<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<?validation-md5-digest 8c17e9fede231c09aa151a803445be11?>
<worksheet version="3.0.3" xmlns="http://schemas.mathsoft.com/worksheet30" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ws="http://schemas.mathsoft.com/worksheet30" xmlns:ml="http://schemas.mathsoft.com/math30" xmlns:u="http://schemas.mathsoft.com/units10" xmlns:p="http://schemas.mathsoft.com/provenance10" xmlns:prd="http://schemas.mathsoft.com/point-release-data">
	<pointReleaseData/>
	<metadata>
		<generator>Mathcad Professional 14.0</generator>
		<userData>
			<title/>
			<description/>
			<author>Parametric Technology Corporation</author>
			<company>Parametric Technology Corporation</company>
			<keywords/>
			<revisedBy>joyce barnes</revisedBy>
		</userData>
		<identityInfo>
			<revision>3</revision>
			<documentID>ABA839D9-DF9E-448E-8C44-E73770497A0C</documentID>
			<versionID>257F1D60-6D7C-410D-A49E-AF6558005BBE</versionID>
			<parentVersionID>00000000-0000-0000-0000-000000000000</parentVersionID>
			<branchID>00000000-0000-0000-0000-000000000000</branchID>
		</identityInfo>
	</metadata>
	<settings>
		<presentation>
			<textRendering>
				<textStyles>
					<textStyle name="Normal">
						<blockAttr margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
						<inlineAttr font-family="Verdana" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline" color="#000"/>
					</textStyle>
					<textStyle name="Titre 1">
						<blockAttr margin-left="0" margin-right="0" text-indent="inherit" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="14" font-weight="bold" font-style="normal" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Titre 2">
						<blockAttr margin-left="0" margin-right="0" text-indent="inherit" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="12" font-weight="bold" font-style="italic" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Titre 3">
						<blockAttr margin-left="0" margin-right="0" text-indent="inherit" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="12" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Paragraphe">
						<blockAttr margin-left="0" margin-right="0" text-indent="21" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Liste">
						<blockAttr margin-left="14.25" margin-right="0" text-indent="-14.25" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Retrait">
						<blockAttr margin-left="108" margin-right="0" text-indent="inherit" text-align="left" list-style-type="inherit" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline"/>
					</textStyle>
					<textStyle name="Titre">
						<blockAttr margin-left="0" margin-right="0" text-indent="0" text-align="center" list-style-type="none" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="11" font-weight="bold" font-style="normal" underline="false" line-through="false" vertical-align="baseline" color="#808000"/>
					</textStyle>
					<textStyle name="Sous-titre" base-style="Titre">
						<blockAttr margin-left="0" margin-right="0" text-indent="0" text-align="center" list-style-type="none" tabs="inherit"/>
						<inlineAttr font-family="Arial" font-charset="0" font-size="12" font-weight="normal" font-style="normal" underline="false" line-through="false" vertical-align="baseline" color="#800000"/>
					</textStyle>
					<textStyle name="functions" base-style="Normal">
						<blockAttr margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
						<inlineAttr font-family="Times New Roman" font-charset="0" font-size="11" font-weight="bold" font-style="normal" underline="false" line-through="false" vertical-align="baseline" color="#800000"/>
					</textStyle>
					<textStyle name="subsubtitle" base-style="Sous-titre">
						<blockAttr margin-left="0" margin-right="0" text-indent="0" text-align="center" list-style-type="none" tabs="inherit"/>
						<inlineAttr font-family="Times New Roman" font-charset="0" font-size="11" font-weight="bold" font-style="normal" underline="false" line-through="false" vertical-align="baseline" color="#800000"/>
					</textStyle>
				</textStyles>
			</textRendering>
			<mathRendering equation-color="#000">
				<operators multiplication="narrow-dot" derivative="derivative" literal-subscript="large" definition="colon-equal" global-definition="triple-equal" local-definition="left-arrow" equality="bold-equal" symbolic-evaluation="right-arrow"/>
				<mathStyles>
					<mathStyle name="Variables" font-family="Times New Roman" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Constantes" font-family="Times New Roman" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 1" font-family="Arial" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 2" font-family="Courier New" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 3" font-family="Arial" font-charset="0" font-size="10" font-weight="bold" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 4" font-family="Times New Roman" font-charset="0" font-size="10" font-weight="normal" font-style="italic" underline="false"/>
					<mathStyle name="Utilisateur 5" font-family="Times New Roman" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 6" font-family="Arial" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Utilisateur 7" font-family="Times New Roman" font-charset="0" font-size="10" font-weight="normal" font-style="normal" underline="false"/>
					<mathStyle name="Math Text Font" font-family="Times New Roman" font-charset="0" font-size="14" font-weight="normal" font-style="normal" underline="false"/>
				</mathStyles>
				<dimensionNames mass="mass" length="length" time="time" current="current" thermodynamic-temperature="temperature" luminous-intensity="luminosity" amount-of-substance="substance" display="false"/>
				<symbolics derivation-steps-style="vertical-insert" show-comments="false" evaluate-in-place="false"/>
				<results numeric-only="true">
					<general precision="6" show-trailing-zeros="false" radix="dec" complex-threshold="10" zero-threshold="15" imaginary-value="i" exponential-threshold="3"/>
					<matrix display-style="auto" expand-nested-arrays="false"/>
					<unit format-units="true" simplify-units="true" fractional-unit-exponent="false"/>
				</results>
			</mathRendering>
			<pageModel show-page-frame="false" show-header-frame="false" show-footer-frame="false" header-footer-start-page="1" paper-code="1" orientation="portrait" print-single-page-width="false" page-width="612" page-height="792">
				<margins left="86.4" right="86.4" top="86.4" bottom="86.4"/>
				<header use-full-page-width="false"/>
				<footer use-full-page-width="false"/>
			</pageModel>
			<colorModel background-color="#fff" default-highlight-color="#ffff80"/>
			<language math="en" UI="en"/>
		</presentation>
		<calculation>
			<builtInVariables array-origin="0" convergence-tolerance="0.001" constraint-tolerance="0.001" random-seed="1" prn-precision="4" prn-col-width="8"/>
			<calculationBehavior automatic-recalculation="true" matrix-strict-singularity-check="true" optimize-expressions="false" exact-boolean="false" strings-use-origin="false" zero-over-zero="0">
				<compatibility multiple-assignment="MC12" local-assignment="MC12"/>
			</calculationBehavior>
			<units>
				<currentUnitSystem name="si" customized="false"/>
			</units>
		</calculation>
		<editor view-annotations="false" view-regions="false">
			<ruler is-visible="false" ruler-unit="in">
				<tabs>
					<tab show-guide="true" position="36"/>
					<tab show-guide="true" position="67.5"/>
					<tab show-guide="true" position="144"/>
					<tab show-guide="true" position="225"/>
				</tabs>
			</ruler>
			<plotTemplate>
				<xy item-idref="1"/>
			</plotTemplate>
			<grid granularity-x="6" granularity-y="6"/>
		</editor>
		<fileFormat image-type="image/png" image-quality="75" save-numeric-results="true" exclude-large-results="false" save-text-images="false" screen-dpi="96"/>
		<miscellaneous>
			<handbook handbook-region-tag-ub="1394" can-delete-original-handbook-regions="true" can-delete-user-regions="true" can-print="true" can-copy="true" can-save="true" file-permission-mask="4294967295"/>
		</miscellaneous>
	</settings>
	<regions>
		<region region-id="12" left="6" top="6" width="237" height="34.5" align-x="6" align-y="6" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<picture>
				<png item-idref="2" display-width="235.5" display-height="33"/>
			</picture>
			<link href="./dataTOC.xmcd" title="Links to Table of Contents" popup="false"/>
			<rendering item-idref="3"/>
		</region>
		<region region-id="683" left="96" top="44.25" width="146.25" height="12" align-x="96" align-y="54" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Titre" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<f family="Arial" charset="0">
						<u>
							<inlineAttr line-through="false">
								<c val="#808000">
									<link href="./condition.xmcd" title="Links to Section Contents" popup="false">
										<sp count="6"/>PRECONDITIONING DATA</link>
								</c>
							</inlineAttr>
						</u>
					</f>
				</p>
			</text>
		</region>
		<region region-id="114" left="36" top="72.75" width="144" height="13.5" align-x="36" align-y="84" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Sous-titre" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Moving Average Smoothing</p>
			</text>
			<indexes>
				<phrase>moving average smoothing</phrase>
				<phrase>smoothing, moving average</phrase>
				<phrase>preconditioning data, moving average smoothing</phrase>
				<phrase>data, moving average smoothing</phrase>
			</indexes>
		</region>
		<region region-id="1373" left="36" top="122.25" width="303.75" height="84" align-x="39" align-y="132" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">A smoothing technique which is particularly applicable to time-series data is moving average filtering. The moving average calculates the mean, or average, of n points around each data point, and substitutes that value for the data. This makes it somewhat more sensitive to outliers than <b>
						<u>
							<link href="./smooth.xmcd" title="Links to section" popup="false">median smoothing</link>
						</u>
					</b>, as with all cases in which the mean and median are compared.</p>
			</text>
		</region>
		<region region-id="1387" left="36" top="218.25" width="243" height="12" align-x="36" align-y="228" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="false">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="0" text-align="inherit" list-style-type="none" tabs="inherit">Enter a matrix of noisy X-Y data to be analyzed:</p>
			</text>
		</region>
		<region region-id="1374" left="66" top="249" width="118.5" height="58.5" align-x="90" align-y="258" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<component hide-arguments="false" clsid-buddy="01350081-1122-11DB-9380-000D56C6051A" item-idref="4" disable-calc="false">
				<inputs/>
				<outputs>
					<ml:id xml:space="preserve" xmlns:ml="http://schemas.mathsoft.com/math30">data</ml:id>
				</outputs>
			</component>
			<rendering item-idref="5"/>
		</region>
		<region region-id="1376" left="66" top="321" width="84.75" height="12.75" align-x="89.25" align-y="330" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">data</ml:id>
					<ml:apply>
						<ml:id xml:space="preserve">csort</ml:id>
						<ml:sequence>
							<ml:id xml:space="preserve">data</ml:id>
							<ml:real>0</ml:real>
						</ml:sequence>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="6"/>
		</region>
		<region region-id="1377" left="66" top="345.75" width="49.5" height="18" align-x="79.5" align-y="360" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">X</ml:id>
					<ml:apply>
						<ml:matcol/>
						<ml:id xml:space="preserve">data</ml:id>
						<ml:real>0</ml:real>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="7"/>
		</region>
		<region region-id="1379" left="144" top="345.75" width="48.75" height="18" align-x="156.75" align-y="360" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">Y</ml:id>
					<ml:apply>
						<ml:matcol/>
						<ml:id xml:space="preserve">data</ml:id>
						<ml:real>1</ml:real>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="8"/>
		</region>
		<region region-id="1380" left="36" top="380.25" width="324" height="12" align-x="36" align-y="390" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Enter a window size for moving average (odd integer 0 &lt; w &lt; n):</p>
			</text>
		</region>
		<region region-id="1359" left="66" top="411" width="30" height="12.75" align-x="79.5" align-y="420" show-border="false" show-highlight="true" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">w</ml:id>
					<ml:real>13</ml:real>
				</ml:define>
			</math>
			<rendering item-idref="9"/>
		</region>
		<region region-id="1360" left="144" top="410.25" width="195" height="12" align-x="159" align-y="420" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">w must be odd for a symmetric window</p>
			</text>
		</region>
		<region region-id="1361" left="246" top="410.25" width="3.75" height="12" align-x="258.75" align-y="420" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<sp/>
				</p>
			</text>
		</region>
		<region region-id="1362" left="144" top="434.25" width="46.5" height="27.75" align-x="156.75" align-y="450" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">m</ml:id>
					<ml:apply>
						<ml:div/>
						<ml:apply>
							<ml:minus/>
							<ml:id xml:space="preserve">w</ml:id>
							<ml:real>1</ml:real>
						</ml:apply>
						<ml:real>2</ml:real>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="10"/>
		</region>
		<region region-id="1363" left="36" top="470.25" width="91.5" height="24" align-x="36" align-y="480" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Number of data points:</p>
			</text>
		</region>
		<region region-id="1383" left="144" top="471" width="63" height="12.75" align-x="155.25" align-y="480" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">n</ml:id>
					<ml:apply>
						<ml:id xml:space="preserve">rows</ml:id>
						<ml:id xml:space="preserve">data</ml:id>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="11"/>
		</region>
		<region region-id="1385" left="228" top="471" width="36.75" height="12.75" align-x="238.5" align-y="480" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:eval xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">n</ml:id>
					<result xmlns="http://schemas.mathsoft.com/math30">
						<ml:real>200</ml:real>
					</result>
				</ml:eval>
			</math>
			<rendering item-idref="12"/>
		</region>
		<region region-id="1366" left="36" top="506.25" width="327.75" height="24" align-x="45" align-y="516" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Near the endpoints, systematically decrease the window size, but keep it symmetric and as large as possible.</p>
			</text>
		</region>
		<region region-id="1388" left="0" top="540" width="6000" height="6" align-x="0" align-y="540" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<pageBreak/>
		</region>
		<region region-id="1392" left="36" top="554.25" width="80.25" height="12" align-x="36" align-y="564" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Smoothed data:</p>
			</text>
		</region>
		<region region-id="1393" left="144" top="555" width="48.75" height="12.75" align-x="152.25" align-y="564" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">i</ml:id>
					<ml:range>
						<ml:real>0</ml:real>
						<ml:apply>
							<ml:minus/>
							<ml:id xml:space="preserve">n</ml:id>
							<ml:real>1</ml:real>
						</ml:apply>
					</ml:range>
				</ml:define>
			</math>
			<rendering item-idref="13"/>
		</region>
		<region region-id="1394" left="66" top="583.5" width="315" height="58.5" align-x="111.75" align-y="630" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:apply>
						<ml:indexer/>
						<ml:id xml:space="preserve">mvg_avg</ml:id>
						<ml:id xml:space="preserve">i</ml:id>
					</ml:apply>
					<ml:apply>
						<ml:id xml:space="preserve">if</ml:id>
						<ml:sequence>
							<ml:apply>
								<ml:lessThan/>
								<ml:id xml:space="preserve">i</ml:id>
								<ml:id xml:space="preserve">m</ml:id>
							</ml:apply>
							<ml:apply>
								<ml:div/>
								<ml:apply>
									<ml:summation/>
									<ml:lambda>
										<ml:boundVars>
											<ml:id xml:space="preserve">j</ml:id>
										</ml:boundVars>
										<ml:apply>
											<ml:indexer/>
											<ml:id xml:space="preserve">Y</ml:id>
											<ml:id xml:space="preserve">j</ml:id>
										</ml:apply>
									</ml:lambda>
									<ml:bounds>
										<ml:real>0</ml:real>
										<ml:apply>
											<ml:mult/>
											<ml:real>2</ml:real>
											<ml:id xml:space="preserve">i</ml:id>
										</ml:apply>
									</ml:bounds>
								</ml:apply>
								<ml:apply>
									<ml:plus/>
									<ml:parens>
										<ml:apply>
											<ml:mult/>
											<ml:real>2</ml:real>
											<ml:id xml:space="preserve">i</ml:id>
										</ml:apply>
									</ml:parens>
									<ml:real>1</ml:real>
								</ml:apply>
							</ml:apply>
							<ml:apply>
								<ml:id xml:space="preserve">if</ml:id>
								<ml:sequence>
									<ml:apply>
										<ml:greaterThan/>
										<ml:id xml:space="preserve">i</ml:id>
										<ml:apply>
											<ml:minus/>
											<ml:apply>
												<ml:minus/>
												<ml:id xml:space="preserve">n</ml:id>
												<ml:real>1</ml:real>
											</ml:apply>
											<ml:id xml:space="preserve">m</ml:id>
										</ml:apply>
									</ml:apply>
									<ml:apply>
										<ml:div/>
										<ml:apply>
											<ml:summation/>
											<ml:lambda>
												<ml:boundVars>
													<ml:id xml:space="preserve">j</ml:id>
												</ml:boundVars>
												<ml:apply>
													<ml:indexer/>
													<ml:id xml:space="preserve">Y</ml:id>
													<ml:id xml:space="preserve">j</ml:id>
												</ml:apply>
											</ml:lambda>
											<ml:bounds>
												<ml:apply>
													<ml:plus/>
													<ml:apply>
														<ml:minus/>
														<ml:apply>
															<ml:mult/>
															<ml:real>2</ml:real>
															<ml:id xml:space="preserve">i</ml:id>
														</ml:apply>
														<ml:id xml:space="preserve">n</ml:id>
													</ml:apply>
													<ml:real>1</ml:real>
												</ml:apply>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve">n</ml:id>
													<ml:real>1</ml:real>
												</ml:apply>
											</ml:bounds>
										</ml:apply>
										<ml:apply>
											<ml:minus/>
											<ml:apply>
												<ml:minus/>
												<ml:apply>
													<ml:mult style="auto-select"/>
													<ml:real font="0">2</ml:real>
													<ml:id xml:space="preserve">n</ml:id>
												</ml:apply>
												<ml:real>1</ml:real>
											</ml:apply>
											<ml:apply>
												<ml:mult/>
												<ml:real>2</ml:real>
												<ml:id xml:space="preserve">i</ml:id>
											</ml:apply>
										</ml:apply>
									</ml:apply>
									<ml:apply>
										<ml:div/>
										<ml:apply>
											<ml:summation/>
											<ml:lambda>
												<ml:boundVars>
													<ml:id xml:space="preserve">j</ml:id>
												</ml:boundVars>
												<ml:apply>
													<ml:indexer/>
													<ml:id xml:space="preserve">Y</ml:id>
													<ml:id xml:space="preserve">j</ml:id>
												</ml:apply>
											</ml:lambda>
											<ml:bounds>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve">i</ml:id>
													<ml:id xml:space="preserve">m</ml:id>
												</ml:apply>
												<ml:apply>
													<ml:plus/>
													<ml:id xml:space="preserve">i</ml:id>
													<ml:id xml:space="preserve">m</ml:id>
												</ml:apply>
											</ml:bounds>
										</ml:apply>
										<ml:id xml:space="preserve">w</ml:id>
									</ml:apply>
								</ml:sequence>
							</ml:apply>
						</ml:sequence>
					</ml:apply>
				</ml:define>
			</math>
			<rendering item-idref="14"/>
		</region>
		<region region-id="1371" left="36" top="660" width="315" height="159.75" align-x="36" align-y="660" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<plot disable-calc="false" item-idref="15"/>
			<rendering item-idref="16"/>
		</region>
		<region region-id="1283" left="36" top="829.5" width="78.75" height="12.75" align-x="36" align-y="840" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="subsubtitle" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Other smoothers</p>
			</text>
		</region>
		<region region-id="1301" left="36" top="848.25" width="303.75" height="96" align-x="36" align-y="858" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">You may wish to consider various <b>
						<u>
							<link href="./regression.xmcd" title="Links to Section TOC" popup="false">regression</link>
						</u>
					</b> techniques as smoothing methods, since fitting a curve to a set of data amounts to finding a smooth function that approximates the data. If you evaluate the function at every original data point in x, you will get a smoothed version of the y data. In particular, the <b>
						<u>
							<link href="./regress.xmcd#loess" title="Links to section" popup="false">loess</link>
						</u>
					</b> function for fitting windowed piece-wise quadratics results in a curve that is more like a smoothed version of data than a classical polynomial fit.</p>
			</text>
		</region>
		<region region-id="1284" left="36" top="974.25" width="305.25" height="36" align-x="36" align-y="984" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">There is a built-in version of the moving average filter in the <b>
						<u>
							<link href="http://store.ptc.com/" title="Links to Web site" popup="false">Signal Processing Extension Pack</link>
						</u>
					</b>, available separately from PTC.</p>
			</text>
		</region>
		<region region-id="1282" left="6" top="1062" width="436.5" height="5.25" align-x="6" align-y="1062" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<picture>
				<png item-idref="17" display-width="435" display-height="3.75"/>
			</picture>
			<rendering item-idref="18"/>
		</region>
	</regions>
	<binaryContent>
		<item item-id="1" content-encoding="gzip">H4sIAAAAAAAA/4yQwW7CMAyG7aZbS9etu3AhSOUZeIIdENph2iT2ACiUAkVUTF2ROPLm3W8n
u+w0R3b+Ot/vRsmJiJGfyEy1QS228/W+c1+H9e7cta5PSGKMHGl74XqnLZog07b62Bzrqvet
ld8omqGYMF+8hWr5yty1+V7q6FjZKfKNA+tjwCKe/r/7OzzpO1fV84XRIxvAkp+JLQ+imG0E
U8kRWwNryYZtPEgnBkMDxB2Y2wuO7oURV6IMRCqMwCOZI/YMjNofwKg9B6P2R/0XxJMyEIUw
AvvrFu+Xtu6ayp38g6R67VfklhosE14uC6/5J3IpPwAAAP//AwARvY6sxgEAAA==</item>
		<item item-id="2">iVBORw0KGgoAAAANSUhEUgAAAToAAAAsCAIAAAB62OM5AAAAAXNSR0IArs4c6QAAAARnQU1B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=</item>
		<item item-id="3">iVBORw0KGgoAAAANSUhEUgAAATwAAAAuCAYAAAC1bKUiAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
DnNJREFUeF7tnbFv3LgSxu/+1le6dJnuIbjiYFxhLFIYRooATmHALgLYRQCnCeAUAeziASnd
vCJlSpc6fpQ++dsJSVHSyl7vjgEhuytyyBmJP81wSOXPJvz94X9uAbeAW2AfLADg+Z9bwC3g
FtgHC/yxD0q6jm4Bt4BbIEazbga3gFvALbAvFnDg7cuVdj3dAm4B9/D8HnALuAX2xwLu4e3P
tXZN3QJ7bwEH3t7fAm4At8D+WCAC7+1/3/rhNvB7wO+Brb4Hzj6cNRfnF83d97vm8dfjJEo7
8Pwm3+qb3B/G7ozk7oHTk9Pmx/9+jAKfA8+B58Dze+BV3wOr41Xz8/8/q8DnwPOb/VXf7O4B
ugfIe+Dq01Xz+FgOdR14DjwHnt8DO3MPIMwtQW+vgPfz+KBpTv7TnP39ZmcusHo4m9bv4uNR
c3d/2uBf96RexpN66WuA64/jNV3/EvQceDv0dHfgvQyUloSBA2/aNc1BbyeAt/rrbXP7z2Fz
NeC5bRoIS97oU2RvWr8lBtvp+6PoMR79Pe1GnmKX11xniWswxh6rd0cNjjF1tqUs5vTs304A
DyEqQlUM+JKxNw2Ebbmw7Mem9VtisN18XsUQ6bUOoue+5ktcg+fW4SXbs9lbB56HtNmHxBKD
zYE3zrNd4hq8JICeu20sWdG/ycCDV8UjpwRCTZbB5zHKqnx8PiqAaY6Hd/rXkx5z+1irn7aJ
vs9pV+0y1cNbHbdhCw4NNWsGG8qzbvw3yCrZYQrwjsK9s9bGBkIsKw9t1F4/lLN9qq0/Vpea
azCn33M97bH6jOnrpsrq4uRB4ClMMLh+HB/G8NEe+J2D7yIM4sd3bUZUD/yGc9mV0wE+vxL1
KAP1MVfH+uxbqj/6G+soEO6CnOYk3Udtw/YVsKKcVLvof0pH2OahyxKn+3sQbZsDO6CYq482
tV+1Weg4mL63WTg9br+umrMP7VxbLkubq0s5V59WEQq0H0Fn29LvKKP2Pj05atCXXB2UHwKs
ykPZUj/QFtq01xxQQB/YXk5GqT9TdbHXANcFfbm6XreV9hkPIdqM1wByirb8EmyZeJDksrRT
5W0KYmPkIIHBv1HAI4ww8AAFHC0AW3AABEgc4DPKAios1w7WtlwOek8Aauuql3cTvhOiOAeF
OcifIHkQ+2APJjMIKpZP97GFNPRKwY59RF9UP3xWWFsdFVaQjfPUD/3Tvtl2AcGnB8hBBJ/a
vz130JepAR4HUhzI4WbHdx74zt9TwEPiQcGG7/SY8JlAgBzqcnG5an/vAItz+K4HyrC8DlqU
wUDv2whQAlBjH4K82gQIBzz+ha7q5aFt9s1Crwce7IL+hwPA6W0W6qrs366fAGisLhZ4KZj9
dp9214f21+uF9vVa4zN04fW00EsBb468MaDaZFnuva0GHiCAgQXIlECAcrlsKepSjpXx5K0d
FL2c1jtaT06MDWlRP6UHIUoPzJahdwvg5C4GwWbLUGYJRoSabRewp965fitQa4DHwa2QWfOu
BGp2HR6BVlqfRwBYD6w2pOVAt16f9pHQAwyHBgehFQGZCV85kK331NftHg6p+vit19l4SnN0
SXnZBBT6m9KbduG1ZXn8nrNTBH7Cc0wBb468oeu01Hm8cAB/o4BXGkhtiNh6dqVO0wuy81Yc
1EOZ1hQUxgKPHmKunwQb+qRlhjxUlGVf0E/WJehhn5Jtcu0SZqV+w541UEX7OoBLc08cwDng
leZ/cjAaC7wSVHOAStlYw9LcNei9pwBFLbNmr8JyGkLD9rlmHi6nS6ouy+YeBha8NQ8oeub2
AZgC3hx5SwFtSC7esjISeGWQIcTCgBuCydSJdSqUqj8WeKV5RLRDXXQuT4FSSjJwTWBpHjB3
cVLtoiwhP7TOkOWGPDwOGAyM0o3SewoTdlrkBnkt8IZuYAV3yQuskaNlUgNcQ9qSvBqw5ern
gJySiYcUPXQbzmvIy7Zo85KHl+tXCXhT5I29Hpsqj1dLjQLekOeVG6y2w0PAAzAwsDlHxQXF
DOU2AbwhIKR00QTJ1IuAuTjAVnWDF8n+5GxY67kN2Zb9rgmxULY0gJmds/NB9Po2BTzIYwKF
bWGOje0zmVB7TRBic/FzLy+EhgRHEXgmqWLbHALeFF1yMnMedMr7Y6IDkMyFwWOAN0de7XVa
otxWAQ8wKGU/mRRhSKzQGuvhvQTwGPLnMsrwzhi6Wu9w24AXB1Uiu0tYwHPkPM+UcDh6bwFM
paxiTBx0iYsaDw+AHMoUMyS1e0drwuHSA2KOLjngAfpMLCkcUiCMuneJqFTGG+dwvWqztHPk
LQGyWplbBTx6N7mlK4BUbmJ+24Gn3iG8V7v0BN4r9Qfcthl4MWTqYIfBaEMqDG7NAE8FHgdo
HIhmbR/aVOjWAI8wg1ybhcUAxm8KhdQc3lA7Wa+2g80UXUpeYyqszSWLoA90jFnZ8KDQ7Lg+
WKxtSi8PmCKvFk5LlNsq4NXOUzFx8Jo8PCYjUktd9MK+Bg+vev6vW+owBXhrSy8KSQKGVkMg
go05qEshHcC66ZB2ri4l4BHizFLnki418KBHrkuJUK8EvJLcnLyavixVZquANydsK3l4lAsj
1s5xzUlaoB2rC9sdSmTk5vAYxtussb0xUg+D1M3DcAgeQs1Nq9CaO/+XS1ro75oVLfWvNtTU
gTu0s2DTwJurSwl4BDSTT7lML+csS4u0c/3MrcNDv6bIWwpmNXJfJfDGzuFtCngKsqEs71Tg
cZ7PgpGeX8lDHLUsRTyZ0qLd1LKUauB167pqPbwpwOvnsQaSCbXAi9nPxPvfasGaglMt8O4+
hV1G929iqKmDdygRoiEs5++sF1uzjGQM8Ibkrf4JO7KuD5uH+9ZjroHRc5TZKuDpLo6c8k8L
cNdf4vm0zm190bJdEzfHw0OfCB7IyW0B404TXRxNkCFsz9Vr+9ruRLHAU5m5hce65W8oKaMh
Xm5pga6mV2j13mG4kXOwjINH5vnWJtUzoS4HLmQqeHIhKMr1O0IqgNfPCWYW3569C7C5XiCk
FYiWdHn49nYS8BjWI7xVG6YSGaXQn+GxXaqUXHg8kCw6PQ7w/hZ2PN23UwnPAbOaNrYKeDqx
D/jp0g0MZs7x5daa6XnU1b2yqb20JQPlQkvtI+CEfmk/Namia+YAuZotadTBAg/1dduabi2D
nlO2lvVLC7i1LAwYLtMY2lrWT+53mVJdmsJzuUXLdlsa6vZb0QRcmjFd28YlW6HYRs0cnoLa
bqUD9B+/h62B39/0oNb7Y46HBzlzdBny8DhvV9raZneKrC0lwpY/yeBaj7zk8aa2JUZdvx41
j/eHEXhWXg2YliqzVcCDkgBK7uUB3JSf89Jym/p1IfRcD499LC2fwbmUh1Xa/M+XIpTWMpZe
3IA2p7w8ANBLLf2Im+i7F3Wm9tLCA4vhU2ppSviNAypV1wKAAwrQsrs+ICe3NAXt25AWXtrV
+/a4CMeqS3jE/obvt5fh6Ab3jxBuYUAi7MK/AN7D53aQ4kB5DryzE5QLYdrX9ne0s+ZBob2T
0O55K+vu+vcyN5dBRvDiKD/Ku++2cyFret6eU3ijHciiTISKbBdeFPoCHe++tHUh8+oyvd0s
vrwg6E6d0fZTX1qPnHCCTNgP8imXtuxt8r61x5qMTh/YFvZE31Ge9oe82rfKLAG9KuAt0fCQ
TAxuQINH6dVQVpa+kmpMvaE+pc5rH2vCyP5mEd3GvhqK0J1im5yOa694Gni902/2zrxaqsae
3Lw/tPm/pn93lwFWX4LX/SkMtPD54XMIqcJ3gCGG8B/b83HQhQGNz7++hodTGLisizr4zAP1
UB9leQ7y8R1lqGM8f92WwWceNx/aMhEcnQzUx/wW2sZvBAD7QJn8rvLYf5XJ/gAw0av6ctiD
3l4D6kLd0Qf2g/qgP9RDbYnfCD2AV/tFOXhgxMXV4QGhfYUd9HvNvbFEma0F3hLKusxx73t7
TfbCQMSAuj1/glD/WwAdvQwMWhypAWghRv0JSvWu+t86D5IwI1wjNAIA8TvkEF7qGUaPULxQ
BR77rpBBXYJVgYe+nB63yRZ4eCWwKPB6eHW2Qz38Bj3RF8jtH9Bd2/R6aT8CHfWoLz6zHXrD
Ods+9z3mwNuhtx0/982zTe1xgGGgMqSlV6WeGKFBcGh4lRuUBJHK5W8EXKquAoyA1P4BeBom
annVR+1Mr0qBh7J9wuFzCKk7LzZ1fXJyrT4a0iK0pd0IPFsebQGUkB8XcXdeMT1tgPslQ1na
woHnwNuaDNocgPZhZ/CqFExxLi+AhbLVw0G4ZmGicLShJaBlZRNYQ8CLr44K9SGfISjhRWhO
BV6c5+vmUq8+1nl4Vk8FWPTWutCcoT2/l4CnttTrwWkGB57DZidgMwdUm6rLOSU7kBV4Gmaq
16bzcKzPAYt/ESbrXCDn9TQcHQKeej9sz4bVKeAplNF/hs6QcXveLv24+/a0p1ZDyZKHh/BT
z/fhaPDS6BkzXEU56+HRJmsheni4QAfqSk8THqKdbtjUdR8rxz08h+7OQJdeCDy6GOZxoHVz
UTrvpBPz9NJYH+XohWHwUg4GM+Ti6M/LHF7Oa2rh1EITslEfoKAMeqA2acH+0LPkec5TIgOK
JAUyosxw1wKPAIqZ6y6Zg/bQV/SHXhn1Zf/p4dEmACW9XvbXAk/113nBsbDaRHkHngNvZ4Cn
EKEnhAGmc0o6l2Tn+DDQ6emgHAc3w1HNwAJW6t3UeHg264q21IuywLP6EFJMntx8DB4esswh
I2pDdl1Skwo10RYfAJzPVH1wjvqin5rhhryUTQg/esA6l4jyFvCbANhYGQ48B97OAG/szb+P
5XNJi32xhQPPgefA26N7wIFX8X9a7Av9Xc/dXafn17a9tg48B557OHvk4ew7+DifqYuo98km
HtL6YHfg+z2wN/dAD7z+v+X2D24Bt4BbYIct8C+JHiTbIbchGAAAAABJRU5ErkJggg==</item>
		<item item-id="4" content-encoding="gzip">H4sIAAAAAAAA/+yZC1xUVR7H/4OIQ4KCoIuPFAiNLF3EB6jkGSUI0+ShISoqAqNgCj4wMcu9
qLVmZZirkRWNbT5yyURdIR9z70AovkkTNE3HN9XaQ0szE/ace36MKFm5n89+9rOfj2c+3/nO
uf9z7nnee2c+40ZEBs5Qzn36Zyf+7pw1zWxuSyIFc4yTU6KTJ5pTsvQjFMcJ45VMjYLftREp
zsFjvudqHOw+RY+7IN8k2Kk5UaoLUWPnVBpHWRwyyjoursH6KYyiWdGka3j80IipA7PMkw36
SdzEieofcOc01YsazVPjzBPSMzMa64EeonZqZoo85qwf6+0Yisv0tCkDMrNlzwdzmvADcY6x
PMlJEBHeyBXu5dyicIJslMbwNjz5ZydyctMnqoWjpf5ZWdPSk2dkmWXRPpzmVD+59/G/JS+7
S67N9I658QGHZ05OzhRDlBEP0T1++OYRccIwH6L53CN4O9O4TZzaWlGaF42eZA6flG7OyNLr
GORiyg7p77xuxQFP+4rCNqfottSPGlFNrSu51Dt2s7bsjhPyNbWiRZlq76X/q3SDUwOcsQ3F
mjcRl5LYjyQv/Zr/cT/vpf9OiqNM/soiX4qgDO5pNOv2W8FvplZ8x9SdS9wPcqinwd/zmOcS
hdzjdzRuU79srnGAV9POOw2NxH2qmTwWzlsX7Zr19+l31bZILfhdqP54/mi9q+7SThRNk3jr
MXzkZt5+kP7648mHnAziHng37YtnkvddtPF76T8Zf10SfRfrJtbkt67/piSfumLaxNKJZ48H
x5PEGhB5kRxTSxJ7guhPpD9eqDVHbALxfaEd535Oe04Hji/HjyMehA9wAjgdOZ04D3ICOQ9x
OnMe5jzC6cLpyvkzJ4jTjeS3kO6cniTvU724QzihdO++9XupMV/Rcr647+BBf5++6sZ6u0NP
TtgeQ8ixdb1BKqXru6a7Qe4UJ1SpqrfLxG4p5vxQ+6s7VG+mP78C0/mXwEm3BfMOzPHONjxh
+JV6t6Qrd3Fuo4e0hZ+b6AmDntfyxGanbMMoQ12ciH8+R7RJbP1hr+zqllLhuepVsgQcaPxp
3bchY70x1zW4k5PboMffMXwwoRewB+wN+8DtYF/YHw6AO8GBcGf4EbgrHAR3g4Ph7nAPuCfc
Cw6BQ+HecB+4LxwGPwr3gxlsklZg6o88TAOQhykceZgeQx6mCORhikQepseRhykKeZgGIg/T
E8jDNAh5mAYjD9OTyMM0BHmYopGHKUbaBCuwBlMs4rACazDFIQ4rsAbTUMRhBdZgGoY4rMAa
TE8hDiuwBlM84rACazANRxxWYA2mBMRhBdZgGoE4rMAaTCMRhxVYg2kU4rACazAlIg4rsAbT
aMRhBdZgGoM4rMAaTGMRhxVYgylJ2hc2wUmwAltgDbbDNA71YSUZ9evysAXWYDtMKO8Lm+rq
J996PguswXaYUlAfNsFJsAJbYA22w5SK+rAJToIV2AJrsB0mM+rDJjgJVmALrMF2mMajPmyC
k2AFtsAabIdpAurDJjgJVmALrMF2mNJQHzbBSbACW2ANtsM8ze397C8nVr3L8r9dvWNQyC6W
6Nv/+5S9+1jcg5aX1p86ytYdGftMdPtKtsdj55biV+3s8qKhWQFvnGT+i2ZMbetuZ3kZLeZp
u0+xHp69wrbHVbNOZ+fl71t7hmWKwyvOsAEHxh++MPECC34qqPMHXtVs/IKU0ccjz7FavxtX
ZtjPs9cTa8J/vniGTeClHr5yge1vHft52+fOscVzrveZsv886xLe7uvTvc6zgg9FR04zj4Te
m8qfsbOXDp6wN11yis2dHvm3Ky4nWWHM08tnvn2Cvbcp5KeS1Er2lbPo0T4mRvHl0oPsL+J0
C0pY+1YTn7y8qLTueXnHlE6ZOc5lqurxZdFHjS5sU18r+TEw8bXdqnN8sy4b3tmprqjs8W1o
xAGHty3Lbf5sr0OqSwtvtuP4UfXcpQ4HM8dWqUdyRAcr1UbZTQMC53ym+qZ8M3JAv+Nqofqv
/LBHjqjP9vpHv+GjDqvn2fsnrc2Oq2d25m1dlntMFaNuox1SZyWs6bmvb6V6ab0Y4F5VzmeV
GtlxhtNy4x41t9vMLn4dPlNXV0d1rfUrU5P4arWa+KlaWTa5h1KkqaWHHja3Pl2u1o3rsGua
/6Tsteq5Cv9j1+aUIJ7XYD6MBe1GpvZV2YS32h7yWraelYtuNd/ATF7jeJUyFvBGbe6c61uY
WMW3PfexspoNsy+tL2dPF41OW3eomC3sIAa6nxW3f+Hr2OIdrEdV+vsrL21mrOeYLQPddrOX
b5ivnh23i4nRF6oVbNaXnboZC/ayji45S8NfrmBH918demblVpbTqeTF1cNL2NiHxA7UWMDH
v/z1h2NFTM7nXhY0eNV9kR3L2PV1xpqi1//JSrcmfjIzeRkrFctVUsaqvgg77Bfyd/aOIk5U
5Bjn8xUbR/z48Rb25iFzt8Jra1j0A12WFj3wCvOdvf36me1rHeUujo9kbYaks1FNN1bsT49v
ME/6MrS1ql31Da055jlKff7+0AmfqHIflqm316sV0xVTqrbWN9R2Rzxan+CtDcrfngwnnFwX
dih1lNO3y6ib7WeJy2Lsmjue57nis8VD+9xc95aLx7XMTF3H9vUd8unixHz282P5AaO7v3nH
68Qv7PPQ5C6bG+6b89Xfz35rHbuYE59U/tUq1mx+qsGreCmrEpfJ4+85yodMnaaGxxYztyUf
zI0duJ2dmLpw0dlLKrs2Xmy4Fx3llm1wm1rw8lZm8sn+5tHEDY7jbx//Nsa7emOD9nHdshD7
5VLjqULWvm1O9mjVwloOX/r8cOd3mfOFVwIvuuezt6a9MPPjBR+xMXy3Rg1a2eA8e1ZEbL58
YxOLLDx+cGJUgSPe+2Brn1kj5rHKD/OXnAhpOP5++gW7kfksFTnxw6buN7zT7UV/J33Gr9Rt
6hcB4oK4uR/KZx/ePX/sWhbxY6UW77qM8ck5lkaq2r5meUFs88WO/jyn3zCKGqz//l8mNvPY
u+LmPC4c5jPK+N4d13nv6EHlTR69834Us3fu4hpH/YyMwdEJpwtZsn5jXMleE4+LWkuD+gbH
1NTU3sKsn7SAWR5WiQ/wBYGAbJIgq8Rok3gAH+ALAkEQCAUmEAViQAJIAqFWSZpNYrJKosAU
myTGKsm2SRKskiSg2CQLQJpVkmuTTLFK8mwSC8i2StbYJOuBYpUU2yQaWGCV5II8YAFrwHpQ
bpMUWyUVNolmlRyxSeygGpRbJd/ZJBVWyRGxRiI1Dxa/0BX5q99AHr/214wn/pppIf+a8RQ/
9r1kPU9Zz7tepGX9CM//GwAA//8DAOUAwPFKGgAA</item>
		<item item-id="5">iVBORw0KGgoAAAANSUhEUgAAAJ4AAABOCAYAAADRu69UAAAAAXNSR0IArs4c6QAAAARnQU1B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</item>
		<item item-id="6">iVBORw0KGgoAAAANSUhEUgAAAHEAAAARCAYAAADqikOKAAAAAXNSR0IArs4c6QAAAARnQU1B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</item>
		<item item-id="7">iVBORw0KGgoAAAANSUhEUgAAAEIAAAAYCAYAAABOQSt5AAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
AShJREFUWEftV8sSgyAMpP//0VU7gQkxb2wPKcx4EEHCZrMLr/fZ2m6tXUBUbGdu1W3R7yWB
sEDoCOFxGwhApRwQHBuuvv7QeunjywNx0wKiHSWBkNiAWSAypppjeBlABXOXBpRKOSDggDiI
rjHkr+wzDARnMbjPe0jJas7T/x9uILkE7fcoanZz3nmSx0ue7/0vFkRrjZtGTHXzw6uIhxGe
MVGQBljcRAs9i0XeYPA6XC3TpHBxRWLV4hJdI4o+1RMrQG6T7GUIsdIrfN5ETAldZURmUWpx
0jsFUzwVwl0iG8tnfU2QIqxYYYTm/ZpmPalnExAS4itIS3O1+pc2SC3xK0BkzxER1nDs0/ye
xqSJpaVJVjJLHrGtTbO6mJlUcc5mBGR1AwFAHNeA8TfhPQyjAAAAAElFTkSuQmCC</item>
		<item item-id="8">iVBORw0KGgoAAAANSUhEUgAAAEEAAAAYCAYAAACldpB6AAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
ARFJREFUWEftl8EOxCAIRLf//9Hb2tSERYYh6h6Keqza4GMY8fhe47P6KBCyjSun7pH0vL/6
hXQYgHokuW5DKHbwwmTDkJEK2Pf0EAqAZSB4XsDm0ivhaQHMEqpwNoRsxoiybpXDcldkGEJ1
0R9Cj7NGG5De63b2/5uOUHWQbsfIiPUe0tvnXWFyXy8oK7k6nsYYtRL+cfAmCNLrew4/Iz4I
IUI+sgYFKRVgyTdSllEVMVBDEORjRMqOBWcd0HzYCIV4dT6SjFtlFqXRn1LyzKgMQ0Z+xYCz
WKZBsFTAWlVkesiTUitBuzeDUOdnGrjpCVGJjZRNxBj1GmSg0XihSUdqJvuaVA+o3mRtCBlf
kT1qOAEb58JmCBCtQwAAAABJRU5ErkJggg==</item>
		<item item-id="9">iVBORw0KGgoAAAANSUhEUgAAACgAAAARCAYAAACvi+4IAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
AKNJREFUSEvtlUsOgCAMRPHu3huFgCn9q4t2gQmJHwqPmQGPWs9aMl8NMHMrmeG6uxtQidAd
fRKv9m62UAUhxHQRA/c+kRZzCkKeBXCRFcs8nrnFWJNoAmi189uiICyQ7qUJYXZwjrQaadFu
wD8KWfGxxiYZfKiBpdYgMOCcil8tHn84ukneWmupFA7oVRiDcjnFDoSeg17lQ89BD+QG9Kik
9bkAJxQofYd73coAAAAASUVORK5CYII=</item>
		<item item-id="10">iVBORw0KGgoAAAANSUhEUgAAAD4AAAAlCAYAAAAa0FocAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
ARBJREFUaEPtmNEShCAIRev/P3rXdnLHECTJVASfmt0YO/cCUvsnrM3iOsAtrs0i9C/LHXxh
BUILy+iWd/yANgl+nlrzOJ46Ea+jM5RL0mqczvH0gahrKWwapwIce0gIkWbIneyYFhymfQuX
p3YcNh7Obakg0zneAxw2zije8uc4lSUOLq0frXEXx7EBotRw3mpGPcT8g5emJw4QO1e5mB5w
pT1Qx9/utpRQvX7P3selI6Q7Pjp/K/a/XePo9IO84FfsPfRWP8eHyj9gc1WOU3O3RDc14LDH
PJ0T1IBDVx1ckuchRqXjT93OJjeheN3DTIK3gFbneMtP0GpqvPaTMld/asA5kNr/HbxWMe33
m3X8C4MrRI2oEeFMAAAAAElFTkSuQmCC</item>
		<item item-id="11">iVBORw0KGgoAAAANSUhEUgAAAFQAAAARCAYAAABD/oseAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
ASBJREFUWEftlm0PwiAMhOf//9G6mbGU7q6tUA1B+GIicBxPX9jjuY9tjTwCB9A18ghseVJL
6V3tC0MugamB7o2R0rLmooiRxrRAPZgRoC1rpgTaAgJlZUTn/Eq6tldAi8Dx60U4WhZyndQv
/5ez5HnyfD2vvaF55k3ram/Ig+bA2Fx38y5mgZOXQWCQYW0aAb9FXfRCth8Fy9L2dLQHy5Oc
gxkqIbdkopUh7JIRiJFsYZWF9n4a8OIRZektQ72IsB6DsjQTqFWmurrQHVhy/F2GeiXG5iMZ
avVdBJr1fvg+sB5q9UTrwfIeBFa2SNPqt6z8LG+RR0mvsfxC+Jk9chStloD3eK/A9giNvPdX
UG8ZPDKUXm/fhgrbVK/ptb8m8AI1CdYobnypyAAAAABJRU5ErkJggg==</item>
		<item item-id="12">iVBORw0KGgoAAAANSUhEUgAAADEAAAARCAYAAAB0MEQqAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
AKhJREFUSEvtleEOgCAIhO39H7rU5cYuQHDRYpOtHzkKP+6U46xRskeDyB4lO0B30oYwdqAe
uXbu+kPDuy6VC1eC2/h9mTyAtHWtX+EQWHxAeeHMELQAFjE6Z5oWCsH5UwKhuZKvORr6v3Al
xgbeVuNXECtKSJ3Hhs3yWIXxytPep4YXEjgFQuyE3vZ4Xb05yIzAWZFmTqyq5/nu8znh2Zw1
d0NYOxWddwG1qTFrHBN9NgAAAABJRU5ErkJggg==</item>
		<item item-id="13">iVBORw0KGgoAAAANSUhEUgAAAEEAAAARCAYAAACCecGyAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
ALhJREFUWEftl0ESgCAIRe3+hy6tbJBQAXFR6Ew7/eiDT7rtcQTvI0HwPoJ3AKcTFgQEIbYG
UyZJL3+mwgZi8Ky2pwabw0CtAY9wwIlxCeH+Iz4cCwi1bGmyaFEJWWOGpUg7cAJBj/f8PgqB
0tcko2abak+YFQSXH9fPXJCS5OTYagiSYNwDtIBYaLipBG5lwXnNnkBZQmuTVt8oNkHcT/Da
Xg+SgHhpSxb/de60e8KXgC0I6wF11esBII88mKRAsl4AAAAASUVORK5CYII=</item>
		<item item-id="14">iVBORw0KGgoAAAANSUhEUgAAAaQAAABOCAYAAABv5GJlAAAAAXNSR0IArs4c6QAAAARnQU1B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</item>
		<item item-id="15" content-encoding="gzip">H4sIAAAAAAAA/4xTzW7TQBCeTezYcZO4LUkhdVK3DT83FKwKRE8BBYREoVJ6AXGI3MQkRk0T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</item>
		<item item-id="16">iVBORw0KGgoAAAANSUhEUgAAAaQAAADVCAYAAAAYRYTlAAAAAXNSR0IArs4c6QAAAARnQU1B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</item>
		<item item-id="17">iVBORw0KGgoAAAANSUhEUgAAAkQAAAAFCAMAAACTpQOIAAAAAXNSR0IArs4c6QAAAARnQU1B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</item>
		<item item-id="18">iVBORw0KGgoAAAANSUhEUgAAAkYAAAAHCAYAAADtRoKMAAAAAXNSR0IArs4c6QAAAARnQU1B
AACxjwv8YQUAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAA
AH9JREFUeF7t2MEJACAMBMHYu31rJCJagxOwgWEfh23khSNAgAABAgQIEIhYw8gRIECAAAEC
BAjkZxEEAgQIECBAgACBEjjDqOfnkcdAAxrQgAY0oIHfGrhHoR8jE5kAAQIECBAgsAUMIykQ
IECAAAECBAwjDRAgQIAAAQIEXoEJnoPNhTHUJJ4AAAAASUVORK5CYII=</item>
	</binaryContent>
</worksheet>