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      <p>If the argument is scalar and completely defined,you can plot only the argument, but it does NOTplot mixed, i.e: algo + the scalar function. In this example, ICDFnormal is Smath built-in. </p>
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        <p>Plot defined/assigned algo</p>
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        <e type="operand">f</e>
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      <description active="true" position="Top" lang="eng">
        <p>Plot the scalar function</p>
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        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operand">5</e>
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      <description active="true" position="Top" lang="eng">
        <p>Plot algo ranged</p>
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        <e type="operand">q</e>
        <e type="operand">r</e>
        <e type="operand">3</e>
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      <p>To the contrary of a function thatcan be plotted algo style ranged,the derivative plots in either of the two styles below:1. Native derivative wild scalar.2. Derivative assigned as function      also wild scalar.</p>
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        <e type="function" args="3">D</e>
        <e type="operand">x</e>
        <e type="operand">α</e>
        <e type="operand">β</e>
        <e type="function" preserve="true" args="3">pdf.Normal</e>
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        <p>Plot derivatives in the two unique "wild scalar x style"</p>
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        <e type="operand">β</e>
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        <e type="operand">2</e>
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      <p>Note that the wild scalar plots span unconstrained in the ± Xdirection of the canvas.</p>
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        <p>You can range discrete plot</p>
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      <p bold="true">Derivative of spline interpolate</p>
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      <p>The Smath derivative derived from the built-in al_convr1d(y,f)has not be retained as not being visible and exportable to enduser [typical Edu.] In the  assignment F(var):=cinterp(X,Y,var)'var' is just a carrier for the discrete object, but for the plot it has to be F(x). algo:=F(0,0.1..30) will not plot. InF(x), 'x' is not scalar. In this example, ainterp(X,Y,var) ispure disaster , try the 2nd derivative.</p>
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  <region id="24" left="306" top="1386" width="43" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">L</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="25" left="387" top="1386" width="51" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">H</e>
        <e type="operand">30</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="26" left="306" top="1413" width="60" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">N</e>
        <e type="operand">100</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="27" left="387" top="1413" width="119" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">U</e>
        <e type="operand">L</e>
        <e type="operand">H</e>
        <e type="operand">N</e>
        <e type="function" args="3">xd</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="28" left="306" top="1440" width="215" height="26" color="#000000" bgColor="#ebebeb" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">var</e>
        <e type="function" args="1">F</e>
        <e type="operand">X</e>
        <e type="operand">Y</e>
        <e type="operand">var</e>
        <e type="function" preserve="true" args="3">cinterp</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="29" left="9" top="1476" width="188" height="102" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">M</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">U</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">u</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">i</e>
        <e type="operator" args="2">:</e>
        <e type="operand">F</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">U</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="function" args="1">F</e>
        <e type="operator" args="2">:</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">line</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">U</e>
        <e type="operand">F</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="30" left="306" top="1485" width="167" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">algo</e>
        <e type="operand">0</e>
        <e type="operand">30</e>
        <e type="operand">0.5</e>
        <e type="function" preserve="true" args="3">range</e>
        <e type="function" args="1">F</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="31" left="9" top="1584" width="478" height="72" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Observations:1. The repeated end point in 'M' is not something to try.2.  Deriv(Dy) takes quite a while3.  Deriv(D1y) takes no time even if it has ~ twice pts.  </p>
    </text>
  </region>
  <region id="32" left="9" top="1674" width="412" height="281" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">data</e>
        <e type="function" args="1">Deriv</e>
        <e type="operand" style="string">data Derivative BackSubstitution </e>
        <e type="operand">X</e>
        <e type="operand">data</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">Y</e>
        <e type="operand">data</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">n</e>
        <e type="operand">X</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operator" args="2">:</e>
        <e type="operand">D</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
        <e type="operand">D</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">2</e>
        <e type="operand">n</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">D</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">0.5</e>
        <e type="operand">Y</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">Y</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">-</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">/</e>
        <e type="operand">Y</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">Y</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">-</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">D</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">D</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">D</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">D</e>
        <e type="operand">D</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">X</e>
        <e type="operand">D</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operand">10</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="12">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="33" left="9" top="1971" width="104" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">Dy</e>
        <e type="operand">M</e>
        <e type="function" args="1">Deriv</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="34" left="9" top="1998" width="275" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">pts</e>
        <e type="operand">X</e>
        <e type="operand">Y</e>
        <e type="operand" style="string">.</e>
        <e type="operand">12</e>
        <e type="operand" style="string">blue</e>
        <e type="function" args="5">plotG</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="35" left="9" top="2070" width="423" height="201" color="#000000" bgColor="#ffffff" fontSize="10" showInputData="False">
    <plot type="2d" render="lines" scale_x="0.0101940910917438" scale_y="0.927237512722321" scale_z="0.00945234366837334" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-168" transpose_y="-68" transpose_z="0">
      <input>
        <e type="operand">pts</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">Dy</e>
        <e type="operand">3</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="5">sys</e>
      </input>
    </plot>
  </region>
  <region id="36" left="9" top="2340" width="240" height="173" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="0.217556019982953" scale_y="0.747423202486617" scale_z="0.162606417175901" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-84" transpose_y="-83" transpose_z="0">
      <input>
        <e type="operand">Dy</e>
      </input>
    </plot>
  </region>
  <region id="37" left="270" top="2340" width="240" height="158" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="0.64304361" scale_y="0.57295185651" scale_z="0.368433030166393" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-78" transpose_y="1" transpose_z="0">
      <input>
        <e type="operand">Dy</e>
        <e type="function" args="1">Deriv</e>
      </input>
    </plot>
  </region>
  <region id="38" left="405" top="2367" width="234" height="40" color="#000000" bgColor="#ebebeb" fontSize="10">
    <text lang="eng">
      <p>The 2nd derivative deservestruncation for export.</p>
    </text>
  </region>
  <region id="39" left="90" top="2538" width="89" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">span</e>
        <e type="operand">H</e>
        <e type="operand">L</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="40" left="9" top="2565" width="60" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">m</e>
        <e type="operand">251</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="41" left="90" top="2565" width="80" height="41" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">dx</e>
        <e type="operand">span</e>
        <e type="operand">m</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="42" left="180" top="2565" width="137" height="48" color="#000000" bgColor="#ffffff" fontSize="10">
    <math optimize="2" fractionType="none">
      <input>
        <e type="operand">i</e>
        <e type="operand">0</e>
        <e type="operand">m</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">y</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">dx</e>
        <e type="operand">i</e>
        <e type="operator" args="2">*</e>
        <e type="function" args="1">F</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
      </input>
    </math>
  </region>
  <region id="43" left="378" top="2565" width="251" height="31" color="#000000" bgColor="#80ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">Combined derivatives </p>
    </text>
  </region>
  <region id="44" left="9" top="2610" width="106" height="35" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">f</e>
        <e type="operand">1</e>
        <e type="operand">0</e>
        <e type="operand">1</e>
        <e type="operator" args="1">-</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="5">mat</e>
        <e type="function" preserve="true" args="1">transpose</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="45" left="378" top="2610" width="291" height="40" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Adapted from Martin Kraska:1d convolution [*] of 'y' over 'f'</p>
    </text>
  </region>
  <region id="46" left="126" top="2619" width="104" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">n</e>
        <e type="operand">f</e>
        <e type="function" preserve="true" args="1">length</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="47" left="9" top="2646" width="211" height="41" color="#000000" bgColor="#ffffff" fontSize="10">
    <math optimize="2" fractionType="none">
      <input>
        <e type="operand">dy</e>
        <e type="operand">1</e>
        <e type="operand">2</e>
        <e type="operand">dx</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">/</e>
        <e type="operand">y</e>
        <e type="operand">f</e>
        <e type="function" preserve="true" args="2">al_convr1d</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="48" left="414" top="2664" width="190" height="32" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand" style="string"> y*fi </e>
        <e type="operand">y</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">y</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">≡</e>
      </input>
    </math>
  </region>
  <region id="49" left="9" top="2691" width="245" height="28" color="#000000" bgColor="#ffff80" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">Fnct</e>
        <e type="operand">dx</e>
        <e type="operand">0</e>
        <e type="operand">m</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">y</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="50" left="378" top="2700" width="299" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">y</e>
        <e type="operand">f</e>
        <e type="function" preserve="true" args="2">al_convr1d</e>
        <e type="operand" style="string"> Smath built-in </e>
        <e type="operator" args="2">≡</e>
      </input>
    </math>
  </region>
  <region id="51" left="9" top="2718" width="258" height="28" color="#000000" bgColor="#ffff80" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">P</e>
        <e type="operand">dx</e>
        <e type="operand">1</e>
        <e type="operator" args="1">-</e>
        <e type="operand">m</e>
        <e type="operand">n</e>
        <e type="operator" args="2">+</e>
        <e type="operand">3</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">dy</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="52" left="378" top="2727" width="324" height="56" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="ger">
      <p>Die zugehörige x-Differenz ist 2 dx</p>
    </text>
    <text lang="fre">
      <p>Le pas correspondant à x est 2 dx</p>
    </text>
    <text lang="eng">
      <p>the corresponding x step is 2 dxdy approximates the first derivative of y using divided central differences</p>
    </text>
  </region>
  <region id="53" left="9" top="2745" width="263" height="26" color="#000000" bgColor="#ffff80" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">D1y</e>
        <e type="operand">P</e>
        <e type="operand">3</e>
        <e type="operand">m</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="operand">1</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="5">submatrix</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="54" left="9" top="2772" width="130" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">D2y</e>
        <e type="operand">D1y</e>
        <e type="function" args="1">Deriv</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="55" left="9" top="2799" width="358" height="28" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none">
      <input>
        <e type="operand">D2y</e>
        <e type="operand">D2y</e>
        <e type="operand">15</e>
        <e type="operand">D2y</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operand">10</e>
        <e type="operator" args="2">-</e>
        <e type="operand">1</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="5">submatrix</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="56" left="9" top="2826" width="302" height="159" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="0.126966510942984" scale_y="0.652043953368601" scale_z="0.0167986889706295" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-115" transpose_y="-46" transpose_z="0">
      <description active="true" position="Top" lang="eng">
        <p>1rst derivative </p>
      </description>
      <input>
        <e type="operand">D1y</e>
      </input>
    </plot>
  </region>
  <region id="57" left="333" top="2826" width="240" height="158" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="0.7780827681" scale_y="0.6932717463771" scale_z="0.539422799466616" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-96" transpose_y="1" transpose_z="0">
      <description active="true" position="Top" lang="eng">
        <p>Truncated [*] 2nd derivative</p>
      </description>
      <input>
        <e type="operand">D2y</e>
      </input>
    </plot>
  </region>
</regions>