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      <header alignment="Center" color="#a9a9a9">&amp;[DATE] &amp;[TIME] - &amp;[FILENAME]</header>
      <footer alignment="Center" color="#a9a9a9">&amp;[PAGENUM] / &amp;[COUNT]</footer>
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  <region id="0" left="27" top="27" width="418" height="31" color="#000000" bgColor="#80ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">Lagrange elliptical multipliers ...</p>
    </text>
  </region>
  <region id="1" left="153" top="72" width="354" height="31" color="#000000" bgColor="#ffe1e1" fontSize="14">
    <text lang="eng">
      <p bold="true">1:: Define/Install the system </p>
    </text>
  </region>
  <region id="2" left="153" top="108" width="141" height="29" color="#000000" bgColor="#ffe1e1" fontSize="10">
    <math decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>Given some numerical values ...</p>
      </description>
      <input>
        <e type="operand">a</e>
        <e type="operand">b</e>
        <e type="operand">c</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="5">mat</e>
        <e type="operand">2</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="1">sqrt</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="5">mat</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="3" left="153" top="144" width="128" height="33" color="#000000" bgColor="#ffe1e1" fontSize="10">
    <math>
      <description active="true" position="Right" lang="eng">
        <p>... for any candidate points</p>
      </description>
      <input>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operand">y</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operand">z</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operand">λ</e>
        <e type="operator" args="1">-</e>
        <e type="operator" args="2">≡</e>
      </input>
    </math>
  </region>
  <region id="4" left="153" top="189" width="316" height="24" color="#000000" bgColor="#ffe1e1" fontSize="10">
    <text lang="eng">
      <p>Minimize &amp; Maximize the parameter 'λ'</p>
    </text>
  </region>
  <region id="5" left="153" top="234" width="377" height="31" color="#000000" bgColor="#ffe1e1" fontSize="14">
    <text lang="eng">
      <p bold="true">2:: Subject the Lagrange system </p>
    </text>
  </region>
  <region id="6" left="459" top="279" width="167" height="80" color="#000000" bgColor="#ffe1e1" fontSize="10">
    <math decimalPlaces="4">
      <input>
        <e type="operand">φ</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operand">a</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">/</e>
        <e type="operand">y</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operand">b</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="operand">z</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operand">c</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="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">:</e>
        <e type="operand">Ψ</e>
        <e type="operand">x</e>
        <e type="operand">y</e>
        <e type="operator" args="2">+</e>
        <e type="operand">z</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">sys</e>
      </input>
    </math>
  </region>
  <region id="7" left="153" top="297" width="121" height="33" color="#000000" bgColor="#ffe1e1" fontSize="10">
    <math decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>subject to</p>
      </description>
      <input>
        <e type="operand">Φ</e>
        <e type="operand">x</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operand">y</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operand">z</e>
        <e type="operand">2</e>
        <e type="operator" args="2">^</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
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  <region id="9" left="144" top="378" width="115" height="24" color="#000000" bgColor="#e1ffff" fontSize="10">
    <math>
      <description active="true" position="Right" lang="eng">
        <p>The formal "Lagrangian"</p>
      </description>
      <input>
        <e type="operand">L</e>
        <e type="operand">Φ</e>
        <e type="operand">λ</e>
        <e type="operand">φ</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">+</e>
        <e type="operand">μ</e>
        <e type="operand">Ψ</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="10" left="144" top="414" width="326" height="199" border="true" color="#000000" bgColor="#e1ffff" fontSize="10">
    <math decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>The Lagrange gradientswrt intrants [x,y,z,λ,μ]From other artefacts μ=1</p>
      </description>
      <input>
        <e type="operand">fx</e>
        <e type="operand">L</e>
        <e type="operand">x</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand">fy</e>
        <e type="operand">L</e>
        <e type="operand">y</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand">fz</e>
        <e type="operand">L</e>
        <e type="operand">z</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand">fλ</e>
        <e type="operand">L</e>
        <e type="operand">λ</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand">fμ</e>
        <e type="operand">L</e>
        <e type="operand">μ</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">sys</e>
      </input>
      <result action="symbolic">
        <e type="operand">x</e>
        <e type="operand">4</e>
        <e type="operand">λ</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">2</e>
        <e type="operand">μ</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">+</e>
        <e type="operand">2</e>
        <e type="operator" args="2">/</e>
        <e type="operand">2</e>
        <e type="operand">y</e>
        <e type="operator" args="2">*</e>
        <e type="operand">5</e>
        <e type="operand">λ</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">5</e>
        <e type="operand">μ</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">+</e>
        <e type="operand">5</e>
        <e type="operator" args="2">/</e>
        <e type="operand">2</e>
        <e type="operand">z</e>
        <e type="operator" args="2">*</e>
        <e type="operand">25</e>
        <e type="operand">λ</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">25</e>
        <e type="operand">μ</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">-</e>
        <e type="operand">25</e>
        <e type="operator" args="2">/</e>
        <e type="operand">5</e>
        <e type="operand">5</e>
        <e type="operand">4</e>
        <e type="operator" args="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="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">4</e>
        <e type="operand">y</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="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operand">4</e>
        <e type="operand">z</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="operand">100</e>
        <e type="operator" args="2">/</e>
        <e type="operand">x</e>
        <e type="operand">y</e>
        <e type="operator" args="2">+</e>
        <e type="operand">z</e>
        <e type="operator" args="2">-</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">sys</e>
      </result>
    </math>
  </region>
  <region id="11" left="144" top="639" width="424" height="31" color="#000000" bgColor="#e1ff80" fontSize="14">
    <text lang="eng">
      <p bold="true">3:: Numerical Maximize/Minimize 'λ' </p>
    </text>
  </region>
  <region id="12" left="144" top="693" width="99" height="41" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math decimalPlaces="4">
      <input>
        <e type="operand">V</e>
        <e type="operand">X</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="function" preserve="true" args="1">vectorize</e>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="3">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="13" left="270" top="693" width="322" height="40" border="true" color="#000000" bgColor="#e1ff80" fontSize="10">
    <text lang="eng">
      <p bold="true">Credit and thanks to Alvaro [20181023]for the dressing the roots solver</p>
    </text>
  </region>
  <region id="14" left="144" top="765" width="333" height="68" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math optimize="0" decimalPlaces="4">
      <description active="true" position="Top" lang="eng">
        <p>Numerical Minimize 'λ'</p>
      </description>
      <input>
        <e type="operand">X</e>
        <e type="function" args="1">F</e>
        <e type="operand">x</e>
        <e type="operand">X</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">y</e>
        <e type="operand">X</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">z</e>
        <e type="operand">X</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">λ</e>
        <e type="operand">X</e>
        <e type="operand">4</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">μ</e>
        <e type="operand">X</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="operand">fx</e>
        <e type="operand">fy</e>
        <e type="operand">fz</e>
        <e type="operand">fλ</e>
        <e type="operand">fμ</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="function" preserve="true" args="1">transpose</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="15" left="513" top="765" width="62" height="99" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>Guess 'λ' values</p>
      </description>
      <input>
        <e type="operand">λ</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0</e>
        <e type="operand">4</e>
        <e type="operator" args="1">-</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
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  </region>
  <region id="17" left="144" top="873" width="266" height="99" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math decimalPlaces="4">
      <input>
        <e type="operand">λ.1</e>
        <e type="operand">X</e>
        <e type="function" args="1">F</e>
        <e type="operand">V</e>
        <e type="operand">λ</e>
        <e type="function" preserve="true" args="3">roots</e>
        <e type="operator" args="2">:</e>
      </input>
      <result action="numeric">
        <e type="operand">1.5738</e>
        <e type="operand">1.3771</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0.1967</e>
        <e type="operand">4.4118</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0.324</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">mat</e>
      </result>
    </math>
  </region>
  <region id="18" left="144" top="1035" width="333" height="68" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math optimize="0" decimalPlaces="4">
      <description active="true" position="Top" lang="eng">
        <p>Numerical Maximize 'λ'The maximum of F is the minimum of G = -F</p>
      </description>
      <input>
        <e type="operand">X</e>
        <e type="function" args="1">G</e>
        <e type="operand">x</e>
        <e type="operand">X</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">y</e>
        <e type="operand">X</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">z</e>
        <e type="operand">X</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">λ</e>
        <e type="operand">X</e>
        <e type="operand">4</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">μ</e>
        <e type="operand">X</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="operand">fx</e>
        <e type="operator" args="1">-</e>
        <e type="operand">fy</e>
        <e type="operator" args="1">-</e>
        <e type="operand">fz</e>
        <e type="operator" args="1">-</e>
        <e type="operand">fλ</e>
        <e type="operand">fμ</e>
        <e type="operand">1</e>
        <e type="operand">5</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="function" preserve="true" args="1">transpose</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="19" left="504" top="1035" width="70" height="99" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>Guess 'λ' values</p>
      </description>
      <input>
        <e type="operand">λ</e>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="operand">10</e>
        <e type="operator" args="1">-</e>
        <e type="operand">3</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">mat</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="20" left="72" top="1107" width="62" height="29" color="#000000" bgColor="#ffffff">
    <picture>
      <raw format="png" encoding="base64">iVBORw0KGgoAAAANSUhEUgAAADYAAAAVCAYAAAANfR1FAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAACeSURBVFhH3djbCoAgEEVRif7/iyUjaMCHnXkbHQ0WQTV6Dj2VC5sezl8+jHAeJ17XMrSYoPu9TSk2ouDUYoKeb2WimKC5WqaKCZovVVyMgmih/XOZLiYox58lignK88XRAjtY5o1RlhTzxShDjuJitSh0Cq1Rwlwxmq1hphjNtFD/HpONqMwjDtPTtGJxCA3Di8Wba9r318B73uwI4QbyxGUjUQqtZQAAAABJRU5ErkJggg==</raw>
    </picture>
  </region>
  <region id="21" left="144" top="1143" width="257" height="99" color="#000000" bgColor="#e1ff80" fontSize="10">
    <math decimalPlaces="4">
      <input>
        <e type="operand">λ.2</e>
        <e type="operand">X</e>
        <e type="function" args="1">G</e>
        <e type="operand">V</e>
        <e type="operand">λ</e>
        <e type="function" preserve="true" args="3">roots</e>
        <e type="operator" args="2">:</e>
      </input>
      <result action="numeric">
        <e type="operand">1.026</e>
        <e type="operand">1.539</e>
        <e type="operand">2.5649</e>
        <e type="operand">10</e>
        <e type="operator" args="1">-</e>
        <e type="operand">3.0779</e>
        <e type="operand">5</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="7">mat</e>
      </result>
    </math>
  </region>
  <region id="22" left="144" top="1260" width="527" height="31" color="#000000" bgColor="#e1ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">4:: Recover 'λ' minor/major elliptical radii </p>
    </text>
  </region>
  <region id="23" left="144" top="1305" width="119" height="77" color="#000000" bgColor="#e1ffff" fontSize="10">
    <math>
      <input>
        <e type="operand">λ.1</e>
        <e type="operand">λ.1</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">λ.2</e>
        <e type="operand">λ.2</e>
        <e type="operand">1</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
      </input>
    </math>
  </region>
  <region id="24" left="315" top="1314" width="222" height="65" color="#000000" bgColor="#e1ffff" fontSize="10">
    <math>
      <input>
        <e type="operand">λ</e>
        <e type="operand">λ.1</e>
        <e type="function" preserve="true" args="1">norme</e>
        <e type="operand">λ.2</e>
        <e type="function" preserve="true" args="1">norme</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
        <e type="operator" args="2">:</e>
      </input>
      <result action="numeric">
        <e type="operand">2.10042</e>
        <e type="operand">3.162278</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
      </result>
    </math>
  </region>
</regions>