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author dereeper
date Fri, 14 May 2021 20:27:06 +0000
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<h1 id="Roary-pangenome-plots">Roary pangenome plots<a class="anchor-link" href="http://www.ebi.ac.uk/~marco/roary.html#Roary-pangenome-plots">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Plotting imports</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s">'white'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Other imports</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">Bio</span> <span class="kn">import</span> <span class="n">Phylo</span>
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<h2 id="parSNP-tree">parSNP tree<a class="anchor-link" href="http://www.ebi.ac.uk/~marco/roary.html#parSNP-tree">¶</a></h2><p>Any other valid newick file is fine, if the tip labels is the same as in the gene_presence_absence matrix from roary.</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">t</span> <span class="o">=</span> <span class="n">Phylo</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s">'parsnp.tree'</span><span class="p">,</span> <span class="s">'newick'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Max distance to create better plots</span>
<span class="n">mdist</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">t</span><span class="o">.</span><span class="n">distance</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">root</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">t</span><span class="o">.</span><span class="n">get_terminals</span><span class="p">()])</span>
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<h2 id="Roary">Roary<a class="anchor-link" href="http://www.ebi.ac.uk/~marco/roary.html#Roary">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Load roary</span>
<span class="n">roary</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s">'gene_presence_absence.csv'</span><span class="p">,</span>
                     <span class="n">sep</span><span class="o">=</span><span class="s">','</span><span class="p">,</span>
                     <span class="n">low_memory</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
<span class="c"># Set index (group name)</span>
<span class="n">roary</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">'Gene'</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="c"># Drop the other info columns</span>
<span class="n">roary</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">columns</span><span class="p">[:</span><span class="mi">13</span><span class="p">]),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Transform it in a presence/absence matrix (1/0)</span>
<span class="n">roary</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">'.{2,100}'</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">regex</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="n">roary</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">regex</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Sort the matrix by the sum of strains presence</span>
<span class="n">idx</span> <span class="o">=</span> <span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>
<span class="n">roary_sorted</span> <span class="o">=</span> <span class="n">roary</span><span class="o">.</span><span class="n">ix</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[8]:</div>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Pangenome frequency plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
         <span class="n">histtype</span><span class="o">=</span><span class="s">"stepfilled"</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=.</span><span class="mi">7</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'Number of genomes'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Number of genes'</span><span class="p">)</span>

<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
            <span class="n">bottom</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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Nn3CFyuSpLUQs2MPl2ZmSdszptHxIuBzwNzgU0R8Q7gQ8CXImI10Et1m8W6iDiNJ0apLsrM3oi4FDg0Iq4H1gHHb04dkiQ1o6tWG36JxIg4meqewhsZNPgmM3/b2tI2y2av9/ixzy5hffcuddsef2QFp7xpb+bPn7/ZhUmSOmJUY1Ga6Sk+F1jIEzfbD1gwmg+SJGmsayYUXwxsl5nrW12MJEmd1EwoLgdmUN2IPyFNnjKNr191EzNm9tRtn9U9iWNff1ibq5Kk8eErS75Frat+HG3asI7j3nAEkya16i7BJ2smFBcA90TEf/HENcVaZu7furLGlp5t5rCqNgfW1G/vfvi+9hYkSePIL+55nO7tdqvb1vvQ0Ct3rdVMKH6kzrbNHtAiSdJY1UwoTsYQlCRNAM2E4uk8EYrTqNZVvAFvpJckjTMjhmJmHjj4eUTMBT7aqoIkSeqUUQ/nycwVwH9rQS2SJHVUMxOCXzxk0wKqpaMkSRpXmrmmeO2gxzXgcao5SiVJGleauaZ4YRvqkCSp4xqGYkTcQ/1bMbqBp2Xm5BbVJElSRzQMxcx85tBtEfF64Gzgiy2sSZKkjmjmmiIRsQfwKWAD8OrMvKulVUmS1AHDhmJEzKK6ef81wPsyc2lbqpIkqQMa3qcYEW8GbgEeBvYyECVJ491wPcVLgNuBVwKvjIjBbbXMPLiVhUmS1G7DheKzqEafdrWpFkmSOmq40af3tLEOSZI6rj1LGUuStBUwFCVJKgxFSZIKQ1GSpKKpGW3Gg76+Pvr7+xu215vkVZI0sUyYUFzyjau55fbHGrZPmbEtM7rbWJAkacyZMKE4eeo0ttnpmZ0uQ5I0hk2YUGylx9Z384FzvtKwfa89duDo1x3WxookSZvDUNwCpm+7I7Bj4x0mr2lbLZKkzefoU0mSipb3FCPi+cAVwHmZeX5ELAAupgrkB4DjMnNDRCwETgb6gQsyc3FETAUuBHYF+oATMvPuVtcsSZqYWtpTjIiZwCeAq3jiroczgU9n5v7AncBbI6KHat3GQ4ADgVMiYjvgzcDDmfky4CPA2a2sV5I0sbX69Ol64HDg94O2HQBcWR5/E3g58EJgeWb2ZuY64AZgP+Bgql4mwLVlmyRJLdHSUMzMvsxcP2RzT2ZuLI8fAnYG5pXHA1YM2r6yvFc/UIsIBwdJklqi0wNtGq3VONrtkiQ9ZZ0IxdURMTB3zHzg/vJn3qB9/mR7GXTTlZmb2lirJGkCaVcodvFEL+8a4Ojy+ChgKXAzsE9EzI6IWVTXDpcBVwPHlH2PAK5rU72SpAmopdfnIuLFwOeBucCmiHg78ErgwvL4HuCizOyLiNN4YpTqoszsjYhLgUMj4npgHXB8K+uVJE1sLQ3FzPwR8Lw6Ta+os+/lwOVDtvUDb21NdZIkPVmnB9pIkjRmGIqSJBWGoiRJhTfCt8Hv7r2Pm27+ccP2v9zr+UydOrWNFUmS6jEU22DVpGfw7Z/01m1b/ciDxO67sf3227e5KknSUIZiG0yd2t2wbcoUe4iSNFZ4TVGSpMJQlCSpMBQlSSoMRUmSCkNRkqTCUJQkqTAUJUkqDEVJkgpDUZKkwlCUJKkwFCVJKgxFSZIKQ1GSpMJQlCSpMBQlSSoMRUmSCkNRkqTCUJQkqTAUJUkqDEVJkgpDUZKkwlCUJKkwFCVJKgxFSZIKQ1GSpGJKuz8wIg4ELgN+XjbdCpwLXEIV0g8Ax2XmhohYCJwM9AMXZObidtcrSZo42h6Kxfcy89iBJxHxJeDTmXl5RHwEeGtEXAycDuwDbASWR8QVmflIZ0qWJG2Ohx9+mNWr1zRsr9X621jN8DoVil1Dnh8A/G15/E3gvUACyzOzFyAibgD2A/6jXUVKkp66r175A+5c1ThupvfMb2M1w+tEKNaA50TEN4DtgTOBnszcWNofAnYG5pXHA1aU7ZKkrci07m62nbN9p8toSidC8Q5gUWZeFhHPAr4PTB7UPrQXOdL2rVp3z3act/gq6Kr/9eZM38h733Vcm6uSpImp7aGYmfdTDbQhM++KiAeBvSOiOzPXA/OB+8ufeYNeugtwU7vrbbVp02fC9N0atk/qf7CN1UjSxNb2WzIi4s0R8aHyeC6wE/Al4Oiyy1HAUuBmYJ+ImB0Rs4B9gevbXa8kaeLoxOnTK4GvRMQPqU6bvhP4KfDliHg7cA9wUWb2RcRpwFVU1yEXDQy6kSSpFTpx+nQ18No6Ta+os+/lwOUtL0qSJJzRRpKkPzIUJUkqOnXzvpq0anWNfzp/ScP2F+65My8/cL82ViRJ45ehOMZ1b7szm4ZpX/OHtW2rRZLGO0+fSpJUGIqSJBWGoiRJhaEoSVJhKEqSVBiKkiQVhqIkSYWhKElSYShKklQ4o81WbsWKFfwq76jb1tUFuz/7z5g0yd99JKkZhuJW7tePzeHOpb+u2/aHR+7j3PcvYPr06W2uSpK2TobiVm7mrNkN2/rXP9bGSiRp62cojmP9/TWu+d4NTJ06rW77TjvOYa8XPK/NVUkab9atW8eDD/6+YfuaNauha/s2VrT5DMVxbPbcZ/KT+xu37/C7uw1FSU/Zz3+ZXHLVHUydVv9SzeQps5k5q81FbSZDUZL0lPVsuz3d02d2uoynzGGJkiQV9hQnsP7+fvr6+hq2d3V1eTuHpAnFUJzA7nt0Eqede2nD9plTNtIza5u6bet6V3HG+97WqtIkqSMMxQls5uy5wNxh91nXYPvaKVM57/Nfb/i6nbfv5k1HvWrzixvGN779PVY9trZuW1/fJg47YC92XbBL3favffNqbv7Fiobv/ecLZnHCwtdtkTolbX0MRW2WGdvuxOph2h//w0MN2/r7+7n0a0uZMrW7/g61Po553WENX/+bBx7jUebVbevr28T5//Y9pkyu/097Uz/07PTshu89ZdqjDdskjX+GolrinhUbOOO8/1u3rVar0T9tB7objNFe37uSOz6zpOF7r9kwie4GcxZMnjyFnp12b/jaBjH8R7fd3cs/nH1J3bZ1a9dw0nEvZ4/d/2yEd5G0tTIU1RIz5szf7Nd2b7Mjm4Zrn7HZbz2iWTssaNjW1WsvUhPXuZ/5MrXJPXXb1q5dy+SeZ7S5otYwFCVJI1qzqZtJM+r/sts1bfyEyXj5HtK4VqvVRtynq6urDZVovHr44Ufo7e1t2N7f1zchbmw3FKUt5Df33sev7/pNw/YFu+zMLk+vP0Bo1aqHufK7N9PdXf+q52/ufYC1/Y3PG28/bTXPe27Ubav193PYIS9l2rT6c+BKAF//zg/5rwca/2LVPWPnNlbTOYai1KQpU6fyzWuX03PTL+u2//6hR6lt+6yGr//DzT+hVmt8tXTGnKczpX9q/c/ecQfq3zFa2Qj85Hf123pX/Y79913bkVBcs2YNGzdubNg+c+ZMw3qMmDZtGtvMabzqzkRhKEpN6p7ewxp6WNPgZ3zXnJ0Y7gTmrB02f/DRU7VixQrWrq1/b+d99z/II481vsHmt/c9xNQGo5tWPrSSh9Z00dVV/8TauvUbmDS18UzQB//Fjrzq0AOGqVxqrzEfihHxSeBFQA04OTNv6XBJ0lZlxrZz+dev1+/dAkyePJUZ28xp2N7VNY+u9Q3ivnsO04e5z2WkW2B++otf8mjv+rpt/Zs2sPDYw0d4h/Glr6+Pxx5rvA7q5MmTmT27cW9uuGkbf33X3Zx/ybXMaHArVH/XVGbtYE9xTIdiRBwAPDsz942IPwcWA/t2uCxpqzJl6jS23f5pnS6jro3bPIc7Hqnftnrlb+i+8pqGr52z7XT2jMb3jM6YMYOpU+ufju7q6mLmzLG3osPKlStZ9KlvMGv2DnXbp9ce5axTT2z4+jM+9nk2TNq2fmOtxuynP4cpU+ofE1XGdCgCBwNXAGTmryJiu4iYlZnDTaYiaRyYteMz+GXjiZFYc9ejXHXL8rpttVqN/o1rmTyl/mndTev/wLaz6q/9BzCNtez2jPqnuzdu3MAv73yQ6Q16XOvWrYeuyY0LH0atBjvM351pDU5Xr+udzqkfrT+5BMCkmQvYZpv6garmjPVQnAf8eNDzh4CdgTs6U46ksaJnmFO+T1UfcGeDHixAz7wdG7c16KhtCdO32QEMvZYa66E4VBfVtcXRv7C/j3Wr7trC5UiSWmnD4w+29fPGeijeD0+a+fnpwAPD7N9w8N9RR76Co7ZUVZKkcWmsT1BwNXA0QETsBdyXmWs6W5Ikabzqamb6qE6KiLOB/alO878rM2/rcEmSpHFqzIeiJEntMtZPn0qS1DaGoiRJhaEoSVIx1m/JaIrzo45ORDyfaqag8zLz/IhYAFxM9UvSA8BxmbmhkzWORRFxDvBSqv83ZwO34HEbVkTMBC4E5gLTgbOAW/G4NSUiZgA/B84ErsPjNqyIOBC4jOqYQfVv7VzgEpo8blt9T3Hw/KjAicCnOlzSmFZ+SH0CuIonJkI4E/h0Zu4P3Am8tUPljVkRcRCwZ/l39krgn4EP43EbyeHAf2bmgcCxwCfxuI3GB4GV5bH/T5vzvcw8qPw5meoXsaaP21YfigyZHxXYLiIar1Wj9VQ/qH4/aNsBwJXl8TeBl7e7qK3AMqof6gCPAT143EaUmV/NzI+Xp7sC9wIH4nEbUVkE4c+Bb5VN/ntrztBJXEZ13MbD6VPnRx2FzOwD+iKetEp7T2YOrBI4cPw0SDluAxNHnEj1g+owj1tzIuJGqhmpjgCu8bg15VzgXcAJ5bn/T0dWA54TEd8AtqfqXY/quI2HnuJQmz0/qoBhpsoTRMSRVD+kThrS5HEbRjntfCTwb0OaPG51RMRbgGWZ+duyaehx8rjVdwewKDOPBP4a+CIweMmSEY/beAjF0c6Pqj+1OiIG1oOdT3VMNUREHAZ8AHhVZj6Ox21EEbF3GchFZv6M6uxUb0QMrNvkcavv1cAxEXET8DdU1xY9biPIzPsz87Ly+C7gQapLak3/Px0Poej8qJuniyd+a7qGcgyBo4ClHaloDIuI2VSns16TmY+WzR63kb0MeA9ARDyN6lrsNfDH+fk9bnVk5hsz84WZ+RLgC1SDRa7F4zasiHhzRHyoPJ4L7AR8iVH8Px0X07w5P2rzIuLFwOephshvAlZRjaa8kGrI/D3ACeUamoqI+FvgQ8DtZVMNOJ7qB5bHrYHSs/kisACYASyiGgPwZTxuTSk/5O+m6gB43IZRBll+hep64mSqkc4/ZRTHbVyEoiRJW8J4OH0qSdIWYShKklQYipIkFYaiJEmFoShJUmEoSpJUGIrSIBHxzIjoj4g3D9l+zxZ6//6IaOn/u4g4KiJ+HREnjLy3pMEMRenJalQ36J8xZLWVLXlD76jnrYyI0bzm1cC5mfml0X6ONNGNh1UypC2pi2ru3O8ApwOnDm6MiOOBQzLzuPL8+1RTcPUB/5tqaaR9gB9RLXR6JLAj1Xyp95W3+WBZn3Eb4C2Z+Yuy8PPHganlz0mZ+dPy/v8P2DsiDszM/kG1vKbU+Ify52+BfalCcb+I6MvMzw/a/yXA54BHgG9QLci9W0RsB/xLqXM28InM/PeIWATsQDVf5O5U69T9r4iYDPwfYC+qXxauy8wzygKvIx6D8t3PKMd6I/C2zLwnIj4KHES1vNl9wF+7iK7azZ6iVN8ngddExB4j7FfjiV7kPlTzfP4lsBBYlZkHU01rdvSg1/y8LLp7PtW0Z1CtHvH2zDyIarmgLwx6/97M3H9IIM6kmq7vr8pnLAX+MTOXUAX6OYMDsTgPeH/5jJ0G1f2PwNLMPIRq7bkzI2LH0vYCqvki9wFOiIg5VOtKPjMz96OaXvEVEbF/M8eg1P054PXlGHwG+Hh5378DXlwWg/068LQGx1xqGUNRqqP0UN4HfGoUL/uvzHw0M9dTzSl7Y9n+O2DbQft9t/x9E7BnROwE7AEsjojvUfXCthl0yvRG/tQewO8zc2DG/x9QBdKAeqdbnwtcXx5/bdA+BwHvLJ/9H8AGYDeq0Lw+M2uZuY5qBfjtgRcOfIcS1NeXz66NcAxmA3tSrWd3Rfm8vwd2LJOsXwUsi4ivprjHAAAB6UlEQVT3AD/MzHvrfAeppTx9KjWQmUsj4p0R8fpBm4deW5w26PGmIW2Dnw8Oqf5B22pUpwvXlx7ck5TFoOudQhxaRzPriE4a8tkD1gHvzMyfDPnsV1OdFq73OYNfP2nQZ490DNYDv633XTPzmNIzPxz4QUQcVZabktrGnqI0vHcDZwMD67E9TrXiw8DSNHs28R5De20vL3/vB9xa1ma8JyJeVd53j4g4fYT3vB2YO7BWYXnPm0Z4za+oenlQXecbCLIfAm8onz0jIs4v1w0bDe75EXBo2X8K1SnUm4bZn0FttwM7RsSe5fX7R8TbImK3iDglM2/PzPOoerLPH+H7SFucoSj9qT/2uMpCpZfxxPWtq4ApZfHXjwI3DHpNo57a4O19wHMi4jtUA2MWle1vAd4fET+gWsbr6uEKzMy1wInApeU05EFUC9HW+8wBpwLnl8/ewBO9wEXA7hFxPdVp2J+UpXXqfaca1fG4MyJ+SHXq9IrMvGlQez01YOA07P8AvlgGEX0Y+D7V6dUXRMTNEXEN8Ezg8uGOgdQKLh0lTRBl1OeKMtr1WKqRr4d3ui5pLPGaojRx9AEXRcQaqrNE7+hwPdKYY09RkqTCa4qSJBWGoiRJhaEoSVJhKEqSVBiKkiQVhqIkScX/BzvxjMfiiW0aAAAAAElFTkSuQmCC">
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<div class=" highlight hl-ipython2"><pre><span class="c"># Sort the matrix according to tip labels in the tree</span>
<span class="n">roary_sorted</span> <span class="o">=</span> <span class="n">roary_sorted</span><span class="p">[[</span><span class="n">x</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">t</span><span class="o">.</span><span class="n">get_terminals</span><span class="p">()]]</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># PLot presence/absence matrix against the tree</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s">'whitegrid'</span><span class="p">):</span>
    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">17</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>

    <span class="n">ax1</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">subplot2grid</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">40</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">colspan</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
    <span class="n">a</span><span class="o">=</span><span class="n">ax1</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">roary_sorted</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Blues</span><span class="p">,</span>
               <span class="n">vmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
               <span class="n">aspect</span><span class="o">=</span><span class="s">'auto'</span><span class="p">,</span>
               <span class="n">interpolation</span><span class="o">=</span><span class="s">'none'</span><span class="p">,</span>
                <span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s">'off'</span><span class="p">)</span>

    <span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">subplot2grid</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">40</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">colspan</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">axisbg</span><span class="o">=</span><span class="s">'white'</span><span class="p">)</span>

    <span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">wspace</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">hspace</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

    <span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">'Roary matrix</span><span class="se">\n</span><span class="s">(</span><span class="si">%d</span><span class="s"> gene clusters)'</span><span class="o">%</span><span class="k">roary</span>.shape[0])

    <span class="n">Phylo</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> 
               <span class="n">show_confidence</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
               <span class="n">label_func</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
               <span class="n">xticks</span><span class="o">=</span><span class="p">([],),</span> <span class="n">yticks</span><span class="o">=</span><span class="p">([],),</span>
               <span class="n">ylabel</span><span class="o">=</span><span class="p">(</span><span class="s">''</span><span class="p">,),</span> <span class="n">xlabel</span><span class="o">=</span><span class="p">(</span><span class="s">''</span><span class="p">,),</span>
               <span class="n">xlim</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mf">0.01</span><span class="p">,</span><span class="n">mdist</span><span class="o">+</span><span class="mf">0.01</span><span class="p">),</span>
               <span class="n">axis</span><span class="o">=</span><span class="p">(</span><span class="s">'off'</span><span class="p">,),</span>
               <span class="n">title</span><span class="o">=</span><span class="p">(</span><span class="s">'parSNP tree</span><span class="se">\n</span><span class="s">(</span><span class="si">%d</span><span class="s"> strains)'</span><span class="o">%</span><span class="k">roary</span>.shape[1],), 
              <span class="p">)</span>
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">
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<div class=" highlight hl-ipython2"><pre><span class="c"># Plot the pangenome pie chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>

<span class="n">core</span> <span class="o">=</span> <span class="n">roary</span><span class="p">[</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">softcore</span> <span class="o">=</span> <span class="n">roary</span><span class="p">[(</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">&amp;</span>
                 <span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*</span><span class="mf">0.95</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">shell</span> <span class="o">=</span> <span class="n">roary</span><span class="p">[(</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*</span><span class="mf">0.95</span><span class="p">)</span> <span class="o">&amp;</span>
                 <span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*</span><span class="mf">0.15</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">cloud</span> <span class="o">=</span> <span class="n">roary</span><span class="p">[</span><span class="n">roary</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*</span><span class="mf">0.15</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="n">total</span> <span class="o">=</span> <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">my_autopct</span><span class="p">(</span><span class="n">pct</span><span class="p">):</span>
    <span class="n">val</span><span class="o">=</span><span class="nb">int</span><span class="p">(</span><span class="n">pct</span><span class="o">*</span><span class="n">total</span><span class="o">/</span><span class="mf">100.0</span><span class="p">)</span>
    <span class="k">return</span> <span class="s">'{v:d}'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">v</span><span class="o">=</span><span class="n">val</span><span class="p">)</span>

<span class="n">a</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">([</span><span class="n">core</span><span class="p">,</span> <span class="n">softcore</span><span class="p">,</span> <span class="n">shell</span><span class="p">,</span> <span class="n">cloud</span><span class="p">],</span>
      <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s">'core</span><span class="se">\n</span><span class="s">(</span><span class="si">%d</span><span class="s"> strains)'</span><span class="o">%</span><span class="k">roary</span>.shape[1],
              <span class="s">'soft-core</span><span class="se">\n</span><span class="s">(</span><span class="si">%d</span><span class="s"> &lt;= strains &lt; </span><span class="si">%d</span><span class="s">)'</span><span class="o">%</span><span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*.</span><span class="mi">95</span><span class="p">,</span>
                                                 <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span>
              <span class="s">'shell</span><span class="se">\n</span><span class="s">(</span><span class="si">%d</span><span class="s"> &lt;= strains &lt; </span><span class="si">%d</span><span class="s">)'</span><span class="o">%</span><span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*.</span><span class="mi">15</span><span class="p">,</span>
                                             <span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*.</span><span class="mi">95</span><span class="p">),</span>
              <span class="s">'cloud</span><span class="se">\n</span><span class="s">(strains &lt; </span><span class="si">%d</span><span class="s">)'</span><span class="o">%</span><span class="p">(</span><span class="n">roary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*.</span><span class="mi">15</span><span class="p">)],</span>
      <span class="n">explode</span><span class="o">=</span><span class="p">[</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">,</span> <span class="mf">0.02</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">radius</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span>
      <span class="n">colors</span><span class="o">=</span><span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="n">total</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">(</span><span class="n">core</span><span class="p">,</span> <span class="n">softcore</span><span class="p">,</span> <span class="n">shell</span><span class="p">,</span> <span class="n">cloud</span><span class="p">)],</span>
      <span class="n">autopct</span><span class="o">=</span><span class="n">my_autopct</span><span class="p">)</span>
</pre></div>

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fVEJFWkxVXwj3rw8c8afJTyk8mDKTNg6NEiOed4mwQfnEhyJ2i5DB7/AjIvEpEG5VFpGQwCPrfW9gWuB4YB2621vYGBwAhr7RfAp8Bt1tr7gNXAKSU89nocuMJa2wOoHQhWw4GbrbV9gK8C93BAe+BE4Hfg70CfwD0bGmO6R/DzjVsaflRUE8luCd2vha8Wwl9W+12PUqrQwwvhra3Q8UaRSrUPdJaIVIWqLeGXOXBFHmweBfU6iaT2Ks9qS+lz4CJjzH+BNKA6MAnAWrsK2GmMySrle7W01s4OXDvUWrsUaG2tnR54fSLQKfD7nwPhqS1e5+dzY8xEoHngYxVm8f7cVkUxkUZnwFm14Okf/a5FKVWSbtvghxkwYKhI5dHObZ0X/KrXFUofCNPf3/+6FV9BzyYiaecHHoNFxWBha+2vxpiOeF2Y/wNygClBp6TgPbIqxhjTLXCNw3tcdqgOdWrQObuCfv3RWntymT4BVWra+VFRxxvU3OYGGCHw9LxDX6GU8k8SsGY3bFtQwmsnQ/+voUkJg0u/WQTPfA6Z54tITsTLLAVjzNlAO2vtGOBOvCDTJ/BaQ2C3tfaPIpftAZKttd9Za/tYa/taa1cCvxljugaufd4Y0wqYbYw5JnDdccD0Iu9lgdbGmJqB6+41xtSLwKca9zT8qKgiUrMznHgZzJgFAzb5XY9S6lDOawO/vVl0DSARaQ6N8mHUugNfO3QnbH4f6rcXSeoa6UpLYS4wwhjzJV74GQAkGmMmAG8CV5ZwzSRgsjEmu8jx64GHjTHfALnW2t+B64D/C7x/F7xxQeCFLKy124EbgI+NMZOBrECQUmGms71UVBCRBMg5Dy5MhPuX+l2PUqo0XqgFd25wbuUXwUe97WaqnAN/fFD692rbDuZlOrfrs3BXqVRR2vlRvhORTGh7I7yzSYOPUrFiQyL8p3rR4ONJHQzPfhza+/06G3ouF0kr1QwypQ6Hdn6Ur0SqN4f2Z8CnMyBN/zIqFTN6dobJ/3PO5QUfFUnqDl13wJQSxgCVxtVV4aUTYcdrzrmd4ahUqaI0/CjfiDQ4Dk5oDS9Zv2tRSoXihqbw2vfOrf81+KiI1IJax8KaLw/v/T9MhvPPhK2jnXMbDu+9QmOMqQyMAQYWDm42xjwAHGOt7WOM6Q28CxQu8PiLtfa6CNaTGbj3+FKe/yZwsbU275AnH15dJwGfWGsTAh//C28QdwIw2lr7kDHmDeARa+0PkaylLHSquyp3Xks753xvPOAtGnyUiikTq8D7m0sIPgIZp8Kc9w7/HgPyYck70PxUEZnmnCtjF6lM7gGeDQo+bYCe7JuODjDRWntWad7MGJMKdLPWTipjPV3wpt7vDT/GGLHWlti5sNaeW8b7FGOMyQHSA4O1g4+n4a1svTLwcTugt7X2WGOMAL8aY17BW6l6DHB0uGoKFw0/qlyJSDq0vgqeXgC9tvhdj1IqFAXAdU1h2WPFX0s5Ay4dD0UnPZVVNpA7Dhr0FEnKcq4g4t2DwDf1QXjbTBR6CLgDb5uLQocck2SMqQJcBQzBm0HWGXi4yGkfWmsfDbqmcEuMnYH/zg58nGmMmQscC+QBtYwxQ4G3gfTAf9daa6cbYxbjLZb4P2AFXnhqBJyP1616DaiDt87Q3dbaYgPMA2HmVqA2cG0Jn94dwBPAfwMfbwJSjTEpQDLe9P/t1tqtxpi5xpjjrbWH2Q0MLw0/qtyIVG0E3c+CcTOhmm5RoVTMGdgRZr/iioyXEEluB83XwfDN4b/n8m+gdQeRlBOd2/V5+N9/P12BWYVdFWPMMGACsKTIeW2MMWPwEtq9gS0vCFyTitc96gc8g9f1KdzLrM8h7j8MeNJa+5oxpg9eSPkP0NZa+1xgq4tca+1VxpjmeB2qDwLn/g0YTGDafODXFGvtycaYK4GLgJFAdWvtccaYqkD/4JsH9h77F7AbeMBaO61ogcaYlkAba+1dgZWwsdYuN8a8E/hzSgTustZuDVzydeDzjqrwo7O9VLkQqdsFTjkdvv1Rg49Sseih+jB9mnMuN/ioiGRA5Y4wZ1bk7j1nFnRfJZJ2doRngtUDlgME1u25AHiM/Ts9c4F7rLV/wtuY9AVjTHAjoRZe0LjWWvt8UPApjTHAncaY+4C11lobuHfw/QsDyTpgUGAdoQcpueX2TeDXFUBVvL3DMo0xI4G+wFtFzh+A13G6rKTgE/Aw3kasexljmuJ1zJrgbclxtTGmRuDl5UDDA37GPtHwoyJOpH5fOPsIeOs3v2tRSpXF/FR4Ks25VVOKv5Y2GL4aF/kaJi2Bod9B2iXeOkIR4djXOemL13mZDLwPdDbGPGytXWmtfRfAWrsQb2PT+oVvYK1dBpwCXGOM+cQY0xfAGNPFGDOxyH9/Db65tXYCcCReSHklMLi66NiewrFHNwDLrLU9gb9Q8qO43UG/F2vtDuAYvI5Uf+D5Iuf/GxgNfGiMedQYUz/4xcDHrYC3jDHfAXUDe5AdCUy11uZZazcDv+Bt1soB6vKdPvZSESXS6Ey4JgNuX+h3LUqpsjq/LSwaXvSoSMrxcPxU6FBO3dxnNkHfMXDpRSLynnNuY5hvsBJoAGCtHQWMgr0Df1+21t5kjDkfaG6tvdcYUwuv07Mi+E2stbOACwLX3WyMOctaexWHeOxljLkaGGetfSMwcLgTsJ6Sv1dXBwq7bQPx9h07qMCYoraBx2rT8B5JBde9G3gDeMMYczLwojHmkcJxQdbaFUCLoPdbFJgB1xm4IVBzEl7wKfyaX59ANy2aaOdHRYSIiEjTYXB/Mty+4pAXKKWi1CWtYM57zrn9Ht+ISCOonQKflPP2C2fvgqXvQNUB3tT6sJoOdAx8Ew8m7OvAjAG6BLafGAP8+UCPtqy1S6y111LyoOGSzAfeNcZ8AZyLNzh5BnC2MeamIueOBG40xowHpgK1A2OUgjtFweN/HLAION8Y8zXeDvb/OVAh1tpPrbUn4Y15OpDCbTlmBN5vMt52H89ZawvHSfU6xHv4Qtf5UWEnIonQ7M/w7FLoqzO6lIpZb2bDLTudWz42+KiIJEHmhbA5DNPayyoXaDYANo13zq0J17saYx7Ge4TzTrjeM14ZY2oDH1lro2Hftv1o50eFlTeVvc1fYdwCDT5KxbKtCXBv/aLBx5M6CP4V4vYV4ZYNbPwQqvUTkbphfOO7gSsCs6HU4XkEuNrvIkqinR8VNiKSBV0uhy90RpdSMa9fJ/jyGefctuCjIklHwhECP0TRAqVZp8Omic453QFdlYp2flRYiFSuAcdeBt9P1+CjVKy7ozHMmlg8+EgWZDWOruADsPEjyOotIvUPfa5SGn5UGIhk1ITOw2DSDzqBUKlYNy0D3tzl3NqZwUe99XXSzwAb6YUGyyh3LFTvJSIN/K5ERT8NP+qwiGTUgqOGwoQfNfgoFesKgCsMLH6z+Gupp8GgieHbviIS1o+D6j3DPAZIVUAaflSZiVSqDUdd5I3x0eCjVOw7tx3Mfc05t9+jaxEx0GAbvJp7oCujx/pxUO14Ealx6HNVvNLwo8pEJL0uHHMBTNLgo1SF8GQdmDzbue37TRsXkTSo1hXmR3xj0fBZ8CFUPU1EqvldiYpOGn5UyETS60H382DCDL9rUUqFw8pkeLSqc6smFn8tfTC8Uw7bV4RTNrDwfcgcJCKV/a5GRR8NPyokItUaQI9z4EsNPkpVGEM6wPwXix4VSe0FXX+GE0LZnDNKZAM/j4KMc7z1x5TaR8OPKrXArK6zYfzMQ5+tlIoNV7eA3z5yzu0KPuoNGq5R1dtQNFY1cfD5e1DpgghuhqpikIYfVSoikgkdLobPteOjVIXxcVX4cL1zG/dbt0dEEiDjZFjxlV+VhU/33fDm+5B+gTddXykNP6oURCQVOl4FE3UdH6UqjDyBWxrD8tHFX0s5E675rNxLipgB+XDhF5A2yO9KVHTQ7S3UQXmblLa+ASbOgtox+NxfKVWyU46AT190zv0RfFQkuSOYSjD7V78qi5zuzeDHKs7trAAdLXU4tPOjDshrETf7M4z6TYOPUhXJvxrAjG+LBx/JhKptKmbwAZiyABomiSS38bsS5S8NP+ogmgyF55ZBmzy/K1FKhctvafBConNrphV/rdIgmO7zbu2RNn86VGsrIrX8rkT5R8OPKpFI4yHwry3QZ7PftSilwmloG1j0atGjIiknwgnfejOkKjr7GWSe7o1nVPFIw48qRqTRyXB9MpwbA0vZK6VK78LWMO8d59zu4KMi0hTqAh+sOcCFFUw28NoHkH6+zgCLTxp+1H5EanWCwfXgr6v8rkUpFU6v1IQJC53btCz4qIgkQ2YvWPK9X5X5Y0A+nPslpAz0uxJV/jT8qL1EKtWBbr3gkUV+16KUCqdNCfBALedWfFr8tdTB8ESMbV8RLi9shCMWeStZq3ii4UcBhWv5tLsQxszyuxalVLid0RHsC0WPiiQdDR0tDN3pR1XRYep8qJsiIq39rkSVHw0/KjCl3fwZPtFtK5SqcG5uAr+Md87tCD4qIjUgu4H3zT/eLZ4G1TuISE2/K1HlQ8OPAnLOh6cWQfXdhz5XKRU7JleGd7c7t+GX4KPeDzwZA+D38X5VFn3mfgKV/6R7gMUHDT9xTqR+X7jW6ZR2pSqaAuAvLWHp28VfS/kTnP+FN+tJebKB5z+ANN0DLA5o+IljIjXbwOnN4aaVfteilAq3s9rDwldckT2MRKQNNN4Iz2zyq7LodfYuOHMipJ7qdyUqsjT8xCkRqQpHnAxPz/O7FqVUuD1aF6bOdG7r+uCjIpIO1TqB1fF9B/TGBmiwQ0Ra+F2JihzdojsOeS3dNpfARz/5XYsqf8nJS1MbNLjwbwkJeVmwJ2Xr1n4jK1WacpLIzmoAIrsyd++uMWfx4s8fSUubkVmv3jV3Ope8bdGir+4FSEjYlJiTc+ZtCQnbaoHsWbv29ge3bDljtb+fldpnWTL8r7JzK74p/lraEBj3UfnXFGvmT4dqZ4jIUudcHM+Eq7i08xOXcobA8AWQFgfL2KuiatR4uFtBQb3fFyyY+te1a++5NzPzk78sWvTVfQsXfn/jwoXf37h7d/bcLVtOHwtQt+6N1+fnN5oRfH2dOrcdv2dP2uYFC6Zdv2XLya/VqPHY5f58JqpkQzrAgpeKHhVJ6Qs9foDuOrGhVEaOg/QhflehIkPDT5wRqXUEDK4M/bb4XYvyx6pVwyctW/bmOwCpqbNr7dmTvq7wtapV32gosqvyhg3XzgVYvvyl/+bltZ8TfH1q6rzO27d3mwywbt0dMxITN7Qrz/rVwVzZEuaNds7lBx8VkQZQKx3GL/erstgzIB86zRZJOtbvSlT46WOvOCIimdD3ePjvjEOfrSq6Zs26PiGSV2PDhuvuKDyWlTVy4NatJ71f+HF+fpM82L9BKLIju6Cg3iYA51IdiEtI2JKwZ0/mnnIrXpVgdBZ8vNK5DQuCj4pIImSeAMvf86uy2PXtQqh9vIjUcs6t9bsaFT7a+YkT3jif1pfCGB3nowBYsGDatRs2XPOP7Own7wBITNyQlJi4tt26dX//+dBXOyn598ofWxPg7w2cW1bCeJ60gXD3J+VfU0Ux50vIOF2nv1csGn7iRqOB8N/FUFl/Oo9z2dkjWlau/ElNgI0br1gg4hLT06dWqV798Y67d1f/vfgV+3/N37On0vrk5GXZ4A1+BkS7Pn4b2BHmlDDOJ7kztFgCN233o6qK4aiukL/+0OcVJyL6dCVKafiJAyI12sKZ1aD/H37XovxXqdL37atXHzHE+/03WbA7fceOLptTU+e0Kiiot6D4Ffs/9tq5s/UPlSp9dxxArVr3dd+9u6Y+RvXVnY1g5lfOuf3G8XnLWVRtAbNKCLTq0J5NgyoDYeES53aOKbpe0sGISKZI1qVQRScDRClNpRWct65Hr5PhMf0GpQBYvfqhDxs2PO/WZs2Ofgx2p27ZcupjkERCwpasXbvq7R0QK7I9oVmzHs/B7jSR/CrNm3d+YfPm055avfq/E3NyTu3SrFnX4c4l7lq79r4H/fx84ttP6fC6c26iqWuJAAAgAElEQVTdj8FHvUc06QNh+vsHulIdTPvWMK8J7Hy96ODxQxFJOxKatIGvP4WHa4pknODcNt1GJMpICGFWxSARcxVMma/7dilVEXXuDDMfdc7t99hRJPkUGGjh7TI9rolfsxKgd3/YMse5/JAWghSRZKhyNhy3DD6cu++Vdj3g16+dc2vCXa0qO+38VGAidY6F27Zo8FGqIjq3Lcx5o3jwkRbQNF+DT6j6NoLvOkPee865baFcKZLSEur0hDe/hN5FFkWcNhkanS4iL4Ty6ExFlo75qaBEpDIc0RVu0H27lKpwnq0FX81xbseq4KMikgqZ3WHBNL8qiz25QN3j4dvqzu0YGUrwERERyRwIXZrBqo+LBx+ASsA130H6KeGrWR0uDT8VVsMrYdQsv6tQSoXbmiT4b7ZzK78s/lr6EHhuXPnXFKsuzIZGQ2D1t87t/CqUK0WkHtS4HP75K3x3iCVE7smFlski0vBwqlXho2N+KiiRzGxodAH8YwWcm+t3PUqpcOnZGSaPKLrnlEhSdzh6u7cwnzq0nKNhTSrsHBfq4yiRjH7QpBrM/ja0e9bqD+te1Mdf/tPOTwXl3JZc5359HG7eCoPbQ4HfJSmlDtv1zeD3T4oHH6kNNWtp8CmNhytBlUGwdIFzeWNDnMJeRST7Mrg4N/TgA3DxdEjrE/p1Kty08xMHRCpXhybnw10rYcgGv+tRSpXFF5lwSYpzS0cFHxWRBMgYBktHQbZPtcWKdm1hfkPY+b5zLqSfCEXSukI9A9O+hBqH8Y2zcT9Y8q5zLq/s76EOl3Z+KjDviyI4t3WDc788DjdsgSHttAukVKwpAG5oDstK2J8r5Qy49HMNPgczJRGyTge73bm8d0IJPiKSIlL1QjglFRZ+cXjBB+C9ryDzjMN7D3W4tPNTQYl07AntLoafn3Nu9nf7jleu4XWB7lkOg3QskFIx4fQOMHakc25j8FGR5PbQvCrM0ckNB9SzCfzQEfJGOedC2uZDJKUV1OoO734J3XaFr6auXWD6LOfc0vC9pwqFhp8KyJvueuPj8PAe+DgdHv8dPns0eJyASMNToHszeP1XXe5JqWj2YH14bIFzq74LPioiGZD1J8gd61dl0S0XaHUC5K5xrmByKFd6XfPKA6HzFvgqQsGy5snOrSu2H5sqH/rYq0I66Qa4P/D7/jvg/SZw/XCRdscUnuHcsk9g3FvQuT2MzvKpUKXUQc1PhWdTiwYfT9pgmPRx+dcUC86uAQ0GwbpJZQg+DaDGpfDwz5ELPgADZotU6hG591cHo52fCkakbVd48M9wWgmD6camwYjCLtCufdc0OBV6NIXXZmsXSKlo0rULTH+s6BgVkZQT4ISlMG7Vga6MX426waoEKPi0DFPYT4TmGfDz95Gqbn8NT4LlIe8fpg6fdn4qEG9vmb4Xlxx8wDs+qilcN1yk/dGFR51bPg4+egs6d9AukFLR4pJWYN8tHnwkB2onafAp6oEMbwr7Mutc/ichTmGv5k1hv2Jt+QUfgKe/hsp/Kr/7qULa+alARPpeDaM7QtVS7OU1Ng2G/wZfDC/eBerZBF7VsUBK+eb16nDbdueW7fdYS0SSIPNC2FzCrK941qY9LKgHu953zoW0l6FIRneo0wSmTjz8mVxl0fEYmDVFNz4tX9r5qSBEqteBwUeWLviA1wUa3Ryufdx7VObxukAfvuN1gcZWi1S9SqkD2ZoA99crGnw8qYPhXzrOZ6/xSZA1AOZtdm7nu6EEHxFJFal2EZwisGCCP8EH4Lvvobru+1XOtPNTQYgM/ie8U71seXZMGozYrwskIgL1T4VeOTDyN+0CKVVe+naCic8U3WBTJKkrdNoD0+f6VVl06d4MZraDvJAXDBRJbgN1usIHE6BLFIy3GdwUxuY5l/ej35XEC+38VAAiHY6Fa+qX/X/nn/LgvRZwzXCRdkcBOOecc8vHwgejoEtH7QIpVR5uawKzJxQPPpINWY00+IA3hb3mSTAt3bkdr4YSfEQkQSTzLOhRH5Z9Fh3BB2DUQsjuULgwrYo8/YOOcd4/lh7nQu/DXCq9ym54AvjnX0T63eINngbntq+BWcPhL/lwQRtdHVqpSJmWAW/udG7tfjuEe13Y9D+B/dyvyqLHwFreFPb1XzpXMCWUK0WkEdS6BIbPgImzI1Vh2d0zGTJO9buKeKGPvWKcSI9h8G4PqBvGn2A2J8Idu+GrF5z75Yd996pUG1qcCw8shv5/hO9+SsW7AuDIzvDzI0VnKYmknQ7nzIKXNx7g4jjR8FhYs8e5XZ+FclUgPJ4MLVPgp2mRqi48GveDJW/p1PfI085PDBOpVhVOPS68wQe8LtAI4P6rRU64sXgX6Mo92gVSKpzOaQ/zXi0efKQVNNwa38HntspQeRAsn12G4JMNWZfCDcujP/gA/GcKZOjg53KgnZ8YJnL6P2B0/cgORv4j0AWa9Jxzv87Yd+9KdaDlufDgQjhpcwQLUKqCG1EH/rXKuVWTgo+KSBpUGwIbx/hUWBQwR8DimrBrtHNuTyhXimQcCw0awcxJUClC9UVC4xNgyRuh7jqvQqOdnxgl0qIDXNo88rOwqu6G/wH3XyvSL7gLtBp+fgwuBYa2jnARSlVQK5NheNWiwceTdha8M67cS4oKHyZ7+5bNXe/czvdCCT4iki5SbSgM2A12UmwFH4B/TYH0k/yuoqLTzk8M8p5hD3sUXkot3zv/kQi3F8DXzzk3e+a+etLrel2gh+dDvy3lW5NSsezYzjDlieCFRgFEUo+DbrkwaYlflfnn6ObwSxvY8W7wZsylIVKpA9ToAh9/Ae1iuHOScyIsfS3UBRtV6Wn4iUEiXU6H186E1iF9YQifUWnw1CyY8ERha9YLZA3/BH3qwStz/KlLqVjylxbw1iTncvebvi4i9aBeF1jxVajv2LTpMRckJm4+Z9+R3Z2cSx4vsqeG97HLci55+vz5s25o1qzz3xIS8voBsmdP+qcLFvz438P6dA7bIoGuJ8HGJc4VTA3lShFJhMzBcNR6+PK3SFVYfp6tDDe0cG67LmgZIRp+YowXMq5+AkYk+lvJxiT4+y6Y8Jxzv++dmiuSXg9anQ0PLYR+OhZIqRKNrQZ/wbmlo4OPektXZAyDraMO9w6NG5/YPSlpzRnz5/98a+Gx5s07jMjPz3mhoKD2+vT07++fP3/2sKSk5dKkyQk/btlyysmrVz+y9nDvWzan14EJ3WH7aOdcSDNJRVIbQ7V+8MREOGt7hAr0QcMTYfmroY51UqWjy/bGnCMHwo3pwK5DnhpRWQXwZAK8e4NI359g4gjnXIFzO1aKyGNwyRlwfGt4SbtASu0nT+DWHFg2vPhrKYPgr5+E4y7JySv+tmXLqZcWftyw4bnNRfZUXbLko8JH1sMAqld/OgvYk5fXyadH1g16wdqdzu16OZSrvB8EM06F9gnwQwUcG3Xz93DHCUBIM9xU6eiA5xgSWNCwLzT1OfgEG7ID3msLVw4Xad0RCleHXjoaRn8InTrBxCp+V6lU9DizI8x5qfi09uQjoMVyuH/bga4srZyc0zo7l7h89er/rC88lpr625/z8+s9HXxe8+YdH6xSZdTU3buzHty06cIdh3vf0FxfBSoPhhUznds1PpQrRaQGVL8Mbl4EP0yPVIX+un4zZNfRVZ8jQ/9QY8pRQ+Cv5TzIuTSyCuDpBLjvBpF+13s7T4Nzm5bDT4/C0AS4pJXfVSrlv/sbwozJRR/tiEgmVG0Fs38Nx12Sk5deVFBQ5/XCjzMyvkwW2XXM4sWffxt83vz5P/9t48ZhRyYmbry+fv1LG4Xj3qXTsjM8fRRse9k5tyKUK0Uq9YKW/WDpWLgnN1IVRodrp0Ha8X5XURFp+IkR3oC+Hr2hURSv/DkkD95uB5cPF2nZHoK7QO+PhU5HwNeZfleplD9+S4OXEpxbU0KnotIgmB6Wx10AIvk9Vq9+cO+g4Vq1/q+Hc8l7N82sV+/P9XJyTu8EsH79bX84l/J9aqrtHK77H9jbKVDlTJi32rmdIa3dIyKVRKoNg0F5YL+KvSnsZXHrJsiu5z3iU+Gk4SdmHH0u3JLsdxWHVr0Ank2A+/8q0udaL7SBc5uWwU+PwYXJcKnxu0qlyt+FbWDRq0WPiqScDCdNhiZhmX1St+61dYCteXmd9k6TTkjY1Nm5tL37WSUnr6iZkrLg4ZQUm5CSYhNE8jsVFNSaF477H9hRLWHoCbDlTefc76FcKZLeCRqdBT98Aa8ui1SF0enyHyCtj99VVDQafmKA9xipZ8/wb2MRSWfvhFEd4LLHRUw7KOwCLXkPRn0MnTtpF0jFjwtaw4K3i67bIiJNoe4eeD9ss6xSUpbUhoR1+9+noLZzKXvvsWTJhz/v2ZP+UU7OmeNzcs78Ys+etM+WLn0/LI/cilskUKM/zMS5vDeLrml0MCKSJFLlXOhZDZZ8Bs3jcN2be3Ihu6F2f8JLp7rHAJFjh8GYY6FGjC7a9VYaPDMDJj1Z+MXf+4fcaCCcUAueD+mnQKViy0u14M6Nzi3fb1d2b7X0zPNg8+gDXRn7TqoPk4+G7e8750Ja+kIktRlk94HnJ8Cp5TwYO9r8rSY8VtW5nd/4XUlFoeEnynlfIG97Eh6I0eBTaH0S3L4TvnnKud/3/oQpUjUHmg2Cx+dBj61+VqhU+G1IhO7GOfu/oq+IpJ0Lz3wBQ31arDSScoH2x8G6bc7tmhDKlYEp7KdD6z0w/cdDXxEvavd1bs3rhz5PlYY+9op6x14Etx76tKhXowCeS4S7bhbpHTQW6I8lMPNROC8VrtCxQKqCGdgR5r5Y9KhIUjfoZCtm8LmyGjQaDCt/KEPwqeVNYb9jvgafohpv8f58VDho5yeKeT8B3fQk+LzqfNgVdoEmPencvL1L0XtdoBaD4Im50O2w1zpRyl83N4GXpzm3fnbwURGpCTV7wdqQ1raJDc2PhGWZsOvDousYHYpIeh9oXBN+/CY+ZnKFar1A0x7ObX7H70oqAu38RLWOp8FVUbiuz+Eq7ALdfYtI76v37wL9+Cicmw5XtfC7SqXK7utMeHdbCcFHIGMA/F7Bgs+zad4U9gXLnNs5JpTgIyKVRbIugfO2whwNPgdUw0F2qi56GB7a+YliIlc85G1wV5GtLRwL9D/n5u7dCkOkSmNoORCenAtdtQukYkgB0KkzzH6k+CrOqWfAsBnwzCafiouADq1gbjPYOco5F9KMVJG0LlCnLUz+EhroHlaHdE82PFDduZ1f+11JrNMEGaVEmneEwXHwfLdWAbyQCHfeKnLcXwp/qnFu82KvC3RWJe0CqdgyqAMsermE7SvaQuPcihN8ZiVAjVNhTkFgCnupg4+IJItUvQD6VYbF4zX4lNY9uVCtod9VVATa+YlSIufcDW/V8buO8rUmCW7Pg8lPFukCNQl0gax2gVR0e7gePLTEudWTg4+KSCWodiZs/MivysLr+IYw5UjIe885F9IsTZGUFlC9F7wyAU7Mi1SFFdfRR8K0qc65sK0NVZQxJhl4BWgE5AGXAPcCTYBU4C5r7XhjzDxgLLABeBF4HkgBdgOXWWujdkFK7fxEIZHKNaBPU7/rKH+1C+DFJPj7rSK9/hzUBVrkdYGGZMDV2gVSUWpRCjyVXjT4eNKGwLiPy7+mcMsF6vWBb2o6t+OVUIKPiIhI5TOgcwtY9bEGn7Ia9yNk9o7wTYYCK621PYDngGHAdmttb2AgMCJwXhLwibX2n8D9wMPW2n7AcODOCNd4WDT8RKUeF8Kl2/2uwj9D8+DtLnDxcJGmBsA5t8e5JW/DyC/gqE7wo46KVFHm3Paw4JWiR0VS+kKP6dA9xlcnHpblTWFf9Z1zuyaFcqWI1IEal8N9v8P3MyNUYJwol4HPnYBvAay1bwPVgUmBj1cBO40xWYFzpwV+7Q7cY4yZCNwGZEewvsOW5HcBan8ikgJ3tYOkUi8BXzHVzfe6QK/cJtL7e/jqOS8AbVkoIo/BoLPhtPowIsL7ESlVGpca+PX9ouNeRKQhNEiD8cv9qiw8mh4NK9Ng50uhT2GvfDy0zYJpH+lMrnAZNgMe6Al8FaEb7AYSgz527N8sSQEKx2kVfq/aCQy21q6JUE1hpZ2fqHP0OXCdDv7ba2gevHkUDHtMpFlLKOwCLX4T3vwSuh4BP6X7XaWKZ+9lw+crnNuyMPiot4RD5gmwrITHYLHiiXSoMggWLXQu76MQp7BnimRdChdtgtnfavAJp3tyoVqDCN5gOtAXwBhzGt6Ynj6BjxsCu621fxS5ZipwZuCcvsaYcyNY32HTzk8U8dYAuaartzO62qduPryUDC/dJtJrKnwT6AJtWCAiw+GMs+G0BtoFUuVvawLcWd+5ZY8Xfy11MNwdw+N82rWB+Y1g56vOuZC+JomkHQVNWsO0T7zHNCr8Gm8WkdrOuUh0Wt4C+hljJuF1di4D7jTGTMDr+lwZOC/4/+09wEuB0LMHb5xQ1NLZXlFExPSCty+GI3Qg4AGtSIK/b4fJI5ybvzfsiGS3gBYD4Jk5cEScb4Koys+JnWD8s0UH/ookdYE2iTArBjftnZIIp/aHrb86l/9TKFd6j+2rnAW9l8IY/WEkonTF58Ohj72iSpfeGnwOpX4BvJwCd9wh0uvyfTPCcufBtEfhjGpwXXO/q1Tx4B85MHNS8eAj1SCrWWwGn945cPzpsGl06MEnxUC9C2HMZA0+5aGGg+w074mBCpWGnyghImnQIQ6nt5fVJXnwxtFw0aMijZvB3rFAb8Brk+DoTvBLms9Fqgrrx0rw2m7n1s0IPup9I0o/E+ynflVWNrlArX7wXTXndox0zpV6tqmIJIhkDoKuTWHFx9C7Am7WGq2OnwNJnfyuIhbpY68oIXLUefBpHx3vUxbPp8HIyfDNi4UDMr2OUONz4U+V4LH5fleoKpIC4Kgu8NMjzrn9JieIpJ0GA3+FNzb4VFwZnFcdPugNOz5yzq0P5UoRqQ81+sO9X8FftkSoQHVQ2cc5l/uW31XEGh3wHDW6HKHBp6wuy4OTu8EdHUQaP+7c4gWBb0qvi2S3hO9Oh+fnQHsdC6TC4Py2YF8rHnykBTTNi63gk3MMrEyEgmLbcRyKSMYJ0K4K/DI2UtWp0qiSIiIS6v+/QzHGVAbGAAMLZ3YZYx4AjrHW9gm8PhKohrfq873W2s9L8b6nA59aaw+5HYox5iSgibX26VLWnAiMA66w1i492Ln62CsKiGTXg551/a4jtjXIh5EpcMffRXpdWvgc3LncuTDtMRiQBX9t5neVKtY9XRsm/+bc9tXBR0UkFap2gwXTDnRldHkgw5vCvnSec/mfhDiFvapI9mVw2Xr4ZUokq1Sl0WMeJLWPwBvfAzwbFHzaAD3ZN8NrGPC7tbYvMBhvVefSuBFvxtghWWs/K23wCZy/G2+BxRGHOlc7P1HhyCFwdkj746gDuWKn1wX6RzuRJk84t2ihc2438LpIloHvToMXf4M2OrBchWhNEjyS5dyKEh4xpA+BkePKv6ayaNsOFtaHvJGBfxulJpJ2NDRtDlM/1ins0eK1xTC2FzArXO9ojEkDBgG3BB1+CLgDb48vgDVAYejKBtaV8D6PA13wFkx8Cm/xxGOAj40xl+HtB7YFeBKoClwL5AO/WWuvNMYMA9rihZmRwHygIzDTWnu5MeZEvG01dgTqOd9a+5MxJssY08xau+BAn6N2fnzmdSjaG82h4dQoH0amwW13ivQI6gJttDD1MTitBtykg8tViAZ3hHkvFj0qktQDuvwCA0q9q7k/xidB1ukwd4tzO94NJfiISKpI1YugfzIsmKDBJ9pUSQ7zG3YFZllrHUAghEwAlhSeYK19F2gY2Nx0El5HZy9jTDbQ31p7LNADSLLWvgasBk7BCzmd8ALLWCANOMVa29O73LRj/3WEOgO3A0cB/Y0xVYGrgZsCe469hbcNB8DXBBZlPBANP75rfgycrUufRsSVefBGNzj/EZEGjQGcc7udW/gqvPgtdOsEVmeEqVK4rjnMHuuc228mk4jUhpo14JtFflVWOsc2hQGnwqb3ncv/JZQrRZLbQP3zYcIkeP+AP0krPx2zWCS5bRjfsB6wHPaGmAuAx4C90+qNMRcAS621LYDjgf8Fv4G1NheYa4z5ADgbeLWE+yyw1m4M/P4PYHRgYcU27AsyheZba9cGAtlKvE7Ru8DTxpjb8bpBhQs+LgcaHuwT1PDju059oasOxI2YRvnwWhr8/W6RHhcHdYF+h++Hwyk14OYmflepotlnVWBMrvd3Zh9vRmHGafDrBL8qO7RcoNYJMLWScztedc6V+mtNYAr7EDi2ASz/BLpEeWcrnr2zACq1CeMbOvZ1XfoCdYDJwPtAZ2PMI3gbmX4OYK2dBTQwxuy35pC1tj/eY7IjgI9KuM8uAGNMCt6jrSGBLs7UEs4tNiEo0EnqDawHPjLGmNJ+ghp+fOSthtpBB+GWiz/nwevHel2ghjkQ3AV6YQp076xdIFVcAXBzU1j6fvHXUs6EKz+N3s2rB9eEBoNg3UTnCkIamOxtyFrrEhg+EyaF1ClSfqlSqkHEpbQSaABgrR1lrW1nre2Gt3fXDGvtjXjjb44GMMbkANsKH5MVHjPGXGetnWmtvYV9nZw9QNHHdJlAgbV2XWDvsKM49KBoMcb8I3Ddc3iPvVoHXmsALDvYxRp+fNX+NLhcNzEtNzmBLtAd94j0GLp/F+i7x+CUmnCLjgVSQc7oCLOL7WQuktwBmq2Gh6N0bZtG3eHDFrDjZedcbihXimScBB26wJpxcMm2SFWowq3+HyJSK0xvNh3oWLSTg/fYq/DfwjNA48BjqteBK4qcuxLoZoz5NrAn2AuB45OAb/DCkAOw1m4AxhtjpgH3Af8BHsULSYX3KzrOzAFLgS+MMeOBDkDh4qI9gYkH+wR1kUMfiVx4F7yqU9x9sSgF/vEHfPOYc0v3rgchUrMNtDgFXvoNjM4Ii2v/bgCPzHNu7ffBR0WkMmQNgNwoXN/mzgwYfjJs+dI5d9B1TooSkSzIGgSXT4MHi83cUdFufiIccaRzWz8Ix7sZYx4GplprY2rvMGNMR+Cf1trTD3aedn584o0XaJLjdx3xq8kueD0d/lakC7TuN/huOPSvBbfpWKC4ZdPgueSiwcdTaTBMisLd2lt1hP90hy2vhB58Mo6FZqfA8nEafGJV891QOZyP7u8GrgjMqooJgUUO/w1cc6hztfPjE5HmvWD0JbrqcDRYkAx3bYbJjzq3ZO9zYpEabaHlyTDyV2iu+xXFla5dYPqjRaeDi6ScACcshXGr/KqsuA+TYegpsHWmc/m/hnKlt6dg1bPgpHnw9uIIFajKTZvjYM7oorMSVXEafnwicuatMFo7C1FlRCq8ORGmvBa0R1gSND0fhiTCv6N8OrMKj2GtYPQ45/7Yr3siIo2hYStYGkWrGndrDj+3hh3vOedCekwrktwO6hwJn3wJ7XRrnQrh+Uy4tpFzO77wu5Jop4+9fNNSH3lFnWt2wsjj4JyHRXIaAjjnCpxb8Ao8Pw16dPLGCqmK6/Xq8OWSEoJPEmT2iZ7gkwvUPAmmpzi3/fVQgo+IJIpUOQt61oFln2nwqUgu2wKVonX6YVTR8OMDkdotoU8Vv+tQJWmWD2+mw033iXS/YN9YoPWz4dsn4Pi6cEdjn4tUEbEpAe6v49yyEsbzpA6G/0bJ9hVn1IaGA2H9eOcKShiTdGAikgO1LoanZsCEkB6RqViRkeh3BbFAH3v5QKTfdfB5a82e0W5+Ctz5B0x62LlVKwqPilRvD61OhNdmewOnVcXQpzNMeso5tz34qEhSV+i0B6bP9auyfRr2gDX5zu0aH8pVXoiv3B9aJsGPMbL5qiqbjsfCrI+L/j1W+9Pvvr5om6N/9LGgeWBG2O33i3Q7f18XaMMvMOVxOKEe/EMfX1YItzaBWeOLBx+pDtkN/Q8+N2VC5UGwfFYZgk91qH4Z3LBEg088uHw2pBzldxXRTjs/5UykcnV4YjhcHKWLo6mSzU2BuzbB1w87t3Jl4VGR6h2gTT94YzY01OX/Y9J3GXBuFecWvxF81Au76RfD8lH+ruJsOsHibNg1xjkX0qKo/9/efcdZVd3rH/+s6V16bwK6o6II9oJiiYot9pLEaGKSe/Mz1yRGvSYxRm8sib1rYu8KdrEhIiKCFJUiyKb3DkOfynx/f5yZOAwgDMw565yzn/frlZdxz5yZB4SZZ757r7WcK+gHnTvB18NBRwhGR/OjzEpf9Z0imWn8kHD7nwkXadfUlLN3JbxYANfe7NxRF9ebAk2CkQ/AcR3hBk2BUk418N97w7yXtn5bzhlwwcf+is8rOdDsLJi+3KzijcYUH+dcgXPNLoOzKyEcruITNYVZvhMkO/0GJVyvHpCvIy1SUgbw+woY8EP460HOtbzTbNVSM6sCnnKuzYHwyQnw4mRNgVLFhb1g5nNbH1/hfgA918PTpdt7ZXwduhdMCqDilcbu2eJcfm/o0gc+Hhrb+E6ip9A55zIb7lMl39HkJ4Fi04IOOs4i5QUV8HIhXH+rc0dc9N0UaPmE2BSof2dNgVLB/e1h9CSzjVvsaOycy4dmh8CMLxOfaY6DVgPgqwyz8hcbU3xql7BfBP1awLwPVXyi7OiZkLWf7xTJTOUnoVrtA8dpn5i0kAH8oQKePgnOv8O5Vm0BzKzSbNYT8OhEOKYPLG54erEkhQXZcH+x2eJPt35b3vkw0MOy9gEdoNdZsOp9s+pxjXmlc7l7QtufwzNjYci0eCWUVPHAQsjr6TtFMtMDzwnk3DH/BcMPVOdMNzXAPbkw6EOzL16pu+qcy4Gel8Al1XBDo85akng7si+MfsDMttiqwLmc/nD0ShiW4P9eHY+FFZvMKj9uzKtiU8fC02EfYNz4OIWTlNT+GLMlr+z4/aJJ34UTaq+O+i1PRxnAH94TNU0AACAASURBVCvgqZOcO/8O51q3gbop0Iwn4MFJ0F9ToKTx33vBtLe3Lj6uI7QuTmzxuWKP2BL2xeN3ofi0ji1h/9/ZKj6ytQI90/s99J04QWI/obXX8z5pbZ9KeKUIrv2Hc4efX3fVbPnX8OmDcGxn+Htnnwnl7Wbw3nKz1TPqX3XOZULhybBoG7fB4mWvg+Dxg2Dj02bWqINSnSs4FoLjYf5g+OvqeCWUVLbncuecvt5sh257JYhzxT1g0E1wivb3iYSpuXDjSvjkTrMVy+uuOte6L+x7HLw0GTpoRVhClTvoe4DZ1HsbvsW5/PPh6pHw9wRsQ/FMLvzPqbB+tJk1avNE51whNLsAzpoCTy2IV8J46tDhN/sUFn76ZHV1m3/NmTP86brrXbqc2z8395sXZswIOwJ063byOdnZi35pRk11dbvn584d+nL37kdfmZGx9pjal2Q4t7n1jBlT+/n4dSS/mZlwQB+zTe/4TpKMNBZLmP2PgxNVfCJj3wp4uRjuus25w983++JVALMVXznnpkD/S+CSSvhrSn4DS00/6g3fPtHwqnPZfSBYkJji0zuAsAdUvFi7RcJOcy6/L3TtBSOHQKeU3C6jsHB4fkHB53+rqSkcXv96fv7Y3Jyc6f8DGUtj7/dRfnb2gt8vXfrPAdXVbas7dfr5+82aPf/+7Nkj7wfuB+jW7aTznCtvmfhfRarouRkK83ynSFa67ZUwe3dS14yaDOCaSnh8gHPn3e5cm9YAZlZhNv1xuH8KHNsXlukPRtz9XxeYMNLM1tW/6pwrgT0C+GZqfD//pAxodSpMqTErf7kxxcc5l+VcyY/h2BKY+1GqFh+AioofVCxc+MzPzLK32F6gffvfXVlV1eUJcNUALVo81remJm/i+vVnbCwrO7SipiZ/XEnJoP8c2ZCdPS8zK2vxpUuW3PdUon8NqaVQzxluh8pPwnTU8z6R1asSBhbD1f907vBz6q6arfgSRjwIR3eDm7t4DJjmJufBU5gt28by8fxzYdz78f38P+wEh/0IVr1rVt2ovYOcy+kJ7S6Fl76AD8J4JUyU6up2NeXlfbZ40Lxdu6u7Z2SU7T1v3rvv1V3LzFzXBrJW1f27WfbKzMwNbev+vUOH35xaU1PyScOPJQ0Vb46tOpWGVH4SwLm8znBwke8c4lMGcG0F/Pt05877h3NtW0HdFGjGY3DvlNip4poCNb3L9oW5zzW86lz2ADjlM9gzTg8+rgY69IdP25iVPWNmO33b2znnnCs6E/oEsOQ9OK0sPhl9cgZQVPTR39atO/vGHb1z/X/Jzl548fr1p2gZ9w7tvwDo7jtFMlL5SYgDToRT9byPAAdUwMA94A8NpkArx8Pwh6BfV/hHJ58J08uP94WpLzU8F8s51wM6VMPry7f3yt1zeXPoch4sGWNWObwxr3TOtY0tYb9hBoz5Kj75kkOrVne0da6qZ0nJoEd79uz1Dmxu07Pn/q9u3txsiXNVrevez7nK9ps3lyyB2PNAzm1uv2LFDYv8JU8Vf14A+drscBv0U2ZCdG8LuVpWJ7UygOsqYcDpzp17KHx4h9mGVWZWDjzuXNtDYEg/GDQJWuqIgl32VBsYMcOsbHH9q7HbAMVHw7w34vN5exwKCwug8qmGZ4btiHNFx8N+LWHs4DQ/jNSBuZUrr1m2cuU1R9Vd3GuvfcfMnDn5vIKCz/M6dvzVXSUlg4praoo2Z2SUHVxa+ovrAZo3f3Y/s+yZ/qKnkl7VkKPnfrZBk5+EaKsVCbINvStg0B7w59udO+zsuquxZ1M+eRiO6A7/7OgzYepalQn/aGW2cMjWb8s9Dx6Lw/EV/86DkrNh9lyzircbU3ycc0XONb8cfroOvhmZrsWnU6dL++61137DMjNLL83KWnblXnvt93GzZs80q/cuBrBp01HllZV73tKmzU0vtWt3zStVVV3uWr/+jI0AmZmlrRs+MC3fJ1dDjm3QPj9xFtvc8MYn4W/lvrNIMvs6F25eDkNuN1v/n03rnGt7KPTqBwMnagrUGMf2hREP1U7T/sO5rCPgkAoY3cSTg/33gRndoOI1M6tuzCudyzsYOuwLIz5O5ZVckqy6Hms272XfKZKNJj9xl9cB9s/1nUKSXZ/aKdCf7nDu8LPqrpotGwvDHoYjemgKtLP+0AOmfLB18XGtoUX7pi0+kzKgxekwrcKs/JXGFB/nXLZze/wUTiqE2Sm9hF2SWU6m7wTJSOUn7nocCSds8J1CUkEG8OdKePhM58651bmS5gBmVmY2/V9w1ww4oW/slo5s2ycl8Oo6s5VT6l+tPQD0TJg2tOk+1/Fd4LAzofQts6oJjXmlczl7Q/tL4K2R8HajdnkWaZy2a5xzrXynSDYqP3HXrSPsodsV0gh9K+DV5vC/dzp32Jl1V82Wj4lNgY7sAXdoCrSVauDKnrBw0NZvyzkLLh0CLZrg86wG2p8An7c0K3vWzHZ6Z+jYEvbic+CgHrD4fehf0QSBRL7H2XMgZx/fKZKNyk/cddDDzrILMoC/VMIjZzl39q3O7dEM6qZA4b/gjhlwYh9Yo7/D/3FOb5i71Qor57J7QbdV8NDa3f8cl7SALufC0pFmFY06BNU51x5a/RJungKjGzUpEtl1fyyFLE1+GtBT4HHXUuVHdkPfCnitOdx6p3OHvGk2bjDEpkDOuclw2M/g1+vhj4t39JHS2x0dYey4+g+Lw38OAu0NYRMc7tj1MFiWAxVP78IS9hOgVzOYPHj3c4g0Vp5ulTegnxrjyDmXD+1LfOeQVJcBXF8Fj5zTYAq0ySx8FO6cDSdFeAo0Jwf+lWe29POt35Z3Pnx3bMKuuasASs6B+bPMyt9t5BL2Euda/BIuK4XJo3Yvh8iuUvlpSEvd48i5TkfBh7+G/Tb5ziLpohq4NRsGv2k29j9TBOdcAez9M/jNevh9xKZAhx8EY+5tuNLKuZwT4LjF8OFu7ATcaz+Y1QnKXzezRj2751zeodBxbxgzDFrpC6141L2/2eyXfKdIJhH9STFRuvWCfVR8pAllATdUwUPnOvejW5xrtgfUnwL9cw6cfGB0pkCXBzD11a2Lj+sCbXN3vfiMyoTmZ0C40axsUGOKj3Mux7k9LoEBuTDrYxUf8S/fnHPa6bmeiHyB9KVLc/0WS3wcUg6vtYDf3e3cwafVXTVbMgqG/AsO3xvub+8zYfwNagkfLjRbN7f+VedcFhSfCAtG7trHPaYbnHA6rHnDrGpSY17pXM4PoONP4YMR8IaOYJAksf8CoIfvFMlE35njqsUevhNIOssCbqqMTYHOutm55iVQNwWa9gjcOg9OORA2pOHf8w0Z8NcOZgu38QBx7nnwt114zmc10OZEGFVsVvacme301NY5l+Fc8blwRFdY+D4cUdn4zy8SL79bCLk63b2eNPyimExKin0nkCg4rAJebQlX3uPcIafWXY09APzhv+HgNJwCndUbwicbXnUu62AIZsEfG3m7+cJW0OlcWPGpWfU2HpzePudcJ2h1Odw1CT5t1KRIJDGOqIRMnTRQj8pPnMR2lC3WSi9JkLop0P3nO/ejv9ebAm2snQLNT58p0PVdYeJwM9ti53TnXHNo3h0mho37eF2OgDf2hrKnzWxVY17pXOFJcMAhsGIw/Fo7uUsSy3K+EySTNPhCmLTaQqDlhZJgR5TDa63gyrudO/iUuqtmS0fCh4/BQQE82M5nwt3zZQE8X2224qv6V2M/bOSfBeEHO/+xbiuEknNhwTSzyg8auYS9WWwJ+6+Xw8Qvdv5ziviSpe/39WiTw7jpti8cpK3rxYMs4KYqOPkC5844Ej6/w2z1+tpJycPOtTsa3j0EBk2CohQ6TLMauHxfmHfX1m/LPR3OGr7zx1fscwDMbgeVzzZ+CXvhEdC9O4x5Tyu5JHVosVd9aoJx06YrdFb5EY+OrIDX2sAV9zh30El1V2NToA8eg0MCeDiFpkAX94Lpz5rZFoXNObc3dNoEL+7ELauPsmJL2GeuMat4tZFL2HOda/YzONXBLO3dIykmQ7e96tHkJ27aFKlbin85Bn+vggEXOXfG0TD4DjOrNwXqcCwM7gMDJyf3FOjRtjDqG7NNy+pfdc7lwh6Hw8w3d/wxjuwBE/aDslfNrLwxn9257H2h06Hw5jA4qKpx2UWSQabKTz367hw3zfWwsySRuinQn+9x7uB6U6DFn8L7T8SmQI+29Zlw+5ZlwV3NzBZ9svXb8i6AZ9/9/tevBlqfBGPzzDY935jiU7uE/QI4uiMs+FDFR1KXnvmpT78ZcVNS5DuByJZyDG6pgnsvdu6MG51zRQCxSdC3D8P/LYHTDoTyJPsJ8ZwDYOZTDa86l3sMHDwJzvyeQnJOG+h8Dqz82Kx6dGM+a2yX6Da/gPu+gk++aXxukWSiyU99uu0VN0WFvhOIbNvR5XBoO7jxXuf6vmz21VCITYGcc19B35/BH1bBr5bt6CPF32/3gqmDzWyL5+ecc+2hXQv4bML2X9v5KFi22azy6cZ8xtjKsYKToXcuTNjBVEkkVWQ555xrzKrGdKbJT9wUaPIjSSzH4NYquO/HtVOgQqibAk19CG5Y6n8K9GEJvLXKrHSLfXuccxlQOACmDNv2664rgqJzYeE3ZpVDGvMZnXMtoOXl8LtFMGHsrmcXSTaF5YB+KK+l8hMHsQPkivJ85xDZsX4V8Fo7uO5e5w46oe6q2ZLh8N4T0GdfeKJN4nOVO7hqT1j4+tZvyzkbfvvBtpe1BwfCPYfDxmfMbEFjPqNzhUfB3ifD/Hfh1pW7GFwkSXUoBVr6TpEsVH7iYw9op9GipIgcg9uq4e6fOnf63+pNgdaZffsgXL8czuid2CnQOQfA1Kcbjuidyz4Aei6BfzTYTfntbGj+I5i+0qzi9YbL4b+Pcy7fuWaXwpmbIRwOBU3yKxBJLvuWQmYr3ymShcpPfDSHjnq4TFLMseXwWnv433uc63N83VWzJZ/A4KdiU6CnEjAFuqUTjB9tZmvqX3XOFUNxL5jS4OHjw3rCBSfDmoFmNrUxn8m5ggOg80Uwchi8NG/3s4skq7NKIau17xTJQuUnLjq2gbZaEispKNfgH5vhnkucO+2GelOgtbVToBVwZhynQGEePJFltnzM1m8rOBeG1zutfY6D1ifDl1lm5S82fCj6+zjnMp0ruRCObAXzP4Be1U2RXiR5HVEJWXoco5bKT1wUt4MO2t1ZUlj/cni9A1x7r3O9+9ddNVs0DN55Cg7aLz5ToJ/sB3OebXjVuZyT4PhRcEDt7awz2kGvs2DlELPqRj2Y7FxuN2j7c3h8PAz9tklii6QE7fJcR0vd46KgBEoadV6QSPLJNfhnNZx8qXOn9YP37jKzTWa2FnjAuY7Hwxu9YeAkyGuCZ9wu2QdmvtLwyAnn3J7Q2cE7S2NXOh0Dy8vNKp9pzEePLWEvPA32z4DxWsIuEaR5Rx39TsRFiU6QkzRyfDm83hGuuc+5A4+tu1o7BXoa+u4Hz+zmswTPtYJhs83WbLFCK7Zysrg/zB8NvyuJLWFf9JVZ5dDGfHTnXKvYEvar58D4cbuXVURSnSY/cVGU6zuBSNPKNbi9Gk651LnTjoH37jSzstqHkh9wrsOJ8MYB8Oqkxn9ZWZMBt7Q1WzRoG5/3fLjzXdi7L8xrDpXPNGYlF4BzBcdA0B6+elcruSTitAq5liY/cVGg8iNp6vgKeLUTXH2fc33qTYEWD4W3noUDe8WmOI1x9oEQPtnwqnNZh8Hec+GaU2DGErOKNxq5hL3AuWaXwbnlMG2Eio9Ihr7n19LkJy7y9US9pLH8GrgDGHqZcwP6wQd31U6BSoEHnGv/Q3htJ6dA1+4Jk4aY2ab6V51zLSH/RJg+CypeNrPKxiR0Lv9A6NIbPh4KPfX8nYhsQS0wLnJzfCcQib8Ty+H1znDVfc717ld31WzJR7EpUO/94YXv2VF2ZBG8ssls1eSt35ZxDVR+aFbeqOLjnMtyruQiOKYZzBui4iMi2+J0xlnTc+53/4T7SnznEEmcj/Lg7hnwwd1mVl531blOJ8GhP4CBk7ecAlUDffvC5Lu3ddCicy6z4aqvHXEutweUnA7/8zH8oGzXfy0i6eo3B5mtGug7RTJQ+YkD5666A+7WwaYSMWUZ8Fdg6HNmE0bWXXWuuAV0+SlcvwguXh27evYB8NELZhua7Awt57IOgYzipvp4Iumnaq6ZzfadIhnomZ+40D5SEkX5NXAn8OHlzg04pm4KZLZ+NXC/cx1Phtf2h6NXwZivm7L4AJhVawm7iOwUTX7iwLmr74Q7C33nEPFnUwb8Bfj4WbNJn9ddda6oJRT1N1v6msdwIhJxeuA5LpxGPxJxBTVwTw3c/kvnTrnOOZcLYLZhlYqPiPim8hMfKj8iAJxSDq/vCb+/37leR/hOIyICKj9xou4j8p3/TIH+q/4USETEFz3wLCIJcmoZ9N8T/ny/c4d9CVT5TiSSnMzBnMFmK5b7TpKuVH7iwmmiJrJNBTVwL0Af30lEktecPDhhDqDyEyf6Jh0Xuu0lIiK7qtpBdbXvFOlM5UdERCSpbHZQo6NZ4kjlJy5020tERHZVtQPT5CeO9E06Lmq0c6SIiOyiKgeVmvzEkcpPXFRpFYuIiOyiagcV+j4SRyo/cVGtP7QiIrKLVmfA+nW+U6QzlZ+4qKz0nUBERFLVMoC1vlOkM5WfuKhQ+RERkV20HECTnzhS+YmLct32EhGRXVRRaWZ64DmOVH7iolyTHxER2UV6bjTeVH7iYpP+4IqIyC6q0g/QcabyExcqPyIisqsqKnwnSHcqP3FRptYuIiK7qFLlJ85UfuJiUxmU6fdWRER2QaXuHsSZvkHHRflqWJntO4WIiKSick1+4kzlJy6WLYS5ub5TiIhIKtKjE/Gm8hMXmxbAVOc7hYiIpKKNKj9xpvITB2a2AZbrD6+IiDRSDbBig+8U6U7lJ27K9IdXREQaaWkOrFzgO0W6U/mJmw0qPyIi0kiT82BW6DtFulP5iZv1G30nEBGRVDMVYLHvFOlO5SduSjX5ERGRRlqzycy0z0+cqfzEzSpNfkREpJE2rvedIApUfuJm5UoozfKdQkREUsl63TVIAJWfuJk/Db7N951CRERSyRqVnwRQ+YmbTQtgin5/RUSkEVbptlcC6JtznJjZeliijQ5FRGQnlWXAirW+U0SByk9crVvjO4GIiKSKaQWwWHv8JIDKT1ytWu07gYiIpIoxGbBS5ScBVH7ianGp7wQiIpIqFq2PnQ0p8abyE1cLFsJKLXcXEZGdsHqV7wRRofITV9+OgREFvlOIiEgqWKLykyAqP/G1BKZoxZeIiOxApYN5K32niAqVnzgyM4M1euhZRER2YEwRzBrvO0VUqPzE3UqVHxER2YFRBmun+04RFSo/cbdI5UdERHZg9Wozq/adIipUfuJuwXxYkuM7hYiIJLMV2holgVR+4m76WPg0z3cKERFJZou00iuBVH7izMxWwNRNvnOIiEiyWpkF8xb4ThElKj8JsWyZ7wQiIpKshhZAONp3iihR+UmIOUt8JxARkWQ1eb2Z6YfkBFL5SYipX8OUfN8pREQkGS1a6jtB1Kj8JMSicfCe851CRESSTTUwY7HvFFGj8pMAZlYFi5f7ziEiIslmRDFM/8x3iqhR+UmY+RpriohIAyMqYOU03ymiRuUnYcLZseWMIiIidZYuiZ0DKYmk8pMwU4bBWwW+U4iISDKZpbsCHqj8JIiZrYUZ2r5cRERqTSiAUCe5e6Dyk1CL1fBFRKTW+8AClR8PVH4SavoiqNCSdxERAZYs00nufqj8JNTkwTCo2HcKERFJBnO1+78nKj8JZLZxBUzQfj8iIpE3OQ++Gec7RVSp/CTc9Pm+E4iIiG+v1sCcUb5TRJXKT8JN/gIm6JwvEZFImzvfzGp8p4gqlZ+Em/sFvLHZdwoREfGlNAsmaVdnj1R+Eiy2k+dc3foSEYms5/JgwmDfKaJM5ceLydNhbabvFCIi4sO0xWa20XeKKFP58eLrwfCCjroQEYmcamDKPN8pok7lxwMzWw/TtL+DiEjkDC6CCe/6ThF1Kj/efDsf9KC/iEi0jFprtlaTH89UfryZMBSGFfpOISIiiTR9ru8EovLjjdmKb+HD9b5ziIhIokzOg4ljfKcQlR/PpszUrS8Rkah4uRrmfu47haj8ePbVYPhAt75ERCLhmxna1Tk5qPx4ZLZ0BnxU6juHiIjE27BCmPiB7xQSo/Lj3aSZsX0fREQkfb2z1mzuJN8pJEblx7uvXodBxb5TiIhIvFQDE0LfKeQ7Kj+emZUughHa8FBEJG29UARjB/pOId9R+UkKX0/WWV8iIulq1GKzjct9p5DvqPwkhTGvwmO5vlOIiEhTK82CL/WsT5JR+UkCZrYJJs7xnUNERJraY9nw5eu+U8iWVH6SxpejIMzznUJERJrSxLlmVuY7hWxJ5SdpfDsUnqjwnUJERJrKtDz4Ujs6JyGVnyQR2/Vz3CSocL6ziIhIU3iiEsKPfaeQran8JJXhz8OjuvUlIpLyyjJg7EQdZ5GcVH6SiJmtg5GzfOcQEZHd9UgejHjOdwrZNpWfpDP+TfhQh52KiKS0kdPNbL3vFLJtKj9JxmzOZHhjme8cIiKyq94ohLGv+k4h26fyk5TGjIL5Ob5TiIjIrhi81GyhzvJKYio/SWnC2/DwZt8pRESksb7NhbGf+E4h30/lJwmZ2WYYPwUqtexdRCSlPFYB33zgO4V8P5WfpDXmOXi8wHcKERHZWRsyYNzXZma+k8j3U/lJUmbrV8MILXsXEUkZD+bAyOd9p5AdU/lJal8MhDc0/RERSXo1wKgZsYOqJdmp/CQxs7nfwqAFvnOIiMiOPF0IY5/1nUJ2jspP0hvzEryt6Y+ISNKqAd6ZZbZ0oe8ksnNUfpKc2awp8Ir+QomIJK0XCmHcM75TyM5T+UkJo1+Cd/N9pxARkW15a47Zwrm+U8jOU/lJAWazv4GXF/nOISIiDb2cD6P0rE+KUflJGV+8Au9r+iMiklRem2e2WNuSpBiVnxRhNmMSvLTYdw4REanzfD6Metp3Cmk8lZ+UMmYQDNH0R0TEuxrg1dlmi+b4TiKNp/KTQszCr+GFJb5ziIjIkwUw4jHfKWTXqPyknLEvwzua/oiIeFMDvDXdbLV+GE1RKj8pxuzbifDk3NhfPhERSbwH82HMv32nkF2n8pOSPn8o9pdPREQSa20mvDHebPkK30lk16n8pKDYX7o3xsO6TN9ZRESi5e8Gw//lO4XsHpWflDX833CL7xAiIhEyMReGv21mVb6TyO5R+UlRZlYJw9+Hb3N9ZxERiYa7S83Gv+s7hew+lZ+UNvZNuHOt7xQiIulvUD58/oTvFNI0VH5SmJkZjH4e3tPDzyIicVMNPDPTbOZU30mkaaj8pDizqV/CY/O19F1EJF7uyIORD/hOIU1H5SctfPYQPJTnO4WISPpZkg3vfWa2Ro8YpBGVnzRgtnJZbOn7yizfWURE0sstlTDyad8ppGmp/KSNTx6F6yt9pxARSR+f5sHIV8xMzxWkGZWfNGFmm+GzJ+B13f4SEdltlQ7unGc24VPfSaTpqfykEbMpX8EjU2CD/ruKiOyWm7Jg8J2+U0h86Jtk2hl6P1xvvlOIiKSukXnwwUAz2+A7icSHyk+aie38POw5+FC3v0REGq0auH2B2ZdDfCeR+FH5SUNmkz6H+2dBhfOdRUQktfw9Bz7T7a40p/KTtt67G/6m/75pLiOjNKtz5wtO7tr1tDO6dTv5rJKSQZ2g0nXq9JMTu3X74Tldu55xRmbmshyArKwluV26/Oi0zp0vOqn+xygufqtDjx59L91jjxe7+PlViCSLcXnw/htmpet8J5H40jfHNGVmm2DIwNi9a0lXLVs++oOqqk6l8+a9+86iRY8MadXqvqNbtbp3382bm22aO/ej1zdsOG5mcfFH7QHatftjv/Ly3ovqvz4vb1JJs2Yv7F9ZufcSP78CkWRRDdy22GzsYN9JJP5UftKY2VdD4Y4Fsb/Uko6qq1tvysxclweQlbU8t6amqKygYFTXdevOmQGwatVV365Z89N5AIsXPzy8rOzgZfVfX1HRfeOCBS9/WFOTV5X49CLJ5LZc+PgO3ykkMVR+0t6IO+Fv2vk5TZWW/nJ2ZubKou7dj7y4Y8f/d+aKFdeMyspaVVxUNLRL166nndmp049PzMpamgNQU9OsGmyL58DMijbry4DI17nw7ttma9f4TiKJoa96aS527/q9p2Fwru8s0vRatHh4r82bW2+YPXvUS4sXP/BO69a39QNzlZXd18yb9+7bVVV7rm7d+ra+vnOKJK9KBzcuNfviTd9JJHFUfiLA7OvP4a6vYgf0STrJy5vQbuPGIxcAbNp01OrMzDVFmzeXlG3YcOJigA0bTliQnT2/xXevcN+zB5QWB0oU/W8GvH2L7xSSWCo/kTH8YbhqPeiImnRSVdVpbX7+xLYAublTi8xyq8rKDplXUvJOF4D8/C9bV1V1Kv3uFbbNhuOcAdobU6LmxTz46BEz2+g7iSSWM9MXvKhwrnUb+MNt8GcdgJomMjLWZHXs+JvjMjLW5jtXk7Fq1W/Gbtx4/LKOHX91fGbmmoKamryqxYsfGFZd3a5izz1PPN+5iuyMjLLczZubbVi16orRGRmbspo3f+qQzMy1hWa5lZs3F5XPnfvxa75/XSLxNz0HfjnSbMRTvpNI4qn8RIxzh/wQ/nkxHF/hO4uIiB+VDi5YC29dZ/omGEm67RUxZuM+gtu+hVKtABORiPpLBoy4WcUnulR+ImnoPXCVJj8iEkGv5MIH/zZbvd53EvFH5SeCzKwaht4B92v5u4hEyMwceOhzs8njfScRv1R+IspswTx48S0dfyEi0VANXLMaPnvSdxLxT+Unwsy+eAv+NgkWav8fEUlz12XB8L/rQXRkMQAAEShJREFUOR8BlR9h2L3w21Ko0A53IpKmHs2BwffqtHapo/ITcbGfgt66AX7rO4qISBy8nwtPDzSbNsV3EkkeKj+CmZXBkFvg1hzfWUREms6UHPjn52ZffOg7iSQXlR8BwGzeAhj4GLykFWAikgZKs+CP88yGP+E7iSQflR/5D7MJX8CDH8AYFSARSWHVwH9vgg91YKlsk8qPbMHs84Hwl2k6AV5EUtfVmTDkr2a22XcSSU4qP7INH98Jv1kbO/9GRCSV3J0D792ulV3yfVR+ZCtmVhNbAXaFgxrfcUREdtLrefD8M2bTZ/pOIslN5Ue2ycw2whs3wLU6AFVEUsDoXLjvI7OvRvhOIslP5Ue2y2zlMnj9VrhRz/+ISBKbmAt/GWP26Yu+k0hqUPmR72U2ew68fE/sPrqISLKZngN/nGQ27F++k0jqUPmRHYrtjPrMo/CYCpCIJJH52XDFbPj4Pt9JJLXoeQ7ZKWYTxzl3aCEU/QwurvCdR0SibnkW/GoxDL1Vh5VKY6n8yE4zGzvcucMKofhcOF0FSEQ8WZsJl6+GITeq+MiuUPmRRjEb865zRxdC4SlwnAqQiCTYpgz4+QYY/JfYthwijafyI41mNnKgc/0LobgfHKwCJCIJUung55Xwxp/MrNp3GkldeuBZdonZ8Kfg2nEwXueAiUgC1AC/qoGB15mZfuiS3aLyI7vMbNgjcM0oGKUCJCJxVOng5wZv/Sm2AavI7nF6Vkx2l3P9L4WbjoVj9dOYiDSxTRnw84raic8m32kkPWjyI7vNbPgz8NehMEwTIBFpQqVZ8OMNMPBqFR9pSnrgWZqE2YgXnetXBZsGaBm8iOy+Jdlw+XJ4/wY93CxNTeVHmozZZ4OcO3wjbDgPLlIBEpFdNCcb/ms+fHSzlrNLPKj8SJMy++I95w7eCOt/Br+q9J1HRFLNNznw+2nw8Z3awFDiReVHmpzZ+E+d67MRNvw3/KHKdx4RSRVjc+FP480+fth3EklvWu0lcePcPvvC2VfBzVV6tl5Evt8nuXDjCLNPn/adRNKfyo/ElXNtWsMpN8GjmVCge/cisg0v5MJDg81Gve47iUSDyo/EnXMuF067ER5uDV10G0xE6rk5Gwb9y2ziON9JJDpUfiQhnHMOTrwSbuoNR2olmEjkVTj4LTD0ZrM5C32nkWhR+ZGEcu7oC+CKU+BiFSCRyFqUBVesgbduMLMy32kkelR+JOGc63skXPQLuFa3wEQiZ3Qu3PANDL1HS9nFF5Uf8cK57nvCqdfBvTXacUEkKl7OhQc/MBs50HcSiTaVH/HGuRbFcOLf4eFCaKXt60XS2j+y4OUnzCZ84TuJiMqPeOWcy4QTfg/X9YITy33nEZGmVpYBvzd4/1az+fN9pxEBlR9JEs4d8kM49yK4tlIbIoqki4m58JcF8O5tZqYfbiRpqPxI0nCuU3vo/ye4N1+3wURS3VO58MQQs5Ev+04i0pDKjyQV3QYTSXUVDq528NH9ZtOm+E4jsi0qP5KUnDv4JDjvQt0GE0klX+fCDYtg8G1mtsl3GpHtUfmRpOVchw5w/J/g3jzdBhNJdg/lwgvvm40a5DuJyI6o/EhSq70NdhVct69ug4kko9IsuKoSht9lNme27zQiO0PlR1KCcwceCyf9FG6qgXydDi+SFN7Lh3um1O7WrOmspAyVH0kZzrkCGHAV/KEH/FBTIBFv1mXC9TUw7Gmzb7RpoaQclR9JOc71ORaO/wncbJoCiSTa63nw6Dfw0QNmVuk7jciuUPmRlOScy49NgX7XE07WFEgk7lZlwV8qYeTjZt987TuNyO5Q+ZGU5lzvfnD8JXCLQYGmQCJx8WIePP4VfPKInu2RdKDyIynPOZcHA/4AV+4Np2gKJNJklmTD9WUw6hGzb6f6TiPSVFR+JG041+coOOon8NdsaKufTkV2y5N58NxoGP64mWmqKmlF5UfSSmxfoH6XwWlHwx/LIct3JJEUMyoPHlwKox/Tvj2SrlR+JC05t0czOOZKuLwHnKVt9kV2aEk23FwBIweZTRzuO41IPKn8SFpzbp/ecPhlcN0eEFT4ziOSfCod3JED738Gnz+jW1wSBSo/kvaccw4OOxuOGwB/rdGqMJE6L+XDcyGMfsisdJ3vNCKJovIjkRFbFXbib+CiA+ByrQqTCBuXB/etgFFPmM0OfacRSTSVH4kc57p0gSMuh/O6wvllvvOIJM6SbLi1Cj57w2zCEN9pRHxR+ZHIcq7z3nDUJXBRFz0ULeltSTbcsRk+HwFjXzazzb4Tifik8iOR51zPfeGQn8CPO8IZmgRJGlmUDXdXw8gRMPYVlR6RGJUfkVrO7XUAHHox/LQ9DFAJkhS2KBvu0qRHZDtUfkQacK7ngXDkhXBJB/ihbodJCvlP6flUkx6R7VP5EdkO5/Y5GA49D37UHs5RCZIkpttbIo2h8iOyA8512Qv6XgBH7w1XlEO+9gmSJDGiAF5ZDWNGw5evqfSI7ByVH5Gd5Jwrhv6XwCG94YpM6FrlO5NEUTXweCF8OgfGv2M2Y7zvRCKpRuVHpJGccxlw4I/gsKPhwlZwnG6JSQIsyYEHDcZPgc+fNduwyncikVSl8iOyG5zr3hcOOxP67wmXb9Ip8tL0tri19bqZVftOJJLqVH5EmoBzRa3gyJ/A/gFcWACHaqm87IYNGfBkPoyZDWMH69aWSNNS+RFpQrFDVHseBgceD/v3hF8ZtK/0nUtSQQ3wSjGMXApffwOjXzOz9b5TiaQjlR+ROHHOZUPvM+Cgg+DQLnDZRsjVXzhpYEQBvLUeJs+Aca+alS7ynUgk3an8iCSAcyXNoc+F0HsfGNAcBmz0nUl8mpkLT2+GKbNg4hCz2V/5TiQSJSo/IgnmXMd94MBTYZ9ucExzOH09ZPiOJXE3OxdeyoBpc2H8FzDtI+3LI+KHyo+IR8617wn7DoBee0LfNnDBRm2imC5qgCFFMHw9zJoHk76G6cO0WkvEP5UfkSThXGFrOOAM6NUduneCC2uge4XvXNIYazPhhQL4dglMnQffDDFbNt13KhHZksqPSBKKPSy993FwwIGwZxfo1QLO2gAluk2SdCYUwJubYe58mBzCV4O1Skskuan8iKQA51xLOPBECPaEzu2hR0s4pxza6IiNhKoGhhXD5+WwdCnMWgLTv4QFY81MtytFUoTKj0gKcs4Vwb4nQLAXdG0PndvAWdXQvdx3tvSyLhPeKoRpa2DREpi+BCZ/AhvmmL54iqQslR+RNOCcy4Xu/WCfXtClFbRoCZ1K4IQq2Eu7Te+UCgeji2B0DaxcBQuWwsw58PXHZqZztETSiMqPSJqKTYe69oVu+0DnltCmJTRrCX2y4ZiN0X1+qAaYXgAjsmHBBli9CpauhHkrYNZYWDNDS9BF0pvKj0iExI7fyO0Eex0B3dpD+xawRzEUFEOzAtgP6F0GbVP8WaIKB2EBfJMJ8zbDxo2wdg0sL4UFq2H+t7Bokh5MFokmlR8RAcA5lwM5naDzD6BtB2hdDC2KoKQYioqhsAg6ZkI7oO1maFcBLasSe5J9hYMV2bAiB+ZlwAyDDRth0wZYtx7WbIBVG2DFOlg6A5bPAVbp+RwRqU/lR0R2inMuA9gj9r+WraBZGyhsAUV5UJQL+TlQmBP7Z14uZOdCpgPn6n+YLf7x3dtc7HZUdQVUVkFFJVRUQVkFlFfBxgrYWAUby6BsFZSuhDXLgGW6RSUijaXyI7KTgiC4DNgvDMNrduNjjAfOCcNwfpMFExGRRtGBQiI7ryl+UtBPGyIiniXyZr1ISgmCIBt4BugClAPD6r3td8CFtf/6ZhiGtwdB8DQwKAzDd4MgOB04NwzDnwdBcD9wOBACOYn8NYiIyNY0+RHZvkuBxWEYHg08BqwGCIKgW+3bjgb6ARcGQdCd2FSnbrJjte+7D3BEGIaHAn8CgkT+AkREZGsqPyLb1wf4HCAMw1eAsnrXvwjDsCYMw82179O79m2uwcfYFxhT+zEWArPjHVpERL6fyo/I9m0GMrdx3diy5OQQW6pUf/JTd3vL1b6tjv7OiYh4pi/EIts3DjgeoPYZng61178GjgiCIDMIgizgsNpr6+q9z9G1/wyBg2o/Rlege2Kii4jI9qj8iGzfy0BhEATDgd8Rm+JYGIbzgH8DnwIjgMdql64/B1wdBMH7QGXt+04GJgdBMBr4O7GSJCIiHmmfHxEREYkUTX5EREQkUlR+REREJFK0yaGkhCAIioC3iB0NsXYbbz8D+CAMwx2eRh4EwcnAnmEYPtr0SSEIglOB+kdg9AX2AZ4Efq2jLURE/NIzP5ISgiC4ExhXu9/Ott7+CXB6GIYbE5wrEzguDMOh23l7D+COMAzPCYLgQOD/wjA8M5EZRURkS5r8SNILgiAPOJfaaUrtcREHEduD5xFi+/EcDrwXBMEviU1Y1gMPEzuF/H+AKmBqGIb/VXdAKfAg8Cwwk9gmhV+HYfirIAhOIrYyqwxYBvwkDMPqBplygcuAXwCvAdssP8BNtf8jDMMJQRA0D4KgRxiGs3bzt0VERHaRnvmRVHAoMCkMQwuCoAVwahiGRxHbSycrDMPngaXAAGIlpw+xwjIYyAMGhGHYDwiCIOjFloeL9iV27MQhwKlBEOwBXAH8MQzD/sSWu7esHyYIguuAUUARcHwYhrdvK3QQBB2AtmEYTqx3eQRw3K7/VoiIyO7S5EdSQQdgIUAYhquDIJgeBMGbwCBie+s0NCsMw9La/78WeCMIAogdNdGywfvODMNwOUAQBIuJTYoGAY8GQfAC8FIYhssavOZa4Ge15er7XLqNfAuBzjt4nYiIxJEmP5IK6h8bQRiGpxK7lXQg8M423r8SIAiCHGK3ts6vneKM2cb7Vje8UDtJ6g+sBN4JaptTPQcTmxKNCILgnCAIGp7nVedUtn87TEREPFH5kVSwGOgEsSMigiC4MgzDr8MwvIbvJjk1QHaD1xUD1WEYrgiCoDOxW1s5fD8XBMH1ta97jNhtr33rv0MYhrPDMPx/xJ5D6gu8uZ2P1T0Mw8UNrnUCFuwgg4iIxJFue0kqGAf0rp2wLCZ2rtaFQAXwRO37DAc+A35O7ZQoDMNVQRB8FATBWGAKcDtwD3Av302SGi53NGA+MDQIglJgNXDXtkKFYbgCuL72fK8tBEHQElizjZf1I/ZAtoiIeKKl7pISgiC4CxgThuFA31l2VRAEvYGbwzA8w3cWEZEo020vSRV/A35duxor5dTuB/QP4Le+s4iIRJ0mPyIiIhIpmvyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEikqPyIiIhIpKj8iIiISKSo/IiIiEik/H+Z7d6juNrEQQAAAABJRU5ErkJggg==">
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