<snapdata remixID="14420641"><project name="Instrument Classification Exploration" app="Snap! 10.7.2, https://snap.berkeley.edu" version="2"><notes>Record two tunes or musical scales on 2 instruments and train your own neural network with them, so it learns to distinguish between them when you later play other melodies on them.&#xD;&#xD;This project uses the Neural Network Library blocks that utilize Snap&apos;s prototypical list-dictionary type data objects.</notes><thumbnail>data:image/png;base64,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</thumbnail><scenes select="1"><scene name="Instrument Classification Exploration"><notes>Record two tunes or musical scales on 2 instruments and train your own neural network with them, so it learns to distinguish between them when you later play other melodies on them.&#xD;&#xD;This project uses the Neural Network Library blocks that utilize Snap&apos;s prototypical list-dictionary type data objects.</notes><palette><category name="Neural Networks" color="161,163,0,1"/></palette><hidden></hidden><headers></headers><code></code><blocks><block-definition s="plot bars %&apos;data&apos; fill %&apos;width&apos; center %&apos;switch&apos; clear %&apos;clear&apos;" type="command" category="pen"><comment x="0" y="0" w="120" collapsed="false">draw a list of numbers as  vertical lines distributed evenly across the stage.</comment><header></header><code></code><translations>de:male Balken _ gefüllt _ zentriert _ wische _&#xD;</translations><inputs><input type="%l"></input><input type="%n">0.8<options>single=0.8&#xD;pan=1&#xD;overlap=1.2</options></input><input type="%b">false</input><input type="%b" initial="1">true</input></inputs><script><block s="doIf"><block var="clear"/><script><block s="clear"></block></script><list></list></block><block s="doDeclareVariables"><list><l>slice</l><l>pos</l><l>pen size</l></list></block><block s="doSetVar"><l>pos</l><block s="getPosition"></block></block><block s="doSetVar"><l>slice</l><block s="reportQuotient"><block s="reportAttributeOf"><l><option>width</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block s="reportListAttribute"><l><option>length</option></l><block var="data"/></block></block></block><block s="doSetVar"><l>pen size</l><block s="getPenAttribute"><l><option>size</option></l></block></block><block s="setSize"><block s="reportVariadicProduct"><list><block var="slice"/><block var="width"/></list></block></block><block s="setXPosition"><block s="reportVariadicSum"><list><block s="reportAttributeOf"><l><option>left</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block s="reportQuotient"><block var="slice"/><l>2</l></block></list></block></block><block s="doWarp"><script><block s="doForEach"><l>item</l><block var="data"/><script><block s="doIf"><block s="reportVariadicNotEquals"><list><block var="item"/><l>0</l></list></block><script><block s="setYPosition"><block s="reportIfElse"><block var="switch"/><block s="reportQuotient"><block var="item"/><l>-2</l></block><block s="reportAttributeOf"><l><option>bottom</option></l><block s="reportGet"><l><option>stage</option></l></block></block></block></block><block s="down"></block><block s="changeYPosition"><block var="item"/></block><block s="up"></block></script><list></list></block><block s="changeXPosition"><block var="slice"/></block></script></block></script></block><block s="doGotoObject"><block var="pos"/></block><block s="setSize"><block var="pen size"/></block></script></block-definition><block-definition s="object %&apos;fields&apos;" type="reporter" category="lists"><header></header><code></code><translations>de:Objekt _&#xD;</translations><inputs><input type="%group%t%s" irreplaceable="true" expand="$nl&#xD;:" initial="2" min="2">$_field&#xD;$_thing</input></inputs><script><block s="doDeclareVariables"><list><l>data</l></list></block><block s="doSetVar"><l>data</l><block s="reportNewList"><list></list></block></block><block s="doWarp"><script><block s="doForEach"><l>assoc</l><block var="fields"/><script><block s="doReplaceInList"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/><block s="reportListItem"><l>2</l><block var="assoc"/></block></block><block s="doTellTo"><block s="reportEnvironment"><l><option>caller</option></l></block><block s="reifyScript"><script><block s="doSetVar"><l></l><l></l></block></script><list></list></block><list><block s="reportListItem"><l>1</l><block var="assoc"/></block><block s="reportListItem"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/></block></list></block></script></block></script></block><block s="doReport"><block var="data"/></block></script></block-definition><block-definition s="clone %&apos;parent&apos; %&apos;fields&apos;" type="reporter" category="lists"><header></header><code></code><translations>de:klone _ _&#xD;</translations><inputs><input type="%l" initial="1"></input><input type="%group%upvar%s" irreplaceable="true" expand="$nl&#xD;:">$_field&#xD;$_thing</input></inputs><script><block s="doDeclareVariables"><list><l>data</l></list></block><block s="doSetVar"><l>data</l><custom-block s="object %group%t%s"><list><l>...</l><block var="parent"/></list></custom-block></block><block s="doIf"><block s="reportNot"><block s="reportListIsEmpty"><block var="fields"/></block></block><script><block s="doWarp"><script><block s="doForEach"><l>assoc</l><block var="fields"/><script><block s="doReplaceInList"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/><block s="reportListItem"><l>2</l><block var="assoc"/></block></block><block s="doTellTo"><block s="reportEnvironment"><l><option>caller</option></l></block><block s="reifyScript"><script><block s="doSetVar"><l></l><l></l></block></script><list></list></block><list><block s="reportListItem"><l>1</l><block var="assoc"/></block><block s="reportListItem"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/></block></list></block></script></block></script></block></script><list></list></block><block s="doReport"><block var="data"/></block></script></block-definition><block-definition s="field %&apos;field&apos; of %&apos;object&apos; %&apos;inputs&apos;" type="reporter" category="lists" space="true"><header></header><code></code><translations>de:Feld _ von _ _&#xD;</translations><inputs><input type="%anyUE" initial="1"><options>§_dynamicMenu</options></input><input type="%l" initial="1"></input><input type="%mult%s" expand="$_with inputs"></input></inputs><script><block s="doDeclareVariables"><list><l>syntax</l><l>value</l></list></block><block s="doSetVar"><l>syntax</l><block s="reportTextSplit"><block var="field"/><l><option>blocks</option></l></block></block><block s="doSetVar"><l>value</l><block s="reportListItem"><block s="reportIfElse"><block s="reportVariadicEquals"><list><block s="reportListItem"><l>1</l><block var="syntax"/></block><block s="reifyReporter"><autolambda><block var=" "/></autolambda><list></list></block></list></block><block s="reportListItem"><l>2</l><block var="syntax"/></block><block s="evaluate"><block var="field"/><list></list></block></block><block var="object"/></block></block><block s="doIf"><block s="reportIsA"><block var="value"/><l><option>script</option></l></block><script><block s="doSetVar"><l>syntax</l><block s="reportListAttribute"><l><option>flatten</option></l><block s="reportTextSplit"><block var="value"/><l><option>blocks</option></l></block></block></block><block s="doIf"><block s="reportVariadicOr"><list><block s="reportNot"><block s="reportIsA"><block s="reportListItem"><l>1</l><block var="syntax"/></block><l><option>command</option></l></block></block><block s="reportListContainsItem"><block var="syntax"/><block s="reifyScript"><script><block s="doReport"><l></l></block></script><list></list></block></block></list></block><script><block s="doReport"><block s="evaluate"><block var="value"/><block var="inputs"/></block></block></script><list></list></block><block s="doRun"><block var="value"/><block var="inputs"/></block><block s="doReport"><l></l></block></script><list></list></block><block s="doReport"><block var="value"/></block></script><scripts><script x="10" y="467.49999999999994"><block s="receiveSlotEvent"><l>field</l><l><option>menu</option></l></block><block s="doReport"><block s="reportListAttribute"><l><option>sorted</option></l><block s="reportListAttribute"><l><option>uniques</option></l><block s="evaluate"><block s="reifyReporter"><autolambda><block s="reportConcatenatedLists"><list><block s="reportListItem"><l>1</l><block s="reportListAttribute"><l><option>columns</option></l><l/></block></block><block s="reportIfElse"><block s="reportIsA"><block s="reportListItem"><l><option>parent</option></l><l/></block><l><option>list</option></l></block><block s="evaluate"><block s="reportEnvironment"><l><option>script</option></l></block><list><block s="reportListItem"><l><option>parent</option></l><l/></block></list></block><block s="reportNewList"><list></list></block></block></list></block></autolambda><list></list></block><list><block var="object"/></list></block></block></block></block></script><script x="10" y="709.8333333333335"><block s="receiveSlotEvent"><l>field</l><l><option>edited</option></l></block><block s="doDeclareVariables"><list><l>value</l></list></block><block s="doSetVar"><l>value</l><block s="reportListItem"><block s="evaluate"><block var="field"/><list></list></block><block var="object"/></block></block><block s="doSetSlot"><l>inputs</l><block s="reportReshape"><block var="inputs"/><list><block s="reportIfElse"><block s="reportIsA"><block var="value"/><l><option>script</option></l></block><block s="evaluate"><block s="reifyReporter"><autolambda><block s="reportDifference"><block s="reportListAttribute"><l><option>length</option></l><l/></block><block s="reportListAttribute"><l><option>length</option></l><block s="reportTextSplit"><block s="reportListItem"><l>1</l><l/></block><l><option>blocks</option></l></block></block></block></autolambda><list></list></block><list><block s="evaluate"><block s="reifyReporter"><autolambda><block s="reportIfElse"><block s="reportIsA"><block s="reportListItem"><l>1</l><l/></block><l><option>list</option></l></block><block s="reportListItem"><l>1</l><l/></block><l></l></block></autolambda><list></list></block><list><block s="reportTextSplit"><block var="value"/><l><option>blocks</option></l></block></list></block></list></block><l>0</l></block></list></block></block></script></scripts></block-definition><block-definition s="add %&apos;fields&apos; to %&apos;data&apos;" type="command" category="lists"><header></header><code></code><translations>de:füge _ zu _ hinzu&#xD;</translations><inputs><input type="%group%upvar%s" irreplaceable="true" expand="$nl&#xD;:" initial="2" min="2">$_field&#xD;$_thing</input><input type="%l" initial="1"></input></inputs><script><block s="doWarp"><script><block s="doForEach"><l>assoc</l><block var="fields"/><script><block s="doReplaceInList"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/><block s="reportListItem"><l>2</l><block var="assoc"/></block></block><block s="doTellTo"><block s="reportEnvironment"><l><option>caller</option></l></block><block s="reifyScript"><script><block s="doSetVar"><l></l><l></l></block></script><list></list></block><list><block s="reportListItem"><l>1</l><block var="assoc"/></block><block s="reportListItem"><block s="reportListItem"><l>1</l><block var="assoc"/></block><block var="data"/></block></list></block></script></block></script></block></script></block-definition><block-definition s="Initialize Neural Networks" type="command" category="Neural Networks"><header></header><code></code><translations></translations><inputs></inputs><script><block s="doSetVar"><l>Layer</l><custom-block s="object %group%t%s"><list><l>inputs</l><l>thing</l><l>weights</l><l>thing</l><l>setup</l><block s="reifyReporter"><script><block s="doSetVar"><l>weights</l><block s="reportRandom"><l>-1.0</l><block s="reportReshape"><l>1</l><list><block var="out"/><block s="reportVariadicSum"><list><block var="in"/><l>1</l></list></block></list></block></block></block><block s="doReport"><block s="reportEnvironment"><l><option>object</option></l></block></block></script><list><l>in</l><l>out</l></list></block><l>solve</l><block s="reifyReporter"><script><block s="doSetVar"><l>inputs</l><block var="sample"/></block><block s="doReport"><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportMonadic"><l><option>sigmoid</option></l><block s="reportVariadicSum"><block s="reportVariadicProduct"><list><block s="reportCONS"><l>1</l><block var="inputs"/></block><l></l></list></block></block></block></autolambda><list></list></block><block var="weights"/></block></block></script><list><l>sample</l></list></block><l>learn</l><block s="reifyReporter"><script><block s="doSetVar"><l>delta</l><block var="error"/></block><block s="doReport"><block s="reportVariadicSum"><block s="reportVariadicProduct"><list><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportVariadicProduct"><list><block var="inputs"/><block s="reportDifference"><l>1</l><block var="inputs"/></block><l></l></list></block></autolambda><list></list></block><block var="error"/></block><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportCDR"><l/></block></autolambda><list></list></block><block var="weights"/></block></list></block></block></block></script><list><l>error</l></list></block><l>reshuffle</l><block s="reifyReporter"><script><block s="doChangeVar"><l>weights</l><block s="reportMonadic"><l><option>neg</option></l><block var="weights"/></block></block><block s="doChangeVar"><l>weights</l><block s="reportRandom"><l>-1.0</l><block s="reportReshape"><l>1</l><block s="reportListAttribute"><l><option>dimensions</option></l><block var="weights"/></block></block></block></block></script><list></list></block><l>delta</l><l>thing</l><l>adjust weights</l><block s="reifyReporter"><script><block s="doChangeVar"><l>weights</l><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportVariadicProduct"><list><block s="reportCONS"><l>1</l><block var="inputs"/></block><block var="learning rate"/><l></l></list></block></autolambda><list></list></block><block var="delta"/></block></block></script><list></list></block><l>learning rate</l><l>0.1</l></list></custom-block></block><block s="doSetVar"><l>Neural Network</l><custom-block s="object %group%t%s"><list><l>layers</l><l>thing</l><l>learning rate</l><block s="reifyReporter"><autolambda><block s="reportListItem"><l>learning rate</l><block s="reportListItem"><l>1</l><block var="layers"/></block></block></autolambda><list></list></block><l>setup</l><block s="reifyReporter"><script><block s="doSetVar"><l>layers</l><block s="reportNewList"><list></list></block></block><block s="doFor"><l>i</l><l>1</l><block s="reportDifference"><block s="reportListAttribute"><l><option>length</option></l><block var="topology"/></block><l>1</l></block><script><block s="doAddToList"><block s="evaluate"><block s="reportListItem"><l>setup</l><custom-block s="clone %l %group%upvar%s"><block var="Layer"/><list></list></custom-block></block><block s="reportListItem"><block s="reportNewList"><list><block var="i"/><block s="reportVariadicSum"><list><block var="i"/><l>1</l></list></block></list></block><block var="topology"/></block></block><block var="layers"/></block></script></block><block s="doReport"><block s="reportEnvironment"><l><option>object</option></l></block></block></script><list><l>topology</l></list></block><l>set learning rate</l><block s="reifyReporter"><script><block s="doIf"><block s="reportVariadicNotEquals"><list><block var="alpha"/><l>01</l></list></block><script><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doReplaceInList"><l>learning rate</l><block var="layer"/><block var="alpha"/></block></script></block></script><list></list></block></script><list><l>alpha</l></list></block><l>predict</l><block s="reifyReporter"><script><block s="doDeclareVariables"><list><l>outputs</l></list></block><block s="doSetVar"><l>outputs</l><block var="sample"/></block><block s="doFor"><l>i</l><l>1</l><block s="reportListAttribute"><l><option>length</option></l><block var="layers"/></block><script><block s="doSetVar"><l>outputs</l><block s="evaluate"><block s="reportListItem"><l>solve</l><block s="reportListItem"><block var="i"/><block var="layers"/></block></block><list><block var="outputs"/></list></block></block></script></block><block s="doReport"><block var="outputs"/></block></script><list><l>sample</l></list></block><l>classify</l><block s="reifyReporter"><autolambda><block s="reportRound"><block s="evaluate"><block var="predict"/><list><block var="sample"/></list></block></block></autolambda><list><l>sample</l></list></block><l>fit</l><block s="reifyReporter"><script><block s="doDeclareVariables"><list><l>error</l><l>delta</l></list></block><block s="doSetVar"><l>error</l><block s="reportDifference"><block s="reportListItem"><l><option>last</option></l><block var="sample"/></block><block s="evaluate"><block var="predict"/><list><block var="sample"/></list></block></block></block><block s="doSetVar"><l>delta</l><block var="error"/></block><block s="doFor"><l>i</l><block s="reportListAttribute"><l><option>length</option></l><block var="layers"/></block><l>1</l><script><block s="doSetVar"><l>delta</l><block s="evaluate"><block s="reportListItem"><l>learn</l><block s="reportListItem"><block var="i"/><block var="layers"/></block></block><list><block var="delta"/></list></block></block></script></block><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doRun"><block s="reportListItem"><l>adjust weights</l><block var="layer"/></block><list></list></block></script></block><block s="doReport"><block s="reportVariadicSum"><block s="reportMonadic"><l><option>abs</option></l><block var="error"/></block></block></block></script><list><l>sample</l></list></block><l>train</l><block s="reifyReporter"><script><block s="doDeclareVariables"><list><l>errors</l></list></block><block s="doForEach"><l>sample</l><block s="reportListAttribute"><l><option>shuffled</option></l><block var="set"/></block><script><block s="doChangeVar"><l>errors</l><block s="evaluate"><block var="fit"/><list><block var="sample"/></list></block></block></script></block><block s="doReport"><block var="errors"/></block></script><list><l>set</l></list></block><l>validate</l><block s="reifyReporter"><script><block s="doDeclareVariables"><list><l>hits</l><l>target</l></list></block><block s="doForEach"><l>sample</l><block var="set"/><script><block s="doIf"><block s="reportVariadicEquals"><list><block s="reportVariadicSum"><block s="evaluate"><block var="classify"/><list><block var="sample"/></list></block></block><block s="reportListItem"><l><option>last</option></l><block var="sample"/></block></list></block><script><block s="doChangeVar"><l>hits</l><l>1</l></block></script><list></list></block></script></block><block s="doReport"><block s="reportQuotient"><block var="hits"/><block s="reportListAttribute"><l><option>length</option></l><block var="set"/></block></block></block></script><list><l>set</l></list></block><l>get model</l><block s="reifyReporter"><autolambda><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportListItem"><l>weights</l><l/></block></autolambda><list></list></block><block var="layers"/></block></autolambda><list></list></block><l>set model</l><block s="reifyReporter"><script><block s="doDeclareVariables"><list><l>layer</l></list></block><block s="doSetVar"><l>layers</l><block s="reportNewList"><list></list></block></block><block s="doForEach"><l>vector</l><block var="model"/><script><block s="doSetVar"><l>layer</l><custom-block s="clone %l %group%upvar%s"><block var="Layer"/><list></list></custom-block></block><block s="doReplaceInList"><l>weights</l><block var="layer"/><block var="vector"/></block><block s="doAddToList"><block var="layer"/><block var="layers"/></block></script></block></script><list><l>model</l></list></block><l>shuffle</l><block s="reifyReporter"><script><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doRun"><block s="reportListItem"><l>reshuffle</l><block var="layer"/></block><list></list></block></script></block></script><list></list></block><l>get topology</l><block s="reifyReporter"><autolambda><block s="reportCONS"><block s="reportDifference"><block s="reportListItem"><l>2</l><block s="reportListAttribute"><l><option>dimensions</option></l><block s="reportListItem"><l>weights</l><block s="reportListItem"><l>1</l><block var="layers"/></block></block></block></block><l>1</l></block><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportListItem"><l>1</l><block s="reportListAttribute"><l><option>dimensions</option></l><block s="reportListItem"><l>weights</l><l/></block></block></block></autolambda><list></list></block><block var="layers"/></block></block></autolambda><list></list></block></list></custom-block></block></script></block-definition><block-definition s="ignore %&apos;me&apos;" type="command" category="other"><header></header><code></code><translations></translations><inputs><input type="%s" initial="1"></input></inputs></block-definition><block-definition s="new Neural Network %&apos;configuration&apos;" type="reporter" category="Neural Networks" space="true"><header></header><code></code><translations></translations><inputs><input type="%mult%n" initial="1"></input></inputs><script><block s="doReport"><custom-block s="field %anyUE of %l %mult%s"><l>setup</l><custom-block s="clone %l %group%upvar%s"><block var="Neural Network"/><list></list></custom-block><list><block var="configuration"/></list></custom-block></block></script></block-definition><block-definition s="%&apos;selector&apos; network %&apos;network&apos; on data %&apos;dataset&apos;" type="reporter" category="Neural Networks"><header></header><code></code><translations></translations><inputs><input type="%s" readonly="true" irreplaceable="true" initial="1">train<options>train&#xD;validate&#xD;&#126;&#xD;classify&#xD;predict&#xD;fit</options></input><input type="%s" readonly="true" initial="1"></input><input type="%l" initial="1"></input></inputs><script><block s="doReport"><block s="evaluate"><block s="reportListItem"><block var="selector"/><block var="network"/></block><list><block var="dataset"/></list></block></block></script></block-definition><block-definition s="%&apos;selector&apos; of network %&apos;network&apos;" type="reporter" category="Neural Networks"><header></header><code></code><translations></translations><inputs><input type="%s" readonly="true" irreplaceable="true" initial="1">get model<options>get topology&#xD;learning rate&#xD;get model</options></input><input type="%s" readonly="true" initial="1"></input></inputs><script><block s="doReport"><block s="evaluate"><block s="reportListItem"><block var="selector"/><block var="network"/></block><list></list></block></block></script></block-definition><block-definition s="%&apos;selector&apos; of network %&apos;network&apos; to %&apos;data&apos;" type="command" category="Neural Networks" space="true"><header></header><code></code><translations></translations><inputs><input type="%s" readonly="true" irreplaceable="true" initial="1">set model<options>set model&#xD;set learning rate</options></input><input type="%s" readonly="true" initial="1"></input><input type="%s" initial="1"></input></inputs><script><block s="doRun"><block s="reportListItem"><block var="selector"/><block var="network"/></block><list><block var="data"/></list></block></script></block-definition><block-definition s="shuffle network %&apos;network&apos;" type="command" category="Neural Networks"><header></header><code></code><translations></translations><inputs><input type="%s" readonly="true" initial="1"></input></inputs><script><block s="doRun"><block s="reportListItem"><block var="selector"/><block var="network"/></block><list></list></block></script></block-definition><block-definition s="render model %&apos;model&apos; %&apos;options&apos;" type="command" category="pen"><header></header><code></code><translations></translations><inputs><input type="%l" initial="1"></input><input type="%mult%n" irreplaceable="true" expand="factor&#xD;shift y" max="2">1&#xD;0</input></inputs><script><block s="doDeclareVariables"><list><l>topology</l><l>x-spacing</l><l>y-spacings</l><l>x</l><l>y</l><l>weights</l><l>w</l><l>min</l><l>dot</l><l>shift-y</l><l>factor</l></list></block><block s="clear"></block><block s="doSetVar"><l>factor</l><block s="reportIfElse"><block s="reportListIsEmpty"><block var="options"/></block><l>1</l><block s="reportListItem"><l>1</l><block var="options"/></block></block></block><block s="doSetVar"><l>shift-y</l><block s="reportListItem"><l>2</l><block var="options"/></block></block><block s="doSetVar"><l>min</l><block s="reportVariadicMin"><block s="reportVariadicMin"><block s="reportVariadicMin"><block var="model"/></block></block></block></block><block s="doSetVar"><l>topology</l><block s="reportConcatenatedLists"><list><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportListAttribute"><l><option>length</option></l><block s="reportListAttribute"><l><option>columns</option></l><l/></block></block></autolambda><list></list></block><block var="model"/></block><block s="reportNewList"><list><block s="reportListAttribute"><l><option>length</option></l><block s="reportListItem"><l><option>last</option></l><block var="model"/></block></block></list></block></list></block></block><block s="doSetVar"><l>x</l><block s="reportAttributeOf"><l><option>left</option></l><block s="reportGet"><l><option>stage</option></l></block></block></block><block s="doSetVar"><l>x-spacing</l><block s="reportQuotient"><block s="reportAttributeOf"><l><option>width</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block s="reportVariadicSum"><list><block s="reportListAttribute"><l><option>length</option></l><block var="topology"/></block><l>1</l></list></block></block></block><block s="doSetVar"><l>y-spacings</l><block s="reportQuotient"><block s="reportAttributeOf"><l><option>height</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block s="reportVariadicSum"><list><block var="topology"/><l>1</l></list></block></block></block><block s="doSetVar"><l>dot</l><block s="reportVariadicProduct"><list><block s="reportVariadicMin"><list><block s="reportVariadicMin"><block var="y-spacings"/></block><block var="x-spacing"/></list></block><l>0.5</l></list></block></block><block s="doWarp"><script><block s="doFor"><l>i</l><l>1</l><block s="reportDifference"><block s="reportListAttribute"><l><option>length</option></l><block var="topology"/></block><l>1</l></block><script><block s="doChangeVar"><l>x</l><block var="x-spacing"/></block><block s="doSetVar"><l>y</l><block s="reportVariadicSum"><list><block s="reportAttributeOf"><l><option>bottom</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block var="shift-y"/></list></block></block><block s="doSetVar"><l>weights</l><block s="reportListItem"><block var="i"/><block var="model"/></block></block><block s="doFor"><l>k</l><l>1</l><block s="reportListItem"><block var="i"/><block var="topology"/></block><script><block s="doChangeVar"><l>y</l><block s="reportListItem"><block var="i"/><block var="y-spacings"/></block></block><block s="doFor"><l>m</l><block s="reportIfElse"><block s="reportVariadicLessThan"><list><block var="i"/><block s="reportDifference"><block s="reportListAttribute"><l><option>length</option></l><block var="topology"/></block><l>1</l></block></list></block><l>2</l><l>1</l></block><block s="reportListItem"><block s="reportVariadicSum"><list><block var="i"/><l>1</l></list></block><block var="topology"/></block><script><block s="gotoXY"><block var="x"/><block var="y"/></block><block s="down"></block><block s="setSize"><block var="dot"/></block><block s="forward"><l>0</l></block><block s="doSetVar"><l>w</l><block s="reportDifference"><block s="reportListItem"><block var="m"/><block s="reportListItem"><block var="k"/><block s="reportListAttribute"><l><option>columns</option></l><block var="weights"/></block></block></block><block var="min"/></block></block><block s="setSize"><block s="reportVariadicProduct"><list><block var="w"/><block var="factor"/></list></block></block><block s="gotoXY"><block s="reportVariadicSum"><list><block var="x"/><block var="x-spacing"/></list></block><block s="reportVariadicSum"><list><block s="reportAttributeOf"><l><option>bottom</option></l><block s="reportGet"><l><option>stage</option></l></block></block><block s="reportVariadicProduct"><list><block var="m"/><block s="reportListItem"><block s="reportVariadicSum"><list><block var="i"/><l>1</l></list></block><block var="y-spacings"/></block></list></block><block var="shift-y"/></list></block></block><block s="setSize"><block var="dot"/></block><block s="forward"><l>0</l></block><block s="up"></block></script></block></script></block></script></block></script></block></script></block-definition></blocks><primitives></primitives><stage name="Stage" width="480" height="360" costume="0" color="255,255,255,1" tempo="60" threadsafe="false" penlog="false" volume="100" pan="0" lines="round" ternary="false" hyperops="true" codify="false" inheritance="true" sublistIDs="false" id="1481"><pentrails>data:image/png;base64,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</pentrails><costumes><list struct="atomic" id="1482"></list></costumes><sounds><list struct="atomic" id="1483"></list></sounds><variables></variables><blocks></blocks><scripts></scripts><sprites select="1"><sprite name="ML" idx="1" x="143.99999999999955" y="4.547473508864641e-12" heading="90" scale="1" volume="100" pan="0" rotation="1" draggable="true" hidden="true" costume="0" color="80,80,80,1" pen="tip" id="1488"><costumes><list struct="atomic" id="1489"></list></costumes><sounds><list id="1490"><item><ref mediaID="Instrument Classification Exploration_ML_snd_harp scale"></ref></item><item><ref mediaID="Instrument Classification Exploration_ML_snd_flute scale"></ref></item></list></sounds><blocks></blocks><variables></variables><scripts><script x="37.000000000000455" y="646.1666666666584"><custom-block s="%s of network %s"><l>get model</l><block var="nn"/><comment w="255" collapsed="false">use this expression to export the model to your computer, so you can share it with other project that only fine-train it, or don&apos;t train it at all and instead only use it to classify (forward-feed) data</comment></custom-block></script><script x="20.255729166664906" y="27"><block s="doSetVar"><l>big data</l><block s="reportConcatenatedLists"><list><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportConcatenatedLists"><list><l/><block s="reportNewList"><list><l>0</l></list></block></list></block></autolambda><list></list></block><block s="reportReshape"><block s="reportGetSoundAttribute"><l><option>samples</option></l><l>flute scale</l></block><list><l></l><l>100</l></list></block></block><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportConcatenatedLists"><list><l/><block s="reportNewList"><list><l>1</l></list></block></list></block></autolambda><list></list></block><block s="reportReshape"><block s="reportGetSoundAttribute"><l><option>samples</option></l><l>harp scale</l></block><list><l></l><l>100</l></list></block></block></list><comment w="166" collapsed="false">break up the recordings into chunks of 100 audio samples and prepend the instrument classification, 1 for harp, 0 for flute</comment></block></block><block s="doSetVar"><l>data</l><block s="reportListItem"><block s="reportNumbers"><l>1</l><l>500</l></block><block s="reportListAttribute"><l><option>shuffled</option></l><block var="big data"/></block></block><comment w="258" collapsed="false">pick a random subset of 500 records to train the neural network, because the whole dataset would take way too long.&#xD;&#xD;Note: You can already get pretty good results using only half the number of random records, and even by reducing the number of samples from 100 down to 50 or een 20.</comment></block></script><script x="27" y="260.666666666663"><block s="receiveGo"></block><block s="doDeclareVariables"><list><l>log</l></list></block><block s="doSetVar"><l>nn</l><custom-block s="new Neural Network %mult%n"><list><l>100</l><l>20</l><l>10</l><l>1</l></list><comment w="260" collapsed="false">2 hidden layers are probably one too many, you should get fairly good results using only one. But hey, it&apos;s fun!</comment></custom-block></block><block s="doSetVar"><l>log</l><block s="reportNewList"><list></list></block></block><block s="doForever"><script><block s="doAddToList"><custom-block s="%s network %s on data %l"><l>train</l><block var="nn"/><block var="data"/></custom-block><block var="log"/></block><custom-block s="render model %l %mult%n"><custom-block s="%s of network %s"><l>get model</l><block var="nn"/></custom-block><list><l>.02</l></list><comment w="239" collapsed="false">rendering the whole network after each epoch is fun but also slows things down. Shift-drag this block out while the project is running to speed things up. in this case make sure to select the &quot;clear&quot; option of the &quot;plot bars&quot; command.</comment></custom-block><custom-block s="plot bars %l fill %n center %b clear %b"><block s="reportVariadicProduct"><list><block var="log"/><l>1.3</l></list></block><l>0.8</l><l><bool>false</bool></l><l><bool>false</bool></l></custom-block></script></block></script><script x="407.00000000000045" y="532.4999999999975"><custom-block s="%s of network %s to %s"><l>set learning rate</l><block var="nn"/><l>0.5</l><comment w="169" collapsed="false">by default the learning rate is 0.1. Using a larger number - such as 0.5 - significantly speeds up training, albeit sometimes at the cost of accuracy</comment></custom-block></script><script x="34.25572916666695" y="524.1666666666671"><custom-block s="%s network %s on data %l"><l>validate</l><block var="nn"/><block var="data"/></custom-block></script><script x="31.000000000001734" y="569.3333333333293"><custom-block s="%s network %s on data %l"><l>validate</l><block var="nn"/><block var="big data"/></custom-block></script></scripts></sprite><sprite name="Alonzo" idx="2" x="110.71672354948828" y="-70.51535836177504" heading="90" scale="1" volume="100" pan="0" rotation="1" draggable="true" hidden="true" costume="1" color="114.03600000000006,0,132.6,1" pen="tip" id="1630"><costumes><list id="1631"><item><ref mediaID="Instrument Classification Exploration_Alonzo_cst_alonzo"></ref></item></list></costumes><sounds><list struct="atomic" id="1632"></list></sounds><blocks></blocks><variables></variables><scripts><script x="37" y="71.16666666666686"><block s="show"></block><block s="doForever"><script><block s="bubble"><block s="reportIfElse"><block s="reportVariadicGreaterThan"><list><block s="reportAudio"><l><option>volume</option></l></block><l>10</l></list></block><block s="reportIfElse"><block s="reportVariadicEquals"><list><block s="reportVariadicSum"><custom-block s="%s network %s on data %l"><l>classify</l><block var="nn"/><block s="reportListItem"><block s="reportNumbers"><l>1</l><l>100</l></block><block s="reportAudio"><l><option>samples</option></l></block></block></custom-block></block><l>1</l></list></block><l>harp</l><l>flute</l></block><l></l></block></block></script></block></script><script x="39" y="29.333333333333258"><block s="hide"></block></script></scripts></sprite><watcher var="data" style="normal" x="10.000000000000227" y="9.999999999999957" color="243,118,29" hidden="true"/><watcher var="Layer" style="normal" x="10.000000000000227" y="119.00000199999985" color="243,118,29" hidden="true"/><watcher var="Neural Network" style="normal" x="10.000000000000227" y="338.9999980000004" color="243,118,29" hidden="true"/><watcher var="nn" style="normal" x="10.000000000000227" y="338.9999980000004" color="243,118,29" hidden="true"/><watcher var="big data" style="normal" x="10" y="9.999999999999957" color="243,118,29" hidden="true"/></sprites></stage><variables><variable name="data" transient="true"/><variable name="Layer"><list id="1684"><item><list struct="atomic" id="1685">inputs,thing</list></item><item><list struct="atomic" id="1686">weights,thing</list></item><item><list id="1687"><item><l>setup</l></item><item><context id="1688"><inputs><input>in</input><input>out</input></inputs><variables></variables><script><block s="doSetVar"><l>weights</l><block s="reportRandom"><l>-1.0</l><block s="reportReshape"><l>1</l><list><block var="out"/><block s="reportVariadicSum"><list><block var="in"/><l>1</l></list></block></list></block></block></block><block s="doReport"><block s="reportEnvironment"><l><option>object</option></l></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1712"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1714"><item><l>solve</l></item><item><context id="1715"><inputs><input>sample</input></inputs><variables></variables><script><block s="doSetVar"><l>inputs</l><block var="sample"/></block><block s="doReport"><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportMonadic"><l><option>sigmoid</option></l><block s="reportVariadicSum"><block s="reportVariadicProduct"><list><block s="reportCONS"><l>1</l><block var="inputs"/></block><l></l></list></block></block></block></autolambda><list></list></block><block var="weights"/></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1745"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1747"><item><l>learn</l></item><item><context id="1748"><inputs><input>error</input></inputs><variables></variables><script><block s="doSetVar"><l>delta</l><block var="error"/></block><block s="doReport"><block s="reportVariadicSum"><block s="reportVariadicProduct"><list><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportVariadicProduct"><list><block var="inputs"/><block s="reportDifference"><l>1</l><block var="inputs"/></block><l></l></list></block></autolambda><list></list></block><block var="error"/></block><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportCDR"><l/></block></autolambda><list></list></block><block var="weights"/></block></list></block></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1791"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1793"><item><l>reshuffle</l></item><item><context id="1794"><inputs></inputs><variables></variables><script><block s="doChangeVar"><l>weights</l><block s="reportMonadic"><l><option>neg</option></l><block var="weights"/></block></block><block s="doChangeVar"><l>weights</l><block s="reportRandom"><l>-1.0</l><block s="reportReshape"><l>1</l><block s="reportListAttribute"><l><option>dimensions</option></l><block var="weights"/></block></block></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1816"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list struct="atomic" id="1818">delta,thing</list></item><item><list id="1819"><item><l>adjust weights</l></item><item><context id="1820"><inputs></inputs><variables></variables><script><block s="doChangeVar"><l>weights</l><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportVariadicProduct"><list><block s="reportCONS"><l>1</l><block var="inputs"/></block><block var="learning rate"/><l></l></list></block></autolambda><list></list></block><block var="delta"/></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1843"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list struct="atomic" id="1845">learning rate,0.1</list></item></list></variable><variable name="Neural Network"><list id="1846"><item><list struct="atomic" id="1847">layers,thing</list></item><item><list id="1848"><item><l>learning rate</l></item><item><context id="1849"><inputs></inputs><variables></variables><block s="reportListItem"><l>learning rate</l><block s="reportListItem"><l>1</l><block var="layers"/></block></block><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1858"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1860"><item><l>setup</l></item><item><context id="1861"><inputs><input>topology</input></inputs><variables></variables><script><block s="doSetVar"><l>layers</l><block s="reportNewList"><list></list></block></block><block s="doFor"><l>i</l><l>1</l><block s="reportDifference"><block s="reportListAttribute"><l><option>length</option></l><block var="topology"/></block><l>1</l></block><script><block s="doAddToList"><block s="evaluate"><block s="reportListItem"><l>setup</l><custom-block s="clone %l %group%upvar%s"><block var="Layer"/><list></list></custom-block></block><block s="reportListItem"><block s="reportNewList"><list><block var="i"/><block s="reportVariadicSum"><list><block var="i"/><l>1</l></list></block></list></block><block var="topology"/></block></block><block var="layers"/></block></script></block><block s="doReport"><block s="reportEnvironment"><l><option>object</option></l></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1913"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1915"><item><l>set learning rate</l></item><item><context id="1916"><inputs><input>alpha</input></inputs><variables></variables><script><block s="doIf"><block s="reportVariadicNotEquals"><list><block var="alpha"/><l>01</l></list></block><script><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doReplaceInList"><l>learning rate</l><block var="layer"/><block var="alpha"/></block></script></block></script><list></list></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1939"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1941"><item><l>predict</l></item><item><context id="1942"><inputs><input>sample</input></inputs><variables></variables><script><block s="doDeclareVariables"><list><l>outputs</l></list></block><block s="doSetVar"><l>outputs</l><block var="sample"/></block><block s="doFor"><l>i</l><l>1</l><block s="reportListAttribute"><l><option>length</option></l><block var="layers"/></block><script><block s="doSetVar"><l>outputs</l><block s="evaluate"><block s="reportListItem"><l>solve</l><block s="reportListItem"><block var="i"/><block var="layers"/></block></block><list><block var="outputs"/></list></block></block></script></block><block s="doReport"><block var="outputs"/></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1977"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1979"><item><l>classify</l></item><item><context id="1980"><inputs><input>sample</input></inputs><variables></variables><block s="reportRound"><block s="evaluate"><block var="predict"/><list><block var="sample"/></list></block></block><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="1990"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="1992"><item><l>fit</l></item><item><context id="1993"><inputs><input>sample</input></inputs><variables></variables><script><block s="doDeclareVariables"><list><l>error</l><l>delta</l></list></block><block s="doSetVar"><l>error</l><block s="reportDifference"><block s="reportListItem"><l><option>last</option></l><block var="sample"/></block><block s="evaluate"><block var="predict"/><list><block var="sample"/></list></block></block></block><block s="doSetVar"><l>delta</l><block var="error"/></block><block s="doFor"><l>i</l><block s="reportListAttribute"><l><option>length</option></l><block var="layers"/></block><l>1</l><script><block s="doSetVar"><l>delta</l><block s="evaluate"><block s="reportListItem"><l>learn</l><block s="reportListItem"><block var="i"/><block var="layers"/></block></block><list><block var="delta"/></list></block></block></script></block><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doRun"><block s="reportListItem"><l>adjust weights</l><block var="layer"/></block><list></list></block></script></block><block s="doReport"><block s="reportVariadicSum"><block s="reportMonadic"><l><option>abs</option></l><block var="error"/></block></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2061"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2063"><item><l>train</l></item><item><context id="2064"><inputs><input>set</input></inputs><variables></variables><script><block s="doDeclareVariables"><list><l>errors</l></list></block><block s="doForEach"><l>sample</l><block s="reportListAttribute"><l><option>shuffled</option></l><block var="set"/></block><script><block s="doChangeVar"><l>errors</l><block s="evaluate"><block var="fit"/><list><block var="sample"/></list></block></block></script></block><block s="doReport"><block var="errors"/></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2089"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2091"><item><l>validate</l></item><item><context id="2092"><inputs><input>set</input></inputs><variables></variables><script><block s="doDeclareVariables"><list><l>hits</l><l>target</l></list></block><block s="doForEach"><l>sample</l><block var="set"/><script><block s="doIf"><block s="reportVariadicEquals"><list><block s="reportVariadicSum"><block s="evaluate"><block var="classify"/><list><block var="sample"/></list></block></block><block s="reportListItem"><l><option>last</option></l><block var="sample"/></block></list></block><script><block s="doChangeVar"><l>hits</l><l>1</l></block></script><list></list></block></script></block><block s="doReport"><block s="reportQuotient"><block var="hits"/><block s="reportListAttribute"><l><option>length</option></l><block var="set"/></block></block></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2138"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2140"><item><l>get model</l></item><item><context id="2141"><inputs></inputs><variables></variables><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportListItem"><l>weights</l><l/></block></autolambda><list></list></block><block var="layers"/></block><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2155"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2157"><item><l>set model</l></item><item><context id="2158"><inputs><input>model</input></inputs><variables></variables><script><block s="doDeclareVariables"><list><l>layer</l></list></block><block s="doSetVar"><l>layers</l><block s="reportNewList"><list></list></block></block><block s="doForEach"><l>vector</l><block var="model"/><script><block s="doSetVar"><l>layer</l><custom-block s="clone %l %group%upvar%s"><block var="Layer"/><list></list></custom-block></block><block s="doReplaceInList"><l>weights</l><block var="layer"/><block var="vector"/></block><block s="doAddToList"><block var="layer"/><block var="layers"/></block></script></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2190"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2192"><item><l>shuffle</l></item><item><context id="2193"><inputs></inputs><variables></variables><script><block s="doForEach"><l>layer</l><block var="layers"/><script><block s="doRun"><block s="reportListItem"><l>reshuffle</l><block var="layer"/></block><list></list></block></script></block></script><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2208"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item><item><list id="2210"><item><l>get topology</l></item><item><context id="2211"><inputs></inputs><variables></variables><block s="reportCONS"><block s="reportDifference"><block s="reportListItem"><l>2</l><block s="reportListAttribute"><l><option>dimensions</option></l><block s="reportListItem"><l>weights</l><block s="reportListItem"><l>1</l><block var="layers"/></block></block></block></block><l>1</l></block><block s="reportMap"><block s="reifyReporter"><autolambda><block s="reportListItem"><l>1</l><block s="reportListAttribute"><l><option>dimensions</option></l><block s="reportListItem"><l>weights</l><l/></block></block></block></autolambda><list></list></block><block var="layers"/></block></block><receiver><ref id="1488"></ref></receiver><origin><ref id="1488"></ref></origin><context id="2249"><inputs></inputs><variables></variables><receiver></receiver><origin></origin></context></context></item></list></item></list></variable><variable name="nn"><list id="2251"><item><list id="2252"><item><l>...</l></item><item><ref id="1846"></ref></item></list></item><item><list id="2253"><item><l>layers</l></item><item><list id="2254"><item><list id="2255"><item><list id="2256"><item><l>...</l></item><item><ref id="1684"></ref></item></list></item><item><list id="2257"><item><l>weights</l></item><item><list id="2258"><item><list struct="atomic" id="2259">0.38201667403108786,-0.47070759428161746,0.594766458742104,0.2825822976927434,-0.23368110326205724,-0.016127121671603628,-0.4658242596962051,-0.4920598566968446,-0.08886661332857632,-0.930697679480165,-1.123209523996231,-0.2866840913500851,0.4830207893846679,0.8721638278885235,0.9388080337382995,0.2812640784100032,0.034017685210279106,0.20456684909290698,0.05358548397056349,-0.8062620485285998,-1.1534104841364583,-1.2342023768681247,0.8146747343549618,0.8288493034914943,0.017529053120474196,0.7039835118749294,0.6348493325760711,1.408553261097408,1.7765147153162317,-0.6458344999352718,-0.5196276659466977,-0.3195940210097228,-0.46896388334933603,-0.7379034724451371,0.31203708407249653,-0.3909727238920453,0.7734172140910017,-0.7174248622369097,-1.0137190352253234,-0.6236323697040952,-1.2957188699218192,-0.10848023193802164,-0.6792141330135265,-0.6554961898645087,-0.21997016571195202,-0.043826132731614134,0.2335550338679049,-1.2232519323344289,-0.638266818519509,0.40862430045312753,-0.5915235018950945,-0.6635132496525324,0.8347001865950461,0.9737277650917071,0.348283465982805,0.7803299331280986,-0.19874042455415875,0.7743321430272609,1.4533622680976441,0.8381571033559786,0.9197590293906398,0.6931695649645719,-0.39986952601535203,-0.8754297636950393,-1.9352364046019572,-1.2698343570798498,-2.2929893510732193,-2.1344057223538875,-0.28803840747677434,-1.2573635280823137,-1.7883774165921376,-0.03817190692424652,-0.9309537044530661,0.3634331564214821,-0.4598276472656393,1.153861047055002,-0.8484710254869757,0.18088705531949104,-0.9221927347257866,0.1262501218282938,-1.304964381321121,-0.9920793138429647,0.23359036349385648,-0.2930429389983613,-0.9941297972122699,0.17391533690328462,0.32091325162122253,-0.02000387330201286,1.4196277558839638,0.7509390789726893,1.0897225001884754,1.7221314692678995,0.815022288200099,0.9192680802177945,-0.14774326014317324,-0.5616280922850381,-1.586225286534441,-2.0361269538494673,-2.353734018525886,-1.8438695560780003,-0.8541120749561543</list></item><item><list struct="atomic" id="2260">-1.8042230963686554,-0.05500631674162938,0.14347201436705262,0.4039877367156527,0.6527352690898099,0.2941207343861376,-0.4296664480242719,0.3841390866429579,0.849034462773375,0.6085061200770219,-0.7784534345958015,0.06318181225717687,-0.9191110447301996,0.6233678869777847,-0.18755835254110306,-0.19153710040617458,-0.6713503552190712,0.26520601995637894,1.1674281813510905,0.45874273204914556,0.34643576147243826,-0.11026407516603404,0.20046787621039316,0.7733836353194681,0.02069189730802932,0.377966338185286,0.5225780062005956,1.2960804242824735,-0.23734342367136646,-0.5282250868069678,-0.08032373708150371,0.23430933959623973,0.31885014141127815,-0.9602529255408762,-0.1528562306985075,-0.6954878680631462,-1.0522810244327447,-0.26940974815749547,-0.20878027827104667,-0.41596403825113404,0.7068264033954189,0.9217923103092782,0.32049883670233237,0.4505954059167775,0.06793112058907712,0.3789462143008996,0.5147408046546337,1.0259699341341162,1.0207341730223032,-0.009115728029991886,-0.13736222852779684,0.09298803060293052,0.7343997205615954,0.6201169534562517,0.46062794827934733,-1.1395356752083534,-0.4701322821711766,0.8458506312080671,-0.46954148430625575,0.6468229403382566,0.7135129922557888,-0.4248700735394899,0.5458650980767668,-0.06469916920801064,-1.0140427138435735,0.31460006026016096,-0.33327670582674984,0.25694033622808893,-1.1726538689872064,-0.0819721394056133,-0.9917022993202764,0.7291574492831169,0.39856170146538267,-0.06222738679389569,1.0782152040573265,1.0102315296336595,-0.3532488046150755,-0.6091267951612155,0.8948657201710812,-0.42965831289409007,-0.6009867767218776,-0.6441518670843578,0.4362028871261378,0.05572292344332319,0.28910059608371813,0.24182564368181678,-0.06747788410515702,-0.12047097589154548,0.4962261741432287,-0.30819185395213816,0.5874072360219295,0.6771452968294213,-0.513615399779458,1.068033893449453,0.49657912206366234,0.9664231165273584,0.8509975705041859,-0.8894928582907065,-0.4320190315622288,-0.10302398815897952,-1.0230234654812749</list></item><item><list struct="atomic" id="2261">-2.121295028516919,-0.17655683399907413,0.4676079923625634,-0.4682868941655933,0.6360190427628846,0.38489206476506793,-0.4877952621522506,-0.7046058510249168,-0.7165486045110449,-0.03716680364301096,-0.5762879274416939,-0.6367806038761157,-0.7812242658018449,0.8442433956163006,0.9879863511979066,0.8494359088327448,-0.3244910232731745,-0.3338277782869671,-0.7835963970093757,-0.6403736413782964,0.28281713615388776,0.5028214675694227,-0.20569397478541332,0.37878092066911023,0.3328907964981017,0.46553171616600425,0.040408876062769,0.6743626037793627,-0.5822961386212346,0.6703923280960478,0.627497868348035,-0.2023603425269915,-0.6848751621082985,0.32130411545466164,-0.13843665548101813,-0.09031665663549886,-1.1197150773522404,-1.1707411665960339,-0.9568964325274011,-0.46719969684080176,1.007632648552741,-0.28261014676137836,-0.2574385036408176,-0.5705636658634062,-0.2966300954167874,-0.16169646287997638,-0.41847193750682515,-0.5886551513583855,0.8509019468692479,0.11646276703993691,1.0800840600505637,0.1427994465533346,0.377806245226259,0.9146909989479892,-0.3128034546297598,0.2143080282132587,0.3600334485343341,1.0400000702782832,0.5663568919573547,0.1186874774727154,-0.8060684460490002,-1.3792913481709836,-0.19264677645288766,-0.14684890637354592,-1.0114540239552146,-0.48123905678327245,0.39009488353268157,0.42468436657009234,-0.1827078492956753,-0.1969418677034817,0.5436282453547702,-1.3005871862791978,-0.48293825913029903,-0.8783872546720185,1.168975876749144,0.7031341676778974,0.8932827320218689,1.1494666909790991,0.09908754659426391,0.418204744076782,0.3340698120995376,-0.3969675876058892,0.43797621327149044,0.6080800829082416,-0.634200498343099,-0.06425337845416115,0.4719495294885223,-0.18086347015462326,-1.0523710213551387,-0.7961275969144185,-0.14557983765832483,-0.9504143347359778,-0.379613532421248,-0.4382666882355741,0.774723100825112,1.068387730304431,-0.587872556608206,1.1559150301698256,0.5780910039374576,1.2655892229293224,-0.5684683994865485</list></item><item><list struct="atomic" id="2262">0.18549627730687893,0.5631271414936707,-1.146573221491723,-0.2759131636487448,-1.0023673070060957,-0.3535273421631416,0.11712238895715123,0.18988790068096775,1.1278945340408113,-0.2743349052972362,-0.3078193606886531,1.5775993130737047,1.1696097436314372,1.1888967164212048,0.4839688247910664,0.8359978885084159,0.9381095008323046,-0.8671679517862586,-0.9212474742690845,-0.2737734165296012,-0.4945516937871037,-0.6137875543061053,-0.6547329795383401,-0.19627819042027428,-0.12244484336748176,-0.08281451000950782,1.1484423829542656,1.4075283074920193,0.14651784244188185,0.5548858337064925,-1.4713020372420489,-1.8196591784646945,-0.42160897248041534,0.4169075792153449,0.3988437814460512,0.01405190046645334,-0.6206423850546677,0.5814859115331504,-1.298093132722489,-1.2680817594742015,-0.5786154029556545,-0.08500534667220562,-1.2184076459419804,-1.712471010502701,-0.9849110103008863,-1.5057048430088877,-0.03393081881751289,0.04714275073690288,-0.8577707624480663,0.322422810605024,-0.7341212073574177,-0.03679027808037176,1.0221842854496281,1.2676737861158651,0.2561332373258454,0.4177272087381579,0.3035296029139226,1.5729417331003503,0.7367889797599596,-0.5271090801692213,0.7507958135123113,-0.8477015597109131,-0.10778327919882194,-1.1580783798514158,-1.1727259896538265,-1.96840642426668,-2.1274083534999577,0.017105980700121197,-1.23624743379129,-0.4146257539561121,-2.252480043319772,-0.9975477614862831,-0.7771974785505193,0.24957590265930474,-0.052854492720690364,-0.4610641690503515,0.023626940839047764,1.08463535649458,0.31589591337172485,-0.5367168369364951,-0.5932011553873372,0.2626961927006711,1.9468907884499398,0.5515864069471165,0.4842811170403716,-0.1559049822957867,1.0246455660044316,1.161547005606957,0.2283315717725125,-0.6920205473283857,-0.5425658684171322,-0.6172177691316756,-1.2923390211567927,-0.6295199604533199,-0.33838948450300405,0.4252044642885219,-0.7847336663699361,-1.4073253380557484,-1.911379744674298,-1.194217865770266,-0.396859734642267</list></item><item><list struct="atomic" id="2263">2.0997014154580635,0.7282496161087908,0.21539292884997815,1.9194692069917578,1.3545404211240257,0.8363804749389347,0.21087024437869106,0.5838381334164648,1.2213405212276123,-0.08952808460554323,0.5237560409913626,0.7116042333769272,0.9726176650290765,1.1141015125487561,0.6211957713514946,1.989127677410654,2.0326186135172013,2.7710654681367037,3.1457154536596557,3.2968644747702665,3.0322427953402533,1.7442005674029522,0.992102097211774,2.092004626576857,2.131940688859121,0.32603407230080506,0.9133205300876297,-0.4979484607254075,-0.34234379155990696,-0.36240678996576065,0.3309132015860054,-0.43445919129969895,0.6423426213056965,0.48632433167037115,-0.17786948154964247,-1.889446499689861,-0.8503657435512886,-2.502624572000088,-1.3427306531357845,-1.9864595868824122,-1.8449035947415948,-1.9889166658259023,-1.3679611086392822,-0.9542500178432187,-2.234248058446432,-0.7020102148923081,-1.2726651962518456,-2.4038586528784456,-0.7292684133505919,-1.9411380891259389,-1.1697711672262054,-1.7814660903016106,-1.427444782154022,-0.2583930045064356,0.9925559324145486,-0.14485641639093902,0.4786660953321593,-0.5110655952178551,-0.7380021371458672,-0.2902386249250226,0.1976288746117602,0.4963061606721802,0.8222288332818282,1.8608059778619934,1.587074769877168,0.9688503366860072,0.8600110842843904,0.4238660750081162,-1.187299579013217,-0.5642611174784234,-0.04208584903135096,0.40805251422982586,1.0721649945167147,0.3007302473125089,0.524658703046159,-0.8646628712059081,0.4069280504226197,0.828900184315026,1.0186194976895775,0.4579140070555028,1.790706301070673,0.6455948410110037,0.1935217016043892,-0.19876289669386263,0.8582267511817562,0.3183974741753225,0.52745180858415,-0.7297554878196789,0.24132032879630244,0.572651829313585,-0.5555634326882972,-0.6031855130054181,0.25638118838712354,2.3146821100227086,1.2324868421468227,1.1848812912139315,1.4029995944374765,0.2166881837381535,0.8860680606531556,0.5636922695111879,-0.9697669355580096</list></item><item><list struct="atomic" id="2264">0.019440093478859416,-1.735278218766126,-0.9272821382363795,-1.555128299123736,-0.0975117474844811,-1.1638319117731744,0.6620311322627899,0.8274452008849483,0.033208854116457395,0.16600481715160598,0.9067326886098678,1.2627841663707247,0.6237911576640821,0.717179919749519,0.928020201101757,-0.710455282310822,-0.6994679596206055,-0.24884290396807568,0.5515791917615442,0.057812610274471585,-0.13541737720175828,-0.6345309094327708,0.9544412058751975,0.41305259454677584,-0.6643751796163552,0.8974687464601485,0.15299567875979483,0.7264066908532633,1.4483830828128033,1.044130173673843,0.14609251792913883,0.5861724210416168,-0.5095412523259047,0.568193159003385,-0.5983231304413033,0.6036635772957156,-0.026770382577808945,0.8816106940979656,1.7962421647731361,0.8058586445976946,1.5476927703170538,1.7617093729925015,1.5063001968273328,0.6985553526417927,0.8449367241251541,0.16580379034484188,1.106812738473831,2.2401145708116066,2.293840573284474,0.3304906956329541,0.9209437394238051,0.3718773562200578,0.4431689391821205,-0.07106979568490035,-0.29715849819213097,-0.7935671076978391,-0.9012710808965021,-1.6299362137519804,-1.3086247792965071,0.5476949557365544,0.2872353209027591,-0.9637891081145695,-3.0002570458118156,-2.3017583428079225,-0.7204952670500642,-2.278543370942722,-1.3171164397247646,-1.0377227721045712,0.5396055902579092,-0.2959382993197397,0.5898494677379233,0.41356250326231664,0.5511836267036948,0.6880532167481186,0.1952546578290413,1.1197430740934997,-1.0482143255878238,0.4753272102315023,-0.8425000226164029,-0.7304371335844353,-1.4021557480112588,-2.2967804461682353,-2.6102800162192783,-2.2719497763878373,-0.9259988491019431,-1.8317129503591951,0.09076199700582682,0.9854409178203484,-0.15586524286257822,-1.6521873570344479,-0.824064540814915,-0.6311776145490483,-1.9829575097910193,-1.7965961946637024,-1.4813955264396383,-0.24757564051406017,-0.09507040356826026,1.514060407353306,1.6699348350843843,1.79344807826457,1.216393911892868</list></item><item><list struct="atomic" id="2265">-0.1025437654018291,0.13032304645639903,0.7635897840213972,-0.5818175618959305,0.8864632079348338,0.05719837088782774,-0.9224909381237505,0.1825267811148332,-0.5476015949410892,-0.6058781666352782,-0.6985285037032324,0.6255510798228443,1.0054434520667066,0.9177033850132021,1.096875267198316,0.5334744124484138,1.6776257025379435,0.17964307354447262,0.7847983374266801,-0.8862515370272759,-0.2499430067468127,0.17302350575422473,-0.2742040111159361,-0.6589998736079339,-0.16595875676174227,0.9124613319548529,1.6080851142280443,0.9854691591025135,1.4243071483838228,0.9811185711609733,1.3673426614442106,-0.3013204539487079,0.07357333022058689,1.2924670736552757,-0.27343535262125,0.30757026448860314,-0.6522751010870514,-1.3662321716776964,-0.5501702336815772,-0.31763141108543724,-0.8028934588194657,-0.25541572545768376,0.00046538608567096363,0.6491240031600183,-1.2398213113450203,-1.27231093708965,-0.5816746410194187,-0.867611598340881,-1.228417848027415,-1.2918281269275766,0.011101121550809794,-1.5528758236233444,-1.3914235988057289,-1.6445934288758943,-0.05760413598535254,-0.3334266736762226,0.3588148870551716,1.8677004020301817,-0.11824540739119394,0.49029532099416023,0.07091553855472543,1.4119920968870419,-0.18121053620522928,0.3309010167303933,-1.4415989598019878,-0.24095347345245308,-1.1415973641324955,-1.578185188888515,-1.7592678476315715,-0.25876813660629305,-1.671561432875571,-0.023663038456218085,-0.15149588868106606,0.03132064705382523,-0.4266139504680276,-0.06567748339535408,-0.741331303489026,0.20065978782688382,-0.02472019733709123,0.18175136257825308,-0.006349107396586688,0.4775846951463467,1.611663591557449,0.41489511211048413,1.5589218865420649,0.05744756709061897,-0.08443648596486894,1.0142754612021412,0.6120000304869072,-0.05402955696904694,0.6177455260342815,0.9352359771790734,1.3943755009613006,-0.2857070945446516,0.19540435413081894,0.5639197003574475,0.25226606390669,-0.40553995794661996,-2.3765058915088546,-0.8977948106860179,-0.3489361061876536</list></item><item><list struct="atomic" id="2266">0.12383261487467208,-0.16475564299621923,-1.246793035835351,-1.0244572859650636,-0.6833380915580366,-1.400553551942894,0.6580116861657963,0.010099412700770196,0.2753612591185213,-0.18806386993024554,-1.0053920910126928,-1.8654609034733345,-0.21338195043540062,0.7076190970186659,0.8799595614808167,0.38989031423988424,-1.172073107927657,0.379712635111567,-0.8032663957793097,1.3066997944277152,1.4876822670092733,0.44787690719459566,0.9714261982068622,-0.5714604015828584,-0.6697357109747841,-2.4644672221489627,-1.599266517157739,-1.486836061103282,-1.183318169514796,0.7355833913189889,-0.6821516520868425,-1.2843571244329575,-0.18532759062768145,0.025285017375065298,-0.4718942026839035,0.04770356324540581,1.7209254309554174,2.582414030801733,1.2909178978268676,1.9072159663425916,1.3769334663964858,1.646038451021034,1.1626826732716382,-0.7675465671963375,0.8720523424898142,1.9188997191005883,2.3329056842771805,1.4654730322050606,1.848814372079408,0.18667520010181982,-0.13243561013523436,1.3584216290804292,0.09865453096928696,-0.40664102334439406,-1.3091627837277118,-0.8354023656063434,-1.2582922427988525,-1.8608969258563564,-1.5041074718908345,-0.5785502427773894,1.431216219883764,0.793440690877547,-0.9101098838354214,-0.04623550830281176,1.0008480737965577,0.42858133206858623,0.8596635845694001,2.7633507956326455,1.3657952640165574,0.7734316120904896,1.6778084268538953,0.9409091182813786,1.359560139272128,-1.0782891360255373,0.7610057931328154,0.25695540168980446,-0.8608253415742355,0.7398474848105875,0.4953310879746535,-0.7350393659875565,-2.3801002606597397,-2.9338646510292645,-1.0753103989258948,-1.4938943850366853,-1.3143169714311844,-0.6476570188178071,-1.5170677705723987,-1.7080992052705797,-0.4413090832828395,-0.39160712310830637,-0.15666343743410205,-0.2762412577585085,-0.1681506629342429,-0.3425398346617449,0.9293947090782496,0.7699219189657058,0.7892066202269569,0.2025365036773548,1.2377369857314633,0.6420027143052217,0.3937098773465146</list></item><item><list struct="atomic" id="2267">-0.15456335269224278,-0.002838977759424584,1.0540744024144189,0.7356018758968336,-0.33170951609701466,0.4761784526185578,0.6058333757113534,0.08989994482808027,0.5264066894608261,0.21739631363204434,1.0405575767479738,0.8892059155568038,-0.7385907896433034,-0.4138998520542654,-0.08248915959085139,0.9119023682225943,-0.4702147135562025,0.09477234698772145,1.4625928102665824,0.6537744534016792,1.414804109097208,1.8578897215657624,0.15614341644540286,-0.2646502966411806,-0.46661761046003475,-1.6193573576166496,-0.7310242208202038,-1.6222851496891177,-1.5166511186030875,-0.5515034378993131,0.09263443366274215,0.0648046192773492,-0.07860718998161809,-1.2177790559142057,-1.8301011227907138,-0.388360903613306,-0.013351103038707068,0.30729915527560936,0.5085428133271365,1.2602326983011494,0.8340978943425095,-0.10538041127023766,-0.8514401034747443,-0.36233340291019184,-1.439209546725642,0.34667113090042667,1.0366116478031577,-0.2676155190507101,0.7934505494890507,0.3913111961727084,-0.012318881234406474,-0.8994770303926813,-1.0482485930914234,-1.262174110178653,-0.6370849081803575,-1.6133878329981004,-0.4516844852451533,-2.1451542292089325,-2.187141658793527,-0.04410765163163541,-1.4229301879262906,-1.6883359284322623,-1.0245776245391902,-0.02596230741346245,-0.0580934740410577,0.13545949168140595,1.2627978184257769,1.1584906587700288,0.6413749570845845,0.41306837367070687,2.378386453118744,2.0299327344594404,0.6378304822233007,0.044287878782345934,0.9146118903337048,0.8043959646077834,0.9320293919513344,0.8730642580326415,1.7999512181828223,0.33597289662559554,0.8228839721519123,0.026074962541747043,-0.8510206489929596,0.55178127444769,-0.07694370236310345,0.30489833034968655,1.1200308371817085,-0.21333205303099956,-0.27218439397690025,0.5104430166264977,-1.0084134957562012,0.4956631512683033,-0.940308446480874,-0.8265312712321515,0.9324775072865585,-0.13240334590341984,1.442947821167294,2.155663048991501,2.005357152490488,1.562092938994797,1.1612874573446894</list></item><item><list struct="atomic" id="2268">1.2969432335141842,-1.1794327322013067,0.29436001903485504,0.8457965411941024,1.715686561539269,1.9799514930308122,2.2406177833365084,1.655056430012861,-0.18775500255159655,0.2708135635263601,-0.7615354163944735,-0.9165290481907372,-0.1951055537827179,-0.9178624056510468,-0.4440112637975916,-0.15681804232974153,-1.790039389202587,-1.4417133314395538,-0.3749904651150097,-0.21324635640762865,0.8089292506621912,2.42395295375263,0.9203697749622985,1.2869462205610387,-0.07286937604553961,-1.885454994772506,-1.7638144642588232,-0.6477259003672536,-1.1227826665097864,-0.569201632155662,-0.3033213688537502,-0.45065398132636947,-0.21320891706381734,1.1865859407096178,1.6637157672258798,1.9815781607126273,2.0747406240631108,2.724374704608591,2.374726113326109,1.496563066939414,0.37523982183556576,-1.133055745826695,-1.5069434401621222,-0.12805540839221116,0.15425794511285115,-0.7361208434419152,-0.17732152414666227,0.060380810648131764,-2.0193951656928655,-1.6126058907132403,-1.202007523293468,0.7469477268558303,1.1054647386678116,0.9903704704815643,1.4689031867137536,-0.9137705943144724,-1.1348608292193085,-0.7247563542080172,-0.5415363652620733,-0.26773767210834754,-0.4674943769335284,0.40395438082318963,0.081081442036334,0.3512969215148583,0.3265759516481655,-0.1895544466060717,0.9658582747310664,1.4298741971485645,1.1294803308173804,0.7934404370617274,0.9965987921820008,-0.05781516655662331,-0.8556277156505028,-0.03046341003393781,-1.0673909335357288,-0.6784824822049558,0.021746589179434672,0.11757691291958224,1.6130715412733965,0.32279327216992004,0.6248553348621347,0.01684359990962769,1.48157613050057,1.073301909565469,1.1209455206432675,0.32473460305316587,-1.4700213457498317,-2.072379100324919,-2.316393430405514,-1.2697599369835724,-1.213496208859805,-1.7781964123968401,-0.44054697163714884,-0.7031664027041943,0.33152632928718334,0.6311603548634067,0.03967905223028382,0.6832241029241305,1.1369142816941185,2.0433491911036086,2.388817425535695</list></item><item><list struct="atomic" id="2269">-1.272464791876381,-0.8506042174839746,-0.15780902223168444,-0.6398091259931917,1.017343211431174,-0.07601371894137854,-0.31861414818305384,0.1997107887749538,0.2659490243448044,-0.8622931240126998,0.9601532380881341,-0.08480901175874403,1.2005088560086008,0.7948693679580482,1.30891095897599,1.4323963488651417,0.826019977734449,1.0621497348808528,0.05470300833380631,0.32937470336313823,1.0111576067822967,0.5455188389529213,-0.10463350873154521,1.510263846556413,-0.05819776443445918,0.9356043605275851,0.3120429539076341,1.6484627909568086,0.5664952053706044,1.1229582184001279,-0.21978900357503428,-0.06275711151991765,1.0601799136928014,-0.5244120725730032,0.06423997834168345,-0.31184040796015217,0.1855814247361053,0.057320142009598056,-1.3832134175199127,-1.414436081576264,-0.6982895206592815,-1.105370121400975,-1.3857469636424489,0.21031725318014788,-1.0690934223111301,-1.2080498169160134,-0.36694466250973673,-0.8840977874012513,-0.6847054313578502,-1.067038046162753,-0.9423506556935672,-0.5543465539112694,-0.2151499603671848,-0.3174234856726959,-0.7049597024685925,0.5319344847912824,-0.15366901472939454,-0.711490121170165,-0.12604794670962927,-0.7843195303299815,-0.9250536251367876,-0.31990022628079434,0.15246128346276128,-0.6303455992273724,0.7913442330156877,0.48816167155038703,-0.1750576950034162,0.724121314457321,-1.0097567260622407,-1.6030973406098472,-1.463017402891816,-0.6722930865710952,-0.7377515392990276,-0.7101654452863854,-0.403693243540905,-0.44308752625981296,0.6081209519310703,0.7754011063592033,-0.725622899144866,0.5932709576245201,0.31978985540298904,0.7544792290647877,0.08359215351627823,1.1023424891097597,-0.2871328539523631,1.0240370422508969,0.22814867623850263,-0.4023624425783963,-0.6169373420282382,1.069962158965943,-0.04738964130646274,0.7767597153069806,1.0245721180952387,1.1844609048945751,-0.12522214945505386,-0.29705500196484474,-0.2975368179074393,0.1367715078685797,0.34189266280144726,-1.0819112010071874,0.480732786492227</list></item><item><list struct="atomic" id="2270">0.5532501830870242,-0.6172971798043385,1.0102082600334636,1.0806848619672023,0.6159553724663247,-0.18825848445867974,-0.4675335271191258,0.32148787195259004,0.6583699239771148,1.658457122817165,1.2320626155972856,0.17475352234722213,-0.30674009321500917,0.7739251131984245,0.1747614947600461,0.5248406789029625,-1.184786020000465,-1.2441305838126668,-1.2861323044059978,-0.7654719183521238,-1.1381738444716256,-1.3477049807731774,-0.4518843600109775,-1.362681048088223,-0.5006804977238517,-0.7319257450433856,-0.246827986891646,-0.3614936941137633,0.6298083788746867,-0.9586689311073987,-0.8026506229012957,0.39464780928288984,-1.4231028842359892,0.42580749642076215,0.4958552596612392,0.2101439728246555,-1.1097412903838484,0.28013347854651327,0.40893529345709506,-0.08407339074748268,0.012058087144132866,0.058653085827723266,0.23553212583243718,1.0155184952228031,0.6962325094176253,0.7193651958492361,0.23957119987935058,0.9060454138279871,0.5253092007552612,1.0411677419587042,-0.18174835143910292,0.6673490256933579,0.5297153396621238,-0.7601363980952797,0.9181324295488793,0.7671372745811279,-0.743978094690304,0.5231939704511668,1.2262306079506633,1.0253248191592708,0.682452050112193,0.7775063245228476,-1.051051005296999,-1.1811850848452097,-0.3057853610656935,-1.6218852117976161,0.12271634732725442,-1.1710405804552657,-0.10849486794490269,-0.9647442847403808,0.17733406849983335,0.3032949545072838,1.104230759656386,0.8964967881565686,-0.08926515990130403,0.9257369540742757,0.4706199464401282,0.7442848141829872,-1.23636653663053,-0.9095837039798,-0.5655877889904841,-0.5071603300240018,-0.1365682346315195,-0.06821117238287336,-0.6030816803545216,0.2551300861268345,0.7006597563745273,0.011543180707131033,0.8204418939193053,0.7438504723494818,-0.24386403344081903,0.8605857501968012,-0.8610221624224822,0.7517453729478444,-0.7491849857230339,0.7264467689692397,-0.3400375549468968,0.4219882241149733,-1.0019339149889686,0.22811849800401207,0.3111028485210442</list></item><item><list struct="atomic" id="2271">1.2276873783478603,-0.004130216171622805,0.500396563978251,0.7942152075558887,0.06391133333185918,0.9313760228659868,-0.34635671346856745,-0.7469624600239392,-1.572006751131285,-0.4171848163485332,-1.3335239976785709,-0.2316081152820504,-1.397097002768084,-0.352248687847429,-0.6284610595813703,-1.1584435491441587,-0.09826757963565019,-0.011572169120647475,-0.03283109951531164,-0.18986964513308677,-0.5190823625362057,-0.1305078584913253,-0.3743193201972488,-0.7220720405402633,-0.21047588865301173,-0.373338473645014,-0.8829235769583008,-1.6502208279202062,-1.5725801370430965,-0.702044961919256,0.7882258529329044,1.2364103263603832,0.11130158032559384,0.502135608429396,0.06545790004039369,1.2923132221679783,0.1344541595827371,0.010779924688709641,-1.1344784860444808,-0.1337402209614687,-1.0264384754780058,0.04302819339162993,-0.47299134794932046,1.3094527515228498,1.5531102847231573,-0.18000539533476387,1.5361397299171262,0.02569292510542077,1.4733623699094254,-0.10057591892770945,1.1353821632516603,-0.1934806568779472,0.6435551202252308,1.6092996514878148,1.3313663868627366,2.0189541525119306,1.844665074732522,2.0957422610922625,0.8368924237603237,1.0849394169501545,-0.15548500396401482,0.8055639430599132,2.5633973822895264,1.1149962473007478,1.6275828688624072,1.7541035257827344,1.3427750391820545,0.29975649597952764,-1.437417184910055,-1.8300186659583983,-0.6360047878557848,-1.072405185611523,-0.673927528428251,-1.03758085717564,-1.2864074447067537,-2.210154125506678,-0.6084982096728333,-1.1021484900366298,-0.28313758705595277,-0.38440974270535583,-1.0298773407648734,-0.5651982492175798,-0.47396670805285146,-1.0157918577352079,-0.0054951361284428365,-0.5079667182926721,-1.115899673599619,-2.1360665870587,-0.7386199017247466,-0.5295557448832781,-0.621805671283539,-0.2322127777591682,0.6263877437238554,0.1926307907379306,-0.038883096480732314,-0.6925724703730942,0.5823222539839374,-0.28821220835114497,-0.357115430111067,0.12218794546821383,-0.11443731438658135</list></item><item><list struct="atomic" id="2272">0.8246375801303921,1.027968177372965,0.9046777172602634,0.17082895883129784,-0.08473381369717296,-0.24229044954759105,-0.1765154807616336,1.437477702336428,0.29380218096457955,0.31950153069520576,-1.3530645835198618,-0.8268831248083132,0.14379766144537598,-0.6378275830223752,0.3292216878330413,-0.8522891926519698,-1.2074053539307805,-1.284819058751615,0.0412780648169268,0.12584534429339073,1.4255244526319613,0.2873697440211849,1.011684322543264,-0.6492976535047758,-0.6405490162811064,0.37967917330998285,-0.05153824714287157,-0.7943702898299848,0.1484881724125761,-0.2499796063740167,-0.05250696565960181,-0.2605571766977091,1.1062509849425224,0.9485483626684804,-0.7508184847806759,-0.7474372293932856,1.3924788185768016,0.869200800001198,0.7438107118555366,-0.7059370713449213,-0.5611338235047849,-1.0572136444541924,-1.5136287940328017,0.16351768409601974,0.31877395150909155,-0.540586930584031,1.095142910797982,-0.6379185352830997,0.29818645427506335,-0.26601561225802567,-1.385280596591675,-0.7475511547096778,0.43929944573071894,0.3677181044749886,-0.7684091437822487,-1.3414199580987012,-1.3713157299294179,-0.5772140185579777,-0.745084973532201,0.5820644781206833,0.9019230925471949,0.9131144258576726,1.5147102659125775,0.8008948772626349,0.3793223129076891,-0.04281194680332239,1.5516535129666769,1.7208576118445045,0.8785238545099839,1.4524477661874777,-0.12214072592565939,-0.6544834881450083,-0.8092763889286463,0.137657787314693,-0.9869907037581122,-0.6953357274755408,-0.7914322075896952,0.5430504022757728,-0.359715787757283,-1.1707697849608858,-1.826496833509594,-0.5041239430896611,-0.8868860847205027,0.815303730983499,0.052099902586087564,0.47418260832932263,-0.40910443420756004,-1.0422037016977492,-0.0005394173925037463,-0.4653354430024857,0.050528204701044584,1.5596389273293392,1.3948262147418522,1.0650022220067716,1.5490588233467606,0.938502790889701,1.1448174026889417,0.11538305954356064,-0.543304393211364,-1.0459063851217756,-0.10700664307262164</list></item><item><list struct="atomic" id="2273">-0.061948484105748554,-0.4530469504147129,-0.6753577464008036,-0.602851838886038,-0.4957280596787339,-0.04224028913146857,0.32296001947881003,2.2383165436361225,1.6456542997809518,1.639738540711943,1.7887171572385923,0.787827764901234,1.3757331623963107,1.6381411874134262,2.2055988225992476,0.30442144416615946,0.7185933241562594,0.5807389176328384,0.7082814637743906,-0.1429147389755868,0.04697344205971685,1.8258566410971258,1.1111926449743994,1.1072806951614582,0.9671202520051458,0.07959328205416216,-0.2309982638827194,0.686914378900316,0.855094179913433,-0.5608020151128725,0.3663371966676001,-0.29925909155727565,-0.47481203626489277,-1.9131303669681785,-1.7257064416715011,-1.2733158345197289,-1.150417278436934,1.4244844692852356,0.1522630892070952,0.03611170332281511,0.44166345528692164,1.1805926208957525,-0.847589872071934,-0.2520599191760879,-1.0388268485545609,-1.1029971232019644,0.4223269840161328,0.8577014765046989,0.12754392799238443,-1.4762506047314439,0.11470088461501278,-0.18383218536315524,0.28689321426920533,-0.520416956605406,-0.9796452166395043,-2.5246082680000583,-1.6584267123016627,-2.9871058185247668,-1.6422576241728932,-0.8293412896974043,-0.16319945340847006,-2.33059836538651,-1.8360469865443894,-1.8199802050259923,-0.7983607166146999,-0.5106851463048642,0.1957481687207777,0.9684207150485997,2.3856210037430716,1.8407917044611994,1.9650105896049932,2.0884820441243357,1.7229280126810005,0.7920340544475288,1.6116651187940847,2.175606943629535,1.9838488612630694,1.741526328723205,1.5288689993362516,1.616043342409562,0.735019535581131,-1.1615901645879938,-0.1413588613491644,1.0633755031341148,0.7472826354510229,-0.4267169687035714,1.06506974829557,1.1021609087194078,0.6928888169302073,0.2289619385974844,-0.722538015615989,-1.0528050388835242,-1.4337348799808574,-0.668587760720888,-0.7432775944048348,0.4664066532895051,0.025634735598094677,0.27471027088965755,-0.10184829747185753,0.29051628969760157,0.9949413022827956</list></item><item><list struct="atomic" id="2274">1.4229266640679932,-1.0524606163516632,0.0718233189614153,-0.640836161966992,0.20729077117545344,-0.867974217089926,-1.6307285400597158,-1.3754079982678349,-2.0400203018085885,-1.878370637520567,-1.1871218790267695,-1.3290480358507846,-0.7308115864035666,-0.8390063770325874,-2.152014215988192,-0.21700918653435491,0.63360434347588,-0.4056295705545159,-0.11289411254490393,1.0282395406545588,1.3588276587229484,-0.018466161516591376,0.016444831249423843,-0.719395795601115,1.5205398657688207,0.6903931299262431,0.4572870306922508,0.9031572179528907,0.20696858358951956,0.11358186496781773,2.299171914981292,2.0601311813773435,2.3504592968953424,1.9030856350931773,1.8655904572893272,1.9848443070171065,1.271064109537188,0.6779604142419422,0.6845150602060529,0.9111978486715692,0.7177953752636155,-0.03299483299054033,1.294824174440639,0.16573466457895317,1.2835786972145449,1.1662958414695566,-0.3551337709772553,0.41532815437532383,-1.1270044211208543,-0.6032105290148465,-0.6848635878492982,-0.04538137618268473,-1.8199304826559082,-0.184457814728329,0.5291453451828483,-0.6697558011778018,0.9010992006474015,-0.024666774628994893,-0.30594661329262457,-1.066152122134254,-1.2489257854544509,-0.265881579449265,0.6310981280486497,0.49807064176274174,-0.5369805421239665,0.28071653256284596,0.7972887557817852,-0.5900457899404986,-1.6014865660039688,-1.607263663167386,-1.474696545310124,-1.7922271529840945,-0.17401000527815474,-1.088156053049186,-0.2847471556905754,-1.6970837485701602,-1.0690687551026343,-0.4719014565122493,0.601239224708692,-0.017686570667060322,1.1038681390427472,0.2086935629717075,0.3082078615518064,0.9184168842638973,1.1511274764252926,1.202700545356536,-0.5009035266378449,-0.7591656767131754,-1.0236487563009997,-0.1842606025154276,0.6551605303526679,0.7529305062789277,1.3826494938578706,1.7743537146654063,0.5551902789903493,1.230555954475733,1.342204172571997,0.9667358332707934,0.12744156172181706,0.9387885309177333,-0.29484808071851615</list></item><item><list struct="atomic" id="2275">-1.042332431681715,-0.2152980301045586,-0.35198115079102754,-0.5075664384987267,1.13515844674359,-0.4991529890187518,0.42993370173986095,0.9073053557196101,-1.1031611271681714,-0.4124438000914304,0.15683487147575703,0.03307031153325782,-0.11355532747513573,0.08270291213947999,0.16166196289373871,-0.7253071859866262,0.22128701291246855,-0.37601410038834665,0.42167469555181075,0.6587585259045269,0.6360679479631239,-0.05038119467986089,0.095687675481657,-1.0465732531975567,-0.002418933478246883,0.8020127449741917,-0.453807130239724,-0.3122569684366283,0.42473240935831263,-0.587565190969564,-0.2795921419789272,1.1311252696497522,1.5293522596637548,1.311700971211139,-0.2181010857957031,0.3186605991187151,-0.23920057883661208,-0.09353687652470763,-0.5736008886831963,0.2232961458710644,-0.8219506625095805,0.044365500632217135,0.23181686854225217,-0.0935631449410892,-0.7048249758310174,-0.9765960358537199,-0.506896989563972,0.39532166345187103,-0.37280344759802136,-0.44268081580275864,-0.16027208174943697,-0.40866191936496277,0.3119431622867438,-0.8132544389805333,-0.4219069987567733,1.1277819037975,0.04890276893413474,1.7630900112724281,0.9869304846724146,-0.2684358839425395,0.24622854821403256,0.9102096539434469,0.05436263726233736,0.37104749659853864,-0.16011234647236697,-0.18055820823354765,0.6914336644505219,0.4512582022117289,-0.9767854427347014,0.16952748294965725,-1.0023665604613843,-0.5932992194156972,-0.4531922264848641,0.6831649502940876,0.7153922405888872,-0.44975126703597545,0.42540401068018924,-0.07152014430908259,-0.07038291924227495,0.11787618132374955,0.027339844000529575,0.896443718176455,0.5770925695537696,0.5876541846989234,-0.6906435757712137,0.33627518008262314,-0.07042463243019854,-0.5115412523206444,0.7299886561289229,-0.19539040266230204,-0.24080563276253017,0.6859523897652552,0.6059884390119856,1.4090611848838137,-0.08056699312130756,-0.7151097978467538,0.18951870488866582,0.037861507050594816,0.3953288308544367,-1.4701363092866773,-0.11551133029162518</list></item><item><list struct="atomic" id="2276">1.0670860498899217,-1.1730517511536742,0.5672992929034659,-0.03910224478368885,-0.47631791147575986,0.028118165909966054,-0.23485930724374865,1.0041129001487534,0.7546931827655753,-0.2312523405719942,1.1403057746383558,0.5713935094098743,1.0289091530248688,1.4499476646293135,0.7151933663468416,0.20534063908169017,-0.5627810456632131,-1.268331981569062,-0.8118737339504835,-1.1164994731787585,-1.2185550357945263,-0.048678517425533606,-0.40417799081423045,0.4817601040703051,0.7639059732539194,1.0779835349406734,1.7095006776615425,1.1913097823750807,0.3283873024551237,0.5584098265697511,0.1677104345682521,-0.7581913961990261,-0.7076379953927429,-0.5582979887547443,0.6991139109003514,0.21132896777772994,0.20421858197351866,0.976493705890671,-1.060523115420294,-0.015419385985891286,0.34335442335356775,-1.0597561353071698,-1.1610328729901422,-0.19101965068693766,-0.3062445803803414,0.6247771592015103,0.014952955729820505,-0.6550734958320545,0.22825671012290097,1.1798946527309213,0.18102566751623797,1.6297121855981693,1.0892736888126167,1.3859778100904374,-0.8581893785395119,-0.5674977312417263,0.23188793884936806,-0.9870877716060013,0.04029605417804399,0.6053561805216852,-0.34974381811562777,-0.2384250849508102,-2.1540342068555276,-0.12525465267238367,-0.5567799061417189,-1.9852153502133572,-1.6477530134530853,-1.0877172907203092,0.4442133723415011,0.5152819729273105,0.24902656301071038,1.206715357594958,1.3542934418537849,0.6063656476477364,1.0777723609434664,0.09216091311993477,0.5898761123608177,1.039172929543464,0.7054053979782162,-1.0638165279974927,-0.2792431783081409,-0.890973234200122,-0.02463109283771024,0.1540823204244882,0.05890183549342416,0.831044485596817,-0.5077178361564785,1.0381455013547778,1.00472013942254,-1.137495221504537,-0.019607113921846626,-1.2177320970416272,-0.5827109383058927,-0.9811618909996084,-0.8744052819248188,0.33955400023019233,-0.8476923613921853,-0.991999374886013,-0.7233668524180826,1.224875555317049,1.2960592709546799</list></item><item><list struct="atomic" id="2277">-2.0989221133996536,-0.061761566056050314,-1.0930403897720902,0.7031677760210183,-0.6252927750286367,1.592943263155214,1.439232121092362,0.9488356223030195,0.8699726108433784,1.2578168005731802,0.49157604429014434,-0.05049938961229808,0.3559145676994802,0.225516055265,0.6097128034554803,-1.0001284425172956,-1.4386632522323912,-0.776922683526118,-1.3140130139945099,-0.24089255587173858,-1.1919057611018988,-0.47374855552358136,0.23082101190094892,0.7062402379492239,-0.3935419296473983,-0.713619102660807,0.4824445080267396,0.535499138508395,0.6104785825930289,-0.12098522978570801,0.663476968538244,0.7915084254120102,-0.30281551975533644,-0.7849236528639907,0.6470775357359766,0.46437773402067406,-0.4540765591644873,0.15932414598784622,1.823056945423871,2.1997072383933687,2.0626886183339406,1.4064303007571062,-0.591695569063508,0.48265501288563206,-1.2101370265609301,-0.710149238619351,-0.9128706350049611,-0.24374214604007363,-0.9880140048806519,1.183059059107093,0.8869524115509929,1.4911294625270402,-0.49399245578808043,-0.4939344514178884,-1.0222835250977766,-0.7577950212930705,0.41274535537234175,-1.0680915607865922,-1.167153199391926,-1.1879181059238746,0.10424992858367883,-1.1300036219147966,0.10917409384270582,0.317701901252828,0.8921650426504191,0.7167642831907625,-0.1645311766705811,0.06728461287990246,0.6204384922001291,2.1362456873893225,1.4197288945251896,1.412236515154664,-0.4184409242824771,-0.4944566149850326,-1.0668614710590816,0.24485917749803957,-0.5183019574231428,-0.35986233385199634,0.8484833549617545,0.2871176808118634,-0.17834663866422779,0.045393878699650995,0.4065980182727533,0.2937313461027841,1.1484481339163712,1.0594207427975675,0.253895177317101,0.7310035993629489,0.6530436191221183,-0.2631720714556714,-1.567854973264416,-1.744633115564845,-0.9043047941625575,-0.8723989770980974,-1.333537722450447,-0.8477984263586216,-0.5315529605364387,0.6150986297944633,1.3180430459423487,2.2328462530041535,0.46418760173596324</list></item><item><list struct="atomic" id="2278">-1.135941120284828,-0.17404813481517742,-0.3943636838886618,-0.5090508469477775,-0.9106534568264767,-0.9540909356444022,-0.10176147001807426,0.9394662561334448,1.0613519091876586,0.7490510435262874,1.0552137676771063,-0.10284363765934894,0.7658567525780157,0.9047750830718582,-0.3307827338773913,0.5862389398884991,-0.9827649902841747,0.5781601678775331,0.6162935982052941,-0.7858663504752553,0.2560692532104006,0.16323354109262325,0.7915336629922392,0.36727025109796546,0.048307819012951975,0.29256213838490003,-0.3162167233612334,1.0115231057629719,-0.3969785301465454,0.033775492309590524,0.9108929014946447,-0.18896148052929318,-0.291794535262278,-0.6527537991882328,0.4974445884610278,-0.19791361255683826,-0.3344960254052173,-0.09050471660216364,-0.6717271504004432,0.7803571120892747,0.7136575449122441,-0.5351818047797634,-0.7331526330957174,-0.7586268792206259,0.5068375462707502,-0.6272644738519804,0.7593524012912073,0.8200985613751831,0.9638579207859471,0.9957866474993847,0.6974998778121259,0.13339261712856326,-0.09656832200082845,0.7489185703083274,0.5407334928884512,0.08364152010812284,-0.5158823580915134,-0.1525247357413772,-0.9233909787276241,-0.5341477231980272,0.8871496327264513,-0.03580839783920847,-1.2766233702540881,0.43808524966505014,0.46603229670461555,0.031099792076487776,-1.2065104791196501,0.7430556225310051,0.9474474518689425,-0.5592107682803694,-0.4852693555277316,-0.7930069543594407,0.5147451819597382,0.231316758177017,0.7208469983128986,-0.18792531210690663,-0.25506369148842917,-0.9778193986457211,0.5179877539286466,0.6701461739170476,-0.22969186520753082,0.044606731564169395,-0.4673801417639037,-0.9655937866269863,-1.073084739094377,0.5788912152350874,0.3429309745096618,-0.3897643967351603,0.9898103405227837,-0.46058283112600873,0.4911219975559651,-0.8286433563408321,-0.1344850023955571,-0.555603894700647,-1.183746830934711,0.5374968030088836,0.49535392062643435,-0.18141536124976818,0.19289268665970877,-0.4644673164484877,0.8436430277368124</list></item></list></item></list></item><item><list id="2279"><item><l>inputs</l></item><item><list struct="atomic" id="2280">0.005770410876721144,0.0058623082004487514,0.005980105139315128,0.006043217144906521,0.006074759177863598,0.006193867418915033,0.00637144036591053,0.006530076265335083,0.006704685278236866,0.0068543595261871815,0.00701611815020442,0.007187606301158667,0.007311126217246056,0.007465520408004522,0.0075554922223091125,0.007539127953350544,0.0073749893344938755,0.007295456249266863,0.007272182032465935,0.00734469760209322,0.007461863569915295,0.007498196326196194,0.0074140774086117744,0.007291093468666077,0.0070837270468473434,0.006832787301391363,0.006769693456590176,0.006707569118589163,0.006619855295866728,0.0065502990037202835,0.006540865171700716,0.006550371181219816,0.006682709325104952,0.006807773839682341,0.006801968440413475,0.006647816393524408,0.006422311067581177,0.006192314904183149,0.006035096477717161,0.006046844180673361,0.00614364817738533,0.00621572183445096,0.006201225332915783,0.006098228041082621,0.005984129849821329,0.005847535096108913,0.005750465206801891,0.005726283416152,0.00563625106588006,0.0054090446792542934,0.005187271628528833,0.005140954628586769,0.005250765010714531,0.00543571449816227,0.005593972280621529,0.005656675435602665,0.005658590234816074,0.005555972456932068,0.0055563426576554775,0.005741473753005266,0.005922678392380476,0.0059957318007946014,0.006135908421128988,0.0062714871019124985,0.006515799090266228,0.0068502058275043964,0.007156225387006998,0.007488217670470476,0.007677906192839146,0.007726565003395081,0.007763830479234457,0.007830152288079262,0.007873952388763428,0.007942643016576767,0.007993195205926895,0.008044048212468624,0.00811850093305111,0.008141103200614452,0.00826756376773119,0.008388944901525974,0.00848532747477293,0.008609933778643608,0.008762950077652931,0.008864621631801128,0.008801469579339027,0.008766552433371544,0.008879420347511768,0.009126963093876839,0.009387032128870487,0.009585770778357983,0.009777097031474113,0.00989986676722765,0.00989755429327488,0.009933645837008953,0.009874493815004826,0.00991949811577797,0.009991566650569439,0.009832116775214672,0.009642972610890865,0.009593539871275425</list></item></list></item><item><list id="2281"><item><l>delta</l></item><item><list struct="atomic" id="2282">0.0012958450740326304,-0.0006066313592638831,-0.0005361857373320681,0.0023407466027835213,-0.000027939446464822172,-0.00437099270860138,0.0003026095465184991,0.0007638134408443122,-0.002602971018709259,0.010735437870331294,0.00013794061784965915,-0.000003950300073642921,0.000006961871615864746,0.006538041045808616,-0.000005950383081225219,0.0019688755337562546,0.0006382940516134079,-0.0015863663174184414,-0.0015689725142013237,-0.001789771560537118</list></item></list></item></list></item><item><list id="2283"><item><list id="2284"><item><l>...</l></item><item><ref id="1684"></ref></item></list></item><item><list id="2285"><item><l>weights</l></item><item><list id="2286"><item><list struct="atomic" id="2287">-1.661273901875537,-1.24897601066839,0.16244577909827557,1.374654386167801,-1.481782652515793,2.1206445945529806,6.1557849974145,-1.4042072240432204,0.37943592369092904,2.220797958621648,-4.394030127948897,-3.4774278251622612,2.57809615103285,-1.8492541581532296,-3.6425710096425257,4.266580012880638,-0.788072034512878,-1.2408709662721613,-0.03353532715774278,3.817356124572765,0.6448449871858503</list></item><item><list struct="atomic" id="2288">0.2723018707997628,0.5589086101482138,0.3174717436961865,-0.18654507487671668,0.44154937056833493,-0.8722554935330727,1.8908645695316473,0.04876454259510477,-2.0464699788229264,-0.9226533044966443,-3.275327891444498,-1.6316247894403004,2.023153353714779,-2.078994407202788,-2.4849707705172976,1.8006458238824838,-1.7480837936238707,-0.5452889227996185,2.46772306629842,2.9465722299944237,1.2749380846549925</list></item><item><list struct="atomic" id="2289">0.5379786025335503,2.09731355840446,-0.8564671820996116,-0.5184615036702236,1.131352871893919,-3.903264200961606,-0.5309993773989392,-0.007847177834834962,0.9486069772062996,-0.05100158004879378,3.0729544927411556,1.4088435674688629,0.35474071051064937,-1.3118527679555396,1.2321588561106283,0.10207434205309636,-2.200036107888718,-0.6913020639968002,0.4294608432339111,-1.0999392818454996,0.6636520842480989</list></item><item><list struct="atomic" id="2290">0.5644889927428048,1.790868218024569,0.27934634212301035,0.9249141228600318,-0.8717689378124804,5.361337309720295,-4.927271332990438,3.5716863639262995,-5.446162370923025,-3.7696226935475097,-5.433436025265097,0.7748974918052904,0.6778147499256377,4.191648910623546,-1.3232701285367499,-6.358218201395546,4.534411537402027,2.2877163866559838,-3.3106599299182866,-0.678420983397623,-1.1071775517358964</list></item><item><list struct="atomic" id="2291">-0.7201653513319036,-0.9182789942411507,-0.3340724017065254,0.30725945518239806,-0.8180490295508142,0.2662579313566743,0.03617480317843557,-0.16812142345998862,-0.7000416379038661,-1.040589326647613,-0.10542946524826634,0.0356083381579987,0.29141095838403724,-0.15865736468140945,0.5643107390476334,0.1493576741536105,-0.18987342452831196,0.09147147727556236,0.7448261365842935,-0.3340172756092073,-0.9138673420206255</list></item><item><list struct="atomic" id="2292">-0.25759726040806424,-0.8293796988048194,0.39846724076421536,0.37200452627499236,0.18410785552204872,0.3731897151665038,-0.6819015611982803,1.2614676759268586,0.11938560634885162,-0.48957902689128446,0.4609461736530768,0.8380996801379809,-1.6458350081311843,-2.372911489375791,-0.6857196545495888,1.6285317500690542,0.8302839843298189,0.2597532310747859,-0.5506461958270734,-0.748504988190033,-0.5073776480904086</list></item><item><list struct="atomic" id="2293">-0.6265597062137156,-1.5042521901627426,0.1300873086636237,-0.32194509269836225,-1.5782573750661522,1.3234665682434437,-0.8436167751085276,0.5284698553400706,0.5623249240326794,-0.6297861108789479,-0.9956930462326218,-1.2644141413882173,-0.5621298213684048,0.33504802745265283,0.3278500922543046,-0.1850560327945344,0.5422828749293168,0.5761424656054354,0.2986966904677911,0.85268027503063,-0.6887808914168619</list></item><item><list struct="atomic" id="2294">-0.5282724380764569,-2.0521029694092934,0.32239828032819273,2.0909547385349887,-0.7888235450876746,3.284137999806036,-0.417733550002964,-1.235053858019006,-2.7190246499072552,-0.40150587812035665,-0.39738844383329497,0.583534337798294,-0.7931846158480224,1.761559077212319,-1.8544163212369151,-1.653262903698221,1.884557869122672,0.6456538483635099,-0.7432774469701398,2.5560087724508804,0.16192621356583617</list></item><item><list struct="atomic" id="2295">-0.8488361728293258,1.2364266053177668,0.3068131000129407,-0.2784644533725034,1.2314915774406192,2.099675811626626,-1.3986569711189683,1.7846832662464034,-3.619482099194862,-1.8040637637506352,-3.4212458304621967,0.5833421954331574,0.05799002420942379,2.8963696772377205,-2.128541432305601,-2.6660666364450716,1.7134965348180706,-0.6070379441957299,0.21297952347147403,-0.6183190467338842,-0.08012738994539909</list></item><item><list struct="atomic" id="2296">-2.1505507377535134,-5.68858258953117,-0.5441241965507894,-0.14481425800386363,-5.322998194438206,5.872133931291101,-0.43218981511057797,-3.909633665904946,2.890175780408138,5.292052632497728,-1.040943667115516,-2.370090606242036,-2.124594778313031,2.4132876549460107,-0.13884901955144324,-0.09309762007586515,3.324767173688263,-0.7979763790309992,-3.8481269915206817,3.0087861980250783,-0.43014312125418497</list></item></list></item></list></item><item><list id="2297"><item><l>inputs</l></item><item><list struct="atomic" id="2298">0.5582967420005935,0.15020164313746365,0.10708150540022286,0.50781709084667,0.9118747139465189,0.490314406381399,0.4748183126930462,0.5333223952154659,0.4935596170795483,0.7977810935100672,0.222725089917359,0.6356272451435508,0.7551803339965626,0.6983279772849149,0.5285821061838231,0.8164721434709933,0.26768763357255615,0.7463473440470152,0.11566731868147763,0.24712540876048952</list></item></list></item><item><list id="2299"><item><l>delta</l></item><item><list struct="atomic" id="2300">-0.007009821081110229,-0.0027842447372729605,0.0003864128443026491,-0.000022234321802324636,0.0000651099482136654,0.000030482000593382132,-0.00011472011553323433,-0.00007852636581107845,-0.00045123457977674713,-0.000021209928595260415</list></item></list></item></list></item><item><list id="2301"><item><list id="2302"><item><l>...</l></item><item><ref id="1684"></ref></item></list></item><item><list id="2303"><item><l>weights</l></item><item><list id="2304"><item><list struct="atomic" id="2305">-5.667566134238879,10.563520335888988,5.7750126450717785,-4.368575415051885,10.247140409370354,-0.26933503600332276,-2.6304124529198063,1.0531382148007384,3.816404169529444,4.804427939836481,10.331064334116494</list></item></list></item></list></item><item><list id="2306"><item><l>inputs</l></item><item><list struct="atomic" id="2307">0.11088803734642666,0.024718108511433207,0.5117851289987425,0.06340467030898495,0.14822012095717071,0.13264652047403208,0.1750316672326035,0.21680488933986322,0.09724288222332818,0.13599910818341213</list></item></list></item><item><list id="2308"><item><l>delta</l></item><item><list struct="atomic" id="2309">-0.003277837697572293</list></item></list></item></list></item></list></item></list></item></list></variable><variable name="big data" transient="true"/></variables></scene></scenes></project><media name="Instrument Classification Exploration" app="Snap! 10.7.2, https://snap.berkeley.edu" version="2"><sound name="harp scale" sound="data:audio/mpeg;base64,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" mediaID="Instrument Classification Exploration_ML_snd_harp scale"/><sound name="flute scale" sound="data:audio/mpeg;base64,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" mediaID="Instrument Classification Exploration_ML_snd_flute scale"/><costume name="alonzo" center-x="47.5" center-y="61.5" image="data:image/svg+xml;base64,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" mediaID="Instrument Classification Exploration_Alonzo_cst_alonzo"/></media></snapdata>