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    <text lang="eng">
      <p bold="true">Scalar integration</p>
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    <text lang="eng">
      <p>The scalar running variable of integration is 'x'.Notice that if you would integrate over ± x it would double the integration. The 'F' datum is 0  ... in other words: you must range the variable of integration from the datum of F. Observe that Int(z) is asymptotic to the 0X axis at infinity.</p>
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        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
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        <e type="operand">z</e>
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        <e type="operand">u</e>
        <e type="operand">0</e>
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    <text lang="eng">
      <p bold="true">Bidirectional Analytics of F(x)</p>
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    <math>
      <input>
        <e type="operand">z</e>
        <e type="function" args="1">Int</e>
        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">u</e>
        <e type="operand">0</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="4">int</e>
        <e type="operator" args="2">≡</e>
        <e type="operand" style="string">same plot</e>
        <e type="operator" args="2">≡</e>
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    <math>
      <input>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="2">int</e>
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    <math>
      <input>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="2">diff</e>
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    <text lang="eng">
      <p bold="true">&lt;=</p>
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    <math>
      <input>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
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    <text lang="eng">
      <p bold="true">=&gt;</p>
    </text>
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    <math>
      <input>
        <e type="operand">x</e>
        <e type="function" args="1">CumulIntegral</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="2">int</e>
        <e type="function" preserve="true" args="1">maple</e>
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      <p>In "statistics", the convention is to scalethe bell shape curve so that its "cumulativeintegral", i.e: the total area under the bellis = 1, the bell is then called PDF. In this example, s=2/π . </p>
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        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">u</e>
        <e type="operand">0</e>
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        <e type="operand">x</e>
        <e type="operand">1</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">/</e>
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        <e type="operand">x</e>
        <e type="function" args="1">CumulIntegral</e>
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      <result action="symbolic">
        <e type="operand">x</e>
        <e type="function" preserve="true" args="1">atan</e>
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    <math>
      <input>
        <e type="operand">s</e>
        <e type="operand">2</e>
        <e type="operand">π</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">:</e>
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    <math>
      <input>
        <e type="operand">1</e>
        <e type="operand">∞</e>
        <e type="function" preserve="true" args="1">atan</e>
        <e type="operator" args="2">/</e>
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        <e type="operand">2</e>
        <e type="operand">π</e>
        <e type="operator" args="2">/</e>
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  </region>
  <region id="17" left="18" top="405" width="363" height="40" color="#000000" bgColor="#fff5ff" fontSize="10">
    <text lang="eng">
      <p>The constant of integration is needed if you want to export CumulInt as  a function. </p>
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    <math>
      <input>
        <e type="operand">∞</e>
        <e type="function" args="1">CumulIntegral</e>
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        <e type="operand">1.5708</e>
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        <p>Bidirectional Analytics of F(u)</p>
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        <e type="operand">z</e>
        <e type="function" args="1">Int</e>
        <e type="operand">x</e>
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        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operand">3</e>
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      <description active="true" position="Top" lang="eng">
        <p>Statistical Cumulative Integral</p>
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        <e type="operand">s</e>
        <e type="operand">x</e>
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        <e type="operand">s</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="1">atan</e>
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        <e type="operator" args="2">*</e>
        <e type="operand">s</e>
        <e type="operand">∞</e>
        <e type="function" preserve="true" args="1">atan</e>
        <e type="operator" args="2">*</e>
        <e type="operand">s</e>
        <e type="operand">∞</e>
        <e type="operator" args="1">-</e>
        <e type="function" preserve="true" args="1">atan</e>
        <e type="operator" args="2">*</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">sys</e>
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    <math>
      <input>
        <e type="operand">s</e>
        <e type="operand">∞</e>
        <e type="function" preserve="true" args="1">atan</e>
        <e type="operator" args="2">*</e>
        <e type="operand">s</e>
        <e type="operand">∞</e>
        <e type="operator" args="1">-</e>
        <e type="function" preserve="true" args="1">atan</e>
        <e type="operator" args="2">*</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">mat</e>
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        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operator" args="1">-</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">mat</e>
      </result>
    </math>
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  <region id="22" left="18" top="783" width="360" height="31" color="#000000" bgColor="#80ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">More interesting applied maths</p>
    </text>
  </region>
  <region id="23" left="18" top="819" width="213" height="136" border="true" color="#000000" bgColor="#ffffe1" fontSize="10">
    <math>
      <input>
        <e type="operand">data</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">:</e>
        <e type="operand">U</e>
        <e type="operand">5</e>
        <e type="operator" args="1">-</e>
        <e type="operand">5</e>
        <e type="operand">4.99</e>
        <e type="operator" args="1">-</e>
        <e type="function" preserve="true" args="3">range</e>
        <e type="operator" args="2">:</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">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="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">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">line</e>
        <e type="operator" args="2">:</e>
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  <region id="24" left="243" top="819" width="244" height="117" color="#000000" bgColor="#ffff80" fontSize="10">
    <plot type="2d" render="lines" scale_x="5.6434226227312" scale_y="1.771561" scale_z="5.6434226227312" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="0" transpose_y="-33" transpose_z="0">
      <description active="false" position="Top" lang="eng">
        <p>Plot range</p>
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      <input>
        <e type="operand">data</e>
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  <region id="25" left="18" top="1044" width="471" height="200" color="#000000" bgColor="#ebebeb" fontSize="10">
    <text lang="eng">
      <p>Often, in real projects it is useful to "disambiguate".The cumulative integral is the cumulative area under thefunction. So, discretize the function: range &amp; mesh as per the project and run the "Finite Differences Integrator". This FD integrator is absolutely accurate if ranged  &amp; meshed infinitely ... easy here: we have afunction. It is most gorgeous if you just have "data",data you can't approximate with a fake function. And,don't worry, it works if the data are "noisy", even purerandom noise. Working with "noisy data", don't committhe mistake of "smoothing" the data if  the smoother isnot wisely applied. </p>
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  <region id="26" left="522" top="1044" width="236" height="40" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>--- Experiment: in 'U' ---plug a range of your choice </p>
    </text>
  </region>
  <region id="27" left="549" top="1089" width="117" height="24" color="#000000" bgColor="#ffffe1" fontSize="10">
    <math>
      <input>
        <e type="operand">5</e>
        <e type="operator" args="1">-</e>
        <e type="operand">5</e>
        <e type="operand">4.99</e>
        <e type="operator" args="1">-</e>
        <e type="function" preserve="true" args="3">range</e>
      </input>
    </math>
  </region>
  <region id="28" left="549" top="1116" width="99" height="24" color="#000000" bgColor="#ffffe1" fontSize="10">
    <math>
      <input>
        <e type="operand">0</e>
        <e type="operand">5</e>
        <e type="operand">0.01</e>
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  </region>
  <region id="29" left="522" top="1143" width="225" height="56" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Observe that no matter therange, the cumulative hasdatum @ '0' ,,, always.</p>
    </text>
  </region>
  <region id="30" left="18" top="1269" width="404" height="193" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">data</e>
        <e type="function" args="1">Σ</e>
        <e type="operand" style="string">Finite differences Cumul Integration</e>
        <e type="operand">vx</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">vy</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">Y</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">i</e>
        <e type="operand">2</e>
        <e type="operand">vx</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">Δx</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">vx</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">vx</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="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="operand">1</e>
        <e type="operand">2</e>
        <e type="operator" args="2">/</e>
        <e type="operand">vy</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">vy</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operand">Δx</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</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="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">vx</e>
        <e type="operand">Y</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operand">6</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="8">line</e>
        <e type="operator" args="2">:</e>
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    <math>
      <input>
        <e type="operand">Σdif</e>
        <e type="operand">data</e>
        <e type="function" args="1">Σ</e>
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    <math>
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        <e type="operand">x</e>
        <e type="function" args="1">datum</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="33" left="432" top="1305" width="240" height="117" color="#000000" bgColor="#ebebeb" fontSize="10">
    <plot type="2d" render="lines" scale_x="2.68615274272693" scale_y="2.28791428662961" scale_z="6.14568723615426" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="1" transpose_y="-40" transpose_z="0">
      <input>
        <e type="operand">Σdif</e>
        <e type="operand">x</e>
        <e type="function" args="1">datum</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
      </input>
    </plot>
  </region>
  <region id="34" top="1557" color="#000000" bgColor="#ffffff">
    <area single="true" collapsed="true">
      <title lang="eng">
        <p>   Something else from Smath forum   </p>
      </title>
    </area>
  </region>
  <region id="35" left="18" top="1593" width="84" height="26" color="#000000" bgColor="#ebebeb" fontSize="10">
    <math>
      <input>
        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="36" left="81" top="1593" width="137" height="66" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">z</e>
        <e type="function" args="1">Int</e>
        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">u</e>
        <e type="operand">0</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="4">int</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="37" left="18" top="1656" width="240" height="158" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="1" scale_y="1.9487171" scale_z="1.9487171" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="0" transpose_y="0" transpose_z="0">
      <input>
        <e type="operand">z</e>
        <e type="function" args="1">Int</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
      </input>
    </plot>
  </region>
  <region id="38" left="369" top="1899" width="271" height="58" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">#</e>
        <e type="operand">#</e>
        <e type="operand">#</e>
        <e type="function" preserve="true" args="3">diff</e>
        <e type="operand" style="string">from diff(3) f(x) menu</e>
        <e type="operator" args="2">≡</e>
      </input>
    </math>
  </region>
  <region id="39" left="36" top="1908" width="100" height="50" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">u</e>
        <e type="function" args="1">F</e>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="40" left="162" top="1917" width="43" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">n</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="41" left="27" top="1971" width="258" height="24" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Derivative n=0 is the function</p>
    </text>
  </region>
  <region id="42" left="378" top="1971" width="286" height="65" color="#000000" bgColor="#ffffff">
    <picture>
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  <region id="43" left="18" top="2043" width="215" height="216" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">nthDerivative</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="3">diff</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="3">diff</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="3">diff</e>
        <e type="operand">x</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="3">diff</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">sys</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="44" left="252" top="2061" width="321" height="226" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="4.17724816941566" scale_y="4.59497298635722" scale_z="17.4494022688864" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="0" transpose_y="0" transpose_z="0">
      <description active="true" position="Top" lang="eng">
        <p>Successive Derivatives </p>
      </description>
      <input>
        <e type="operand">nthDerivative</e>
      </input>
    </plot>
  </region>
</regions>