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<h3><strong>Overview</strong></h3>
<p>This section contains possible solutions to the exercises posed in the Python basics module. There is more than one correct solution for most of the <br />exercises so these exercises are for reference only.</p>
<p><a href="https://learn.digitalearthafrica.org/assets/courseware/v1/68dc5750b88bc742b53e5c8fcaae44c6/asset-v1:digitalearthafrica+DEA101+2021+type@asset+block/06_download-python_solutions.ipynb" target="[object Object]">Download the exercise solutions notebook</a></p>
<p>To view the solutions as an interactive notebook, download the file to your machine and upload it to the Sandbox as in the Python basics lessons.<br /><br /></p>
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<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">1.1 Fill the asterisk line with your name and run the cell.</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">__________________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Fill the ****** space with your name and run the cell.</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">message</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"My name is Python"</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">message</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'My</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">name</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Python'</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">___________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">1.2 Add a new cell and print the value of <code><span style="color: #339966;">a</span></code>.</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">__________________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">a</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">365</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Add a new cell just below this one. Use it to print the value of variable `a`</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">a</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8760</span></p>
<p>___________________________________________________________</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><strong>Question: </strong>Now, what happens if you scroll back up the notebook and execute a different cell containing <code><span style="color: #339966;">print(a)</span></code>?</p>
<p><strong>Answer:</strong> It should now print <code><span style="color: #339966;">8760</span></code> as ‘global state’ means the value of <code><span style="color: #339966;">a</span></code> has been changed.</p>
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<p><b style="font-weight: normal;">__________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">numpy</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np</span></p>
<p>__________________________________________________</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.1 Use numpy <code><span style="color: #339966;">add</span></code> to add 34 and 29</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">_________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.add(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">63</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.2 Declare an array and slice the last 3 items</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">_________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.array([</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 12pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([3,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1])</span></p>
<p>_________________________________________________</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.3 Exclude the last element<code><span style="color: #339966;"> [15]</span></code>.</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">________________________________________________</span></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.array([</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr[:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">________________________________________________</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.4 Exclude the last element, select every 3rd element</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr[:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.5 Values greater than 3 <strong>AND</strong> less than 7</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">_______________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.array([</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">boolean_array</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(arr</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)*(arr</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">boolean_array</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([False,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">True,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">True,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">True,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False,</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">False])</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">_______________________________________________</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">2.6 Mask <code><span style="color: #339966;">False</span></code> values from <code><span style="color: #339966;">arr</span></code>.</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">______________________________________________</span></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">arr[boolean_array]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([5,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5])</span><br class="Apple-interchange-newline" />_______________________________________________</p>
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<p><b style="font-weight: normal;">_____________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><code><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">%matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">inline</span></code></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><code><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">numpy</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np</span></code></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><code><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">pyplot</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt</span></code></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><code><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.copy(plt.imread(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Guinea_Bissau.JPG'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">))</span></code></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">______________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">3.1 Select the top‑right corner <code><span style="color: #339966;">(200,200)</span></code>.</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">______________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Both options below are correct</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">topright</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im[:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">200</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-200</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">topright</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im[:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">200</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">400</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">600</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(topright)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p>
<p><b style="font-weight: normal;" id="docs-internal-guid-8025e7db-7fff-b97c-3222-46936efb5b57">_________________________________________________________</b></p>
<p><b style="font-weight: normal;">________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([249,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">196,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">104],</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dtype=uint8)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.copy(im)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im2[:,:,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">255</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(im2)</span></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08e23d0ac8</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">________________________________________________________</span></b></b></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"></span></b></p>
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" width="271" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">3.4 Set all red values to 255</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">___________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.copy(im)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im2[:,:,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">255</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(im2)</span></p>
<p><b style="font-weight: normal;" id="docs-internal-guid-8025e7db-7fff-b97c-3222-46936efb5b57">___________________________________________________________</b></p>
<p><b style="font-weight: normal;">___________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08e0b34ef0</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
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/rifCcAO3UcYHM1uVxKhQ1jMagFhGcGhT5ZP0eb85HmzIBqZjgMFnatvgAERrH0cyvg6zqy4LwXOjlRzKv1ubSfvI7mUCc/MrNRenk2J9UXGp5YBptYS66YC10C9Dt90c8AJUa7uTFzKF3e3J4BllKiLhkgeKUJAGhGvZJsLq/MXEpv51ZnXuuks83/8p5k1u8NaTgxUMN+BAEgs2enVLJ22MX+rt/txI3kJQURfTEbcpSCsQ0sjIOtNS59Szlek+4mCw75GjtMvlKxxwsA+5LneuOgM/pLpQMwVupL/rNW/3ea29XGf6E21vtdn88F0C/WLpAHkOeyJX1vNVYsElh1+kizMA+AR36YgRqX9/oAuk1J92lqZjW5sA8sDVBKndgsm6QXjHerMQhITXH2dPF2HXnve0FpaeiN/5c23vjFb9qVBHcxg3z/B2dORPUOZfSc+elPzHzyk7PUHfanOIJ+5L0zB/b2WcKTD+9uzWAkGIoaBvovMp8MjFZyaixgJcMTVXe77khGcLBjo/awi82+29/n2roUY75yGgAAEABJREFUKBw7NHPf0drcmMl+53KR4pXYxlqeAKgYZZfM/r683ZhXa2Rv79FB4xBV9wUk95WC3RNAXS/KXKhefLa239H8frSy/ff/0Mwf+LqZr/+GGfOa2kY9ORjqj3prj5GLsmouAOPIvhnjvFm/8lmRD3V1AK3sY3aTHXA9n/evaLcP9zUX9Ypb/S5KHwjcertEfUa4k5ExQAbadOZqEVFdoctmJaCROrxayrZSv+S8nrzC1lHsPZAeFO2u98HtrtPPKrPqYukMp95q3GsJ7VxOdDV5Tk4NxHa2Aomc9Fa/50tzdbNo3GdAAXs6W3tnavd0Dngmp+OA1zsXE+FoCn9XuuZsYzjbOMkPu1vJMgUS8m8YI9pfPDNL+oc5TGMBPsBSFL9eP4qwCqfbjf1awH6mWsIGIfX+xadmTmQX9wZ+wO6hCDUgXJhB55Nbw5gDtftALPNYeqcD6cvpl2fI5NKrM6v1s9b42Yz5p5rBjDbXGttqg24e5kXnTWekTGs1jBkBeTZ3rD7UYgQ2TA2rfHslRtfR+bls9VzM+HLzfa0+ASJAl7azpyWQrMwApLm7f0Z8dy28GVdzhM89OSMN+NCHZj74wZmvaR3z3oDicAs3Oxm7CMGgX4wCXsjgtjZmOKoc+3aIvyen2dkzA1FXM0BUPj3NyQpU7yxyMJKzp4uwGQRKfDrhUjAhrjaJmpvbGeqt2r6Tkvel0GMp7khfiF47Cbxf2ctCMVW2GfKrgcNrGciV2ruYskQMSjpeaFIPeV/zeTQgu5DTPNscL+SA+0t1Znfmem1e6XcGu68xi5qLojMitLKXMUYOuN33242FoTW0We9LTEw6JGJjGwZ3OYvck7OqgzCwLlkKyNO8u2SwBCBb1zP9pz7BeckHGJCZ92oix5K7AuJWlnw7Bz6b7N+W4xwLGJ1HJscalzz/Zh8wbgVWYxONhUkp4aUiXt2z/9EukCVzURbwcnR6fDFZnOtcIMEx1BwEA+Oc/nE0dRTBhsNeDOku1FC4PBiSDhTUAS02AtAUQreSyb6UJ2W93Xgfz67e+xUz+3JyslyrHQ6+WR/eq58pRq9mD6L1nQDkE78ycyUdHg0cNpPv7U4Gooq2a95ng6eT0cXsRxHz459tdSXQYdsCHMZzT/Z5T0DdkAdzxRzImh1fa4xYn7ldTgbLkUyvNDZ6kf4YK31icgBGO2oedE0HQNt503UXGou+6Zx8nSul89453jfdu/nR5N1c/+ZcK0f9Qo51Nid84N6Zt+fwX/nhmXe0kvtHWqj+6q+euZPQ7yQJ1OxgUeBY5wEVzOJSUj2TwFBnAlRRPnd6Zj0l7O+7a73f7HsGcT0n93613xdHTGmKjotSms7+3tzJaLKPOZqy9/b7ap+j2qIzZwZQoh9D5gC7nadQpYB5u2sV0F6oXrMTQChkPZjDPRjtl5N8otrxJ6ojf6l05tc+FgBmHCjz5KCcjXPL0QGFFQ5MY7cxuFaKxJCaFj8Zfa83fqDKEPc0juNYVa/Sneu1zajUBYx3PflxQLkyZiOXZsTXc1pGtciuuYYpI1KRzwJit2fWa+tmXnq+Q9QFXJwSY8LqtK0N13kV4bpsNoylfk1PSmJ+DXkWWpfTkSWgudk524EVZzR/MiVrbZvvSjLYyEEPBbzSDNF4GW+DxUiBuZUwK1ZWyIDL+QszmNb+rsNIgKQAczEwuBiT2RfAa4NsBRHgzTHXkoHrgbtx0X3dD128L9DBWNR6bjf+vUdmdrJH6fGL9fdi9iWlw4KMg770ocZFjwDM3Mlmsaf68jnmaKzGR0f6Ny/BBHg6n47NQXtk6PwvVjsRFO+/f+ZagrrSFwrZV3vf28VGvGImy5Hd07+26vpuflbv5uI37VpCsG6PZu9Nc48liHtS7GOlD9tZ3cnSgLc9PHMyFnKinPuxjq8tor+/5VxOubV/ZivmsZHHr2QoovnVjGM9BvHFj8+8ksMeaaqbOclKCt4sOnTJ3MiIOC2mwGgYD+Udyek5paiFFaCYq2lvIy1wGPnj8Zzi0MrMkkrU78nGtxHA7eYAW1uNp88g/Md/cQYFxgzuP9lYosO/8FMzL7WSdDMav12bmx1rOaeIzHE42HZtcND15m8ca0l7MaicrI9mcZbeNITRDwBea4w3m/dLzwW2zXdhIoGZAh8HZVxABFjaz6FNkfr1Iiqn1/9OMmSg+mBwq/UpInLO5z43s5sBvuOxmcNFYTn12kYg2Pi8Z+zqGcBZJF2Kv313PWO+3jyb5kxz28npbnbdnRxwcdBkfqL2gBpHB0L0KJ1dWWs+nXuzOWEw0hWgAmC3m/NGchBtRWMrcZipZXVM1mfmbFzqAIrVZwPuUzndy8mJjBTTjev18Znvtfrbl05vZVdqMMbAJhTHsSLjACDmci47O9cH2+mfHUkTFe13mi9Z20Zg3w4maAkXswLuxqS+Z9+RlMm5WHHiWn7olRwsDNyk6PQAUNkBAF0+W86cOR/TeLUgeaFxpPJpSETCvAd7IQcAydeAJXb25Uvf6EvaeKOXvonXoW5o+9lytTOxD86iKHUnFP9Uzv9MkfqBjOtr3zPzNaU0X1Ua8sGM9wPvmLEf5ETR6JEUrY5AqAwVuira7WRcBxI8A7MZ7fCeGctkWMmVpIzaiZ5SjO2+OxRgqYOICpSZDY2ags1ZRzL6o18+pDN7b81QPuR/sbFzlHsCvt0M7vlA4vnqBOoML2aoX3pmRoX91vmZvRnVChDLCeXjovnVxnKn9tQU9u6t3RyG0V0P4K4FdliHdOxwDiY6i2qMQQRZb5CWFhnntYyIA4r8Pjc3r6IYZ2Z42pdWSXcUqTE1zAFoARIFRkudIi4jBwrTeFwv/ZmMlMwPxv5ebnxfjI0AgWPNXX1DOmcZfDVnwmwY7GZjBEBNeQ6nL456rnkpitOZJfFDAa/rbgTy5mU+IrIoyjlf6vynyukvXyuFCDCAwf4caqtGATAgUAROvKNupMa1Z3eGw9LzTnM4V2qp5mD1bpl3+lSjMgapAmCwenE+m3nv184cPDlzrvY3vjyXX68GdyDgA1Kn0uUrzf1iujO/e7MdQCDVqdtZbx6ChiCAPZxKVgrfwIo+9I9Cqrfcbk5SCQVP59IFHXJyOiM7wQ1zIV8yudPYsXGp0qlXYh7JxHlS194uwKF+1PBHMABsiWAwqGVMd+fDq3d3+Zt1dQ7+WrUDyPnC8xXRisgX+30zZ9rYnNnKmR7IMA/uS5lRxIcfnNmXMhk3WngnSV1MeOtJidFbouQMIjH0ZhicwMGY6m7xgWvbM1dSgP0cHFVbCqSba7UfAOyrv30BCgVyqgP1+WDjePhtM5t9t56FLMafoSlkfaDU5HTR7HJGAlRuZTwcQYFTGFAR14f+V3ImbMBY99QW4zRmRsjZsYUletb/zS6w+nSh8IgJ5C9jLJZfzUlqoC0O2SnjeqsyohjHuZM3Xc/xGN+l2lIsPJoDNOyF6gI9FHwteQAUOzd7uxiZestm8qeDjeR8YW3mhSK3IrIUby0ZrCdDBctztb1eUfFG52/EFg/FFAEHJ1pLN8yF0z1XgFDcO9LcKAJLuZ7OP/OZHKDzVvv8VvLBivbVn1UuKzI1v4zJ/M1zZX0GaOxvfgq37AELMi/9Cg7Yh12ggsHtnFxA2UyPlzP9a/VxrfZt+EL1yR7jW+m7/dkZYDUuQPZsgex0DZ8scCmGc+z7kiFbOdJc1Xum9jFFzrmZTNY6gANnV5O51LywpiOBpBUP86EbDo9J2fhov1A4YqFuKWhnQqOmgg0uLLiLtK//9cb/YOB2soCCpakvAR7HSvPSZqJBNEY/DX8Eze0aXdUJhbzxIym98YvftCvVDhQ4N3PY3RRyKjTfzHrvqYr8ztiG3afSleOxi9UED3VFQQLZaApWX84WBf7uf1eUSChQnfLkh5y3U0aUxizk2AxPZfye+sAm0infG0VY70ULwLDVeNQRDqek+3OEx98/47P9jfFABrOb4xgDYzsbYKhj3KhxxbqNlLwnbXXKrMchGfi+vrvWOBXyVtPqWhIESgAKGB7M8YCJVZSlHtE5wMl8prbWukAEvZETiyTSCIa/3XUHAtTt4zMrOYbzzdd5AEMOvTjG5oz+sKx7nFt7+nm093sam4i8mgBERoDJAOX3DBqL0I/NY5aWP1sx8MVAYAJ4DuL4YsBvW7+9HcZ6Mxa00RywH/LjMNq8mayuBWbSCXSa/oH+reTktgTp6e3G+rnY2Wf77ObMHE0HDze2ncAFqO/v/VrOuln/WKsgQSZ0LcJyeHq40hgUsbWvHd9LIXznnGtXSrmSp4IvXdbcWH16zyMzr8YYzxWUMFDnmsdnYx4/+9MzmCBmI81lL5jM9lbjTBfvbll+u4AAdOmNPM6nd8FE37YCCFZqVvSUqcyydyYdkwfmbBzG+/qhv0Q56nrmipWtJAu1n+MBCITAsqXXAgwGVXPTkCZRLSs+rl1JrgKRInZivZsforyb69+cawlwMy+zKWcrcFgKcjszGx0KTUd6xS4IZTVpMHCRyL6KYzkxRvJYaczhWIH9EnK8xVBJryFShIikmMahVvvMcpc80248DkCBIu9a41hrDBNAbKeUd1S4PZJBoItPlXp8Lqd5suLuKxwldsQIUOQLGbJ1/GtQPY2v1Cnmo+CqjqNO4pDPy50ZDqahUo4hMLx3BU6M53TU2mdotKiLXazm6JspXhSzQgI0bgV+640VqL27GtBjAe3+gAD1XWSawwE/BsYhRC+GZ1ep5V9tE9HbqiE93nEnRwp7h8FzJIxEAe5MH15qTgDq7RUMjydnUfK1HALl5jg2oAEi9QZgeimAuFgqN13LqTmn+RoXYJXvmx9gome3DUgNbwQYT5fu2ZCHDVileFcs4P50sCdGcyhAX0vGB1IYZ3HLAVluNFdtAkuORacADUiobXG+nf2zRGDAxYmBjBBvqdb4jJuNbWUDr6bfpwOKW+nViobdwArL5wpswMDmQPqgY4zjcswJUyG7z1csV1/CBLADTOH+Q7M4cua7pLqpcsgNSGMRUhMMc778T7Hb9XSfKY30z++r6zOAbC19CIzPJaunGuehGjyYPezLuAUL/tGpw8YPpuSwbNTuAJDggtl9uas3+lJPb/TSN/E6NY90vxR9CAaiiwiXQv1LOZLdfAzDzjnRCQ21UQj1P5QxHckothOeHJhxisi+s5dDJJ6gd2/5KBp5JWMmXIrYzvHuLdWw1LuadDcDomspYL029/adOsWT1VuMCd29moFcKJJZP7c5yZisdFjReLlxnqoWgAntrs94Xahy2sIeChIjiuubk0lLVhszB3ntwsyLzfUz9fXcc6VtOTEqm3+M69azOExMymMHIup7LYGZ23ZzB4wcSM6vPfUQRukzY7zUnF2HiTHwzweCv/mpGd+tpUdgZZVGcY5BciLjO5uTqjVYRn012v50TgGU31/daffQzJFkqo4EAC/FJKQ490ahjQl0Sw8AABAASURBVJUeOLLvrmkn+QBUERIQ3qjj681hO5lLzzio9OZUKdH55Gz+UpHH00OllZFank6uLzeX2zn0nl6lJpxOlCXTtWSN6Xhd+kiAUpuF7eSBXjmzQEA3wMO5y7g6F8Do1zL+i9WsBAYgRE70RqfmJFVRxHQAKis30u5zyehqclD/soRvlcuGPHK/lN0IJOpRq8mcboyhIQ9ZqX9wbixKjU2tx3mCHf8AwIADwOh3Y2VG4FtS4uSlAM4+zH+juRZvxw7r/TUitSOrRD76XMvuMP2GcTc/tXw3l79J1yoUXs3xrib8KwlCFLDMdioFLorOQVaKOidjAvdkTHJ8SPylosOlHM++BQzEcqL7CCj61ZTF8FX092SgmwHCjYBhpeuvJ9mXc1B578WVmZMVXm/vmflCTOJzOfHLjeG1KOu+DHSl9hnVIvzOZXyAy27P13IKilV8wgiADOMwDo5oHFIAjOpsKPBqfUq3VnIalXJgIgIoNnL653NODIuDMn4G4nrRkNNhOOatgMkpsvcBHE/Fhj776ZkvBApnGzvgkKZICwApGszJRH7tnEnOmM1m+mNQp7vG+Bgx4GPQWJTKvYIbFrLQ4Zz2tdjEYsjJEkg9ECMwDkBi5cueGv1I38zvQABj2ZUBL/tlkvOdrWpNmR593BdjfHvyJ0NsAGu8nJwT17g/6YFA/WBsCmOa9IElkBfWZfWljGO8Tu1JBcnfnKY23ItyvV8UEDG6CzElY93OlrA3js/2OnUAA6biPRmh+ABJkGGDZGAMWOTe+sKeODw7uFIf6jPqRWpmCrrHA1e2SAecfQGhBKufhSUlfEHFeNSq9Cel1P6e2lczW4lduI7DswnAAYwW/aa7zHgO1Lcxm8e+ZIsNuf5wn+/Wn9SZHQo4Ycosc+paDL+Xu/lplHdz+Zt0rfwYEl/JUV8MED5VVJQiEDKWsZnDr6VwjkJwkJxzQPdPfmLmVLn3apJx16ScWTEQdWdY0iGpDID4um+bORIAHSqf3anij36v5MirGfP91VMe7PM9GfvBKDyFbSb8xaBShLTiRCxlT+nM5v4ZUf9SWrteJ6RI8QwDmKhLiPSX+k7URv3ltNc7XwRF18/nCOcDE/RWxXwrS5BWqH3sRJsVio3hv09fOYCdl5iEqMiYyePRxv3B0okHqnugwIqlgID8Vhu75UW3igPdpe6T4XJ2dR9G9nAyce+IrfhXGpP30hrzKtjPnv6TPnL+VwN0tFeR97VACDXyuT6N+1OxJ+1wOLtDzwRM5GEVRQS/FACZgyhKt8erJQFedQNM7FadAiUOcKD3in6vJTfU/1i/cwagf7bPrKxgk+pbZEH+AGT6BzC15Zxlp2Z6BgqCEgeUJrG714EZIAIIQcKrMXoEhGIYW7KiodYCRN3XBFSOJTf2cD7bw2gBJrax2zjPJ5szr85gNnTi4ODmzd7YwMUQMnHPo4En+1OPAzRkT9d0hx2Rm2uMBQsFNABZe9uBuDoUkMf+zIks9yQDU6aHZQNavzvHSt3R2KHSQB/dzU+zvJvL36RrofNrSdH9BIqlDC59jE08ywaqhLyas90u0p+NGZx6euZM9NY2aob3Uu9f6YD6zj8Y6kNqjkdp+2Iexx6dIXib0N7/1TPf8ydnDvQ5Y345xuEuzfsDB854/dKMtAS1hh+3ilg7DWiJeIHYAl59wWAZA8BgtH00FLQay1krWt4IZM6sVMQtgjBA593Kce+k2Zs5pKjDWEUwolSTYXwKpis5/XQuZ8capt/tI1jLWBiDqMXwsRFpBiZhfpzxwbfP7DQGzig/x8wONZ69zZfDAmHzvtY8D+3MPJ4D31uE53Dnmqf2geH+xn68ce7tdbUBqm9cj9Hd7FxgZyXnTHpbaeKXkpHVks/EgqRxlspFwvW+ExiMV1HZeFDyRDNr6fOzrbC8GONaaSwXEoh5WH3ZW78fCAz1JX/n3OYLTDCUm4EQx0pEs5F9bHZtl4xz+nWkXRjjcjSn5fPOEcktn/ucI2EtmCFgxSoXWTdX7M7ndTO3kxEWA1DON5/DFfLvC6zXCiRu1gPkN/VR+2wOcAs6mKiaSB/D2CXqCxavZctADSjQHSZrf5IgcilBX98qdW0yXjGn672/U0BZz/YypTHGtSa+zLHz96YPYAbYdq6n+07CqsztZvayJ3Z4ohXCjYTODgXpa9VuTPMujnq+i6vfrEshvfTjTkJVV7geA1mWswwvS7iVYd1KixczXMh8IVR/trTibIZ7pXMuptBTvk+B6Lbl2H05DwB57ztnTgYmr2SgWMJKjns1ZziSATxQkfFdXznzFV81czxDPdEy3MrGzOUcQZ4uAgMD9PtUadXZQAatPNg5708Zx3crwNU/5Z9NaVd7f7bxXusVMBmH6IHGcnLRmdGijnJZhix6cAKGxEHIdInUtQdYDmUwiqxYwvEYmLwZUCmkYTKvJKunksWrGQOjevv7Z07ERMyTofpM9MFirBaIVPpcSWbG8erFmedKRciLwwAcm9xENjUkwLOW8UoDgI87N6UYRxuL+dm74Hsgbqld26It5mCjQZg3gATQ2jy2P6M3/jvJaTWdnavgdzg5fvGFWZaNG9ZgXccCuyMZvXnRPdsQHDiFsdvYpw81MGBrfhyR/Dgu2U2NOR/Yvy577MB7QQUbsrq3nn0kxrllbDkuZydftRTsAGhkWsNZHykISZ8P7Zt5JRb2WkxZOmXenFdaei7nlX7dyg4Una1snO8z+mra4xx9YFj0IV31+IklnUxg9CT9MpfrjWlj78xWc7FtXj1jrUZW8pWGOmvZyUaHDWnk4TpywFTWsvWd/OChgskHPjKz0wWKx3eS+0rArf27OJrdXVz9Zl3K+BiszUnyxkuBBMr32rkZNPNCvyvq2fEI6V8qTbmR9PemdLmcwp404NXOd7s80HgwJWMSZy/NfD7neuKjM19K2fLxWznMhZwNUBwvejx078zhjIFDy78fKoVRa1CXUFjysBz7Exjhvhxpb2JzrKW0M7X/Wq/h2FgBuZiVPRdd/XzsSBFtJaWvJShFORGKI2MgDFx7t7uW0UnDFMw4mffGIgqfCihFC5R2YQsZjXsl1jJGzwR577tmzgZqLxTxLS0++Zszv/5rM1Y9RFMrB0DwteZrudDeB06FAZj/SsbpkN5hB+at4EnWFy4EpE1sbWPGSocisnrUnQzvaPKSHmJErtnZmSHbIxmr4rXDHA8eDGADa/1xcqCxsmdmNcCg94vp9pd/Y+bpi7HJnEL+z8HJQHpgKVQRECBpA/Cg5QBHusRZLLFjr6KvGk8iH9F/LcGT9+uviqHmYX4r6YTcpQK3cqoD989sZU/0jcHp1/ns7FR2pahNNzaEYVhfSL/Yz1rtAI6tGqQ/Y9tebc59ATi0Z2lU3YFdSiEP1M/CCtZnMBB1rEWu2TS97km3VpO2e2U3jvXks51t2Wq/BJmupRd9AvOF5dWn+dhmcCudXci2Xino/Ub28NN/f+Z8dmmcG/rpu4Z+Nz/N8m4uf5OuFZ1PVGdwh2lzHstrin8fL392L4iCIFBwZ6U9Bq/FDEQPjnc5xdqhaWlQlZ4wXyyKEeI3fOvM1uGZ1aKkeob9Dc9+duapX5r5zZ+aefqJmV/7+dbzO/9CDnilCHw1J1NDeSQAOVb9AytSBzgXWuv/dGmTp3+pT3AOEmQs6yuz3GXKWEXaa53vWM2S5etbnYjCG7d0i7E4b6PrbEsXIRmhdszB4XsP8zmdE/9m434y9vR6Wne1ed+7f+ZrPjCjMLYKxD4/83LLyFeaw40cXF8YgfEDDqBxISMETNISRqguYo/Mp0sf0Gwphuswlmx35P2iKOd5Moe52Fiy21HMux6wLM66FmvoZGnM6kZG0e+up4MvJS9MTOF6YUJ9vZtO9pZ3L483aB5o/JXo9fWuVdxUzDwfaAJ24JjoBmMDSHtydOBJltiFyK3WsjeQUtsQ7aVfV3O019mDMfpskjV50BEGC9ivpyfvv6V62Af/QECcU72YjF4N1BrOHKo/RUkR/7nkf7ZxHa2vW8mX7dkbcyAA3miQIj62pmgJdC7Wlr52kgcHB3Rqc47DR2fWAlyrZQ11nM9WDubYW4EodrGZTHf7faXx3E7WgFfRdDO9P1batH2kNpKbz8wPEC11uMZjXVjwkMK7GfFW82RbQJFtmVuquJufZnw3l79J13JQNJJBrCQ4EUWUwjo4svfLkSCxkeVuyoz4+aLt9ZC1IDZbfffuUgnV/5MxiceLyK92zm7AcV/A9M6q+p5tcW90+FaOdjsH264vy8JbRYKTgcW5GM1nf6Vo23LpRsZB4ATNGFBHzmA/BxD5bI6EGRwsikJ9d4emxzGWvQEGdiH/ZazyYZGQuMzVd4AC+Kyt9GnWg4Wot9CIGoiPUXGOcjxjtaOUsTOw7YxRO6823n/0DwK/6j19NL4DqJxhPQ/Xhn0MQAhYuSHsyVgYIwcc+mbUUoKVGM12MtzKYNFm0dfBATkk9iWSrjdJn9kgdibHpzeR9EKyZLy9jPTHezWD6xmyPH6jOdzuPZncTP4AlMM9mhMZ57nkfaojlQ32ofZzOQe2DL/SXAAAXQEQ6RB7aLgjlVAHAUzGaKz6xhrVEK52krRTlAZoqWY4NPkBSvoy51//5dhCqlCATR1UM9e6VrtkRSbqT9cKXK/GYF8p3Tqf/K2KqGtgbYlupDpdtoDdSp1ZQsVWpR0rgcl6AvLZ4b0Fm94Ddk4tTZRWABZpzWs1os5Cr3S4GdPzu+I71vZK47BHBrMR2Mx3OxmvNKFlDPVtBcqcMVdz2q5PAG+c5NF07+Zn9W4uftOuZTzXMygrDYxetV7ej1EAkN+KgVC4GoG6hYfgnn9lBqKjpHs2ZgCGyPFYdQurDkcT5Ms51TNF4z1p4OWiBuqLLl5MMRzD1t6HSm+W6JhEb2a8injJf54rgq+kXKhtXNIGjsLxGeOtDPpK7UgJMAxFuD4aewAoTRrQ5XO6eUmdOKxcHkuR+xsT52logz5vJ02RCQPp7WiD4rVnpWNvIIWluLUcyNhirQ7zG6Up7uT8ZED6QlHRCg5aDoCcZ6UES1BTuZCzn0guPscobjd+RVqGb27byRGlZcx9hagsh8i2Wf+cV/r2+ZyH86lLbWZC9MQZXKPdjQz9dhO6UWSVEqwEGq71PeApmM89Afb73jMDXIGegEGXHNpYpEHXahuIyN+lEArItpNbuWL8wAFQkRMgB8gOQL2SEKU50gXvnY/h6o+NSZmkRwLWnhztakHomdiXAEPWVnA4nPqFAjLgINMznXc6u7rcKxCwJ0MxVoAgT3UUOqU3KYw56QswmPdGdraveW0HJCvZxp2O7fpnFwKVgGE1y7HUSPqO8wNBNRLs8Gx6VCO8FtJK2cxN6sNnbhcE6JscEsGo12Bze2Ip2IjUToq3FOSd8Hsdv/P3zeJ3/vL/b98QmIrx/RUxLyfh50LV50sjLhR5NvKmRS/VAAAQAElEQVTkow/NbIWaltjOxBhU/d0Q9ViO//B7Z3aPznzdN808+uHOawnWstnZClnviU1cqg031z3xszP/qLzP7j/5rdoEynswA0cRv5jzfT7jcYPaYqhZnAguqmxlRSK6+xbyoaHYV2qXIb4uJNFJZL6nwuutTjrDOJoLQFmcPga0LwW6cepwfdoMtHzXfwebm92VliHrdkSInai9Y71zRZclmqQu0fB8BvJicni2OXJ42/M5FPr/bEZtjuo7Gw0OwJ6oX6tQ7vNwJ7LXsyGbgmm2PO+rYLznUJG38XIwBi/SoriAhlFvrNVY16DOT5VCvRQor12e2a6Bhjh/5gdnvuUbZtzs9nL6u92Hu8dnDtX3TuMWrYGlRyms1A/HRdWXgmtNP1b/93cevYY18/Xp8pu+b8ZWb+dCMY+KTOyDyWAXipk31mekOVIoYwQcwGc5cjzpIoCr6SY4A0SlL/vTh7mKxEB7tdTghQIGNgdw1CY2Gyf5SeMu5bBT6mAcGA4mB0Cb/iiYq/24ToBSo3Ce1RvfHTkxAzwb6gCUO7VzIXZ7uEEd7dhJrmvplGwBBJZJDlsrM3TUKXPVxLtO3cMekgez872h8Wp2BgwAjHb3d85mellvYGvZLbWdSA/SegxUWrXdvATBxH43P4Z1N9e/OddC7DtN6Bc/MfN8xi8Pv5Uwz16YUfDZn2GtZVF7988QlMLjAwHD8ZRyz7GZtwU6osz1V2d+6R/OPBVTgcBfCBCup/QbCV5EoOwbCfflDP+VlPfFXj/2qzPPdd6VzhEBl/MSOuNwoIwKdmilOoIlRDfBic4Q/dpG0TOrwEQYLuNEdS31ij72V0B7DITTp+uhaIft0iI6Az7bfF+7OmN5eCMweag57QtAREmgKbqZ605givGgttq4JyP6cHWP40V7/TX0JdowDqzpWJ+7B+eZKPbnYgyKx5bqRFsUGfAcjo0AFGwMQ+IsIv/BgzN7Gwu5SXmsGJnf9Rxt5UZAkcykFEBWHeqH/8TMt3/7jOsFhM0rM8cDEZEQIAEOh/l4HN/L1Zo2c4B9WThH8eChQ5nkj37jzHe2nH7oUPoPJLFSq1yHs5H9nbunQzTfGzDZhGaj1s3tmQ9/88xq11zq+4OlrmRJ5tgS1rBSX9IegGgHMwf3uRzlQnMCAFjWa5dmKTgfaf7SOo5sz4/U+NDKzIHGSNa2EgDA6wn9fG1rQp/aUROTipr7xRihNG1za0ZNCFNg47wHgAFpO2z3FHTqel7pP7an70xrpGjkw76wrYWZ1ycWZw7mtWxKzBalXcBSCgpodjvvSkxpb/alDbren07Zuv7v4kgKd3H1m3WplOSpUP+1jNF9GB6OYtuzdORcYPKxqsUYAUFR9OFAZDMBoKuPBiLnAhnPCr0SW1EBv//Ebxvw8wGEGTLw9QzhaOfu7ZUBAYlf/cWA5rdmXqx+8fSnuiYBczqRDpWXPzMMgMWJV2tMigHtbRqScxqT76VU5OFRe5Qu2t5zdGa3sYqSV1PiksuHHjaPeU/52dxcyREV17AL+fvlnE5hzhhFSUbF8Bxu+d/YrKfGApS+EPuQNn3bH5z5yuo80hTOfqB+0fxDyeK55AJ8NnMwrAwIclTjFI3Q3YNHZnaSzW5gw/GxO+2SlShuniKpVRAO4XsF6pWN5NbcfiFZnqmf7/qOmR/54zNY4XtijIdyCI89NG6G/amA+rOBGAC50jyb+nL3qC3hAHd/DvY2kZLD1a7nx7oXB8ioJVmS5MjSG1H5GbWH2pGKYmOv5MFu3VfbkcIBWIDAkV3DAVF2sgNA5MSOnEfX9CGVuVWbV2JQai7scWdllntSlojeSeHTwmI4f8O0Wjt0KH1gz6upiENjcMBUnxiXIDnpYa1DymVsEaTl0Y8K1+eyD2PDYgQozNJ74EvW6kivvjLzyV+fORvI6FNg9b15sDV9s1Fy0s1OY6FvAdUWhBv18Xpa01dv9Ec3b/TaN/G6pLebNu6LSrrLdW/vD2REe1NYtrf8XY1nc/BnYwp/8Otnvq6o9KEq4w880qrJx2bk/palRMf3R3cP39eqQ4xjO0fwjIkHS23e0fkf6NpH3znz7n73OD3oz1jlnDdSBGOWeliXP5dFvBITeCkK6JkV8szDh+s7au45DiI/5vDNtfuTUfYf/6GZdz4wy9IyQzyY8x4qClpqBUSMjFOi1gyZM3Kg7HCWekpaXssRgaOofiEDmfqXMmjLcz6kWUePzRxOToCGBkSoJ2Jsv95y5/vfMfPN7595JOe7p8grnbsS0KhD2FH5QON7T98fDiiONBcUVtFULWRrd+b+Cs5Hkh1j1S42x0GN73VW4jsO4Xp7Poz/eGPC6P6j/3DmCwWBD7US8E2tdB08+NurMK+kC6zniQD6C83rTnNd3ztjl+s7AphHTtZ3DOpIn0nx/m7s8eebz4sFhUfeN/Md3z0jMi/yqEM3qYmclvPJYL2xX4qmfzSHAuqZz1JHknLe2zw9JwT4q0sA7avZW/4zUuGNxmL53+c1MWoI9qJgOdJV+yGoRdo367M8eNvvorhnnS61lpnZypW2O6RAnTYcH6ujNwHRMi17oYvT2RQm6vCsEDuGpcCC0+bWjLRCYPE8WwV64IPhsM3i20j/FjBNj49+MPDOTxZgbF50JgCyNSxnT7aiwKp+pJ+XA3jLza/bT0N/oz/N9o1e+iZeJxrI4wDH0ZSpHsC5GItC2rEMwDlHc4rHc5D7elV3yI7GnY7ucHxPoHEuyZ4uYtzeM/Pwe2bUH048PHNfTqHI+ZnPzTyTcX+sJdpnnpkReTirfFmUlz5dyKrcg/J8hgs8XgtEHDZ6ncjIb+WMt7IeBcs/+gMzf+SPzeykxI+VKmEB9keQ6rtiASdzjPQ5mILP0O+15AYQHAxrpd+B2MrGLMVDUV7EsiJxJ/C43ZyMT6RwGz1H9RwPhkomq43HUurnSwF+oRTslZxTenMsZ2Q8xq1P+wekYGpL+lJTYkTk92rpnt2WDzw2485cu0cZrw135OEBNrcyavLmgNNkMBX3sWhDnYAjXYk5upEQCO87OHM0eR3uuJVOOcrrDrKn76SjH/tkwF86ZQ+Pa24ne0Cb6OdCfRwIyKQlywayvpNmYT32z1wJ7AGfcdLJ3nTAyfYlzyPJEnMFAjZOofX0QFZWJTiw2wTUUICGv0dDhgtriApJU0Vt7HGj39UipJXbBQOMl9yxYlsK2Kk0SCpjSVcKJiBhgLYe3HN4xrlunrsQk5G+2K8j1QJ6j769mk2CNS6M91KTZ0PGJ4BJUQEBIMRIMQ1AtLo+czXjAT7eY5Gb2eqeJgq4rIqt7sxsHZ3ZLWik4rne+X09Vq6wm0R1Nz9p6G4uf5Ou5bSL4HKU8xnJjQx1O2N4NMNbabanQkvU3b0FV3KoL0R7f+4fz/xiVNkS4Qei7EcqVNqvf7yI649HodgYySRkURXdRqvtTkVLOaXcXyHJNJwP5bGOq2szHp/vwTlSnkdiONtFxZ/P2P/+R2feXY3hvYHYewOs53PW//A/m/mFVj04lsKniHUopZ1IaTtZs3oCoBKx7cpUt5AvK6IpzmIg5ol6SlPIgiMsqVDhUE3hQA7nj0OdKk3xmDtF0PuOZRg55jL25PZcFvLMSzPPNibPFrHfRcQ91rWM+loM4NOlafnDWBpdCo0Z3BdavtXuK6V5T8XufJcqBuBaaRD11jZmAEynD9orJfPnPBn97fTlQUXqHr/4czP//r8z8zf+nzM/0/KnvRcAS9q0RNbVmYeOzWxnyFImW9ltaLOv41a6tXPzSMCHBe3P8X4rBvJbpa1kIvLuby4L1W88a7sz/oTE+UBrKzkBE0xifX3GeweQwRruSxdqURfrw3zMw59Y8GAjzklHHGpfegZgloClAQ7gINpL+bYb0721tSfH9Jl5bNTYdge9SIPoF4OwUuROWzUP590spVpvnO6GBQ5AXK2F/QsO2AzAwqoa5khB9L2SPbIL4C8IsBegIYXxgG1/cQCgra7MeMWKsV/p9Cv5jj5sM8A2zB2bdM7c3b80eXcNvClXcxqTuVMU3c44pB3XEsT5jPLD3zQjyrvh7e0pjYC3Dsy81NKrZcsDKXM3B5WfXzo/oxj0cg52OqFx2BermfjjTW8rqtpWrMBI6ZQgVVmcdK2qdjNRLFQnMA6UHH30vUjnITcU9nIR7/mivJrESznr+SInI8GE1CtqalS5GQ0quXdPbYssHSI21mL8u81TTYVDuDZfGEbMWLOv8WpZOjGM60RFKygvBZzGbf/Hsf0zDn0436qM8XPoz8awPhGgPdtYdwIy/WkjGx/Osd1AGZtVGo7yfEzsc9H+FwKQY8mZY9rEtNJ5CnCMHhAYqxUFtaUvBDTqNwBfnSWfHbf8Y1iKmu94fEaK4d4ZqycA95u+ZuZrSxsBLFbAyVbrg3ikU3+wQPCt6Vy68aXG/+Qvzdx6regcOF6vA9vp1Tcud83pPrMUKcXY38T2rKTEzuF0bi4zpin4CBDPB6qdMlgIvSz9Zv6c9rXAR50CQwA4almWRrERQKtIKXipF2Ag1+sbuAJPG/Xuy/7s9QEaAFmhH9gBWelf3YyAtdN10vOVxo0V2WD2auMiT/rj8MY3zYNOjLEZLSsu4c5IR4CUYGIuxgrw1aWWdKXrgMNszWBs6nMbGdPl7PR2jKbuB7NNJANItX0Xh2ndxeVv0qXQEi3bbjjH9s68rcjz9ij/0VIODvQVRfqDsZA7J6L2R2d275/5cEYGOE7kQBerhzxVlEtOC1qXUs6d3ZkH3z3jXg9OfSoDseOO059OYdcCGhQRlRbJFOsW4TaGfma36/cemKUQ5q7J+4uWAOdm7djaDjDcPs9Z7MOwAqQtIAggTuWEXyyVuZnSGAsDYbQirfqJIq+Uwthu17GipX43A1BMQp0B6xGxpTUX6velgED042x2pXbZkh+rxUiRPHXNtZYVUXzGa5fuywnkaEzJsva7qiEomFotAK5umDscWwMK9qyYz/3J/cgDM2j16kZKztpuFwoVrYHprTz9ZtarSM3pJg/bzWk/WKr4Y39y5id+YuZHWnn56uorDwTuj6TPb//amT9TivdVH5z5eHWqZwJ4G56sTrgn6HR9vFAfa+n/UMB6qkLoP/r/zrxagVVqsqQcDQVtR7+lKl/KKTA3DOVozJOMu3zCaxi6OKwaE2fDQMhDoNpb+xzsQn1eSYiZwrxYUCBXdnCzcdCHCO+4Wb9SG4BiY5xovqQQF2YWmQQGltDVW7DFBZi7aNGB12RDj8ZKp3S8W78PJBerPcBewLqc819bnVEjwTjomG9wdAV3zKihjPlgMpey40/8zMyXqiUBY5+pGZlj3Q7gBzjumWGfGI2+sXFz19ZdHI30Lq5+sy5dSYkmrijm3pKVrRlG/hWxhe0rMw+W+25nzKvlh2ucIEN8qKLpbgbjhrini5qo2Gs5iej0aGDz7gqZ7+mwaezhrn+6gBdQ4AAAEABJREFUesdTgYy7ZzcDBoYimnBc6YloxXAsEVO6Crs6jOelPpAzobOHc6SNxmq8j1ZHWQCl332Wzy9G67v8ajxx6qOlVXdyrGWpLQNSbFzJQPQj/WKA+eEskaY3mA/Fo93W+wGBtszNd8YsQolKs1ZEnhnAt5q8Tj46c/DojHEeClAxtEM7M/YVfOELMyIsWn20z77rW2b+QDJ6V7L8wIdmXqfyrr0QSD2VrERsfSjybScvxoipaAfoeAaIwjEDdV/SuwKFfyHA+Io/NHMk2azWz6XXZn7q7878vb8187f+05m/+R/P/PW/PuOWA1QdKFhdOJOMAOT7m4N07Gf/0czP/fzM87E6tiAVsaJgJyVHUpNRq1icMRlgVFuHZugTK1OL4IDre5r3xgzGFB7AuMEYThfGX2yeGESZ3JxN9r5f6gvrM3u2Z4CONAu4c27p53py3u7YWK/T9N7/SOFgJJx7kUXfbaVjwVCwkO7RmbkCYuOWGr+cXf/GZ2cwFEXWupzd1VnaM6/t5Pdwxf2jpcwre2dstMNU6WH6B0A2+2UzA+E76hyCF7BTM3EbgToS1rXYZDIWiKXmUtHFhmrnLn4a7V1c/WZdynA+HJ3dyQDWooDHM6KNIv3emMP+GIjP0bkXqjd86r9siapU5NiJmQNFzJ3OO5GxWgpkHUBCNHBcK5qceXEG5b4VsBw9MOMelwMhPsMhxNMJ9eUs59LKzGKovW702ZX6OF10fKF6gDRFVD5ZxLo3LdsiLx2C5CIxQ7ViwLAYHKVZKfCYgcVgao+RoLAiylYGzcCXAmHfiQqMDHCI6q+DCfAQKRY2E1is5wzOY4x2yjJI79UUVP3l7xu1bYetwur+ZKkv6dxzRfDtjO1C8rBfwXK3wrNngUo/ACsnWOmcV2NN0iOrQqKdqGo/irFjGqjxi6d+2/AZ+QfeN/OdPzxzf4A0MY2bjfOLRcWfrv7x0VIPUdcy5AuBgUjLyQAQx5Qa5LvjnpX7u/a5UiHFbH3e3JzZyiY4DRkAOcDL2RQgpVM7Oasdth8P8Dj5SvOX3yvwXur9S8n3lRz9cufR8ZX0K+DYU6MPbKIpz96cVR1HMfJCju0z7Vm+VVS+FNik+mUVhx4FAcGAzoDErM6YG9BYmxlAbyxeF532/Z3GY9OY2yvWaoxsgT8gxWIXJ1+Z5Wnv9IoheHzE+wqUrhXg1C18JyWzB4dsm94sbfVGSgrcFNnp3d4cv7MVhVUAaLVpLR01zLv5aUa/5+Wtv00VuMkK/sm5aXl+qt9KrJfXNNxvw+rn356ZLHVaP5zCWr/9Xj+cdn8s41jMQuHtVHQU+pvsQt8T+qc/NfMrf3vmM4HHrxXFroTaRxL0u2MFKPULsY97tmbeFaBcjd7/dOf8XLT3oy37WYp85IEZy2med/pAgHTPyZnzWYiK9rUUWTAam77Q+SMZ0r5Esz+DE63tafBMTYi+5JZN6MH6tXFM8exriuQfKU+/vygBkDgDWng+ZW5gAUUODwcSUURuUcIuxKbFzofBdeoshtAbRsk4m94QKSfbrh3UWdvTPxT5SoCIJlvpuHCmD4tCCnny7sMBJCBTlNTOl3LcZfXk0gwmobj5xWR2IJkdDRTdKHe4V/mz1A7Ndz0gvJJwjHuSl7oMAMPY9jQmf3ntg6n5aHJfqS0REnv5a//uzD+IeWFQy6arQr76iKeTXW6cIvDrc1kz9H75B6Wef+NvVs+KsaDbVy7MYG72wVhO5aT3NMa33T+zlZy6ZGwG8wDgT1UDs9v0m/6FmYfelW6b9DPlI0833y8EBi8EIi83/tMdVo/sebnce7WIA+uzBJgTh2cAkxU4wOFQ19gNxDY693h24c8rrDZeG7vU2rAucgIc2IBAYEWFE7MFzmucnHd738y+ozOHWy082Pj3N0Yra4lmzvX+8uYMVgIgLkaJPp3LPVHNh57vbc4ewARAtCWo2AYAcLRvBWUamG302qypodOaHcBLLw6gRU/7G0fTuJufevs9L69sPn/4f3TWX+33n+54vMOr33s739F/PnP8ZO8ru/f/7/WDpp98MMXlTc+UWpw9O3O6yHahyH8uyn2q6K8C/64Pz6DoVjTuZFivFG1eDkSeq7bwShHLHbMvd/7FlzO6DOdMBuXW7ZczRo+72xPGKZxdyKAeiN2sJuGVRNDPiCCTETGGA9F0ERkdlMvvrsyyJCzdeahxAhGPsEftOfVmTuPPKnT5iAhycmhvgw9DOR5L2ukccsAQGJrzRCWRBxW3Q1VE56SiP2YiR8e45Mkbe2dW98ysrM0wUkvLQMbYgefEnhhSfjn6AL7b9ckZnKMYp15g38u+HBCrce6lrntP6vpgKczjAeJGMiEHsrEPBNswVizEeFaz1JWZYchWi47ncPpxPuMEMM9/Jv0F4GQEMPPbsQ/jfF7CYYEk8BCFAZHHG2zUbl+PFSsODVzNHWMDnlOnxmJ8L6RP81GU/Zavm1GU5cAvZRMfLW59KtbzZOe4RcDndIvZ7GRf2OKe2loLDEx1pffGwyGfjXGJ1naxklvTHCkgPWOY5AoMRW+AdjrAthcjHBjjJxupg3RPKoUpmaM5qUWojWGEX/WR+e2g0RikvMaYGsayOJ2YK/uRxr/YmNxhbo+PfoE2eV7vWnLaWi91bQBAB5MyZnoSKBfQYzMd66tjWIvtrHSSml4vd/NTi7/n5T/bGWmi///pz/f2tuS1/8ti+//7Ovz4/G/0ptlMYWSy0slz5nf/JzpeovCQVhGTgXjYz8UAxMawqxnFsX0zb8vAv+WHZt5dzeOFyJBK9adayrNS8Hyg8fLzIfe5GQ8oFgnvf3yGwz/W66Ei4+bemUdKcWyYeplxN8ztjNbzE1D59DDARN5I4cvSagZH6TZFWZtnDJZ90Wt/Y4azr6bN8wHWucZL+ZxA9Kh5djAKtSKdXxiv6MQ4FiBYm1koaSJiEFaCMBMGz7GACCcyrvXGogIPcLQpMnL0Pc3LWFfrEEUWFQHLvpjB8nnWQtNY3GNFZXs0jh6aAUqvBdT2abyW/D/VUjSg2D04Cws6lyzt41gLhMyr5gdoXY/xrNamzVdXXptZq/HV1Hy7yHw1h/qF0hUAp4C5bKVemblSA1KERTYzw2GAnYcbHa8/q0eKlAebCyc3Z46qb4VDW+2BEXmIpBdr7wPVBIzd8rO9HZaYPxpwfTHb0F/DGvs1DoUSX19Kdf+RGSse6gRr6ayPqWR5uLIl3xebLz1xdGPXl6fUYXfkiXU+n52xR/MzB5/TFX2K/NJJzApI0s1mc7N1HdvxB6KeLOD9QvUczm4VR8BYHDs7NFZOL5g2vWXfj1rKAsB9cCY/2Eo+mANd0Dff6auxana1D20EYxfYJxvGNNQ3gKWiqnnfjolJa1LD3fwQ7xu5/p4uKnnu/0hm//u9l4lbTWuJ3i5HsLl8tvzyP/oPM3miz544pWj2pZjDEqkzeH9QyD0k1zPEzeiVh+2crzvFn71FfoXGz6YEVXu37KN1oqC8+hNlS/Y37CkVsRtTDks5txKYusSBDBzovBZ4HAotTtbfid2ZozmIiKO4KSVQXGpws7Iyg41sdd6BpmkJWSGV8NF+a/dWb14JPB4LmN6TQdsev1H/6gOcAMu5uTFjHPt7tYlIVBHZRQCphvNRTsbkzxcujpZViHaW9C7k3BdzClGQAW1llNsBwK3NGQbLwFYbsIipzmH1ZF/OMkWdaSxAFOvY2zVuXtOf8yxxS01mbUZV3pj82ce1ZHMlT5dfq+mobSharvS578zlTt+faBwn09GdVO/cp3+h1LJs1jWcailiNo98Yw517mOldvbdAN09fW4z11aBYbPvDsVipKpAc6XxoPz3B/rAAxUHMJgNgLE0+lCp7k//ysyrOZVl3/uap+lyqFQ6UlDtGKcbH+0Xcleq8XN2QL0wy/pKLWNO6itWgFynnrKsnDTOO9mPncjSjSPJYCdHtZnRPAWKncb/NaWuVksAheVrTAKQHKxgf6OBnY0tSF/thN6XLe0cn1nZmdnOttiAuovNXgDf8z4A9+bMXC5tfDr2/XyvNkHeXJ+RoiX+oXf3ISl+N8zhSx4+dLVzzvYBn7B0DghX6n8je5a6S0tr+m5+mNvdXO/apMiivf2fdfx7nf2VjmP7mtDPqk0EFv761f3HZl58fub+6N1XVYh7rFUTEfELAQYAIej9h1omSzjySgr3qLW3FV0s39qXcTZnPpuz+YPTT2fMT/zqzNNRWoBysPaXh+PEFRnwZlpYKZoyQKBjvV7hURRHAeWwnBhonT07/+RGpSu9nxT6eWlTYPRcCkZf0fDHc6Z3Vlt5uc9eyfFJyXf2EogsopTag+i6khqkMKIYB9zcN7Ob4wMJ/FaB7lppGAAESK6zqckqgiW+Oxk/kGP88lxOqz0rIoDIas3BAzP+vIJ+PS7QXOyJscLCUdycJ0KdPfvb87PaMOmF02Ni2tAP6oz9iMY3rsx4hoo0klOvVGQ+myyuFcHXRfYmvS8jBtB7G6N7b95RarSS3vp4PCSJrFF8zzeVGmQQs5HHoOmHc0i7MVsJnYu1BwTrcl5OFjaw+b1mh7wP7s54cM++Psgfh01Z9j+WnejP8jpgxeoAF6djtmuNpe5gZxSwnwZGplgeJ3a+oKY4S3dSJe0JLtqQUtnNSS8vxTwVtXcaN70BqevJ4lJ2uJqdeFzgfYEhNmCZevfwzP4AZE/6prOdBuIxB26qIxe2IT3C3i5nn5nJeKA2cFjS3D7Qvye+2QPEZtc2ZqRg2gdiZLqdHrFlTA9bYQtDsYT9xo96f0MX55lz4stXek06y2/Pz0yVyeW9/6pKTijg7e9ycCZbz99e1H6soimhE8qeotShEBrdtuJyNuN8Lmp9I+PZTMki6U5O5pmdHMq9DqKN535yeDmnZ2DaSKOoeDaKbfnvfYHReyryURD6WVPL5iFtovwM13B9h6p6XcmCLwVucn9tM/B0MhS+GGOofjrHc4PfuViStEY+zEFfiuoyir1Fn2sZ96WcCmOwv0JqwVGxAPmrm8gUYfc2r9XOX4umMsit7RkGDUQVE9FbkWr5vAkADUYtf1fIw7i+FPG7FkCKoArLGIwo9KVqQZ48L03QnprQ8xWpPVLRHBQq7bnhMK6XJgErxgw4sCVjUUdgnOjynYqvN5rn0ndzvJNxYlEM/1CO/fbAVIHZYwS2+u496fmBgISe7ZkxLgBEB+ThGSpuS/hS4EuOVj2AJVZwIwdpWvNQTO9YzgfkPZPlVAxE3QGAsAPOervPyAr4cRzt05sIjFVY6cBG/M4OATmZel1soJOtmmBu0gEFX+mG5WJgylF3cv6tzvt8QUo9i3NKdb/i3TOHt2ZWAUeot928T2TP7Bs7UowlV8+nEbSsjvmODWKAdJPZzdrqzIGtmZ2VGUBANq4zxsxu6Odq4JLYh41JfyZQJFvgZ9eqc/2OkWI/p7JV87uLo1G9oatb9mTEYEwAABAASURBVJg//eUrvf5XX37v8x/rfbOc1pcm2J08qU9+t598aT6QQ+8PlV+tmHkgAXsC2NUw6mp1kDXYlPA8ov5Ok36iGq0HAtuReCjKvDhK3VyvW4KxVwNVPR0buJLDMyBP/DpaRLDkOiH8V33jzAGG1zUcjjIsd50OYLAb0f5GjITwO2U4lFwfeCgOijZXMgYR+xu+ecbfFmHga53sUNc41VyworOnZnls34kc6E6GdhsgNBa1DpEVjbUcSPmM6Hg093AyWNszc2drspgZbGRfURRIMrwlpbszI7K6FgvgsNnM+Hs2dpdKQzjR+6L3b6/N3ZoCghzlTie6R+bZsszTgbEaAedYXZ/BCDwZjTPv76KHY1Bvq8DsZsL7m8OjvQdyTX/5S2ZrfXb64zOnAo+b6fDxgHlfst2K7WyY7/bM8a75bPr4QsfBaDrgu5xjWwnjcNIIDjg3BjlaCnvYJz1u5kEcb0KMw8nOfSNkLJ2U6rngSrJwr4d0z9/2eUdjUkh2YxtGx0awAzJi9WQAPHw3KzOc9uDBGatNC8DUns8S03h+h9sg7GzFdGdjBgNbXZsBwGzjYuB7I32zkfO9xxKf/K0Z+y2crx5kD9LHC363m48UzHKzQORPZ0jP2JviOQbzmVYXz56dERSwEnKR7gJWgAwkpJFsHniupFvMypLvZoO2Vwm7YL8AVWqFrbB9j7ZcgTpdcxc/q7+Pa/+Tzmm9aN7Ra6Fs/lyv/2bHt3cEtfNtvfq9l/l7/VcImvKD+Wu9/wsdv/cPA1Cx57z7MvJ9Kd5y7ZP/eOZsqcqpmmPsJz84c6OIfCoy4y+LXUy4jFCEtSXYg3M48OnTKS3QWEtAhA0QnkxpClw7GTQDks9fSvl3djs3ZYpMp2rPk8vkgxQiz5dPisDrtbXaedIYy2KovL0TzwZa76wIebJxAxMGbMn3WqJlhPq0OuNek83Gfn9ivC9nvP9kNYac1nNB/bW4W0UOkUgE0TfmASyA2k5GbbXITWv7Gu8mr+38q413cjbsxdzVMuzX+FxObLn1RHM9uDPjKWvY2uHNmbXOVx9S+wDUisCM26oGR8pnhvEe2T9zMPkoaB75MhCg2XZyHmuuohtHngBuLYCwa/apzOPpgP5EQPHIe2cejhkcDQT3HZ3xWABPO+PER5KD4jBdcWiAzPDZgd2iljSBshUqzE6OTgeJdFlJAngiKzCRy3MM414cuzG7MVBa5nO1gWne7GuJvjmWcwEGnXNAqaL6x0rs4Fp2g6WK9oKK+0eu1ObFlRnL+gqqC1hlC66XKt7ONiaQv9150gYrLmxnbX1mc21mlc4Q9NIUhVSAAzweCdS/9utbVk6PZP5yfbPd8wUthfmLDdSK0dn6AuyPPjBzKH0KFvqUiixsKTBbqS8sCGAAtX5dmMqSlnaNlRgrVH53Djb2e3vm73oGdfyuJ/Tln+gw80Y4Wfz8B/2ed8639toyxgIehet+K072/7/ckdXM+3pVEO3l9/hhuARhV+fVi799Mqd5ISf4QhT7o9Urzr80wxnfGYCgzR6K/FxRUyHtHRnrRlO5nBKwjt4OoYroKO/FlHEqo34p0BEZXg7ffquhcYojTUnx0OzktMBiu+imCIkZqGKjreosvmOA6LhqtlzzldoVPd6ZKA4crLiVwq0EAELovz/DPZzyFFjd1ctB5eIvtsRsCRo1ZcjYBBBxE5M7f4GjVQcOZanXDX+iraU9eTcjrqvhhO6g3alv1Xzg5hopwsbKjFUVqZu6wpFjM18M7F6OEJ6+OmPvh5sHpR7yYdG/S+a15PjaazP2xmjntX4nC3LBiujGBjwbzeCY6v2rRVt5t2gv5UG7DwQSRwIaDE/xD+hiftdiHCdyJOmUVRupx8lSGDKzF8WftlRTEHGNyzwPB2AHA6JzOThgUZ+6nq0AHimfms8SFHJkbI4jhhNDf0vqGWjqaxlvDXJ84OUVg6EXTk1+WKfzbBY7X3/O075AxAHVIcj9UjJ0+K5uB4hLWciQg2pPWsSpV7MD81sAqZNfyHatJH4mZm3FaLkXKo8XDAHOpRt5U4ZszGovQOyXC6L6P3owO2s+gFjfAMx5UkzzWVmbwUzYCllIK7EnGyNvBXKnkhtd/7anveH/G90bvvbNuxD6yyn3bc5spBC09CtKY95e9LqZIFC/F6Jxpz7W2k6rKXYZUiijfzGAwQDO58QXTs3I663NizSQX44ndZCjX35t5ma4d+rJmdMp4lY0c1KY/BUIKbqJfJtFXezh9OWiDdQPWYxjLcHvT3F79zf3xkWRnN+jEQGHKItGKrhRuNUbm83eV+3mIzGOo13/TPT+460QPFn/7pEACCK4Mdg6LH2QNr0aaF5sPljCPTkNRmIJGjgymK3GYYPUfbVtW7q5+ny7sW43J/UIY9sbEHKIo7Vxvrk8l5NzLDfMLYaVDK52rDYl5wFd7QCZ50obpTbuhVFgJtu1PPLlFzPslRkpoidyXU2utzPIG4EMkD/V2G8EUOSD6dGvGw0ZtGvcjn/voZlv+aqZd52cUQ/irObuBkRshGMArOs5uhWhC9mF1QvB4IGjM99RxP5cACwNUhMzb4ByYmeWaK8OIAJvZlObNS5VAEScTBBq+ANsbhZYyAmlv57cbqzNJKZZ7KaT3L5/s743cvit5o5d0rH0Qv2H3KdrpIP6vxXYSAk8TgGbMgcAcoZ9Jh+yBe7G4m+1PNXSMlbtdwBWF8tDlFPHqFVIH7HXG32APaxszdxoXJ5X672gtlX/NjNKw9Rr3H0ucJCJOWJCiWDuJJtXGp/3b3ukBu/uh8ncXQtvxtUMZTNnYFQvVSC7nOGJlqLre1uQ8ZDil3K2n/9bM5/8mYyWwhs6Q1RE9cQnS7AoHfZgTOij+oDclOEeqn156ZO/NvNybd2oj+eejjL2eqgIydCynWXpi3OJcAxFcQywWXIESo+Vchw7MKPflbQgSmEgDJCTf1Xj/eqA7yveOXMsOn87ANrIARiBzWYLs2rsby/VUfBTxPPkcsVdW9nVOu4rbZusRR/YC8rOEDxGX9HLn3G8kQE9EiA9EuM52Pj3N6Z31+eRQzMeN4DWPvbYjJzXHar3dI4HBomGNkIp6B3qGqyn4c0SFWtzEgLZyYs/+bmZnyl1/FLyspIkl76evOwHEU3Jd1mWrgHpkRTnfE5yqqj6YgByKRp+tfOlSoe2Z06mAxH51eT2S0Vchcqv+4qZd8SI9uY19q4s/XfuZrLLzoczkz/weLq06EjA8eN/cuYbWxb91QIJkJDmTdffF1A+HtPBXDgspoA5ibJ+l4oAVnUN4KpADUyAFTCwg3dtz8zGzow0UPFX/UdkxwKBAwYIiAGje2SwE49UxG7OBQ5Y9MKYMkKBAVM1DmnCTk5uY5c+fU73DnUuoCJo+INj+9LD3mQq+EiVbR9QzD6cXLRjcxogacrDtoEhYKfrul3qReocy9EHWJK9QJ70LsDaBoE99tXd/KzezcVv2rUMfTdD3l90JBjLtjZ/eb4op/rI185IC9Bdz3zYyMAJjgEvqNovDODeinVyzX6dlc0Zm8I4PRSWGwOZ61FmSM/gOBlA8V7OypGkP5TLyD0JiuF4joYI7AAYAMAuVA96ARooPgVa5XlfDv1wWR4moT0GKzKhk4z13pMzD5a7KqKKPNKVDWyhiHJsf2NubpeMMQfbl7Mtf1gpQwJunFo6Jb913alYhPRJWrb/yIwHyxzYl1oSAKBb6Hzv3b1p1UJK9MUcW9+OzfpdnKGUQErDMUUu1HotQ+XMjHVfY+I49x6YeSVQOB8oiMxummOw8vT7c1rXmzMHyv6XFSwRX4pztfqOlQIpjSj/1Aszfydg+umfn5H2cawHk5t6yP5DM8sqW058rYY+HdNxL5HI7Alyj8VYbjXPi1EEkRX7sWx6Krk98fkZtzhgM4DdWMmoZkZhVhuivHSHw9O3z/zOlsLswTKBg/R0MzsCBm5kNK8zpc/PJ0MR35KqGhQbYYuKtudqQI1C4LHBi+OTgVsQlkCQLqWddO67JdVI11gfALSicjC3PNaAj6Wf+6uXHAvQ7kv2B7dn+Id5YDXuFTpzLiYSKzJ/7JqdmIvUR8ABnlnEqJlgjcYBtD9X4PT5XRyN8i6ufrMu5ZAUur8IZD37S0W81zJSRbnfLEL9WlR/I8GJBCKTTTNydTm0TTCnQ3y5p1e3uUPlaylJVJDaaAfCEyYKSKmUCyBqdhRUd47OyEuXKL82uhnFuvQ3lP5IS4tviy2ceHDmQOO8mJEoOFqm0yZqLe15oXrKpdMzHIuDWWa1pKfB11L0ZtdJU+TGjJMM1RYezIG3M4LLXataP73XhuVaLMNc/WFphqMCDxClMICP4WIKdt0yasVbtHSlxne2+q8ffzjKxqSXkpWdilKkM70HVFKiprz8mc3zpSCrnU/eGOG+HPgdzVkt49VqRuob2jwQsHG2pzNCD2fibNtFfnPFYsz7eo1ebB62pjvWcwQAvJ3Tc8aXohafDgD/UasSzzYWDuJPatrCLX16MdB4mTxuzawGYH+wIPJNf2hmK5DZdKQ84M0hAP6ldO7xCRHTeXs1lKP1R/8Y3Z7ec/a1JoeFTOeuNE/yE0zYB2e+GdhiOZwRq7GblR7ZhgOLsirkbwGJ5vrlqFJVxdkzzTcMm6v1w2FF+5XaXFKf+mzIy305WIENavvTDzakgLq7NrO/eR7w2vV7akvaa2lb8f9YugjLRv8HtmbWak/hns2zaTZi/IBIsAQSTXHMQwH55dJTNwbyDRshfXcXRyO8i6vfrEsVeC5lPBdKWdYzrA++f8aej8ejtBjJc0UpFFXVm3H4q3HX09DNUgJ1CEbLmVTJGeVS9U7K8lGFN85yNou6kFJOhfLPX2qlo98ZjgR3rfdno9uei2EJFh2XR1sS4+CeOG41wfM5/ZlBD/B9OcN3/YXGzbGej9pvBQwbjd/YOJ3aCGUyTMtwL3eurdPTtZYe98c0RItDGcytC0lzI4NojIwD1WXwwIOh36imcDFHA7SrqW2pQ/T7cwGtfNwfu7ovVnPfQzOYwmoGe6mxZF+jLvBSc/6sqFw7xkTmnN8eC+BxLifFEBrCWH0QpbLVMUcpnFv5RfLXOg/NXoyzWoDb5O3wferZGX9VTg1ho75v6qc+rfJcad4YI30dL4o+EvA8Ert4+MgMx1nYStf8cinlp6tj/GrF7Keb12MxtO9pUe8n/vTMn/2LM9/9Z2cUTT/5czP/n3/nt+cJhFMpcjcLi0g2irOfSB/AJP8bbAoYmvMkEGxiPedbfu98NQh7fgCvorhX7GOrsS7Mq3MBEPvbLshgOy8VJG4WDNiPZXmswXsb1oBCpjA3uu5GAl3vl/VsbKd531MA2hfwOWdJHxrPWnoStDAgYMcm1EquZwuJZQDy2WSt2I99WEUSGKUjgBPrZWs1M4BBvQ67W0Cjvq2sqY9gTg1nSc2xqSzubn6S3N1c/mbEH7VRAAAQAElEQVRduzIjcmMG7/vADAdwIxym4S+8SWtESZtpPCcUs5CzXogKA4ujKRRN14ZzRQM5JAcUqUVCBdZTGTH666nTKK7nSFgSE1k8ks6+BBVzzu7gWPrQpqr4M0VIN+LdrB3RwDM7fq1C7mcCvavNQVuPV+Q1bsZ0pBUF6YroyOEV2BQEbb8HdGizXZ37Og+QWDI9mmF5bIB0QsS6EhM4+9KMlMvmNbtONwMd85MjP1/fCmYPBxoe7Hx/LMFyHIcwb87PmTz49tmKy4CCgYq+vjM+S48OoCFl2ZvRH96c+UAp2Dubz6W882DMCLtTZD2WvC8kA8wn2x/68PzYM1dmOCnGooaAki8gk1UzVucy+JrT3XC6/Tmo7f733jPzYKtmVo4eiTX84I/O/Ol/bea7fmLmm7935usDkQOBzW/++sx//v+Y+dmfCqySzbKxanWW9vThIFPpAxbAkV7KTl65EFDFjDZ2ovkNgGMJEo+3KPihb5h5JKfeOTizt2NfwAZc1IyO97uaFXYioh9o7tJG8tMXAML8fCYVoQtzxmrZ3O31WVjo+r6Ze6pJ3V9/749BsTPnc/yGP2zEKk6+vqRNAEJdRD9YEL1Y8neHMpbnd6uTRxufVFWRFDt7Xcauv7kyI/gey6awEikmnYdJI+W7S/c17Lts4s24PHhFy6wMMD5OYinr136h5cQQnhOLFhzZSgtLWQpFGTmDFxEvZMyAQlTg7CI9412oWxL1GQOgVMBjhWIrp72WcuXI7j15JoYjKkNzNNI9FCi6HFIfjz888w0fmrlv78yeDHDZsp62X40BbZfK3NgcwWdQ2otnZoxbxLqZjIzT3pIlPy8KMTxjvdTcPx4juN2167szj7xn5uGY13Zj8/d5pXCeK3I2lsFQ9x2d8QT4o/fMaJMsbO12Q5SayEJjG5OaBebEsLEn0d1cPHl9ydEbFMNk4BxFdAJM6zsz0jV1HRRfMdl9Fu/I8NV+GLt2UHXWY5lT4ToRDyA3JuyNk+4J5PYkq6a4rCBYblQAFdUVfi25f83XzPzAD8380R+c+Z7vn/nD/8LM9//AzPu/cWY3Oay8q3nekwA3Zm4k01/5hzOKt/pWK7HngW0obF9JJ5YkAZeVGbJXA2iqcz4Aey4bOd85Uqhe5lhM7bHY7f4K1I++e+b+AHi3MStAu40BCLMpNkOxamT+gDk9Cjx7D85sdVxNd1fWZ652ANrEP3S1gHTjPtYc9r9z5sjbZg5Xl3OdNPbW2gydb6R3AIx5sM3LCQwYbTft7dr0uZR4q7Ftb81sr84c7b1iNfC/1fnqbgLUSoAhaAKa1RoAdvS82oTZAmaibwBU83fz0yju5vI36VpLhR+rcOYvvH8+uvp0y1eeAn0hh3m5qAtln+9V1Nu3Z2Y3hR0PTdc3ZmwgunKhIlnRxXA4pzze8ik0t418Y32GI9gqrohoL4EKuXYV0yhuidJZGVq+d1/tHqi1BI6io7FYwdPl4ABGcdA9CnJoUWk1a8EMzhcJXyi6W53YtzPjOg7J4dVJHsw4H8lQOY1211ZyiPp48uUZRcEb6zO3Mo4rHdc2ZwAABwFe+3dnDnRcOj/LrkbF0fdn+FZtGLz9CC/WDjYi4ohijOmd75hByUUcTgAEzZvDHTxYm4dmMKXsbxaQaQzyZ4bmOageSPyRHKtTx4ORbKC7mBMCV9YDIC2BS9su1P9K9Frl34OAt5PhktbESIyF4QP918Hom79l5vGcCkW3WW07h1BX8qwVhj/J8E76nq0AJDlZ6TmXTVjSTVVzPCaykuztWTnbB4BM4TWfhJXz2sUZznIjZGtY4wZLD2k6HXgDECz0ieppP1+Q+qXsz3LqxeZG1l+RbNmOYMI5F8ZUO9JGAGr/Dt2oHQDFlWzmah3bHLivQII9P/zYjBrZ50v17LX4Qnb9VCnZp2NP+zvncEXmvcdn9vb+bTE886aXQwWIo31mPoeaI2ahDvRKQcpfBaRLbBKLXalPICVI2iNy6Mv6lM7v9l495OX0st55QDUxDeEIIHN3/6j/7lp4M66mIM5skoqhNlS5S/DdGf5HPjJLGiOHg5Y2KX3lH8zgs+aVLP5EglboMg5CXfK6jRkFN7+j73JeqQwBum/AsuJ6115OqQxDFJRCrBSdKMF1Dz44Iwpwkp31Gbnwrc2ZF5L+ix1XVmcY14GNmSMZt2eJvJaS0GgrPPZFoM+M9nbfr2x3XgZhhUb6Mhnivj5Pp8tfkHsp4JHqKJba1+JaUQTTEl3VEizdqtxfqpaAjj6WfB4umu1NFvLiMxm+Pwgk5bGycqjPHyy6HjgU4ORkmJI6hyVwd7BiPsDEgaVhDpgLSn84o/5gy87y/qOHZ14KFD8XC3w1kH7y2Rnswm5JDngh8HbfELZHTmpNiXeur6QVE8zxyft44PDuUpOPxN6+PsYh1fJEsqdfmvlU6dcnn5z5rQqw6idXksed52ZWWtmY9HTuhZmP/8aM1QVA1HTGLlr3sajHYDz0RR9WhcjZZ+ZiLIl7VtOj1SrXSi1eDIg+V9p5Sh8B3Hr6v9r8nmuunh5nT4mCqR2fwO1y8+CAPmNHtgWwKcGIvulKQBM0fHYicDBH4H8mmZ0KqD73SzNSr89W23muAvSZ+nu5ubpFAMhhOupPFgJ2Ag47jdmvAre6FRAi1tWZEfjWmxM9WoJf7KYx0o3rpF/u9j6XXfieHNiU87HqmribH0O4m+vfnGsVJ0WEX0+RDPPzz82ICHaQfrLPRCRP6doq8vrzCvujfsloeS7nqQyP0tBTex3cc8F5MQ2UzsFhfI++qS14ivrxHAtjQO9QO/mlHF7RjQLdd7E/h18PKGzW2ZPGtoqEh0td9uWQ63tmPGPCjU5qKV/MEF45M7PaOQcq9K0FKqL3Rr8zPrkvB+eoV4t80qiwY9RWAMlOTnai+d3OkF6s2Pfsp2dezaFU6+8w6gBDlFMZvCfWxREwBc5htUhRWCS8wQkyKMaMlQG/xcBW0lUexBDvSX6MiOHb84Ct+OtvmBoQVdh8T8D0lS2JqmNcaWyfzPhFbgBq+VSERdEv167vpX8byfR2Mru6MXO5a6wSSUPtMflgDOMjRddH6pvTXTw3c6WxioxSCreafzrg+I2i8y8XnX/5v515/mdmnvv7Mz//n838tX9r5m/+lzPPJ2MAICXhAMvKVXJraqPNrQzjwOaMPT8bjU1h0l+t29t4rGCt50HvCky/KTb1YOMFqGTvHHtrgIqVvJ+pKPvrOTugSfyT+OdabSjC3mp+m+mVjrFIaeqddMqeFKqnPvY0Biw2VcyDBY0TKfuBjvvrE6u4r6DnqWTbtUX+NgBiEJbPD2zPSOHP1LHdwILriwGdAqr6nLlebZ4e4ShY+t3hPKuVS+rWB8AFAEox2YkASt8rfSfwZhF38/O/DPBApxXZzhemPQSI8p5oiVb1/ZNFm0+mxKMPzjxetDr69uabUWyFyg98YOZyTrzde7n0xuGZ9X0zC4InIIagKEeBjOhmFmDnn/qK+x32pFR0FBX2x4AnRfqdQbnXQB2A8S/ROBBB9W43xutFi5VeOTZlfySK++7HG1fn/Er093JIf18Gam+E4qOq+pVTM7eL0PLV1dXed3B+oCU9wXYWoOvaVyvMXghA0UufUzwjuHBxhoFJCfRrReNaq0TPRoM/k6N9KVmJ/iLkZmN5OENVbDVm6dp6Br+0d3nmTNEcGDEkbMZydj44e7pO26j0Tgb+3hwe83mufozVd/dXg5BqnEuw5zPiy5szm0XZ28k+HxrGasn1gfp7rHPfGXDs1tbna+OTsZcvxtC+mDP8ZmAhZTqZrI7U1rXm94Xm/uwnZv7BfzHzf/2/BBr/7szf+n/PCCJqS/nTsvRomdLW92eby9PJVjpBV2u1dWdvuqhvLOh4r4923N9xT857LLkD62cCaend4T43p1OBmRU5II/ZucvXhi5zViNYq0ksh043m7OVKfdT2bx1IDkfqB1guTdgfyxm9fZsQhrqAUVLitr8PGtDGnUgm5W6LcCUnd6b7DLpwWrWj2cbKQJzsVlxo7YvdC2dLuDU+UBLrWupNRlY8mdDghM7Uf/iA5gkGxNI6d2prlFnUw9rSnfzQ5J3c/2bdG3DeHugYJOVSLyeMA4X3d1RyiBE1M0E+EgAstt3kwUdCTAee8/M137rzFd3PFKh0TMd7VIVPUUZjGE9a94uEgAMURkLocBHMuj3pOC35/SWc91fYa/Ehc5HSwHIC1Hl/SmPgauMiyoXcoALfX49IECTMQHPx5DuHA+83NOBCWBDDA+FdaOWOajWr2c4QIpBKgxzXs6JAf1GTvO+nPUrKxS6C3jPxow2KBpbuZNj6/cTLWl+rHOf6NWzXS8x/Mb1bIzldE7JGaZ/5PBs7OVqTom93E4ODgCk7pEdLtF/Jct1TWoYcqaHhx6YMRdLrDbtefKa5WEF12PNk4OdCejO1J8I694MTMKmKXeIfmMrCn+YXtLZS9WKnq4ovC+dfd03p69WN9aSw8/98sx/9B/P8geifinweyBW8s0VSh/PFtxSYIXklYDa4wUZ/LmAQqS9r/7t3hVgnq9/G6a28gzM0I16QO++0qMPpV+g6c5d89/NhhQOX27cn29M9KaG5jkn2C9W6hGBCpFWMh47OeNpaiJ4ohvReishebU8TedupPy1At3LyXg125RK/VKs5Zeqo5w9O/P5GJt7lq523fmOM9lXqpmLgfcr2RHG4Y93PVRfbpY8V0dPN6ft7M7Kow2AT5dW3Q6wACb/sHLy+gqMgrcl+deSzYUOv2O3JwJtqei+jQJObS6so/fakRJrwzju4mg2d3H1m3WplEJh7zsznG+qxiFiKEK9O+V/IOqMPh/dP3OqqPV0DnPh5RlFOUYPCM4GJrtFNk8NBzxWZW4kyNsUGjWe3qtn7M1gVxLg64Wtl1KgBwHvFKk+UZqQb8KlcT8DFmB1hpOovvtdbWUV4yhkrHQyYLOioNgKGICG7eXG7p6MTpmVjNq4FL5EA3R/s7kwdFvJjxRlPCQIfcUEPlfez4C//ZtmHsgA3GuzklGqy5BT9j+ehPabjffXPlZE7tUS6vmcbLfI/3BOj0WIOE+VSl1INhupebdD3QRgAA7GZ06vsxu/qxEAK47mpr1f/8WZv/M3Z54sdcTgFCgV7hggwHDe3uR5eHvmSDK0DV6xEZNZnr0ZYHwqx+JQdHqysZHJz9buf/0PWknLeS6nGzcweqTj52IdCn7uHj4e6NjQxNluJ8N8B0Gdzd4r2tpwx5FsG7eLEkhgFJzilcAU4J6KkZgXuQMdDs+5AI2UkzNaWbvdGK7GRNgJ27rWewzsdOOzaWt/fR7qsP9GO9KDtZUhOrFjUs/Qj7G/o6K4ay7VBsBVc7ja4DPFeU+2/P7s+3IA4oHVx5LZyQDVbmF1MLp+e0HwD8Swj9XOk4HGx5PJtXQ4X/5Hf4KWFRX2KV0yF/qNWM16PAnloAAAEABJREFUQCHAAlSguaSs9S9IWZ6V9nTKqHt9uck3+pJFvdFL38TrREIjMcF3F3X+hW+f+YaKog9UDOTYHPNiysAg7ttf8S40f7XIwZkVrh56cMYy4tEon3zeUhol+14dQ4GIoS35Xh0RnkKVc1BAFNHTud3ABVx8z+k5K+NmcMfvn0XgEJzylp2laYuTMlB3rXI8FoUaUrLVBUqWpmA48lirL3uLKsuYUuq9vceQGALa+tEA4b/972Zs+iGDo1HatQDGcTvkoHSpiSekqVMoVr4U6zAG27qBkFvVRW45843mi/3YTKVOAgg5MKCo+0F/l2NlBqg4zPmnqjn87f9qRt1JBMO8bKKzGuBaTMr2/SMBlprB4b0zVp88H/Z8EdfzKD4ZcIjcorPisuIotvGzFQ3t2SHLtexIbcLW9XMFBSnqWh96WrhxkSmDX+TZXLQPvMji+kYXpwM63O4a81b3IBePiHwl8MSWjFex3SqSFQy3MbAboArwsbNaGndI/+YnZ7BGS6R2hXJChe29mzNbyV/qSp8NxfDGsjXn9VhJ4CyoHE0mAFzhXyBzr82pmKonoCkif7aUdFkhKhD5XbHU3w42vu10vZWNv5i9A8ErBaoF5AmgQa51sG/pdW/Hqsrh0m9F8hOBsyfJK9S+WC2QTdstey1Fk4HzjZ0O1b78fhcHEdzF5W/Spei7KHOopa3rBJ9Dvfd9Mw9E5TCSxwMRijl2YOabo7wfaRVAFJSTihQHmsaJ/TMPJLzdrpVrrhQNhQQrHbf2zKz2OwdAW9U+rlb/YESc6l0B1oc+OLO+Wr0Eyq/MohTRhKOh56roFMQJ6JHBSnM8cIeBc3ZApwi59FF0kY6IMKeKYKjuQwGQKGkuos2tzjnanESrhwKJfTmg2s3P/OrMf/j/mvn1UhMRXnFQTivVORhlf3vy2MogRELpBuB8T+nOgw/PMgfLiPuLaC+enzkb81oKjMnA0ulG8gV0nAcbWMkhzEcINScAw9Hc3u/5IIpvKzmOpWFpDMfFcERJACuaS48ABPbDEeXaz+e4njNrc5ro96kKof9+Kcrf/8czy/0Z2Y4CLbagBuCwiemZmNQ//vsz7y2d/M7SHoCvuAxgPAlfgAHyHt0HCKRh6g9S0o0mEpaMuta1AGzv6szh5kvmQJ3jAGmrVuf6fre5ky2AVdTG0jDZO33ud5sJOaoxAjqHPTDqWNI7Y5FKYjK79Y3BPF0d54Uc113V9KM/NuJa3/3qR2dWVmbW9qebbO2F2BHHVuxHrS42Lunfq+dmOD5Wa9wObIcNkxtACVfmxYszd7Kbk/mLe34e+XBtZ1NW7wQTdrNZPUZKZcuCQK0d6fv8039v5F3SfSOXvcnXMNh7q0EcjrLdPj5zuYhi0hSF2t9XEeqePlfnWM+QPUVdbeD9VcwfjtqvJsBzOSjBPPjIzP05kb0BNzMC0UmaYomLktQtVlPadlO3BHlg34zlTX8lTZS0pMVJLGVa3eFclnNfqn2RioMDC8uRgIJxLECQ8WAq6L36Ss0vu2YZqijoEXUA60pj9WcagMnCEgIBT9ZSebesR+EA5ExR6QngEauYqJCiF5DloMDnqysWf+BdMygqyq5mBMAY6eJoRSMFPDcWWlK1zX1/slJr4DDydfc7cPzV5LRWSDN+MmKUNnKJ7uozBwIsDqU2hJlgVqj3khqUn9tfYis9AAJMGJ2aEXCxVM7YRd9zpQdNd2Zlxnw4gKionsNx7M9RNJViYiHfEQM90Tw4qcChPiGfB+ii+lZv7Afa1/jVIraaA4aQr4zPFUMxEgVLe12OBahWMtab4D17kl3n79+Ycf1mn22lw/VrM6sBrrY84YvjqUcBTXbAiYEJ5mgs2jY+1yyrNStNrzanf5zUdZiz59iqR9HfdgOsu1FrccOnxzReCTTOxryuBBquU39Rh1OfkAKTu0PKRH4CXV0NmT1VrUvt66OtUtmz8vEYH/8RSAUbafND+YUitnqWu6ld2xDv5oeJ3831b861JrKWQ99McGgfxL5ePYKTKVZlc/O2mAGAuR1irwYmG7GSfffOiKAcFhNBoU9kIAqXDHw1AxH1JoOgBIyEIrKZpfhlefNTRQq0X+GPk1pWZICXo41osLxeJDUuxUpGmq0O58vWRvVdzQK9laIs44j9qGnsBHh7OgDXC7GAZ6Ku1upvBCB78iK3nU9j1AcnOtU5L2VAaDIA4NS7RZGVBgzQRA4OjPLfF8v6SFEGkChI2kDHiM3vQgLdrv3d5n094FlPZvuqCb1Sv4qQ2tWnupHrASBA7NQR6TAu0RGQmicAJQPpAIZhk5Z7K9SL3PeisG3lYWEh9cmg7+Qd2rUqc3Vj5lyOLnUE3O4qPRhFACBuKLvYeN1ouNK1Nrzd3my15admPlp6864AUprotv19mat7NMjDysP+freasj/57K+Ngx0bV2bWame1yXBa9oO+Szlu+a7PsZwlpWwMiX92fVZbh1ZmDqZcgAKsvqnirr9kuNoKztnVmbN9b95LKlGfAplNiUCDTDFONQdFZswE+KzWBxlcSR/SEitnUr6r2YLnuUiZ1c72bccgGod62bXs4HbMWHqxN1vCoK/Vv0DomSPsDuvmJ+zm1YDnTL5jQyX7sbqmeOdO6i9ggNn486VKtupLZ09l24LK3N2/RnR3DbwpVxMGamrCR1PUfQ+Wf2dwS5ROoAeLmAf6bCdGsSYShSaEeztj4PAi3U4OIgq4a/PeQEVCynAg8GYWcifjVVwCJndSlDVyz7WgSPmjohbH4wByfnTfmr7oK5dXbL1av6i1SvbiqBmpvkXtIynZngr3aIjUqL9Ibq8FhmGOFxuDGslpv3Q+g0a1KfTs2RhQFFa7dpJa0dgfK9IGUFqWIjPexQFzrs9kFL9aMY2jqbb/4q/M+JMTvjcfICMt4fSnz8zYvsw5b2WY9nGQD+WJpJiB87EFkY2BKzxicmiyZT4rEy81Rns6XgiEXo4ZnWk+dsIu5wf+piU6qr9gZpgSUHmmFR9g5NGGHPdbSzv/zHfNfFUA+IF0+xUVB0/snVHPuJlTna+epRbxt6v9vFCf+d2yIcp4yR8DVDgFaubPscKqpWZDv0AWg3KjHscC5FgrdqMNY8R6zMvYta9gyXYAgv05mNbnK1hKW2yUywwHkG9lZwBPrYJtmHM4MpzfoYAb/ow6kUKxOpd9R+RNl9rmuP7wGPbmjmSPVVQPUsDdkxwFLrasMCwIHE/vRxrAdvJeN9E6FZBu9jn2q03Ls+p17ju63oCeC0zYv/liSQD91UDjdJ+/rmff3cXxvwzwMJlzaXDzbTNb5bpbAQSaCTREwY3QW2QUcUTCay/laFG11zJKKEvRkJ2CGIWiouIpw5Wv70S75choJxpt551C1qUMEyCgoZxkbWPmdJ8BBHdDngoc4JOxqC0wXApFGU/eP+MzBqxAJec+W4qhwu7vnqgZeO7D1MZ6iuekaD1ln2k+LzKAGgceNwMDubsIyzFEbJpZ0qGMaU/fYwhraZphKtJxDiBxLKD0LA5Fvs9WL1AgBCDkhbIqrgKPZyoyG8tG7WE15MIOa3LUDgCgw++MsiGP+s6BQE7bcmSRU0r1xUDufIbs+RXSGiAlnQMYqXHsNwDaWI+nkdGbsXBQDqQwibF9b5H9j3/nzI//sZl/8U/N/MAfnvnmgOVkfVqJsFT9sY+XxibDL52eoVNjxyq0Ix0zjmvJ81q6YwPGrSYCFLzfEyiZz7KE35iNiVPZ3g1Y1RWsrjkXO712c5YHHmv3V35j5pcDZamnAMB+FqBKHzdShIADbLEsdTRb5aWjGJUVEvuVBKNrBR06IU+7P9WgmtJYRXJ/i70glqKfz35OxRAsvQtqtptjGFav3K7/UOxRMKIncl4NPG73RqC6mXFgspnU2A0LUNibwMCWNvu+ISubITJcharv5tDs3Vz/5lx7pWhzIwO4E3CsvmNmZWfmps9iCJ6a9fwXZs4n1NsJd6XICSBWcj5P17ZqcvpSy34ZNIMRKeTQIiV6dvZs7SW4fUW4k9VIrF5crY3rtW9LtXMZjuNyimAQlLE/AxahzhVlX+t8tBClX0lk3gOh+4ucy2afjFJbqOqhrgMq0ibRNv1KUZc9E5yQg6HedmsCKJrUhyIZ0NCGe3BQbjm1aOm96AGARDIGutq4Nhr0vuRmj8Ch/TNSF5Fs+qeWIW8GPNpgSADAnDieaKwILFJ3+vLDKL1Zzcr2H5oRrYGdPN09KVayLF1jZm4PB0Y7ycwGKYAK2LVtdQSzO53s6QrQcVSR3h6aJ18tLalw+MufnfmP/u7MX/87M79olSOdPF5urn4j8toVejuwS+QjXbiQx2F9gF6UFViwrtVksLk7izPSp9qV5etMZLAQAeK1xqIeY86CC+ciC2OjIHaTOAf75NBrgRGWSO6vg7hahHnYiOW+GQzCtXRGboliXANQfCbYAA7pxb4AZ7OJcGZ9kpG+AAk2c6D09kDpuNRELcmNoV9oqdvGyUuNRcA51QDZjNoWvQMONokx0Y8bJBXxjcO82V6mP8YD+Ot+dvoPEJqLMd/FUUt3cfWbdmmzPB1F/GLLlBcCiiunWy67EAsIEERiy2Yi6vkchmK3T87sFnH3xVAURm+kmCu1Ae1FYw+RscQoB305Cvy5Kv1fiq2IGqdqw+5REZUhUDbUv5xi5N3Z56gpeIxeQWsUzlYyzrU9zXZjZFYDXOxIPFEqtR7QqWyvl2IcjY2EI0u02g343hlYaVtkAQ6W/ih8p75ElGtdc6rwf6Z52uuAgfm+nkaUZpgMwWGvgojJ+aQUHMDdsAyQYdi2zwDPNQFtSNOkO7uN+0rgZx5kN/2+mrz2ZFXSLIAhourTq2uBQOIcq0XqKfafkNNGDvpq8sufFzziFAdra6OTL0aHLwfiQJNTAsSmOW4VF+aApjFbIuT4z5VK/UJ6ebrrPv7MzE9V3/ibPz/zn/w3M59PVxsJn5OFY4Y29OMZHU9+MbvINswZiCj+KaSaqxoNsANkW+mK84q4NtyZv/bMA/sgQ+OzmiMtVQNpGkOelj53mtfVxqZ/TJQ8MQL1DCkeh9QWNoF92mm7GzNY5JtN0I2axf7ayXzGUvTymtyl2tgJYLoWVaB3tsj5L6VsbAkjYiPmA8iA45UGfDYWYwVM++QIhPR/LpmoRwk0lGO8Sz8hqHn1MgBjkVNGCtQXwb7x//6XAR4m9myR6GP/95lX/uuZay+Uvwcgk9GvlVuLQrsBxWrofCfQWO393hx3b+83csDNDqmLnO4fVmj7TPSdjjgCB7AV2yYwS2UHuvadXzVzJNbgzwGI5hhCehmKkEtyDsp+NLaiGEpJdzJGkUtuKarKV+WpAOTRd83Y1Wh34H/7CzO/WUr1vpbO0tFY8dhb2gTQFOHoam+dhS3zpRR+OvCQkgA9UYkD72R88mS/i5SMZ4mUqUukkjpc65xrNbIS47idVVqGfWcrMM9BA+0AABAASURBVMerH/iDzebNiE62BAzxNup4LUO+mWA4w8UAS0GajBx04FWdA0NAt9WhrHIBMtc+m8O/EjhdyaOA5d5YlnFK5QCHsZOn67WHhWA7nAgQmovUbLs5r+ckPgcuu42rX+d0enw6huD+FizjbIpQb+BoZMnpRXubnTBSzidluJCtLKs05piMAIInuy+RvgvVEqR6gJScAdx0njECSmAD7KVv9q6oNW325W7zXDGw2pXaKorvS5D2tXT5KNZjaeZLz68Gnuoh/iKhOhtg7vRxndv5Lc0rvAM0nzXt8fv1rrMj2gY7qYrVNw/9IaOlThVgX6avwGySXeYzbI2tAj2g6Kn0AHUZb2OWJjX8BTAW0OgXumHD2AqbN627OIjgLi5/ky6FjO6EfP97Z47nsG5CO84hMvQzUdxXYg/ner2W8K5kwNjGSoa72bmqzyrvd0JkaHp/4CA35DgMNtsZRizN+VJthEVzJObifgi5oc/R44VmEsfKDCBiqJjCh6rDvC0n3aWQDkIXcSjMn0d4+fkZkQvi/1ag9bki46t18tlev9hhjR9z8Ye3rdQweGPe3juzktG4TjHYvgCKv5bDuMFORLPJjYMBj5XGZn4MFSUFOO7WZHyi5Fpggh1tJrfPJ6Nnm+u1xqFec3vPzEVjzyF8Zn5YCMc2H7n+Ak7NXURlnNjV7v5ZxGj/iq3Py01aCXStaLnbK+disKh1vya4GeDwOnCJfLsbM9v1u9EJK81NkXhrd8YSKAey0qEoKMquJY+GOVZnpHUcHeOU71tilQ7O2tLN8jzShruseqnrXPuy/tVBnAMIMCBsTURPFLMZiN9Ml9eT0fSqFoKNmrt+d2MOGNwrgf+lAtieBLFbJ07PZ0dabInfnMiNffX18qxWYHOnTtgiO13rAu/ZF+Al73B3yEtfa8mFHoyVbp2zHH1uM5kx1T1MIcZR32A/VsiANTvB5NSc2NO+AismtpqsE9FI6cxPsFHo4APksYx7kmHn9XI3P1nk3Vz+Jl0r73YLPtRFwQLaEeE8AepsCrEDT4HLX9iSxkxauF0NZJ6eWQ+R1RIYgaczfShWYYvv3gMzO0Uy9E4Bj/Dsa1iOjNR2aMhvBSC7HrmzqCvaW4qzYejXn5xBkz2b4X0Pz7y3qH4o0DpQNHco0H0sQ3umMSjuvv2xmUcy0P2N74Xy+Ws58Hrjv/jazN4cBui4g9SSmTx9Y3PGysRqhozB7GnMGI47KLGtY4dmGN9kRWg46j+rfbaR8ienzKrRWmCCKZwraquTABUFYeCAZSg4X0iomBWDQoHXAxS/1/QAj2sJwfhEUo5MxtoU6XePxATPzUiZnG8cxi6Cyc83k/Pe5mC/gvkoxrJNzi4yGp9x+p2uOZ3zADRjBpBe1XwY+E5yELldg3Xsxq4eT/bSJPUe6Yj+zGu9fsnS6gcbULeiSzUPY6XLa73hmA9oo3lzVvPt47mVPNW5pAQcVmReTb7mwOnIZk96ejidW4lhn+ZgDGopwN+YgZExS5WvxZivJ2+poX0mCrwLCoca7Avbsb0A6DmudO7lWOgz2bNn9j5Z6k6u5i9YdNks4NE4pPD0I2hglH6XojjPRjPBw3VNa1l9IlM2IdiwV2wFAzGPTOhufnRxN9e/Odei6Qp8Kszy6n0xg/veP3Myh300hwQqz1U8ul10Ea1vxkTuZMwonOtEKIq3Ucn2azdFfcO3zXzF182g1/nyiKToLOoqR2aI8mAP7fH8zxP7h03PEt1nxvo5QX8ykPrPy8P/9j+e+dhv5kQVbZ8qR8/XZi1DPNtYPlmq4j4QCrKF2zg8Mm8jdnEhC/1U9Zx/XEHw5z4380zjfiqa/anafTEQO5uXvdBrP3Mk4z4R0wEmbgd30xSqa0lZCtGwRrrEOTgueQE8gCgaubVb/iwKXqifLxY9Rd7DB2eZmz+WJAJeLCpuNbbFgZuIthgTp+IginHHuuZ4zM59OE+/PHOpECuaAeE9sRzgAbR3A47tgNGT07705AyW4snnS22ja9QHOAwKDyDQf23Y28Dpb6/PzMYMxxM5PXtkb30D/c2+U9wTZRUQ96/NHOjgPObJiYEj0FsAp7EoPtKLuQKMBQhq51K288n0JwBdjzkZx6zOACAMgEwBh5Wr9eZz1dhXK9z3at5qOMBOzUfBFHjZHWzMWORXf+PMO983o+6Ceb3OAPL3saeGk0sfpHbYp+/tVLW8KyCuZCfSICswlKXGZV4c3XWZyQBEK0NNZzK95U9sXErPa6HLAiC1Qa+7yU9BnMzJWnuu1w8gX0venZrg7+on6dzV9W/OxSYJNI5Wx1jJMLPtEQHRwxNF39W8/6VQ+fkKbM9nAK/8VpE36W1Xazj6wRnOupt0RMrkOPdUtZYmeKych+Wgm0bKAe0mteHKbeJdMk/l/G4RR8vVObKVJUjkUyPqEDQWcml95uU+PF10t3T3UkufUN2mIn3fzDhV7HePZ+CBXn47T1T4+7Uc78XEfLl5XHekuGt+ryP0/FrzuLRV2zGUVzPqO81/f23YMm3pzkYiTtLpbH2AJLAEGubDCTgIZ3aeu1rtVpV+SH/sarSEeKRovhhuzscwyUTEJxdR7fWD8ZOhe3lY6IsZp1vJ7dZlhK+zBwYNjBnkq6VuZwNVtQNA734bILzaPO31eL0fYyZz493O0e9/dOaeAHOpGQXe5mD3pbHra9Fr8lCQteqibQ/5Obo7I8UTsQG2MekLyGhbKmB+6jHSFw5kflaIsAE1C5Gb/pY6TxPGHqSY9lxcT9hqaWVZiw2Yi4K3fjDApWbRRLCMLp37WiES1e0LOZ8OOeZKena998ZjudrB1l9nbsZVV75e5mPHs79iyP6nf9omB3IFNt6nvgHCxoT9YKU36lMglRJinYrL7GhvdrQ3X8CS9/RegGAD2BLmVRd385N27+byN+lakYmB3gkx1zJyRbBXitIq+GoetoYf2DvzbADyM//dzM9XlRct5c7W/u8pQp64d8ZTyM6VIqzcmbmvzxjdQwnP4cE+e3NU0Vyk/uqvmfGoOU7lFvIj9U0p8nDGRbGeJmZplBLPXp0BIoyTwi/nVLtp0uPjHqlQebIl5puBwLOBC2axFBcDhMsZ0bWAB62cQHAlejrR2tsdt6KrlG0ugEQRzCrO9dRyLKfaPjZj6Q2FxQqmjhkwsYs0m53HITkKY2WYim3udRFNUXYPS1rPihV+F+NqMolneZCS2+vtpWh4wwhFsL3NAXM413lPBqyvMczmwOgAxloX324eDPdGgHk6gFxpHtp5d6tLbhDzPWemV2MlV68c1RiBsoc7ffAPzHzk62ceiF3uPzqDBdjvQn/ryRZzAAB7vzxvz86QXpCDu5EVOY1JGoDh2EauAKt+ZHkVwCgaYJgcHnCob+1pDmoH5svWHOYDiNSEpHYAdqUxHDw4ox/1J3LChtQesJ+b6Vda93SRQrrxXLLwwKCbpVLXk+Plxm2/yPXaEQwAFLkAyfVAsVg02Mwik8akdsbOycuqiH7oGUveIMDOAYLAxJwUgY3bOVbUrmR7d67Mcsc5Rm4FB1tJXbOa7UtVyXjPvhn7bjR5F8fqXVz75l1qbX49cFjfHwA008vVCm4HAk9Ggz0HQgSSf+4tcq8m9Otp8bd+uSW7lnZXinjuWUBXUdJnyxeBzcHac+/HV8VMvqsU5ju+deZ7vnPG8yLcDCdKf+gjM9/27TMPPzqDfrqP4mRG7FF573t8RvFP5BI5967M1PU8HDtS29itfVF37VCUPm76Ykp7JuU9l0OdYSw5rGiw2utmRqYOsjfg2A10tjtvq2Nvc93p+9W+v70xg7KKOpbpXvPZnpmtFL0sUffFbgNYnGq1zzufk8ln8/PhkF5PxXS+8GxtNV4yA6gXkuXNxmcvyHQSR+PY7hvaWx8os3seHiuCPtQq1MXC5VM5wunG4AZDRv86uIi2HNEKAcpsm/VWbbp50ZZ5G+M4FnrMUVhJNj8cUR3qZKD4wQ/PPJp81SsWGt4YTiRXAIsNADlje+jhGXMGfHSwuj2jOMv5Dh9OPwdmMBhphRWUY4GtmyO1AewAs7aWY21GMFF/AIAcso9GAdTvruGE7nU6cHAGAInQ9riQmTmvNJGV5sqxOTFwlt7aog94gIB0y2qYp7efTWcXusZyvXoRoAD0xs+BpRhoBxYgBSS789XPjiYPwIZhriVAoHe4zw5szQgegg1ZYVpWsNbSNRBxDbBcSW9WKW9kb/Y02ZZPx+o7N7PVBczWavjuflZ/H5dnTfOPOu9THeUL86/06iftTeuik4eP10M+7Ggm82/3WiVxPtHrhzp+95+NBIOurZ4uAHbZeUdC9Bi+88AhZXpOhfmqYF/PsJ/89RlP7XrmmRmbzPbXhmVYW8C/0DXPRKXl/FjKp6o3XMp57rlvxt+E8QwF9y9sb8zY+HRfhutBvO5reazoeW9OpFAnOi139n7FzANdC6R29s8cvncWJP9i4/W3UD5T/QJoXFiZgfgrKY2Bufdibysf20XwjeazVoQWwUTmzQxrq+NoDnFvAKFOkZ0N1mEjEBosyq71Hed9sZWbFwNG9BVzYggq95xEPm1bsk1hrwa8LwZMrtEXoP1igPVan01AxciWthNmv455kp0btI6n6oY7z8WKsKBbGasaiUiPAbi35EDGJ4Xw1+rUG7Y7Zy05YkZk/GrFG2NbL6xicYx9umZf8ntXNajHYhvSlT3J0d6W08nFH3bazZwWgFifER0XsEo+e7p2OteKlSLj4ijJ7EpAOg+l+wMz20dmNvuMQ6sDcSiH9AcopJZlnivr1bI6bjTm1a4HcKK7VyAgXVFkvp2tbBh/ZqtNBXfAribSVGe9MV1aLWh0YCnSoZvJeKdr9qbE1YLCWteudTI90JnVF85tjuzN0+jfX2B7T4cVnjsNEgBNfWNv23tm6Ycs2TQfUUfa17iByf7mcCKZeYaKRxrayyJg7iuoSffpyT4ecryTTgTjjUBlT4Fhtd8nG22Id/Oz+vu4OInM/7bz8qr56l7/5Q7v/2qvP91RCBmvfu/X+Y7+85njJ3v/73T87j8MOJ2OHPbZCqM2u3gq2E5GceT+mc/1mQckv+c9M0sakaB3EpLI9pnw7Dd+aWb5S20Z4rWA40KR1zNA3R9h05TnY1pmBChP5YRuQDubsi/nUNcSpCLqSelNzuNhN+6oBWbou5WEPRnoym6GlzE8m9A/13XPZSQv9vsrKeNC0UhkuZHiN/PIPR37m9CRxsix0WK1BIUyEZ8DAK71rpO6HOjcQ7W11nXOZXA3myNwyH9mNzlYoUGLRadr9X/rtWR6eWalE6QuB8tpPZbvg181o+i49FX7Uh7UVY4MTBSLpzHrAzi5YY6M15rf5yrsPhtzuZzKFybT640AbyUZ3ZNzHm0+R3Nkq0Ceqi4aSxncQyJyWk5faQ6TbG7kPSLtSvM6cXIGu1u29Pc5uk3ne2rTOEVsBcmtgwU1apjCAAAQAElEQVSPnOPG5gxH/lKgzFGxL86ztjVD71uNFShdCrzVqcxJuoY1XAj9zBNjAWirG8ko+W52rX7IwbgSzUiLNpvTTv26ZUHBEpMiX3OYxiotsVqzszPD3praYASKzbdrBPCQg30e5uwVEOgHc7nVOXS+sjKzvjqjXaz3QDp95/tnvvJrZx56x8xa48AKrnWK4i0mvDc5AAXsSAoytbXS975z/9R7Y85f94dmSf2ADSB3T5RVRkzuQ1854zky5CzgWPYWpNazmT0dNXU3P2bze13/YicU5vt/Js+ZT/fu/o7v7fjrHX68fp83HT7/G70Sc7nFpJnJM+d3/seARGOjga6iO4fdX4Tn9NB3pS/dJSharSZUy3d6uFyUfLZl0Y/X1ecb2pmA4/lI0tMVVj1T4u3h3B9KwF8VVT5cFCdAy5hSAc9rQDlR4QsJM18c98OI3mea6ss56ZcCpKczYluDz9Xv6c473YkcxvLxZo64m1IPNphjjXErACGm8+XBVmJe33+wGFDfMzapByNa7dob9XE69rSZgx6tfcxK3g88FCn9iQBMZCsxbmbAcvlrjc2+FreQ2/H46suzPFlcwfYPlqK9v2i2lsOsZfycTwQkY0AgBUC9Gb/CmvToVlHuc7E5zxh1M+DkcLR1q7lsN8Z9zW0DiGTZbi4Eiu5clqPrY19yfbS6xaMxuA++fQaT0XaBbvYembmnz/2dmSXFujFDZ3J048Am3AxpKXu7OR7t3GOBDX1jEV6tZuwvynIYTm7r/MOdc4cckpv0UVDx9PDlkYv1sbU1s5IMHIBncfzmgRliFwBEirF9aGZv6Q4APRnjvL9gBVyB3m5A2fQH4wAU2NedZCpQ1NSkzpESud/kVn1d6mTH8kyQbEI6tNHnAARYK3ZjQ2fSucNzP16KKUrf2Ls2PFz5fPYllZdG0RfmgtUZu1TM3p3tAzOT3gArfd1fisfWj+Yzx+6fuTdW9kjx2x8Cu6fPbOvfmwytnq1sz6h/1MLd/Kz+z7y4EU4cfn6l6+7pACy9TJY3fve+kU8hzNvlyPPGZ8sv/73/sJIn+v2JU5a/zidQqyVHi6CcxORe7TMRg4IUSz9dFrRnPWPMIEWuCYahPIp69swsf3TIkqwtxgCGQaF5EPzI7sxGRoV672YA8szlT1dmgG66kuq44cvqxqUcZTXjU+TqksV4jNE2c4qE2oeLsCf68rHNmXtyqsMdd4qE12M06CcwlH9iBRxA5GHkjMn7ZewZGyp7Owe4EgBs1d5mRmcVhXH29Vgu9hzPtYBjJ0M3bsu1liaPZxRL0bQ5XI5xbSePvTngzt4CnIuTrhSALNeTm7qHdILT1tVSAJYOvJjsni7N4/CWTo0PfuxvbvdlcHvJ63zMq36wi1dTNzkA+oY7nOOTAffzzeFtGe17AhJRlnN6oJBVo0jMrNQOJ+QAS1q3O3OyOai7KEpifdJEhVwpI+e5lGwWmTUXgGj1RlRXCL7RmG70veI2lohJiM4AjZNO/XFCtTArQAt4JVjtsBnXYRH2dHAsz1jd3j9DBhibZX9/jRBIiuwCgPqKw7WbCUkaKI0jX2xNoXWZ6+qM1SG1sdeBw/yBue3+n6he96sFvE8V5D7TKqL7hfSxlUyADB1fycYAlfFoW63KHICov3S3Fgj4w2B24X6odNAO48cq3r+7SsHewMWjCIwHON2f637bH5z5xs47lo0IUIn0bn6a4e/78ixy/mZn/5WOtNb///QnjQil//SD38e7f69z4lXzlcf2ZdifzvhEcgWlPXVF0DdD4POvtoxZqnEmg5VDo+lXouyKdagcAe5JGKLHodKOA2+bOdwS7okiIJrs+RocBNN4qtUafyJBJLE3QSShYEubHjr8h7955qtjKIxlUXjioUBR27MijuQp2xnrPY13u6h8K6B4Lfw8H8hhAYx9SYFOzqDQagKMzJxEPg6lrZWcHJ1mKL6XxnDqyVis+4tYnICT2CEoShoz50CLr3X95+vXvhPRaHczUSarw8mNs9iRK51g7JxAgc21llYZTpePlEiq4NZwD+ph8PDGWAGabdj3JFcguNoFGxnq9taMoiv2c8acAVqsIzGN5e5f+cTME8WDBwoA93WtqIlZuIaj2VSlhiEg+JMFCpDuTZHa+fs76i7Gdzn9XkzvgBcT9PdwLI/fCqDtZxFkrkdryAmL22gcGzn9ZmPBNFLTkO/+xrDa4IAxZwEqCqHACIBhNjeS26mA83QMk4NqY9+xGczylcYgHZN+0PESFJIFyiEgsB+rHlLNRDPe649Or6VLspWCC3DGA8g5etpablZjv27gxCQUgOmL3tRF6Etd5taemY2AYLe57E2/GJrzBUfFZkVxaeqhAiod8R2rbYDY5/u67u3vn7Eq+I73zihqvzv/+AM4gIG88WP193lpELsAx3/c+f9Fh5/CzLyejngt9Pl40sTkxct7/+VJy2fe/08fjMQNWI4nc3A3rqGmVjts/0ZFRSp7GO5k4WoLHu33xQqIIsxiPAl2tWOtSHk9gT/bcD6ZMXsUnq3als8ONcx9raZsHprZu3/GfoGTCdcfbdqfUew2vM1eKU9FHAtyh+eHQ/KvK/05FkbeyrBtVhO9zmcgr3bsqb3t+pVuUSrU57BQ32YdEYXxMlaOBzwY1JJO6HNzRr59K+fYLloebCC9DOeSXgAyz2GQC9tTsNU8GebpHJgRP3D/zMl7cux9M+fPzLyYCjgKY9SvNprWHNk/Y6kRMGMwWIA7UAEMoFN8Xc3zFOQUEo3VOQwUaJkTXWlTpORc+lAvsrsRw0HDn/vijB2Z/lD12x+a8fhFALFso28gC3uon+vNF0hiQlYD1jJHzu3p5ZwBC5AmcFopHiAD0FJP1zofiLya49fcHOBAOzGHZGrO9maQw4HmrZhM3hyefoE4ULkem7Kt3KMdLONbXeG4xgg0gUdDHuBH5wC95kffPjN/MqK7O9kCQFvrBN9hI9iZPUt0KABYFaL7Ww04cxrjdFMbHQAOYJsYxn4X7HJ/en2g9OPx6iJqccCSDgRDG9+W62PKntJuFzGdLXOrfXPXtxoIMLRJ8ZfSzaXsayuAbJh382OYv9f1RPcfdFLUYP7Pvb7+87d786c7/Hj9r7zp8PmP9eo6BdbC8xQm++R3+qGUe3LqMzk8pYi0cv6VfV3RcS1tMN7zhcebGcf6gQpqRf7NlOVvoogMh6K/nBgz+dxHZz4RJfyHPzvzX/ydmZ/7xZlPfm7mNz4+87Ei48/9XK+twKgVXD8/czPhn2mYL8YqLqTRoydnbJK6v/zbszmwiM2E/WjI/bYcVS2AA4ky0gZRzN81sfnLXY+faQFKdPTMCpXuKUpKU1YKT+HErNeHZUOrRJxVWiZPvlr/14p2/obJoe2ZzbWZtcCyac/VLnyhOX+p8Soky8etALg5z3Lsu6Ol9+/OPPMbRc3akOas1YYUDSvayJjc6EeuV/t8MfpyF4B0NTPwx5wAy4He76svTgCkLzcmRi99UhiWRtxsPva8iKqT3BSdzXFJP5LTrxcAPhOwAxMg5yFFn6+u43mdN2ofqAIe6cxnOvc3K3p/It38eqW13wrwFYdPFi3dvGiT39FAH+uZxrvWQf5SkUk24ejcqr70pdIAEfdKsr2WwOiHXDjrxX63atTpy07jPdmQdARQCRJIs9Tj1Jdm3Bv1WLJU1zFP32ESANSqEZ0knlmYYmORJt/oA7qgR6sZa4EivbLr7ebrXPKXxirmki3Q8gwQMvac2vMFJTJU89rI7J0D9PyBMraEnRoH2bk506tVnTMtJnzuM7Hz9OCByZ7d4iZQfzzt2ebzheT7W8n1+Wzy1SoI14Bl47OfpW7u5qeZ/Z6Xt742f6qzvqUjDY3jO2fm3+z49o5GNd/Wq997mb/Xf1nKtN46f633f6Hjd/8BGCKvJ4BxKgI/VrQ4fnDmvkDBA28mBXncvi27CkvZ9FzIuV5KgVdiGh5YezqD/XTgYLfjooAcRjFO1PO3NF6smPpyAnw+gVu+/USG+sut1HyiKX2h4V6iwIxPNBc1Vhq2HBOSi8xyeuDACPfkqP6U494MUTHLapCCHYYkwr6jsX848OHUJ5oDyrrSeOXhIpt5NPRxX8Xl3ohEGIkoez0wO5yD72n8jEhkNgYphRqC7eW7sR1/qWw6xwaln/75mb/divl/8w9nligWsKLTItlazmOZ+U5jth8FEACPJSVqTPpdb1JYF3a3kXGtN4adxpUapstmp36ck0hmpG0BISe0WqE+JEcng9diPktUDOjO9N69G1/IRD4VODxdYdszKr4UM7Kq9rFA/pMZtudv+hs5Hp/wfDp6rSAirXzb+2YeDUSOV8hUSL1Zv/bACC4c8/WxcNwz6e5GjrGZ/uiA7tgV9oadqGOJ7PSpmIopLcCRnFY7XHurFOYTjedjv1bLtYOhPPbYzMFDMbrkYROaJWFsApgJGkDiTnIiQ2MS6dcbp6hvDECMrKUlxwuQtTx0mTjHCggnpiMpOvaCDQEsDPtyzPLl5AHUns2lLjQ/aZm0Sa1FmsV+pIKPZGPmcLqE4MXOfbFg+VI2LcUHtuZtfkBsO+ewF8hY7uJY/X1cm1UOMaTFqYy/HADi9Mx8a0ecaoBH2uu3MfOxnFvxYdL+5M3L57/zfyiw9OL5HPtCCCr3v1z03Nskj+SEBzo4DvpPYWcSkFzfKozlRkt4ipHPhcBPJ7TJWUR3jvciQ814Cc1O07fFKu6tPbdsE77IyyFfqM3fKGp/uij4UtcwiMmJjEWh8bWo8dXLM4xC/ipfXehzTjKMJ+ezTLmzMuMPEn1thanva+Hph35w5kd/aOYrq8GU2Yw/h3koI7rVeSj5cmRsjE5kURdhSLczlMMB5k7OnRiml6GGuhqR9FofHD4+cz8mNDPStF8MBN1EyDn6era6kFF7uNCxovdTyfaZHBr7qPu50UmKcb3MTm3s602XLPdiYFTGYllQtN3qO+cs1+VYonYfjZUBD2RSxxAdHRzr3vpbSSZSw9v1ezX5vVYk/Ewy9lcA1RluxKJu5pST83oY8L1FfDpZ0gDeFUDdSgaouz0o0tPbDcCcWK40ZLVzrMYY51OxyUuZJedkJxxwOa9r2Iex9XaAmvREmqYOJLjYru5czoytePgQRyW3232h373ZzcKmsgNMVVvYGjkJLlZxXg883AAoOAQTe0GkpG4eJM+l5pPM9UdOFgLI3txuJg9BdDU7Vkx/nW0Bwt29s6S4dl+rWx0pQLnhzw5fOiI7y9RWvNiOa6VlVwKim8l7O7kKTlK9ur+bn6RyN5e/SddS9qtFGxu+3IthSzqGACHt+nwxo7uWkRG6Yp6IbFVCjnk8hZ44MHN83wzBcxzC4+QUKEf2wBWGToHnAyW7I69fmf8fcX8WbFmW3/d9/3Pnm5k358zKypq6qqu7em4M3Q00AYICQIiEKItyWHQ4wg96UIReHaEHS3603/Qk0oUYCQAAEABJREFU+1VhOYJ+cFAyRYZohkWaJOYZ6Hnuru6qrrkqK+d59vezCwlLpkCCuBl2xt15ztln77XX+g+//+//X2vvM9IOLMB0qAf6UIYUyIyCG92+XRT6Ztj3vYzyS0VJ/eQsr+YI5zJSdJPRiHSKlafqi3z92Uo+f1Ju+XfD2N/qPFH/b1Xp/isfm9G+YtqBg/U38eeHAwjl56rpxoB9KBAfXM08HeJsdxA21sdRdzArcjXDuhi4bR2e+cgnZ6Qx2Mv0LywazrC1OWNBFgf83ar6Xy6KWT3aZWeVQABXh4+nS52pHeChnlPTA5wsr3b8jXaI9pv1w3oH05j3c6DjOTZ9DJBIBx8KMIAOBvJq4/9x12OoHzk781IgR09AfEp7zJJwGud6PZbsPlls+lCRXqFPXv8oaqtrmblRPzJLQq+rhIHtHD7RCBowubqWtnxvU7OwdehiG845Wj+te+C0wMOzWQCFtTCcH4g/SDauZ6bjt2Omr5V1W0T2djr/cSmSgCNwSR+kZQIJwNEf19BvAQxjXOwxXQs8Zogu18bVHFmKasZKcV4RlL0m3uH8U4fpqG7MgcZ2Ym/Gsz6Ah7THd1KkvcZyuECE/WFk+u1BRj9dteDn/9qMZ7EIRKbotxPTsfR1u+u/FiPBxtq1nz/d2M/5j+fcZDUWDh3JgFSjKdUDe01DEThj2+lSG6EmAFG02j4484UyKj/RB3XdE/B8VeSfarbE4hgFJ85OAYTuGqIPiidSbGfwBwrjagJmKzZTEsS3vFvEUqy9nJJFNDfNMS7phYfpKL6ZTz9yfOa5jP3pWMWxHOROzvp+jvHtwO61zn0tMva1mNDvBkBrRYxTz88oei0GnaUAHQYE4FBqhgcAGBDNXEnRG0WhQ31YmFSD6LTBwqQu75W7vXU1wWQZHmmw1Fg6ftW4OOWJim079VGt5G0A0HFkIRoBj5ob+TjgIweLhwAV2i3SJu7FmNUD/HrdrwSAL7004/sPN96//W/N/HxV+09GMs8em5FqHimFPJkepS4XA+g/Kl1ZpnGbLbsc4Pj5RDMn7xYsyHMzubgP54exw98v5bqYo964PMuCQTUHTm7GxayXYWEaComHusZuTgW8OS9d2wAx4JEq6Cfg8R4wJKnB7rxyHrK4kbykxICJXQFw9qfO4NqAYM0JCV4aZBnAzQRzr51SBrUqIIzVCHYChVSyrwcr0bZa10593avPq764HehjGhgPIKu5IRd90V9A4jgAiEGxS33NRAdYCy76iD0DFvawkT8cOzWD2XrYMQZulsq6HMXmTHN2U/iV5H4xlm2fYe1jayT7OPtxnUpYqNfZUopl7UIIiVbKgV/NqORs8m3FQzRwksSx0zkiYaUQ+aR81J2QjNEy9RMn613CQhnVPfyKF0BQe5DruqVaxN1JBABmu2O77PJwmXcTLlopJVAQQ4uBhMVLiqj6aMbjQA6jWHY97dse7szcqbG7aVlOKjqohn/p2zN/GIi8G2BRNPAAVtuNQzFWoe/Q3izrJW5mWJiJijwjs6DqcO0ChpoVlIaRi3TWnVgO/l5AxdD8li+QEcnIkoF/s/rOxbzuXoOTEsjR1wKSpDOcgXz6am7UBmeVgun7Yvj1l8zPNM5fCaj/atFMRHsq4CBTC+CwP45zMuaCmXA+OZZZjfVDM4qxuwHYhYDkRwGD35bl7JuNyR2oZpGwOIzzTinVlWT/VrUrKacn0Z/sXADuebSJeejedOqJWI7nx6qfWDeh3mAmgpMBETL2apz5/agTAA5AwjFdf/muL7G2514I/AJb+lK7Mo4TR4bvj6Bl9on9YD5bCQzYrHrFQAQyoKFuZ0Uq8S6pThdQqJUaHkg+Hl9AgYcPzOxtzwAbQQPY6R+5dcroJ1Zc1xabEFCAivGtOSBBHMnuj9TOZu+N2fNApNEXY8WvlL6/mr1ZzgD8gKgam4AMFI2DbWpqH9vSlX2c/3hOxTau5DSoIiNWJEKfb5ZiXH0vp8r41Rkofr1LYg4Q9KvNmrhV/2oRemEMCZJRYAooJKO2meKT6kBtNRKrKO8UIW9l3DdTolV9FLaeswAUx7+foV/NmK3glDKJXOdzsPcy7rulUI69k3ZvxTSkQBB+s/M3s5ytXjko2rpKxJ7/4EesPWnMOgxR+VL5J9rrQbo2EbVhjpRgvb4thrQRGDUm9yscL7JYBCYXxkwYkwVOt7qeIu7b9Y0xA7bjpU2rjOtcMr3U94Lrwka8SX4MFfvANrS76jjfkxVnWHWMyARwf7IZpheenXmuKVcPKf7v/8kMubwSk/hNrKLi3Hs3+r56Bce4lExu1IC2TfkCKCspMS5gCfwtXtJ3zkCXmBcgEgCs/jV7g+1wBgCALbpRzhoa702jSm2wNlPunB9Y+U7RV+qkzYaxOJ/aBbCWxmEABws664E1B2dPwFqadqiAtICCE/vCOhjX4OjSC8C/CgTpQd/X0g/QIrcOn2U6tnO3SqUe1v6drVmm2xUrM4O5ns7bNWRjweLpdASs9VX/BFFA6XX8S5Zkil2ZQUqVywOW2ao0ZgG0ApAZxwvp4d1S0/dLFc3cmCUTiNgoZqdG82ZMWBqqHf12iX1shrSc/v/X/wz0esYfkM6VjPKdouXtBC0vfpgjQt4DCfrJosOZKPLRM9HaPA11+3IpwRsdz3A49lf/aOaPApX3KnqihQzH3Y/qGgR3JclhCbcS+oPAY4lkvWd0FMk5FZqA19X6ci8A2Qgg8t1Z5XwAATV2bdFe6qHoJhqt5TRSj17Gceir95zdOYCGU6zXB4xHURa47BSVRAaAwCj1G0PwCshEJk7CQaReQBCQMtbEMJ7p6ZmfgNFalnsZtVWpQIXRsUHb0rc6xOhFwVOB1IGAQ1FuiYB9dy9ZYBOnA9W//rmZ/+XfnPn8T31wf9Hv/m5Tgm8F5uSgwcxnlddcTnemjDcOdGz5tlWUlv1zYumkflvy794l+6b+qaGQvTrTWv3wKireTt/bR2bQcIzELMmRdE/GWNiDgPt+OnktNmdNy/GcVMoLZDiaWRoBRDH1yJEZ4IX2o/8cRspzIDYzje9hY6WzB+nj9Wzo9RzwTkBY9wY71UcPKfKUfLew0w3WAEi8dzPisfqmDUyQ04vqexkLNoAhYpBERQ9qK26DuFCqebNravPo0dHt5bGKC7jFyNZmln3aY2Pa36xTgBYrvFcfX49ZvBpYuLXhVIi0nSFcyl6vFtzuXJ9hc9gTvZKr8S+2lo6AEVub/f3Tzf218DjOJqSPN2kjfzuVwlWNVzVsxalagzlt+aBnXfgdkHfPz6Jc7+XmnEEEvp+WRCuzNwxFZRyrUFCSUng6VL4yorpCqePROgC1OFYKch5FWS4tLzX1tzCJHIZDM6qtFLCRkilHxDQdCSycx8hFWEa7agyUqG3gwcCfC/j+zt+a+ZlPzBzLeEVnRoEuu/Za5wAIaYPc1U86XM5ZgJMU43SAt15fAFOHjvE/qB3jephDAEaL4twSrqYgWuqDY/Vnrf8AHoc23Wws0q9VDmwKHIgdPTrzuQDDc06+FwX2HI1fC5QVDQGDvmAvIrdrc5Lf/oOZb5ZiMkybiCfioszYkJvjTLlbOi9FlSaYmj+RI9scF8mazcZ3/KkZOvthhb23cur7OQMGuMpBMDqB5XpR9G5OdD3gsogQmNIrYBIw9NPUplmhqWE64DxqJ9s596cqzrr5URRfHL222Q7nBAzqHUA7LFP7HLMc2nLn9ZOnZ9TZBBzXpieBge7YiPt2FptI6IIMO3797RlMUz+oD7Bb7Ux2AIJt6B9bZDv2parRF/axjCH71j9yuByIvxaAvNzs4NcqyktbXIscnONc79kd8KRzrAaDZhOWF9S9/fwZ7n7Ofzznqki75d5c9teabhR9GKrClKRTymLtwo/Lhf/4a0XBXkUVlPJnmxI9WyHSjMDRozMno6TARiS7HyKvMhQGKS1gCBiKBVgHQv6Hl4uiRQG5PsosEm5kvGYwGJgI5tochVKXbX0Ww17PYaG66rf5+UWpGel6IqEo+SylU6IwQpEUJ+IDps99cubF8nb09SFmszOL7dMIhQNDY3CuHPxqzrLquLVo81aGzkgZXJcc074Kd2Zh3EV8JevEtOwHjnVptLOaWRhRXR91pCu1d7Wdd5LTZrLDgDgx0PmD5PybX5r5p7838xt/GNNzoY0iWscv8ugVeNDPqkHL7bGNrzRDdSenBoa+JydRThQ31Xq6FOh0geLpituf/MLMZ2IqT5TymI7FCI4Frmv1R3+lixY2vfa9GWt0OJ66jZSHI5AzJ+VoD+uPlCvRDF2St+O3agsocxgOztGxSzUVwG+/8ZhF0h555aOzOHXKMK0NPNkf2ZiSBixvBQZmk7ApqZjUR9CS7q3qBNbINm5dnzHbhz3fq2FrRPTVGADKm7EFzAfAsyfjdixQezQGgF9Xxr+GOezerJL9gqq7jz006v5mR9BRL11qlvG3zzNoLODzS4QCmwDnGh22n79HXdpPG/s/lxB+85/NvPXjGQo0MJHrQNFQNZrTWTnnLliG6juP5wcyjtEDS9u/UnS8UiRyL4V1BgdzCOwD4sv/pAnrOcxmgDE541yZ2UvYoggDMJ1GwUvNIaGropv+yhdHasXY9I1Svd/KoYAExsGAKQaLojTAsZlTLUwlRrBElTr67YzlHzSr8LVo9080U2HqUHFMOnO6XFl0w7aWhVydp+gpgqoDeSCRBVwnDswojGI7AIQDkIU6ijUrnN9nY2GYjqmrizEx6t21WX5U63rFtZsB6J1oi0jNaRWi3cHq/pnzDfze1oyp17Xek5H2XPcROxLlGtaQmfU28veDydRyeUVgMlX1v9S1OK8+6Y+6hfrCVmmHRWAvNUv2dDM5T1ZbUZSUigK4a+nztezCj2ljDc6f+s85yF07rnP4WGNK3mYtgJWNXA9nAx9titwr3dxO918NEH87e7PWhFzo2JQr0AF49L6ejKXJP/OLM8/ULytXza5IB18p6mOtQEBfMF82QYeWHCwsqeAEiIwZk7YBJKCqncS51Ei26rOaFrbhe5vxA0c282gc7GyjYyf0cIzvFP+Nkf4Al801HWes7JB/sEU1I0B2KH0ezK62sm9628eWFvZx9uM6VZHszdgEusco5bByfbkb2u73WCDscr9DgOLBMaivtMLqRFN/PxKdUqqbvDzfgRMyLnWM5eEuWZtFOgcybDM39rmtnIO7FllKURzv5isVfMax6ngG5ZXi5I6WlTPstaiM+gNeq2gqejACYEg2gE77lPlI2auM8krnfSuH+OYPi+Rd2KIxx4tUXW48m0KEy/6GUWrD7AbHJx8PfUGfs6PRJ/1EWVFRheKaHxEag2Fo0z9tcOouP2uBhb6rHwCQWznoAgzJCEOQvytIokLalEKZLmeEZCpy0RHabjk1I2XIIjOL4hCLgWbsfgOFLjiIegA2cbci+OU3ZyzqeiUQ9TxYDMH0t+auUnEAABAASURBVFQKUAMNS7fpglPb9M0rtgGkjM/YpV6AT8FdOsr56OJuHmpToObgL8RQBYr7MaNVMsAAN7MnKdSTZ2cAqPtAzOTsNVsH2On2rfp7oiL0UzEkM2/uoQF8gAz4GB/dcNi1ZC3Y6Sd59HEAx7IcoC/paZWc6c5GPwDAuYBZQR0wmeXzKnWyHyjYjNk52nW+oEUej45Z2HGd6hKjXiN4vca3YqxkhmVbB4WNaGMfW6PZx9mP61QCJRCCgqKLsHlRF+AI6Lg0hkDevzbzdrMwjOqJUhQFufMpl5Fy3BNFMqByL7q4nvFs3Zo52YlHG6qFU6JXdjOijZqFOXM0G5VVzDNrwrgI2vfL8XmxPkijGKOCImVx0PT0AcWtrxzdZ6Bh5sMr5aKjAAVreVC/KP1GB74e+2H4AGCttEXEc++ICOYJUc+UW5+pBvRchs1AOfKtKDGjdKs8J+XgNTVkqNYg3Wm4w4BFLaAnyuwlz8P1ca3ISy7aO3BwRnHPWN6LEbkx7NKlaHYCwjY8p8OUt7qKYijGoG1OurE1s8wydHGOD9SACyewMfQuOVuNa8OFD8xwVPdrPPHUzGo7RpMuMShM6Eo6fa2aycvfmTlfXwA60J3+cRi6MD4yXQqW7fcnikvRFmdrBxkmoiWq66toLC3++S/OfLpU0RiA3zJV2QHkZKk8oOJofo7Ump3jydzCw2eTEdtQS7mebERvchfJAbL29I39YntA6npGm8kswL9WnwBs4hq2QC5hKsIy7I2MPKPGPoAMSKRAgENqAwS9KriyHzLQjmDks2t3uQFk6zWWOpb37Gnv+Axd2cd+907PCF5b2dSJxjf7+7e2v9Mf09kGd5XB5ux3CKBowLkWFE4L66sZ9LS3I+p+plkXkVf++rUqzn9QwcjNV26tVxziCPczzFWOks2OyEjJlLVZW17NeFzLYDEQ9QoGT/GbGYtqP6OUJqn2K4qh34CNMlFP9QS1FfUFy7wf5iQq+IxYPxkT56Vg1/fZqw0lBQAUr3Dp86nqH4dTrinExDBu/DIlPCyjDZgxWp/9DsyDxmbx2JJOdEF9AhwMzTWBCSMDWkfqG/AAjI+cRjHTMa4NJNyjox6EgVhfAjDeST6nn545Wt/cpr6+MSNqrmXpakFSFYVNstMOELE0HYhzAq9SqtXWDGc8VUryTIXi082YPVGbp56YecYiu65xNyC9HnO8WzH8Rte9UTq1yGp3xrM6zDbR4XL92BrwuV9/ln5kxoBb2uTX2vZiDaudmaUGkuzMwqnF/Pqvz3I/CZAAnqu+M2V9/3pA1jXZBqCnZ/WZi8n1ZGzldH21bkKB8nwA4kFR1nNYYmDRoHpT5juTXDplTuWcXX65qXE1M+zYdD3bcY29+g/QyYyNAAL3CWE6AGRyCP2gR4D0oHaBoq0uDxYuFceOb2IUjd/YyUJAEzCkK9fqKz2T8U/93Myn2575zMx6oHKxa9S1/fx11f2c/hjPFS044qW0YEGRp6mjfqLEsRCA85q6o9jXo/tyYqDCQdQzsJb1hiOt4GgFttnKC3cSEofBMBSNDvUFBSqYSWG8X3UMtAcGx0LkT1fE48TqDUBiVjOuJRqqm3BgIKUQxsBRZ6/6QCRoJKUyGsYhcjJYRuJ7jiX0ABS1HFNpaL9HCT6dM1lyzYmxJ31b8t3VjNmA7GhQ6XvXZjynctUYjZdR6b+Ipb82Tq24tt6XazGw7S5uHKitCFjgHQ7v83ofMDDFX8ZrhsdirjdiAXeTD+ougtfE8iwKkW6VEwAGjru013F04LjtzRkpDqCRCrhL+UzFUo7N2cjAjX3Y3KVLM9eqiWxkBJxuq76QMWfz5LCPfWpGWgFotefaalmbsUzrNqQQ5HesugdAOppzbNSQ/nEqunXf1HsxVDJ/pBP1CKkiQLJmQg3rXBT/XFO2lwKyiwGKgubl+nejjS4EGGmdGwCxwCPVVFyLkwM3aezDZC04ZbZDR2c6Rq3BbBn50AFbITPvU+1wcrLNhIe+6c342dafpWvpkX5txkDHbMoxXn0WZPXTDYZus7Ae5Ezg/Ilml7748zMfrljthjz397jePjZd3cfpj+lUwgMSDNkMh+iter+V9NFqi5XOHJoRafe2Zg4VcdyM5TZ4wkHrPVTmnYwD4CiyyuvkmVIYhiwVkg6I3ugmIxRd0dYlOtYJSnFvgFvA5dDHi4yWeOuTlaBy9i49qLZVn8diKQdzoMXYc2LgopbAGRkp8aCZFC2KMAbX7lLjM2e3MTwzKsBGmnCywinNLEDVwfZfKDJ7XgMj0TbAOZ5RAkbOzoCyLT43og9DYswc28yMm8+AjGOlA+oYq5xUfcF1Ho2L8YvIXXYAouj2Zo6kaAsEzEKZeZAOeD6JfgDK6zdmOCl5PtqApjQP8KsJKVC6o9nzaa8FFLdCwjtbMxfr+N1eH7YB641kKgoDP+xMzm6diDGqPy0Mq76fqQ5hNbE1E2QEzBVmr+Xo0tq7tbvqGmZ81JCMe73zME0AhF2sxWxE9MUWcnoAsp0ur70282ZTob/3WzPv9F6BPGwcoE5eZMvWzJ6Ygrba88ThmS432LFVuVJPbE56fSygo1OMU7+8dyxm6L3U5VJT8vShf/TBlh4dY+w2MgFAy3mdCMwa0rBdgROLEmQe6dqCPPZAf182oXCu2BPTWjVW9rmPravv4+zHeSrkX4psSU1ejFZuBx6i107SOZ5BWSVqGuz+Vkrqs2M4B6e9m/FCcdFJtEFZRYRZjSA/lmz7/pHQRS7pBpACDoqxagDSIdcg/IVB1K7nVqDwFMFxgJMZHfcWPHFs5vSRGYuHlnNyCiAhAnACDugzJ9BXRuczQwAcpgJtjBNVt7wYQ3quaMGB5KxmXwAqBsAQFO1EfAUx99mI4gCFA9iMmW6kJUsdIjW7NkFIPWxqFEBVlFM32s1KDyRTTpC4B0i5FtlIGTjhO+dnDgZYipqMWPHtzrVS+U5wrSWa5mGuBTBFOExRneCNl6tl5ISXKxRf7P27RXi33qduXZ2t2l0PNPfOzAAEfeXsvr8eAwAM61szWwdn0HKO694Wx9rcJCYte1h/HpTSWRVqbJzbGAQIwWl9PrAH8n8YcKzVnvUxd1aNo/bpAjhZoGjWxEpjDwqiXzaFmQEggKxvggP7AGDqCmsxngvZDPZcRjGbtWkqFWCSp0ChJkJn6nTbfU9uO72yEbahfU9EfzZZqOFJZejK9sg3UumwJeNI5AuoYZinAik1IayLrEyNf6JZPdPKfsrkm9WU2IolDYliP3+6sJ/zH9O5Gd8q5QEKdI3iKAaaLhEkZajsU6BjpBOcn4Dk52oDaCKm4SlczhVhUVkKIyzGTMhd6gOU7o0ccTdGYyZgPasyw2B259wbM9IbqQ7FHugY6wA2tmY811Ke7+5a91UAE+jv+0cPDjqZI1hI9OTJWe5uFUk4FMdGVad/+rPsq1MKliiD6HwxBxWBPMHsl//6DKDSfyBiLGSyvjkDINV8sBT9EvIYEjZh6xLDATEtTIIRk4c+kE1DGVR6b7fDVh+wBn3DmpYoHghiFotetmfk55549fIrMYUil6nRL3xh5q98fubFgA4YNRTDWC4tOuv3enK18146lIZJt9Ya4713A5MKpO9Us7rXZ/fFMOjPaO8TXW9nhuN7DAOGoPB6JLku8q8/+kj+78bIDh2fEf059lIPKvU9fmRm6XsDBTaPttQ+FlQZJxZg9gVosqtlXU3HP9yYwVSwM7Yh8DxbnU3BlwMDJbMrZGumj83QCzajsKwWJMDdXpuRcmiPzgAY1pG4xz+gA3yMcQkI6RWoSBdN+dIvVoflmZE0y6dexzbca7WdPKyzMWsEaH6m1OQjpYbYC7txz5QHW51LX99J1pfTAZ+RVmJE+rCPrdHt4+zHdSq0RXsZoByega1XebIYZ72LEDYqrOKNNktVKJYipTUcd3nQcQZnafmxHIJjKDpRGsd5NFOh0KWouOSYaG0Wz2ko6WpU7k++OvOHFWDbPa61tj2DIWARWI1i2ctFTwt83O0pGv+oKArZgcDxkP9wBmjGQGQ2HUy5QBHQMTAOzIilTgwcQHF037km43MD2YEcwBPWGPoyxmjxEuFzbM75MCdhxJOAGN1arwtwJLveLg5gevZOkVhUs0xfuuc9oHUHLAdgnGsZrhzebA8w5EzqQQqg+oc9uKYxWJD0jYzxO02PkyPHB/KJc5GZczglYL7XTnLYIND6BUg4DPq/Uf8f1rdbpRk3ouy3AgKOLfqXOQzZrx+YWaVPBk+Gng4m4pKpNvRLasQZXMM0vCjObuiDXunteEXPB+llI6bBJtwImbnMwxzqXn3AMrS3nkuQjboBBrCqz0t/67+UE1PAysicLvRJagyAAA09AfMOH2wRS/O0fU4LrKZ/iWSwmId1EpiYSblwZUZAwPDYhlWp7q1hr2SIjWIW0vafqyb3S//2zLMVc92Q99EA42//jRkLJz0xT0rMNjwNzbL7bwTQro1BWs27+Fbyriv7+UtS+zn9MZ1LWAwfFWSIHELPgIMIIIKJ8G54uxQtFREpTdRE0VSuzRYcy9DUNhiaSCOSoM5qHR6Pz7EYP2XpOrDimIxD5PacBgq30vTDTeudLdpYEXo8hOfI2fqyxHjpb4r3aorPw4KsSWGsgOlH0XM01XMg5PDqGKLVZlbD8BgIA7ZxWrWd9doTgaRqYcO8e3nma9+d8UwGsrjn4p1vrIyYY4vmnGUzS1WrwCj0iSzDguUW7N12rOUAvYwUhmNLqYCVwp9UqGb59Hj2KooPPPTFcYBG6gFg3cYOLHxWbPxW4PEvqgl8rVezVIyfzEXfw02jm41wPddteKOvaw0OeDJwoKRgeYcDx/E9DNiPSZHPs83IbAWWpujNiEmPrAPyflWHtfewc6Syk02cC8Clt5zL/muxGbWpZwINgUWKZ0HaiVIBrAmLE+EfyQAYYG5LDadITZbshe1sJd/7AQxZAlWg73jA7z0bdRf25vbMKkRai6nWtQHWZCn9AgbSZpvrPIjd2JwjeNIxIGfzjtc++VAM21n6kh4B1XavJzr/J5q9Otv13gjIf+t3Zn7rT6rTJEupkTaOZLdbHXvt9Rm/6qdO90zjt8bDLwPO/v7p8v5aeCxnr2ZMvTEqRk3olllDZuss0D1Ox8EIFL3nPAWSsehINGLQjEVRU6TRjhuR0FtODSgoW76/KLyTGQIj5vDopZoGYFEs3Y5BeJT9F39h5nPRc7+JsZMxr3eeNqQyx8vRGY3rqT1wPr8g925RBBC53fz1ZivOF1E92UltxDMvlvUDOdeTR2YOb89IkQ7l7ccDP1Ov0jZOZXZAIU2eu5eRiODADlNA0dcyDM7UqQN415MjQDJORif6cFh3oz4CHY5k/NIu0c6iMgyBcWNn+YkJrHHfiVTljQzPdLU0wEpODBBDEjmtQr2ZCd1Zn8EQHvRqJegrneOhOW5OpCtOatbEjIuTK4naAAAQAElEQVSb0UTb6Z8Cn+XdCwAHKuoa1ppcTF7SAHS/IQ5mQY8Yhfyfsy2glpPfS9bX3p65Whq0XucxHiku+XH8t0tBOd/Tz8wcP11doz5iNsBDoAB2AN54BBAzd65NCBwW+6WDmh6yZVeCWd0f06tYLbATBDAR4GuJvVSLjbBpdgsMyE5h3/XUVS7l6NgeVgvcATIduhamoj906XqmZ2/1hR9A+2//4czf+7/N/No/m/n2t2fePTfz5RizNEh/sTD6PtcEAoaFyZ/JVj9WMPTsli+U3mAvxrCPLc3v4+zHdSoBr+U4pvAY172tmUsZk7UeD3vPYdFBRqCwKlWBwJyGcTIuwlfdpwCGxUBReaBDwZSuv4syUgKwsMyd0TyimZQo2mrLbeSeF/Hix2fOhvD6qA/oH+O1iEpBVrQ9fbZjyvtFIPsWo8zqC5CDygI0P7rjcYDPBBqfaTr2Jz8681yzOdgSynu08T95fOZwEcXag/XOX6uf+iP14RTZ/ei/fhobUHSbNyBdxpY6fb/qgzEYl2MVgh2PAfiur2dxoBoEnIDDLAYDFbXW2o++c2JFY6BlxkQbxihtALpkd6drAhHyNL0rnQBwdHSyyGemQb3Cwr5XA1I5uN/ENR5sSmrpetqVz9+Kcb1bWvheAOR5FJjlXu24sc5xUgsphfFxVrfv3yztkVJhR8ahXwBuGuzbAQvGpB/67RhAdO1mdZ4U5DjnAD5gJa15uD1zPxlMuvB6PVtkm24gJFNjxyj0wTXYxLH0ys70w2yL55Vu1gYwwTRqahY9pdMDyQxosCltsNWr5WnnYlCecYJtCZ72AZGFHVFa/brW+d+N2X632pOf3/CjXfrL5sid7ZCp9NNvNlt2r98fr2h69qkZ6z/Miqm3aXIfW6PYx9l/2VP/v88jQBFAaqKKzqkJJGCe6znRYtCdhFkcycnUO0SVJdIELqI+B0muy01R2AoET3cDiUVX7S5KTIuKSVjNrYwLWK3a19uR+nB2VJuzeECNNjkHowECUJ0CpEbSKG1fyeBJUpRT7BS1gBXGgCEAOBV3TOi1nOIb35h59dWZ1zMCUU7kWo9ZSBU8iEixjEFqxxQlp/dgGrUeziSPZqgiUmIZY8eGOLdzyFPUAmS3OgCTE/0YFYNuF1Y+QFk/l9mc5OwzpwBAmNy1ojoqvZFwzGiJ5lgSAF/L8bAb7EFE5lCARl4OCN0KgLG4plkF1+TIP6jabx3Er/7KzCdemjkdgB49OYO10a3it8V7fm3vfs7kubMvBeCf+syM+sbt+rTUNlKu8QEUFB3YiejuQbma0jZLHYACEHsjMPrtX0/eP6pIWzRuOEPmSy0rh2QX0jeL/A4WobeOzNyu/QfpRN2FjBQhb5W6WB8BtMgaC1aP8NQ64AE4TZVebXZIrURarchMvvRC6AKbcT6zN/PCsZlTAWPdHSAkuOiHNU5XAqxr6cRiMGn1Un+ZGfrBcvTZOeQOnIEUWzQu/qLP1iJdDCS3k/H50t7fKa359g9nXs4Gf/sPa2x/f0x+fy08jrMpQ4HwzdDijRxR+vBoARcbbfdgIUDDzWGH2rlT16UzgOZu7/00A4fxxKa9FKJSj+JyPBFEodD36WNEJlXqZXou47mfkTxs4zyOR48Zxis591ejha9HiR/VJTivNSTL/Q0Z6G6GdjXFvBwYMCQLgY7WlvUfIqT0wEOJF4WuZqQGosqrGbHrquHI9f1cw9cCFUZhoZPUxM8TqJ94arvCLIMwLnIAOku0SQHSEgxjPYN3Tce1e0TcC0VlBtmll5WO1oqQNyBUHxINtYfmkpd6k6Kl46x6XSJf8gZCxidyA4NjydhUslvVAeTNnNp9QVbjYkNqByK8gIBWK1ySq4j45Qp4v1NRGhs5l2zNKmCN6lja13cAKK0ESMBaamoM+m1aGXPZy9F368eR0pHtUsqddLHe66mYoieeA23ObiEe8AaI0lI34FmMdyg90TcnFI3p1X0ugEDKIbUw/cohsTwbG2JPahXGro8A8p3SI3Iz5e5Ht0wArB2c2QoYd44V8ds4vgC4HJdAL2Xr76QfN3EKgJ4Md42s2/SJHDAeIIhBswlBTU0LaLJ/LBhzcQq9A1SysH5FHcpzdv3G0XezY0+o9xMY3/76jECn/X1sed0+zn5cp66yClNb93ZnrtUlLMRai+O9ByLyU3ROziiHW4viiTZAIL8dBsHpAIM88nwRaztDsmLTc0YpGjBIMWZzxkNzODPjcPfqvfbdbbNeQEVaFF+cppCw3KlaZdqTmLRhbcHRkPyjn50586EZ525lsIczEpsHx3Cy9c6VTjE28+0A8e13ZkQHsynHSnMAIuf2ezWMjqEvTpQ8FgNJwGi1W8I9bYwMOOS1IqBrMGpUXJRnlEt04nWd35+hzlasisGJfJxjMbD1GSCBOZC9drAH71FfuT5AU7y1NgL4XG88pvqkNq6tzrMYcELHTDiESFeXR6T0Mxl+4QwoGZNzFFClSSKrp72j5+oq2AsaLQiQ7bGKnBt7M1aj0olpTNF1I6DnHEAS09gNOJ4q/Xvpp2Y+Uh7/RWymqd4nkq01N7t1hr0AWvrYLJpLe9wftZ4zS92AhkCx0bEWV13NoR2/jC+bkI4t/c/mMEPXpxOsU32EuAGjO4fpeu3ADP0u6U8d0L8zzYoY07Olq6ajsVdBQHvA2yyJn9l0fpcZ9reW7WtbX+r2wsD5AbBYbKPvBQEyYf9AmS3QoQkFM4fSrYNbMzs1eqdxqQVt1Sh2qFbYkPfzVw/2c/pjOteAGcTSmwZHOKbEDmewe30+uJoxcLSZMG90oJQDInMOUT49j8U36J7tWuc9PDRz8FTnZnSiBMEvWzC9KGh9Zq3Ne88r/dgnZk5XWAM8bksX5azMvB4NRZf1y3LoA0W8vdp9sDmzkYHwUkAE3Nz0dajv5MqrtRnFQI/Jt1LTvt0M/mCbO4WtGmWkgE/+yygZpBkhqdPhQIlctCPvFWlcQx6L0UhbVulA3v8weko+Ipb27F+KuY19vQ8Kxss9LAej5Fmj8926b7GZNIjzuq5jgAyHuVpU5GxqL2i4CGfjLBiYutMEHtgUwz7A4RsbJ6hbo/4kWmMJnORG7AT72K5PDHxJJZMRBwU213t/OOB4+iMzgPj9rv/9lysIvj8LY3Nt+icrMgd4AsJaDOJE+Ty5S/8a7mA8UjtylKoB14dR2J1syrQwZjA5utSF0y1ToXUag9vcnWFfuwGMO56xGHoS+Tn9gWQIhMlsY6OTsjVjUNC08FD6s5bTYkxqWlKnLrtM3UqntrJLbEW/pIEWBgKUjxWMzhaYanHYGtsG5HRO/4Cc/NSGpI472R/fYdPsxHkAxfgdB5gBuY0/2VdXR23n4baj97WlrX2d/3hOFu12onF7OfWxRncyoeQ3s5ayVznFKnrBUCmZEM3Xo+yihgjqrkxRdyl6dS4WI3I9zAgUnaQGpsVEhLWUyrko7mACpATAZEpPzmqhl+c/WGCj+KVS/eDqzP2Q28yGiMfgzMFTiGdzikbqCuczdms/PCjZU6ooj/KdM4kao1qObTxSCt/pByMHhJzC+C7WzuWuhy0sRdrGtJOhy2uxBGDCcBkKdiPiL+lKsnOdBUB6z/EtX5fWMDLHO1e/yJJD+XGpkznfdoCyVx+7zJie1n9gxWkYv82zQl2f1i/XRwaOtpOHKL7KkYyBk2MtR4/OWGDlXOwEgOmLz6Yk5f+eH4JVAKsDxwPbGne+cV3pGp7x8p0/Kk8v1QGOC7h2DHkZt+tzYOwSm7RgyyyPc4ELeRgr+u/ZtUDjdvq89ObMTmMGGmTD4RZ5ZzM7yUPt48kYgxsDpaiWwluMRh4C0aGAUh2srgz9cn41DVPZgFEqd75i7bdKz/QHkAJZa2SwEv3Fxpa+ZeN+FwiguD/neHKjN7YhtQQWZCet1F91KPYO5AExUPGq32RB1upDGJWg5Rpm2TDn9YAPO9qs//q+jy1r2cfZj+3UDL0sY86muDNtx2IDjJkiOJkIqxrPsQkI2KCY8msO7tka1zI0x3EOjiVnJ9DLTeddLToqHN3bmNlKaNIZRdO9Pm9w5Isz3/vyzDcrIr1dFftmny+8NfN+eeyt3ruXZrPj7l2e5alQjG29wZslodzDKftIaQvn9DutDNhq2I80NYa2d+hwaFELC7heX7emacPopKlJkUFEFWGMwWdKNxYAZUoQ4AEWEaxTF4PVD8fIpaVZnJezuFYiHQ7JwVd1VoFYm6Yd9UH/TmRIz9bvF4v2n43+/8//nZm/8rMzH/3kzKej/y98bMYU60Y6ES05uU3BTvphwRz2ci/PAyAWNCkOSnP0ST3qlWSo3gSQnq0WwekUBqUq58/PvJoTc/Inirhn6sdL9QOQL8beIB4WVG4nr3vXZoA9AJXPWw6+sJ+tGU6mgPtOhcC3Koq+XH7PeciTTshJtBV0wovh/KdiFU+mN49btLKY7ADTj37QtG9MRz0HyCq4kyOG81zyWNKJlKDuQ7fsUPqniHs7+5AeeL17fUZRn33SHZnRPwB6IYb7xDNpMb1IY6XE6kIKygvw1EkOvwTGxuceKlP8a9kxUJKiAFh9wTqMka0DDravjoP1YNSLXZFhgMl3rNC1Zmm12fX397e2v9Mf09kMnDFSVHY4gGI9oWEK21E87//MKVIcpmHlpPsXIL70YqF4MZdVm4h0vkKcXyYzW5Hs5mL/qV67i9MDg0Wmuxnlbsdv5cQYzrWKmK83G/Dqt2ZuXZi5c6UB3p3lRjjGQZlLJA3pMANTiRTKiCxCwg4YsWnW+7Em0eETzRR8qAj28RzyI9FxUe9B33lYrYVPgBAAMBbAQfmMTdTn9PYxfo6v3sEhGI3I5LrkwnnvZYiovM++twFfcuHIkzyxI/LFUtym/9PVCv72/2Lmr1Ur+PRPz9zsy+u2ZCw6KQY/7DyFSWmEdMRaAn3S1nsB6/mMUsRH26VCnTrqRo4FLNZWJOLxQB71EsephSiSiryONyYzM4qaj5xBH5dtLdZXnzAad8sCoXxoOKO0h90sDtdOv8vqSfqbXZB8yJTs0uKsp+OnD8+cPTNzvO1odZH7gSfAAxxkqH6wFmBdOzfjIdxvNjNxIfagnuEHyb5XCsVGARvZCmz3sw+MSF/Vnlx7o+vX7eU5Lx498Gx6f7JAshdQ36r9dwIZj2ysSyPdw0iBuwdcAQHpo8IxRnMoKqjdnc5TKAaU2A/mDXgci2FgcV4Bnu+tQQIwAIOdeFj0lex7K4EDb+kYuexjM8R9nP6YTiUQUUXEVZQzl30zZzCDwiludx3Ofy56l9/N4sgZNcEc6FVKw1jS2fIQHIuNruf4bjSD/BTNiEREzsm5zdYALVFP4cqy+FWOsCrC3csptnp/KMBRZJvSm4cZ2t6TM24rP7o787C+UNa9lCoaMBjUUgrCqOwXeVXrLcJCrxUVVfxFb8Us41siYuNTexExGA3nPPXsGDsaOgAAEABJREFUzGbRMV0PB1miSAN0TRHMMaIKo38Yzb63Vp/qCyNGnznXnfZxYBFJvQEtlvfanim//tTPzJzrAr9eSvD7zfR8+7sxgaL39Yz7UuCLQRmHWYODORxHkEYBNrrq1NFvDmfs2sUsDgauCtfqDmaa7uT8xmq1r+ItZztVXejU8Rk3FyoYGt+15I5NoumAWuQWDFD8g8lCgRntX2tcKDw7uB7Iqym9HcP5cc6+tJ+cyEeb6j76qH8vNGYFdLNIv/DLMy9U9FaglX4ALWmea1otfLH23o2Fat+sjbqSu2bViKx/uVXgcaxaA9uSDq9isq6p7wq0xunBUVI0RV9PKMNyFLyxBbUmMyMW2QmCq9gKuQs6gE+9CKsxlhOB3d7ZmcNtiq/0sErf7BkIL4ElNJIeXaxvpvwT0wAgKbY70C0NUF9h6zvpJLPbz5/m93P+4zmX8T2xO3N6bxZqaobjrYziStHkZgKyXUkwACSgH7m6c4x/1RAoj3MCAYaFZqJ2Vjaqi3BmxibKi3juwFUYAwjXO9+MCSNY13gKXAuh5MMHura0BCW/VwQ49tzM80URt1rrAyrLKDjr/VtFyIx2MaDNGYB3rfaWCB09l0ZRJKUDPdcDBBTfZRZBAo+HnXP0aEZybEYkF5V9aXw2kcncPuBQwNM+wCUH49MXG8d+EAADp4OBi+jlVbp2pPatmLUY759/KYbV2La7HiBd+pMMbpRO3ApApI/bNcaJRHo/B0kGCsOi2146M60p7Xgmw3YbgOjMqAFYIhlgCVQT9XBihq2m8UxFzqdKV6QfwMhitD/5/Zl/8U9mpA/GS06nTs+owVgRez+l6yfHVMjGFt9tmvzlAPDWxRn3emCslwJ3kZctiMoYz6/9wYx7P0xXfrfj1Rc8OMrv0AAMQUC/nLeRHjgY1kanGMbr30snXQOYSP3Y207jx8663KixbR5KW8md3QGyt0ujXnVe9owhHT0647rSIixKHQmD3um0pabW6xLUAiLBTip1Mhmp3X2ntr4e+7GO6UTtsGk2Rd9bBdFV17X4jJ4U1Y0D0L/XtZ3DBl97bebrX535vd/sQvv7o85/XQuGVcVqvtaB8fn53/fqLy4+FQmm0cx/3Y563/8jTC+f7fd9cL/s//P/04vNgALl5wQixeJQOSHjh+YKRVKVAx282/7NjGhrvWhbs4wF5RT9Labye7GiFeETHkO+Ehpfa3s/SmrK9PUo3IUM5HKOcbFXyl/VrlGYHlbIm4M1fmBmM4NY9Wp2hXNZbq7wZurx+Rc+MGzL2fUD1T9URD1wpL6tlQoEKlIOT9t+LxBBKRnpR5+ZOb47y123jGXqA9YA/KxGldLIna9dmRGBsDPOBCCwk2n8KO9h15kZYxShvIpaDIoME+vy8J6dxqZYqS3fu867yWOtsd1OjoqJXrGlJaIF1qb0Nntduzaz0zgwGIAEEADGM43hdI7tSVsYB2dZfh60AzjHVvKTcgL3ZWx1SDHPjAiavgSJaksMmsErgqrroOJrGzNqLQdiKDc6z0OJehkOC7SlZwBEZL8bS3wjxwICfgvWatIznadepC2R3/GA5GbH3k2m73X8NwMqTwe7F1hiO4vMsgeAtZFM2JA+YBtkv9hfneirEVDcx2KbXOQuw2m8FpaxWfpJRcuT16SpV6Q/jdVCs610cSTgfKHpZffaYDTqWlJFzMTKZq9rtanQC/gwRyzExgYAIia5lu7ZBpuge3rlPxgXWQk0vgd+jqVbDBCwdOp+/jT3rztfDP2lDorjTaOdvzkzVdXmP+/1v2hr8nqC4/mPeu/Pq8/2+95x9v8rtqQsCnJivzdyP+EynvUuvZP1l6rOyQR5JKPcbh9jhPyTItG0czmB1ZvTsRRLQLc6DgqjowSOGTCS5bV2RAaLdC5lOHL9W13zWgbLgW7VyLEXZj7yV2aerFaxmyFuZBgU4TdVfxQ9Rjv1QRSU1z8ZKzmVMz370sxWUeF+bXE0oEahjscULtZXDv8r1Rn+Z//ejGXM+rSm7+szJ7rWyRxSHccUqfOMkRMAmY3aXf/TDYs5kxGaOmTwJJxIQpLhK2MfIycHLMf3GItj1JWA2k6Gf+z4zIsV8Y7FHDzyT//XG8NmwLR+cEYawuDJ1/oAxUBT1yLlRv1+kAylHIya4a7WZ2zAYLWa4Yh04tqmq+9vf8DMrEXwmdM8kfzcS0SOgFeNRjomFlk45biN+qr20SXHyk9gbwZDWqqeYkxAyE+V0s21QI+e68LcCwR3enO6ax+fmU+Xgm73/c7WjH4SGFkY5+JsuzNrhzpwbUbdCMPazRAxQ3a31nnAxfT0yVI6206ywrCM1wwetrewLoAUm719buZyaeGtggib8cQ416U/C8+Wn8II2I52nReKuS+8MOMJamzAYjmB8Nn0DZhvF2yMV9+wUcCx0t366/1G/QPcbFbxdLv9R7Ck+gJEBcEO389fLf5rT2dqSXk5brP/bfYBlL/fZ39/t//+/TZ/f7v/fO5lfF9yCYZ9/HO2fHnOFdnO5/DpeLCMkynClO2RurjdAVttZj22+sygtvteZGGcosISdTuGkciBKc8cuhu69jIENY5PpIynck70/WEWeD+6oVqORdzNIe/ELq5noJfSwu3av9/mB4ieTpGiqkcferybm7lWKQFt/nHV+cvRQnT3iZxvs3NEK6+z/qcDTlwcWR8t6HE/wmvVFU7Xn5dy2g/nOB+uxmHqbSfDUcdAMyke9Vd3wKJs3nMQhgQ4RG/HMVqsbdm6HgMHMnVzRPkrjdXCpkS0PCCXI1tGfqLx3slgAZM2l3TPQcnsUAU+Y7GfoR5JRoeTzeHGtZHx3g801lLYVrJknGg4tgFA1tOTwpw0qbejCLzKcQUJi/s4LCBQ+NtM7gfzaEB7Njk8W9xZgDcHcB4wUbB1j8bzgbPl6h9p5mOvcxRrzwXIXq/XD/KlfzM5io1YB+djgnV9BJVXqmVIjfxO0O3G4Vr6oCZBb94feXrmWI6qEL5KntICbMtsBZ0AJTahJgNYjh6aOVnqJwXbaMAHchM2R19s5WHggRljSpMuLv145nxB6EGutYBu19jtHA6Obb7e94qc2CIrAhgfSy6n0gk9mkXcOjDzfPueSWbuvsY+9MfaFgHhciyL7shAbYmOBdO6N66p3X1smvmLnJ61TInSxPXnn81Mo540Nmlr/Ku6NEna2+U1eF3e+z4vmRPLp//xf/9xH//Edk6BdDNjJfjTlFC3jidMVFttAso/zJDuJlzbnb5ndJzD7AenEzFQPyismg8gpDbSGFN/DPqFuui+AtQZOqN97tkANHVk3OeCedheLo/+dlmaGZt3G87Vc7NM3VqGDaAUy24nggvlkOdS9IV3Kj5GTS23No13lvFl3NqdxgLoAIgZkRuJ82uJ7GuddyiD+4lPzXhymPGI8rezco7AqFHgxdE6Z2ERObabujjzhz5UJMvxF4DwXxcDpjbOi/Gscni0myaACEYHfL5ezg8AVqnnan2fnMh9PdKqfHxSx6wC9Akgbhcp1zLEjYDiYLL3/XZ9XGtcxtbbEYUBjalUegP4U1+llljA6H/nPuzkRVfps11zv+tiVmZxriZP7AylXgz99gzdrK3PmJ6VPmKKDXPoGbt5IzmKohbUsRNOLTXrUsNp7tRncl1vQDeThZ+9mOzoQm1frn+is2uZfTArYkXokwHUiZzUrNGBozPOJZ87F2cAx1pjkBYo2N6+OqPY+WyB48Ppw8OZ6BpzxGowReCBzRwvcFkDZBw3Guu15LobGzha8NjtO+mfepIbLY1Nwfmdd2NpjUFfjMXiQsvt6dMjMi1OpHoApgYiuBr3+dq38A5obiQ/OiF3dkN2AjQ57mMj4r/I6Ul5pCx5xHxhZoL9/t/f33/Z6Z+znVLHOHp05okjM6akRDTLaBXH7qToS0lnJ+Ee6PI3AxfpjTyYM4le2d9sHJxlmxQrcux0HIMm7O3eM4Z/9Gsz3w/3OA82Ygk8B2A8UBsTYfAMxVTdezm3Ozy/V7nn5vkZBbmbKeVuDiXVSCdzYDUj8k4R5EqGfL289kJgcyenhq0Aam1tZmNtZrexmCpbdf6VjOLNjruZBCYDYtTSCzeJmTlxb8iNrqlPZgG0g2GIHGamPhwQ3s8Bb9euFZ8YVG/ZynCI9fUZRqu+gY2ITMABjcZgfr9y1P/l/zrzj/+fM6YkTx+Y+eRHZz4RkGlfinetsXJsRitPxtbQZ+cfPDmzk8447GpnRq1HAFiMc6Picc55/9rMw16lX+0aslZXsOiK862SnbrKw457J71cqUi7kTLNVDB4AI+9eF6JdR4bgRWQ/kH6cPxrnaPuob+TiRovZ7oxXTc7eDsdsBMzWyJwu4cDYQOAVH/NBum/WwDefX8G0wAuHuak7SONUYHzQIzwTgI2Hf9S4PJk8sektPlu/Xi5mSrpwF7BYDt9Huw8KY2+aXOr+PlUmf/HSoW3e79XqmPm5Lmm8j+ea730mRms6hOlydJRNumWha31mQPpmf6Xp5YVxG4EWG6tx7B+9HIBJFBbHsYUorA1gL7Yd/IVLPiCtM80LmA1G3nyUWAzgL/cljT+jU7MmubXO+OLbUfbmEQvk1dPmvd2eS35X977/kjv8oL+//P+GuMwcpXlNzrU7fj3Uj6BmQ+/ktFsZqynPjyzc3rmdlHkYsbydkb3dpHTUuLAeTxDAyMBKu5G7LSlXT/LIGJkl8O4RUdrL37h52YwF9HOPQ23cuqFVaQERU1LyynFreacmROub86ICqL/1SLz+/XhXEYKpK6WvtxPsbdSMIN6WHtPJqaPl55w9p/JQH71b8x8rtcnMjCzGEDyOzGc71WRV8Wfri1yMFjRdDs57GzNbK/P8ih/5zyV8b1QlHs9piO94dycQ//Gv9UMI0JNgaKURjQHACi8KPVi5z+RAWv/QeP4RjXxN74/y495O85shSLq/YD3QQ5xt3HcCyQAG8fbqE/uhOVMHAuorFKC9FJdYGE+KUA0tG1vzFingMpjEn01ahhYwVIo79ylsJgDk/fhrmdm57n6+fzZdJ6DHE0W/U2XHimksZi2Rs+BjTRlcZBVM0gFHDZAV64FwLAY6ZWZHWmIYz1xzgOEUuu8mwl7fomp8Y+loycz45eKk44lv4M5HHnudDB2sZ0dkh+7cQPaD3Jkzvr0C4Hw59uaCv/sL848+1PJ9cjMOzG8l5sSN85Vrqdvbvh7JeB5vQKudSp/FKi/2nv2xhYFsntFmDvZ0slkgkk/F3Ad7/3FfEVKtbmRfNLh7YBagKH7F+uD36r5RGmx9Nb9PmbIjmU7Vv+S6+zvXyP41zZwqiPqaf/PQmar9M13+gRE/oNe/f2H/ffftfn7R/3ncy/j+8L9UJ/P/9Mb45Z7PkwpL4TqGweHD41CGEAwZWthjR+2Xgz2+Mz9DHmKlpM1iY5QH32leI60sVH0cdmMiHIBhBRo1fFy62/lKN+qXkis330AABAASURBVCFCc8x7CV5UFLqdBsxEKUaX3w5nMAzrNK4X2gCdesOljN3CJFGCIo9mJM+Wgz4XyJ2sj9uB3KcDvRP1FbNC4b9V5MRezBK8U3p05Z3GE2g8FQZzAgvQAOKh2nGH6ImMxXTdsdpmuCcyANHSNK6aAqlKcdQSvLeJ2jbvyeSdAE27noWp6LnW9cz2PJt6TwQQV/r+9Yz/1VTrsQJqB9o70LWOPjezUx9uJrsbOabaDbAQwVxDxLc69GRtmb7FKuxv6GN16a27MxxVRD3OlPrs/U9EYqVt+oiVmMq8XHxSPzKN62YxP+h1uWwZGzXtacrYHazGoW6DRQJQuhcIFBvr4tDTos/071Ua8QiUHeM805mAU93hfs7nEQrGYSm6546obwgqxnkzBxZIvH/i5MyTjRUrkI4YG6DHFtiZdAOTeSOZLszmUPrdmLnUZ+s4jPdSgebtmOcrBQ0/dvVWdZjXAo1vlk4CFvbM/lwPAwIeCrDSDSwWAJIxwGQzAgi9YFWWKLBX6ZR6nAcGvZ0M/RrASzGbnwzMdrJN/djHtvYXOPfJjgEUX+/1j9vUPP5xr/9p23/SlsVNFjb/Ve/9efXZft//Z3b+K7cHaVv0tpDo+U/PPFu0oVAOdCvli/aLk0b1z1djkGei0AS0RJO8Xbqzqh0XOlRU38tIgYXpzJusOGB6MVouWsgZraH4cU5L0B/NuXdSLoOigPs5lqituMWoGYmo+jAD2qitA6GJVa5Yw17XPNq5ftntxWdnGJa1Dir9boH+cf39/T+Y+UqA8aUvz/z+78xQqCjzcuD11fbri9+KUaT7Xseb0pWOXG4w0pm79V1Bd3Vw5lCgZFZk8/CMKU/TcauOW0BveePDjPTmg3cznNJ7x3Igjq8PwGIak/qFMYt2nl5mfJ8ucj0R4O023r2u734UAKV+IroyVqtCRWRO+4Wfn/nZX51By93yri4wnaf4i5mskhFdKIByWGBNX+TN+cwaCAz0wykUDT25nJxeSU63Ynfv5Fzvxw7037nW7AAJIEp3b/SdIiaHAuTEwdGOJqtj2QPGZXbGykwBxkyHPj4MFB/WP4BpBuqdGJ11Jq7//Zx5YkUYi8WFCpgXAgGPTiS3xQY7n0zIz28KvV/6erH09U59vtWxl7Pb64Ei8MGMXQvY3bjeVH4bNuPcix2joLuRfWE0QATwC6yuY7+Ctp9RoFPrl4xvYab1AZgC0iONFWCausZc1P4sFfhuDEc7WOD5+sQm9rH9RcADaPxk14jHTQnx/B967y9NTqFjXuzD32kTunuZIHx8tt/3jrP/z98IR/HqUkr6dpiDeoUZcy2FKpQqTE1CXsvQrxXpPbKfcZ2PtqFqS44cgMgvITXhYh4Yjeh5r3bQa0VM1I2BYhyiBSO+UjunwjuGbYGT9EF0ttoRBWeMIgxp+ckFYGOG5Plo7acTzUcTy8dCdDT6mwHEl3535rvlwW/l/Z5c/a1qJ++U3vwgsPLckgc51Z36e63xWmT0ZGD5dunOK/WjXXMvET5srFYaZkcLA7MYrF1zJY+4maG8fXHmXO3n24tgVdkxgJodDGnZ2X8cUZ57qEgjEhk3o1zfmpHCkf2Frs2orSdYACZ5bQSgW6n0Xn26W9TaqP9W1jJE4+SwCrnqHxYfKcC6j+VIqdCD+meMa41ThFyrPamiYzknuRqj6V2sz8IxMv50KQL5AhKFzzdyYn3iEFgo4MMgAA7nwEaWcTdOUb+X5Wc3zVgAO/tQehFcn13fTZKis3rY0q8AUvq0F8CwBY9H8BSzH8fAvlU9/3pyBjQC0SQTzvp+eryRo6tFLO03XgAo2DD/h8nqenZ6M/0AmWOlN3vJ/5Hdnci5rY8xTm0Cw5uUm/IOJqvzAQ7mYew3uqbFhu7Noid+oQ9SaoEtc1iKx1bsuvv3UOPA/jAbfQR8nl3qwdxSJKD49a/MXKn/5LWPjTvs4/THdKrl5b/6b8/8ZKUUqP69HO/8+szbAcatKO7JIzMfzlGtVfAMCMp3+/25GzMXM/CreZDnhV4k9BzP8t9rKZDCHylMRPpOBsFZv1Ct41Q0nDG5t8FvlUJ/z+KgNIrBROSXfkIB1RZx7yQuVPQr1Si+XTT8TkD3x1+a+eOU8Y//+czvxSJ+nFLerl+A8FJ9uVr/L9fHa/XxcshwsderGQlWtbs3Y77fr4+pmdzuO5HhwZWZezns/cazWVt+8Mrvd2BU95PL16O6XykiWkBkfYO+KzwqKDpfTQFAiM4cqG6P9ItzkKGcd3LsB7sz72a0b0ShX8sh9MPS9Pcbw9eS1b36o05xs88KvVKwVeNZwDWjFqkZM+f2Q+PfCDR/vazVk+QVcxk3B1PYE+1OHAvXalMBWDui9LWuDfTs+16yvBRgADv1pMmx15KRdBb75KBSosO1AyCs21iYZw7nO7UJTPJi/QUepicBjoitRnM9fXjdicEtMxvPz1gQuGr/jfdnLB67H5AuW7aHZZq5e1j70mcs61E6ezybdJ+MfgAzjywQxLzeT0bsz2P//uYvz/xiMfSX/9rMF39p5tMVTNng26UsNwKXmv7gpyASpClWLNe5amoPUpzHDdxIZguA1CcM61GAW3SaTfk5TQzMupDPV2s5Fjj5rMD6XgzocgFA8Ki5wSzZxZX849/Mff+lozX3L+38//kOCmFMUgODNq73EuZaxi2lITh1j/WMCdJiAyKR2ZgLCe+NHOy1TgIkaLJp1ILBoJoFWH4yk9NZpShVQHc/Gi0HHJe7zpUOMo1HGubqTz8xo1h25ukZ9x9gHdKCwylFtFLvAGpoIiO3NuNhfb2zkeiKMNiS4201P+l+GAIWtOq4jprDXfNnqrKv9Xo3Y37QuaZCVwEHOYhG8lwOzwjOZQQPAiFAKwcGNCLi3QwVY1o1PqxCsUxdxbbqQsBEP+ThjrcgaaNrkR8jlN4AH59RfYwAq3BPzPsZ68Xkejf5PnV45mcjk7/yMzMvfWRGQVe72uQE0zEP29wDgjUoWrutwLUACIYo1dxJIADNedN4Vn1W2GQD2JbzUXMgYB9D30xm3tPhg+RF7sAEY8AggI1+bzZeYEJOnpWipiFF4dyA0fgO7syQk1oLlsTGBBEpALADwFLgzcDRlD52IIiok90/NLMTaDhnlYFhNLfTl5vh1K8mWwTcU3+3jgeUveo71nsq23mqbTN96Z+CvDTKfU9YDxuTKh/qGLWvpysSn+z96WMz0kYPyt7L/hvisk5HCrjYVDukkOopV0tFzAhinljtxcbg9guBFsMkQwAo6PCnTt3PH3fZz/mP51zOeDHkR1kVclT7GduiiLroluVXyyOvMbachIIZC4S/m8LksbfyUPkhY7Q4TAX90NYMJOegQAVN97QuAKLnn6k4+9ypmbM5xtUi75GOfzbgYAToqnsSvvPVpnerkCso3ipSmCLTPropn2S4qOsyNZaypj6aEVET0c7hDGg9BzGVejNHvHdxZq1jTmQYAEhNZ5nBYFQ3M7i+Ey3NQixGfuiDvPha0fRcMniQgx7MS4AGKo4dAIxHslo1MA7Xy3iN5IzUZfoCE1vAov5omzGRFyd4KmMFmiKzoh828WbsRwQk1ysBiTTPU8h//hfqZxdYbhCrz8DAdVwD/ZaWSCmkLNs5K+c5eWbGFC0ndD3nAEaGvkrHjBuArtLBXrI5nvNB3dPp51NNcWIcxgM0u+R4shoH0l/nk8FPlll/ODYh9Zra9D1gxeqMZ722XV8KBUyBpn5rF0gsBcntAGJ9BviSm/Uny/0vyZ+83GRGzWc/NPNENa6HtcmJ9XU5J9kq4GO/ir3u6jYF/Gbgb+UrMNtMpxa+mcoFrscDCMXwA9mKRzRgyQKG9IWdPdd1fipG8cnkALTYuvogEFV4tgrVUgTjwEI8vvJ8oJZrjP6xfWBNl8DD4jI+lwr385eE93P6YzqXkiif0hkCCmvK724GK49cT8OAwvMOFDs5gDz5TEI/naGhniKOnB49NirUGrqLqCIpJzcjItqaVns56s/I0+McSOGeZO4Wc3WHh0WX3Yz9Voa/3jWmg3a6Dgp5t8bd4Xny7MzJUqkjp2e293KmjRkFP3nn4piBACC5e23G9KTFaX6v1KpO08QnM763o8iUqID4IGVbWyE6ckLgqe/6q8IOtA6uz6DX2fcARWNiMGTndZU+ltfecE7vvaL0Fq5xQE995xAAgSFhCSIgJxft7yXrW9H4hjnqQBbePejDN5ud+u3qOf/N/2Pmv/lvS3eKcgAQdV7Vr5t5lIgGEIHlZp/9Yh7DPhA4ezKbafeNZKlNjMjiPhG37g69byXrZytqYy0ePu1B0NY06N9LOc6RJ2fc1i7dq/kRsdcJY2MGI3wtcDW+1KkkMgfSixvPsJMDXRdomMk7VjtmHcjEgRYnWiHqAdNHOo4dAR3MdBVQu5NaqmScZ9O72pkfBvMwa7cSAG4pk7Gw3YfJb71gcCXw/Z3fmPn15hh+s9ff+M3S7HTujuNJZqZ7BUJrebCbswGlBY1+e1n9TiEUwEm9sWws3MpqDNb4zer90r81y9ocv3MDJBagKvUDlo5XqJ7kY1WqBXaLjkKVza2MZX9/WcX+GngsZ69WM6KDKdCnQlnLnA9kFOhaYDzbGTTa5qckTVUuEaUrnzk5s1D4HJXBodpoIKOheMUxba7FSqQJpw/OPFdEO5tRKXq9nbGJ3qsEebw05l7tXeqCF7r2eyn3fsCwHkBs992hZmT22nb6vNXm88Gi3MH6uxnQHGjf8Wi97US03tJphnWk63EeDzX+ZJHxhabJ1mI376RAzqS+cj9GsyqcorNYF8VzLtrhRMbsWZTSh0fbkcbiGEDD0B8moyWKJ8tE4+0HjKMP6+3rb3mSPOCV+9uAqnoAAPlRU8bfrBrvkf4MVs0HQDNgjV26NPPtH828E3MyGyQ/FxGfDwQ5lqjOsKUS0gDXQ6VfbQry0qWZ12pfuoi9cFZFP87GeY2DY242pvudaBYCq3HdK13vtWpLR3Pal3525kRydnw+PVKwzZ2Z9d1Z1vi8V43oSrI0LlEZ85GyYCeYhfYA114gdThdAxKFa+AIJLAV4Gks7IiDG9tPd93PVbM4lR0Y42c+0zVXM9ZmPIwJHqkzFt+J7q4BsAUu07/0ZXr5QfpVTFVENYtj5kpqcS0U8KgBacT5giUGxiYFSwECw3ztxzOKnF+ugGstiu8EGYxFfYSNfOhDM27SJH/9wFwFBLM3ZEDHTETNxKpVASLT2M8f89zP+Y/nXAq1MvC7RTeFzJ/+qzMHUy4nQvNQVfPmb2YYbxXJ3ylKUxaHsdZf1JI6yBkvZqjWXyhEnsrgFMYI2Xz9+50vnw5LxjTnU4HBwY65lvF9vQKWtSS+v3qxmYzSGDM6jNiP57zbvjcrPL1eeqVo+nqR940iy8JWAqH3iyjv1v67vZph6WVuBUqrou76kYpxvX+jNt7oi/MZklQLcKwCPtMG+Az5AAAQAElEQVSl6jRSEFGFIVsNCkA3AjF0GdXHHLYCNgAgOjJS4EEL2fKjtz7+2UY2wBkgeBWhF7BJ9aKlWQ4Gz+E4kvoSA3S/xNkiNJBYvq+fQAEYHjs6Y3pWn6wdweDUB4CUfuu/FEQdYdka7630snZrxnjpzbmAo27w2bkXmPqdEYVXd74CruU2/6dnngyc3ZQmclqDYo2K7zkIR1fUAgBrNXbw0MwS0dcLLDnmMu68huwW0IqW7CaszfZhG08FCJake/7pg2R7f7OxnZo5WyCYrWYl0tdXclqslz1xTOz36ecai4iew0sHzSxhRMBG0AA+gI2dKhQfy8YO179VNrIbK5Hyss0PfWJmq+sdbIz3O8b1jcf5GI22MSLB72w+8VTHPZ1eAKj05J1sEJAIPFIe4NfQBnOxn1yxcWMXhCaZ7Aa46iSzv3+NZn8NPJazRYazRfCfaNrzeFHZU5e++NdnPh+IoKpmBMy83EtZm3uz0FWo6jwr5lAziErIHAoAyDGxGXfbmuLi3ItSjs0cTgGHu86lpPxGhn0hgXKC9QxlLWBaZRD3e1WbUIC6meHf67sHAdd6DrBWtNns9UGGsNaxGzdLW/peFHrQ5/t9v1Y/H7bd2Z65nUHeaXuwNXOnNu4EIlP7hxK/Aqg5fdtukVfqczjnPHhgRiX/aMAjSgAB1HtVO4CHUQCV/GCgxqo3y1aby2ufyWKtz7b19RlAhK4uDtCYyEmBWnFWyshg1zMsAHL4xMwzOdanSxf+rV+chRpLExyvJiKdEumlPhzxUO1vhcp1b6RJiXS5nr711WzmtJNcbjZ2zEI71iosUbaDzQJJ30yRi9gMXg3mRLraSWf6uLCz5GfsmAUgxVgwhEOHZ6QnDXsAxtr0T396Y3q3TyMNvNm4rxUY3i1QXXlzllRzctqHjXu3MW8ne68HYp27vcd8ftTsmu2HvVq78zu/P/PDzl3rmmzn+zmwJ/a7+TAMnDvZFQA+mrMfPzuDrQhg0utVMnjQDNPR7GStYPQwG3qq8R2sn9gl8MCgz3TeizFYAO5hSUD+VueSnToJlnGlNhSFAemX/3DGIzAtcwD2ZHRgawaDVAher09mXNTmjjcudSgy2cdWj/dx9uM6dZVhcR40UvFQNDme0ZxNeFtFkodZBGahKPRC9ExeyBH8HurDvj+Y0je2ixIJl5FZO3A1I1Fw8vyOyynL3PcTz+fkHftu17vS0K8UTdUNJiXcjvJuXJ1Z5dQ3YxX3U+y9jOJ2596urRt975hrGc2NcspVRnyr7ywdXgUk19rn+Acdu3Z7RsH0eADgQS/rRZrdlLfXOA713eRAk9EcbN+BNtOgIowi726OBITQTGsvFoo69bsN/cQQbtde3R/1IACyxmNrmxwxgAUs+owJ2Hc/J7pfu0tbnehRjHfXZy5tRL0bM9p7v34BEIugtur3KznYjxrTy8niR8nirmvUzr36bVZI9KKTvdoQBTdqz7XMvEglRT1G7jvpg/tL3GdiyvpBbVm4Zx3DrM3oL6CTjt7L++7SR/16rZTHwq9zXf/1Co5vxvCuJHPj3u48zMU1RN2H9R+gYLCYB1ZlzPTzbE784RiMFAAwCihvxzRfbbr7wg9LmXv/bnpbB9SN49LNQL72zP4ARkX8YwH7neRhTZD1RVbsbiSnAzni7QczmC1GstjbuwWM7Mi4sddLycyS/kPZ3v1AiuzVt+41lvvZ1W76NMXLhgG/Yu7D7PnkUzM/8fGZn/3kzKdiKOpHZOa2BLUdujqXnkyrfyfZ3E4mgJstYeummM32CLKZz7AN6eJDekzO9u1j62r7OPtxnYp+Wry1qjvZ1Ww2uKulB6IR5DW78USC/3jFtOeii6efnjnQ5+0Q23TbJ5ry9IxQEQYdo4RH01p7HXM6JaxS/vkM8v2MRLTkWHf6fDvF3slYGfu1jIbCvbcYCrAoaEFu70WubGvWc/jrGcf9lK4IK+UwAyJyMFaU9M77GVQKvd/rqmusOh7gbHQO2lxQGMda/ahw19BHDYDzcIrVambVTswDsNqnH6jniQyWQTAU41g5tm1sM8uLfY+c0o4bjc0qRrJUaP5Q1HepIdWRw8dndmqTgW/OzGdjGydPBi45rdoQp+XAIqo1F5sxqo90jJWkm4dnMACpiJkvd+XqE3kp+t4PtOgE8O0emCF7Y+HgWJC0CItcqx/3c5i1nZl7OaPZqRuBrJsTX68W47myVm1OTm1hGGb2wHHJ03szFUAVuKL7NikDG1Jw/clPzBzdmVl1vFkvfcBQ6P9udkAv97ODO+nKdX70nYrTXZ88pGjL81OzoSPrMwe6LuB/p1qE2SU/EqU+gW2sF8xWjYMdCWSYgHTP7+C8maMDN/Ww5bjNGXK6HIBgq1IT60p2s9kPf2oGG9+srRdKodzYqKCtXW0CU690TM7GTbYYoT4BIABDJo+A9Ea6uF//72dX68l79vevVvbXwGM5Gw3/SpV8C4Y2GuClkPv3fquomHI410+EvJ9ps2DriQwd8/hkwhUh0+Ns7c5gKqriBzL6gznGkdKg4zGN3TMz52MG7ouxnPpB7OR+xnIvEJGS3MmpTfsyJEo2WxA2DCqM6ifrkWOvGqkp1IO7MxyTsuxjIBQmxWAIoqIpXSsMsRUgAjSwE+s3DtTg8YxwYz4wHE63gECqkJ4wekVFhUqRnJEDM9dQcARMrhW+DnBxvKg9dWbVVrMf/C2DmPH9qrZ9L+9Vyf9oAGya+vnTM24lf/ZjM88kz09XzP0bvxR4fHocvjynFQuSanFU04JL3zJoT/u+kOwEsNurGbMtgsCZ2mSX63UQ2C1A0nvy5ciM3ZhtLgI0tnO47b2ZnRMz0tSdw8mmczjzzdjfhezgTlF6894M2o3Gi8IYKVAU2a3j0Ec607boa2MbNwMc63cAyFoGA6CtijXlSTYChZTrdkC/ln3c7lpWv5K/FaKCg5TBsR7e9ExjxBg3A2Qg4r4lKfNS6M8+twPiVcDAuWejsaSLO/WdU3Nkx0lppFr6q35lFfVawCYAvpAuto/Mkoap9b2WDH5YsVrdhYwxTRMEpmPd5k/vGIU+7ASQGBawBtB0vsh8ZujiYN8fbnui9tu1n7+1/Zz82M4VEX9QPvn9r898KxCxDkO0knZQ9Esh71MpDLhA+7sJ805R4WJIrugoMjyVQ3wk4z+TI1xOcRdWM++nMHfpqrRD9SMNdydDWg88bgceWynVtCLKyFAY+LSvU5efLYDoHGA3h2e0BixPZwC7KYCSAI5XszoMxLkMlOEytsWQMyARQI5qZZ/CqEh5PCPbqq93eWDOst51DuREdQGbX57VKnJzOm3bKVcVBV1XfwCL1MV7zuiVMTEYr/pqE+GBzgsB6uGuq6bhQTLPlRo+8cIMSv1kjO7jRWjAJS04ElB6RJ5pROzIA2asB3m64xjxZjLgJNNxR0/NfKQC9NkAgFwZqLEBtkebcXpvHArhmM6LBYXP/8LMc133VO0+99KMu1L3jswo+tGPutDuZk6YPhe2kox+XPoofSAzcgYc5CQym2EgZ4vPsMkf5Hj/4B/MYEVHjyah5CzlEOEPHZ853LXozepatsCZVxvDFEbdwDS557hYe/GjUhePsATmJ2NSP5e9/WTM9nMxMQ5MF3R1J5DybNnlxsD0i7VKG27Hbt6Jkbq35FI2DNwVWR/UAStfnyktt5LY09p/7/dmftyxntr+SrNVAtZOsiYD8reAD8sBRtJGtajN7RlL391CsTzOoHG8m7+YqrVk4PknZl6qv3/r55PD/v7ypv018FjOTm5LKuCZCF/745mXo4yW0arUL/eqRCV/+3dm/vtfm/ndBPr1L82YAlTMejuhni8fXnLhjMvc92dSpLX+jECktmwdBcY0zAyIIpxSZEi2s9UopCdqD4czLPUKT4KC1HJ2YCBFcQ7jZKTec05OxgBuFDVQUrMZnM+0o+corGf0lG7/vQZ6MRakuGaqVMESGKkddNnhbKbeLgZsy/X+1OjQeFX0+x20ymGv1Ibz5ficZrHy2tafhvLBX58BiA/aAo5qHyLWw4z+rSLs+QBrM+eRKnBsRWOLr+Tt94uqrMN+jMhsxRc+N/NLFU9/5vMZaOfd6ZgnGWOg8cVSx8+XVq7Xroq+cRsXZwIYoqD+aMt19IXTex7sW9H2gzn1gYMzAGmz/kkBUG/HY6aOsz5FEVy94a0cgv6kTKg+FsJxgIm2893hkDZFxe823fv72Za6irSWbqwylYbd7mDsBNADbu8VdKWn7rf52cbtLt4L6YUOr90utSLf9MGe3qhtN25itQ+rhd3NXt1f5VjgSkfWf2QK84hhYKn6CeiAh80jID0M6PvfmLnwdtdI/xgTduiu6meemSFLtqfWg4HUlVHXsBbEMgdp+jKG+jGNi/ykMxjQ8Rj5iQqxBwJLD8BmG/vY1vZx7uM7dSOpvpgBKhiqym+vZqCkQt4Pvjfzja99UIDyGLyTRR0LtRQ730uZ70c1rdd455WYRtud8vSjDetwErxeIWwpauYkHCxsWTrNaDkzpxfBGc2RnPLFlPPpIrF6wEIBQ3EAZEoPiHBOzgA8sJQlomfoDIQiDx2ZMf22lyMcblM3ME0n9eK8S2SqzatpnPNzDmsl/NCS5y7oI7rJyRgXxuSaqLlIJjUAINaHZBfDUXzvvA8Gtvz/Z//5TkTSdykX5uAZoffqw8PDM3fq+15pHWovZ2dsr2a0pqYVPTEvYKkm8Wys4ETnfc1ip384c7FC4+Xkfb3IeCU5f/XXZ74UuF9/bybxzypEdn19dH0OxFlE4PuBn7oFkLmYvgDoku50ouOPBkyHkt/B+rheOwvb6jO2p/7DMelM+2i6KAzcXBhQu07qX9gjNsaxsA5gbYUxNqu+5FENnrEh7aFPfcMi2eNGNiOIuIP7GzFiU/LLfUrZm/uv3g7wXiu9/pOKrl5/GIA8bFxrgeet7JKDm63yQ1fkJx3BPAQpduBxjWZhdg/Ncr+J44Hq7xQc1V+WbRVLyB7V+qRqajftGkC03hvB49UC5wRiqzY1FSzr0qUZvkOPZmekm6fT89FS+dtd7/VA/x9WFvgzQ/nLvUlbf7kTH+tZhHk8IznTwJ7OcJ6uYPTEwRmVfE4iap3NeE7tzaxn8IxpM2FhHqifZyG8mfJMHYo0Irg0wblrGcHWaoZT+o6gRSmGsjh033EsK0XPh/Q/zDjez7lvJpoHGzOeK/ErTRk/0fUZPGekaMCjUGeB0gR+qCR2YOHPrc4zo3C31wOh/Yc+M+NX6jpspBlqH2oJ6iUXUuSX6/vNrN0SbrMG611f1BMxOK8Ie6/jPJnrcONH90VQ4EV2ohFjAogivhpNlx5GK5oDF7LwfrvzgcJaY/3QwZmndmZulcZdy+jJ8lLOfzkZoOufCNB36tduJz/IIH/vt2e+/O3APOD4QduFjvv+D2b+MOf6g4Dk19v3G30vcqP0nNmWCsY4pGtkghLDsQAAEABJREFUj5EAFEChgHk58PluTnOq/rgJUmqkDmTBmOlp627OBzIYCGaGTaqp3LxYraXUdaOxKEJO598O4O633WnfTrrdbdvJVuiHTVwvIiuQCyrnY62K5oBav0RnIDKxSDUHT9D386FfCiDM0tCDmxuXwmNy8Yt51u5ceFBxvOuR4XKj4tYMQKOvN6vXiPRHCkwb2fV9iskQVtn6vV6t+LxdVBOQ1Pt2bs2Y4QGSGMXNVW1nD6cPzyx6zvOk0WzxWOM8mHAVl6VZ55IHO1hv/27XMu2OgZPpp+hybUYB3NJ5K1Fraj9/tbaf0x/TuQ8TPpooeqxqE9V6ZFymLG+mGEZ/KLqlgr6W4EUyhSxRxAKhBykM5UX/GArjEXU4+wISKXu7jdABymZDVweAyqK628nfz0FM4wEAVBbDeSuFfDsDUNTDMFxDX9L3YC1rGaZ+e1S+yC5aOvZgYMNQ3ovCSjMsWwdqDJVTn6hGYKHRD3M4U5JmNMwk+Y0SkU/7cmZGxZBE2WMZhKXRZNBQlshKdmSW2BaA9Nl77MXYgQugXSJ1Y+bYztfm0+XXaP/t+njr/dhEkfSVHEohlDy+nNO47X8jY3TX8uXy9auMO8DBmhQA0e6HdRbAcwLHMF6vt5MNIL3c9ze69kb6u9M+fWHYu8mIjMmRU1sk9u2u+dXSUlOQZrTsp0egqK+YgbEbIyA27cip3FuimE3GgIpeOLCgoQZhHZDAwcmAEiDyvdWhh+ub+o7zNwPXjexLIZJ+XqwGI6qzR7IUaKy5sBzAIj4BAGPADl0TgL/Y9Opz1ZGuBMrsUz+l4ACKLPUHCGJQWA97t9GZca4lb0sU1vdm3kneVp8e6b3ZscN9t9vgtwONZQ1H7wGe9Oaz1V8+Hkj8RK/enyoQC2gPO+FWQPVeBW51EsEHa+nU/fwltf2c/hjPNZV1MeeleAai4CVSMHLG+EbGDS0p8U7eQikUj51wXrkehR9vtgVwiG6UsRhN/SSsThtpjwchWwmpHbc7y3uBgkh4J6Vk6wMADmTcNzP2b1ecs2p0N/Q/1D7KRcspGBBwdjkouu3pU6roooZiysaBDyKHHF7kZ+iMdinUpVysADOyrBp9VyyjXOAlTRHNROzwdZ7PMHzHCIEnWTW04VwcctkcODPAxrWkBgt4FvF2D8bAZmavcfjujVIUt88fy7AONegrfVbvEFmlhYDzUlHv5ZjBH1fIVqQ0NkU7/ca8DmSY6kOmgL0nCzUJMwHXgE0OZMUvB9zYmg/6ldnRlULpen2iZ84ESH/w/RlAypmkH/QmdeGUitKCidQEgNimttgLBz3UOM5WWBcQdgI4ckqdAywiE8uMkDqHhYh0iRFIHczcmBJ/8fmZX/3lmb/6hZnPNuP0dIVFgQgoAOBMYUzJHyDLtkONHZi4NlujE/ZnsaP6g+1osraGRn1IWrjROXQLFI2DLbC7hjEChYI5Zshu2VmEcN4veK4FHg+TH8Yp6LF5OpTOCITTQE9lm08WYM6cmDEz+eEATNvSNiCCObkGsJeOz/7+6fL+Wvjzz/6Lf2NQKuM2kY1wlxQjb3e3Iae8kgCTz6z1n8q7SvKxBOrmKzUSNP9IzsjIFLdERZFCnoz6am8r1LZyb6vzLmTYIp5iIUNizIwb8jP0RbEZowh5P0PkyPzyWpGAMR5IUYBBrWPq5yMHUPFWZHTHaLuHsj3I50ppx6HO0T/HWjfxaoyGMjk6Z7QgClt4ZIiAEiCIas7RX8U/hmC/40jZ+eo4rqcdDgzUROElzQkYpGlyfpTVDIrl0lKUJ+qTlPBKwCFdOnloxtSlNhP1PMxJMDOgurCWDFhb+ulajFO9ZPlMQHm0/qotyP93a+RUDiMlPZ73HVubZXGbGbaXS9eAAWdR1AV07qymt5oZQLnW9QCvp5tjdYDPzA9dmp63hudQYwBoNT230qsofejQDFnTlQVTNnrd61gM6dyFGezjXrrlnJfT67vJ4EI1nOu9pvo5enSodkk1jRFwqDf8WcE9uRoyACNvqZYa3Per0+nf9I98yAsQ6kOXmTvJ1NgwQIBOXgDQgrKr52cERGxoI5t/2KbAfm1n5vWYw+VQ8EHvNwIlMy1sDWhd6bu3CnJSz0fgfaT+849rpaJPBtI/XUH7lwLGY1szGwWFurefv7X9nPzYzgUenrplFSInVVA0v20u3rz64SMzxioKiXBvJqQfJ5CXE/R7GQvl+MkDxiJ6i57ycXP/jJDzUrKo+WrU/CsZrWo71BZVsu/hfICG0ZktESmkOFCeYapzuA6nZcQfCtXN1avwi072m75znoVjcmorTdFbRsL5srV5VMegdNdj0G6SkhJxbjmqdSymBw+mZAzJMYBNYRMYAbi1VAdc9Hu1mg+MfGbkvKKucWAGgBZlduztAAzIHsp4tzLCe7G595vGtLTZmJ8v0r74xMyh1SwPWz6Y02NUUkpR1jNQpEVLe6tmA2qD0ZoG5AAAl4xEaQB0I4Nm/HuB9vV0dSdmiS2ezPA5yevVS6zl2Eg5CpQPq0fcvjhjn7wfe8QIFXk/Xt1ISifibuk/BwogPJLRFK81P57tCngsbV9et2ZEdmkC9rYWeF2sDxZbYTHnGj+HBaj6/16A8s+b1fuNP5z5p/+k2b1/NPNWrEvR+/mnZ56rfgUkyZytAQA6BXBkIp2h/5cDj29+JQb1WsVQ487A2OCtximFOFm6eDDH3tmb2W2TWukvNrCWTE0MfCQGtZE8LhVg3q8o+s7FGdPOKzpO9xg55knm+qINepDqunHRw5j5CVACdqZ+rT/yIG4gKKjU1H7+6sV+Tn9M5ybTYfAPN2YUpPymxuFYBKfwVHFFuesZvvzanZ2m9t4JNN5Pc69loO8mZFGW83megWdFihScE/0j4NuhyDsZB2ZzKGpnTl2+bAiAQfTznnLUJdBAhURLn+WWopnIAiRQ3GP1D2hQGiVyGhRW/qndh/V3PaPJXheHBgBmWIxJfYCTLwBQiMMoUGxRmMNayMN51jqf44rKqLiH8zaMBShENOejrtpctgZg3+J0yZITXy9twIKwBAbuCe/XcppXvpWsi7Lf/KNecyjsTp9W8eS1wuNaskW33RLPIc4GKs4HyvoDRDiS6+u7zXvXVgtApaUbR6LQ6gyYk+XbUhlP4ToVgAAMMxrSnro72znOWtff6JXsyN2Nj3Vl3G6vDfpxjb2c7uxzM2dzxE82Tfzx0gxO5DszDMCSTMgN+JMXxkK3awlR3wWai4HDWjakL26Vf7uxv3Ynx68Q+0bfLQuzuqgCMqYLjAQxjBOTAOaYIN1tNAjtqoPcyiaxFCxnCRyueWDGD0tt9IoRqdVdTj+YMUaFQbAfoHu12Zynk12Hjlkcy+IfZFN+6uNu/bUC2x27jhd8gayAqNZER3e7/lbuzW8moP1+Afdb3535tX8x85UK3Hwoc9nPX63v5/THdO6KYEMQ1E6R54kMy+KgdDbnM2zPXvQMRgXIe0WxnSMzS0TvnPX6cLPzj6lm54gi2luvDCY5z2RcHJ2xiqzTuRsHO6FhYwkcACBwLOgsz7aicJW1cjwRHkBwZlEFQIkOqvVvdw3rRtQTAI3oaT0IB2RYD3abCq1fNytG3msMk1PMvRn3uJgGvdN3dX8swJJDH9yY2Wswr8eKPBbxYkbFKKQSNovhGK02GBFDXWscHMTWqJZBi64cRTHZPSIXouCiv36i9Bf7bKGdaGw2yVoEUVltxQ2EipuYkAIwxz+bXEXeVU516VL1mwz4btedZC1a6jdWQgYc0/J5siYHtwgAUqCjj5wImMv30XX6OHJ2Zj19r5LXIreEkhhG2xabHUhOD3MECwTv14dUOGobG+13HT8poIbBiejsUdpjTHQmwh4vynt8g4WCHvOwHjjRMbCjBzR/kWv6YQtYmbFcrS8Klh7O7UZLNTfBQ8AQDBgZhzfGRR45KRDVF4D9UwHaiy9mByknsQ12ud3gbifHVfoGHoqz90OIhwW0q8n0Xu9v9eopbhbSPX1mlmBxITtir0sXkxV5HeucD8UWPxYL/nwA+lOfnHnp2RnrQT4VU3Oz3VYX3i4I8bEfxmD+5Dsz1xsXdl+39vPHCvZz/uM5l2ERhAVX0BTlZXzumP2phPCLTZUqxpl1sd7gV//azBetJj058+SJmU8WfQ5tzWAp3yyingu1RZ+jAcWRlMExONtuQkd5jTr5zTPlgB/9yRkrLE0BT4rFIGwiF9oPXPTPSKUwIgugge6efiYy3ytS+V7RbwGg2zOiHUOzonC977e74IMAhAFoTzQ3jWecDNujFVFOzxO9lLI39maOFO0PVyQ9Uz+faIxrGacpw+u1dy8rQp+15dosbNUb+zgA50FZbQzcZ0773aZSv/ONpuxK+y5lkADJzMmFDFr05NzqEYp7FtehzBxVKsDwgSfnwPJMS05yX+vCi7MnWGkRxkIm+rLIMrmSGxZhn+sCL0vd0W+pCN0mnlHEFpWNAUOw+A8rNctk1Smav9Y1pY72u5PUDx+Rg3TED2kBOgu1dpP5yXR+fHvGbApwIW/jNG5gFQaN8WBKxoHtsBubMdOnWo902tP2rwVg0pUrdRaAKJCb4TPbgXEkgqU9rx4s9LnPzVgBrf1Lpcxv5Lw7tXE6mX0yx/94ev3oR2buJSNTt2RDHxiLtOrdGJDfrflYxz0dMHz252aeDZSOB+qfyDf+1r8z84XqGM9V7LVi+KOfnDmeT7x/YebttsWO+iz9VZgnA+n6w66fueznzxD3c/7jOVeEfzoBWhvBmEQsxmSa0KKXP/i9GUak0Ofuxa/8yczW9ozbxT+dAM+cnjHdKc8jcOkBJXhYi+LpqXLVE0/MHDg8g94BhI3dPp+a2eu7Zz4283QRYjHM9Qp6WZToTb5SmiXtyWEB0E4ObD9Kqmq9lgjcP+A5EgDDd/c7FpAAFsXcEwc7KGO7k7NqlyKxGYbsMf9Yxsc/O/OJjOD0J2aOJ4tDT82sF1kmxW+dmjl2ZkaRz703aDLw4Ji1/P/5W81woro/AAN4uR72pGbi/dbmjDHpm75rhyxFU9OICr7SA2nc3u6MyC2ymg1jeJghtgScrYG41cUwoI2ZYZwYyHr9APacEgiTj3OBlxSPA6oxYCRWFQMqYHCnDj3c1tAMxxQtbZb1c9jtAFX6yU5Eej9b8ce/Hw3PHl6udvPW+aJ8HTmZI30qp13aDMixLqBtTMCAPrWviC7Vkd5ieWShFsXR1dbcwu48BWMzcmvJw/U3dmasCVnGUftmkwCuxxUaiwBlzK/GIt+qX08V5J7ORp9Lh0cLZusB/xez258qKLzYvs8HBh96eobcyF4QESRs7r9hV9LZ49nwuRgpILP+SHpo5fXf/wczf+//Xo2mlOT3mxWjl636emNtZrNrW8P0kT9lJ574D+Q2soNGsZ+/tf2c/NjONZBXotNvVsf4UYWht9uWBVAJ+WbC4oiLEkNsRgscXq6QJL+q9vkAABAASURBVG9ThDJL83Z5vClawldDUJj02Z2cu4dnKH61NYOqMzwFtq2cGkVHIR8VPjkQo2JkHGnVKDnAZkb56D0HXPVBnxYJer8+w8A5qQi2ij0oeCq03ShHlXpxUP1SCObYpzKcj2Q4B1Lwlc5/J4r5XtvVHPJqY78aCGECjlX7uJBzcGRR2T7bAhJF2Lowj7ZH++r68gc8FItNAwI//VsMNcNXgxBZgZL+yenXk5PorCYAGBT7LKu/VZ8AjelHv00DjAAZeWM2+kUezpnGQ4bAWwEZE7FJFy3vdvvBhSKx2o7vpTvYp6Inp0fpba6JrdARpzVtr3/nY0oY4GQT7kilD3WyTxSZP/ErMz/z78488dIsN0W+n0xfKed/PRtjOwCDjJxjwSGnNMMHEHwn9SNb9uPa0hPnNfzBmCwjoEP2wR7ZBmACiGyHDVDGKwHHNwI247xaf8lOoRYT/kHF1O81LX01u/1BDj/ZyOEc2vmAahXIHDg+43ET5zr3hx1vdk7QerZgsl4w+tbXZt7q/GMB08mC4F6BRkovlZOObR6aUQehH3flYjhPlSbqr20xjr/8f1T9lz/7cZ0Jtf3EngKPPBVlo5zsb1DCM1E2gqRAQIIye5z8WwGIJ0+pljPkfG4oG+293gfPZUABRdpVnoXhUKCZCM8GMYsjRbKi0IIkbRw6MmNenCMpvNrvFm71GM7ASETPSXSMxPUYij4zLhGNE4nCG/XBr4BZHXktIDDdjOq7V8Xt1qeinudz4PMBzY/PxSzON6sUO7mXsdyIcppKvVDRTg3nUt8BLU6/AEjCd23jcv0+jtcuOUBN/znA9M8+xWaLmeT3imhou/1kArytQRFBHSe9O16dwHQ44DTWg8dnDmek6DrdHIkFWHKN/Rgbgyc3IMzhAYS0zzEYhhoA8AAsQFxf1WUmubiDVR1pLSDYWc/gt2eWdTK9rhdBNzZnrhZY9g7PGC99S2937nVs5+w1EDM40kozMh75+ETO9FKMUoCwSI/s9RMQLgwygKR7x1rTIwitup4aEKYjIBmHCK7oKu1iD65hXIcbv593qLvjFfgCHwGkksqQk+Ll2wHk6wHXGwHXyz9Mv+kbw/l+7xVjL6drqddbFa8x2VPZHwff69V9SECcvQMN6cuHztRGsni9dOZuclHvk065locz6+/BgtGT+cyRgibWRc4/jAX9QcXxV/IZaQtWmWns529tPyc/tnMpYLeucIwlp65lTgrJDybEs1EuAsEaCrIjF1agVHlW/DKP6weJtLPkcr3RFhSXEryRwCzhNQNjQ0spw81M6zW4lhESMGfjkJxgK2rKiaQ4or6IqX5g/QgQAUIcxfy+SOU8lJeDoOir2lTXoHhTaApUaDmntnLxcFHC080sUuMgZmC2ApH3M6q3qtvcDkzuxsDc2n8+A1TPYWwMWT8T0WAQnOnPNjvbfL9sf/qeLK1mZIhAUB+AHKdE2ZdjkwOnABb6bRwYgdkazsbggDeAuXRpJiwewECWZAUQsRDX8l5EP5OhS0OdT0Zk6VpkJ61RU1DrAc62fHfoYq2+qIdYY2MDCMcCs+dLRwDoRhf3aAOzM7aNAOjdV2dMRb7V9O8f/NOZ32n7cimN34wBpmY0MC/ppTE/UwQ+nQ4wDTc1Lk7fdfsbgLp7cGYZVzqh90M+r8cu+7wEh96vAi37TYELHsDGdOp2rGGv/prKVxC9W38xTtPagpG7haVFNTHkRa7uKXo1ALkXS8K2sUzAbLPWyb1X9wKNN2IzgHmzvm8dm1nLTrGyujLYn8Dw4wKOtP1WxwtCZu2kkAvDDLykVvQ2+/uXx+6vgcdyNqZwpdHL5Ri2x+0fPTrzxN7Mobp49/LMjSIvGkm5Vt4xSlRXBHKjEtbCgRmKlEHUF11FFEa9dLRriDaEeSea+Gbz8e9HB0U+QHGw621szWxlxQu935jhYEDClJzv5MEH28/AGZF8GJg8SFE7GfFu20YGcLfPGI+1K3fXy8UzOrmmsT1TTeP9wtP19u3Up70o6FQJv5BhrDp/rc4CSE+vspiL06HZbzTD4zqbhNC5rs+AHbuc03mrtvGha5Ilo2HcG+2Th5OZnBxQyKOxAjJ5kFFt1KY1AGYeRNJr9e1SIOi9PB3FFn0xLzqT8nmwDFYBONUS0HrTmsdjDOpT+oCVYBumV91e7zv3negTR+2yc6P/LtQHqYjZlUl++uYaaPmZ8n13Wxv7VjJyLxQdWQIv5VBb6pLjSWYWSlkR+53kpY71VDT/RE62k8yddzqn28jBN7Ix085uxfe0Odc9lv4X2RTV/WwGpsGOyNWsHRvgpGQgUB2Kkd3emHmQzWzVplsMpAhmlgQMAGkiwCMKtAc8BUXrS7CHb8YIpB7XAmTyfb+A8WjMbIvDm2L9RtOsr2arQPUT1Up+upqJRyAIOtr2jJhjjfFBtrcEngria9dm1pKVAjZb0Q/yM/smODCVfWxZ1D7Ofpynfrxp1WdiGdiEAVvDTyi3c3K//QkkRBvTdPn4OM46DICiuCoUPpnyLLW2Maa9DIHyTLupOcg7RTgRlQDNhLwfnTzf5hoARcFPdEYtORmnVX9hRKYGOeviKBm3Pt0K1O6meBV+TqcoeKHPptZEFFH49t2KlDmHqL4XpXyv70UoILfKYW7XxuK8OetS7W+AAEFfjEOUMg7OdOXqjBoGtgEYGOMqRfhs+x+yESmCvmMIGJc2GBt6bOxYhTaWSBTYiOrOZ2gAhxw4OLbTJYZTmfoGshxHRF6O70sA5/rk9SgFsmKTPICoY0XFZQq48bkGSr30KefDdqxKvXRpRnolchrXWv1yw9cbRWVFcf2S3y/OH1qQBQAwjidjE3VlpKEWdJmF+PwXZ/yAkgL5w667VcQ+l4Opq9GPKWD39pCxKWesBmulZ+CKCUulyVJwIg/HAUh9F8HPBE7L4r7SUKzm9SK/mo6nlFvboo/ABvsAPpdyajWkdxrru23qE+oSS72p8a41COByue9+FAAC51MBnXG7C9odvuffmbl5YcZMHr8AChaYhR+zVRvkzU7ZsKChr+sBosAL5MxYdZn9/Onmfs5/POdSljsqT2QMe3Vpp8gqItufXY3IiFmguvJL4IDiYxBAQ/STq7/05MynA6HPlu89XbGoYDBu7dcOumjhzkLlckB1FqkIUDHzwJnQRcYJlRkkFsOxKCF9zGb/AStg5HsLcbaLzDsBA8agfc4tX0ZjMR5z9Qt4BAzy8Lur5tnL0xndsvgnI7idkegXsLB1mWGkwAiNxwa2Oo+zKUBiQzMzS1SvXTLguDYa8WrjUMAlkS7tqc5jTsahLfsVzoAEEDBuY/X9Q2NKD3vJUb4v/cKcjF/K09f8fxyvH0DKtaUoirDqBtLMhylwFYgfPjVjNehmAcIUvOIoJuJaBzLqDhngqt8iO4YDUBRmPcuDM3EK/RAs1MBu1j/golZlmpZTvFREPpijeTjRi70/lE2sGsN0ASnw3eQlLZUu3S7Kb6W/Mx1vBsl6FmkIkFZbIz99svjPbAxd0hsZAhmvbOdK7Uht3y/VfC12QEbkAGywtp2DSSalAg9Mwj5sRjEcqCwyyFhT8VI/ETjYotkb7dKb9OVaff3RezPfiq186+sz73YtbNGdyRiHgJi4x/ECnb5imscPz0iVdpKDu7vX8zMgUq/288d8/qLnN/r5Sgf/4zZ/JaDzh71pJPNf95p2+n+s/Fk+2+/7PHnZ/+f/x2AsgnLX6+FGj35xFkat4q+i7WzCl5tKIdQzRL9sYSC7TRVcvucGLkAjl6V0yofAHFKtAyhgBCg2hNa22gWFLs6QkoAG4xGBgMXiyHkMZxM97LOmwdoH5wAN+asIzOBEKhsDWt+cMUevGMspsaat6OTG7VFjm9X6zKGiohWkcnL0X36sSMi49AEjqZmRjiWiWWVpHN6r/g9BeNNrX82jPgAE1zR+6ylWXcvG6RYnLQpjWa7pWl4fjQHAkAPQoAPpgBkGDIITkPla17ydXMjT+fqhtiLv3woozqT+s5mKGa/NxrieAZ8PLFHyRY/11zgwIoau3/SzXDPW6SFOFg0CUToga49esASb8BQ4t2Kc7OK1GCSw2j5c/SMhmOo33dnlZi+AsNZDELpT5H9Yqthhg92yEWPQR6CjVrGzN6NN46JXrICNAIWGPABikUUMFFOSbrEX35Ef0KYbQC/tJe+wbpZA0htjxGbZkXMFxZOlQAfrlHPZKuaDyalxXM0mpeBs3voUtis1AgRSSP23DGHRbWPHmIAt1qFt7NP32wHZUsupPX3dx0b1f9HT/zcd+J22R3//eW/+i7YX24Le+Y969efVZ/t97zj7/xVbBnQlDYs0IgIj8UqwDIrjZPODEmIZN/KeKxlsvjcUQ9CUI0c33XmhyK54JSJ5VSyF5tojdIyAgrQJTFyXsTJchkyx3kN7lFv7+uQ4jlZ3x/UAicU9poHl3bb0NqISZ2VEfj4A4zhYnu2J4dKUjfp3rym2VY6rrVudJBpJZTjU4nhFB+9RWv1laAwfRd3bmVHzEe2NUV/1ZwGr2uLApO07fWDwtmUGIKdhjGox2l0PkfTB+Wo9uzniIyZBRuRm/IyREQK5nY5huHJ3lxPN3cbvehzMTIRVjp7qhvVZ9bvZRa5nFoq/nMCaDU/KN6uyvlVv+54u6Aj7c54FgALK2Rz56dI9fcEMRFW68WBgEXSVPLY6Rv0Bc3uu9OWpaiQPLs/yNHzjIUsy4DOKsOyG3DiUp2udenbmRGnH8admnm2K93Sgt9otNSjlFLRMsWI9it+YDwd+0OB9FxYMu8HQbBweaNAH+dro13nYBtnRganozZz56JmZA6VThxojxub5sNO/k+2zAdydjiErLJw+MK9pzJvZ1W6sbj3QWe/z3ukZwW2z89VosA9Maq3Pj2zheOcAlXbt50+Tf5Hzn+6gv9X2f27zl9Tml3rz99v8/d3++/fb/P3t/vO5l/H9L/fG8b38OX/ZzUBOAiZY06sUQPg2KYJNkVK0V1CyOEkKgC2gdsssQM4I7U8kRBTPxsFdVnv3shzfYzQUwMkZLOGijjZGy/kYg+Ocj7n4DqjYr08UAeXdK+PpXgpzPq8HbIzb8ztsptwoHXAw2pvlqZcrjq5CPgDJoU0lusfBqkBrAACcuoGK/6r2RD+O/KjPKCjwYKCTaI1p6Zf3BvunWx+XaVsfRTyMgeM7j0NhDo4xXu2TkXaxAPUP+11bQXgCa1OIvnMtkQwo268WwqkxHABrZoZOrgWQbnIzvahIevP8zDvl8KYvpXYYg6gp3xcNpQo7AQH2BYgAkB84uh1TUKtaxro+wxk5syeIm4qVkuTjI3W5V0p6pGPcgGfm6ju/M3Ot1JCNHTgys5fjHMopTwQSa7EgNoSt3O4AjyGYvA6oPawfHqgDGLBKLINeFraW7tRL2CwGNV2PrWCxXm2AnVzcAwWkPR/2xUBJIDkSCzpTen0yt3p2mwyeAAAQAElEQVQikNo8MqPwez5g9zQwTz3HbKTWdGeMux2zqo+3rszwAz8s5YZA60A6bQ4HLlgIPbNTts4O6UqfTUkfabwCMVtm09rex/YXBY//Y9f437YRZS+T9CeqMHnj+Fc1a9KGt8trFaPlve+D/+X4Zcf/4L//uPd/Yjt3I6Gott9MCddXCbJNdHL78fkAAWVj7JPSpuY2i2AHO5ZQoP/D9RmgYzoyXxvgczNjRzvl24xj+oJzYxIM3rYAUu2YGxf9OmQedo2VbjdU4KIoKp/s46hjmNLdrO1DRSXXxFhsGM5OoOUWcVOxxzKMBx3DKKfxKFhpZ5WmvX+4VWGw1MXUL+eQtgHGzY59UB/cY8NIXMecvFWGFgFxnJsZENEDlkmF6DKDSZguNQym3cOZbQxKCud7Y1SEPZyTbCZ3MhCBGSYmAWCAhpoDuWw0JvJbTwCcGzMwU3KoCzyfwT6VKZxunPRhMRywVWAERtjCZyKg2MP3I60cfnnYUqbT5QdY6RvgdQ0R84lYg7Rh0ov087tNvb6SOV1KJlafmqG63rU9LczDhTeqFZAxYMYmgNLLAdSXvzzzemYpJdhI5gca692AZSuZ76Zf8rXW5qM5ND2yD3q8FOAp8t7pGto8WVQnT+nC7faReeon/mUTvICF+pnxHAkYnkgufuXuyeotpoelVn6wDIvEzI53DMdmg8s1CyjvlHK99WZMpzSI/OmKfU/XxNguN5Yb1VQEn3BtthqP6duFDdaelEtAW09OdPkohSTL48mUfNcbu3oi+wbarrGPrZ79a8/+dzuiKs18qdfH+fdf1tjnbKeyvcXQGR5FcaJ8a0TmG0UdymTk+VXHz6zqNuTEEuwzzUrQGAE6hhJeCHQ4tP2imEgu6nI+7GDVifJn3y1UPI3YJ89fzzoAhKItR/agHkbZ7hGtUUmWIxo6Zzca7wG1Z4oiD6KPV2vL8yEcz3lvFnEv5AQ3Xp1hPCjvEs1nlvZ6Gf1ghHVrGIHIrW7zIKc15++ZlIBGdEW/gRjQcPyyrc0Yv02fbByQkYjsy7EZHPZyUvStz3L9xXE6F8MAxD7f7JoiMvDAfpSxbtRJlB0oiLBeV51nPIwR+M+RGQ5pNuf5Iuuh4zPf/v7Md5sSB+h3VjO7GbobuYDk1YKAmgwG45xTfXchlvB+TrRBeKV3azk6ED8Svcd6MCM6xVCkb9cDIoAmLTwTUJ16IabRON8LKNY7R0rDDgQjrEKRfSMHW6ttTnmp1/shGfC93Tk32zDRBwH0/eszJ56YORoIkAF5maXAfBPRuA1hoze7jct9O8+lf/IiR6xEqmRs97qG4KC4qvDLpi/mUucCjAvvzriHSFtSdLqvucX2JzplFmVhx10H86Ef+rycX1hwuLY+87M/nVyd1PGY7vFTfd6bMSMlBVYgBtrYk3Uv+mTKPJXu52/tL3Dyz3XMv9eW5c/f61W68n/qNU2D697NPN3/abz/Z7yWPC7vN/o/i5q8p3d/7l/KRsUZfm8Xqi2/P54AdlPsZEgMZ2e3FuoyFKXs3o4iIANOtg4bKYTahzsHKcJ5WItC4CpBAxDhGTIDHe9dk+w5uutasLZdgyKmiNtpw0gYHiopEr6T0R7NsJ7/9MyRhr+bOG6kvAsZn6domfq9loHcLKrc7tiNvnNHJydFTRVDKR79dzs2ADKHD0CwI8Dhvdz+ETNw7XfemblSe8QCXPUbUADdR5vPIpYoeSRD2tip+Nd4FD0ZKYc1LWqGCgAYv+Ndz2cyBDpkg35jcOoyqLp+K0xfrA8e6f92/ZEyms796Mdm5OIvfGRmlcO8GQMwrfhWhr5bLv4TxQrrE8wGSIsUIj1zRQFU390R654fD5w2+wFgNmfmZLL92Z+Z2cycnMMOnspRP/zJmVUHCC7o/LkfB1TfmFFk58hPK9QGlKvdmXvbM9uZov7T85mTH8jEw6SlPWj+9VitYqrZk9tX+j7g4qjPBUpPpWMBzfqdeyEpwGJ3mNIzH5451vg6fNy06FF/55KPBYpm4NR5gBJbwiYBiWlVyw7MpO3VsFlBNR01GCkG2atzKZpu13f76dHMzVpyAMYXuoZ7uQQ7zyh13wwfwvysNQH+9CrIWZXrFdBjnmx89vdv7S9w+v+uY5LcpK35X83Mr7X9r9t+ve0/aPP3H/bff9fm7x/1n8+9jO8dv5inHf+TGwdA4whf/q+Y90DXOk2kBABo4xJJ1zOOWmEEvcxGgjWLwXgnoVK2SCUaAAJKFnWdf+jwjJWGhM9x5f4Uox1OKvo5l8PYKOLo0ZmzZ2YstOF0gGhtZ+ap6O5eYrlef+6n/NmcEVE8iepaNY21HGbn9sxWoGFNwO6hmc29GcujpT/oOgDjDKi1lMB7BTdgsZZQFA7NanBqfWT0xmK/mYOdxit/BZKYC8c3rk6dBUD6XiGRETmXcZoSNg6OeOjAzG59X9N4AI3Jea8/oi+2py+mVTGN8GdEP30XXX1WBLy3PvPRCo6m2Rm+KcFXYxzvlAKIxGolmIjrTjqVr3uaN5lwQLWNl5KnX6pTZFX/AHwMX6S1fPuVH87sJUPno/qvB0yvxOYeTV2T5YUL6SnQQukt7b+WkwO9reS+/Eh1/VSUfCJTfr7rPfnUjPEtgSj9bWzNmFG6VqzjaJjpKtmwoaezAY8pJPfT2cQz6d5v3mwHTql6rnT++QzYU7+uBzzr6X6j63fJ5WdF7sWE1YPIVlqBObP5R0GCTtnimfqkRoLheBaq+26wXoVZurWxW/apHbdpfLnsn77ZQkMYAOEnMQQjY6BLrMZnfqIWo2ja0P6lv3+DHUzl3+Dw/9Gh/2mf/pM2U7Inev2v2vx59dl+3/9ndv4rN71ARRWqbvbBcxQUj0QlRsFICdDqO3njzXYorqpcAxSgAUQAA9qm2m81HaQ3tbm+URSpB4xyrferNOq9xxbKSR8pArMAVo6Xp67nXJxdqnAk41HHYCxuONIf8/6TsVrQ9pGinHTg6SdmPpxhPdnxlCkqACX3g2AkqGY2Ng1hWZosFVEcwwIAiJQA8wBmUhvgwXGBisp54hm002pFoAQAAMFaX0hnFhDJ4qU7HBxdN2YzVYDC+Bid9A7bA0CJZCnCYXno7EYdJAupAjrnOr6ji4WRdAI2YpaF7C0fl2paEfzMscC9CO7aWMGHnptxc+D9PGyVQ3mSt8cq6IMx6cd0PWsRRFqpAQPnIIBDDcYs1Fe/OgM0AKDIrX5kyhvzPJHDHS2v3y1NOhyjAE5h1Bw/PcumcH3t4szltvs5uQcK/yiCbDxr6W+qBdDH7tEZC+DIYBWYWsez3ndSB/Waw7G45z4+czKgXN+tvUDCKlr1E2nIpXPZWWNUS1pvTGwQSGAPghKlAwsM7YnIOSDr8LmbPa6VYh3s+mwFwLj/Sp+ulDoB2qUg3Q5ABvAAABtwL5Bi+x9WVcAmjQVLxrAPpgtABKCBOFZ4b3PGQ6hdN5fYz18W9290+m90tBpIL/Oj/vtCW5xu/k6vj7pDGz7b73vH9fW/4o/hi6gMn9EABE6rYGrJOoMCFPah/SLso21yFNVpToiSuwzhYh0UJi0QORW+RMXl+QsZ2aEUtQDOwRmzA4yZYaKvFKaKbiUg59CHaxnTbsoATsBGcfB6xnKhbO7Vr38wi3Cq758vqgGCHxR138xhXAcYiYKiC6fWP/0WaeTFNp+NyfdAh5Oj9xYikY0oDASys1Hv4GgcHyio5zBSa2Ocpy2Ag20AZZFV/uy4bHrIErORFuxmAozdQq0DgYKiNAr9idT3uc/MPBsYPmMr7//wR2fQdP3A4qQnUhFToy8EEh4sfTXW9fK3Zo7laD/x2Vkeu+hJ7O+Uwp3LYa+W4y+0P6eUy1+Oelub80d/NPOHvz/jIchuKVfAXs/QFSSN59KlGQ/k8ZkjecgOdoq9WHTmV9Is8sJYpA1bh2bOBOIiLJ27gxnIcipOdLD4pkB8MwDY2/6gnwAR4FiToxAJQFb6GWuwKlmqcDt7e1C/2KF9t+rXw8szm70eTrhHkiGwUDxXFCf7rc0ZNsO2AeFXks+3X8tmOkc/AN+T2Q2QO7wz41ki6jHSPsFvOyT0LBj22VvkawCvhY2Ay0SB4rH1NZilcYUz47eHPly7n/nUDBlZSmBZgdk/T4nnK/vY1vZx7uM9lUPIkzdTVqA+ckHOZeMQItvymvK2cmSCTE/zTpV4RacFLJLs4qClCmgadrEXUHzo+ZmPFzE+Ui7+4eiqu0OlGh02DEYeiY0AqfQ/0PpiiuVkJ4sQGzmP/r373Zkff3vmXIq/HrW9VL5vpsQdoS+Xa3/vKzPf+VpV/r5XfZeeTINZKu2JC+XkCMCB40pH9GFhB41ruX4dsEYEMGAah1ORz+opaj3OvXRhRv+AhQIvYCGfdY1lNSgso5VqqYtYLMTiFDVFHtczHlGOEYreNoAkMpol4Dyvlyq8G4E8n4ztQ4U/Ekj8ZLL85IdnsKxTOSE6b+ZlcjIPYkK11QDO3Zp5K4C9Ux1op/GLqG8FHj/45swSpdu3fXjmdmM0o5YIBiBcLg5dSw7AQ0DhjCcDe0B+MF0cjtWZ1TKTAGAVpPXRPUeAYhUYeIq5WtJTT84c7Bqb2QHmIGKbmdiLqTxMN0AQqBzsnFX2oxh6r856HKYaD7kB2EN9t1EwuFn/7wU4twMM9RGMDDM7eGhG+kj2Fg4CYKwT8EtHU8tgzRj1EhTboRB/JTur6TlZH/cSwHbbXoZ9pPzj6Hp9p9OLM3sdD+TJBPvDvJeg0zGPmCpA2zzQOenEYxNONo5nC2ju1H2ifWt9d6N2Eu1gIol/P39r+zn5sZ3L0EVC+TQWImKisqcbvKklFXf3HjBuyngQleMo9q8SLoVB9cWJEj6Fr1KA6CeKuDUZ/T5W7nsiJS2G0nGm+OSWhzPM9a3B+JbpWA5+M4Dqb6QbriuSYCNqHlIL9xuICp5g5lWUOp8heGgRYzOdybkxItQ7nS2ghNkYrzGqKWymgv6G4kVVDyzazhDdrn864HJTGSNxHiMBcoq/fuNkuzFiFNIzbAY4kWNDiz9/oB7n7sYC7h6ckTaJTIp+5LikHTmNKG3Rlk2xVEHUk9zVGTxYWtHPGNUSDnXNzQRzoE4f3pxh5Nid2oefx/BA6p0M9VyO9lrgY6ob0GMZHizU6YMZYHVHkvuzpRwM2xjMMNnoSs1BGmc8APNjFWOfSh6/+Cszn212wUrQk527WxvWTNCPVHLn8IzxAEc1hmc75zMFj7PtJy91EzUYwC1IYKWA2g2IWB6mRldmc3Z2E2OevZVtAE4PnbKp3dzN7qQWntpltk76pQC/0QA5J/uxutXPWGDM1vPcDBTZ1sJEkiHGA2C2a0txHZslJ4EPEyRX/gDsnoxBeFLYxwLuo0dnpFzP9/5sDNGsin7X5OyVqj1ZWqVQfiiQ3Wv8WwGIlH47G9AWQPZgog8s5C/9fxbwlz738Z5ISCg7us25asIncAAAEABJREFUGedmQk1/w2BRatHad4dT5vGA5XCK4rSiK2fgQJRombef+lO442imx96NTn+twpInW3s2xvWiIWc0feaZID4DBtNagEeUEAUBkhwcO+HYC/tp6HVhRAJObQMGR7ZndnMoYyBZqYRopn7RKUu6ANh8n00Ox3CcQqWU5dCRGVFyrbFZBGetgdoLRqKt5bgaYnznGg/KfWB9ZjNr52DSCQAiXdvouAVE+v5uH05mfMBUFMSoPOzXtN3totqtmIx04u6V2sryrwaCZKZ/QPxGn78Xs3o95nU+VmV7L2D4XvL8+u/O/PY/m/l//ZNYRqkJ1oGav95xN2rbc0fJzEwRNkZHsznD0d1ARhfkqD4AzDjs0xm8KXEPZf5ks1k/9flZaLfC3/ei/IqxXyrNeSPmdy4G4K5UQYBj3q6vO42dPUljOQ2HUSzEQj5S6rVbBFZoXasf1oa4J+RSjALg0A8gl96o21ysPWmBuhcbMwZrYICEgCVFMF46JS9OjXGyn3trM7fSjbS3lzE2jOBDObcf/bLwyxoXNYlbef5OoGAfdmEsro+V7Z2cIQvnAmMgs86AahQro28M0EOgn2p8x0vXAMZmQLIKyFcB5xMxxs9nA58oMD2d8V5vmjgx7eev0e3n9Md0Lsdh9A+zdo6YrQ+wMMtyrMGK7ow4XQ8jQwuP7s74ScODnbOWwaMN+clgCYdD2jMZIKcFGm+9Mcv05jerTXwnyny+eoSodO9q+zOayxkhCqoYtdnFRYiaXZ6PQJELqNnReF1bPxhKuhvz+SIYg8EysCCGC4icIi04cmDGCkvnAQGpwWLMKZkRMjjXsfpQEdacvMjsFVV3Tvoe+TeHECkV5OTEW3VidXvGNdWK9AvIbKRa+wAgNuEmtSdfmHkxZ5Rno6/XShFFRHetvhuAmB3xy3DXSz9s5OB7/QjH516duJ2QD2SQGxmklO6pIt+RPj8RCzCDIZ14P/neu9GYY3qMWxQHDACDnNQOsEzLvU2r1uSoTViTINWUqirCPhtjMEviloSNrn30aOlObb9bnUnaQBYcyo8zSe3eC1BfD1yezdk++okZy+09cc6Pdr2Wjo2HQ5KRQrP1OgKMdMNsiHUn9AEIFHvXCwbbRWuME4gomk7yNkuCPbrz11TphQDmYiCmVmMWkL1oc0kFd2eAlSL+qnM5/ZLmJJvEPNsFjL3sdTN5Hnhy5mB9v7c+Q19lfXOnPtzZmPEsl5ebwaJzD9W+08kvl0K/UVop1Undg7mez6bvdL51Th5J8K1mpL76nZkfJZvUPcDls39j5owVGNnzPv5cch+nP65TQ1EzDgCEI6lboPRQG+0TCaDrRsK3aIuQUFuOczhBHaof27UhhxelzdtvpXSzEreLpqKo5zVoE6AAKEagXnEves1wRBMKp/xLpUU1OdfzGBEHlcYgRE10F+0TWSx6YtgiPuNe1RcOAkyMBYCIllaIHtmZOZvxS6GO9MqwRBzHrbqYV30vAA0g4UjyUn1ea9xo9YnGtNM11DKkEIzorRxJStEhA2g4hg0TMR59g63WvXjE4V39yCk/XBT6WIW0Zz8586EA5blez1YPevEnZzz/85OlBp/6/Mzn/9rMz/z1mS/88sxP/9WZT7fP9y9VDH2x85/rnJc+N/NkFHqOzuxk/C8U/cgKBRfJ5ehSMfRahBXBfe829u2c49FGN1dzxAsxGMVA+lRD4bTa4OhbATHZa3cpItJROvbIR0FkLflwoB82levpWm9dKF27OB+wvM2mcifKnxdhiEAAU1J0XWs/WQseWKRa2KGcWpFR7UO9ycyctIfupCgK4ZndLK9dFzBtBnKK2EBCLQy7NQ5Ad7b08XQyUis71AWljzu9/pXk9+nk75qWyGObmNQqXVkm72cipcRm3zBHNsjGpnMB5IHsgt1+rRkp7Po3fmvmN39n5mvNwHw/xsi233i3gnOyPZe8VunoWIGkIe/nr6vv5/THdC6kF7VRXKsGOQ709BhBzriWYkwzcpiHRVmpiPUcqJ159zOhtulS9QOF06dOz2STY2GOeW6zH2ZkCB6QqFBjBCKCKAEcpCaivsi7GGZj8x3lMwrnMOhkv7ANQMFo9AMt7fDh/Kve2ER+znDp0oxne7xbZNqoU8eOzxxv4+ym1hgVLeibgqJCJccXpdR59IWj6S8wOLA7sxhwhiUvBnyHek8u5veBYl0YtQ79A7qcVd8YpUIkILm/0VH1Z2tvZrnX4+yMeyV2jsyst21n6JsZ2XoOBHBu1slb6zO3t2Zutd09kBPWl7u18TDjVWS8XZvW6aDZn/+FGakjwLhcCMXQGL36yapLy+stvfd8kI36L0B4SI+xXElm7zQz83abBWMe3nuwfr6XDN3PAtDVnDYDgTtXZkzDYhLsyHjeqEjrR46+U6TGnOr2eBqXdPbsEzPS4OP1/9lqAtgZG9OmgHS3vqrRkBUmzPGAuZkQjwfgsDZBDugdDgyks4CbLag90JkZIaxI3QJIGS+bMHZjpkdsGrDcbRxYr6XxUiTAAKzYWGJ3uWHz1tf4zv4PfWjmcHb0RCnQTzap+ZnAXG1GO+/HsqSEFvG9G2hIDc+1D1u5cX7m1S/PPGx/atjPn67t5/zHc65IeSzDO5tC0XuKO1+4NP+NwnFYjtwhs97+h+1QbU7myy3Ot6LIyyrDWMSdDOy10pNvhL5ybg6sl6rhGAOAwWCAjIgmzaAM0cUULUCi7O0s7nCRSsrBsBUJAdiivDrCGQELY+jQAUAiFmdV/FPQ3erC6LkK/t1Efaf2fPZTk6bWFAQpu+aWAhgFi0ZAFC1/u+h5u7ExcIuE5NYisOJkTY+ZBnWgH0VLb5bDHkgg0jpGL4oZC9aClenLqjCJDm+VZmyXMq0yfPeIAIVrodnVaM+yddzVLnC5fecDawuf3DVrebP+A0srKa/maPoEnBm2FMRCuWvt3w18zmIlGfanosif/eLMJ2MqTwbsagHa4Tj04XztO5+jAgqR/dKlgCGdmub9jd+ece8H/XN+aaqnhtk8GOfbpSu8bDewc6uA6G/qkg1gaBig2sa3/rjUpzT2dLa21tg8B1c9BghILe6XDtC9egjdSDE8lFnhFXuUfrmO9Jj+pStWFUuJ9gI4dmZsb8eerDClN/a1ngL8It25xuR5qpey4WOBM1v/o1Lp75V+mJ5V0Ka7q32vNvUwWa7a2K70CevSpvUlQApY/6jZsLfPzZx+ambz4Cw/j2nNkZWxpmivBBRH06ngd7Hr72Rwfl509vdvbX+nP6az9cL8+KG8cKdBbuQEBbUReRUHs+Fxv4rohRYeKFK5NGFSJude7zzF0zsZ24Ui1uUEth7Q5K8LC2EQ8lTHLhEiw9nKWTiXlEn+r2YAFCjHK2e7UwpDeRYYqbBLRUQdYCZC6buI1+X56oj8W8aRgvT1dl+YZgU611KctQrne32/iOkx+vq/0kgDQktFjNd/PCN/v9pxNTWioaXlItR2A2K4HT7uedHmtfM5RJHlXCmMRWsYmlkYxsUZ5e5yeEZfdxagEmkBMFa17O9C2IoIirEALMBqnDbMyCyMB/1wSucDE59Fy6V+kZEbw7Klwwc5zFrGvBVIYTDHSpdeCkTOfHgmH51zjU995HqpxbVqGX7RT01ERMe0gAuH+6OA4c0cfq2T1nIqfb6xmrmYDh/p8lZBYy19m+262XEYnHRRxOeQV7uGY36ck/rdmj/+g5mvRut/nMz8MhwboFvjYiPSCeABRBbG1NgW++ia9L6ZHjBVC9mcC7QFJCn3BeO6OGPpO2Chf6mwOtyylP3UzL3ay0RG/wQIrAAzkcqyPam1jc0u9th41V8OJsvdwzOC3XJccn4n/XtExb0aVIDFhA4EjksA6/uDOVCnjKlfTO07yVNax4b2sf2p1e6jhcdyaoNTDHxQlJ2UczBDPrY9A0w4/WJI7VslHDmedAPC3qn76wlJRZ1DQWfTYgpyoi8BOnd9lbISIiUTuJoJhzTNa3UeY3FPhWo4ZIcCKKB0wbSc1ZYMCIuRVkkXtmtT1MeaOKStYYz+AQ30FeCJIvpxpoioLfRTUQ5lr4nRF1tDcdkBRNpUAGRYwMJ704yMi+ECJ30TnQEEo11vfOdjH+/8aMYdpNt1xs1liWxZHq2vzsOMABzHBIIcAIgwUI5AFsZCr+TJSbwCk8W5uo6IuByfsxoP5gBQtGfcWIhIbP/CyOoLgGLcD4sKphI/+RMz0htOxREe9UHubkZDqoWBYG33s4UXPzJz0GByOoxR2vVga4Y+BYCthHk30MBCzaBx/CdKUU6WmnheBtnfyqFvXZ15N6D1s6T6dv5caVhtGqepV4Bpifoyhdp1rSVhN+4N4ZT0oG32ZaaGnOgLKyVX59OhFJUtuK7+KpBLWZ3zXs4OJE+XKiqWPtVMyP+bvT+BvjU77/rO5/yHO8+36tasmjSWpJJky5IlGxsbj5jGbmivGAiTIV60wWZMMCzTTmjMgmQ1JKwMq6Hp7rBWdyfpDnSYQiDGbrAtW9JfKkuWNZZV83znGu6tO/X386quEARspf5XKkWp/zr7/57znvfd+9nPfp7fM+y93yNUtwDRnhT1GXcywTMzbs6Rz7sCXitUGQR80teDAQpekSPt3Fafb03eXpOH6f0bSh7vD7AsU/C4Cn331DO0b6Mgbxu3X6NbF8sbKQSXULKWpkz3xZRbY9Z1WSx7SY6V5LnQgJ5Lup+rvBCgsEDL5yySuXWxonzJOcJUnZ0egomxlJpVM6gUgQVL/oWeQ/hZd0L4XCclanfvq4MJLK+BwAAYAkdBCIsFRzfkerJwYnOKSXAoA3f0QB7SoegFNC8ktGYw3Ms6CXEoNECI1HEvITmc68u15wITWpaHQAAcHsDuzRlupzwQvi382pghZPv7jrV5vGnUpwt5dtR5QiT82h+v9qdsC/B1PeDhwQnRWOmDtQvQ1uoygde2wtvSJ0oB3WL7orD4CROWYyfxs8O4ZvpDN+t6IYXmDQrHLC8HNgBdvP7G4vQ3fs3MXYUzFBwgUk58pWSs6Fo81Heb75a+1kdWXuLYtfrts2SnqW7Lx2+rPk8vQ7NQRXgiL2bZPWXTL8qf4zkS3ZTyeJ4PT07/TdszLPjL2luBbJrX9OqxFNO0/QK6AamxkD9Rx4Hk1bWHDs14Khg+khv5qyXECbyAHUV/e+Ec4yevdzkZ2Vv+AuC8JkD51hLTNoVariDkDG/H5AADa9PeY4/NoB9A+8yNeyKPyr4qfD6ER3nMT39y5pFmWz6bd8U7+WRy4ScYeDpySg3Tdl5YtZ37r9G9kcGSyG+cyfM4XVni4jyRRSgOzEiqYQBLJR58MQV4MWU41QAej1HPL5Iwwxqd77wBYbWm69RtVkTsOUm4nAkrWTMLcMgjUEwhE3d1T4rG0lpos/PgzNreGYItuUkg1WGOHxARmsOHZw4dmhFnEyqW+ljCIMF2pUYAB2UiELwECslKbdjNYQMAABAASURBVG4MgzySa7wLguW7SPT1AK1de2Z4Vgei42BgxmMAPOjVB7Tbcs6SaZcwi/NP5YU81FTexdz5N5RUk+nnyYjrgSLFNIUKMBSWDg3AxPmNaNOGwutSEIs2oYK2gT3QcA2AIQ34s5S1mdVmxXE1o//CLveZRXuxcxv151i0vSav4t5meezVwKszuf28R3mivY399ZU9gZtx4Mmth1p7un/XzCiSrLYevCul+5bvmfm6cixvzNqa7aFwchXXdz+QkWxmnE4nW48W2jIs+rq+USjVucidJWGdPOmrqW5jn0iMhwLJY/Ao5cf0KVEb+TBJV7+Jw+sCyrwhRQ4kcodXB/wO5Q3wZsziCMPPJh9PBFzea+9SYPtUIZpZQrKzkSETXu/tS5645DD+oNfq2MUz757XJoNvunnGEgZ1m5rVPyEUvTER8MyzhTvpy7IALx7Hvu28sGo791+je2MMlM9QTuM3Ni4tzOyE36l4JORkDcTczocVczHhkeiSITc4hIoyE1wLyVh7sT/mrxoAoQuFF/pAeNbDYBJ6oUDVDTTnueiVZKS1C5sJHUvFcsjwCz9uzttwjodhrl/iE8jJrFPEJeSpkkUIq5hCet7D12Vtbsh9dJ1QBr3cZdc5sshCI7Mw+mG/hrzO2ZhSF2Y9E8TLkqjkwbiHUAMT/YqNw6uRHCS4dnd+6OdmTmSpbqvd2xPcG1PYgyk1DwtdZikWsOjcqsqMg8VSLyZo5yu8h6X++iMHNDXiM6DjdQAvHly6Nsvnvgcovkez74COKWP04nfDOnI9y/e1CSR2Bb5v//qZdwcAB+MvED5RSLGz+o5GM56tp6k8LgC6hLd9Nta7ou0teaVvz+M4lhW/sToBys0lZ9/SrMSd1QdIbP03bnjqeRiS7IAIcPJ2GAzfuxeNZIahAQwfLxz8VJb8gXjJgOEV8I+80UcAav8Sb4DhkysBOuTTtUDI0vyTJ2buDDAp8AKQVeAeMqTcd9/MJ8pJvNiYJzrD6O1t3I7cNLMnA8JT4pXzbN7clPhNjasVs2987cy9eehfc1vXbczcWL+PBCaMqfqXtuKTBXru54X7uI3ylQMen1fszRnKJ65mUQnd6VDSY+zlM1gsA4PytUZYbErgCSOF6/bhpiqXQ2SWZ1dSuhnCWB8xHSmNXa8sR7I2EF196rZ4iiJIVhmoLp/LDaT73WdJsVkBNJpfBzb2UVi/weLwEmpuLPJCk+TWqkYg/8cSPgJ5/aGZ22+Z8ZMA3OFlcVFxt4TckrRMarj3Vi8SSrkDAGKWw67QtbwRACjMsZiORwMA8MH1+w/M3JkyqZ838uFfnPn5f1ys/4mZk7muqzMz4dDsrh1J5TPF4KdSVInLSyHz8cD6wYT4yTyX47nDL5QjeL7ZA9+/WPh1sWskJwGU3ASg0O5SYh6+EsreLt4TkHYNcKagNZsrMsuTxHhXPM4LDdzlPLz9N828o6Tqm94yY0/Gmdr2lHBgdhmPGhB9Fe5RTB6RkPHmgzPrjdMkK+vRaJPcvd8yc3dTxnfk1fBw8MyY2k1NrvbvmREmypft737PzBDSAig5NTKhTWP3SN4B8OGxMBprq1kiNPVsVs/+GCqk1E9eBo+mS0Zoykho11HYeOOhmdc1/m9pNuq2QEHICqQZqIkPwNb13l9OdnYHgocCnCv70o2MGTCSlLYdX47ENoZL3We9z+54ZIPe/o0Z08GMFJlj3Mi+MSBj5Gu294c926vhWtwNueUruN4GBVUYTzAxloBfTOA3c7k2cvMunJ650GcuG0/kTCASgA8PwqzA811H0QglD0N8T9GsVL0xIbm1wXs2C0DItW0wMJWQa5M7TgCsCbkSEhAwg25J89Pdt79B1G8CsihIBFsmHWmzs+8sLjLoVvkBQMBI4M8n3JROf54r/vWLZe8s5rcbd7P77GO5WF2bCeKOBJK12lifQbtwhJXdnVD4zOqtr89YJemxd7L0pggdjyZsNgBKlNl7sTsLfSbh/9VPzfxSc/wf/aWZDwUo9zXj8Cvvz9JVPtn7+5vGfDTQ2Bv/9tXvvYHv3oDicsBxIsv7cFPC93905oEs45OB0HO5/RdT1ktdY+p0Lg6555wMzaJYPCKgCEhZfJ4KkJ+X/paQoX7wVowh3uPZbVnR96T4X/O1M4Djgdpepq4bdx4gy72K+dx3T/ui/HILlzdnPK5Q2zurY9X9a3k0h98485aStPao2P5/KDnYuadkaY0+WR8ePz6z0WdgTyZ0AogYN2PAcCy0xRtPS+f1ko07bp15a3XbVXzDkRkzhJEweOF7hu5g8rZ7V23Fp2eenDEVLwd1ayB/R17Rrd3nsQWHD8949spa19YMbBz82Vyb8Z3xxj/8ZJzsQJbDeKwQ1VqiRzIAn+39Y/XFIxxNfzckVRoP4zfAYEDlofCuU9t5RdV2br+G9/I0JJeABQDhAstzGECJMVbyyI4Zz8vcj+w01fQWIYXuFIrLSfBYo9X6LNO7J1PYx7NEjyYgGCnMeOChGZ6MHABUTn6Mx0BrOQ/hjmXvq24wVWuaT90GUlJOfgUwAC4xvLqsd5DUe6aBEzpQ/rUU3YDvTJoIkpgfXcABSJxMOdeyJLdlgQ4kYFYV8lw2Ag9WEhDol/vlSnhZLCH6qnrM/HCx1U1xPC2bR2NhkwVCnjqGn9xnYR3N3uxGHptk6oX4QglZrB2rmY2U8UICrj6uNUWwJibyh3U/1DX7kmqey6mHZx7LK3kob8pv6T4RT81kUGyJUclCy+YlHnkoa2QFox1fKjwVHp5QZtUFS24q+mxlnywuoyCp+Na3zuLq8/7QKjS06EuOxn0ACl8jbySMeXqTq38ugD4XyC25qj5flyt/SxacPOGpMJgSGsfHA1fgaxyto8F7yiaRbt8I5T2RDJkNWrZNNG4eEPSaPIjrU36FN3t7YHLLjTM+s/qTHJKRxRBl5ISUx5MRs0LG1jqiu6LJArZbO+4/NGNj39HqtfpV4liuxWMLLHhbZgN3zJBDW/ff+aYZT0Xb3DNzNh4+nMzanGga/XT0WncjzORdkXUJf3zC85eG4eUeau3l3noN79MZC38orlwDwDiXID8bIyR/WBfIbcEOhRf/ssSLYu6dkZTCDMDByq7WY27nJeBYvAs1IElnheKZ3DpehrYIujhekst1lOyGgzN+fMomN7QYbIu3xIj7GliDx3WVdCNs9nBMQEb5dm/O7Igvyf1I6JkubUyHshJY/SJICi/LfpKfyQN4IMtOmNa7l1dj9mPxlqoMYKHRwPu+U6MtR4+xo/BXgFC8ElKZjqNYAETOYwGcXH05IoCFbvWtxV801SRvdgDdgetmbmWtdwe81edHmvakdITZ1KDZmmP7Z8xcHNs3cygiDq7PbNb/F7J6p8sHPJiH4JEFZ7KwL9SvSwmwdTLo4Blq21gBDiDvuJQISbcGnfbiKBLeAGWjMbkr625lrvwQ75CnIpwTyz+atf3sZ2fZi2T7AvAJF+ehvKkH/5uZpzpebGz2NiV66Fj0RjNAIz86D0A7NQzRjgaP5zb98T55l+SP92iBHZnwC3HK65sJ9IQ04cgGXkSndUmJ2yKTktwAxDl9p8S+4yk8GYDgA69Wcl2IwUu0AY73Y6zOBbZm6DYiTh3oVR/5ZygYFLTzQB6MB8eT7ROXCk0zmICDfPNyrPlZkq/RaLpZOERX6uJ2Xmvbufma3UsxjiSwh3fNmIIjVJTdT/KxzlYzcud4IpT3ctcdumFmT4jv8fV7c/cAAsEDHKyKBCuBJRwGKf0Zi3UAxI6Y6EEpm/WA1yJ+ZqFxY70BMxcuhj2T4KNtrS+WpFNWl4V6oUGieAaP8m42YOsp256uW8AiZV4lvXs6t7NyMWvOEhMCn6fPqwZY/oDFll3nmrPSphaTleWX2CRPhWEsoHtNFRMcILq7tpLzka/ZmURapn85+lic27OwrDEF4+0Q2iVEq2+RMxRTrka/8VtfAJuE38PlGDyxDa/Maq0aFyGgn4V4sO8Inccyav9g7e5N4/dW6eHoWavPO+r7ua57shDpqQdnbOSSU+HNLOFK1zkqsX+M9QIe8dARnejlhSri88sBlmkVoZjt7+6zOI3n4MexHqqd9xdy8fye2whEGt+Hy+88Xu7m4cqvFpbJH20EHLw86z+Mq9DlWAbh2IEZ+RVga4pcG64HtHVtPNEu1s0SHsUPHtnemM9DpvCvz/rLowCaFxqDujLr0bBqIHlGAE/Yw4PRprotOhQ6C78lsOVA3hQYvfnNM0eOzQihJgHdH30MCwNhtsgOZMbq8Twqocr7ykvdF68/2ZTsr1aefniWx2GiXU5Ofy5HELln7HhZQFG/8HEbZW0b9167WwkSpd0wQnUUyjpnGuvpFM3UrdgROJxi5er5jjwL03esQreMOBF6s9ysAs9E3HrT/gRjz8ytB2benlK9Ocv6NW+bede7ZySrTF0ePjRzIEtqNeiqATsbHZd3zxAmU2c8CoJAudYTiJ1dYxaA1SVEBkb+BQBtxFKCuRmNHh2ADgAFaIAZT8ogsnw7uoZ3sihwdXJjhR+SZztjr+stZgNQppGBlAQp8NiV4i786lg1I9krR2IPjwVAQEcYtHFghhtP0NGuH0JCWXyAinbBNeUWQhCsBXQCBTG+n3r0bA8PILL25UQzMHIC7pOEq/lZLFzjwsKlM0vogFZe2cUA5anyJU8U4lzuXn3hTbkfTcZIkhFwTB0BHEuJOKAPPFZVuiOG3JZbf7CxAqrAFK2KfJmjvI68knDqqfIyHys/c38WHrg8/MGZCxmdK42/640lULwMbGrruWjjFQlPAD15tKObl9eQju+NrzGyVuR4XpWZE+Ggqdc7b5nh9aJZ/8yGyfHwnmLlMHzyb/uSRSDwQidPZpyAiKen24/yYHwyfgwEoDmacaT49rw8FEBYOX380Rmgs8yEJfjGcgH/3l9uDMweCevWklPjyGMy3V8XBwgtY1SH3DPb+6uW7VVwTe7GcJ0Vw1I0A0egKXP8mOdizKO5xY8mCPYFcOWefHzmVAN44pEZexcQIhQwmCyE/Q3yDjwGeQtCIB71MBXrAawF+A2/ceZd75153Vtmbs8tvr2pr71HZg7fOMtgbzTAlwMvdT8XIVx7NAIKSSyDBeQUSrB4Bgm69wDGwFHW5b4G0z3n12bE8XIa6gI2pjApNreZp8CDmCwY8HAN2sX7kq0UTgjlHgrH2nFx11KuvQdneEmXo1sIs2fXzNX2V9NfErSKl1xotBBkxXVo55ILefYm4GJ9swvWLlDMbhtAbQr14QTYe94NEBLXs7S204e7I5yg4Mu4ajNPbSOP5MWTM+cr+ErI1yMKvYt3+IXAUSWr+CRHo4+mS4GFNqxOrSfDs7Qmxnm8QK/Zh/PJyAO//Lknurl/b2BDaZ8MTB7KMm8Wmtnmz3u0RYA8WUYudL0jy88rMH74ZJyPdj/+WGEKODxr5Gh1HOj8zU2LOjJS/590AAAQAElEQVRswkWJUx4tQ8HTkGdYa9zRuSTxGxeeCZAGwPYA+Wzvjm0JFm49HW9fACpkuzAQIGZXhtJ7loeEJ3AlJ3JLdhMLJwEd0EHb5saMJfkMiHwJD2RPxtEzaRkqdXz1gEfSAPUpEmsqBOCeGTyWh3Ww6hOKEyCWe0HRF2bWK7uTbIpGkD29iafympKQxxrcvTFNvSydVY2zd+bBBubv/tTMB3NtN/JMbmuO/O4A5MaEx2Ij7R9tAFZZTUoLBAgxr6DT1p0NVzR5H1ZT/RReyLE7YRFCuAg96ykwQJMlNy1ZV5fXqv9cdPUo6MMDgkFZzPPzQFynDQuzKKkEGp54wI/6Kc1yTzwgUK6VnHvhTOAawL5wotmHlHd3hKMNtsmVhDWLQLJg4mFCpcjPsKrLbsysMd6v5YUplBEg2MuSfg8F5xGYkUDnohSBBc+RQruGIlI+gHUu4JAXOZdS7IpeALZc283GL5aM+vFaOKMwItx0/LwSLw8Xrr6r2RPT0XsbSxhD0YHVEyU98Yn1xhuGAKgCPxb+Y/985njW/dY8mNc35pSbB8JCvy55sehKPgrNEuRCIiHjyZTZ9Lw8kmSppKsH79z79ll4YBxX9cE1plsV3gt5WTECGFF/ye3xxkXiE92UnPfieTMno/144R7P4uG8tKckoLuWl8IQ3Vi/ebF2UQMMoC+nQl6tWNUHfCMLgI4X7j6hH2+MF20FtbDW2Biz2d6fLmyvhmtxt07zGuI/+Vz2YuxJCaEj19lzNSgqy5xsMspDSFgtPYCkvABupYGTzead2LdC0ViGJVGU5pwKEDw78mNZoX+eW/vByoe3EqoQf2+Vb2YdniiGfrJYWZz52ttnNlI8AkUBuOMWngk7tE9wCC7FRz/hxxMgZqZH4e5PbS99qA1WCeDwIhaPI+Ey6Io+qOtCCm/WhhATaNPIyd/Sby7vhbWsSw1ZMNbtQ8lYGwuNJNGeT+CFOJbIy6d4RobcA7AggOcTTNcAKWAFXIDK4RRUopkwAgNtX6ljvB1gITnItTdmS/9r3HvXs7CKawgoCwwghCOXA/l5fmYtT+5kcflzeQg8KmMsCS4PhRf4pz7A4YgnQioh2SraGBAbzG4uBPXeOJMFoc3kMW0EKEBamABsKSweLgn4jMbWz8yYVudRmLLVR1b52E2FA9EHDK3ZufuuGWEDfqINPTb/UXZ7Q44Hyrb9/8LPzjwTGJ7wOZmxj4VXY3OemQ0eFo/FWAN2CV50LaGF8SOPjQWZPFf7dssKiyTq8dIsJP7vy8hJzl6XxyPE9lMVr89TlkS2mPBwHvO+DCXZURgjQEduyREAIafqxGd9qvntvJLA7dx+je4leEuCLubpHDcWA7jfq9rA9CWGLHQgCBgioWq7+NPd417nJBxNF9rs9Omy/gZhlc93PK19KivaYXgRDxQ/QmIC8VBZehbxUsr2cK7to323N+BicdYzz3sPZKC7kZUwQ2Gp8Fp0SIIuSnEpva1Ypr4RQKTzczaAeCGlOpXCWI1otud810g2apO7zt12VMS1ny+1pS91e3lRDJZTEaLgFdpMKZ5IEV8M2MySUFJ5CYLB0lt85ile2iN4+Hgu4lhEwqS9SBwWU3u8H7w7d3rGUu6bDw9jPyyXdQGLV7V75rrrZixAw0djYmyAiP4ADMqvOMdzNE3K4hFc4wqo0HS6MPSFAEQoJrlnehrtCz313FEdaKRssTQXahbj4hGKvEpgtiulOnD9zI2B/Oub0hWKMBhmq8gPj8aDmiUhb61PT6fgDIbNcZb7A8WDhwZpS+VCL6DxthKX1uAI4fRTfwEL78LeEj9p+QslYq06tUP3l/NirauQ5yCPwGyRn8Cs7iwvPMdrIaLQXOglTBK6CC/0R1vGVxhl0Rr59WhCPLBv5o0BhsV/nmDm6WKeZXvqVONytPFKFoyPJCmPVKNABAjjJTCRsN2RTizj4YKXX9Ze/q3X8E5My+AP1550iBMpa7o4e+so68lls1DLlO6emMRasd5cM8Wg8AZYMkgvweWcjLxBWyxYNHu+AUUxW3Ckunel1AezaDdneU5mBSC+tuQlnk9yLUcWDmB8zVp+MIcizMOHJC4pP6tisE8EZJcDnJ0p2J4EksssyQsPgAehRhMLBgTRZRApqNyG/lC8yBxCLSHMKgrVHAkFz8p9PBHEbB7MA4lO4GUvDeuDd1xsswSr9Zn1+skld81anSCgFJji1/3Bc3TxrIQAPKt7srzWIBzaM3NzgonveLhWfay1clXZCSeafWbRrvZhVjOUcW+82NwbyPZZGCSUA3TWh0hIU4y1gMn9hBxwqM8RvRO/0ToJCc/MLIR8ljyD0MMCMT+tIDS57yMzniDGW2koxtje3tjaXXqx0OBKVh4Q6f+hwORIwHMw+ijsRu2gITLH+hk5IO6/8EgbgBwg6IMpfx6xvMXjTzarlFdjkZ/vJGKNucJjktRsiJbnbJBbAOqhSBe7QLvkHzjxWsgDz0K7FgBavYwubVtjsrvx8Ct9T9YX3g5vU+4D3YcOzfBAgBzw3Lkr/scEY2ZzpX4YZ6GLvBQeb6N8ZYAHxnIvCTpGLcxMyE2JsV6SqJRFiAAYlpmOhJEyWKePKRSY0Mp4U0S5DrM1jxOWugndMVpi6Z6sypteN/Pur8lilRyVUOOteFjK0wGI2ZWdtX+477jAkwexkeBi9KUUcWdCx7IAFMmq9b7gVfAECJMZGJvdDCghpfCTlqqTV0DBCIOibweqUz1LfxvsF2OI7evc9KVf1S85Wfg8pk8tntpMUHZF36qjvA0AsEjJwjn3AIu7iuMPFivzOMzOCEdYvcVlToPq4rCALDRgqNmhyMDA+dsCjbeVB7onq25z3ZFuWOW9cNslonkbg6jqoujMNw/ImFF0XuQyxR4wmBrGSyAgH6GPANQj+Tbj7c7VDMVSjLE+oKOuDyBYpWj4qA7JRuXozXmFtf300zMf+aWZf/6LMxTSSmJPar+jnNfdhTceVfDLv1Cuq3wHA7PKc7Qb2wY38uBaY8LKC5+tjUAfT+LpgOH5vDFhMd7ZfSzxCADMMum30Fo4wisxznIdPDwGgGyy/tbumEFxr3Dm8bwussJgns7oyItpe6PxR0fdWqaIzya/DJqciDF5tFyIyQIGh7zboCcnAxA8tMgPZvP0lu36eaYLD+OtOsmohPf5+n9XvMHbbZS0aht3X6tbCZQpTLE8C75YxoTFjMHeSISsvA3Lf2X5reffuS9Xc2PGNKT4n3IRXi72ZlrgJxMwllBWxbDWXORLhS/P5uY98MDM8dAbkEi+fbJwhfJqh+J5xP7dzd9bOyDu5/5KKAofTqVAVpmubc4AHscXGu3NAI1wm1pD83qDxjLyjNBAqDYCEZ4BenkEvpMAo2yExD1yBiwuoSQgu7Ig4l7u8NmUdb129mQxD906c9PdMweORUcx7+bBmSsp6nP1H8A8k/BcDNnuyNW9N6AU11NAHpNVqtx2ICduxnchkXZsGnugvA8FeC7FsaRanob13qju0/GPV3HVNWbZ0OkcpQdEwk7j+PTJcgnxi5JciQkMg+v037XCl7Mpv8QizwsgU2TvjSd6KYr32liseDSQg+vzKPxkpFyBNvXFGB2OXzcHmlz7T98/8+nyWwAAWMtFXEl51uMTYLu1OhrG5Sca8V4dJ+vfLzVjgx+U38OZzaIor22q9+4AiYEAcowBLwFoSbAKlQEgGVWXRV3TH29TiMIrwOMXkoMnypPIy+ED4MFjnqN2u2Ukpk2Hn0hOPWME38gjHsrDAWeyxKh6yBQjwZPRxuEMHN6hS11kWP5E3bcmN28vxHN+G6XR3Mbd1+pW6C3Bhak6x6JxoTca5L0xeU/CAkEJjh/NYf1fc/fM1/+GmTfeO3MjFzthMbgGQK/sxLwjpXpz390SI4+mcKZ0PXH6A++bOZGAfDYUf6pE6SeLVy064mJTaNNqR6+bZfAoiAHiNbDYlN0AEf7FmubqWrR2OQm8JaGSiSeklEc/FLSrh0vKA2B9DDCAIAi8E9eIRdGuLR6JhCOeCFvE0pKDBJCFQmNsGTwBulbjPpI1k2vZqK/cZePDOnKjPfx4s/zNjn0zXG87hnkrNnmhl3AvdMRv7blfqKVuq2+tiOQ2AxnuMMBg/SUtw83hNTqnTv1SeDE29FEQnh9gdS1hp2BCELNUjwXkQAo4sNJ4JnzhYrsWb76wOL8eKHLNKcLtjbGxO1z/LLm/v9zVz5YYZY0pG95plyLJ91AqoSvQ0Q6AYGQ2AmZ8P/HsjN/HtX/l3d8w882/aeYbkzWezKPJi+0IgOdYMvfW5I/FN05X+26tkbBZXkXfyVS2cDYDLKEsnpF35wGCvNBGBEpeo42MAdCl7JzlZ0mNs3uNpeQv3vNmeHnCbOMsBwIceR0Al+GSJ9E/AEXu7szjeM87MzbJK/nYRiGq27j9Gt1KgRaFTBu4p1eyVHISO2Io70PcatUnN5f19nzIxx+ZYT0fLOEp2eRnEHkgz3UPRb49C0FB31B48p53zXDbuIvc0CezdLdkucXxHlsnhiTY9geIZR+obnPu931wxiyE2Jplo1yEdrXKwkcrjwmiO2eAhEo2W+3eP8uiosXb6VoWghfB1eeCr0/udq46pQVCzvueAhKm5foEmeKoW/aeVSGcAMtqz7MnZ56vPJ4rTvlYJ7Msm9Vr09WhjZn9AcHueHmm/nrOpbUyOwtznqnuB3OHHw9AWSPAaQwo1OLWRzPlJ7BoEx9bMyBhyxXXf3RSGN6E987xBiijezcSTtPKFADgAE8KDngoKCsPJLniDIUwgDQqwFpZiw48ACpXCxCJ9YNXxhSvr08h7nzjjD6gX+GBLuCUPOCzvqiDcvIOzGoAc1O1AA5wm/2hdHvikT7fH295L8bm5ltnANupU/G9MPaGQsa3fe0sP0BlzHcFyvq3Ws2yW1g/5C7wTdv4Zt+TvMbCoy7gZQEAGyTthZGzAqqHAkHJbgaI98ezMaNCngF6w7oACt4AKrSj++nyLjxuPNLu4rHWf/tb5LLeWbj+nrfN8K4B9Gzvrx58URVkGqY5zblvZtKo/s/kJ88/6V0+4XLMvPdpSNL8tZlpsnrKXk3+cp9+rVf9G4JIYJL5MYj2nhCwzawopWYlMPNYA7uZ9PAqno6sx3OvrxQzekiKgeH2vSVrsCcX3uKph7IUBPi9Xx/FSI7zNxbL35YwyG1YE0CZ0ccN5m5ymU2x7U4QhCuTQi5WtQvlWbRh4OUKLhUaALqjtacfYuU7EuS9AQiwIZzyNUCGtdDPVfX4DhiyikDvUh13ZFUoLGVjRQgIwQCuAC7yBy1Wb55oyvNU3tOV0zO8tF2Zt43omYBhRwCxii+TFT2wNnOgvrhGXkf7F6Ihx26WVai5+dNn9BN+Rchh9kTBG+dW1QPMgAzFND4UnDI4T1hd6xyBBg5yBIs32JgB/qoY54VOQMNzTt6ZEuK7e5VIHcKtw+d2ngAAEABJREFUDkf1a3/5ri97LetBiBqgqquzM4WriZFQ3Kw/wolHkw/eg5AJ77W93j/8rLvDIFyosusCnx2Nl7GldPuTMftbgKpw9oNbM7/yKzN+CsMGNobpvd804/kjDz2WFxu/ASSQkVil6H5L5nD1bGzO6Jt1GRKw0xjxtngLPEuKjceAgfdnBgaf0ChkmTolj2VaWf+FmFZFA1vejbCQARDGkFuhFJ7x4IGIUBhYvycek/uNKnGNMertdl5x8ou+/Vu68u2VfJ7+z/xY/3+qkmkfR5/7ON/dP+eUH+r9f1H5tV86vrYza5z06rTPGMAtfU15B8rYGC/PhiAYr3tNlj2FOZ8VMPNByW+/YeZNnX/za2dMzWHS3X1mgT7VtK3ptU+V17AMGDjJ9hM0S3cJ35UaEMpctULPVDfFJWCLB7FjRqKPAqPN4p21QIW7SRAIypHrZnYlMFf2zJgd2VmfWJzFIiWtksH2lZhmxRFKLIklLyFnYs2Gz5JnLDrPhmVGAyEiJBJesWnZv+AZHMs0c0nejWgRyy+CF8K4dxpeORr7X47V/vWVo527Zf8M7wRtm71H8/5ot+RfuGIM9J3wEWKgvQBF9y4e1u6orw1tLefjXWfo8lAEtLLwFEUC28wFwPDZmhyhAyU2bUix3AMQF4FOWbQNLMgBULoKHppxHohFypLspZD76wOANsMEAIQEaMC7ujz4TLH1S1/QZgaNe7/wPOKBTywc7QF2oGomBoDt3jVjQZankb8z8X9vocxdiTdZXO34nFwYW9doXz94uZSZotsL5HGVjNWezRmzWIwjueFZMBbATTiqX4wKGQMou2r7bRlDuRxJU+eBrh21xtjKZ6HnKubwdORZGDYhGyDkwbwztb3uQJ2scjlCHhv+dGY7r2p72bd/b3f+lxUvx+/zpuL83+qYFEwp7kmbpqzU/Jv/dFxHKcVazF1tzCxTnDtnICchE6ubdpVce8xKvGdmJJEOdK3ZitNlxT156oWnS5DlHH22uNdiL9nq+7POHyuv4dH9F1O0VYLP/dP7OwpfboxEseHJ3D4/5ce9XQ8AbMijHHIA4lPWVmJvzueaJmkEzXfyDKsUiud0MSv0ZEm6Ux2d25dS+v1UAu7hM+dqFEhxrZOLMXMkPFuEor5rd7O6KJ1QTSjAO7m6dwUd6CPgFIAFkkfh/RCU5fsYSWmESFNfaTXaqnb2Z/n2hpb7Gx6PrCPoYvBVbvf+LPCxvKZjKcatubhHyysduj3L2eejgfKxe2bufffMu75x5kjf3dRsDhrlCyixdqbxmBTqqpBS1t0RA2yBAjCLhOE5WQezcXgGn4D2icJFYAU4yQDl20gpFvCIb7wjwLEIfp8pLDffTujDmFmIZhEcEgCSKWHJZaBv+tZU/AuNW10fnhWZezHP7MHG6+HHG9Pq5DECnattXNeMjuS85eMffv/MxzNET3WtTY08XgbqdfHnrkT83vhxU/0xk2djJQDhQS4hZ+Ow5BviH++B7AiN9NWKU9P85+orZ/G5rjUTdN2xGUsLniw8vS9H3s5Zi7026wBQ4dXJYwBFvDS72NAvjzwkH3fc0Vi9c8aWf7kRfDRG3T7ume39xa0vqgLN/eOuzH8b3kRv54b+xcX+z6TNy2cfbulf/nT/P/dKIsa5z3361/1nCaAp4eLeQ02zFZcb2MfKej/zyZkrvT8WmBAS02ISh5Tqmbj9fEx/MQG9qYG2XoOrCmD8aNCZPAjhxZIPqBtmNoAVgXgyIFkLJPz62etD970pkB9uZgFW1WcQWSeCxArLRVBOrrIk4pWUhEA7xxodKxyyyenJR0u2ngj4opnnE3nzhjwov9C2vzbcw5WWdGOVbXqTv6l7s5ngrKXc6wn5AlQxTGzO+7B3gRBwO4Ga8IE7TEEl3YQ5i3ImQfgo1BFvO8ejoHhowWerKO1jYa3UQ8CtpqRUR8oXHUwhDgQYt2S1bgw0bik7D1g2AsPrEsq7+nxTwHIw4I2tIzQ0Y4DXlJcCki4AZ3x5b9qveyNx6bxcDuXRplzUr+YZctFZe4KOz8ATiCyfI14dHeLKDODTBqtsPRDFwnthgTwB78ESgGW5fnkKHh8rzQgJcbVPLnxPVuzlEarwRq2xQRs+akeDVpdKlkqEPlQ+xG8cP5t8WbR1T+PrEZNACy95DRbn+UyWjZ86tN3wDG/UnhMeF0W2Jgcf9FmYxyNT7wPl9PzsBB7qq7EH1LwLazeMn/dmdTaSR/1Fr1nEt5ff8EQ18o5v2jcOgAUNPm+jIOeLuT1TM3IXQpI/3A0FfP3/Fy/io/yLM7/+OyCUizAffPpspogLjEGU1L06uNH5PNK5mCLa/s0qEbz9SSchlcA7lTR+MmW1xsIGow9+eMaPKrF2rBLLtXs1c6iuHk47zaPLQ0iy7k3wPRT2s2GdEOlAORFTXEf2zrw9MLkuRaeY3Tpos6aER5QczlrfbR6c4SWY2qWoy2KhcFTSVX8W5S8HAQzEs6ajCcv+7uM6Lom8RpE7awoXnctzQGIAL4UQKISJu2uaNOdk5GFW8Ub4tTfwIzSEgzUDqFxZ4Q+AQh+wwlfty3Vcjn+mmLnUcg/qUueFPCoLjzww96nCQtbQ06lO1geewOwOFNdm7s/rW09QTWezjDwhyuHhRHhna4FNXCw7pa+Ly2/FkBBAJQYXZuxvcPFd7H62mSKrfm3ht5FRfYBD0nUjeoU56gKaq/hjXBzDeN0b9coRnE2ZAQKrTPms+TGL0S0DTPCGVXdMdIYlNrbCh9Pd6xfpTscHnp5QFmCPDtQYL+TodTOmZD0C4P15Iu/7+fgR6HkyucdMPpWsfrT8yPHqAkQAjdxSWiDB0ABzMgrA0M1jtIZEKHI42ZsMhwdWA7WrY8+46OvEf+GSsHihPaaikQwJDQG4VabvSH7xEM/IHPmYl/7qyjj/0seXe4iSL+rWtHO5Lr9+/k7vmr6Y4oTJV+vTLEff+eDa/F9vl3Jr/53r8C+9/nqf8qnmndfvrzc3pbimljBE6IJJz3X+dIy0N2Qtwb2S8nOx98aw/ZXDkX+ssrfBfjZyJANZNGgvnl8UqFZMfXleCCttWXu3zo6su6m5xwOOzdp4LqXfTEhkv+UqPLmJgBFcIYT4FCDIO/iBqNeH6t/YFN69JWK/Lmz1iH7gZUqy6sZGPlZ/GdhoPJ3CsUBHbpyhuBSd0KJFjmNz1wyFvNi1zybVj5+dUVhLSoQvPCr3sDiECiDwgACCRK26WBmxsGlVlkyOhFIQ5KvrRLRREwOAzWxN/OPRyAFZCs0L5DmYmpbjmCpGu7ovJsGraJVX4jFZsCQ0eu70DO8Hbby6jZTgWH29Mw/GXhTTw8CE0guhDhcuvjbPBpB74POJxo8CP9Z4PJSLbvHZqrEj5ACDkjnGngGovuPtsMIUj+zIN+inWQeLpTwkWF8orr6RKzkrHoX3y8xPaAzA3MuwCLss3rJ6VDLSAjRKGAuWcMB1BzI67rEBTcLzkZL2EqsPRbsZFYbEGPBkyRyZBLBCGJ4LjwMPeFg8QPIFeA/tG80v+SwgwOOQ/6D8wOJAwHUkddod73YemCFz5JOs805NKtiW8LXJJoDeiH/aWeRnfWa1NiM8VvBvtve39kXcnhRMJmK50vvv6F2xxPzdjr+34uX433lTcf73dERemjVJ1VwNbzr9r3kRqGUnawDCuqfDs1jQyDuVhRU+UEQMtpCLG8tV5UncFKDcFJeKGCaZToILcRrpbpszafHzvV/2lqQgrJ0ZjfUYaVn6yQRWzGvG5OEmjUz7fqL8iLn0TyUQQEL4Qnkgv7wCT4bQiUctULohnLRNfFV39wZw3EhCIeZfi6BVtE39MGCEjTsrySaHQ1HVBWAI15loPJ8wrx+eeaH7no0RaHm2846SrYfD6115LuJ5eRsb757JFfKcE0pBUAl0TQ7F85nXw2MTuoSZ43ixuvFd/mczHvGSjIHPduSyfouixNi9CW1NjA11QiOghB8fb/LNVKa+C+lYZD97aJ/JPdmFm+6a2UzId6dswIJCARj81xfCb70KK30112RD4EniUv7Cqs6GatbjLVp5AL1dPuubsYn0Ue9GfFvaWJuxyM1S9SeKmIEsJd4fzyjt1XsAkGJWRv4ALUvJkwNKi1I2fpaB80bwC1gDQF7xkfhyV/0z1pSWF+E74i1puR4dvYYnCyCEFcZBSK4eICuENfZC173Jsb4KecgEmdEPni7v0cbO65oAWIufFgEyGEAFqAut9Ov2wshvKijwdLK1xpeeoMP4TIxbjhHIA9KH3m7npXu/3v03dMHPVn6pkp82/6DjP6r8pcq3V9K6+baOPneYf9i/AsJhPv5G73+48mu/UPF8GCM/sTfmsABiN7G5GE88y9s4EBgcSFquhGH2kKwSGOswDu+eMXugpHPD2gIbCgssTqYxPBhW+koXQHPCCoAwVPjw2hKF6+qNGLsuJUsNLgViuezBMJvBStx2y8ztDSSBAQ4GQ6aftZSEpIwE3fe8F1PNAMP6jMebPjQN+PqctzuzEIRkPXC4nLLU9Nxcvfd+3cyurJD+yasAovMN/r4E1uavY11zoPeEiidw3o0JujBOklQSjcUTtnFl0QwACRlQxZ8lZ9QHXpqwZS10uNwY7Oi4Jz7vzjWRyBUucf1ZMODBwskVfCBR+HRJaJbc4wGEQqbHrbdBx2M5oo/nwttd7DveyPVZTMqWXI+ZHf3De0pCoYRfU7u8mLPdiy4KZYxIEGWPDbMc+wJYqosiGG9g7lkdu7J1zkmgHzo041mgvDpKqWiH4qmXguHBxu4ZfFaP8AcQHDo0Y1YFnQ9mVIC/a9EKBADysfrEw1EP0JD3QCOeybsADUBz6NCMMJGsADvegHooNzkH8gwID0OuxNQvD4h8AQa5EPLrmauO9INcGlc0vzlZ+g1NiDJwNoiuRwQ+qVM72l2OMQxvtDnb+yN1v14NgCDKRikFPz/50g3HO+a3T37pAh6Ndmey+/2XFykdP2XVRl6jU7/OC1KyOpJ2a6G/6c6FOZEo/ny+owe3LAwIDFy/ozqByyqGbFbS/TkYoNhfIfPsZxSs1wA8gAXTuONVP+6j6AsiH5xZTxkl2tRVVbNrNeNBy/IMi4KmnJfzjHa8lAF/BDam9GuBGc9APbfkhdwdi/yOBlCbaL4uT4GXcrn3e7Lgi7cRARK/tsC7l8exo++/NkftQEL2YI7di8XMlN7CIYlglpagPZuCi6EPR4d8hyk/in197N4bqO1OceQhCA4PQdwu5JNQFmtPgGE1IuEnsIRQyGSp+tHossdmfwq8qv3jKQwv5PmA4GwzEqfyxl7MNT8fAD708RLCL85oW3hzXTbmphKpVro+VAhYFcObuZT1P5eHR3iP3JQCFcoAuD2HZ3hLz/XdhURJPsI1lJDLbR8SwQdOE1DgJSXRn9WOWbwqe1C045xxONr4mNGQdBaK+cmMc/ELgPIkGBPhJ/9ToL0AABAASURBVEAUnrL+lxvXF6tvAo/1SsO5LMC66knt2DljDIVqT1aXJ6drayPZW1Uk14UTrysEAxIeRCUs5aFRYPWhnwexVl2mf4U1wBvIykvxKhkrQAq0dqApAF+tzViAZnzkMeTBgMPezpN/AMOAvK2k9tfl6e3onvXGhJyQx0VXYhCwWt5Hr/aArtLH7byiYju3X6N7KavpNIwW91JiqzopoZ/4S97n+JkSVednPCCHex1GLK0vgtPgc4NZZ3P8BMPUICbva5StBQEoS/01Rrksa+YiAhRej+k31kJYwpqIseUXCMe5pASYvalptjflMdySu0qwP5j1/fmfmnnfT8+YlTmW8rJ63GTfU3hCYo/C+vqMXZyetypT/3BKJd5nUU4a4ATrxu7fWcdM8xJasfyqPp8rX7IrwbgcD55vKvrFhJhrL7l2fWDzrgTn9c2IHOn+tQMzG507V3umkFn9y2szF7RRqStDqKf3psEdeShdMuglaOejhULhLWHcMKP1+MwzAcjpAOX4YzMU5s7aPZrHtiOl5WGYMQA2F5paPNUswXOBwovlbsw4XeU9ocYTMb3Q4lzf8+imCyJ5djSWi7XdmGGdV0a5f2hbShetIhY4ykXwpvC6SxYgu7dEIWXiMRrf5ecY6yu+MgwUH5gYo6mtqT7ehBkLdcp3UbTzeWAAxG+22C17a8DoocMA7kQ0SyQ7z5M927UA0Sa7mzIQb2rKFhDcH9haW2TGhCHkecmVACB5Hkn7RwNm+6RWe2aEoxaiWWSmr5GWYM3QB5vd1lKEvXXUmJxNJoRBd79+5u1vnyEnDMMXAoexRC/e8jQSfW+Xwuua7f01Ctur4NrcHRl2kTbGs1GNZlkuNUAEcVcn7shNh7rWE0g6LVYpTkBu3ggLdjbhezHFg9rdMosF3TnDklFQVstRwlNeBRixYGYGdtQwr4W7yiPx8wOEDLJLRO7oy43CCEmqwzfOCEMk0h7OAh9PmSj0M1lQT8W+XPghbCGoLJ2lxofybO7NI3lng0yIWD4W+7YEUjIR3XI7Wx9IyQOLdxa3vqHJLbkUngrFX2ZFopPVsjT6jTl8r01I/b4JoSRgBO/FOn85C3ppV0AbP1hMS5aBMhc69g7a1Ie3a/HxUjSjCz+5xcebXRHaeK4Jr2OVNRO3W68itNt//SyCbt/GqVPRHF1cdEBwNmUAdkKgK90HLPQfKPB8Fs8pIoSiz6YAlolTVjkWukyphR778kw2OrF8F41r3bOAXuMsJKQMnVqmfZdr+kDh8EAI+rqmTvGNcdgdH4yF/h8JWIHAZnULVciHtq0P4fniw1pau7SVokouyyutNmauiyb9EGYdTz49vvDRvCx1C1m6bTwa009mWsHM8OEbYBFCfTZv1XNKrT2i5B7E/OZA/3u+Z+b7f/vMd3/XzG/+zTN3lrt4za0zjOCSI6rPi4ErCDAeZ4FyY3ZjsmhvDe8YsFylGT8Wr7P78N9hKf0DtAt69D6WbedlSLZz/7W5FzqanSC8FtasJ4y7Gjix28kGx5ZqDzU+0OABGS6gFZkWXJ3fMXOugd3hu7pjRoLymj1gvT0EZhKe9a7jonPXbYZ7IGWH+H5wyaa5M1l0gywP4qE/hMrMiaQk6+IHlCxNFko8Gmj8SqGFtky9mWK0uU7W/RMBwPG+3xVNhEn2+1u/eZaFOpJixw7PiGufq73T0SBHABi55U/ljQAuYc5dgc3yA9BZMuNsTcaR7j1yZObYzTM3vXZmPVDyCEVe03qgs2818663zZw8PqOfJzqyvCw0wXIUqgBGIRP6WFehojDv+LOFEnk3ZwPEy9F2uUjUQ4/MBp2Lf/gvMSmXczrQAEibRKD7zjRO57tX3davrAVeZnMuR9NrUgY7lyUdz+XF3F6IdSVPykZFSVYGQUJUPuRAfbKOx1Tm5UCDZ7QARe+ralwHPFhOfKEIAMK1FIPi46/nkfL0KCmaANjBQzPACShtbs5IpqJDG3jB66R0DI2jNmp2GBEhh8cbqI9sUGyem1WfH08WnowfjBH+nIsf9mTd87oZMuN+XgJPQ91vyFv7zd85853fOvOWxvFc43QyL+XpwOGpPDZPfDPV/J73zMh34A9wMJ0PTBiQGwOX93zDLM7T5TwfBmEVg1KdZQGY98r0hy8d4Mgs57pu4Z2TL7+kbV/MzV/ia3QOgLDGU8cwZ3FHe09YrEaE3CyX+FNe4WhWe5UwHE0w313qhbVmGdXD3d+xmqEwklzLfoG4xY2TWReKyBWwfp48ZV2DqT0LlCRTz4TqpnRvqY1vKhf85ndUV8ImV/BCQnJzCu0xcO9scO+4p+/ycMS6PIL12iFcd949c1eC8diTM3bv8ohYO56ChDAhMCV5Kuu7EX8BS/o5z6aED9tGlACaDXoygTrYBda27K7ui4UE9/3czC/+/IypYVObnoD2SPns45+aeTRBXk9BLZ2nGOfzInhTFFCCj1uOP6ukjNJx9eruHO+fxKdzfrdGqOc6yn/y9Cw7jIGMtQeXAypPh78SLS8EeM8HMgCXkgrP1uKVBClF3dsY7QxIjKfC6vPgzAidj07KuVyft2Q6l0dnERYL/XSh0gIU9XsVj4SSivDC+U4tryt9r/jA+6Dg8hn2oLjP5seL8XMJK8q7SKAaL7MrYv9z9Qcg2rVM0fU5bBuyIOTibbzlnTP3vHcW4D5Sn46UW/LcEMlp4a0nzH88/j8VT4CI0Ion69q3JiP35CU6Wj/02mRD3spTwIRuvDGPhzCNC8T1g/ci+fptgczr35IxyIuzCpcXdFugZLfv3uTiKnC4h3wDvdgxC0h0cuFLTEAP3lw977q+3s7rKwc8AMbSuUiCzqZJTUFaTmw6igtMuf2myGaD952/bea9TfbcmwK/sXBAAs7UoFkKHsRmbLGPYlKKIym3UOHWW2Z278udr40FlBqQdGi01+UjyWl5Mjh/IYbbMOVByke7786AQLacl3E2AJHZvyPXeGe0HC5Z6NkfBvXbf8vMW6Pp639jxwTuaMJql+/GnjyCszNbvzLziYrZiEdSvBPlD1irJZfTqK9S9tMJ4YN5MGcfndEXVvVqwo/SPZ+A7onwzeg/8fDMDdVthmSiS8hwPmUnfProXq64Mv1RPO95BdqVD+H1bZQrsWIUwFGcyynzxZ0zz6VYC+/zlM5F75Ws5PkAz7oVcfiyLyPU42nMeg30cqBULP8NWUhJXJ4VT9CmQkaAZ0SBeG48G2MgacrSAgagx83X/4Zr8TgakgEMjELN/ItXX8S6ZbMckFyuiYib89Aovh3Hz0c3OXhveSub2t6bUXhr+St5Kh6VkBbw6T9aATyF03cPC5LnOpIxMeMlNAKCpnmPNfZ+t4VBkfd6pjF4pNDtyQCV58qYMFIH46cn4pmRM5PEawUWDzb+n8zTu69Jy49kKD4Rj3nWDJBQStj7zm+ceV1h7ObhjuV03p5cAQ4GQv34A/QZB0y5ChCAGV+Wcy7qDTBxrbxaH7fzeqnG7VRxje6VYGINCcYi0CmHRwGmB3MuxpttwdRJUKC1WPSuEJ37tgx4yaS7EtS9R2fMOmwcnAFGR/bOHE4JPN/je1Lo66rLecJ+NuUjnGZqOj07qmPHCzMHa1tWe08KdV1x5ZsCDoogyfdM1vC++2bu/+TnrPzJQhQWDP0HKXHtXtw181h1X+7IffaIPDMjcitPd70Ye5n6TUsJm7yKvAJvSS7C98/lsWxEi+QtfpxvqC6npDwr+YUlax69Nm35vqqGNRH2ncjKPl8f0MVFl+cBIjyRzdXnAMmwrfe+amfJBQSqtqpfSuleiOmnEmIho+8po+NGkii3wmtSF1oo/AJCfScvIGzgHRBqz754OAB8LuKqdoRea/GH8izeTDxiHISrZhwsiLMgcOnnZjzMCxOCccklb3koFJyXs1Hf0eS8/gOgVSfWokORbDVT4eniZjCuJk/x/brGVVLynhTyPd8xc2dGwKZGY0RpycfCn4g2Hgfi+9locW/VDxnUd7Mg8it33DlLCLQkZWfG4wOB9AOBwacqHofwcPfbP/ORDMeH8iw/Vv7jkcbYw7ol861fAgjyT0DAYshLGzP25Jzv+Jb/zcx3/ODMu/NEhM4SpPSl5kRuAxC8x4OFJ43t8gUEqTAYvudVSaR/LLp83kaJ29u4+1rdSoivT1gao6HMz+UteNLS6QSEBTyY9bbewZTp8wkiS/lY6C5etwFJQuzQoRJ3VfDaUPm2hIGC7aqeHVlyymi59Ad+dsbvYJxKuSS7no+pyrkkgtJcbWNvAn7XbTO31a5pSPsu3te9/+TvzzzwiZm1rLHElSnV5xIKv0XymQTiMx+b+Uyg8tkGRp7mieJXP9bjB5o/XljxyUKK58sL7ApUxLGs78UA4nLuO5fzbLSe7Ptz9dtPDm7umTlwy8xrsjaeU8KNBzIWtZ3LYj2XYj6bAIqRWT2KKBdEqCXxeGos3U5AUl9NTdvbY2aB8AtZzA6ZBqRwz1Qf995K3lWga48HoTvn/iMze5tluj7eHuu4v9BNPI8/F+MzF53Vj5VDQCVcjeVT0fmZPCmuvfyGRVdPNXZmXAi80ACwKefigylOcgWwAB1+stJX8xIUe7U5o0x/LKk2rx5XnXPNWm+A4t0p9uvuDjC7yNL7n/9nMx/85zP3fzjFzOJPnsJuvKm/Hg9gMZkQE18sdrup+4UhH278PvyhGUCEt/or7LKX6ZONu2fEAGphj3zNjp0zr3/jjL1WvC2G59TJWX54aV/jilc8BP1WdtQnciHEW1bDpppmheTkbFvYGdDuSS6uRC9vms4AMQBhjKY/fa7bvet1pfIFr8UL7TM58+R34N3H7byicDu3X6N7dWxvpEgy6jPrxbJSaiACoSU9KcdzKe5DWe+f/sczf+9vJwQJJkbacyC0MHXF7aQcYn1KoV4g82SC7PPeLIrkHaQ32+J+YYEk2npKcktJRwnJTzU1ya18OrCREH3ioZkXckc3omGVwkhSiv2ff3rmeIpncdPB/YFOCn8+N/nhrMzJEmGPBCgf++CM3+Ng3a3KtNAKgACDjQBxFU3c+TOBiWlrynH85AzlMy26kWtEACV9gcyzKeCpgON09DjnnqoZXoC+SrCZSVm8merWT5YK4LJqqwDM0fSqHMPj9U2o8GIKLEF8oYHwcw2ek2I8XgyYT3Xu6fp+JmVbpQA7Ds7sz233PWWYzlMEXliyPsv7iHq4uh9tzB6On9oR7hB6gu6+hn54UBKYxkzZnbUVal6uPUrax8WwLCKXogE+dWjjKnA4RoLTA0CEFdZ+vCUP9WC0nsyjktu6PwPw0ffN/ELG4L7/MQ+ncWIAlnbjM8UXgtkLJMfwcHx+uPBQYpS7DyQoLqU93jgAvfB1dnSv+2zKlI8SipsyBpIAR/+sQjY+ZF447juyim5yK8wCemTSM2f3NXarxvhK7V/JUE19kDhdOtl44J+yAAdGLkydJcxzjY+SG8/KAAAQAElEQVTz0h+Z5939Sv1fvPWXzr/Mg9Ze5q3X8Lalg3FvFTli4I0dMwafm2u5tzl37uTC/BB9Vwj8ZFb9/gbdjIJNXMno7Ov+yXI/+PE8jJi8O89hb2VXVmUt6QMOe3svmbZnNXNDCnSsAT9ae0DgxUCCQj+V4ntS2SN5EO/PUpmCNNjdMsBHLkXOwMCbveA9kGc0i3M/U/z6WMrCtZyUEbicy2JwtQGZrD6rwgtINkrCzKBPv9G4WKFo8lg97cpzoGsRkgSGxZq9WbFuPpPUvlC/LVkWqrDwG/FSG5vxar16rEfgtZnWtmZlVZ+nvptqPZ5iSNpS6FX1SFoCnMN1aFdMvRQ/eXYSirypR+K7Z6FY//DgM4FbKLG3WJzCLcobPY4ABTjpl9zG2YAQD67EDyBjpaoQi9BL4q7XtrBLyMPj2FnfuPLW+2hfuMT7WCV36OSaa6ePsyjfS+36ntJQPu3yEA7nlS4PiArYu2wWHtfe6ZRRzul8uagr52aEJdcFMscyIMAXeJ46ldcSP62hkJzkFW7EP31LDEeoxlu56i0YO0BhJsZDtZ+qDSChf2QYoKHPtLBrySN6jD0eMy7ud04YdDm6rkTfKv5tZFjWG5NVDTME+Kguff58IR+YUnGuw5CXTi/Pw7F94FS6wev13TZKHNzG3dfs1nopqWihEYvH7VW3AaSYydFidQjZvgRAAsuegP0HZiSPhDU2k5l5MGDicd/baMQtFqawzrwLG6gsO78xgbIHwGcoTAgakzma8Gxk7a4EJEDq9KMznrz9XEK0SogA2Bp6I9D+G/Vyq609kTE3W2D6jnJJJrpH6LCWksmtEKAdsV2cK8amrHIC52pTvVaU7qf0EZP+zp7DM6yXWF8OA/jsIAl9uaM8hdCGWy2UO5NgXQ5UXow+CdqjN88ADYDxbOeer9gT0WXzbEJp6pCSAyWKpn3bA+zoJLSU+JZjzRYFxhKzZwOap8uFCG/kQ8yAAVBtL95RNBFoACuUoXD6CdCEVVP7chGLstcHXhLl4XVQLmDQ6UEH5XfvzbV/f97l/XktXG6eBsWR9wAii2J0U69GpFdvYu8oFEudPhxpvHkg110/w0OQVwBgZ+MDj5aCn2+MLwaWB+P/jfH9+u6hwEsbjb12jQMaamn5WU0Kry7jZpOeaffr3Lc+nJBhAGxnMGV/5EhjGWivulnoqG6hyjIGneTJ3NQ1BxpDYbfZKfzVT31YStd1u645LAV9ig/6iz4lVizX4ZuENK/9gbzAvekQvXD9NsrC4m3cf21uNV22nhssiSnWpMiUOv6PKbGbrp8BGm8pnPD7oCznPc2wvPHNWYUEdkfMOB8pZ9OKJxKAt5QIu7ucxYXHUp5CCp7L2c5bl8DFfDHrB9k9Bd3ms1VKuPu6mQN5KaZlPXfj27975rc2o/O1ZeefysIui5kCACtXjYiYfU3bFXG/Ogm5KUbTrkDBQ16sImVJCJ6pXgJLaBYL270bCdPuBHVRqswiS8nTsYJQYnF3TLij0MBM0YEbZywoE5PzYtaiR2LyrmYBrMa952tn3h3dV+KHKeRjTWOvZyUv1c7zSZK9G3j9TJ6Vn08AftoHnhR4b9fqnylBSdfTKdYz8Q0YP//MDIDxa/LHAu2LZ2dOBSRnKxs7Z85HOyWgFDwE+RazAVaPep/uzZWNxiORI+A7NmZca5wpyuKu177p+kURovfG+u1BxM8UGjwZcFEmCoaXQHmtuq5eCwB5Lsv3yYLvgJDv8dbq4Vuq711fN/PWpj5tIrstGTncmF+MLh7sheRCKAgcN+uP8EIe5GDjw4vDJ/w242YseaDyOle6Fo/Q5fsd0QXkeU3GWsiL/qNHZ6xsBgJLnxsXskSR0W4tih91Wo9+oIqfF+ODkH3i8ezoi2h1PyDu0/LSR0VdeLuAc9+49WoRSsrbWEMDsA4d6oLtverl9iq4Jnfr4OkU4UzW9nQoACExQGKSEhGsHQdmbnzNzPITAs2qSELdU0JKnuFDP59g5yl8Ngv5aFlsScpHyjVQlssp5yXdrBHCe6kBuBzIXE4x5Bgu9vlSA2Nmx1LuXTHVvPqxhIrFZAGvPzYjl7GAQj1mEVlNWX5eAYuzinZrAgyqNQ4slMEWUtiUJ6xwrJtDKIQ7km9WmL6jqd19tcvKPF0/Hn8ukEhI0MqCy1Ms7SdsCw0dI39OxSs8I1gU4NaSezbM3X7PzFsDkoPVeSDglUBd6XPXAzKe3Ub9tu8H3fqwI/A263E6y3smwAAUCqV0D0W3CM0sFCvmfrNLGUndXEIHQm6vBU8ILy/vmgFeq/hP2SlZ7FuuZRkptNmMF+svwCT4FEfIxauM3Hmq7/Bs8QzOdHcfhCz6jP/uocDqkyfjWRlvfZRHAiC+d9yocjuzhSZWcL6j5Pq3NgP3jozQ9Sm2ZKcH/pwNrJ5vVu18gHVo54zHDwBXwFYVS9LTLBCQ3NkJY62P8lhmdfRzLXk711h6RIB8HOvvO55KvRg8AmrAxqLGyw3oHYH9gcZMOGfWpaqHoRD6uQc48OyMyXJcdTY54eIwCvoMpJfrk5GL8X0Bmt5/qr48VL+MnX7ywrt7Oy+1b+f+a3MvKhZlrJN7bpjZW5ms5wsJNBdcrH2mzj+WlTMIb379zNMlkO4rH/GBEqcf+aclI8uGn445j5Zr+HQJSot1Hiu2WyMU+2bONpj2IIjzzyaVh7Li7/wNM9cHEqyKEGMzTSBwpmWFCKYhDQpUN018NsE9m5VRWHPJ3GR7LqckG1lNQm0fi/BlSfI1+pJuT3fRye670DUE/NnqeT6woQDXBYSH6u9teQ83V/al7JKZflLRNQf6blcCBTw3os8GrssJtLCkKsduXrmfS/X10XJAZhHs5zkbALB6b2p2ZG/956rLJwEKK1WFT0IFAs1aE0ZySLlYbUKnP4BLvkWIFQuHMkgIspz7o0cYp27JOAlCi/J4d+pcT7gJukSkHA/LrIj1JQUZBcokpHE9hZMToGzkwdSmekkZBVU3z00B7AApFo++AAcAwoIDYcVnHiZLq++UldIAAUCiz9bL3JIsfM03zljAZ5+PtvCWp3MiEDlTOZiQHtk1oy8Wy1FAMsLrvRIQL2FgOQlht2QuwyQ5iWfWgviJTu9NzeKT/jKQFB7NaHhd4L/Q3ECsrc+QS7w1DniwgIdKlE7E3iGbvZ2lvpBjAdNOACXGAVgAkUfSF3wSYuEjOe2y7bzWtnPzNbsXwyjs4ZtnNg7OCCHuzBrcluDv7rNk3JsCDC7w+5tme//PzTyXG/1MQPFQoPHiozOf/IXPAYpNc4SK0j+RG+pnFMw67EsB16vrUAN0O9f1m2fe+I6Z9wQgVot6jKBwhXCdOjXL/DqX8RN5M2YLuPKmdZ+qzscCg4e7Roj0SImsxyoAyUBKNl7smo0GkiBOIxxWjfDoeKABDD1fhHUEVKYx/39l/M1EGOhv+E0z3/QdM2v7Zo7eXglQJDrF5aeyZA8FoB6XJxQzG2ENgmSf6d5nn4juvvdMT8pxy63xc7MZorwOIRYQcZ4CyEeoQ39NHYrNrWjk4RBWVv18AEe4XbN794zfejkQH5cwLUtp6nWZ+YkflJzFI9cEWfgFOFZJCQXWLuCQ/KTMxvx8jFHUb7rYDzUBNCGVPSNc7NVGfVibAQ5+vOmXm+5ePMfuVZ/zlN1Ru0JTSq9+AKJ4jy4ywUNYFLN6V9F2MSVFm/DQTync865Cq84/nZfjqWBybi82vheb8bhQ8ZhD08n4YnUya/5AfLdKGaDEsvELcMI4AAQsfrlpfG1QWEBBgfEecOLf698w83WF2nsyCoANYDBGZtwWuv2LpuXV+wUgOi6fdaI3eA1cAL/v8YZHs2vvjAVrVgYfTf6Ns/02gLTbtvNqVLZz+zW6V2dPpIzrCbopLkt9Hw8QDofo9751ZmdeyHqM/fhHZk6Wx3imPAYh2RH5exKCjRipHOo6yVTx5s7OL7MZKbG1FZT2zbmp3/ztM28pXwIM/Mo5K/z2t894xujdr5uxipQwW/35gcKhp0swyS8ABUJ3Nul4JhCwBuXZ3i8Ck5RwNbmrgIvbjTaWzaASCNZSBp5SmgGhyNzaJ0oEnnl05vyJvKOEVGLwIwnbkTyim6OHEPIOnnh45kLgIdt+IcF+9pkZoMFtZsnRTCDE4daDWEgkmWvNyp6ACB1CpQsp3Zl4jdY9AQLAI+DWXpjKfCQry3oqtokLIXkesvNna5/AUx6W1SzOjgTSeZ4ApQVSxspeEDMSwiH9pbQAiPuPL/hBsSXB7WfhEQHFk9HGMlMwSg8UAIr32jXT83BGQ45BH8gOgFY/z4UCuVfdiveK+12r6DOgM57L4rvkbp0sx5u3v33GymW5kAvJjjURZ8/M8iBuSXFekkt5wMZeopt3tuhw//AHPXjAA9GetuVLbsjD+cJ1HICTR/eGDCMvEf2rZNn9k2y7Vx/1SZuKcz7rg2ucA5pu8z4SBs94NULGRHV+OY8UD3233NuFSz0dt/GKwm3cfa1u1XGCtzuFP99AXclyP59yPHjfzANZGlNpH9pqABtcsyiURTyufdZbSGGFosHkKovLd6bQpmApyP5cf/tMAMGnPzDzmQ/NfLzjqYCIJQEUpxNa9xI03saHf3Hm+IMzu+P+0ZRsT5znBhI4VkfO5daEwXQyoDqQgjpXs4vXcqo+HK8vFI8VcP/OhFGYQRgpG6CRnZc7kEeRoHsqsBKSPX867+psVrCC7geam382gNH//YHkTdfNWLosM08wWF9hAH48+nD9C4DMPhEis0EbmBXY4dvzudeEzz2UmbV6Lk/idB7EhUTiUn3t0hFL25kq6auOM9FEgdXJKh6+ZWZnYRYBt3+IZZWENQ28ih87D8wIu7j2EuJmhqx2pWxoBqqShIebYTDz80K8xj+kGgtJ5WU1a3wj7GgGCKaXJSw7DYeGsvnOPZG/LFM3jkupQvcsCtYNZA390x9eAflOD1CX4H2h8NgzQX7r9+cNfMOMmaonG8dH470lAe7nPQCPVTcyUFYxm1b23jk8Is88OF6W/lknoo9oxVNeLUP1tYHVepUuoOEYXRQc2DsCFMXpz5dV75Sux3u8cW1nl74v7xvwy3tmfjm58UgA7QExfGAIyIrrt1Gwehu3X6NbMZnVfCpvY3eDfWA9oatYe7ERYFy3a5afKCBwzxOw3HDKx3pRTgJJoePlsK5cTTMROwxuDDyYokmgPl0y9URW66lAw3XPBxhmSSgQhSJs2jh1coby7m6ACNSLKdVa2sSqay8SBljJklN6YKZ4aM+b7p15dyHRzXfNHKpds0TcfD9RcFufD+dGGlybsKpyWOZ9WW/XOq+9A1nCZ/OuHihkWkvRjxeKoEF/Ka1cjHj7UErHYvOeKI4wgtUmiGebUfnoB2f8tGZyNB72Y7issmTxeCWEnCD5TKgJmKSn1aHO4yvLSjgJc+wYIY7pztvq356jAVzjxSWnsZkqPAAAEABJREFUxWjh6UhUA3SrdnlOEt2vKwwFHkso1LjwFIy7NjzfQrLxC8MKCm488ISyohFwAxzJW4Av90CJ1QMAjZ0jIKEoi4zEZPV4T3GcVzdZcZ2krXHeWeeurM+SzH0xALnSmN9bWPtd3zdzd97vlQyInBcgBUbyPUcL4YQCwB94MATGGv+1hxa5G/wzw+W3g4QpvJP93fsNgZMZoJodQKZ942Cc/rUlolfRiXf4YkyW/sTPvhrfacv5tej9+K/ObH14ZmfytGPnjPu6fQDHi+nVbO/vKwM8uLP1bwDFstK0TlkTsXPPDHfcwB5JA9Kx2Qg4JIAwm2Vyn+378Wr2J8h74w7mrKWk5ztpepPQWRhDyOzbWMvKGti9WU05FQnK82szT2Xlud3vSmjelrCbRniuBqyoPBOzlxmZ9Yjr2sVS58azCtdnYS1x7jA7QhbZfKtYr/T9VKdZiiUH0gCaRTh0aEafCRYXk/LtiV55CF4XwfPMCCEYhbNuRNjEw1EXr2q9kI4QAxS5ATkXiViCSdkIjEVvZwNkvw0jhHgu2p+tmPUxDXthY0buhScgj2Dh0rPRS0EoubwFS1p3x5TqstktOk1dbtQHoQvP7LnuSX7n88C2MYPHBJt3s9E47As498UgY4X36LG2B92WvzMes5pFwIULZn4syJIfUiiWuvBN4b0xCJfj9yQTFHat+4GosNFn/EGDXJIwzJGSUbxJVta6j1HQv0We4ulGZfG88rKm8ZNr+67vmVE8cElozfvTDvkThnj+iGfZ7t8/wzjcEG+E0OrkgQBQu7SFzsbqlltmvrkE7Y3xZOFvBFBs/Sej43PjhJ/A3GeAABhcs6qfc/Wv99pZ7u8+/cOvE3lLHy3Mn+o5mJEhP3jBMAD666LxahUv81hrL/POa3mbQcY0A7fanGG1NhJSjGt8hxBhoOSPwZIohPwUbjnXtQBCYVVca5Bl9C0U86AWa0MkoiTs9Fq99+Qy2lEpD2AxlIVBLCCLuS/mssTc/M0GaEdtsFIA7Gia0tcjFyJUouC8gYcLcz5RePXB/2Hm6XIZO7J6LJIsN8W0biMsGoJlloKAE3QJTPkFszeU6dnAjaKZujPoz2UF8WSZAt41Q+BWCfa5BIRnYH3LuSpeTznxjJCxsoQ80j+XK3l+5rbDM8f2zXgcAUHieSjc6Lq07C6+2BsCSFGnP/cDDnWhde/eGTkK3hkws/4FGPC8gJD33TY8BHxdPLzot45C4lpoJiclXKD0FBCPKb77yML5gBoNQJU3oR0WHSCajbFMnzKdyXN8phk27/X5qufinqt0LOerTH+BhyMZ6ZTmRruudXTCvQqjcClQPJfXxxs2ff8teSHf+lviY7koM3d2ePvZCHy5PkOEB/iGV8BFXsZUu2soLQCzy/gbv3WGXAo5rir9AgoEU8F0BUFK73vNVdDQJ6c/X17qDC9M0ZeP5HHwqnlG6MEjhgZvec+HDn3+7pf7BqUv995rdx90ZlmgJIt6PmZcoQwJumw4i/psingpFLWoCdVAZO+BGUo7nTBolJEFA0IScZTeo/AsN77ttTMHy1HsO9qxZOQ7mmVZr/4Dfb7t9hkLpA5kIbm4n8jd+0ixou37YlYuv/fqP7yauXVz5rra5O6KyT1BjAWXmLT57ED0H47W/RszLJEMN8Gf+nAhpb+UIsuE9/VQKELEIom70a5wzYVx95fz2azNtS6+otQugLDGA2iYMvbEqjtfM3P7bTO3dLRcmvACJf2hxDb6vbuQ6rX1/foAgHd0sCOQCS+GYMtXRPpcVTBKZaYE0AEDtAJldK6y3MvK2WhzDWmw7P/QoRmhGiDHL2CwKE99JvRCRDG+re6xyJAvP9lAsAk+AKJQPE582LFjlulRoI+PrCbvSA5G/RLrci1XAcFRm+hBv6N2nVeQrX/OMVi+X4+ni2LW+d4O5VuPKcLeVWHj84UxZlzktPxA2Nen/HfeM0MehZ9oEHrdeHO07pzFsVnqqT7jsHvPzK7Kjc1++bmOhV9ZL0aF1zDxcNzQcaGj43IOcVfLS98v5/se/Us/onO5p+tqbiRqbT60X8n4W3uET4yixDu9IKebu7phey8Uba+Ga3G32B1Tljg7q8udZ32fLPfwcInT07mmQoZlRWijbzn3M1kFO2NZEy6oRVAGnMBQBLMpGPxs7ufjJRDvecuMGP3mN858XYN/Q0rm5wd/Ncvy6TyGZ7ru+QYU+EiymnnxxC6DUZNj74ecB6/nxhTktiyNPIYBEibsz6oDOnVw+eVQzmYZHyxs4GJ72rrfMfGUtLUs6+3XzXxbMe+R6nItBeVNccnlFVgsDwuyv4LlICDWqCixaJ5MaF4gAJvlHeLT7ftn9kT/Q/XlM+V2PpPnIy8g2YyfR24YLB6Pybs12gmVGRkFD8O14fmgnVAmn7MIuTcVgkmxgTVeAdvLEbIkigMhKzHxjVUDWBSYtZv+AA5PyrJoAMEj5M3IF1nA5ToFYNStcS9FRzAQIvDOU9RTZ0ucR6zveU3yHn6EGkABFmBo3Gt28Gx93bvPFW0vpc7oszq0Rdu1A7Rc6RZKz5NhxLp8LsTjS40lwBSmfNv3znzzd80Iv043zieVM9GWsAhTOozQq6EeT5V/77fMfOt3zuzfMSM0pdATXxfQoIZXCwIq+qDd3s5ynWunPycVnyto1k+nILFp4vsyODsDK+PnO2FoLFse2WAMX5PsW6tTbdt5oXg791+bexcrEiMMPheQlQYkpgnFfVYrPl/v7V+xzPr8ZgpT0wBE0nK97xYrUR3i1Ssp1U13zbyp3MXNdzRrcnLmwRKlZ7IiViA+1IyGx/1RIEKyO0ZzQ/3qnKk4AGEr9cG8kv0VnpBze7Iqi7VJkq27MF3M4zCbsPNgQpFgpE+ZmZn9R2b2de76lJqgEFZL699R8u3evKA91fFYSs6tFxItlr3hIAQKJRCS6DcgJACEfWf17Q9w9m3MUF67agHMz//MzEeaQTqdl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<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">%matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">inline</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">numpy</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">pyplot</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">colors</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># grass = 1</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">area</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.ones((</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">100</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">100</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">))</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># crops = 2</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">area[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># city = 3</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">area[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">90</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">index</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">{</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'green'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'yellow'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'grey'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">}</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">colors.ListedColormap(index.values())</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;">_______________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">4.1 Harvesting season changes</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">______________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># 4.1.1 Modify the yellow area to hold the value 4</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">area[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># 4.1.2 Add a new key-value pair to index that maps 4 to 'brown'</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">index[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'brown'</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># 4.1.3 Copy the cmap definition and re-run it to add the new colour</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">colors.ListedColormap(index.values())</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Plot the area</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(area,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap=cmap)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><b style="font-weight: normal;">____________________________________________________</b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><b style="font-weight: normal;">____________________________________________________</b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08e0b26198</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p><b style="font-weight: normal;">____________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 14pt;"><span style="font-size: 9pt; font-family: 'Courier New',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; overflow: hidden; width: 251px; height: 251px;"><img alt="../_images/python_basics_06_python_solutions_41_1.png" src="data:image/png;base64,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" width="251" height="251" style="margin-left: 0px; margin-top: 0px;" /></span></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><em>Hint: If you want to plot the new area, you have to redefine <code><span style="color: #339966;">cmap</span></code> so the new value is assigned a colour in the colour map. Copy and paste the<code><span style="color: #339966;"> cmap = ...</span></code> line from the original plot.</em></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">4.2 Set NaN area</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">________________________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">area[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">95</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.nan</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(area,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap=cmap)</span></p>
<p><b style="font-weight: normal;" id="docs-internal-guid-2a80191e-7fff-886f-eaa5-e454ca92dc7b">_________________________________________________________________</b></p>
<p><b style="font-weight: normal;">__________________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08e0a78e48</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-2a80191e-7fff-886f-eaa5-e454ca92dc7b">__________________________________________________________________</b></p>
<p><b style="font-weight: normal;"> </b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 14pt;"><span style="font-size: 9pt; font-family: 'Courier New',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; overflow: hidden; width: 251px; height: 251px;"><img alt="../_images/python_basics_06_python_solutions_45_1.png" 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<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">4.3 Median with and without NaN handling</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">___________________________________________________________</span></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.nanmedian(area)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.median(area)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-2a80191e-7fff-886f-eaa5-e454ca92dc7b"><b style="font-weight: normal;"><span style="font-size: 12pt; font-family: Inter,sans-serif; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">___________________________________________________________</span></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-right: 30pt; margin-top: 12pt; margin-bottom: 12pt;"><code><span style="color: #339966;">np.median</span></code> returns a value of <code><span style="color: #339966;">nan</span></code> because it cannot interpret no‑data pixels. <code><span style="color: #339966;">np.nanmedian</span></code> excludes NaN values, so it returns a value of <code><span style="color: #339966;">1</span></code>, which indicates grass. This matches the plot of <code><span style="color: #339966;">area</span></code>.</p>
<p><b style="font-weight: normal;" id="docs-internal-guid-2a80191e-7fff-886f-eaa5-e454ca92dc7b"></b><br class="Apple-interchange-newline" /><br /></p>
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<p><b style="font-weight: normal;">______________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">%matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">inline</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">numpy</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">pyplot</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xarray</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xr</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xr.open_dataset(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'guinea_bissau.nc'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">5.1 Access <code><span style="color: #339966;">crs</span></code> attribute</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.crs</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'EPSG:32628'</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;">5.2 & 5.3 Select and plot region</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 12pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(guinea_bissau.blue.sel(x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">389520</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395490</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1335000</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1329030</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)))</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08cb8f0da0</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 14pt;"><span style="font-size: 9pt; font-family: 'Courier New',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; overflow: hidden; width: 257px; height: 252px;"><img alt="../_images/python_basics_06_python_solutions_58_1.png" 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width="257" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 14pt;"></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 14pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.blue.sel(x=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">389520</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395490</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1335000</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1329030</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)).plot()</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><b style="font-weight: normal;"><b style="font-weight: normal;"><b style="font-weight: normal;"></b></b></b></p>
<p><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b><br /><b style="font-weight: normal;"></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.collections.QuadMesh</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08cb824898</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
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" width="399" height="278" style="margin-left: 0px; margin-top: 0px;" /></span></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 0pt;">5.4 Plot with <code><span style="color: #339966;">'Blues'</span></code> colour map</p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 12pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 10pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 10pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.blue.sel(x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">389520</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395490</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1335000</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1329030</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)),</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 10pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Blues'</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 10pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p>
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<p><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b><br /><b style="font-weight: normal;"></b></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><matplotlib.image.AxesImage</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f08cb763eb8</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">></span></p>
<p dir="ltr" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
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width="257" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.blue.sel(x=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">389520</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395490</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1335000</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1329030</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)).plot(cmap=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Blues'</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p>
<p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b></p>
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<p><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"></b><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b"><b style="font-weight: normal;" id="docs-internal-guid-02b5e8ab-7fff-c971-ce6c-57172534624b">______________________________________________________________</b></b></b><br /><b style="font-weight: normal;"></b></p>
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