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      <p bold="true">Skewness/Kurtosis of a vector</p>
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</raw>
    </picture>
  </region>
  <region id="15" left="432" top="603" width="226" height="24" color="#ffff00" bgColor="#010101" fontSize="10">
    <text lang="eng">
      <p bold="true">Mathcad Applied Statistics</p>
    </text>
  </region>
  <region id="16" left="108" top="828" width="630" height="40" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Data set 'Y' is an hypothetical representation of photosynthetic efficiency measurements from a study of light absorption in aquatic plants. </p>
    </text>
  </region>
  <region id="17" left="36" top="1035" width="229" height="117" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">Y</e>
        <e type="function" args="1">frq_dist</e>
        <e type="operand">0.01</e>
        <e type="operand">0.105</e>
        <e type="operand">2</e>
        <e type="operand">0.105</e>
        <e type="operand">0.2</e>
        <e type="operand">3</e>
        <e type="operand">0.2</e>
        <e type="operand">0.295</e>
        <e type="operand">4</e>
        <e type="operand">0.295</e>
        <e type="operand">0.39</e>
        <e type="operand">4</e>
        <e type="operand">0.39</e>
        <e type="operand">0.485</e>
        <e type="operand">3</e>
        <e type="operand">0.485</e>
        <e type="operand">0.58</e>
        <e type="operand">2</e>
        <e type="operand">6</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="20">mat</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="18" left="36" top="1152" width="603" height="30" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">Y</e>
        <e type="function" args="1">midpts</e>
        <e type="operand">Y</e>
        <e type="function" args="1">frq_dist</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operand">0.5</e>
        <e type="operand">Y</e>
        <e type="function" args="1">frq_dist</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operand">Y</e>
        <e type="function" args="1">frq_dist</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">col</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>
      </input>
    </math>
  </region>
  <region id="19" left="36" top="1188" width="165" height="117" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">Y</e>
        <e type="function" args="1">midpts</e>
      </input>
      <result action="numeric">
        <e type="operand">0.0575</e>
        <e type="operand">0.1525</e>
        <e type="operand">0.2475</e>
        <e type="operand">0.3425</e>
        <e type="operand">0.4375</e>
        <e type="operand">0.5325</e>
        <e type="operand">6</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="8">mat</e>
      </result>
    </math>
  </region>
  <region id="20" left="234" top="1188" width="180" height="28" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">Y</e>
        <e type="function" args="1">midpts</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="21" left="234" top="1242" width="301" height="30" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">hist</e>
        <e type="operand">i</e>
        <e type="operand">Y</e>
        <e type="function" args="1">frq_dist</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="22" top="1314" color="#000000" bgColor="#ffffff">
    <area collapsed="true">
      <title lang="eng">
        <p>     BarSize(data,dt)     </p>
      </title>
    </area>
    <region id="23" left="18" top="1350" width="491" height="231" border="true" color="#000000" bgColor="#e1ffff" fontSize="10">
      <math optimize="2" decimalPlaces="6">
        <description active="true" position="Top" lang="eng">
          <p>Bar plot unicolor style, bar width user.</p>
        </description>
        <input>
          <e type="operand">data</e>
          <e type="operand">dt</e>
          <e type="function" args="2">BarSize</e>
          <e type="operand">v</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">t</e>
          <e type="operand">v</e>
          <e type="function" args="2">bar</e>
          <e type="operand">t</e>
          <e type="operand">dt</e>
          <e type="operator" args="2">-</e>
          <e type="operand">0</e>
          <e type="operand">t</e>
          <e type="operand">dt</e>
          <e type="operator" args="2">-</e>
          <e type="operand">v</e>
          <e type="operand">t</e>
          <e type="operand">dt</e>
          <e type="operator" args="2">+</e>
          <e type="operand">v</e>
          <e type="operand">t</e>
          <e type="operand">dt</e>
          <e type="operator" args="2">+</e>
          <e type="operand">0</e>
          <e type="operand">4</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="10">mat</e>
          <e type="operator" args="2">:</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="operand">data</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="operator" args="2">≡</e>
          <e type="operand">B</e>
          <e type="operand">data</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">data</e>
          <e type="operand">j</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="function" args="2">bar</e>
          <e type="operator" args="2">:</e>
          <e type="operand">B</e>
          <e type="operand">B</e>
          <e type="operand">data</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">data</e>
          <e type="operand">j</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="function" args="2">bar</e>
          <e type="function" preserve="true" args="2">stack</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">if</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">line</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">B</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>
        </input>
      </math>
    </region>
    <region id="24" top="1629" color="#000000" bgColor="#ffffff">
      <area terminator="true" />
    </region>
  </region>
  <region id="25" left="216" top="1665" width="204" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">Hist</e>
        <e type="operand">hist</e>
        <e type="operand">0.5</e>
        <e type="function" args="2">BarSize</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="26" left="216" top="1692" width="240" height="158" color="#000000" bgColor="#ffffff" fontSize="10">
    <plot type="2d" render="lines" scale_x="2.85311670611" scale_y="2.357947691" scale_z="6.72749994932561" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-65" transpose_y="-48" transpose_z="0">
      <input>
        <e type="operand">Hist</e>
      </input>
    </plot>
  </region>
  <region id="27" left="27" top="1872" width="710" height="104" border="true" color="#000000" bgColor="#ffffe1" fontSize="10">
    <text lang="eng">
      <p>A normal distribution has kurtosis value of zero. A negative value of kurtosisindicates that the distribution's tail is heavier than that of the normal.Values for population kurtosis can lie anywhere between -2 and infinity, inclusively.Distributions with heavy tails are called "platykurtic". A positive value of kurtosisindicates that the distribution's tail is heavier than that of  the normal. Distributions with thin tails are termed "leptokurtic.</p>
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