'letter-spacin=
g:-.55pt'>
</span>is<span style=3D'letter-spacing:-.55pt'> </span>208.55<span
style=3D'letter-spacing:-.55pt'> </span>tons.<span style=3D'letter-spacing:=
-.75pt'>
</span>This<span style=3D'letter-spacing:-.55pt'> </span>shows that<span
style=3D'letter-spacing:-.25pt'> </span>99.99%<span style=3D'letter-spacing=
:-.25pt'>
</span>of<span style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'le=
tter-spacing:
-.25pt'> </span>data<span style=3D'letter-spacing:-.25pt'> </span>is<span
style=3D'letter-spacing:-.25pt'> </span>in<span style=3D'letter-spacing:-.2=
5pt'> </span>the<span
style=3D'letter-spacing:-.25pt'> </span>first<span style=3D'letter-spacing:=
-.25pt'>
</span>range,<span style=3D'letter-spacing:-.25pt'> </span>and<span
style=3D'letter-spacing:-.25pt'> </span>the<span style=3D'letter-spacing:-.=
25pt'> </span>remaining<span
style=3D'letter-spacing:-.25pt'> </span>0.01%<span style=3D'letter-spacing:=
-.25pt'>
</span>is<span style=3D'letter-spacing:-.25pt'> </span>distributed<span
style=3D'letter-spacing:-.25pt'> </span>in<span style=3D'letter-spacing:-.2=
5pt'> </span>the<span
style=3D'letter-spacing:-.25pt'> </span>other five remaining ranges.</span>=
</p>

<p class=3DMsoBodyText style=3D'margin-top:13.1pt;margin-right:5.8pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:96%'><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>T=
his</span><span
lang=3DEN-US style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.2pt'>study</span><span lang=3DEN-US style=3D'lett=
er-spacing:
-.3pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>demonstrat=
es</span><span
lang=3DEN-US style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.2pt'>that</span><span lang=3DEN-US style=3D'lette=
r-spacing:
-.3pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>the</span>=
<span
lang=3DEN-US style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.2pt'>data</span><span lang=3DEN-US style=3D'lette=
r-spacing:
-.3pt'> </span><span lang=3DEN-US style=3D'letter-spacing:-.2pt'>mining</sp=
an><span
lang=3DEN-US style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US
style=3D'letter-spacing:-.2pt'>clustering</span><span lang=3DEN-US
style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.2pt'>technique</span><span lang=3DEN-US style=3D'letter-spacing:-.3pt'> <=
/span><span
lang=3DEN-US style=3D'letter-spacing:-.2pt'>is</span><span lang=3DEN-US
style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.2pt'>efficient</span><span lang=3DEN-US style=3D'letter-spacing:-.3pt'> <=
/span><span
lang=3DEN-US style=3D'letter-spacing:-.2pt'>for</span><span lang=3DEN-US
style=3D'letter-spacing:-.3pt'> </span><span lang=3DEN-US style=3D'letter-s=
pacing:
-.2pt'>detecting </span><span lang=3DEN-US>anomalies in a dataset that expe=
rts in
various fields of study can use.<span style=3D'letter-spacing:-.4pt'> </spa=
n>As
future work and as a</span></p>

</div>

<span lang=3DEN-US style=3D'font-size:11.0pt;line-height:96%;font-family:"T=
imes New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection15>

<p class=3DMsoBodyText style=3D'margin-top:5.0pt'><span lang=3DEN-US><o:p>&=
nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.5pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
96%'><span lang=3DEN-US>complement to this data mining model, this process =
can be
further systematized, applying the <span style=3D'letter-spacing:-.1pt'>sam=
e</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>methodology</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>but</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>giving</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>user</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>option</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>of</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>searching</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>for</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>anomalies</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>only</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>in</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>the</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>required
</span>items and displaying the results on the screen. This enhancement cou=
ld
significantly reduce processing and search times while providing direct res=
ults
on the screen without based search and the need for more specifics.</span><=
/p>

<p class=3DMsoBodyText style=3D'margin-top:13.35pt'><span lang=3DEN-US><o:p=
>&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt'><span lang=3DEN-US style=3D'letter-spacin=
g:-.1pt'>Acknowledgments</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.85pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DEN-US>This<span style=3D'letter-spaci=
ng:-.15pt'>
</span>work<span style=3D'letter-spacing:-.15pt'> </span>was<span
style=3D'letter-spacing:-.15pt'> </span>partially<span style=3D'letter-spac=
ing:
-.15pt'> </span>supported<span style=3D'letter-spacing:-.15pt'> </span>by<s=
pan
style=3D'letter-spacing:-.15pt'> </span>the<span style=3D'letter-spacing:-.=
15pt'> </span>vice<span
style=3D'letter-spacing:-.15pt'> </span>rectorate<span style=3D'letter-spac=
ing:
-.15pt'> </span>of<span style=3D'letter-spacing:-.15pt'> </span>Research<sp=
an
style=3D'letter-spacing:-.15pt'> </span>at<span style=3D'letter-spacing:-.1=
5pt'> </span>Universidad<span
style=3D'letter-spacing:-.15pt'> </span>del Azuay for their financial and
academic support and the entire staff in the Computer Science Research &amp;
Development Laboratory (LIDI).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:12.75pt'><span lang=3DEN-US><o:p=
>&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:8.35pt'><span lang=3DEN-US style=3D'letter-spacin=
g:-.1pt'>References</span></h1>

<p class=3DMsoNormal style=3D'margin-top:.25pt;margin-right:5.75pt;margin-b=
ottom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%'>Al<span style=3D'letter-spacing:-.45pt'> </span>Ay=
ub<span
style=3D'letter-spacing:-.5pt'> </span>Ahmed,<span style=3D'letter-spacing:=
-.45pt'>
</span>A.,<span style=3D'letter-spacing:-.5pt'> </span>Rajesh,<span
style=3D'letter-spacing:-.45pt'> </span>S.,<span style=3D'letter-spacing:-.=
5pt'> </span><span
class=3DSpellE>Lohana</span>,<span style=3D'letter-spacing:-.45pt'> </span>=
S.,<span
style=3D'letter-spacing:-.5pt'> </span>Ray,<span style=3D'letter-spacing:-.=
45pt'> </span>S.,<span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Maroor</span>,<=
span
style=3D'letter-spacing:-.45pt'> </span>J.<span style=3D'letter-spacing:-.5=
pt'> </span>P.,<span
style=3D'letter-spacing:-.45pt'> </span>&amp;<span style=3D'letter-spacing:=
-.5pt'> </span>Naved,<span
style=3D'letter-spacing:-.45pt'> </span>M.<span style=3D'letter-spacing:-.5=
pt'> </span>(2023).<span
style=3D'letter-spacing:-.45pt'> </span><i style=3D'mso-bidi-font-style:nor=
mal'>Using<span
style=3D'letter-spacing:-.5pt'> </span>Machine<span style=3D'letter-spacing=
:-.45pt'>
</span>Learning and Data Mining to Evaluate Modern Financial Management
Techniques </i>(pp. 249-257). </span><span lang=3DEN-US><a
href=3D"https://doi.org/10.1007/978-981-19-0108-9_26"><span style=3D'font-s=
ize:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;color:windowtext;text-dec=
oration:
none;text-underline:none'>https://doi.</span></a></span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%'> </sp=
an><span
lang=3DEN-US><a href=3D"https://doi.org/10.1007/978-981-19-0108-9_26"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;color:=
windowtext;
letter-spacing:-.1pt;text-decoration:none;text-underline:none'>org/10.1007/=
978-981-19-0108-9_26</span></a></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Banco<span style=3D'le=
tter-spacing:
-.25pt'> </span>Central<span style=3D'letter-spacing:-.15pt'> </span>del<sp=
an
style=3D'letter-spacing:-.15pt'> </span>Ecuador.<span style=3D'letter-spaci=
ng:-.15pt'>
</span>(2023).<span style=3D'letter-spacing:-.2pt'> </span><span class=3DSp=
ellE><i
style=3D'mso-bidi-font-style:normal'>Estad&iacute;sticas</i></span><i
style=3D'mso-bidi-font-style:normal'><span style=3D'letter-spacing:-.2pt'> =
</span>de<span
style=3D'letter-spacing:-.15pt'> </span>Comercio<span style=3D'letter-spaci=
ng:-.1pt'>
Exterior</span></i><span style=3D'letter-spacing:-.1pt'>.</span><o:p></o:p>=
</span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span class=3DSpellE><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Djayeola<=
/span></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>,<span
style=3D'letter-spacing:.75pt'> </span>B.<span style=3D'letter-spacing:.75p=
t'> </span>M.,<span
style=3D'letter-spacing:.8pt'> </span>&amp;<span style=3D'letter-spacing:.8=
pt'> </span>Fujs,<span
style=3D'letter-spacing:.8pt'> </span>T.<span style=3D'letter-spacing:.75pt=
'> </span>(2018).<span
style=3D'letter-spacing:.75pt'> </span>Policies,<span style=3D'letter-spaci=
ng:.8pt'>
</span>Technology,<span style=3D'letter-spacing:.75pt'> </span>and<span
style=3D'letter-spacing:.75pt'> </span>Quality<span style=3D'letter-spacing=
:.8pt'> </span>Returns<span
style=3D'letter-spacing:.8pt'> </span>from<span style=3D'letter-spacing:.8p=
t'> </span>the<span
style=3D'letter-spacing:.75pt'> </span>World<span style=3D'letter-spacing:.=
8pt'> </span><span
style=3D'letter-spacing:-.1pt'>Development</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.7pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><span lang=3DEN-US style=3D'font-=
size:
10.0pt;mso-bidi-font-size:11.0pt'>Indicators.<span style=3D'letter-spacing:=
-.2pt'>
</span><span class=3DSpellE><i style=3D'mso-bidi-font-style:normal'>Statist=
ika</i></span><i
style=3D'mso-bidi-font-style:normal'>:<span style=3D'letter-spacing:-.1pt'>=
 </span>Statistics<span
style=3D'letter-spacing:-.1pt'> </span>&amp;<span style=3D'letter-spacing:-=
.1pt'> </span>Economy<span
style=3D'letter-spacing:-.1pt'> </span>Journal</i>,<span style=3D'letter-sp=
acing:
-.05pt'> </span><span style=3D'letter-spacing:-.1pt'>98(4).</span><o:p></o:=
p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.75pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%'>Gonz&aacute;les<span style=3D'letter-spacing:-.35p=
t'> </span>Argote,<span
style=3D'letter-spacing:-.3pt'> </span>H.<span style=3D'letter-spacing:-.3p=
t'> </span>R.,<span
style=3D'letter-spacing:-.3pt'> </span>&amp;<span style=3D'letter-spacing:-=
.3pt'> </span>Ticona<span
style=3D'letter-spacing:-.3pt'> </span>Gonz&aacute;les,<span style=3D'lette=
r-spacing:
-.3pt'> </span>U.<span style=3D'letter-spacing:-.3pt'> </span>A.<span
style=3D'letter-spacing:-.3pt'> </span>(2019).<span style=3D'letter-spacing=
:-.3pt'>
</span>Clustering,<span style=3D'letter-spacing:-.3pt'> </span><span
class=3DSpellE>mediterraneidad</span><span style=3D'letter-spacing:-.35pt'>=
 </span>y<span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>comercio</span>=
<span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>internacional</=
span>: <span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>aplicaci&oacute;n</span=
></span><span
style=3D'letter-spacing:-.1pt'> <span class=3DSpellE>emp&iacute;rica</span>=
 de <span
class=3DSpellE>los</span> <span class=3DSpellE>algoritmos</span> Partitioni=
ng
Around Medoids y K-means. <span class=3DSpellE><i style=3D'mso-bidi-font-st=
yle:
normal'>Revista</i></span><i style=3D'mso-bidi-font-style:normal'> <span
class=3DSpellE>Latinoamericana</span> </i></span><i style=3D'mso-bidi-font-=
style:
normal'>de <span class=3DSpellE>desarrollo</span> <span class=3DSpellE>econ=
&oacute;mico</span></i>,
32, 95-129.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US style=
=3D'font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%'>L&oacute;pez, D. S. M., Orellana, M., Tonon
Ord&oacute;&ntilde;ez, L. B., &amp; Zambrano-Martinez, J. L. (2023). <span
class=3DSpellE>Modelo</span> Visual del Comercio <span class=3DSpellE>Exter=
no</span>
en <span class=3DSpellE>Exportaciones</span> <span class=3DSpellE>Ecuatoria=
nas</span>.
<span class=3DSpellE><i style=3D'mso-bidi-font-style:normal'>Revista</i></s=
pan><i
style=3D'mso-bidi-font-style:normal'> <span class=3DSpellE>Tecnol&oacute;gi=
ca</span>-ESPOL</i>,
35(2), 143-156.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US style=
=3D'font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:6.2pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-fon=
t-size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>Morales</span><span lang=3DEN=
-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-=
size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>Zurita,</span><span lang=3DEN=
-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-=
size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>G.</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-=
size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>B.</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-=
size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>(2023).</span><span lang=3DEN=
-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.1pt'>La</span></i><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN=
-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.25pt'> </span></i><span class=3DSpellE><i style=3D'mso-bidi-font-style:no=
rmal'><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>inflaci&oacute;n</span></i></span><i style=3D'mso-bid=
i-font-style:
normal'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.=
0pt;
line-height:105%;letter-spacing:-.25pt'> </span></i><i style=3D'mso-bidi-fo=
nt-style:
normal'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.=
0pt;
line-height:105%;letter-spacing:-.1pt'>y</span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.=
0pt;
line-height:105%;letter-spacing:-.25pt'> </span></i><span class=3DSpellE><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>el</span><=
/i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.25pt'> </span><=
/i><span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.1pt'>comercio</span></i></span><i style=3D'mso-bidi-font-style:normal'><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span></i><i style=3D'mso-bidi-font-style:normal'>=
<span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>exterior</span></i><i style=3D'mso-bidi-font-style:no=
rmal'><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span></i><span class=3DSpellE><i style=3D'mso-bid=
i-font-style:
normal'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.=
0pt;
line-height:105%;letter-spacing:-.1pt'>agropecuario</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.25pt'> </span><=
/i><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>en</span><=
/i><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.25pt'> </span><=
/i><span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.1pt'>el</span></i></span><i style=3D'mso-bidi-font-style:normal'><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span></i><i style=3D'mso-bidi-font-style:normal'>=
<span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Ecuador</span></i><span lang=3DEN-US style=3D'font-si=
ze:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>.</span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>Universida=
d</span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>T&eacute;c=
nica
</span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0=
pt;
line-height:105%'>de Ambato. <span class=3DSpellE>Facultad</span> de <span
class=3DSpellE>Contabilidad</span> y Auditor\&#8217;\<span class=3DSpellE>i=
a.</span>
Carrera~&#8230;.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US style=
=3D'font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.8pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-fon=
t-size:
11.0pt;line-height:105%'>Orellana, M., Acosta-<span class=3DSpellE>Urig&uum=
l;en</span>,
M.-I., &amp; Garc&iacute;a, R. R. (2022). <i style=3D'mso-bidi-font-style:n=
ormal'>Implementation
of Clustering Techniques to Data Obtained from a Memory Match Game Oriented=
 to
the Cognitive Function of Attention </i>(pp. 201-216). </span><span lang=3D=
EN-US><a
href=3D"https://doi.org/10.1007/978-3-031-18272-3_14"><span style=3D'font-s=
ize:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;color:windowtext;letter-s=
pacing:
-.1pt;text-decoration:none;text-underline:none'>https://doi.org/10.1007/978=
-3-031-18272-3_14</span></a></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.85pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%'>Plotnikova,<span style=3D'letter-spacing:-.3pt'> <=
/span>V.,<span
style=3D'letter-spacing:-.3pt'> </span>Dumas,<span style=3D'letter-spacing:=
-.3pt'> </span>M.,<span
style=3D'letter-spacing:-.3pt'> </span>&amp;<span style=3D'letter-spacing:-=
.3pt'> </span>Milani,<span
style=3D'letter-spacing:-.3pt'> </span>F.<span style=3D'letter-spacing:-.3p=
t'> </span>P.<span
style=3D'letter-spacing:-.3pt'> </span>(2022).<span style=3D'letter-spacing=
:-.3pt'>
</span>Applying<span style=3D'letter-spacing:-.3pt'> </span>the<span
style=3D'letter-spacing:-.3pt'> </span>CRISP-DM<span style=3D'letter-spacin=
g:-.3pt'>
</span>data<span style=3D'letter-spacing:-.3pt'> </span>mining<span
style=3D'letter-spacing:-.3pt'> </span>process<span style=3D'letter-spacing=
:-.3pt'>
</span>in<span style=3D'letter-spacing:-.3pt'> </span>the<span style=3D'let=
ter-spacing:
-.3pt'> </span>financial services<span style=3D'letter-spacing:-.25pt'> </s=
pan>industry:<span
style=3D'letter-spacing:-.25pt'> </span>Elicitation<span style=3D'letter-sp=
acing:
-.3pt'> </span>of<span style=3D'letter-spacing:-.25pt'> </span>adaptation<s=
pan
style=3D'letter-spacing:-.3pt'> </span>requirements.<span style=3D'letter-s=
pacing:
-.25pt'> </span><i style=3D'mso-bidi-font-style:normal'>Data<span
style=3D'letter-spacing:-.25pt'> </span>&amp;<span style=3D'letter-spacing:=
-.25pt'>
</span>Knowledge<span style=3D'letter-spacing:-.25pt'> </span>Engineering</=
i>,<span
style=3D'letter-spacing:-.25pt'> </span>139,<span style=3D'letter-spacing:-=
.25pt'> </span>102013.
</span><span lang=3DEN-US><a href=3D"https://doi.org/10.1016/j.datak.2022.1=
02013"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;color:=
windowtext;
letter-spacing:-.1pt;text-decoration:none;text-underline:none'>https://doi.=
org/10.1016/j.datak.2022.102013</span></a></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.75pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span class=3DSpellE><span lang=3DEN-US style=3D'=
font-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%'>Quintana</span></span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%'>,
R. A., Donoso, M. R., <span class=3DSpellE>Kusactay</span>, V., <span
class=3DSpellE>Chagerben</span>, W. M., &amp; Espinoza, J. B. (2021). <span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'>Introducci&oacute;n<=
/i></span><i
style=3D'mso-bidi-font-style:normal'> al Comercio Exterior</i>. <span
class=3DSpellE>Liveworkingeditorial</span>.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US style=
=3D'font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:6.15pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%;letter-spacing:-.2pt'>Su&aacute;rez, Y. R., &amp;
Amador, A. D. (2009). <span class=3DSpellE>Herramientas</span></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.25pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'>de <span
class=3DSpellE>miner&iacute;a</span> de <span class=3DSpellE>datos</span>. =
<span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'>Revista</i></span><i
style=3D'mso-bidi-font-style:normal'> Cubana de <span class=3DSpellE>Cienci=
as</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-size:=
10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.25pt'> </span><=
/i><span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'>Inform&aacute;ticas</span></i></span><span lang=3DEN-US style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'>, <=
/span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%'>3(3-4),
73-80.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.65pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:105%'><span lang=3DEN-US style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;line-height:105%;letter-spacing:-.1pt'>Tan,</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:105%;letter-spacing:-.1pt'>X.</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:105%;letter-spacing:-.1pt'>S.,</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:105%;letter-spacing:-.1pt'>Yang,</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'> </span><span lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:105%;letter-spacing:-.1pt'>Z.,</span><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter=
-spacing:
-.2pt'> </span><span class=3DSpellE><span lang=3DEN-US style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.1pt'>Benlimane<=
/span></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>,</span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Y.,</span><span lang=3DEN-US style=3D'font-size:10.0p=
t;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>&amp;</span><span lang=3DEN-US style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Liu,</span><span lang=3DEN-US style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>E.</span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>(2020).</span><span lang=3DEN-US style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Using</span><span lang=3DEN-US style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Classification</span><span lang=3DEN-US style=3D'font=
-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </=
span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>with</span><span lang=3DEN-US style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>K-means</span><span lang=3DEN-US style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Clustering</span><span lang=3DEN-US style=3D'font-siz=
e:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>to</span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:105%;letter-spacing:-.2pt'> </span><s=
pan
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-heigh=
t:105%;
letter-spacing:-.1pt'>Investigate </span><span lang=3DEN-US style=3D'font-s=
ize:
10.0pt;mso-bidi-font-size:11.0pt;line-height:105%'>Transaction<span
style=3D'letter-spacing:-.2pt'> </span>Anomaly.<span style=3D'letter-spacin=
g:-.2pt'>
</span><i style=3D'mso-bidi-font-style:normal'>2020<span style=3D'letter-sp=
acing:
-.2pt'> </span>IEEE<span style=3D'letter-spacing:-.2pt'> </span>Internation=
al<span
style=3D'letter-spacing:-.2pt'> </span>Conference<span style=3D'letter-spac=
ing:
-.2pt'> </span>on<span style=3D'letter-spacing:-.2pt'> </span>Industrial<sp=
an
style=3D'letter-spacing:-.2pt'> </span>Engineering<span style=3D'letter-spa=
cing:
-.2pt'> </span>and<span style=3D'letter-spacing:-.2pt'> </span>Engineering
Management (IEEM)</i>, 171-174.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DEN-US style=
=3D'font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>The<span style=3D'lett=
er-spacing:
-.15pt'> </span>World<span style=3D'letter-spacing:-.15pt'> </span>Bank<span
style=3D'letter-spacing:-.15pt'> </span>Group.<span style=3D'letter-spacing=
:-.1pt'>
</span>(2024).<span style=3D'letter-spacing:-.2pt'> </span><i style=3D'mso-=
bidi-font-style:
normal'>World<span style=3D'letter-spacing:-.15pt'> </span>Development<span
style=3D'letter-spacing:-.1pt'> Indicators</span></i><span style=3D'letter-=
spacing:
-.1pt'>.</span><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Wohl,<span style=3D'le=
tter-spacing:
-.05pt'> </span>I.,<span style=3D'letter-spacing:-.05pt'> </span>&amp; Kenn=
edy,<span
style=3D'letter-spacing:-.05pt'> </span>J.<span style=3D'letter-spacing:-.0=
5pt'> </span>(2018).
<i style=3D'mso-bidi-font-style:normal'>Neural<span style=3D'letter-spacing=
:-.05pt'>
</span>Network<span style=3D'letter-spacing:-.25pt'> </span>Analysis<span
style=3D'letter-spacing:-.05pt'> </span>of<span style=3D'letter-spacing:-.0=
5pt'> </span>International
<span style=3D'letter-spacing:-.1pt'>Trade</span></i><span style=3D'letter-=
spacing:
-.1pt'>.</span><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:1.2pt'><span lang=3DEN-US
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:0cm;margin-bott=
om:0cm;
margin-left:16.0pt;margin-bottom:.0001pt'><span lang=3DEN-US style=3D'font-=
size:
10.0pt;mso-bidi-font-size:11.0pt'>Wulff,<span style=3D'letter-spacing:-.6pt=
'> </span>J.<span
style=3D'letter-spacing:-.55pt'> </span>N.,<span style=3D'letter-spacing:-.=
55pt'> </span>&amp;<span
style=3D'letter-spacing:-.55pt'> </span>Jeppesen,<span style=3D'letter-spac=
ing:
-.55pt'> </span>L.<span style=3D'letter-spacing:-.55pt'> </span>E.<span
style=3D'letter-spacing:-.55pt'> </span>(2017).<span style=3D'letter-spacin=
g:-.55pt'>
</span>Multiple<span style=3D'letter-spacing:-.55pt'> </span>imputation<span
style=3D'letter-spacing:-.55pt'> </span>by<span style=3D'letter-spacing:-.5=
5pt'> </span>chained<span
style=3D'letter-spacing:-.55pt'> </span>equations<span style=3D'letter-spac=
ing:
-.55pt'> </span>in<span style=3D'letter-spacing:-.55pt'> </span>praxis:<span
style=3D'letter-spacing:-.55pt'> </span>guidelines<span style=3D'letter-spa=
cing:
-.55pt'> </span>and<span style=3D'letter-spacing:-.55pt'> </span><span
style=3D'letter-spacing:-.1pt'>review.</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.7pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-style:n=
ormal'><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Electroni=
c<span
style=3D'letter-spacing:-.3pt'> </span>Journal<span style=3D'letter-spacing=
:-.3pt'>
</span>of<span style=3D'letter-spacing:-.3pt'> </span>Business<span
style=3D'letter-spacing:-.3pt'> </span>Research<span style=3D'letter-spacin=
g:-.3pt'>
</span>Methods</span></i><span lang=3DEN-US style=3D'font-size:10.0pt;mso-b=
idi-font-size:
11.0pt'>,<span style=3D'letter-spacing:-.3pt'> </span>15(1),<span
style=3D'letter-spacing:-.25pt'> </span>41-<span style=3D'letter-spacing:-.=
25pt'>56.</span><o:p></o:p></span></p>

</div>

</body>

</html>

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/themedata.thmx
Content-Transfer-Encoding: base64
Content-Type: application/vnd.ms-officetheme
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/colorschememapping.xml
Content-Transfer-Encoding: quoted-printable
Content-Type: text/xml

<?xml version=3D"1.0" encoding=3D"UTF-8" standalone=3D"yes"?>
<a:clrMap xmlns:a=3D"http://schemas.openxmlformats.org/drawingml/2006/main"=
 bg1=3D"lt1" tx1=3D"dk1" bg2=3D"lt2" tx2=3D"dk2" accent1=3D"accent1" accent=
2=3D"accent2" accent3=3D"accent3" accent4=3D"accent4" accent5=3D"accent5" a=
ccent6=3D"accent6" hlink=3D"hlink" folHlink=3D"folHlink"/>
------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image001.png
Content-Transfer-Encoding: base64
Content-Type: image/png
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image002.gif
Content-Transfer-Encoding: base64
Content-Type: image/gif
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image003.png
Content-Transfer-Encoding: base64
Content-Type: image/png
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image004.gif
Content-Transfer-Encoding: base64
Content-Type: image/gif

R0lGODlhVAAdAHcAMSH+GlNvZnR3YXJlOiBNaWNyb3NvZnQgT2ZmaWNlACH5BAEAAAAALAAAAABU
AB0AhwAAAAAAAAAAMwAAZgAAmQAAzAAA/wAzAAAzMwAzZgAzmQAzzAAz/wBmAABmMwBmZgBmmQBm
zABm/wCZAACZMwCZZgCZmQCZzACZ/wDMAADMMwDMZgDMmQDMzADM/wD/AAD/MwD/ZgD/mQD/zAD/
/zMAADMAMzMAZjMAmTMAzDMA/zMzADMzMzMzZjMzmTMzzDMz/zNmADNmMzNmZjNmmTNmzDNm/zOZ
ADOZMzOZZjOZmTOZzDOZ/zPMADPMMzPMZjPMmTPMzDPM/zP/ADP/MzP/ZjP/mTP/zDP//2YAAGYA
M2YAZmYAmWYAzGYA/2YzAGYzM2YzZmYzmWYzzGYz/2ZmAGZmM2ZmZmZmmWZmzGZm/2aZAGaZM2aZ
ZmaZmWaZzGaZ/2bMAGbMM2bMZmbMmWbMzGbM/2b/AGb/M2b/Zmb/mWb/zGb//5kAAJkAM5kAZpkA
mZkAzJkA/5kzAJkzM5kzZpkzmZkzzJkz/5lmAJlmM5lmZplmmZlmzJlm/5mZAJmZM5mZZpmZmZmZ
zJmZ/5nMAJnMM5nMZpnMmZnMzJnM/5n/AJn/M5n/Zpn/mZn/zJn//8wAAMwAM8wAZswAmcwAzMwA
/8wzAMwzM8wzZswzmcwzzMwz/8xmAMxmM8xmZsxmmcxmzMxm/8yZAMyZM8yZZsyZmcyZzMyZ/8zM
AMzMM8zMZszMmczMzMzM/8z/AMz/M8z/Zsz/mcz/zMz///8AAP8AM/8AZv8Amf8AzP8A//8zAP8z
M/8zZv8zmf8zzP8z//9mAP9mM/9mZv9mmf9mzP9m//+ZAP+ZM/+ZZv+Zmf+ZzP+Z///MAP/MM//M
Zv/Mmf/MzP/M////AP//M///Zv//mf//zP///wECAwECAwECAwECAwECAwECAwECAwECAwECAwEC
AwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwEC
AwECAwECAwECAwECAwECAwECAwECAwECAwECAwECAwj/AAGwYBFgIEGDBQcmPKgQocOGEBlKXEjx
4USLFVshaiWII0dEHTe20uixo0mQJT+aTDlSpMqUglB2bDkSpsyUiAau3MlR0BWfgngKhZnyyhUW
Mlj8JMrTqFKlQ4cOfBmTo8IAWBNWjXmy60uQBCkGuAJSpkxBYRGOpWrWpE6YV7IOPBp2bFSmggpe
wcYXW6soWG+azMtCUF+/B5mmLAgz7JVWh/3GLeiVa9nBjPmihYyN8GVEINf2NayZMVeVl9+alEE5
8uFWcQsrXpmZL8G9pVks1t33KGlscR/fnVp1MmfXhw9uPB10ZZcAvzk+Pk5w5WTZdXFjq041qFXZ
QbH+/0betxXBLnd9BkheEHp56G6hZx3b+XBe70MLorxNHrlny14NxB5W2rWyVkz0debYcX4deJlK
qhHEGVp2SaZXX3rNJiBf5mU1nl1WaYfYbb/Bp9gBuoXHAoe3VRccf8DZ1dZHG/J1XXQOKoVcWuEJ
NyNassVWGmkjJfhbXDLMFldkBNpnonqjKWXgUx7exRgiz+EWF44ilkYWaswlaJuY2xWG0pYsYsVb
Z5S1lVqQBQ2pmYG4HWmaYtVhGKeNB3qUp2YiBjebeSkSluZRAcA2FozBMYcfaB2S5hNnsZEUVGju
cdhbn466BZ6EgFaoqI58YdXFoB0dQBlkHKnJFCKuGv0WHqeK6dcRa132xyYLn3VV1kaIzsfCqQB+
BNoVqgq7U68Qggdrproi9iSqPf30U3olAXUttammCCxWDJKnnLHkxrQcpC5tdO665KYLqbnlvmvQ
UdK1Rh6FsslwVFJH9YvUU/7yC/C//u47sMEFEwzwfKZdF66iq07G8MQUV2zxxRhPLNxzaj6VXUfB
ZjyWUWN1fLFS7dlVl8gaj+TTylqNJLHIKz527WMYG1aYUbB1yDLFvC6nLX6tsPZznI9NtR3GewWV
tJpHV7xUutIle3TS4XWUMVDAKRpy1BMD7BTMP9fsdV5M5wWccD6D7fbRVKaMcVoHff323XjnfXFA
ADt=

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image005.png
Content-Transfer-Encoding: base64
Content-Type: image/png
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image006.png
Content-Transfer-Encoding: base64
Content-Type: image/png
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image007.gif
Content-Transfer-Encoding: base64
Content-Type: image/gif
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==

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image008.gif
Content-Transfer-Encoding: base64
Content-Type: image/gif
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image009.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image010.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image011.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image012.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg

/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAoHBwkHBgoJCAkLCwoMDxkQDw4ODx4WFxIZJCAmJSMg
IyIoLTkwKCo2KyIjMkQyNjs9QEBAJjBGS0U+Sjk/QD3/2wBDAQsLCw8NDx0QEB09KSMpPT09PT09
PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT3/wAARCADvAegDASIA
AhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQA
AAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3
ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWm
p6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEA
AwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSEx
BhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElK
U1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3
uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD2UdBS
0g6D6UtABRRRQAgOTS0xfvH60+gAooooAKKKKACiiigApAc59qKRO/1oAdRRRQAUUUUAFFFFABRR
RQA0HJPtTqYv3m+tPoAKKKKACiiigAooooAKQHOfaikXv9aAHUUUUAFFFFABRRRQAUUUUAIDkkel
LTV6n606gAooooAKKKKACiiigApAc59qDSL1b60AOooooAKKKKAILm8itQPNbBPQY61KrbhmsvXY
DNBGVDFhIBlc8A9elacf3B9KAH0UUUANBySPSnUwfeNRyXcEL7Zp4o2PZnANAm7E9FVkvraRwqXM
LMegEgJNFOzBNMsDoPpS0g6D6UtIYUUUUANXqfrTqYv3j9afQAUUUUAFFFFABRRRQAlIvf60p6Ui
d/rQA6iiigAooooAKKKKACiiigBq9W+tOpi/eb60+gAooooAKKKKACiiigBKRe/1paRe/wBaAHUU
UUAFFFFABRRRQAUUUUANXqfrTqavU/WnUAFFFFABVe6vIrZQZGIJ6AAnNWKydfU/ZYmXhvMClsZw
D1PSgDUU5UH2pc1Q1XU49G0iW+nV2jhUFgnU9B/WuYPxQ0zH/Hrd/kv+Na06NSorxVzKpXp03aTs
dselRrNGZCisC3oDnFVtL1FNW0uC9hVljmXcobqKp2Uapr90FCDA5wBkk4OfWs2mnZmiaaujaopK
WkMhurhLWBpZM7V64plpcfaYRIAVDE4BOaW+RpLKZUXc5Q7R744qHTkNvYxrJuG0EnfwR9aAIdWk
kUxLFciFzkgEkA/UgVoREmMbhg45FYt1rulzlfK1m0iIBBOVYn86mm8Q2FtpU1+tytxBBgSNDhjm
q5JdiPaR7mvRXIf8LM0T0uv+/X/166PS9Sh1awivLfd5Moyu4YNVOjUgryViYVqc3aLuWh1NeV/E
qPzPFVumQN1uoyeg+Y16DaXEr6vPDK2dgJAx0B98V558Ts/8JPDtzn7MuMfU10YD+Ojnx/8ABZm6
BaraeLdLUOkhMmSyZwOvtRVnTrgXXjXSpFDqm4bVdSpAx70VtjG24t9v1OPDLR2PYR0H0paQdB9K
WvNPZCikpaAGL940+mL94/Wn0AFFFFABRRRQAUUUUAIelInf60p6Uid/rQA6iiigAooooAKKKKAC
iiigBi53H0zT6Yv3m+tPoAKKKKACiiigAooooAQ9KRe/1paRe/1oAdRRRQAUUUUAFFFFABRRSE4o
Aap+Y0Sv5cbPjO0ZxVCwvZbi9mjkEahB91evXqa0GAI56UAVbG8N4rvsKANgA1Lc3K2qb5M7c44F
U9HtmtYZFkGHaQkkEEH8ql1WJprCVY1LSBcqB1zQCLFvN58KybSoYZANUdbmaKOMJdGBjnAAPzdP
SrFj+40+MPldicls/wBazbzWtIu9mNXtYyueQyk8j36U1Fy2RLlGO7IfGrF/A96T1Man/wAeFeWQ
QI+jzzKibk+VnJwfpXpniy+tb7wRqBtLmOdUVVZkOedwrzSCGZtGlCSQeUwaYoWIf5ePp36V62CV
qTvpqeTjmnUi12PV/Bf/ACJ+n/8AXP8AqantLmVtXeMzJJHg4VRyOe/8qq+Dpo4/B2ml3VAY/wCI
gdzVu3McV48hlsVRmY/IcMc4wSc/nXm1k/aS9WelQaVKN+yNajOajll8uFnAzgZqtpt414kjlduG
xt54/QVkbC6qYhZEzhzGGUkJ161Fbu0umSs4YfK4Ac5IHPWsvU/GOhRTT2N1eSxyRttfy1YEEdsi
naV4i0jUo7iz0y4kldI3kIcNkD6n61p7KaXNZ2MvbU2+W+p40APQV1ujcfDfXP8Arqv/ALLXJDv9
a67R/wDkm2u/9dV/9lr38T/DXqvzPBw/8R+j/IxYLOFtDnuQQJF+U9evp19K9U8DD/ikLD/cP8zX
lUEN2+iyCNYjbnMxBYhgF+UnHcV6r4II/wCER0//AHD/ADNcWYfA9ep1YD+J8i3aSQvrFyU8wO3B
3IAOMDg9a4D4j8+LrX955eYE+f8Au/Mea720RTqsjNNO7AuFDIQoGemehrgPiU5j8U27rjctupGR
/tGuXAfx0dmP/gsitf8AkctH33y3sm4AyqewzgY6fjRVDw7eTXnirS/PYNsmOMADrkmitsZFxkk+
xx4ZpptHtOcKPpUL3OyYRlDyQM545qcdB9KMV5p7JSOpx5AEchJOORj8aubvxpcCigBityTg9adv
9jSL94/WnUAN38dDRv8AY06igBN/saN/sadSUAJv9jSb+ehp1FADd2expEbrwetPPSkXv9aAE3+x
pd/saWigBN/saTf7GnUUAN3+xo3+xp1LQA3f7Gk3+xp1FAEYOCTg9adv9jQvVvrTqAE389DRv9jS
0UAIH9jSb/Y06igBu/2NG/2NOooAbvz2NIrYzwetPNIvf60AG/2NG/2NLRQA3f7Gjfx0NOooATd7
Gk3+xp1FACb/AGNJv9jTqTNAGVp5jOq3jxyxyFjnCnkduRj29a0ZiDEwKFgQcqO/tWVppB1ObEUM
ZIJPlvknnuKq+IPGOn6Hd/Yr2K4d3j3ZjUEYPHrVRhKb5Yq7InOMFeWiL2iLEkMot7eSCPzD8kg+
bP19Km1ZofsZNy8scQYZMYJP04rntF8baNc6hFZWVtcxyTsFBZABkDvzWjqXinRoZpLWbVFt5o32
yAKSR6jpVSo1Ivla1JjXptXUi9Ac6G3LMDExUtnJGDjOa8IwNvQflXtVjrum6hZT21jfi7ljhZmJ
BBxz7V4qOleplkWnJM8zMZKSi4vudfo2B8N9dx/z0X/2WsKM50xCi2yOqyHzPMxI3tj6cYNbujf8
k313/rov81rkce1dVKPNOa8/0OWq7Qh6fqdd4gOfh/4e4/ib+RrkkHzr9RXW+IOfh/4e/wB5v5Gu
ST76/UU8Nbll6v8AMWIb5l6L8j3+BwlpGWOFCAkn6VX0mJ7e2PmfMWbduDbsj1qQjdpu3bvBhxtz
jPHSotK8zEvmxxR8jCRHIHFfOvdn0MfhR474o/5GrUz/ANPDVs/Dn/kL3v8A16NWN4p/5GnUv+vh
q2vhz/yF73/r0b+lfQT/AN0+R4Mf96+ZyHr9a63Rz/xbfXP+uq/+y1yXr9a67R/+Sba7/wBdV/8A
ZarE/wAJeq/MjD/xH6P8jCiRv7LWSGMI4Ry0omALDPI29xiuwPiC88P+AtFlsPL3SllbeueOTXn3
YcV12vH/AIt5oH/XRv61GIppuKlqm/8AMqhNpScdGkNHxI1wsB/ouCf+eX/16X4juZNetnPVrRCf
zNcov3x9RXVfEb/kOWn/AF5p/M0OjCnXhyK241VnUpT5nfYyvCn/ACNWm/8AXYfyNFHhT/katN/6
7D+VFcuY/wARehrhPhZ7iOg+lLSDoPpS15J7YUUUUAMXqfrT6Yv3j9afQAUUUUAFFFFABRRRQAhp
F7/WlpF7/WgB1FFFABRRRQAUUUUAFFFFADF6t9afTF6n60+gAooooAKKKKACiiigBKRe/wBaWkXv
9aAHUUUUAFFQXVyLWEyFSwzjANLbSme3SQ9WGaAK+o35slG2J5C2eVxhfrmrcbEoCTziqOrW/wBq
t1T5OHViGYDI/GrqDEYHoMUAMa7iWVYiw8wnG3vWP4p8TJ4at7eV7ZpxM5UBWxjAzU9xGy69bYKj
K7mzjntgVzPxV/5B2n/9dm/lW2Hgp1YxlsY4ibhSco7kEXxNtEkBTSGVicZV1B5PPb1rJ+JTb/Ek
DdM2qn9TXJp/rE/3h/Our+I//Ift/wDr0T+Zr2I4enRrw5Fvc8eVedWjLne1jL8IH/irdOz/AM9f
6Go/FX/I16p/18NUnhH/AJG7Tf8Arr/Q1H4q/wCRr1T/AK+GrZ/7z8v1MV/A+f6Gz8Ov+QlqP/Xm
3865EdK674df8hLUf+vNv51yC9KKf8efogn/AAY+r/Q6/Rv+Sba9/wBdU/mtcjXXaN/yTbXf+uq/
zWuRoofxKnqFb4Ien6s67xB/yT/w9/vt/I1yS/eX6iut8Qf8k/8AD3++38jXJL95fqKWF+CXqwxH
xL0X5HrWueMrXQHgsrm0lnMlurkqRjB4xzVbRPHWnXmpQWVrp00DXDBd2VxwOM/lXNfEb/kOWf8A
15J/M1l+EP8AkbNM/wCu39DXHTwlKVD2jWup2TxdSNXkT00I/FP/ACNOpf8AXw1bXw5/5C17/wBe
jf0rF8U/8jTqf/Xw1bXw5/5C17/16N/Suqf+6fI54/718zkPX6112j/8k21z/rqv/stcj6/Wuu0f
/km2uf8AXVf/AGWqxP8ADXqvzIofxH6P8jke34V12u/8k80D/ro39a5Ht+Fddrv/ACTzQP8Aro39
aeI3h6iobT9Dk1+8PqK6r4jf8hy0/wCvNP5muVX7w+orqviN/wAhy0/680/maKv8en8wp/wp/Iyv
Cn/I1ab/ANdh/I0UeFP+Rq03/rsP5GiuHMf4i9Dpwfws9xHQUtUJtUit7+CzZWMsoyMEcD1POavV
5J7YtFFFADF+8afTF+8afQAUUUUAFFFFABRRRQAh6U1P4vrTj0pE7/WgB1FFFABRRRQAUUUUAFFF
FADFzuPpmn0xT8xp9ABRRRQAUUUUAFFFFACGkTv9aU0inOfrQAkr+WjOeijJqCyvFvA7ICFU4Get
WHUMCG6EYrN0SKSKGbzldXLk4bP6Z/pQBZ1ONpdOmSMAuV+XJxzTrGPyrKFMEbVxz/8ArNQ6wkUl
gyzo7oWHCnH69hSWTi30hXwdkaFgMc4GTQIZrECTooaCeQgNgwkZHHfPFXbfIt0z12jr9K4a5+Ie
h3oX7RY3b7c4BAxzwe9dHoPiWy1nTpLmEPBDC3lkzEDt61rKhUgryiZRxFKbtGRbuftAv4nW4XyM
4aAAbj+Ncl8Vf+Qdp/8A12b+VdHJLZSXwuPt9kACpwSpPGe+c965r4oyJLpenPG6ujSthlOQePWt
MKmq0bmeLknRlZnnKf6xP94fzrqfiP8A8h+3/wCvRP5muWT/AFif7w/nXU/Ef/kP2/8A16J/M17d
T+PD5ni0/wCDP5GZ4R/5G3Tf+uv9DTPFX/I16p/18NT/AAj/AMjbpv8A11/oaZ4q/wCRr1T/AK+G
of8AvPy/UF/A+f6Gx8Ov+QlqP/Xm3865Beldf8Ov+QlqP/Xm3865BelFP+PP0QT/AIMfV/odho3/
ACTbXv8Arqv81rkK6/Rv+Sba9/11X+a1yFFD+JU9QrfBD0/U67xB/wAk/wDD3++38jXJL95fqK63
xB/yT/w9/vt/I1yS/eX6ilhfgl6sMR8S9F+R1nxF/wCQ5Z/9eSfzNZfhD/kbNM/67f0NanxF/wCQ
5Z/9eSfzNZfhD/kbNM/67f0NRS/3X5Mur/vHzRH4p/5GnU/+vhq2vhz/AMha9/69G/pWL4p/5GnU
/wDr4atr4c/8ha9/69G/pTn/ALp8hw/3r5nIev1rrtH/AOSba5/11X/2WuR9frXXaP8A8k21z/rq
v/stVif4a9V+ZFD+I/R/kcj2/Cuu13/knmgf9dG/rXI9vwrrtd/5J5oH/XRv608RvD1FQ2n6HJr9
4fUV1XxG/wCQ5af9eafzNcqv3h9RXVfEb/kOWn/Xmn8zRV/j0/mFP+FP5GV4U/5GrTf+uw/kaKPC
n/I1ab/12H8jRXDmP8Reh04P4WetXNu8urpKY3EcQQ+ZgYHXODnj3rXByKxby6lj1y3tywME6Y2H
GD6981pPdJFKI2DZJAHHHNeSe2WaKpnU7cEAEkk4wBVosBQAi/eP1p9RqwBPPenbwKAHUU3ePWk3
igB9FM8wetLvHrQA6im7xRvFAC0i9/rRvGKargZ+tAElFN3j1oLgUAOopu8GjePWgB1FN3gd6N4o
AdRTd49aN49aAEX7zfWn1GGAJ5707eKAHUU3eKN4oAdRTd4pN4oAfRTd4o3jHWgBTSL3+tJvB71m
WV9NPfzRz+WPLHATPr3zQBozkLE7ElQFJyOoqhpMvmmYrJNIPlH745IOPy5qHVfEulaXObW+u/Jl
KbgNpJwe+RVTSfEmgtdLbWd+0ss5AVWDckD6VapTa5knYzdWCfLdXKuq+OdEhup7C8S5LQSbX2px
ke+al0vxPpmr2d3Z6as6+Tbu+JFwMc/415r4o/5GnVPe5atr4eH/AEzVf+vJq9KWCpxoe0W+h5sc
XUlW5HscgO1dfpXPwz1r/rsv/stcgO1ddpX/ACTTWv8Arsv/ALLXfif4cfVHFh/jfo/yOQ2r6Cuv
8Q/8k+8PfVq5Kut8Q/8AJP8Aw99WoxHx0/X9Ao/DP0/VHKJ/rE/3h/Oup+I//Ift/wDr0T+Zrlk/
1if7w/nXU/EfnxBbf9eifzNFT+PD5ip/wZ/IzPCP/I26d/11/oaZ4q/5GvVP+vhqf4R/5G3Tv+uv
9DUfir/ka9U/6+Gof+8/L9QX8D5/obPw6/5CWo/9ebfzrkB0rr/h1/yEdR/682rkR92in/Hn6IJ/
wY+r/Q67Rv8Akm+u/wDXVf5rXI9q67R/+Sb67/10X+a1yPaih/EqeoVvgh6fqdd4g/5J/wCHv99v
5GuSX7y/UV1uvn/i3/h7/eb+Rrkl+8v1FLC/BL1YYj4l6L8jrPiL/wAhyz/68k/may/CH/I2aZ/1
2/oa1PiL/wAhuz/680/may/CH/I16Z/12/oail/uvyZdX/ePmiPxT/yNOp/9fDVtfDn/AJC97/16
N/SsXxT/AMjTqf8A18NWz8OTjV73/r0anP8A3T5Dj/vXzOR9frXXaP8A8k21z/rqv/stcjXW6Of+
Lb65/wBdV/8AZarE/wANeq/Mih/Efo/yOS7fhXXa7/yTzQP+ujf1rke34V12u/8AJO9A/wCujf1p
4jeHqKhtP0OTX74+orqviN/yHbT/AK80/ma5Vfvj6iuq+Iv/ACHLT/rzT+Zoq/x6fzCn/Cn8jK8K
f8jVpv8A12H8jRR4U/5GrTf+uw/kaK4cx/iL0OnCfCz1m/aCPV7LdE7yvxuWQAIO2RWvtUnOASKy
9RdFvrIGGGR2fALk7hz2A/rWoK8k9sNi/wB1fypce1LRQAxeSfrTsU1fvGn0AJijFLRQAmKMUtFA
CUYpaKAEI4pF7/WlpF7/AFoAWjFLRQAlFLRQAmBRRQDmgAxRilooAYvVvrTsU1fvH60+gBMUYpaQ
sF6kD60AGKOKajrIoZTkHvVDUtQksyipHu3/AMRYDbz79aANGmsyrjd3OBTh0FY13FjxBblQSzDc
Tk8AcfSgDY6jjvWTp0sU2o3TxMxEnOCuMEYBGc/0rVzxyazrNL37ZK90YvKGQmw4796BNnnHxL/5
GhP+vdf5msvwd/yNum/9df6GtT4l/wDI0J/17r/M1l+Dv+Rt07/rr/Q19BS/3T5Hg1f96+ZD4o/5
GnVP+vlq2/h5/wAfuq/9eTVieKP+Rp1T/r5atz4ef8fuq/8AXk1FT/dPkhU/95+Zx47V12lf8kz1
r/rsv/stciO1dfpP/JM9a/67L/NavE/w4+qIw/xv0f5HI11viL/kn/h76tXJV13iH/kn3h76tTxH
x0/X9Ao/DP0/VHJp/rE/3h/Oup+I/wDyH7f/AK9E/ma5ZP8AWJ/vD+ddT8R/+Q/b/wDXon8zRU/j
Q+Yqf8GfyMzwj/yNum/9df6GmeKv+Rr1T/r4an+Ef+Rt03/rr/Q0zxV/yNeqf9fDUP8A3n5fqC/g
fP8AQ2Ph1/yEdR/682/nXIDpXX/Dr/kJaj/15t/OuQXpRT/jz9EE/wCDH1f6HX6N/wAk313/AK6r
/Na5HtXX6N/yTbXv+uq/zWuQoofxKnqFb4Ien6nXa/8A8k/8Pf7zfyNckv3l+orrfEH/ACT/AMPf
77fyNckv3l+opYX4JerDEfEvRfkdZ8Rf+Q3Z/wDXkn8zWX4Q/wCRs0z/AK7f0NanxF/5Dln/ANeS
fzNZfhD/AJGzTP8Art/Q1FL/AHX5Mur/ALx80R+Kf+Rq1P8A6+Gra+HP/IXvf+vRv6Vi+Kf+Rp1P
/r4atr4c/wDIWvf+vRv6U5/7p8hx/wB6+ZyHr9a67R/+Sba5/wBdV/8AZa5H1+tddo//ACTbXP8A
rqv/ALLVYn+GvVfmRQ/iP0f5HI9vwrrtd/5J5oH/AF0b+tcj2/Cuu13/AJJ5oH/XRv608RvD1FQ2
n6HJr98fUV1XxG/5Dtp/15p/M1yq/eH1FdV8Rv8AkOWn/Xmn8zRV/j0/mFP+FP5GV4U/5GrTf+uw
/kaKPCn/ACNWm/8AXYfyNFcOY/xF6HTg/hZ6xqfkNqliWIM0bjAJ4AP/AOqtkUzyY2YOyKWA6kc0
8DFeSe2LRRRQAxfvH60+mL940+gAooooAKKKKACiiigBD0pE/i+tKelInf60AOooooAKKQnFIjh1
ypyKAM3V5Z4vKEbYRztYbgM/pWknSszWnhBt1m83PmApsj3jPTB7d6016UAOooooAYn3m+tPpin5
j9afQAVna4obS5ieiDd0B6fWtCquoPJHau0UaSN/dcgA/nxQAmlhl06BXxuCjOBj9Kr6vHFILdXk
jXbJv2ucZ7eh9as6dKZbKNmQIxHKqMD8Kgv4GuJkU2vmJsOXDYI5HA7H1wfSgDRH3RWZcib+0kkK
QNChAyVy4z1Oe1TanqcOjaa95dlvKiA3FVyeeOlcwfHnh03LXH+lCU4ywjI6cY+laQpTnrFXMp1o
Q0k7EHxRlki0/TzFI6ZlbO1iM/LXnUd3c+an+kzfeH/LQ+tdz8Q7+HVPD+kXlvu8qWR2XcMHGK4C
P/XJ/vD+de3gYL2Gq7njY2V610+x1XxHOfEcX/Xqn9azfB3/ACNum/8AXX+hrR+I3/Ixxf8AXqn9
azvB3/I26d/11/oadL/dfkyJ/wC8/NEPij/kadU/6+Wrc+Hn/H7qv/Xk1Yfij/kadU/6+Wrc+Hn/
AB+6r/15NRU/3T5IdP8A3n5s48dq6/Sf+SZ61/12X+a1yA7V1+k/8kz1r/rsv81q8T/Dj6ojD/G/
R/kcjXXeIf8Akn3h76t/KuRrrvEP/JPvD31aniPjp+v6BR+Gfp+qOTT/AFif7w/nXU/Ef/kP2/8A
16J/M1yyf6xP94fzrqfiP/yH7f8A69E/maKn8aHzFT/gz+RmeEf+Rt03/rr/AENM8Vf8jXqn/Xw1
P8I/8jbpv/XX+hpnir/ka9U/6+Gof+8/L9QX8D5/obHw6/5CWo/9ebfzrkF6V1/w6/5CWo/9ebfz
rkF6UU/48/RBP+DH1f6HYaN/yTbXv+uq/wA1rkK6/Rv+Sba9/wBdV/mtchRQ/iVPUK3wQ9P1Ou1/
/kn/AIe/32/ka5JfvL9RXW6//wAk/wDD3++38jXJL95fqKWF+CXqwxHxL0X5HWfEX/kOWf8A15J/
M1l+EP8AkbNM/wCu39DWp8Rf+Q5Z/wDXkn8zWX4Q/wCRs0z/AK7f0NRS/wB1+TLq/wC8fNEfin/k
adT/AOvhq2vhz/yFr3/r0b+lYvin/kadT/6+Gra+HP8AyFr3/r0b+lOf+6fIcP8Aevmch6/Wuu0f
/km2uf8AXVf/AGWuR9frXXaP/wAk21z/AK6r/wCy1WJ/hr1X5kUP4j9H+RyPb8K67Xf+SeaB/wBd
G/rXI9vwrrtd/wCSeaB/10b+tPEbw9RUNp+hya/eH1FdV8Rv+Q5af9eafzNcqv3h9RXVfEb/AJDl
p/15p/M0Vf49P5hT/hT+RleFP+Rq03/rsP5Gijwp/wAjVpv/AF2H8jRXDmP8Reh04P4We4joPpS0
g6D6UteSe2FFFFADF+8frT6av3jTqACiiigAooooAKKKKAEPSkTv9aU9KrxXkMszRRursOW2nOPr
QBZooooAo6sudOlY9EG78qdp7FNOhLjaQvOT0p2oE/Ztu2Ng7BSJDgYPWqizC40CdlUKPKkACtkD
Ge9CE3ZDNQuYboKsOpW0a9HBkHIrRtpoZY/3EqSKvGUYGvntFGxeB0r1T4WgDw/c/wDXwf5CvQxG
B9jT573ODD411qnJY7alqpJqNvHcrbmRfOYgBM81azXnnoDV+831olJWJiv3gOKpWV/9qvpYwAoj
HTn1+lXpGCIWY4A5J9KAKGl3Ul0JWkZCyttwvaue1fxzoqT3FhdxXRaJyjbF7juDmt7RvK8mQRSi
QbyTwVIz6g1474l/5GbU/wDr4f8AnXZgsPGvNqRxYyvOjFOJ6bo/ivTtWguLTTVuEaC3ZwZFxx9f
XNeZjxRreP8AkKXX/fdbXw7/AOQhqX/Xk1ciOlelQw9OFWcbdjzq9ec6cZN9ztoNQu9Q+GuqyXlx
JO6zqoZzkgZWuKrrdM/5Jjq//Xwv81rkTW2GSUppd/0Mq7bjBvt+rOu8Qj/igPDv1f8Aka5OP/XJ
/vL/ADrrfEX/ACIHh36v/WuSj/1yf7y/zpYb+HL1YYj416I6r4j/APIxw/8AXqn9azfB3/I26d/1
1/oa0viN/wAjHD/16p/Ws3wd/wAjbp3/AF1/oail/uvyZU/95+ZD4o/5GnVP+vlq3Ph5/wAfuq/9
eTVh+KP+Rp1T/r5atz4ef8fuq/8AXk1FT/dPkh0/95+bOPHauv0n/kmetf8AXZf5rXIDtXX6T/yT
PWv+uy/zWrxP8OPqiMP8b9H+RyNdd4h/5J94e+rfyrka67xD/wAk+8PfVqeI+On6/oFH4Z+n6o5N
P9Yn+8P511PxH/5D9v8A9eifzNcsn+sT/eH866n4j/8AIft/+vRP5mip/Gh8xU/4M/kZnhH/AJG3
Tf8Arr/Q0zxV/wAjXqn/AF8NT/CP/I26b/11/oaZ4q/5GvVP+vhqH/vPy/UF/A+f6Gx8Ov8AkJaj
/wBebfzrkF6V1/w6/wCQlqP/AF5t/OuQXpRT/jz9EE/4MfV/odho3/JNte/66r/Na5Cuv0b/AJJt
r3/XVf5rXIUUP4lT1Ct8EPT9TrvEH/JP/D3++38jXJL95fqK63xB/wAk/wDD3++38jXJL95fqKWF
+CXqwxHxL0X5HWfEX/kOWf8A15J/M1l+EP8AkbNM/wCu39DWp8Rf+Q5Z/wDXkn8zWX4Q/wCRs0z/
AK7f0NRS/wB1+TLq/wC8fNEfin/kadT/AOvhq2vhz/yFr3/r0b+lYvin/kadT/6+Gra+HP8AyFr3
/r0b+lOf+6fIcP8Aevmch6/Wuu0f/km2uf8AXVf/AGWuR9frXXaP/wAk21z/AK6r/wCy1WJ/hr1X
5kUP4j9H+RyPb8K67Xf+SeaB/wBdG/rXI9vwrrtd/wCSeaB/10b+tPEbw9RUNp+hya/eH1FdV8Rv
+Q5af9eafzNcqv3h9RXVfEb/AJDlp/15p/M0Vf49P5hT/hT+RleFP+Rq07/rsP5Gijwp/wAjVpv/
AF2/oaK4cx/iL0OnB/Az3EdB9Ka8qoVDHljgD1pw6D6U141fG4Z2nI+teSe2Rm7gXGZF5OODnmpi
wHU1D9it858palKjFACKwyee9LuHrWbZXUk2ozQy7B5YOFH171fnbyoHdUDMoyB0zQA/cPWjePWq
Wm3bXsLSOgX58bQwOPxFSahK9tbNJEF3D+8OMUAWd49aNw9arafJ9osopWIYsM5FWto9BQAm4etG
4etG0DsKy2mnGvJAz/uSNwUJ0GPX60AaZYbeorIsIxHrF4BtVQeBjBPQ5/WtggAdBWTYXMr6jLGb
hJo+flH8GD9P8aANG4kZYXMf3wpI+tV9Kunurd5JJFc7yPl6CrFzIkFvJI/CqpJwO1U9EEYs9sZ3
KrYyVxn0PU0AZGp+MvD4llsryaXdFJhgsbcMPcVJY+JNJ1axvLXTJHYxQO5DIRgHPr7mvLvEf/Ix
6l1/4+G/nW78Pf8Aj61X/ryavVngqcaPtE9TyYYypOryPY49Puj6V6n8L+PD9z/18H+QryxPuj6V
6n8L8f8ACP3Of+fg/wAhXVmH8D7jnwH8dHQXULHWbWRSwXBLEDIJ7DOOP0rU3D1FZF0yLq8SrckS
sVxDg8jnPPT861wF9BXgHvFG1hli1O7lkb925Gz5h0wO1XHO9GC4yRxnpWbZwOmpTt9kECDI37t3
mZOa8/8AiNcTw+JlWKaWNfIXhXIHf0rahR9tPkTsYYit7GPNa56NpttPbh/tJhDFsKIhhdo6cfnX
jXiX/kZtT/6+H/nV3wfdXEnizTke4mZTIchpCQeDVLxL/wAjNqf/AF8P/OvVwmHdCs4t30/U8vFY
hV6SklbU3Ph5/wAhDUv+vJq5AV1/w8/5CGpf9eTVyArpp/x5/I5p/wAGHz/Q63TD/wAWx1f/AK+F
/wDZa5M11umAf8Kx1b/r4X+a1yRp0Pjn6/oFb4Yen6s67xF/yIHh36v/ACNcnH/rU/3h/Ous8Rf8
iB4d+rfyNcnH/rk/3h/Opw38OXqx4j416I6n4jf8jHF/16p/Ws3wd/yNum/9df6GtL4j/wDIxxf9
eqf1rN8Hf8jbp3/XX+hqKX+6/JlT/wB5+ZD4o/5GnVP+vlq2/h4f9N1X/ryasTxR/wAjTqn/AF8t
W38PB/pmq/8AXk1FT/dPkh0/95+ZyA7V12lf8k01r/rsv/stciO1dfpP/JNNa/67L/7LV4n+HH1R
GH+N+j/I5Gut8Q/8k/8AD31auSrrfEP/ACT7w99Wp4j46fr+gUfhn6fqjlE/1if7w/nXU/Ef/kP2
3/Xon8zXLJ/rE/3h/Oup+I//ACMFt/16J/M0VP48PmKn/Bn8jM8I/wDI26b/ANdf6Go/FX/I16p/
18NUnhH/AJG3Tf8Arr/Q1H4q/wCRr1T/AK+Gof8AvPy/UF/A+f6Gz8Ov+QjqP/Xm3865Afdrr/h1
/wAhHUf+vNq5Afdop/x5+iCf8GPq/wBDr9G/5Jvrv/XRf5rXI9q67Rv+Sb67/wBdF/mtcj2oofHU
9QrfBD0/U67X/wDkn/h7/eb+Rrkl+8v1Fdbr/wDyT/w9/vN/I1yS/eX6ilhfgl6sMR8S9F+R1nxF
/wCQ3Z/9eafzNZfhD/ka9M/67f0NanxF/wCQ3Z/9eSfzNZfhD/ka9M/67f0NRS/3X5Mur/vHzRH4
p/5GnU/+vhq2vhyf+Jve/wDXo39KxfFP/I06n/18NWz8OR/xN73/AK9G/pTn/unyHH/evmcj6/Wu
u0f/AJJtrn/XVf8A2WuR9a67R/8Akm2uf9dV/wDZarE/w16r8yKH8R+j/I5Ht+Fddrv/ACTzQP8A
ro39a5Ht+Fddrv8AyTzQP+ujf1p4jeHqKhtP0OTX74+orqviN/yHLT/rzT+ZrlV++PqK6r4i/wDI
ctP+vNP5mir/AB6fzCn/AAp/IyvCn/I1ab/12/oaKPCn/I1ab/12/oaK4cx/iL0OnCfCz3EdB9KW
kHQfSlryT2woopM0AZdhJA+rXbRzB2Y8rtIxjA69D0rSkYLGxYgADkntVC2s5kvjNIIgDuyUGCcn
gH14q3cgtayqqeYSpwhP3vagCpo8KQWYRJIpQGOXjbIJqXVWiWwmE0nlo67d2M4z7VFpdqbQSp5X
lLuGF3ZB4HIzzVi8jeWHbGkbkkZDjIxnnihgGnMpso/LYMuOCAR+h5pt5qCWe1WBZn+6BilsI2ht
gsiLG2T8qnIHPGKr6xbvMkHlK5xJ85TqF/8A14oBGkPujNZTyxHX1G2XzFTbu2jb6j3H1rSkljhi
3yuqIOrMcD86zHuYXuw51K2MQcNsLrwAO3vmmk3sS5Jbsq+KvFA8NRWztatOJ2K4D7cYFc1D8TLV
JRs0cqxOMiQdz9Kf8UnSSx0xo2DqZHwynIPArzuP/XJ/vD+dethcJSqUeeS11PKxWKqQquMXoe/z
M72zGIKXK/KG6ZqKwinjV/tJTeSMbOBjHp2rzL4h3M8fiVFjmlQfZkOFcgd6o+DLu4fxZp6yTzMC
5yDISD8prnjgW6XtObpc3eOSqezsUPEf/Iyal/18N/Ot34e/8fOrf9eTVheI/wDkZNS/6+G/nW78
Pf8Aj61b/ryavSrf7r8kedR/3j5s49Puj6V3/hLVn0TwLf30cSytFc/dY4ByAK4BPuj6V2Omf8kw
1b/r4H/stVi4qVNJ90LDNxm2uzLJ+KFyzKx0u2JXod5yP0q54p8T6j/wjWj6hZym0kuixcRnI6dO
a86/hrrvEn/IieG/+BfyrGphqUJw5Y7v9DWGJqzhPmfQzI/F+vGVAdUnwWGenr9K0viRk+JI89fs
yf1rlI/9an+8P511fxI/5GSL/r2T+tayhGGIjyq2jM1OUqMuZ9UZvgz/AJG/Tf8Arof5Gq/iX/kZ
tT/6+H/nVjwZ/wAjdpv/AF0P8jVfxL/yM2p/9fD/AM6tf7x8v1I/5cfP9Dc+Hn/IQ1L/AK8mrkBX
X/Dz/kIal/15NXIClT/jz+QT/gx+f6HXaZ/yTHVv+vhf5rXImuu0z/kmOrf9fC/zWuRNPD/HP1/Q
K3ww9P1Z1/iL/kQPDv1f+tclH/rk/wB4fzrrfEX/ACIHh36v/WuSj/1yf7y/zpYb+HL1Y8R8a9F+
R1XxH/5GOH/r1T+tZvg7/kbdN/66/wBDWl8Rv+Rjh/69U/rWb4O/5G3Tv+uv9DWdL/dfkyp/7z8y
HxR/yNOqf9fLVufDz/j91X/ryasPxR/yNOqf9fLVufDz/j91X/ryaip/unyQ6f8AvPzZx47V1+k/
8kz1r/rsv81rkB2rr9J/5JnrX/XZf5rV4n+HH1RGH+N+j/I5Guu8Q/8AJPvD31b+VcjXXeIf+Sfe
Hvq1PEfHT9f0Cj8M/T9Ucmn+sT/eH866n4j/APIft/8Ar0T+Zrlk/wBYn+8P511PxH/5D9v/ANei
fzNFT+ND5ip/wZ/IzPCP/I26b/11/oaZ4q/5GvVP+vhqf4R/5G3Tf+uv9DTPFX/I16p/18NQ/wDe
fl+oL+B8/wBDY+HX/IS1H/rzb+dcgOldf8Ov+QlqP/Xm3865BelFP+PP0QT/AIMfV/odfo3/ACTf
Xf8Arqv81rka6/Rv+Sba9/11X+a1yFFD+JU9QrfBD0/U67xB/wAk/wDD3++38jXJL95fqK63xB/y
T/w9/vt/I1yS/eX6ilhfgl6sMR8S9F+R1nxF/wCQ5Z/9eSfzNZfhD/kbNM/67f0NanxF/wCQ5Z/9
eSfzNZfhD/kbNM/67f0NRS/3X5Mur/vHzRH4p/5GnU/+vhq2vhz/AMha9/69G/pWL4p/5GnU/wDr
4atr4c/8ha9/69G/pTn/ALp8hx/3r5nIev1rrtH/AOSba5/11X/2WuR9frXXaP8A8k21z/rqv/st
Vif4a9V+ZFD+I/R/kcj2/Cuu13/knmgf9dG/rXI9vwrrtd/5J5oH/XRv608RvD1FQ2n6HJr98fUV
1XxG/wCQ7af9eafzNcqv3h9RXVfEb/kOWn/Xmn8zRV/j0/mFP+FP5GV4U/5GrTf+u39DRR4U/wCR
q03/AK7f0NFcGY/xF6HTg/gZ7iOg+lLSDoPpS15R7YlcF8UZpYbbTjFK8ZMj52sRnj2rva8/+Kv/
AB6ad/10f+VdODV68bnLjHajI4GG9uvPizdT/fXjzG9frXXeO9a1Gw8RiG0vp4IvIQ7EbAzzXFw/
8fEX++v866f4j/8AI0j/AK94/wCtezUhF14prozx4Tl7GTv1QvhLX9Vu/FFhBcahcSxO5DI75B4N
ZfiK7uE8R6iq3M6gXDgASHA5+tSeCv8AkcNO/wCuh/8AQTVbxJ/yM2pf9fD/AM6IwisQ0l0/UHOT
oXb6/odT8MZ5p9WvRLNLIBACA7k4+b3rttYSB/LM00kbICyhVJzjvx0xXn/w4laC61WVMbktCwz6
g5qNfiZrRUEx2fI/55n/ABrgxOGnWry5FtY7sNiYUqK5+p2nj3J8F3W7BPyZ/wC+hXjm0YNeg3Wv
XXiD4d6lcXixB0mVB5a4GMqf615//DXXgIOEJRlumcuOmpzjKOzR1/ib/kSPDf8AuH+VcnH/AK5P
94fzrrPE/wDyJHhv/cP8q5OP/XJ/vD+da4b+G/V/mZV/4i9F+R1HxH/5GZP+vZP61R8Ff8jfp3+8
f/QTV74j/wDIzJ/17J/WqPgr/kb9O/3j/wCgmoh/unyLn/vXzKniP/kY9R/6+G/nW78Pf+PrVv8A
ryasLxH/AMjHqP8A18N/Ot34e/8AH1q3/Xk1Ot/uvyQqP+8fM49Puj6V2Omf8kw1X/r4H/stccn3
R9K7HTP+SYar/wBfA/8AZavE/BH1ROH+J+j/ACOP/hNdd4k/5ETw3/wL+Vcj/Ca67xJ/yInhv/gX
8qK/xw9f0FR+Gfp+qOTj/wBcn+8P511XxI/5GSP/AK9k/rXKx/65P94fzrqviR/yMkf/AF7J/Wip
/vEPRjh/Bl6ozvBn/I3ab/10P8jVfxL/AMjNqf8A18P/ADqx4M/5G7Tf+uh/kar+Jf8AkZtT/wCv
h/501/vHy/UX/Lj5m58PP+QhqX/Xk1cgK6/4ef8AIQ1L/ryauQFKn/Hn8gn/AAY/P9DrtM/5Jjq3
/Xwv81rka67TP+SY6t/18L/Na5E08P8AHP1/QK3ww9P1Z1/iL/kQPDv1f+tclH/rk/3l/nXW+Iv+
RA8O/V/61yUf+uT/AHl/nSw38OXqx4j416L8jqviP/yMcP8A16p/Ws3wd/yNunf9df6GtL4j/wDI
xw/9eqf1rN8Hf8jbp3/XX+hrOl/uvyZU/wDefmQ+KP8AkadU/wCvlq3Ph5/x+6r/ANeTVh+KP+Rp
1T/r5atz4ef8fuq/9eTUVP8AdPkh0/8Aefmzjx2rr9J/5JnrX/XZf5rXIDtXX6T/AMkz1r/rsv8A
NavE/wAOPqiMP8b9H+RyNdd4h/5J94e+rfyrka67xD/yT7w99Wp4j46fr+gUfhn6fqjk0/1if7w/
nXU/Ef8A5D9v/wBeifzNcsn+sT/eH866n4j/APIft/8Ar0T+ZoqfxofMVP8Agz+RmeEf+Rt03/rr
/Q0zxV/yNeqf9fDU/wAI/wDI26b/ANdf6GmeKv8Aka9U/wCvhqH/ALz8v1BfwPn+hsfDr/kJaj/1
5t/OuQXpXX/Dr/kJaj/15t/OuQHSin/Hn6IJ/wAGPq/0Ow0b/km2vf8AXVf5rXIV12jf8k213/rq
v81rkqKH8Sp6hW+CHp+p1viD/kn/AIe/32/ka5JfvL9RXW6//wAk/wDD3++38jXJL95fqKWF+CXq
wxHxL0X5HWfEX/kOWf8A15J/M1l+EP8AkbNM/wCu39DWp8Rf+Q5Z/wDXkn8zWX4Q/wCRs0z/AK7f
0NRS/wB1+TLq/wC8fNEfin/kadT/AOvhq2vhz/yFr3/r0b+lYvin/kadT/6+Gra+HP8AyFr3/r0b
+lOf+6fIcf8Aevmch6/Wuu0f/km2uf8AXVf/AGWuR9frXXaP/wAk21z/AK6r/wCy1WJ/hr1X5kUP
4j9H+RyPb8K67Xf+SeaB/wBdG/rXI9vwrrtd/wCSeaB/10b+tPEbw9RUNp+hya/eH1FdV8Rv+Q5a
f9eafzNcqv3h9RXVfEb/AJDlp/15p/M0Vf49P5hT/hT+RleFP+Rq03/rt/Q0UeFP+Rq03/rt/Q0V
wZj/ABF6HTg/gZ7iOg+lLSDoPpSNIqEBiBuOBnua8o9sWvP/AIq/8emnf9dH/lXevPGmNzqMnA5r
gviscWum5P8Ay0f+VdWC/jxOXGfwJHncP/HxH/vr/Oun+I//ACNI/wCveP8ArXLwEG4i553r3966
f4jHHioZ/wCfeP8ArXtT/wB4j6P9DxYL9zL1X6lHwV/yOGnf9dD/AOgmq3iX/kZdS/6+H/nVjwWR
/wAJhp3PPmH/ANBNVvEjD/hJdS5/5eH7+9C/3l+n6jf8D5/obvw++/rH/Xk1cgv3V+ldf8PiPM1n
BH/Hk39a45WG1eeMetFL+PP5CqfwofM7HTf+SYar/wBfK/8Astch2rrdNI/4VfquDx9qX/2WuSyv
P+NGH+Kfr/kOv8MPQ6/xP/yJHhv/AHD/ACrk4/8AXJ/vD+ddZ4nZf+EI8N8/wn+VclGw86Pn+Id/
elhv4b9X+YYj+IvRfkdT8R/+RmT/AK9k/rVHwV/yN+nf7x/9BNXfiM2PE6ZP/Lsn9ao+CiD4v07n
ncf/AEE1FP8A3T5Fz/3n5lXxH/yMeo/9fDfzrd+Hv/H1q3/Xk1YXiMj/AISTUskf8fDd/etz4ekf
atVwf+XJqdb/AHX5IVL/AHj5nIJ90fSux0z/AJJhqv8A18D/ANlrjkZdg57etdhphz8MNV54+0D/
ANlq8T8EfVE4f4n6M5D+Guu8Sf8AIieHP+Bfyrkdwxjtn1rrvEhH/CCeHM9Pmx+VFf44ev6Co/DP
0/VHJx/65P8AeH866r4kf8jJH/17J/WuVjZfNTn+Id/euq+I7D/hJIsn/l2T+tFT+PD0Y4fwZfIz
vBn/ACN2m/8AXQ/yNV/Ev/Izan/18P8AzqfwaR/wl2m4P/LQ/wAjVfxKR/wk2qc8/aH/AJ0f8xHy
/UX/AC4+Zu/Dz/kIal/15NXICuu+HZB1HUsH/lyauQDLjr+tFP8Ajz+QT/gx+Z1+mf8AJMdX/wCv
hf5rXJGut0xl/wCFY6vz/wAvC/8AstciWXnn9aKHxz9f0Csvdh6fqdf4i/5EDw79X/rXJx/65P8A
eX+ddX4iI/4QHw7k8Zf+Rrk4yPOT03Dv70sN/Dl6seI+Nei/I6n4jf8AIxxf9eqf1rO8Hf8AI26d
/wBdf6GtH4jEDxJFk/8ALsn9azfB7D/hLdN5/wCWv9DUUv8Adfky5/7z8yLxR/yNOqf9fLVufDz/
AI/dV/68mrD8UMv/AAlOp88/aWrb+Hhze6rg/wDLm1FT/dPkgp/7z8zkB2rr9J/5JnrX/XZf/Za4
8EY4P611+kkD4Z61zx5y/wDstXif4cfVEYf436P8jkq67xD/AMk+8PfVq5Dcvr+tdd4gYf8ACAeH
snjLfyp4j46fr+gUPhn6fqjk0/1if7w/nXV/Ef8A5D9v/wBeifzNcpGV3p83O4d/euq+I5H/AAkN
tk/8uifzNFT+ND5ip/wZ/IzPCP8AyNum/wDXX+hpnir/AJGvVP8Ar4an+DyD4u0/n/lr/Q1H4pIH
ivVOf+Xhu9D/AN5+X6h/y4+f6Gz8Ov8AkJaj/wBebfzrkB0rr/h2R/aOo4P/AC5t/OuQBXAwf1op
/wAefyHP+DH1f6HYaN/yTfXf+ui/zWuQNddo5H/CttdwePNX+a1yOVx1/Wih8dT1Ct8EPT9Trtf/
AOSf+Hv95v5GuSX7y/UV1niAj/hX3h7n+Jv5GuTVhuXnuKWF+CXqwxHxL0R1nxF/5Ddn/wBeafzN
ZfhD/kbNM/67f0NafxGONbswSM/Y0/mazPCBH/CWaZzz5o7+xqKP+6/JlVP94+aGeKf+Rq1L/r4a
tn4c/wDIWvf+vRv6Vi+KWH/CV6ln/n4bvWz8OSP7Xvef+XRv6U5/7p8hw/3n5nI+v1rrtH/5Jtrn
/XVf/Za5DcP19a67SD/xbbXORjzV/wDZarE/wl6oih/Efo/yOS7fhXXa7/yTzQP+ujf1rkcjHXt6
112ukf8ACu9A548xv5GniN4eoqG0/Q5Jfvj6iur+I3/IdtP+vNP5muUVl3r9R3rqviMw/t20yf8A
lzT+Zoqv99D5jp/wp/Iy/Cn/ACNWm/8AXb+hoo8KEf8ACVaaB184fyNFcOY/xF6HRg/gZ7iOg+lM
khSVkLDJQ5HNPHQfSlryT2yp/Z1vnOwjv1pL60guIlM1rHcFDwJFBx9M1boxQnYTSejMKOzsy4H9
jW65PXyh6/StKXTLK5fzLi0glkxjc6AnH41b20YquZ9xckexUi0mwhkWSKyt43XoyxgEfjSPo+ny
OzvY2zMxyWaMEk1coo5pdw5I9irDpllb7vJtIY9w2tsQDI9DUf8AYmmf9A+1/wC/S/4Vfoo5pdw5
I9ioumWSwNAtpAIXOWQINpPuKj/sTTP+gfa/9+l/wq/RRzS7hyR7FC50+0MCIbKCVI+ERkGFHtVG
Oxs2Zd2j26jI5MQ9celbmKNtClJdQcIvoVZtMsrl989pBK+MbnQE4/Gki0mwhkWSKyt43XoyxgEf
jVuilzO1rhyx3sU30fTpHZ3sbZmY5JaMEk06HTLK3LGC0hiLDaxRAMj0NW6KfNLa4ckexQ/sTTP+
gfa/9+l/wqUaZZLA0C2kIhY5aMINpPuKs0tDlJ9Q5I9ih/Ymmf8AQPtf+/S/4Ul5ZWa2qI1nDIkZ
wkZjBA+g7VoUhGaOaXcOSPYw1s7Muo/se3GT18of4Voy6ZZXLB7i0glfGNzoGOPxq3ijFHPLuLkj
2KkWk2EMiyRWVujr0ZYwCPxpH0jT5XZ5LG2Z2OSxiBJNXaKOaXcfJHsVYdNs7YsYLWGIsNpKIBke
lRf2Jpn/AED7X/v0v+FX6KOaXcOSPYqLpdksDQraQCJjlkCDaT7io/7E0z/oH2v/AH6X/Cr9JRzS
7hyR7FC6sbRbVUazhkjjP7uMxggZ9B2qkllZNIAdJtlGRz5I/wAKvao93HCDY7fNLY+bpjFVbWXU
hctJftHFbqOUXnkk46c8cc0lKS6g4RfQvT6bY3L77i1glfGNzoCcU2PStPhkWSKztkdeQyxgEfjV
CabUYruLkPCzPwoUZAxtzn1p9m+pm8T7Vs8kJtbGOX9afM7WuHLHexcfSNPldpJLK3d2OSzRgk06
HS7K3LGC0hjLDa2xAMj0NWh0paXM9rhyR3sUf7E0z/oH2v8A36X/AAp66ZZJC0K2kAic5ZAg2n6i
rVLT5n3Dkj2KP9iaZ/0D7X/v0tNvLG0FoiGyhkRDhIzGCB9B2rQpCM0c0u4ckexiCwsuD/ZFtye0
Q9fpWjLpllcsHntIJXAxudATj05q1igcUc0u4ckexUj0iwhkWSKyt0deQyxgEfjSSaRp8rs8ljbu
7HJZowST9au0lHNLe4ckexVh0yytyxgtIYywwSiAZHpUf9iaZ/0D7X/v0v8AhV+ijml3Dkj2Ki6Z
ZJA8K2kCxOcsgQBW+oqP+w9M/wCgfa/9+l/wq/RRzS7hyR7GfdWNmtqqGzhkSP7kZjBAz6DtVRNP
sm2k6TagEgf6oeuPStrFGKFOS6g4RfQqzaZZXDBp7SCVgMAugJA9OabHpGnxSLJHZW6OpyGWMAj8
au0lLmdrXDkjvYpvpGnyyNJJY27uxyzNGCSadDpllbsWgtII2YbSUQDI9KtUUcz2uHJG97FH+xNM
/wCgfa/9+l/wqRdLskheFbSFYn5ZAgCt9RVqlpuUn1Dkj2KP9iaZ/wBA+1/79L/hTbuxs0tFQ2cL
oh+SMxggE+g7VfoIzRzS7hyR7GGLKyLAf2RbZJ/54jjn6VpS6ZZXDBri0glYDALoCQPTmrWKKOeX
cFCPYqR6Rp8UiyR2VujqchljAIoq3RScm92NRS2R/9m=

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image013.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image014.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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=

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image015.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image016.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg

/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAoHBwkHBgoJCAkLCwoMDxkQDw4ODx4WFxIZJCAmJSMg
IyIoLTkwKCo2KyIjMkQyNjs9QEBAJjBGS0U+Sjk/QD3/2wBDAQsLCw8NDx0QEB09KSMpPT09PT09
PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT3/wAARCADmAcYDASIA
AhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQA
AAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3
ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWm
p6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEA
AwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSEx
BhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElK
U1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3
uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD2aiii
gAoopKACg9K5Dx3rF9pX2H7DcND5hfdgA5xjFcl/wl+uf8/7/wDfK/4V1UsHOrHmTOeeIjCXKz0C
9mkOpXCLcXUUaw/N8p2ljjbsIU4x3PvSaRcXUt7CJ5LkMLceckyYVnwMbeOMc5+tcB/wl+uf8/7/
AJD/AAo/4S/XP+f9/wDvlf8ACtf7Pqd0R9bh2O3Opaw0WXgADY4SJgwzk9c9sY/GtXRnuHtHN0ZC
4fjeMHG0f1zXmf8Awl+uf8/7/wDfK/4Uf8Jfrn/P+/8A3yv+FH9n1O6D63A9c7UV5H/wl+uf8/7/
APfK/wCFdD4K17UdT1mSG8umljEJYKQBzkVnUwVSnFyb2KhiYyaSO8opBS1yHSFFFFABRRRQAUUU
UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQ
AUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUhpaQ0AcJ8S+mnfV/6Vwld38S+mnfV/6Vwle7gf4KPK
xP8AEYUUUV1mAUUUUAFdX8O/+Rgl/wCuB/mK5Sur+Hf/ACMEv/XA/wAxXPiv4Mjah/ER6XS0lLXz
56wUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFF
ABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAc/Jrl0s0qxLFKiuyphGBbHUe2OTnuBVk
atOttbuLYTNICSykquAcAgYPXrWvSUAZWmancXt3OksOyNACnykGtPcfQ0+kNAHCfEvkacfd/wCl
cJXd/Evpp31f+lcJXu4H+Cjy8T/EYUUUV1nOFFFFABXVfDw/8VBL/wBcG/mK5Wur+Hf/ACMEv/XA
/wAxXPi/4Mjah/ER6TuPoaXcfQ0tLXz56w3cfQ0FiOxp1FADdx9DRuPoadRQA3cfQ0bj6GnUUAN3
H0NJuPoafRQA3cfQ0m4+hp9FADdx9DRuPoadRQA3ccdDSbj6Gn0UAM3H0NLuPoadRQAzcfQ0u4+h
p1FADdx9DRu46GnUUAM3H0NLuPofypaWgBu4+hoDH0NOooAbuPoaTcfQ0+igBu4+hpNx9DT6KAG7
j6GjcfQ06igBu4+hpNx9DT6KAG7j6Gk3H0NPooAbuPoaCx9DTqKAG7j6GjcfQ06igBhY+hpdx9DT
qKAG7j6GjcfQ06igBoOe1FOooAKKKKACkNLSGgDhPiX0076v/SuEru/iX0076v8A0rhK93A/wUeV
if4jCiiiuswCiiigArq/h3/yMEv/AFwP8xXKV1fw7/5GCX/rgf5iufF/wZG1D+Ij0ulpKWvnz1go
oooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii
igAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKjaaJCA0iAk4ALDmnK6uoZGDKRkEHINADqQ
01ZUZiqupI6gHpTiaAOE+JfTTvq/9K4Su7+JfTTvq/8ASuEr3cD/AAUeXif4jCiiius5wooooAK6
v4d/8jBL/wBcD/MVyldX8O/+Rgl/64H+YrnxX8GRtQ/iI9LpaQGjNfPnrC0UmaM0ALRSZFGaAFop
M0ZoAWikzRkUALRSZozQAtFJmjNAC0UmaMigBaKTNGaAFopM0ZoAWikzRmgBaKTNGaAFopM0ZoAW
ikzRmgBaKTNGaAFopM0ZoAWikzRmgBaKTNGaAFopMijNAC0UmRRmgBaKTIozQAtFJmjIoAWikzRQ
Bk3Ghmd2Pmou6R3yE5AYDI647c05tEDwQxtOw8vdwgKrknPAB6dq1aKAM3T9I+w3M0xnaRpQAcjF
aG33P506kNAHCfEvgad9X/pXCV3fxL6ad9X/AKVwle7gf4KPKxP8RhRRRXWYBRRRQAV1Xw7GfEEv
/XA/zFcrXV/Dv/kYJf8Argf5iufFfwZG1D+Ij0oKPU/nRs46mlpa+fPWG7B6n86Ng9T+dOooAbsH
qfzo2D1P506igBpQHufzo2j1NOooAbtHqfzo2D1P506igBpUHufzo2D1P506igBu0ep/OjYPU/nT
qKAG7BjGT+dGwep/OnUUAN2D1P50bfc06igBoQDufzo2j1NOooAbsHqfzo2+5p1FADdg9T+dGwep
/OnUUAN2+5o2e5/OnUUAN2D1P50bB6n86dRQA3aPU/nRsHqfzp1FADdo96Nvufzp1FADdg9T+dGw
ep/OnUUAN2j1P50bfc/nTqKAG7B6n86Nvufzp1FADdg9T+dG0ep/OnUUAN2A9z+dG33P506igBu0
ep/OjYPU/nTqKAEAx60UtFABRRRQAUhpaQ0AcJ8S+mnfV/6Vwld38S+mnfV/6Vwle7gf4KPKxP8A
EYUUUV1mAUUUUAFdX8O/+Rgl/wCuB/mK5Sur+Hf/ACMEv/XA/wAxXPi/4Mjah/ER6XS0lLXz56wU
UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRR
RQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFZFzrgt3cGDIR2VvnGeCAMfXP4U863HHDC8
kUm6Td8seGAw2088d6ANSkNZ2n6wuoXU0SRkLGMhs9fwq/uJ7GgDhviX0076v/SuEru/iX93Tvq/
9K4SvdwP8FHlYn+IwooorrMAooooAK6v4d/8jBL/ANcD/MVyldV8PD/xUEv/AFwP8xXPi/4Mjah/
ER6ZS03PsaNx9DXz56w6imbjnoaXd7GgB1FM3H0NAY+hoAfRTdx9DRuOOhoAdRTdx9DSbvY0APop
u4+ho3exoAdRTdx9DSbj6GgB9FN3expNx9DQA+imbj6GlLH0NADqKZuPoaXcfQ0AOopu72NJu9jQ
A+im7vY0m4+hoAfRTdx9DRuPoaAHUU3cc9DSbj6GgB9FNBPoaTcfQ0APopufY0buOhoAdRTN3PQ0
bj6GgB9FN3expNx9DQA+imbj6GlLexoAdRTNx9DRuPoaAH0UwsfQ0u4+hoAdRTdx9DSFvY0APopo
JPrRQAz7NDu3eVHnJOdo6nqaUQRKqqI0AUYACjAFSUUAMWJEJKIqk9cDFOIpaQ0AcJ8S+mnfV/6V
wld38S+mnfV/6Vwle7gf4KPLxP8AEYUUUV1nOFFFFABXV/Dv/kYJf+uB/mK5Sur+Hf8AyMEv/XA/
zFc+L/gyNqH8RHpeKMUUtfPnrCYoxS0UAJijApaKAEwKMUtFACYoxS0UAJijFLRQAmKMUtFACYFG
KWigBMCjFLRQAmKMUtFACYowKWigBMCjApaKAExRilooATAoxS0UAJijFLRQAmKMUtFACYowKWig
BMUYpaKAExRilooATFGKWigBMCjFLRQAmKMUtFACYopaKACiiigApDS0hoA4T4l9NO+r/wBK4Su7
+JfTTvq/9K4SvdwP8FHlYn+IwooorrMAooooAK6v4d/8jBL/ANcD/MVyldX8O/8AkYJf+uB/mK58
X/BkbUP4iPS6Wkpa+fPWCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoo
ooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCIXERbaJELZ24DD
OfSns4QZYhR6k4rIi0J477z/ADk2mUybAn3ec8Engk9f6U2Xw+0kzP8Aa3G4ksDkg5/GgDZVg6hl
IIPQg8UpqvZWn2Oyht927y127umam2+5/OgDhviX0076v/SuEru/iXwunfV/6Vwle7gf4KPLxP8A
EYUUUV1nOFFFFABXV/Dv/kYZf+uB/mK5Suq+Hgz4gl/64N/MVz4r+DI2ofxEemClpm36/nRt47/n
Xz56w6o1uoXYKs0ZYsVADDJI6j6iiSLzI2Tc67gRlTgj3HvWVaaHJZT2xidHjhnkk+cfMFZcYGB1
7mgDZJABJOAO9RRXcE7ssMqOy9Qpzisq60F7i5mnEoDuSVOWyv3cflhvzqTSdIk065mlklV/MUDg
HPFAGvRTCuT3/OjH1oAfRTAvufzo2fX86AH0Uzb9fzo2+5/OgB9FMC+5/Ogr9fzoAfRTNvHU/nRt
/wA5oAfRTNv1/OjZ7n86AH0U0LjufzpNnPU/nQA+imbPr+dLt+v50AOopmz6/nRs9z+dAD6Kbt+v
50mz3P50APopm33P50bfr+dAD6Kbt9z+dJs9z+dAD6KaVz6/nSbPr+dAD6Kbt9z+dJs+v50APopm
z3P50oXjv+dADqKZt+v50uz3P50AOopm36/nS7fc0AOopmz3P50u36/nQA6imbPc/nRt+v50APop
oGKKAHUUUUAFIaWkNAHCfEvpp31f+lcJXd/Evpp31f8ApXCV7uB/go8rE/xGFFFFdZgFFFFABXV/
Dv8A5GCX/rgf5iuUrq/h3/yMEv8A1wP8xXPiv4Mjah/ER6PPkW8pBwQp/lXjf9t6pz/xMLrr/wA9
TXsdx/x7S/7h/lXh3c/WuHL4xlzXR04ttWsXv7b1T/oI3X/f00f23qf/AEELr/v6ao0V6fs4dji5
5dy9/bep/wDQQuv+/ppP7b1T/oI3X/f01Soo9nDsHPLuXv7b1T/oIXX/AH9NI2t6ptP/ABMbrp/z
1NUqRvun6Ueyh2Dnl3PbNKZn0mzd2LM0KEk9ScCreap6T/yB7L/rgn/oIrA8WeKbrQL23htoYnWS
MuS+eucV89GnKpPlies5qEOZnV1h6pfXEGoFLed/L2fvQEz5QyPm6ehPc/SuT/4WPqX/AD62360f
8LH1L/n1tv1ro+o1uxn9apnXNqF+mn2rxRpJI6szmRDyAQBwOhIOarNqWpPfQqVZF3KrhUO0/OoJ
GRwMZrmv+Fj6l/z62360f8LH1L/n1tv1o+o1uwvrVPuejkgHGeTS5rzf/hY+pf8APra/rR/wsfUv
+fW2/Wl9Rrdh/WqZ6RmlrlPCfii61+6uIriKKNYkDDZnnJrqhXPUhKnLllubQmpq6FoooqCgoooo
AKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkNLSG
gDhPiX0076v/AErhK7v4l9NO+r/0rhK93A/wUeXif4jCiiiuswCiiigArq/h3/yMEv8A1wP8xXKV
1fw7/wCRgl/64H+YrnxX8GRrQ/iI9GuP+PaX/cP8q8O7n617jcf8e0v+4f5V4d3P1riy77R0YzoF
FFFeqcQUUUUAFI33T9KWkb7p+lAHtekf8gay/wCuCf8AoIrhviT/AMhWy/64n/0Ku50j/kD2X/XB
P/QRXDfEn/kK2X/XE/8AoVeHhP8AePvPSr/wTjqKKK9w80KKKKACiiigDs/ht/yEL3/rkv8AOvQx
Xnnw2/5CF9/1yX+dehivBxv8Znp4X+GhaSjNIelcp0C5oJxWSlncrql7cRReUskOxDuHzPk4bj+t
UpdM1ZkKGd5VJORJIDxhcdvXf+lAHRg5pap6XbyWtisUwG8Mx4OerEireaAFopM0tABRRSUALRVL
U7prSKF1dEDTojF+4Jwce9VL/V7m1vXhhto3RACWZyDkqzenov60AbFFYOmatc3mptG/EPzYBXkY
963aAFopM0tABRRRQAUUVz9prNz5N9LJtmMSBwoXbsYsw8sn2wD+NAHQUVzUuv3m8ReSsT78ZU7g
QGZT1Hqv61uWErz2EEshy7oC3GOaALNFJS0AFFFFABRRRQBjR6reeRcObUO6SBVXBX1yCcHOMdfe
i21a8nv1he18tM4Y4JHTseK2aKAG7j6Ubie1OooA5Xxj4fvNeFoLPyh5JbdvbHXFcz/wr3WPW2/7
+H/CvT6K6aeLqU48sdjGeHhN3Z5h/wAK91j+9bf9/D/hR/wr3WPW2/7+H/CvTZNwjbywC+Dtz0zW
IthrMcaol6MpnBzkPnJ5yCeuB16Vp9freRH1Wmcb/wAK91j1tv8Av4f8KP8AhXusett/38P+Fdj9
k1s4ZroEqw+UFRxzuxx16YzV/TI79JLg3zgoWHlDcCQO/IA9v1o+v1fIPqtM8/8A+Fe6x/etv+/h
/wAK2/CfhbUND1V7i78kxmIqNjZOciu0oqJ4yrOLiyo4eEXdEUuXhdQOWUgV5r/wr7WDzm2/7+H/
AAr0+is6NedG/L1KqUo1PiPMP+Fe6x/etv8Av4f8KP8AhXusett/38P+Fen0yXeIm8sAvtO0E4Ge
1b/X63kZ/VaZ5n/wr3WPW2/7+H/Cj/hXusett/38P+FdgllrUKCMXKyhRwxbGTnPoTnnHPoK2LFZ
1solu2DThcOR3NH1+t5B9Vpnm/8Awr3WPW2/7+H/AApD8PdYwebb/v4f8K9RpKX1+t5B9VplWwie
20+2gkA3xxKrYPGQK5rxh4avtdvreazMQWOMo29sHOc119Fc0KkoS547m0oKUeVnmH/CvdY/vW3/
AH8P+FH/AAr3WP71t/38P+Fen0jDjjrXV9freRj9VpnmP/CvdY9bb/v4f8KP+Fe6x623/fw/4V2d
vaarFbpCsm0nG+QuGIPOcZB68flTWh1zzSqT8BSQzFSpPft+Xp3zR9freQfVaZx3/CvdY9bb/v4f
8KP+Fe6x/etv+/h/wr0mzWVbSNbhi0oHzE45/KpDIm4ruXI6jPSj6/W8g+q0zk/B/hu+0K7uZLzy
isqBV2NnkGuouTMbaX7PgTbTs3dN3bNSCRGBIZSB1IPSm+fFx+8TkbvvDp61y1KkqkuaRtGChHlR
zAj8Z4H73T8/Sjy/Gf8Az10/8q6cTxHGJEOSAPmHJ7U8MG+6QfpVe2/ur7ifZebOV8vxn/z10/8A
Kjy/Gf8Az10/8q39Tt7i6tDFay+U7MMvkjAHPb6AVnCx1ZFLrcncz7mTeDjOc4OOuMAdqftf7q+4
PZ+bKXl+M/8Anrp/5Unl+M/+eunflW7piXyef9uYEF8xgEHaMdM4FXqPa/3V9wez82coY/GfH73T
/wAq6hGbYu4fNgZx60+lqJT5uiRcY8vUpXM96kuLa0jlTH3mm2nP0xUX2rVP+gdD/wCBP/1q0GyF
OBk9hWCbPW1tng+0K287vNV8MM8kcg9+B7VKY7F03Gpt102Aj3uP/saPtOqf9A6H/wACP/rVSaz1
tyqtcKV25JLgfNnjoKkmtNWm0to/OAufO3KQ+MLjpkds/pTuuwreZZFzqg/5h0P/AIEf/Y0v2nVP
+gdD/wCBP/1qgvLXUpZhJBIqSbF2nf8ALGRncNvfPHNRGDXAw2TjbvBw7KcL78c+9F12C3mW/tOq
f9A6H/wJ/wDsasWs92+77VbJDj7u2Xfn9BWfHa6xHeRE3AeEMu8lhkjuCMe56e1bVJsaQ1nYKSqZ
PpmovOn/AOff/wAfFWKKQyv5s/8Az7/+Pik3zDOLbr/tCrDZAO0ZOOBWB/Z+siIoL3vnKtyc8kZI
JGOgoEbHmTf8+/8A48KPMn/59/8Ax8VlC01iRW8y5ZQH3KiOuSMjgnHTrRBa6wk8bPMCN6+Z84IK
jrgY4GD9c0wNXzZ/+ff/AMfFHmz/APPv/wCPipxRSGICf7poLH0p1FACA+1FLRQAUUUUAFJRRQAU
UUUAFHFFFABxRRRQAUUUUAFFFFABRRRQAcUUUUAFFFFABRRRQAUUUUAFHFFFABWTfaEt/cyySS7V
cYGwYP3cHJ7g0UUAJFpgsbWS1Rt7XIKvITjHUDAx71EvhwoNqzqVAXBZOThi3Izg5zzRRQAo8PyZ
JaeJmZdpJi6DA+Yf7XHBq3pWl/2WjoJTIhChQRjbgc/qSfxoooA0KOKKKACiiigAooooAKOKKKAD
iiiigA4o4oooAOKKKKACiiigAo4oooAOKOKKKACiiigAooooAWiiigD/2Q==

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image017.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image018.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image019.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image020.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image021.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/image022.jpg
Content-Transfer-Encoding: base64
Content-Type: image/jpeg
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------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/header.htm
Content-Transfer-Encoding: quoted-printable
Content-Type: text/html; charset="us-ascii"

<html xmlns:v=3D"urn:schemas-microsoft-com:vml"
xmlns:o=3D"urn:schemas-microsoft-com:office:office"
xmlns:w=3D"urn:schemas-microsoft-com:office:word"
xmlns:m=3D"http://schemas.microsoft.com/office/2004/12/omml"
xmlns=3D"http://www.w3.org/TR/REC-html40">

<head>
<meta http-equiv=3DContent-Type content=3D"text/html; charset=3Dus-ascii">
<meta name=3DProgId content=3DWord.Document>
<meta name=3DGenerator content=3D"Microsoft Word 15">
<meta name=3DOriginator content=3D"Microsoft Word 15">
<link id=3DMain-File rel=3DMain-File href=3D"../1208-RTE-36-e1.htm">
<![if IE]>
<base href=3D"file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/header.htm"
id=3D"webarch_temp_base_tag">
<![endif]><!--[if gte mso 9]><xml>
 <o:shapedefaults v:ext=3D"edit" spidmax=3D"2060"/>
</xml><![endif]--><!--[if gte mso 9]><xml>
 <o:shapelayout v:ext=3D"edit">
  <o:idmap v:ext=3D"edit" data=3D"2"/>
 </o:shapelayout></xml><![endif]-->
</head>

<body lang=3DES-MX link=3Dblue>

<div style=3D'mso-element:footnote-separator' id=3Dfs>

<p class=3DMsoNormal><span lang=3DEN-US><span style=3D'mso-special-characte=
r:footnote-separator'><![if !supportFootnotes]>

<hr align=3Dleft size=3D1 width=3D"33%">

<![endif]></span></span></p>

</div>

<div style=3D'mso-element:footnote-continuation-separator' id=3Dfcs>

<p class=3DMsoNormal><span lang=3DEN-US><span style=3D'mso-special-characte=
r:footnote-continuation-separator'><![if !supportFootnotes]>

<hr align=3Dleft size=3D1>

<![endif]></span></span></p>

</div>

<div style=3D'mso-element:endnote-separator' id=3Des>

<p class=3DMsoNormal><span lang=3DEN-US><span style=3D'mso-special-characte=
r:footnote-separator'><![if !supportFootnotes]>

<hr align=3Dleft size=3D1 width=3D"33%">

<![endif]></span></span></p>

</div>

<div style=3D'mso-element:endnote-continuation-separator' id=3Decs>

<p class=3DMsoNormal><span lang=3DEN-US><span style=3D'mso-special-characte=
r:footnote-continuation-separator'><![if !supportFootnotes]>

<hr align=3Dleft size=3D1>

<![endif]></span></span></p>

</div>

<div style=3D'mso-element:footer' id=3Def1>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shapetype id=3D"_x0000_t202" coordsize=3D"21600,=
21600"
 o:spt=3D"202" path=3D"m,l,21600r21600,l21600,xe">
 <v:stroke joinstyle=3D"miter"/>
 <v:path gradientshapeok=3D"t" o:connecttype=3D"rect"/>
</v:shapetype><v:shape id=3D"Textbox_x0020_1" o:spid=3D"_x0000_s2059" type=
=3D"#_x0000_t202"
 style=3D'position:absolute;margin-left:205.3pt;margin-top:807.1pt;width:18=
4.65pt;
 height:12.55pt;z-index:-16321536;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' o:gfxdata=3D"UEsDBB=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" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.8pt;margin-right:0cm;margin-b=
ottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-=
style:
    normal'><span lang=3DEN-US style=3D'font-size:9.0pt;mso-bidi-font-size:=
11.0pt;
    font-family:Roboto'>Escuela<span style=3D'letter-spacing:-.15pt'> </spa=
n>Superior<span
    style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Polit&eacu=
te;cnica</span><span
    style=3D'letter-spacing:-.15pt'> </span>del<span style=3D'letter-spacin=
g:-.15pt'>
    </span>Litoral,<span style=3D'letter-spacing:-.15pt'> </span><span
    style=3D'letter-spacing:-.1pt'>ESPOL</span><o:p></o:p></span></i></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footer' id=3Df1>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shape id=3D"Graphic_x0020_2" o:spid=3D"_x0000_s2=
058"
 style=3D'position:absolute;margin-left:1in;margin-top:793.95pt;width:451.3=
pt;
 height:1.45pt;z-index:-16321024;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' coordsize=3D"573151=
0,18415"
 o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdL=
nhtbJSRQU7DMBBF
90jcwfIWJU67QAgl6YK0S0CoHGBkTxKLZGx5TGhvj5O2G0SRWNoz/78nu9wcxkFMGNg6quQqL6RA
0s5Y6ir5vt9lD1JwBDIwOMJKHpHlpr69KfdHjyxSmriSfYz+USnWPY7AufNIadK6MEJMx9ApD/oD
OlTrorhX2lFEilmcO2RdNtjC5xDF9pCuTyYBB5bi6bQ4syoJ3g9WQ0ymaiLzg5KdCXlKLjvcW893
SUOqXwnz5DrgnHtJTxOsQfEKIT7DmDSUCaxw7Rqn8787ZsmRM9e2VmPeBN4uqYvTtW7jvijg9N/y
JsXecLq0q+WD6m8AAAD//wMAUEsDBBQABgAIAAAAIQA4/SH/1gAAAJQBAAALAAAAX3JlbHMvLnJl
bHOkkMFqwzAMhu+DvYPRfXGawxijTi+j0GvpHsDYimMaW0Yy2fr2M4PBMnrbUb/Q94l/f/hMi1qR
JVI2sOt6UJgd+ZiDgffL8ekFlFSbvV0oo4EbChzGx4f9GRdb25HMsYhqlCwG5lrLq9biZkxWOiqY
22YiTra2kYMu1l1tQD30/bPm3wwYN0x18gb45AdQl1tp5j/sFB2T0FQ7R0nTNEV3j6o9feQzro1i
OWA14Fm+Q8a1a8+Bvu/d/dMb2JY5uiPbhG/ktn4cqGU/er3pcvwCAAD//wMAUEsDBBQABgAIAAAA
IQCIsJokIwIAAMEEAAAOAAAAZHJzL2Uyb0RvYy54bWysVMFu2zAMvQ/YPwi6L46zZW2NOMXQosOA
oivQDDsrshwbk0VNVGLn70fJkWtspw3zQabMJ+rxkfTmdug0OymHLZiS54slZ8pIqFpzKPm33cO7
a87QC1MJDUaV/KyQ327fvtn0tlAraEBXyjEKYrDobckb722RZSgb1QlcgFWGnDW4TnjaukNWOdFT
9E5nq+XyY9aDq6wDqRDp6/3o5NsYv66V9F/rGpVnuuTEzcfVxXUf1my7EcXBCdu08kJD/AOLTrSG
Lp1C3Qsv2NG1f4TqWukAofYLCV0Gdd1KFXOgbPLlb9m8NMKqmAuJg3aSCf9fWPl0erHPLlBH+wjy
B5IiWW+xmDxhgxfMULsuYIk4G6KK50lFNXgm6eP66n2+zklsSb78+kO+DipnokiH5RH9ZwUxkDg9
oh+LUCVLNMmSg0mmo1KGIupYRM8ZFdFxRkXcj0W0wodzgV0wWT9j0iQiwdvBSe0g4nxIIvBdLdec
pVSI6itGmzmWspqhki+9bYw3YvKrm5uUePKn94ib3/t36Ni2xDLFkxpQjRqH1KPYkxyEmwuOoNvq
odU6CIDusL/Tjp1EGI/4XGo1g8VuGBsgtMIeqvOzYz3NTMnx51E4xZn+Yqgpw4AlwyVjnwzn9R3E
MYzaO/S74btwllkyS+6pf54gtbwoUmcQ/wAYseGkgU9HD3Ub2iZyGxldNjQnMf/LTIdBnO8j6vXP
s/0FAAD//wMAUEsDBBQABgAIAAAAIQDCJ0CK4wAAAA4BAAAPAAAAZHJzL2Rvd25yZXYueG1sTI/B
TsMwEETvSPyDtUjcqF0IIQlxKtSKAwcqUaASNyc2SYS9jmK3Tf+ezQluO7uj2TflanKWHc0Yeo8S
lgsBzGDjdY+thI/355sMWIgKtbIejYSzCbCqLi9KVWh/wjdz3MWWUQiGQknoYhwKzkPTGafCwg8G
6fbtR6ciybHlelQnCneW3wqRcqd6pA+dGsy6M83P7uAkpOtNvj3b/XLzOdzVrs9fXu3+S8rrq+np
EVg0U/wzw4xP6FARU+0PqAOzpJOEukQa7rOHHNhsEUmaAqvnXS4y4FXJ/9eofgEAAP//AwBQSwEC
LQAUAAYACAAAACEAtoM4kv4AAADhAQAAEwAAAAAAAAAAAAAAAAAAAAAAW0NvbnRlbnRfVHlwZXNd
LnhtbFBLAQItABQABgAIAAAAIQA4/SH/1gAAAJQBAAALAAAAAAAAAAAAAAAAAC8BAABfcmVscy8u
cmVsc1BLAQItABQABgAIAAAAIQCIsJokIwIAAMEEAAAOAAAAAAAAAAAAAAAAAC4CAABkcnMvZTJv
RG9jLnhtbFBLAQItABQABgAIAAAAIQDCJ0CK4wAAAA4BAAAPAAAAAAAAAAAAAAAAAH0EAABkcnMv
ZG93bnJldi54bWxQSwUGAAAAAAQABADzAAAAjQUAAAAA
" path=3D"m5731205,l,,,17995r5731205,l5731205,xe" fillcolor=3D"black" strok=
ed=3D"f">
 <v:path arrowok=3D"t"/>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--><!--[if gte vml 1]><v:shape id=3D"Textbox_x0020_3" o:=
spid=3D"_x0000_s2057"
 type=3D"#_x0000_t202" style=3D'position:absolute;margin-left:137.55pt;
 margin-top:807.1pt;width:320.2pt;height:12.55pt;z-index:-16320512;
 visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:0;
 mso-wrap-distance-top:0;mso-wrap-distance-right:0;mso-wrap-distance-bottom=
:0;
 mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
 mso-position-vertical:absolute;mso-position-vertical-relative:page;
 v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0=
NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF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" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.8pt;margin-right:0cm;margin-b=
ottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span class=3DSpellE><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto'>Revista</span></i></span>=
<i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;letter-spacing:-.45pt'> </=
span></i><span
    class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-=
US
    style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;font-family:Roboto'>=
Tecnol&oacute;gica</span></i></span><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;letter-spacing:-.2pt'> </s=
pan></i><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto'>Espol<span style=3D'lette=
r-spacing:
    -.2pt'> </span>-<span style=3D'letter-spacing:-.2pt'> </span>RTE<span
    style=3D'letter-spacing:-.2pt'> </span>Vol.<span style=3D'letter-spacin=
g:-.2pt'>
    </span>36,<span style=3D'letter-spacing:1.8pt'> </span>N&deg;<span
    style=3D'letter-spacing:-.2pt'> </span>2<span style=3D'letter-spacing:-=
.15pt'> </span>(<span
    class=3DSpellE>Octubre</span>,<span style=3D'letter-spacing:-.2pt'> </s=
pan>2024)<span
    style=3D'letter-spacing:-.2pt'> </span>/<span style=3D'letter-spacing:-=
.15pt'> </span>e-ISSN<span
    style=3D'letter-spacing:-.2pt'> </span>1390-<span style=3D'letter-spaci=
ng:-.2pt'>3659</span><o:p></o:p></span></i></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:header' id=3Deh4>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shape id=3D"Graphic_x0020_15" o:spid=3D"_x0000_s=
2056"
 style=3D'position:absolute;margin-left:55.3pt;margin-top:0;width:540pt;hei=
ght:13.45pt;
 z-index:-16318976;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' coordsize=3D"685800=
0,170815"
 o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdL=
nhtbJSRQU7DMBBF
90jcwfIWJU67QAgl6YK0S0CoHGBkTxKLZGx5TGhvj5O2G0SRWNoz/78nu9wcxkFMGNg6quQqL6RA
0s5Y6ir5vt9lD1JwBDIwOMJKHpHlpr69KfdHjyxSmriSfYz+USnWPY7AufNIadK6MEJMx9ApD/oD
OlTrorhX2lFEilmcO2RdNtjC5xDF9pCuTyYBB5bi6bQ4syoJ3g9WQ0ymaiLzg5KdCXlKLjvcW893
SUOqXwnz5DrgnHtJTxOsQfEKIT7DmDSUCaxw7Rqn8787ZsmRM9e2VmPeBN4uqYvTtW7jvijg9N/y
JsXecLq0q+WD6m8AAAD//wMAUEsDBBQABgAIAAAAIQA4/SH/1gAAAJQBAAALAAAAX3JlbHMvLnJl
bHOkkMFqwzAMhu+DvYPRfXGawxijTi+j0GvpHsDYimMaW0Yy2fr2M4PBMnrbUb/Q94l/f/hMi1qR
JVI2sOt6UJgd+ZiDgffL8ekFlFSbvV0oo4EbChzGx4f9GRdb25HMsYhqlCwG5lrLq9biZkxWOiqY
22YiTra2kYMu1l1tQD30/bPm3wwYN0x18gb45AdQl1tp5j/sFB2T0FQ7R0nTNEV3j6o9feQzro1i
OWA14Fm+Q8a1a8+Bvu/d/dMb2JY5uiPbhG/ktn4cqGU/er3pcvwCAAD//wMAUEsDBBQABgAIAAAA
IQBZOLcLIgIAAMUEAAAOAAAAZHJzL2Uyb0RvYy54bWysVFFr2zAQfh/sPwi9L3YKyYyJU0a7jkHp
Ck3ZsyLLsZns005K7Pz7nWTLNdvTxgjIJ+vT+fu+u8vudmg1uyi0DXQFX69SzlQnoWy6U8FfDw8f
Ms6sE10pNHSq4Fdl+e3+/btdb3J1AzXoUiGjJJ3Ne1Pw2jmTJ4mVtWqFXYFRHR1WgK1wtMVTUqLo
KXurk5s03SY9YGkQpLKW3t6Ph3wf8leVku5bVVnlmC44cXNhxbAe/ZrsdyI/oTB1Iyca4h9YtKLp
6KNzqnvhBDtj80eqtpEIFiq3ktAmUFWNVEEDqVmnv6l5qYVRQQuZY81sk/1/aeXT5cU8o6duzSPI
H5YcSXpj8/nEb+yEGSpsPZaIsyG4eJ1dVINjkl5us02WpmS2pLP1xzRbb7zNicjjbXm27ouCkElc
Hq0bq1DGSNQxkkMXQ6Ra+irqUEXHGVUROaMqHscqGuH8PU/Ph6xfUKlnJv64hYs6QAA6L2NmHMUQ
1zeM7pZY0rVAxbP4NCHfiCHp2yybpEdAfI7A5Yf/Eh5al3jGhFKDVaPNXn3we3aEcEvPLeimfGi0
9hZYPB3vNLKLIHM/b/xv4ryAhY4Ym8C3wxHK6zOynuam4PbnWaDiTH/tqDH9kMUAY3CMATp9B2EU
g/to3WH4LtAwQ2HBHfXQE8S2F3lsDuLvASPW3+zg09lB1fjOCdxGRtOGZiXon+baD+NyH1Bv/z77
XwAAAP//AwBQSwMEFAAGAAgAAAAhAMzCLWLbAAAACAEAAA8AAABkcnMvZG93bnJldi54bWxMj01O
wzAQhfdI3MEaJHbUcRFRE+JUCIRYQaHlAG48jaPGdhS7buD0TFZ0+ek9vZ9qPdmeJRxD550EsciA
oWu87lwr4Xv3ercCFqJyWvXeoYQfDLCur68qVWp/dl+YtrFlFOJCqSSYGIeS89AYtCos/ICOtIMf
rYqEY8v1qM4Ubnu+zLKcW9U5ajBqwGeDzXF7shJ6sbn/eNukTy5+H4q0Mi/hPe2kvL2Znh6BRZzi
vxnm+TQdatq09yenA+uJRZaTVQI9mmVRzLyXsMwL4HXFLw/UfwAAAP//AwBQSwECLQAUAAYACAAA
ACEAtoM4kv4AAADhAQAAEwAAAAAAAAAAAAAAAAAAAAAAW0NvbnRlbnRfVHlwZXNdLnhtbFBLAQIt
ABQABgAIAAAAIQA4/SH/1gAAAJQBAAALAAAAAAAAAAAAAAAAAC8BAABfcmVscy8ucmVsc1BLAQIt
ABQABgAIAAAAIQBZOLcLIgIAAMUEAAAOAAAAAAAAAAAAAAAAAC4CAABkcnMvZTJvRG9jLnhtbFBL
AQItABQABgAIAAAAIQDMwi1i2wAAAAgBAAAPAAAAAAAAAAAAAAAAAHwEAABkcnMvZG93bnJldi54
bWxQSwUGAAAAAAQABADzAAAAhAUAAAAA
" path=3D"m6858000,l,,,170688r6858000,l6858000,xe" fillcolor=3D"#e5e5e5" st=
roked=3D"f">
 <v:path arrowok=3D"t"/>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--><!--[if gte vml 1]><v:shape id=3D"Textbox_x0020_16" o=
:spid=3D"_x0000_s2055"
 type=3D"#_x0000_t202" style=3D'position:absolute;margin-left:-1pt;margin-t=
op:20.5pt;
 width:449.95pt;height:13.3pt;z-index:-16318464;visibility:visible;
 mso-wrap-style:square;mso-wrap-distance-left:0;mso-wrap-distance-top:0;
 mso-wrap-distance-right:0;mso-wrap-distance-bottom:0;
 mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
 mso-position-vertical:absolute;mso-position-vertical-relative:page;
 v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0=
NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF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3D
" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.75pt;margin-right:0cm;margin-=
bottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt;tab-stops:45.1pt'><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    background:#17649C'><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&=
nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp; </span></span><![if supportFields]><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    background:#17649C'><span style=3D'mso-element:field-begin'></span><span
    style=3D'mso-spacerun:yes'>&nbsp;</span>PAGE <span style=3D'mso-element=
:field-separator'></span></span><![endif]><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    background:#17649C'>14</span><![if supportFields]><span lang=3DEN-US
    style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:white;backgro=
und:
    #17649C'><span style=3D'mso-element:field-end'></span></span><![endif]>=
<span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    background:#17649C'> </span><span lang=3DEN-US style=3D'font-size:10.0p=
t;
    mso-bidi-font-size:11.0pt;color:white;letter-spacing:3.2pt;mso-font-wid=
th:
    150%'><span style=3D'mso-spacerun:yes'>&nbsp;</span></span><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;color:black'>Pablo<span
    style=3D'letter-spacing:-.15pt'> </span>Xavier<span style=3D'letter-spa=
cing:
    -.2pt'> </span>Molina<span style=3D'letter-spacing:-.15pt'> </span>Narv=
&aacute;ez,<span
    style=3D'letter-spacing:-.2pt'> </span>Marcos<span style=3D'letter-spac=
ing:
    -.15pt'> </span>Orellana,<span style=3D'letter-spacing:-.15pt'> </span>=
Juan-Fernado<span
    style=3D'letter-spacing:-.2pt'> </span>Lima,<span style=3D'letter-spaci=
ng:-.2pt'>
    </span>Jorge<span style=3D'letter-spacing:-.15pt'> </span>Luis<span
    style=3D'letter-spacing:-.1pt'> </span>Zambrano-<span style=3D'letter-s=
pacing:
    -.1pt'>Martinez</span></span></i><i style=3D'mso-bidi-font-style:normal=
'><span
    lang=3DEN-US style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;font-fa=
mily:
    Roboto'><o:p></o:p></span></i></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:header' id=3Dh4>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shape id=3D"Graphic_x0020_13" o:spid=3D"_x0000_s=
2054"
 style=3D'position:absolute;margin-left:0;margin-top:0;width:540pt;height:1=
3.45pt;
 z-index:-16320000;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' coordsize=3D"685800=
0,170815"
 o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdL=
nhtbJSRQU7DMBBF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3D=3D
" path=3D"m,170688r6858000,l6858000,,,,,170688xe" fillcolor=3D"#e5e5e5" str=
oked=3D"f">
 <v:path arrowok=3D"t"/>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--><!--[if gte vml 1]><v:shape id=3D"Textbox_x0020_14" o=
:spid=3D"_x0000_s2053"
 type=3D"#_x0000_t202" style=3D'position:absolute;margin-left:177.1pt;margi=
n-top:20.5pt;
 width:422.2pt;height:13.3pt;z-index:-16319488;visibility:visible;
 mso-wrap-style:square;mso-wrap-distance-left:0;mso-wrap-distance-top:0;
 mso-wrap-distance-right:0;mso-wrap-distance-bottom:0;
 mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
 mso-position-vertical:absolute;mso-position-vertical-relative:page;
 v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0=
NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF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" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.75pt;margin-right:0cm;margin-=
bottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt;tab-stops:418.15pt'><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;mso-hansi-font-family:"Tim=
es New Roman"'>Intelligent<span
    style=3D'letter-spacing:-.3pt'> </span>Trade<span style=3D'letter-spaci=
ng:-.05pt'>
    </span>Surveillance:<span style=3D'letter-spacing:-.05pt'> </span>Anoma=
ly<span
    style=3D'letter-spacing:-.1pt'> </span>Detection<span style=3D'letter-s=
pacing:
    -.1pt'> </span>in<span style=3D'letter-spacing:-.1pt'> </span>Ecuadoria=
n<span
    style=3D'letter-spacing:-.1pt'> </span>Imports<span style=3D'letter-spa=
cing:
    -.1pt'> </span>Using<span style=3D'letter-spacing:-.1pt'> </span>Data<s=
pan
    style=3D'letter-spacing:-.05pt'> </span>Mining<span style=3D'letter-spa=
cing:
    3.9pt;mso-font-width:150%'> </span></span></i><span lang=3DEN-US
    style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:white;letter-=
spacing:
    -1.05pt;background:#17649C;mso-font-width:150%'><span
    style=3D'mso-spacerun:yes'>&nbsp;</span></span><![if supportFields]><sp=
an
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    letter-spacing:-.25pt;background:#17649C'><span style=3D'mso-element:fi=
eld-begin'></span><span
    style=3D'mso-spacerun:yes'>&nbsp;</span>PAGE <span style=3D'mso-element=
:field-separator'></span></span><![endif]><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    letter-spacing:-.25pt;background:#17649C'>13</span><![if supportFields]=
><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    letter-spacing:-.25pt;background:#17649C'><span style=3D'mso-element:fi=
eld-end'></span></span><![endif]><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;color:=
white;
    background:#17649C'><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&=
nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp; </span></span><span
    lang=3DEN-US style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p>=
</o:p></span></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footer' id=3Def5>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shape id=3D"Graphic_x0020_17" o:spid=3D"_x0000_s=
2052"
 style=3D'position:absolute;margin-left:1in;margin-top:793.95pt;width:451.3=
pt;
 height:1.45pt;z-index:-16317952;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' coordsize=3D"573151=
0,18415"
 o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdL=
nhtbJSRQU7DMBBF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" path=3D"m5731205,l,,,17995r5731205,l5731205,xe" fillcolor=3D"black" strok=
ed=3D"f">
 <v:path arrowok=3D"t"/>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--><!--[if gte vml 1]><v:shape id=3D"Textbox_x0020_18" o=
:spid=3D"_x0000_s2051"
 type=3D"#_x0000_t202" style=3D'position:absolute;margin-left:205.3pt;margi=
n-top:807.1pt;
 width:184.65pt;height:12.55pt;z-index:-16317440;visibility:visible;
 mso-wrap-style:square;mso-wrap-distance-left:0;mso-wrap-distance-top:0;
 mso-wrap-distance-right:0;mso-wrap-distance-bottom:0;
 mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
 mso-position-vertical:absolute;mso-position-vertical-relative:page;
 v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0=
NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF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3D=3D
" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.8pt;margin-right:0cm;margin-b=
ottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-=
style:
    normal'><span lang=3DEN-US style=3D'font-size:9.0pt;mso-bidi-font-size:=
11.0pt;
    font-family:Roboto'>Escuela<span style=3D'letter-spacing:-.15pt'> </spa=
n>Superior<span
    style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Polit&eacu=
te;cnica</span><span
    style=3D'letter-spacing:-.15pt'> </span>del<span style=3D'letter-spacin=
g:-.15pt'>
    </span>Litoral,<span style=3D'letter-spacing:-.15pt'> </span><span
    style=3D'letter-spacing:-.1pt'>ESPOL</span><o:p></o:p></span></i></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footer' id=3Df5>

<p class=3DMsoBodyText style=3D'line-height:5%'><span lang=3DEN-US style=3D=
'mso-no-proof:
yes'><!--[if gte vml 1]><v:shape id=3D"Graphic_x0020_19" o:spid=3D"_x0000_s=
2050"
 style=3D'position:absolute;margin-left:1in;margin-top:793.95pt;width:451.3=
pt;
 height:1.45pt;z-index:-16316928;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:page;v-text-anchor:top' coordsize=3D"573151=
0,18415"
 o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdL=
nhtbJSRQU7DMBBF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" path=3D"m5731205,l,,,17995r5731205,l5731205,xe" fillcolor=3D"black" strok=
ed=3D"f">
 <v:path arrowok=3D"t"/>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--><!--[if gte vml 1]><v:shape id=3D"Textbox_x0020_20" o=
:spid=3D"_x0000_s2049"
 type=3D"#_x0000_t202" style=3D'position:absolute;margin-left:137.55pt;
 margin-top:807.1pt;width:320.2pt;height:12.55pt;z-index:-16316416;
 visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:0;
 mso-wrap-distance-top:0;mso-wrap-distance-right:0;mso-wrap-distance-bottom=
:0;
 mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
 mso-position-vertical:absolute;mso-position-vertical-relative:page;
 v-text-anchor:top' o:gfxdata=3D"UEsDBBQABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0=
NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF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" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0">
  <![if !mso]>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div>
    <p class=3DMsoNormal style=3D'margin-top:.8pt;margin-right:0cm;margin-b=
ottom:
    0cm;margin-left:1.0pt;margin-bottom:.0001pt'><span class=3DSpellE><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto'>Revista</span></i></span>=
<i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;letter-spacing:-.45pt'> </=
span></i><span
    class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DEN-=
US
    style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;font-family:Roboto'>=
Tecnol&oacute;gica</span></i></span><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto;letter-spacing:-.2pt'> </s=
pan></i><i
    style=3D'mso-bidi-font-style:normal'><span lang=3DEN-US style=3D'font-s=
ize:9.0pt;
    mso-bidi-font-size:11.0pt;font-family:Roboto'>Espol<span style=3D'lette=
r-spacing:
    -.2pt'> </span>-<span style=3D'letter-spacing:-.2pt'> </span>RTE<span
    style=3D'letter-spacing:-.2pt'> </span>Vol.<span style=3D'letter-spacin=
g:-.2pt'>
    </span>36,<span style=3D'letter-spacing:1.8pt'> </span>N&deg;<span
    style=3D'letter-spacing:-.2pt'> </span>2<span style=3D'letter-spacing:-=
.15pt'> </span>(<span
    class=3DSpellE>Octubre</span>,<span style=3D'letter-spacing:-.2pt'> </s=
pan>2024)<span
    style=3D'letter-spacing:-.2pt'> </span>/<span style=3D'letter-spacing:-=
.15pt'> </span>e-ISSN<span
    style=3D'letter-spacing:-.2pt'> </span>1390-<span style=3D'letter-spaci=
ng:-.2pt'>3659</span><o:p></o:p></span></i></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  <![endif]></v:textbox>
 <w:wrap anchorx=3D"page" anchory=3D"page"/>
</v:shape><![endif]--></span><span lang=3DEN-US style=3D'font-size:10.0pt;
mso-bidi-font-size:12.0pt;line-height:5%'><o:p></o:p></span></p>

</div>

</body>

</html>

------=_NextPart_01DB1BC6.43951580
Content-Location: file:///C:/9D4BC0D1/1208-RTE-36-e1_archivos/filelist.xml
Content-Transfer-Encoding: quoted-printable
Content-Type: text/xml; charset="utf-8"

<xml xmlns:o=3D"urn:schemas-microsoft-com:office:office">
 <o:MainFile HRef=3D"../1208-RTE-36-e1.htm"/>
 <o:File HRef=3D"themedata.thmx"/>
 <o:File HRef=3D"colorschememapping.xml"/>
 <o:File HRef=3D"image001.png"/>
 <o:File HRef=3D"image002.gif"/>
 <o:File HRef=3D"image003.png"/>
 <o:File HRef=3D"image004.gif"/>
 <o:File HRef=3D"image005.png"/>
 <o:File HRef=3D"image006.png"/>
 <o:File HRef=3D"image007.gif"/>
 <o:File HRef=3D"image008.gif"/>
 <o:File HRef=3D"image009.jpg"/>
 <o:File HRef=3D"image010.jpg"/>
 <o:File HRef=3D"image011.jpg"/>
 <o:File HRef=3D"image012.jpg"/>
 <o:File HRef=3D"image013.jpg"/>
 <o:File HRef=3D"image014.jpg"/>
 <o:File HRef=3D"image015.jpg"/>
 <o:File HRef=3D"image016.jpg"/>
 <o:File HRef=3D"image017.jpg"/>
 <o:File HRef=3D"image018.jpg"/>
 <o:File HRef=3D"image019.jpg"/>
 <o:File HRef=3D"image020.jpg"/>
 <o:File HRef=3D"image021.jpg"/>
 <o:File HRef=3D"image022.jpg"/>
 <o:File HRef=3D"header.htm"/>
 <o:File HRef=3D"filelist.xml"/>
</xml>
------=_NextPart_01DB1BC6.43951580--
