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yanght-thomas 提交于 5年前 . 2
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="c1">#pd.set_option(&#39;display.mpl_style&#39;, &#39;default&#39;) # Make the graphs a bit prettier</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;sample.csv&#39;</span><span class="p">,</span><span class="n">header</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">parse_dates</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;date&#39;</span><span class="p">,</span>\
<span class="n">names</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">,</span><span class="s1">&#39;ip&#39;</span><span class="p">,</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">,</span><span class="s1">&#39;memtotal&#39;</span><span class="p">,</span><span class="s1">&#39;memused&#39;</span><span class="p">,</span><span class="s1">&#39;rx&#39;</span><span class="p">,</span><span class="s1">&#39;tx&#39;</span><span class="p">,</span><span class="s1">&#39;rootrate&#39;</span><span class="p">,</span><span class="s1">&#39;ioawait&#39;</span><span class="p">,</span><span class="s1">&#39;ioutil&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="p">[:</span><span class="mi">3</span><span class="p">]</span>
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<th></th>
<th>ip</th>
<th>cpuidle</th>
<th>memtotal</th>
<th>memused</th>
<th>rx</th>
<th>tx</th>
<th>rootrate</th>
<th>ioawait</th>
<th>ioutil</th>
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<th>date</th>
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<th>2020-02-23 22:20:02</th>
<td>192.168.10.171</td>
<td>88.2</td>
<td>2047936</td>
<td>594160</td>
<td>19232</td>
<td>61151</td>
<td>14</td>
<td>0.31</td>
<td>0.35</td>
</tr>
<tr>
<th>2020-02-23 22:25:02</th>
<td>192.168.10.171</td>
<td>88.2</td>
<td>2047936</td>
<td>602008</td>
<td>7023</td>
<td>13761</td>
<td>14</td>
<td>0.31</td>
<td>0.35</td>
</tr>
<tr>
<th>2020-02-23 22:30:02</th>
<td>192.168.10.171</td>
<td>87.5</td>
<td>2047936</td>
<td>603252</td>
<td>11638</td>
<td>17528</td>
<td>14</td>
<td>0.31</td>
<td>0.35</td>
</tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;ip&#39;, &#39;cpuidle&#39;, &#39;memtotal&#39;, &#39;memused&#39;, &#39;rx&#39;, &#39;tx&#39;, &#39;rootrate&#39;,
&#39;ioawait&#39;, &#39;ioutil&#39;],
dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ip&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">]</span>
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<pre>date
2020-02-23 22:20:02 192.168.10.171
2020-02-23 22:25:02 192.168.10.171
2020-02-23 22:30:02 192.168.10.171
Name: ip, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ip&#39;</span><span class="p">)[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;120min&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ip&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>ip
192.168.10.171 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.23 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.28 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.30 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.40 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.92 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.93 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.94 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.95 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.96 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.97 AxesSubplot(0.125,0.125;0.775x0.755)
Name: cpuidle, dtype: object</pre>
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UkV257M9vfivSf8HtogOTQxn0k/BjK4rSNrp3ev9hwsU2sZ/d158krUHFo4oNrOX3WS85TsDE5id0gK2cXltLAyZrCvIzuCkni0nTOrp3ar8R6yYMcVjkRkcHCh/z0ZSBfjc3lvXwSxWQqe6OjCR2PaY/cAsnUkSeLrozfZFZJMWycLOre0opObNV1aWuNkWXGtKVVpOXMziz+vZXDyRiYlKi2WxnKKyzWYG8p5fmArZvl7VZt1IUkSV1MK2XYxkaORGXw9sQvD29Ue8G++kMB//ojkz1f8ad+i7vP5r9757Rq/hqYQ8ObQGt/HjMIy+i87yfMDW/HmYzV/dvNKVIxadR6A/Qv87+nwa3USz6wNJCq9mMOLBuJ6e310oVLNMz9d5FaOgi2zetPL694+gU5XMdsdm6VgUs+W9Rpcjs1SMHZ1AIryuotDmRrq08rBjNYO5ng7mDPAx4HOblbVfk5PR2cxe3MI/Vrb3TWYWVKuYfjyM1iaGLB/gX+9BgPvpCjX8MmB61Up222dLfFztsD39sBGawfzJgucJUniyyPRrDkdx4Tubiwb3+mu1zS7uJxHvj5NB1crfp7Tu17XK51O4vEV59DodBxdNKjG96hQqab/spMMb+fEN3XcHwHGrQmgpFzDkVcHEnQrj2nrL9HT05bNs3o1+DX+6Ww8nx68wbsj/fCwMyW9sIy0wlLSC8pILywlR6HC0liOnXnFshL728tKojOK2RWSzC8v9qWnZ+191uIyNQO+OEUnN2u2zOpV6++GJuYz5aeLtG9hyfY6Bgn/aUSALALkKv+2AFmrk1h3Lp6vj97E3FjOp2M73JVadT9is4qZszmEtMIyvpzQqUHrj7Q6iec2BnHpVh575/WrcQSysnjGqehsts7qRT9v+yZp+53HPxuTzc6gZI5ez8TcSM6s/p7Muh0Y1/a4HcHJfLQ/khbWJqyd3qPB63Fqcio6i48PXCc+uwR/b3sKS9VcSy3E3tyQZ/t6Mr2vx79+jWupSsvcLSFciMvhqW5uvDqsTa1Bb3y2gmWHozgSmYmjhRH7XupfY2EbnU7iiVXnUao0HH9tUK035//8HsH2oCQC3hpaa6D+4f5Itl1MrPq9ynS32gKpmMxiPj14g9PR2diaGdLC2pgWVia42pjgal3x1cXdGhermgv0pBeWsuJ4DL+EpmAs12OonxMX43PJLi7HSK7HIB8HRnZ0oZeXLT+di2fzhQRsTA15e6TfXcWRCpVq3tl3jT/D0+nlZcs3k7rgam2CTidx+mYW687d4kJcLiYG+rR1tiAsuaDWwYUCpYohX53Gx8mCnc/3qXqe09EVKZ7juv53xqa+CkvVjFxxDj09WPFMV7q529T7sQDv3g4igt4ZVuOAlk4nMWZ1AHklKk6+PuiezAJJkvhw/3U2XUjg+YGtePtx30YFyYVKNV8ciSI4IQ97cyOcLI1xtDDCwaLiv73szeo1K1OdXEU5T646j1xfxoGXB9Q6eBedUczo787Tu5Udm57rWetgTnKekg9+j+D0zWxkwFBfR6b0dmeQjyP6ejLWn7/FxweuM9vfi/efbHfP40/cyGT25hBeG+7DKzWkdas0OtaejWPFiRgsjQ34dFxHHuvQdCm7kiTx1dFoVp+Ko19rO4rK1ESlF1fNLjnffu3DkgsoVWuxNTPk0fbOjOzoTJ9WdsRlK/j66E2OXc/EzsyQl4Z4M6W3O8YG+ihVGn4PS+PnS4lEpBZhZqiPqZEcYwM9jr9277l0p8rz+sCCAY36u27llDD069O8NNib1x+tPp121YkYvj52kzNvDMbDrvYMjqvJBTz9QyC9W9myaWavu4Kkylm1r5/uzPjudxezylGUM/HHQLKKytk+t3fVDHRURhH7rqSx/2oaqQWlAEzv48FHY9rX+vkpLlMzZnUAhUo1v83vj6OlEZIEOklCouL9LFVpic8pIS5bQWyWgrjsEuKyFFXP42FnypjOLRjdpUXVoExEaiETfwzE086MXS/0uafmydHIDJ7fGso7I315fmDrWl+rOwXdyuO13WGkFZQyqWdLVBqJqIwiYjIr1gMDyPVkTOjuxtsj/bAyafzAuk4n8dnBG6w7f4vJvdz5dGyHaj+/Wy8m8v6+CFY8U7814gfC03h5+5V6/f6SPyL5+VIiAW8OxdGy5vtjXLaCR74+c9fruSc0hcW/XOWZnhXp7PW9jsZmKRi58hyDfBxYO717g66/SpWGQV+exsPWlF9e7FvrYytT7/94uX+NmRR3OnQtnfnbL/NYe2dWT+nWLPUdHgQRIIP+kiVLmrsND4W1a9cuef7555u7GU3iVk4Jc7eEsDskhWHtHNk0s1e9Uijry9bMiDFdXAlJzGf9+VvIqChuVJ8L1rfHY/glJIVPx3ZgqF/No+t6ejKG+DpyNDKTX0JTGNnBpc7Z2si0Qo5fz6Jco8XCWF5txyQ2q5gfz8bzxi/hbA9KJl+pZs4AL76b0pUhvk51jgDq6cno7GZNf287fruSxtaLiXjameFzH2umY7MUvLY7jBXHY7A2NeTrpzuzeIQPk3u507uVLcn5pewISmZLYCLZxeW0cbK4Z63lv4FSpWHO5hAuxOfyREcXDkZksPlCIrklKjq4WmFq+N9Zm7wSFcsOR/HGr+EVaV/+XlxOLOBUdBZju7pWO1L/57V0tgQm8uHo9nXO1njYmbIxIAEzIzl9aigqoijX8NquqzzW3pnx3Ssqufb0tKGwVM3GgARMDfXpccdodV6Jis8O3uDNvdfIKS5nRl8PPOzN0OokkvOVXIzL5URUFn9eS6+Ysb2aRly2gnKNDgdzI4wN9ClQqvjm2E1e3RXG9fQipvf1YM207kzo7sZsfy/8ve0xNtAnIDaXXy+nsP78La6mFDC1tztrp/egm4fNXZ9TYwN9RnZwpqWtKbuDk/n5UhIl5Ro++COSTRcSUWslXhrizbfPdGFaHw/CUgrZfCGB7h42uNveO3Dx+cEbBCXksXZ6j7s6TpWp1RsDEnCyNK7X7C9UdIQX777K1ZQCNs3sRdcGBscATpbGbL2YiJOlUY2PPxCezqYLCSwZ1Z6O1XSKZDIZg3wcyFeq2BCQQJlGi7+3fYM6aYeupTNzczDBCfl0cLWipFxDTJaCgNhcTkVncygig+1BSbhamzR4NlGrk3hxWygxWQq2zup9zzKZv7I3N8LG1JCNAQmYG8np7lH963IlKZ+p6y6RnF/KC4Nas3xiF6b28cDL3hy92397N3cbCpQV57y1iQFd7niNFeUaZm4MpoW1McsndqlxVkpfT0YvLztGtHfiQlwuGwMSSMgpoU8ru3uuyZIkcSW5gB9Ox/HlkWgkoKNr9bOFlVaeiGXlyVgm93JnzdRuTO3twfMDWzHE1xFfZwvk+jLSCsoY6uvI24/7smR0e0a0d8bDzgx9PRn25kaM7tyCQT4ORGcWs+1SEnsvpxCVUcxbe65xMCIDWzNDFg7z4euJXejsZsWmC4lYGstrzLKKSC1kxYkYXh7q3ej7s42pITfSizh4LYMZfT3uue5pdRKLf7lKZzdrZvnXXajO+Xaa6oaABHQ6qWpgOiqjiFd2hDG8nRNvPNr2ntfa1FDOiPZO7L+axq6QZJQqLUv+iGTFiRiuJBfQ1d2aV4f54GZjwqYLCRUFEWu4rup0Eq/suMKV5ALWP9eT9q5WyPX1MNDXw1Be8WUk18fMSI6bjSmd3KwZ3NaRcV1dme3vxcx+XrSyNyOjsIw9l1PYHJjI0chM8pUqluy/jrmRnB3P98HW7N4Z99aO5kSkFrE7JIVx3VzrvM+WqbV8eSSat3+7hrWJIeue7cGMvp482t6Zqb09eHFwa0Z3bkFPL1tszAzYFZLCnsspeNqZNSj1uZJKo+ONX8PZHpTEc/08+XhM+xoDsg4trDgTncWB8Awm9WxZa99Gq5NYsL2iCNfHYzpUfbZr4mFnxsYLCZgayunbuuaiW+vPxxOamM9XT3euyrpo18IStVZ3+/6qX68sRI1Wx+wtIShVGjbN7Im5UcP6Pwb6epga6rPtUhKd3KxqXLNfoFSxYPsVBrd1YM6AVvU6dhsnC8yN5GwISCAxt4T0wjIi04q4kV7EzcxiYrMUZBaV0dLG9KHNPKrOhx9+mL5kyZK1zd2O5iRmkG/7J80ga7Q6YrIUKFVaytVayjRaytQ6ytRakvNK+f5MLIb6enw0pgNjurR4YB/Kco2Wd/ZGsOdyCuO6urJ0fMdaR8tPRWcxc2MwT3d344sJnerVroScEsasDsDJ0oi98/tjXkNq2+YLCXzy5427ipm42Zjg62yJn4sFViYGHAhPJyy5AH09GUPaOjKhuxtDfR0bnfaUWVTGvG2hXE4q4MVBrXnj0bYNWpdceXPdfCEBEwN9Fg5rw4y+ntW2JyrjdiGVsDRszQw59+aQWl/rfxqlSsOsTcEE3crj64kV222kFZSy8kTFLKmRXI85/l7M6OfJr6EprD4ZS4lKw+Re7rw6zAcHCyPO3Mxm1qZg/L3tWf9sj7vSlzVaHSO+PYtcT8ahhQPr9T7N3BjEtdQiAt6q/rWuLDL32/x+dwVeOp3Egp1X+DM8na+e7syozi5suZDIypMxKFVapvRy59Vhbe5JI5UkiaIyDYm5JQTdyiMgNodLt/JQqrToyaCDqxW3ckpQlGsY19WVRcN8aFlNkFrZhivJBVyIzWGgj0O9OuCJuSUs3BlGWHIBndwq1tuO7Ohy10x7cZmaCd8HklZYym/z+92VLhudUczIleeY3Ksln4y9d02kTicxc1MwgXG5/Dqv5nWOd6osCPTmY77MG1z/GZ2/GvPdeUrVWo68OvCe645aq2PY8jOYGOjz5ysDaj03JEnivX0R/HwpifmDW1cbLPxVZlEZH/wewZHITNq3sGTZ+E53zRJXFpLJLCrn/d8jiEwt5NDCgXUGuXf69vhNvj0ew2fjOjKld+1Flu583he3hXIyKos98/rd834cvJbOol1hOFkas+G5nng71tyh1+ok5m0L5diNTH6c1r2qYNN/fo9gy8VE9szrV++Zf7VWx+pTsXx3MhZbM0OWju/IUF8nYrMU/BGWyu9X00jMVWIo18PTzpSbmQqG+jqydHzHarM91pyO5YvD0Uzo7sYX4zs1yQxPQGwOXxyJ5kZaESM7OjOtjwfd/zL4NHNjECEJ+Zx+Y3C1KePv74tgV0gywbVkNtRHaGI+47+/UFV08E6VBQRXT+nGE53qn0H25q/h7ApJ5qcZPRjoY8/Y1RfILi7jyKsDa01/T8wtYeKPgWQWldPdw4YxXSq2kKp8jE4n8fqvV9l7OZXPn+rI5GoyUb47GcNXR2/ywZPt6hXU1yarqIwD4en8cTWNsOSC2+tF+9VaaDQlX8nw5Wfp723PumdrnkCLTCvktV1Xic4sZkpvd94d6VdnwcNrKYW88etVojKKebKTC0tGt6938U9FuYZ520I5F5PD6yN8eGmId53XnojUQkZ/d55pfTz4qJo17pX+uJrGKzuusGpyV0Z1blGv9szaFEx4SmGN90edTsJ/2Ul8nC3YNLPXPf/28o7LHIrI4IdpdRdw/P50HMsOR7FycldG17N9f6XW6hi+/AxGcn0OLqz+Or/scBQ/nInj0MIB+DrXXNviryRJ4tM/K2b1a/LykJqzPB5GYgZZBMhVHvYAWZIkwpIL+D0sjQPhaeQoVDX+7pC2Diwd36lqXdWDbtea2yP5PT1t+HF6j2qLFSTnKRn13XlcrEz4bX6/Bq3VCIjNYcaGIIb6OvLjtLvX1SlVGt7ac40/rqbxiK8jbz3uS1KekqiM4oqv9CLic0rQ6iR8nMx5untLxnZ1rfe6u7qoNDo+3B/Jz5eSGNDGnlWTu9YrDVqt1TFvWygnorJ4pqc7i0f41OtGeTIqk1mbQlgztdu/Zg++knINMzcFE5KQxzfVbBkSl61g+bGb/Bn+36q8lTM9f612vv1SEu/8do2pvd35ZGyHqg7ELyHJvPFrOD9M68ZjHer3up29mc2MDUF3bXdRSaeTGP7NGcyN5Pz+sv89jy3XaJm1KZiL8Xm4WBmTkl/K4LYOvDvSr0EV2lUaHWHJBQTE5hAYl4utmSGvDm/ToJt3Q2i0OjKKynC1Nqmx85WSr2Ts6guYGOrx2/z+2BPRCDUAACAASURBVJsbIUkSU9ddIjKtiNOvD8amhoIl+SUqnqxlneOdYrOKGbUqgO4eNmyZ1eu+AptdwUm8uecav77Y965ZfYCtgQm8/3skG5/rWa+9Q3U6iXf3RbAjKIkFQ715bbhPta+VTiexKySZzw7eQKXRsWi4D3P8vWpdd55aUMpj356l7e0U9fqsUT97M5tnNwYxrosrX09sWPp6gVLFyBXnMJDr8ecrAzA3kiNJEt+fieOLw9F097Bh7fTu9VoTXKrS8sxPF4nOKGLn833R6nRM+CGQZ/t6smR0+3q3qVJEaiGv/1IRTHjamZJwe+vBfq3tGdOlBY92cMbcUM6WwAQ+PxSFmZGcz5/qeFdne925eD758wZju7Tg61pmsBtDkiR0EjUeMzarmEe/PceUXu58PPbu4KRMraXnp8cZ6uvIime63ndbJnx/gYyiMk6/Pviuc+bFraEEJ+QR+PYjDRoILlNrefqHQBJyShje3om9l1NZN6MHw+pYUw0V6dZlam2NS2PUWh1zt4Rw9mY23/8lODoVncWsTcGM6dyCbyZ1adLB/aRcJXp61FmnAv67bdLa6d3vqs6dVVzGpfg8LsTl8GtoCtamhnwxvlOD9hxWa3X8cDqOVSdjMTPS5z+j2tc5kZFVVMbMTcFEZRSz9KmOPN2AvaeX/BHJ5sAEfn+p+pRhrU5ixDdn0NeTcXjhwHpfZyvvjzXtH125W0RNQXepSsszawO5mang03EdGNe1+n3Rb2YW8+TK8zzi58iaqd3u65zYfzWNBTuuVLtMIKu4jEFfnGZ4OydWTm7cZ1Kp0qDS6FBpdai1EmqNDrVWx3enYisGal7u36haA81BBMgiQK7ysAbI8dkK9oWl8UdYKgm3R82H+Tkyop1z1fYaxgb6GMn1MDbQx8xQHwcLo789lePP8HRe2x2GhbEBrjYm6MmoqjipJ5ORnK9EUa7hwAL/OtdBVaeyMuudWxfEZyuq0goXD/dh/mDvGovS5CjKa+30369dwUm8vy+yIoVsZq9aZ3+0OolFu8L442oan4ztwLQ+HvV+Hq1Oov/Sk/i5WLBxZu0FJP4JKlIwK6pAf/tM7aPDEamF7L2cyiN+jvSvZU3654du8OOZeN57wo85A1qh0ugY+vVpbEwN+ePl/vU+ByRJYvg3ZzEx0L/ncXV1DqBitnX6+iBKVVreecKPQY2oGPywCksu4Jm1gbRzqShOcioqi3k/X+ajMe2Z0dez1sdeTS7g6R8DsTWtmB0c3PbezmWZWsu4NRfILCrj8MIBta5zq4+ainWVlGsY9OUpWjmYs+uONdN10ekk3vmtYg/V5we2oqOrFbmKcnJLVOQoVOQoyknMLeFmpoI+rWz5/KlO9d4K5PewVBbuDOP1ET68PLT2rZjSCkp5ctV57M0N2fdS/7uWIdRX0K08nlkbyNguriwd34n39l1jd0gKozu34IsJnRo0mJmjKGfcmgBKVVosjQ0o1+g4smhgtZk/9VGu0bL6ZCzBCfkMa+fEqE4u1Z4LsVnFLNwZRmRaERN7uPHBqPbsCU3hP39E8kRHF1Y80+W+C+I1xge/V2QbHF444K6BsX1XUnl1Vxjb5/RukvoalWtn75xhyyoqo9/Sk8z29+LtkX4NPmZlcb0CpZpJPVqybEKn+25nJaVKw+SfLhGVXsTW2RWFvRJyShj93XncbEzZM69fs277pdbqGLXqPEWlav7vMV+CEvK4GJ9LfHYJAGaG+jzawZn3nmjX6OrFMZnF/N+ecK7cLpz4REcXhrVzuieAj8tW8OyGIPJKVKyZ2q3a62VtisrUPPL1GZwsjXhtuA/WpobYmhpiY2qIhbGc/eFpLNwZ1uAsA0mSGLb8DGZGcn5/6d776qJdYRy/kUnwu8NqvIZkFZfx/JZQwpIL6Nfajk/Gdrgr/Vmt1fHUmgukFpRydNHA+95qU6eTGL36PPkl6ntqTXy4P5ItgYkcWzSwzm3TGqpAqWLY8rM4WVbUSWlocbLmIAJkESBXeRgD5LlbQjh2PROZDPq1tmNMF1ce6+D80K4/DUsu4PvTsZSpdVWFNHSShCRVBMrzBreuNbCpjSRJvLXnGrtCkvluSlfkejJe/yUcA30ZKyd3bfLtJRojJCGPOVtCkOvJWP9sz2rTWiVJ4p3fKmafGps2+uWRKL4/HUfg2480KEtAkiSKyzVkFZWTVVRGVnE5ULGGsKXt/Q8eSJLUoGMUl6mZuTGYK8kFrHimC092alzq1F/pdBIvbb/M4cgMvp/anWxFOe/vi2DTzJ4N7lxUFjr568zj7E3BXE0pIOCtobWmujf0NfknqdwS5ImOLoQlF2BhLOfAAv96BSLhKQUs3n2VmCwFk3q05N0n/e66ri35I5JNFxLqPatbH+/tu8YvIXcX61p5Ioblx26yd379U4Ar6XQSb+4J55fQlKqf6ckqajRUVlAd1dmFiT1aNvgcWLDjCoeupbNnXr8a0+Mj0wp5YWso+SUqfn/Zv9YU6LpUpmi3djAjLruEVx5pw6JhbRp17sZlK27vEapm48yeDGngZ66xVBodK07c5PvTcdibG5FVXM7wdk6smdqt2TqkuYpyBn91mh4eNncNaE5ee5GUAiVnXh/SJCnfOp3EsG/OYGqoz/6X/ZHJZFUFA08urnuf5JpcjM9lZ1ASH4/tcE9Bq/uVV6Jiwg8XyCkuZ/OsXry99xoZRWXsf9m/xqUjf6fQxDzGfx8IgLmRnJ6eNvRpZUfvVnZ0aGHZJAMuWp3ElsAEtl1MJO528O3nYslwP0eGtXNCrdUxe3NFn2LDcz3rtSylOn+Gp/Pyjsv8tbuvd3v7LG9Hcw6+MqDB52Jl9s1fr5+Kcg09PznOuG6ufDau9i3ItDqJ7UFJfHE4inK1jnmDWzNvcGuMDfSr0u0bGrzX5lxMNtPXB92Vwp9WUMrgL08ztmsLvpjQuUme568OR6Tz4rbLvPFoW14a4v1AnqMpiQBZBMhVHsYAefOFhIqRzM4t/pZ06YdduUbLlJ8uEZ5SgFor0dnNijXTuldtN/EwqBztzVWo+G5KVx65oxCZJEksPRTFj2fjmT+4Nf9Xy5YbtancWqg+AbYkSXx04Dono7LIKiqv2tP5rxwtjOjpaUsPTxt6etreLlxTvw6ASqPjg98jCLqVx/a5fXC2qvtcLVNrmb7+EleSClg5uWuTp4uXqbU8s/YiURlFmBnKaeVgxu4Xaq9eWR2lSkOfz04woI0Dq6d2AyrW2Q3+6jQLhnjz2oh/zpqiB+GHM3EsPRQFwPa5venXuv4DYOUaLSuOx/DDmTicLI1ZNr4TA30cqqoez+zvyX9GNTw1tybX04oYufJcVccoV1HOwC9O4d/Gnh+nN64foNNJRKYVYWSgh725EdYmBk0S8BQq1Ty2oiJ7Yf+C/pxLO0Ebmza0tq74vO+7kspbe8OxNjHkh+nd6XKfRRi1OonJP13kSlI+y8Z3umdJQUNFphVyI72YCd3v7ziNEZKQx+u/XMXHyYJVU7rWu1ZDuiIdZzPnJh/QqkzXrdx3OilXycAvT7F4uA8Laqjq3RiVe37/PKc3fVvZMeirU7hZm7Lj+T5N9hxNLSVfyVNrLpCtKEcGbJrZuL25H5SgW3kYG+jRzqVpAuLaxGcrOHEji2PXMwlJzKOynIqnnSmbZ/VqVObdndILS0kvLKNAqSK/RE2+UkWBUk1hqZrx3d0adQ0pKa+4Pw7xdbwrLblyn+k98/rVWADwr7KKy/jkwA3+uJqGl70ZcwZ4seSPSEbcrg7dlKauu8iN9GLOvDEYC2MD3t57jV9Dkzn1+uB6peA31vyfQzl+I4uDrwy4rwHNv4MIkEWAXOVhDJCFe2UXl/PshiB6eNrw7hN+D2WhqqziMmZvCiEyrZCPx3Zgau+KFOrK0dAZfT34cHTt21zU5ekfLpCrUHFi8aBaj1M5WurvbY+vswWOlkY4WhhXfVdpdIQm5ROSkEdIQn7VFhkWxnLeeLQt0/t41Lkdx7xtlzkfm4OhXI82jubsfqFvrcVKdDqJV3Ze4UB4eoOKgjRUdnFFumdKfik7n+9TYzXqunx28Abrz9/i3P8NoYW1CR8fuM7mCwkEvDX0f37gqnJvWY1O4q3HGzfgE5ZcwOLdYcRll/B0dzdORGVV7Jn8Ur96fb4zSzIxMzDD3LDuDseY1QEoyzUcXTSQj26/j0cXDXooOysX4irW8HXrFMRN1V4sDCxYNXQNB4IN2BiQQC8vW1ZP6dZk9RRKVVpyS8ofaAex1ufXlGKoZ4i+3v1f0yv7NfW5xuaV5bH00lIOJRxiRrsZvNHzjft+/juVa7QMW34GUwM5BxcO4NvjN/nuVCwBbw6tcUu6O13Nvoq3tTdmBrUHSGVqLf7LTtGuhSVzB3gxfX3QfRU1+rvcSC9i9qZgZvl71bty8L9dXomKU1FZ3MopYWZ/zweyL3hTqe5+OOnHQLKKyzlZR/+kOmdvZvP+7xEk5iqxNzfk6KJBjU5jr8nV5ALGrA7glUfaML6bK498fYYpvd1rLWTWFLKLyxn+zRlaO1T0k8KKlVjK9Wlj9vD1I0SALLZ5qvJv2ubp38zMSM7UPh4M8XVErvdwruMwM5IzpksLrqcVsf58RRbAzcxiPj8UxVNdK1KOmmKWaXdICgN97GvsZEmSxCs7w5Drydg7vx9DfZ3o7mGLr4slLW1NsTUzxMHCiM5u1jzewYXZ/l5M7NGSzi2tyStRsflCItdSC+nX2r7agDejsIyp6y4RnlLIsvGdmNSjJevP3+JmpoInOrrUuFXEV0ej+flSEm897ls1ePAgmBnJGd7Oie4eNgz1rbu4TE287M3YGHALub4eXd2tWbQ7jOHtnBtUKOXfSiaT0c/bHv82jV9H6WxlzKSeLVHrdGy7mIgkwdbZvWvdfxpAo9OwJmwNi04vYnPkZq5kX0GpVuJg6lBjMKEvk7ErJBlPe1O+PnqTiT1aMvEhfR9b2poSlL+LG2W/0s1uCGqphJ+v7yQ42ornenXl20ldmjTtVUKDSirE1ODv344kTZHGhD8mcD71PCO9Rt53kCyTyer8GyRJ4s9bf/LyiZeJyo+im2M3DiUcwlRuShfHLrU+tiHkeno4WxqzJTARRwsjNl9IoJu7TZ1r9QEOxh9k/on57I3Zi4GeAb62vjW+NnJ9PVQaLTuCkonJKkat1bF0fMeq+2SaIo3/XPgPF9MvUqopxcbYBlOD6gdDckpzOJtylh1RO9gfv592du2wNHowhQEdLIyY5e9Vr+1+/leYGOrTroUl/bztG1VX4O/kaWfKxts7cfRtbU9ynpKP/7zBHH+vGrfyqo2HnRmTe7ljbWrA3IGtGrUdVl2crYy5mVnM3supxGeXkJJfyg/TutdZhfx+mRnJcbQwYtOFBGxMDfg8L5cbJWWMcWz49oUPmtjmScwgVxEzyEJT02h1vP97BDuCkgEYcXs9XFOkapWUa+j56XFGd27B0vHVF085fj2TOVtCWDa+I5N61m/rl0qSJLElMJFPD97A0ljOlxM637UWNDqjmOc2BlFcpmHN1G5VaXGVxdSeH9iKd6opDLM7OJn/2xPO5F7ufDauwz9mfe6LW0MJjM/l5SHefHrwBnvm9RUdugcgIrUQjU6qM90vVZHKW2ffIiw7jNGtR2NrbMuJpBMkF1d81jrad2RIyyE87vU4bhb/TfNVqjT0/vQEpWot+noyzrwxpF5LAprDT+E/sfLKSkzKe6PJfBoDwxJKbFdjaFTId4+spJ9rv/t+DqVaSUBaAMcSj3E25Swl6hIM9AxwNXelpUXLqi93S3c62nfExrjpO3Il6hKmH5pOSnEKpZpSnmrzFEv6Lrmva0NiUSJF5UW0sWmDsfze9zejJIOPL37M2ZSzdLLvxIf9PqSVdSv+7+z/cSThCJ/5f8ao1qPu58+6iyRJPP1DIOEphai0unrtQlA5aOBu6Y65oTmX0i/hYubC/C7zGdVqVLWBcoFSRb+lJ1GqtMwd4MW7T7QD4Gb+TeYdm4dCrUBPpodCrQCglVUrejr3pKdzTwCCM4IJzggmvjAeoGqgSV+mz5cDv7yvc66wvJDw7HD8Xf3/Mdd9oX7mbA7mSlIBF94eyven41hxIobzbw59qJa//VV8toLh35xFq5Nq7K88CJJUsd3hpfg8tMNbMN7Zls99/v6lKHURM8giQK4iAmThQZAkiZ/OxROTqeCTcR2aNCX89V+ucuhaOsHvDbtnlFmnk3hi1XlKVRqOvTao0UVqojOKWbjzClEZxczo68E7I/24nJTPC1tDMTHQZ+PMnndtWyBJEh/8HsnWi4ksfaojz9yxz2VAbA7Pbgiib2s7NjzX8x9RybHSpfhcJq29iFxPhq+LRVUhHOHvdzjhMB9d+AgJiff7vM/IViOBinMvriCOU8mnOJl0kojcCIz0jXit+2tM9p1c9X69vy+CrRcTmTe4NW82sg7A/cgoySCvLA8/W78az6ENERv4JvQbnmj1BDO832Ls6kAcLYz4YlIrloe/TnxhPMsHL2dwy8ENfv4iVRFnks9wIukEAakBlGnLsDGyYaj7UNratiVdkU6KIoXk4mSSi5MpUZdUPdbb2pvuTt2rvhxN768Al1an5ZVTrxCQGsCaR9YQmhXK2vC1vN7jdZ5t/2yjjlmsKmbk3pEUlBegL9PHy8oLP1s/fG198bPzI74gnm8uf4NO0rGg6wKm+E6pCjZVWhXzT8wnNCOUVY+swt/13i3cGqsyrdPWzJCLdWy7pNVpmX10NlF5Ufwy6hdaWrQkMC2QFZdXEJkbSSurVrzS9RWGug+95xz6cH8kGwMSOP5axdKBkIwQXjn5CiZyE74f/j2trFoRlRdFUEYQwRnBXM68jFKjBMBUbko3p270dO5JL+de+Nr6kq5IZ+HphcTmx/JKt1eY3WF2g699kTmRLD6zmFRFKvM7z2del3kNfwH/RsWqYsKzw4nOj2aQ26Cqtf/1kVOaQ0FZAUqNkhJ1CUqNEqVaSZm2jK4OXfG2qbtAk1an5VjiMc6lnmNB1wU4m9W+T3BzOx+Tw7T1l/hyQidWnYylpa0JP895eNe+V3p/XwS/h6Vy+o0hTZ7GXZu0glKGrzhL7kAn3vRyZpHnw/f+igBZBMhVRIAs/NNUBm3V7en3Z3g6L22/zLeTujC2q2sNR6ifMrWWL49Es/78LTztTEktKK1IO57Zq9oRYo1Wx6zNIVyIzWHzrF7097YnJrOYp76/QAsrE36Z1/ehrcReE0mSeGLlea6nF/HV052bpfjQv4UkSYRkhuBj44OVUf33hFSqlSwNWspvsb/RyaETywYsu2t2+K/SFGl8fPFjzqeeZ4DrAD7q/xH2JhUpgN8ej+GDUe2wMvn7zsPovGg2RW7i0K1DaCUtruaujPQayUivkXd1mjdHbuarkK943PNxPhvwGXI9OYm5JdiaGWJhbEBheSEvHnuRqLwoPh/4OY95Plbjc+okHQmFCVzNvlr1FVcQh4SEo4kjj3g8wnCP4XR17Ipc7970QkmSyC/P51bhLa5kXSEkM4SwrLCqoNndwp0pflOY4julUQNGy4KWse3GNt7r/R6TfCehk3S8fuZ1jiceZ9XQVQxqOajBx1wdtpofrv7AO73fIac0h6i8KG7k3iC7NLvqd3q79OY/ff9DS4t70+sVKgWzjswioSiBdSPW0cmh6bY3WnM6FntzozrT+tddW8eKyyv4pP8njPEeU/VzSZI4nnSclZdXklCUgJ+tHzM7zGS4x/Cq969MreVGehFd3W04nnicN8++iauFKz8M+4EW5veuR1br1NzIvQGAn50fBnr3fiaUaiVLLizhUMIhhnsM5+P+H9e5Jrqyvb/c/IWlQUuxN7HHz9aPk8kneb/P+0xsO7HOx/8dNDoN6Yp0wrLDCMsK40r2FWLzY5Go6BubG5jzzZBv6ONSe8Cn1qn5IugLdkbvrPX3erv0ZprfNAa6DURPdvcgiVqr5kD8AdZHrCexKBEAV3NX1j+6Hlfz+7uPP0iSJDHim7PklqjIK1GxfGLn+y7093dQa3UoyjTYNEFwfC7lHIHpgczrPA8LQ4s6f3/lhXg+Ky/iGUMzvu3fdMX6mooIkEWAXEUEyMI/jSRJDPnqNM5Wxux8vm/Vz7U6iRHfnEFPJuPwqwPRb4L1zlBRPOONX6/S2sGc76d1rzW4KCpTM+H7C6QXlvHTjB68/stVyjU69r3U/6FOu6rNiRuZrD9/iw3P9WzQ3rDCf0XmRvJF0BdczrqMvYk9S/ouqVcQFJwRzEeBH5FYlMicjnOY12VetR35v5IkiZ3RO/k65GvMDMz4qN9HjQq6GkuSJIIygtgYsZGAtABM5aaM9xlPG+s2HEk4QmB6IDpJh4+NDyO9RqKVtKy6sooRHiNYNnBZtUErVARxL514ibDsMGZ3mI2pgSlKtZJSTSmlmlKUGiUFZQVE5EZQrCoGwMLQgk4Onejs0Jm+Ln3p5NDpng56fWh0GqLzownJCOFU8ilCM0MZ1WoUH/T9oNp05prsjt7Nxxc/ZqrfVN7q9VbVz5VqJc8dfo7EokS2jtyKj41PvY+ZX5bPY3seo79rf5YPXn7Xv1UGyzpJxwDXAbUG9DmlOcw4NINiVTFbHt+Cl5VXvdtwvyJzIpl2cBpD3Yfy1aCvqm2nRqdhf9x+NkRsIKEoAVdzV6a3m84473FV64p3R+/m00uf0sG+A6uHrsba+P4qnUuSxJbrW1geuhwvSy++HfItnlaeNf6+Uq3ko4sf8Wf8n/i7+vO5/+eYGZqx8ORCAtICWD54OY+4P1Lrc2aUZHAl6woZJRn//VJWfC/VlNLZoTO9XXrTx6UPfrZ+1aadq7VqEosSiS2IJbk4mUxlJlnKLLKUWWQrs8kpy0En6YCKYLiTQye6OHahq2NXHE0cWXxmMQlFCXzU76Ma0+7zy/JZfGYxwRnBTPadTDenbpjKTTEzMMNUboqpgSn6Mn0OJxxmZ9ROMpWZtLRoyRTfKYz1HotcT87emL1sjNxIRkkGfrZ+zO00F2dTZ148/iKmBqasH7Eed8uGLZX6O/18KZF3f4vAzFC/2qy2f7Ofb/zMF8FfoJN0tLRoyfLBy/G1rT07KbhAwagrsQwthO1jm67mQVMRAbIIkKuIAFn4J6qsjH32jSG421V0jPZeTuG13Vf5fmo3Hm/i7ZM0Wh36enUXwAFIzlMybk0AOQoVJgb67HqhT6P3cRT+2bKUWay8vJI/4v7AxtiGZ9s/y4H4A8TkxzC69Wje7PUmlob3FgFKLEpkechyTiafxNnMmU/7f0ovl17VPEPt4griePPsm0TnRzOp7SQW91iMibz+AzUNqYoMFQHM8cTjbIjYwI28G9gZ2zGt3TSe9nn6rlnznNIcjiQc4eCtg4RnhwMwzH0YXwz6os4BAKVayaLTi7iQdgEAPZkeJnITTOWmmMhNMDc0x8/Wj84Onens0BlPK89GBcS10Uk61oavZXXYatrbtefbId/WKx00MC2Qecfn0a9FP1YNXXVPYJNZksnkPydjoGfA9ie2Y2dSv2I/XwV/xdYbW/lt9G+0sr6/isjJRclMOzQNY31jtjy+BSezxhf6qy+lWsmkA5Mo1ZSyZ/SeOjMsdJKOU8mn2BSxibDsMKyMrJjUdlLF0p5rPzHQbSBfDvyyxmJcjXEp/RJvnHkDtU7No56PVqSv2/niY+NT9ZmKL4xn8enFxBXE8VKXl5jbaW7VuadUK5l7dC5ReVGsHbGW7k7d73kOtVbN5uub+fHqj5Rpy4CK4NXZzBknMyecTZ0x0DMgNCuUmPwYoGIAqKdTxXpqpUZJbH4sMQUxJBQloNFpqo5tZWSFg4kDTqZOOJo64mDqgIuZCx3tO+Jt7X3PuVikKuLVU68SnBHMwm4L70kxj86LZuGphWQrs1nSb0mda9fVOjUnkk7w8/WfCcsOw8zADCN9I/LK8ujm2I25nebSv0X/queIyovi+aPPI9eTs27Eukad18cSj7ExYiPPtn+WRz0frddjYvJjyC/Lr/f1VqnS4L/sFI+2d+Lzp+4/60Kr0zZJRfsHSavT8lXIV2y7sY0hLYfwjO8zvB/wPgVlBbzd+23Gtxlf4z3jUHYBMyMSONrDh04Wzb/v91+JAFkEyFVEgCz8E6UVlNJ/2cmqPXnVWh2PfH0GC2M5+1/2b5Jq2ffjclI+r+++ytsj/Rje7sF3MIW/X0FZAQlFCdgZ22FrYoup/L9VkMs0ZWy9vpWfrv2EWqdmut905naai4WhBWqtmh/Cf2D9tfXYmdixpO8SBrgNACoK+vxw9Qd2Ru3EUN+QOR3nML3d9AbNUP6VSqti1ZVVbIrchKu5Kz2ceuBu6Y67hTstLSuKUVkaWlKmKSOuII6b+Tfv+jLUM2Rsm7FMaDMBF/PqB57KNGXsi93H5sjNpChS8LT05Nn2zzKq9SiM9GvfqiW5OJnw7HBGeIzAQL9+qd+SJFFYXoix3BgjfaNmWxd/KukUb59/GyN9I74Z/A3dnGretzS+IJ5pB6fhZObE1se31rg9V2ROJM8efhY/Wz/WP7oeQ/3a0yAzSzIZuXckj3k9xqf+n97X31Ppeu51Zh6eiYTESK+RTGo7CT+7B1fM56PAj/j15q+sG7GuwQNBYVlhbIzYyKnkU0hIjPUeywd9P6hXpkVDpSvS+SzoM65kXaGwvBCoGKDxsPTAx8aHcynnMJYbs3TAUvq26HvP4/PL8plxaAa5ZblsfmwzbWz+m2IamhnKx4EfE1cYxzD3YbzQ+QXczN1qPE9ySnMISg/iUsYlLqVfIlWRCoCbuRve1t5423hXfLf2xsPSo1HXEJVWxXsB73Ho1iEm+kzk7d5vI9eTcyzxGO+efxcLAwtWDF1BB/uGbRMUkRPBjqgdKFQKprebTg/n6uOR2PxY5hydg4TE2uFraWvbtl7HpjRKhwAAIABJREFUV2vVLA9dzrYb2zCVm6LUKBnuMZx3er+DvUn1Ow8UlheyOmw1u6J3oZN0fNz/Y8Z6j63X8+UoyjE3kt93hlVBWQFTD06ltXVrvh70db2vh38npVrJm+fe5HTyaab5TeP1Hq+jr6dPXlkeb519i8D0QEa1GsV7fd6rdoBqU2oOb91M4Wq/9jgZPXx/nwiQRYBcRQTIwj/VjA1BxGYWc+7NoewOSebtvdfY8FyP+9raSBDq66UTL3E25WzV/xvqGWJrYoutsS25pblkKjMZ2nIoi3ssrjZFMDInknfPv0tcYRzjvMfR2ro1P4b/SIm6hKfaPMVLXV6qsTPXGBfTL/JT+E8kFCWQpcy6698sDS1RqBVVKZcmchPaWLehjU0bskuzOZdyDplMhr+rP0/7PM0A1wHo6+lTWF7IzqidbI/aTl7Z/7N33vFN1P8ff16a7r33btl7FUGZIjjQnwO3uFBQ3BP3XoiAEwe4QPmKKCAKyJ5l70LpnulukzRpdnK/P0orpbt0UL3n48EDTa53n5Dr3b3H6/WuYIDfAO7rdx/jwsdd9FWQ9iJTlclj2x5DoVXwwogXajWmJquJnMocMtWZZKozWZO+Br1Fz89X/9ysrnJD9gae3fEs18RcwzuXvtNkBfytvW/xe/rvrP2/tU1q01tLhiqDpaeX8lfmXxisBgb4D+DWnrdyRdQVzSY9WsPW3K08vu1x7u17L08Ne6rN+8lSZ5GqTOWKyCs6PGEiiiJFVUUkVyRXa70rkkmpSCHSI5K3Rr/VZDdBgbaAO9fdiSAILLtyGU5yJ+Yfns/q9NWEuIbwYsKLbZJDFFcV4+7g3q5Vc6iu1n985GO+TfqWcWHj6OHTg69PfM0A/wEsHLcQfxf/dj3e+WSrs7l/4/0YrUa+nvQ1fXz7NLl9UVURT+94mhOlJ7ij9x08PuRxfkr+iS+OfYGrvSsvjHiBK6OvrD1HbKKNVWmr+PjIx6hNam7ucTM5lTnsK9zHe5e9x9UxV3fo56vBJtp4dOujJCoSsYgWLo+4nA/Hftio3KQrKNWV8sjWRzhTcYbnhz/P7b1vr/O+1Wbl6xNfs+j4ouogf9xHxHjWrfx/kFnIwpxi8sYORN7FhYyGkAJkKUCuRQqQJbora48X8Ojyoyy5exgvr04iyNOJ3x8a1e4PR+nKdBYdX4SrvSt39bmrTtZf4r/L+BXj6eHdg6tjrqZCX0GFsaL6b0MFNmzc2/deEoITmtyHyWrii2Nf8N2p77CJNkaFjOKZYc90+Dmmt+ir3Zor88jV5JKvycfbyZuePj3p4d2DcPfwOkFZobaQ39J+4/e03ynVlxLkGsSwwGFsyd2C3qJnTNgY7u17L0MDh/4nXc4rTZU8v/N5dit2M8h/EEqjknxNPlbRWrtNlEcUb1/6NgP9B7Zon18d/4rPjn3GzT1u5uWRLzf475pXmce1q6/lxh438vLIl9vt85xLpamSP9L/4JeUX8iuzMbL0YtrYq7hstDLGBw4uMmWfYVWwbbcbezI34HaqMbL0QsvRy88HT3xcvLC08GTr098TaBrID9d9VOz1fJ/CykVKdy74V48HT3RmrVoTVqm953OzAEz2z3AbS+Wn1nOe/vfQ0TkutjreOWSV9o1UdIUeZo8Zvw9A41JwyODH2FE0AhivGLqJY72KPYwZ9ccTFYTb45+s05bdaYqk1f2vMKJshNMCJ/AK5e8Ut0RsP9dksqTGBIwhBcTXqSnT0/0Fj2zt8zmSPER5o6ZyxVRV7RqvWqjmn2F+9hbsBdHO0eeHPpksxX875O+56PDH/HCiBewiTY+OPgBV0VfxbuXvtuhyUarzUqZvqxW416mL0MuyHGUO+JkV92h4yR3wmwz8/a+t1EZVXw45sMmkziJBYnM2TkHg9XAB5d9wPiI8bXvPXMmj7/L1Zwc3bqug85CCpClALmWiz1Atok2CrQFZKgySFelY7KauLPPnS1yy7vY0Jg07C/cT2JBIokFiQS7BrNw/MJWOdpebKQr03lx94tMiZ7Cff3u69RjG8xWRryzGTuZgFJn5qcZCYyOa7+KW03L1YqUFbjIXbCIFvQWPaNDRnN337sZGTzyPxEMGK1GzlScQRRFBEFAhqz6wUQAe5k9sZ6x/5lqYQ1Kg5Ixv4y5oLE855JcnozGpGmTzrgzMdvM7MzbyYrUFRwuPswVkVdwT797WmUo9W/FarPy5Ykv2Za7jQiPCKI9o4nxjCHGM4Yoz6hWab+hukq58MhCvk36llt63sJLCS/Vu968sOsFNudsZt0N6zq8kieKIvuL9vPLmV/Ynr8di82CvcyewQGDuSTkEkYGj6SXTy9SKlLYlreNbXnbSFWmAhDrGUuIWwhqoxqVUYXKqKLSVAlUa2yXXbWsVSOF/g0cLDrIQ5sfoo9vH14Z+Uq3SLwmFiRSpi9jaszUTr/3FWoLmb11dq322svRiyEBQ6pHrwUNZXvedr46/hVx3nHMHzu/QSM1q83K0tNL+ezYZ9gJdugsOvyd/Xl62NNcFX1Vnc+kM+uYtXkWJ0tP8tG4j5gQMaHRtZltZk6Wnqx9tksqS0JExN3eHa1Zy4igEXwy4ZNGkx/HSo5xz4Z7mBAxgY/GfoQgCLWO7tfHXc/ro15vtY9Cia6EFSkryNfmY7VZsYpWLDYLVtGK1WalylxFsa6YUl0pFtHS/A4Bf2d/Ppv4WbNVfKjuaHhi2xOcrjjNSwkv1XbW3HUikwKjiS3DO3/UYEuQAmQpQK7lYgyQf0/7ncPFh8lQZZCpzkRv0dd5P8I9gvnj5rdYj9IQiYpENuduprdvbxKCEgh3D++QC366Mp1NuZvYW7CXE6UnsIpWXO1dGRo4lL0Fe+nl04tvrvim2dERlaZKFhxewJjQMXWycV3J1tytvLDrBfQWPTJBxk9X/URfv76duoZX1yTx494cRsb4sPyB9glYLTYLv6b+yufHPkdj0jCtxzRmD5qNgMCK1BX8nPwz5YZyenr35O6+dzMlakqLtUIak4aDRQdxd3BnSMCQizqwFEWRLblbmHdoXq2+rSECXQK5Pv56boi7oVGNqtlqZm/hXtZnraeoqqjbJ4YOFh3kvr/v46vLv2JU6KiuXo7EvxRRFPno0Ef8cPoHbu91O3NGzKm9xqUr07nhjxu4p989PDW07a3JbUFn1nGk5Aj7Cvaxr3AfKcoUAOQyORabBZkgY3DAYMaHj2dc+DgiPSLr7cNqs1JpqsTBzqFFo5P+jVSZq+p4F0g0jSiK5GvzOVx8uPZPniav9v3rYq/jpZEvNZuMylZnM+/QPGK8Ypg5YGaj55/WpGXmppmcrjjNJ+M/qfWKgH/uaRuzN7I1bysakwaZIGOA3wBGhYzikpBL6OfXj/VZ63l5z8sM8h/E5xM/r6cpVxlUTPtzGnJBzoqpK+oUf2pGtzWWIGuINGUaP5z6gb+y/sIm2gh2DcZeZo+dYIedzA47wQ57mT1OcicCXQIJcg2q/RPoEoi/iz820YbBYsBoNWKwGDBYDRgtRnr79sbbybvZNdSgM+t4budz7MjfwYz+M3hs8GNMOZyKj72c5QMvzoSYFCD/CwJkQRCeBGYAInASuBdwAX4BooBs4GZRFJVN7ediDJBnb5lNcnkysV6xxHnF1f4d4xVDujKdZ3Y8g8ak4eWRL9eZldgSstRZzDs0j535O3GQOWCymQAIcg1iRNAIEoITGBE0ol0G1OdU5nD9muux2Cz09e3LqNBRjAoZxQD/AdjL7Nmau5Wntj/FkMAhfDHxi0ZbcPI0eTyy5REy1ZnYCXZ8OPZDJkVOuuD1tZVzHVz7+fbjrdFvMXPTTDwcPfjlml+abZPLq8xj0fFF3N///guuGqQUabhj8X6+mT6UwREtv3A3xr7CfXxw4APSVekkBCXw3Ijn6lXHTFYTf2X+xQ+nfiBDnYGnoycD/QcywG8AA/wH0M+vX+1NThRF0lXp7FLsYrdiN0eLj9Zma32cfLg84nKuiLqCoYFDLyqtUUpFCnMPzuVA0QHivOKYOWAmHg4e2LBhE22IoohNtKExa1iXtY5ERbWj8OjQ0dwUfxNjwscgQ8bh4sOsy1rH5tzNqI1q3B3c0Zv1TY5y6Q4sP7Ocd/e/y5ZpWwhwCejq5Uj8ixFFkbkH57IseRl39r6T54Y/hyAIPLHtCfYX7mf9DesveJTRhVKuL+dA0QFOlJ6gl08vxoSNadWDtIREWymqKuJI8RHcHNwYEzam3fdfaapkxt8zyFBlsGD8AoA6QbG7vTvjI8YzPnw8I4JHNDiVYEP2BubsnENf374smrSodpsa3fHegr0svWopfX3rFhhEUWTB4QV8d+o77u5zN08Pe7rBe2ZNd8f3p75nj2IPznJnro+7njv73NngzPPOxGKz8M7+d1iZupJrYq5hvewOxvp48HHvi3N0lxQgd/MAWRCEUGA30EcURb0gCCuAdUAfoEIUxfcFQZgDeIui+HxT+7oYA2Sz1dxkRa5MX8bzO5/nQNEBboy/kRcSXmhWC3OuO6yT3ImZA2Zye+/bUWgVtU6QB4sOojKqAEgISuD+/vdfUBvtU9ufYrdiN6uvW02IW0iD26zLXMecXXMYHTqaT8Z/Uu9zHys5xuPbHsdis/Dupe+y+ORiksqSmDd2HhMjm56l2BHozDpe3vMym3I2MTVmKq+Neg1HO0d25u9k9pbZPND/AR4b8lijP680KLlz3Z3kanJxd3Dn0wmfNjjuoitILEhk5qaZhLqF8uzwZ5kQPqHJ714URXYrdrMxZyMnS0+Soc4AQEAg1iuWaM9oTpadpKiqCIAe3j24LPQyRoeOpsJQwcbsjexS7EJv0ePt6M2EiAmMCRtDmHsYQa5BuNu7N3l8s9VMhaECLyevdtOCVRgq+Pzo56xMW4mHgwePDHqEG3vc2GzwrtAqWJW2ilXpqyjRleDn7IeAQKm+FGe5M+PDx3NV9FWMChnFj6d/ZOGRhbw9+u0WJbjSlGnYyezqmX10JW/tfYsN2RvYfevubhvkS3QfRFHkg4Mf8FPyT9zd526mRE/htr9u4+FBD/PQwIe6enkSEv9qVAYV92+8v1YyUBMUT46azMjgkS3Szm/J3cIzO54h3iueryd9jZeTVx3d8fmGVzWIosj7B97n5zM/c2X0lfg7+9dWdfUWPQaLoVqGqM7Ax8mHO3rfwc09bu7ypNm51Ixf++ToZ5SHf8fMcF9ej4/q6mU1iBQg/zsC5H3AQKASWA18AnwKjBNFsVAQhGBguyiKTfYhX4wBckuw2Cx8fuxzFp9cTG+f3nw07qMGM2Vmq5mVaStr22VvjL+R2YNmNzhf0ibaSFOmsUuxi5+Tf6ZUX0o/337MGDCD8eHjW6UBOVpylOnrpzN70GxmDZzV5LYrU1fyxt43mBQ5iblj5tYGI+sy1/HKnlcIdgvmswmfEeUZVd3ys3kmp8tON6uLaW/yNfk8tu0xMlQZPDX0Kab3mV4nOHhlzyuszVjLsquWNTj2wWAxMGPjDM5UnOGt0W/xxbEvKNAW8N5l7zVpgmGymlh+ZjlpyjTGhI3h0tBL293IxGqzMu3PaejNelZdt6pNIzEqTZUklSVxovQEJ0pPkK5Kp49vn9qguKGuBL1Fz27FbjZlb2J7/vY6cgIXuQvBrsEEuQbh5+yHzqKjXF9OhaGCckM5GpMGqHYgvjb2Wqb1mNbmGahqo5qVqStZkrQEnVnHbb1uY9bAWa1ug7bYLOxR7GF1+moAJkdPZmzY2Dotb1ablQc2PcCpslOsnLqScI/GM9z7CvfxyJZH8HL0Yt0N6y4aE5+711frjn+48ocuXonEfwVRFHl3/7v8L+V/eDt6IyKy/ob1jY4BkpCQaD/K9eUsS17GIP9BXBJySZvuRbvyd/HEtieI9Ixk9qDZPL396Tq648awiTY+OPABK1JW4GDngJPcCSc7p+q/5U642btxZfSVLRqr15UsS1nLMwXhRBs2sHrMvZ0yY721SAFyNw+QAQRBeBx4B9ADG0VRvEMQBJUoil7nbKMURbHJPqfuGiDXsCNvBy/sfgFEiPeOp8pcRZW5Cp1FR5W5CqPVCFRXhJ8d/myLdctGq5E/Mv7g25Pfkq/NJ9Yzlvv738+V0Vc2W00TRZG71t9FgbaAP6//s0XB3I+nfuTDQx9ybey1vDnqTb45+Q2fH/ucoYFDWThuYZ1soMakYdamWZyuOM38sfM7VJNsE22cKD3B1tyt/J7+OzbRxrwx8xrUXVaaKrl+zfW427vzy9Rf6lyorTYrz+x4hi25W/ho3EdMipyEyqDi0a2Pcrz0OM8Of5a7+txVZ3+iKLI1dyvzDs0jX5uPq70rVeYqnOycuDT0UiZFTmJM2Jh2eUBclbaKVxNf5cOxHzIlasoF768tGCwGUpQpFFUV1flTWFVIqb4UN3s3fJ198XHyqf3j7ejN4eLDbMrdhMVmYUjAEKb1nMakyEktulFmqDL4Kfkn/sz8s9qALHQ0zw57tsMNc4qqirjhjxuI9ojm+yu/b3Bm6cGigzy8+WE8HD0o0ZXwUsJL3Nrr1g5dV0sQRZHRy0dzVcxVHeYcLCHREKIo8va+t1mRuqLdDOIkJCQ6j32F+3h0y6MYrAbC3MLq6Y7/zSRr9Yw/mIK/8msS3EwsvmJxVy+pHlKA3M0DZEEQvIHfgFsAFfArsBL4rCUBsiAIDwIPAkRERAzNycnplHV3FPmafD48+CFasxYXexdc7V1xlbviau+Ki70LfX37cmnopW1qhbTYLPyd/TeLTy4mXZVOP99+LJm8pMmgd2P2Rp7e8TRvjHqDG+JvaPGxFh1fxBfHviDKI4rsymyujb2W1y55rcFMpcakYeammSRXJLNg3ALGhY9r9WdrDLPNzMGig2zN3crW3K2U6kuRC3JGhozkhREvNDjTtYbdit08tPkh7u93P08MfaL29bkH57L09FKeHfYs0/tOr33dYDEwZ9cctuRuYXqf6Tw97Glkgozk8mTmHpzLoeJDxHnF8eywZxkRPIIjxUfYlLOJzbmbKdOXYS+zZ3TIaK6OuZrxEePblD3VW/Rc8/s1BLkGseyqZd2yZbZcX86ajDWsTF1JniYPL0cvJkVOItIjkiDXIIJdgwl2DcbX2RdRFNml2MVPyT+xr3AfjnaOXB1zNbf3uv2CjO9aS82s11kDZzF70Ow67x0tOcrMTTMJcg3i28nf8tT2p1BoFay7Yd0FZchrDIRa6wh6LkVVRUxaOemiCdgl/lvUJC0H+A+4oPNYQkKiazhUdIiPj3zMnIQ59XTH/2a2V1Ry6/FMPol14BJv9y7XRzeEFCB3/wB5GjBFFMX7z/7/dGAkMJH/SIt1Z2MTbfyV+Rev7HmFUSGj+GTCJw1Wks1WM9etuQ5HO0dWTl3ZKpficw0ZHh38KA/0f6DJYK3SVMnMjTM5ozzDx+M/vmCDikpTJd+c+Ibf0n5DY9LgLHfm0tBLa7WxDZlPNMRria+xOn01y65cRn///iw7vYwPDn7AHb3v4Pnhz9f7TFablbkH5/LzmZ+ZHDUZF7kLq9NX4+XoxSODH+GG+Bvq/VvbRBvHS4+zMXsjG3M2UqIrwd3enSuiruDa2GsZHDC4xYHu1ye+5tOjn/L9lO8vGj10W7GJNvYX7ufX1F/Zo9iDzqKr875cJsfV3hW1UU2ASwC39bqNG+Nv7DJDnZd2v8SfmX/yw5QfGBQwCIATpSd4cNOD+Dv78+3kb/F38Wdf4T4e2PgALya8yG29bmvVMURR5EjJEdZmrGVj9kZGhoxk/rj5bV5zTRLo33C+SEhISEhIdAYriip4LDmXvQm9iXa5OFvBpQC5+wfICcC3wHCqW6y/Bw4BEUD5OSZdPqIoPtfUvqQAuXWsSFnBW/ve4qYeN/HqyFfrBWE1weCiyxdxaeilbTqGyqBqscFCpamSBzY+QLY6m9XXrW50zE5TWG1Wfkv7jc+OfobKqGJK1BSmRE9hVMioNmlxNSYN16+5Hhd7F2YNmMWcXXMYHz6e+ePmN5owEEWR7099z/zD85HL5NzZ+04eGPBAi4Jyq83KweKDrM1Yy6acTegtesLcwqp1uT2n4efc+Gzkcn05V6+6unZO4b8JURTRmDUUagtrW7WLqoooN5TXJj4aam3uTLQmLTetvQmAlVNXkqPJ4YG/H8DLyYvvJn9Xq1ESRZF7NtxDviafdTe2rIqcU5nD2oy1/Jn5JwqtAme5c20r25ZpW9q85hpjld237u7Wo6okJCQkJCQ6i09zinkns5CMy/rjKr84R1xKAXI3D5ABBEF4g+oWawtwlOqRT27ACqoD5VxgmiiKFU3tRwqQW8/CwwtZkrSEx4c8zoz+M2pfrzRVctXvV9HbpzdfT/q601p1FVoF16+5niEBQ1h0+aJWHXd/4X4+OPgBaco0hgYO5fnhz9Pbt/cFrylRkcjMzTMBGOA3gMWTFzc7mxCqXbt9nX3b3HqjM+vYnLuZPzL+4EDhAQJcAvjy8i+J845rcPu3973NytSVrLpuFdGe0W06psSFcazkGPdsuIeRISM5WXoSdwd3vpv8Xb1kz/7C/czYOIM5I+ZwR+87Gt1fhaGCZ3Y8w8GigwgIjAweydTYqUyMmMjS00v57NhnHLjjQIvOx4Z4afdL7CvYx5ab2x5kS0hISEhI/Jd4NU3BT4XlZIwZ0NVLaRQpQIZuL9wRRfE1URR7iaLYTxTFu0RRNIqiWC6K4kRRFOPP/t1kcCzRNh4b8hhXRl/Jx0c+Zl3mutrXF59cTKWxstFZdR1FqFsoTw59kj0Fe1iTsaZFP5NXmcfjWx9nxsYZ6Mw65o+bz3eTv2uX4BhgVOgopveZTrx3PJ9M+KTFwciggEEXpEtxsXfh2thrWXzFYn655hdsoo3pG6ZzuPhwvW2z1FmsTF3JTT1ukoLjLmRQwCAeHPAgexR7cLF3YfEVixvshBgRNIKhgUNZcnIJBouhwX3pzDpmb57NidITPDn0STbdtImvr/iaqbFTcbF3IdIjEqieLd5W0lXpjSZcJCQkJCQkJOpTbDIT6NC1XWsSzdPtA2SJrkMmyHh79NsMCxzGy3te5mDRQQq0Bfx0+iemxk6ll0+vTl/TLT1vYUjAEOYenEuJrqTJbY+WHOWmtText3Avjw95nDX/t4ZJkZPaPah/dviz/Db1twZHanUGvX17s/Sqpfg6+fLgxgfZlLOpzvsLDy/E0c6x2TFcEh3PgwMe5Lnhz/Hd5O8Icw9rcBtBEHh44MOU6kv5Le23eu+brWae3P4kyRXJzBs7j/v63VdvjETNSKm8yrYFyFablQxVBnFeUoAsISEhISHRUkpMZgIcmp4CI9H1SAGyxAXhYOfAwvELCXcP5/Ftj/Na4msIgsCjgx/tkvXIBBlvjn4Tk9XEW/veojEJwYnSEzy0+SH8Xfz54//+YEb/GR06N6+rHaFD3UJZeuVSevv25untT/Nz8s8AHC4+zNa8rdzX774mNcoSnYNcJueuPnc1GhzXMCJ4BMMCh7H45OI6VWSbaOOVxFdILEjktUtea9TVPcK92oE9R9M25/58bT5Gq1EKkCUkJCQkJFpBidFCgKNUQb7YkQJkiQvG09GTLy7/AgeZA/sK93FXn7sIcg3qsvVEekTy6OBH2Z63nQ3ZG+q9f6rsFLM2zcLb0ZvFVyzu0rV2Jl5OXnxzxTeMDR/LewfeY+Hhhcw/NJ8A54A6I6eOqKsYsCeJtzMK0FltXbji/ybrS1WUmszNbvfwoIcp05fxa+qvQLWB17xD8/gr8y8eH/I418df3+jPuju44+PkQ25lbpvWmK5MB6pnrktISEhISEi0DKmC3D2QAmSJdiHULZRFly/ixvgbub/f/V29HO7sfSf9/frz3v73qDD8I0FPLk/mwU0P4uHowbeTv211cCyKIjl6Y3svt9NwljuzYNwCpvWYxpKkJZwoO8Ejgx+p1UYbrDYeP5NLldXGZ7kljDtwhu0VlV286v8OSRod9yZlM+1YBkqzpclthwcNZ3jQcJacXILeoue7U9+x9PRS7uh9R4t+ByPcI8jVtC1ATlOlISAQ4xnTpp+X+HdTVVVFQUFBVy9DQkJC4qJCZ7WhsdokDXI3QAqQJdqN3r69eX3U67g5uHX1UrCT2fHmqDfRmDW8v/99AFKVqTy46cEmDZCaY6dSS8K+ZDaUqtt7yZ2GXCbnlZGv8OTQJ7ky6kqujb229r0Ps4tI0xlZ0i+K3wbFYi8I3Ho8k4dP57SoqilxYexUagHI1Bm580QmVRZrk9s/PPBhyg3lPLHtCRYcXsCUqCk8N/y5FrX0R3hEtL2CrEonzD0MF3uXNv28xL+bnTt3snjxYioqJH9MCQkJiRpKzj5H+UsV5IseKUCW+NcS5x3HrAGzWJ+9nm+TvuWBjQ/gIHNgyRVLmtV4NsZupQaANzMKMNm6b/uxIAjc1+8+5o6dWzuT+Yi6ikW5JdwR7MM4Hw9Ge7uzZXhPnooKZG2Jisv2n+HnwvJGdd0SF84upYaerk582TeSo5U67kvKxtjEeTYsaBgJQQkkFiQyMngk71z6DjKhZZf1CPcIinXF6C36Vq8zXZku6Y8lGqWkpASbzcbWrVu7eikSEgAkJiaycePGrl6GxH+cEmN1gCxVkC9+pABZ4l/Nff3vo5dPLxYcXoBMkLFk8hIiPCLavL+D6io85DIy9UZ+LChv0c+ozRayL/K27JrW6mBHe16PC6193clOxnPRwWwe3pOerk48dSaPNzKk1smOwGizsU+lZYy3G1f5e/FRr3B2KDU8fDoHi63xpMQLCS9wR+87WDh+IQ52DrWvW2wi72cWkqVr+Nyr+T3I1+S3ap0mq4mcyhwpQJZolLKyMuzs7EhKSpJarSW6HJvNRmJiIgcOHMBsljqhJLqOYlO1dEoy6br4kQLkbsi28kou25+MqhmNogTYy+z98YdmAAAgAElEQVR559J3GBM2hiVXLCHKM6rN+zLbRI5pdNwS5MNl3m7Mzy5C3cx3YLTZmHY8g6sPpzUZ5HQ18862Vs/rGY673K7e+z1dnVg1OI4bA735XlFGuUk699qbQ+oq9DaRy7zdAbgt2Jc34kL4q1TNs6l5jVbuY71imTNiDq72rnVeX12iZGFOMfNzihr8uZoAubVt1lnqLCyiRTLokmgQo9GIRqNh5MiRODs7s2XLlq5eksR/nKKiIrRaLRaLhby8ts9+764ka/VMOZRKkVFKDnQ1NS3WkknXxY8UIHdDPs0tIU1nZH1Z99XBdiY9vHvw+cTPifG6MEOhJK0eg01kuKcbr8WGoDRb+Tin6VnLb6YXcEKjp9xs4ahGd0HHbw5rG1ufj1RW8UVuCbcH+zDe16PR7WSCwKORARhsIj8WlLV1mRKNsEupxU6AUV7/aPhnhgfwZGQgywsreCOjoMXt7VZR5OOcYgD+LFGhaUDL3NZRT+mqagdrqYIs0RDl5dWdNaGhoYwZM4aMjAwyMjK6eFUS/2VSU1OBamlRVlZWF6+m85mXXcQxjY4t5ZLhZldTYrJgJ4CvvRQgX+xIAXI3I0NnIFFVbeSztkTVxav5b3G4sgqAYR4u9HN34eYgHxbnlzbqar22RMUSRRm3B/tgJ9ChN6cfFGX03HWSA2fPjZZisNp4IjmPoPNaqxujl6sz433c+VZRhkEaAdWu7FRqGOrhitt5FfznooO4L9SPL/NKWZRX2qJ9rS1RkaYzMivcH71NZHWJst42bR31lK5KRy7IifKIatXPSfw3KCurTp75+voybNgwPD092bx5M7Zu7Nkg0b1JS0sjNDSU0NBQMjMzu3o5nUpalYF1Z01F96lb93wg0f6UmMz429sja4GRpkTXIgXI3YylBeXIBbgp0JtdSq3UZt2JHFRXEepoT4hTtc5zTkwQdgK8m1lYb9tsvZGnzuQyxMOF93uEMczDla0dFCB/nlvC86n5aK02PsltuqJ9Ph9lF5GqMzCvZzgeDbRWN8RD4QGUmiz83kDQ1RHYRJF9Ki0vpOYz7sAZkjq4Et8VqM0WjlXquMy7vgO8IAi8HR/KNf6evJtZQLK2aVMtmyiyMKeYeBdHXokNoaerEz8XNOwmHO4e3upRT+nKdKI8o7C3kzRUEvWpqSD7+Phgb2/P+PHjKSws5PTp0128Mon/IlqtFoVCQY8ePYiOjqagoACDwdDVy+o0PsstwUkmMNLTlf2qqg491qc5xeys0HToMbo7xUZpBnJ3QQqQuxEGq40VRRVM9vPkvjA/zKLI32VSy0xncUhdxTDPf3SewY4OzAoPYE2JisPqf248RpuNB5OysRMEvuobhYNMxkRfD05o9RS3owZIFEXmZhXyVkYB1wV48WRkIJvLK0mtatnN/2iljs9zS7gt2IcJTbRWn89l3m70cXXiq7zSDnO0FkWRw+oqXk1TMHTvaf7vaDrLC8tJ1xn4pejfNzomUaXFBow5qz8+H5kg8H6P6iTGsyl52Jr4d99QpuZMlYHHIwOxEwRuD/bhqEbXYGAd6RHZ6gpymiqNeC9JfyzRMGVlZbh6+1Bgqa4YDxgwgICAALZs2YLV2vTYMgmJ9iY9vVoSEh8fT0xMDKIokp2d3bWL6iTyDCZ+K67gzhBfrvT3JNdgotBo6pBjWWwic7OKeDQ5hyrp97xRSk0WyaCrmyAFyN2IdWVqKsxWpof4MdjdhVBHe9aWtqzNelOZmg+zCjmkrmpWq2qy2UhUalmQXcS28spuM9ZHFMUOW6vCYEJhNDPcs64R0iMRAfg7yHk9/R996BvpBZzQ6vmkdwThZ6vNE3yqA5+tFe2T0BBFkdfTC5ifXcxtwT580SeS+8P8cZIJfJXXfBVZFEVeTM2vXntsSKuOLQgCM8MDSKkysL0DssWJSi0j9iVz9ZE0vleUMcDdmUV9Ijk1uh/jfTz4u6z7nJMtZadSi6udjCEero1u4+cg5424UA5V6vihEQd1URRZkF1MtLMD/xfgDcBNgT7YCwLLC+snFsLdw1s16kln1qHQKojzlvTHEg1TWl7OHz2GMOVQKqIoIpPJuPzyy1EqlRw+fLirl3dRYrOJVBq6j4GSVRT5ILOwVdMZMnVGXkzNx9zJZpWpqam4ubkRHBxMWFgYcrn8P6NDXpRbgoDArPAAEjyru5M6qoqsMJowiyLFJgtftLKT7b9EsUmqIHcXpAC5G/GjooxIJwcu83ZDEASuCfBiR4WmWSdl3dkRPh9lF3PNkTT670ni4dM5/FZUUetGnKM38r2ijHtOZtJ7dxI3HEvng6wibjuRyYSDKfyvsLzJeawXA+9mFjL1SFqHZC8P1eqP6wYwrnI7no8O5mBlFX+WqllbouJbRRmzwv25ws+zdru+bs4EOsjZWn7hAaVVFHk2JZ+v8kuZEebHRz3D0ejNvLs6iake7qwsVlJqavpha02JiqMaHXNigvFsg1nE9YFeBDrI+bKFmtiWYhNFXkzLR0Tk414RnBzdlx/6x3B9oDeucjsm+1Vnwc+0sEreGFqLlTsOpXFE3bEtZy1ll1LDJV5u2Mua1iXdFOjNWG933skoaLASsLm8kpNaPY9FBiI/uy9fBzmT/TxYWVxR73c40iMSaPmopwxVtdmSZNAl0RA2m41tDu6kObmhtFgpPNsxEx8fT2RkJDt27MBo7LqRdwUFBWzfvr3Ljt8YS/flMPq9rd0mSD6srmJBTjFL8lt+/f9eUca3ijKOd6JExmq1kpGRQXx8PIIgYG9vT0RERJfokM1mc6cmdktNZn4uLOemIG9CnRzo5+aMq52MfR10z8vWV9+Pop0d+CK3pMMq1RtK1byeruiQfXc0VlGkzGSRZiB3E6QAuZuQVmVgn7qKO0N8a8X91/p7VbdZN6Nt/aWoggqzlR/7R/Nln0gm+nqwo0LD7ORc+u1JYnDiKRL2JTMnNZ8krZ4bA735rl8Up0b34+NeEYjAE2fyGLH3NJ/mFF+Uuucqi5UlijIOVep4PiW/3W9Eh9RVOMsE+ro513vvtmAferk68Xq6gqfO5DLUw4WXYupWZQVBYIKvBzuUlRc07slsE3k0OZdlheU8ERnIW3GhyASBTaeL+f2IAtMZFUabyHeKxl2mjTYb72YW0tvViZuDfNq0DgeZjPtC/dmh1DSriW0Nm8srOVNlYE50MLcE+9QL3iedbQX/+wId3Fdkl7L7t1Tu3nqaii4+nxUGE+k6I2Ma0B+fjyAIzO0ZhlUUeSm17kOCKIosyCkm3MmBmwLrfq+3B/tSYbbWk2TUOFm3tM06TZUG0O1brLv6O28tRqMRi6X+mpcWVCc1GzMK7GyOlJSTGNmLAKH6Gpd+dga3IAhcfvnlVFVVsW/fvi5b3549e9i+fXutkdjFwubkYjRGC3vSLq51NcaWs51Drekg2na2e+pgJyYlc3NzMRqN9OjRo/a16OhoSktL0Wg6TytrsVhYuHAhmzZt6rRjfpNXitEm8khEAABymcAwD1f2t9LIs6Vknb0GfdI7EhsNe7Nc8DF0RmYn5/BlXmm3HDVZbrJgQ5qB3F2QAuRuwrKz5ly3Bv/z4DvYw4UQR3v+bMLN2mIT+TK3hKEeLkzy9eD/Ar35tHckJ0f3Zf3QHjwTFcRwT1feigtld0IvDo7sw9ye4Vzp74Wvg5xbgn3YNrwn/xsYQy9XZ97JLGTI3tN8nF3coZ+3xGhmaUFZi4PJtaUqdFYbU/w8WFmsbLCd9EI4qNYxyMOlwQqfnSDwamwICqO5Vnfc0HYTfTyotNhqq9GtpcJs4a4TmfxerOSlmGDmxAQjnE2WHMiq/rybThQy2s6B7xVl6Btxmf5eUUauwcSrsSHYXYCT4vRQX5xlsnarIotnzaXCnf5pDz6fQEd7hni4sOECtfdr00oQRKgs1fPo6dwmNb0dzS5l9YPaZY3oj88n0tmRp6OCWFemZt05EoudSi1HKnU8GhFQ7/wb6+NOqKM9ywvrtmaHe4QDtNioK02ZhpOdE6HuzTueX6x8pyij3+4ksnQXR1DZHIWFhSxYsIC5c+eyfPlyDh06hEqlIs9g4tU0BRvKKplwMIWfC8q7VHpgstl4Mr0Qe4uFuUHV53K67p9Oj/DwcHr16sWePXvQajvfTddms9WOm6oZ+3MxYLLYOJRdbXi4PaV9O3I6ihrDyTSdkTxD85VChcFE2tnft7be/9pCWloaMpmMmJh/RjzW/HdntlkrFAqqqqrYu3cvCkXHVz/VZgvfKcq4xt+LWBen2tcTvFw5U2XokCJHlt6Is0xgmIcLD4T582uRkmOV7dctYLaJPHw6B8PZLqjDnXgetRfSDOTuhRQgdwNqzLmu9PPC/5zWDJkgcI2/F9srNFQ2MOcU4K8yFTkGE7MjAmqDqZqfHezhwtPRQXzdN4oHwv2Jc3Gqs00NgiAwzseDXwbFsmV4T8Z6u/NeViFLO2gWblqVgauOpPJsSj6rWuiU/L/CCmKcHVnSL5qx3u68mJbPqXaqbOqsNpK0OoY3oQ+d4OvB67Eh/Ng/mrCzuuPzGePjjryN456SNDomH0olUaVlfq9wHo0MrPP+gewKEqJ9cHWUI6ZWUmG28msDZlYqs4UF2cWM9XZvcuZxS/C2l3NrsA+/FyvbxXxsj6o6wHskIqC2PbghJvt6ckyjo6iNxzTbRE4UVlege4lytlRU8nkLNFM2USRDZyBdZyBLZyRHbyT/rOnJhVQkdym1+DvI6eXq1PzGZ5kZHkBfNydeTFXU/u4vyC4ixNGeW4LrdwXYCQI3B/mwvUKD4pwHWg8HD7wdvcmpbNks5HRVOrFesciEtt86rFYrf//9d6c8KJ5Ptt7Im+kF2IADF0l7fVOUlZWxdOlSHBwc6N+/P0VFRfz5558sXLiQuzbsxGq1siTci0HuLjyVksfdJ7OalVd0FB9mFZFmtjEu9SiXBPvjaierrSDXMHHiRCwWC+vWrev0YF6hUGAwGBAE4aIKkE/kq9CbrXi52LMjteOMD9uLIqOZk1o904Kqk5jbW+CrUVNp7uvmxGG1rtM+Y1paGlFRUTg6Ota+FhwcjJOTU6cGyDWmYC4uLqxdu7bDzeq+V5Sjsdp4LDKgzusJnq6IdMy1L0tnJMrZEUEQeCwyEF97Oa+nK9rtu56fXcRRjY4FvSKQC53bidBeFJ+tekst1t0DKUDuBvxZqkJpsTI9xLfee1MDvDCJIhsbaDkVRZHPc0uIcXZk8jl62Auhr5szi/tFMcHHnRdS89mtbN82pQMqLdceScNgFYlwcmiRU3K23sg+dRW3BPlgJwh81icCL7mcB5Ky0TSSOGgNxzU6LCJ1HKwbYlZEACO8Gm+T9ZDbMdzTtdVGXb8VVTD1SBoWUWT14DhuD657HhSpDeSU65jUJ5BZY2M5kl5OvBG+yiutVxn9OKcYtcXKq3GtM+ZqjAfD/LGITbd0t5RPcooJcJBzSzNt35P9qwP7hs75lrBfrcVUWR1EGCuNXBfgxftZhextovWsyGjmhqPpjN5/hkv3n+GS/ckk7Etm2N7TDE48TZ/dSdx7MovcVra6iqLITqWGy7zdG0xONYa9TGBezwhKTGbezSwkUalln7qKhyMCcJQ1fFm/NdgHEeq5gEd4RJCnyWvRcdNV6ResPz506BB79+5l1apVnepqbBNFnjyTi1wAZ5msU7WQbUGpVPLjjz8iCALTp09n6tSpPPHEE8yePZugy6/kjKcf/TLS2PzTr3wc4MybcSHsUGoYe+BMnc6CzmC/SstnuSWMsVTRQ1OBh4cHcS6OZJwXIPv7+zN+/HhOnz5NUlJSp64xPT0dQRAYMmQIOTk56PXtJw25EPZmlCMAXj28Kao0kFJ8cY/Jqbl/zQoPINTRvkVt1tsqKgl2tOe2YF+KTGYU7TjNoTGUSiWlpaXEx9eVg8hkMqKiosjMzOy0QD07O5vAwECuvvpqioqKOlRmoLPa+Dq/lAk+7vR3d6nz3hAPV+wFgf0dESDrjUQ7VyciPOR2PBcdxD51FesvUA4FsE+l5eOcYm4J8uHmIB/6u7l0ywC5poLsL1WQuwVSgNwNWFpQTrSzA6Mb0CgO9XAhuBE36z0qLSc0eh6K8L+gVtrzsRMEvuwbRbSzIw8kZbdbq+K6UhU3H8/A217OX0PjeSIykCStnj3NaGZ+KaxABrUZbX8He77sG0mOwchTZ/Iu+CZ46OyFeGgTFeSWMtHHg1NaQ4sMLMw2kVfS8pmdnMtAdxc2DuvBkAaC9P1Z1W2zCdG+3Dc6mgB3R+xSKsnQGdh8TrU6V29kSX4Z04K8G9RSt4VoF0em+Hnyg6LsgszRjlbq2KnUMjM8ACe7pi9LPV2ciHRyaPOIs01llci01TeqnAodb8eEEOnkyKxT2Q1W37ZXVDLxYArHNXpeiw3hiz6RfNo7goW9wpnfM5wPe4bxZGQg2yuqg5OF2UUtNrQ7U2Wg1GRpcP5xcwz2cGFGmD8/KMp4LjUPfwc5dwTXT6LVEOnsyGXebiwvrKiTOIlwj6itIB87O/qroZZzpUFJmb6MeO+26491Oh3btm3Dy8uLsrIyDhw40OZ9tZbvFWXsVVXxRnwoA92dL+oAWaPR8OOPP2Iymbjrrrvw8/MDqrt5PH19+cnegyhnByKcovlD34tvlq/mLj93Ng7rSZijA/clZfNocg6ntPoODwI0FiuPJOcS4eTA5UVZ+Pr6IggCcS5OdVqsaxg1ahRhYWH89ddfnaoDTU9PJzQ0lIEDByKKYu34n65mU1oJors9Zzyrr3srT7a/drM92VpeSZCDPX1cnRjn484upaZJKZTFJrJLqWWcj3utyeWhTghu0tLO+iXE179eRUdHo1arUSpb1qF2IVgsFvLy8oiKiqJ379706NGD7du3d9ixfy4sp9xs4bHzuswAnO1kDHR3bncdslUUydGbiHL+p1J/R7AvPV2deDOjANMFGLyqzRZmn84h3MmBd+KrpT3DPF04rtF1uiP6hVJirK4gB0gV5G6BFCBf5Jyp0rNfXcUdwf+Yc52LTBC42t+T7RWaetXSz3NL8LOXMy2wbUZMTeEht2PpgGotz/STmY22eNdQZbE2eTH7Nr+U+5Oy6ePmzB9D4ol0duSGQG987eV81YTG1SqKrCiqYKyPOyHntDaP9HLjhehg1pZWu0pfCAfVVcS5OOLbDlm/iWfbmrc142ZdajJz8/F0vskv44EwP34dFFenvf5cDmRV4OYop3ewO84OdjxxeQ+yCzX4qywsOmfk0/tZRcgEmBMdfMGf41xmhfujtFj5tajtN/xPc4rxlNtxdwNdEucjCAKT/TzZrdJQ1coOAVEU2VCqQqazEO7jjChCcYWeb/pFobZYmX06p3YMmsUm8n5mIbcdz8TfQc7fw3rwUEQANwR6My3Ih1uDfbk9xJe7Qvx4PiaY3Qm9mOjrwftZRYw7cIZtLWilb63++Hyejw4ixNGedJ2R2eEBODeTXLg92Jc8g4k9yn8ekCI8IijSlfF+Rj5XH0nlrYyCBuUJ6aqz80QvwKBr27ZtGI1GbrvtNuLi4ti+fXun6FFz9EbezixkvI87twX5MNDDhVNa/QUZ5nUUOp2OH3/8Ea1Wy5133klQUFCd95fkl5GmM/JGbAgHs9VYkfF3hS+//76KeGcH/hwaz5ORgfxerGTiwRQu2Z/Mm+kFHFZXdYjW/pU0BQqDic/6RFJVVlobzMe5OKIwmuslzuzs7Pi///s/LBYLf/zxR6dU8XQ6HQqFgri4OMLCwnBxcbko2qwVOiMnctU4+jvzv4R4ZO72fHs074ICyA2laqYdS+eTnGLOVLVvgsRsE9lRoWGir3ut9KrSYuNIE3rQYxodaouVcT7u9HVzxlkmdIp+NDU1FR8fn9rz8Vw6U4ecn5+PxWIhOjoaQRC46qqrAPjrr7+a/G6UZgsfZxdjaMRLpCFMNhuLcktI8HRlZCPdbAlebhzX6Bv1KGkLhUYzJlEk2uWfZzC5TOD12BCy9aY2d5iJosic1HyKTGYW9YnETW4HVHfz6W1iu8nozqfQaOKjrKJ212qXmMx4yGXN3qclLg6kb+ki56eCcuwFoUFdYQ1T/b0w2kQ2nfNAflqrZ1uFhhlhfs1W5NpKlLMji/tFkaU3MvNUdoPzlbP1Rp45k0ev3UnE7TrB5EMpPHMmj+8VZRxWV1FltfJ2RgEvpim4ws+DlYPi8DsbiDrZybg31I9N5ZUNViIAdiu1KIzmBttyH44IYJKvB6+nF3C0jWYRoihyqLKqXarHAL1cnQhxtGdLE23WarOFaw6ncaxSx2e9I3grPqzJ8T8HsioYGumN/Oz3fPOwMGL8XHFIq2SvUstxjY5jlTp+L1byYJh/nURCezDC05VB7i4szC5mVbGy1VndlCoD68rU3B/mV3sDbI7Jfh4YbSLbW9nin6YzkluuQ7TB1f2r28zTSjT0dXPmnfgwdiq1LMwupsho5qZj6SzMqZ4zvW5oD3o0oxEOdXJgcb9o/jcwBhkCt53I5P6krDqa3/PZqdQS6+zYqG69OVzldnzWJ5JrA7y4K7T55MKVfp54ye34+RyzLnunaFSBr7Awt4xx3tUJnOOaxgPkts5ALi4u5tChQwwfPpzAwECmTJmC2Wxmy5YtbdpfS6lurc5DBszrGY4gCAxyd8FgE0lt5LrSVRgMBpYtW0ZFRQW33347YWFhdd4vNpr5KLuIy309iLLaUV5lIiHahyKbO38lV5CYmIiDTMbzMcEcG9WXeT3DiXZ25Jv8Uq4+ksbQvad5MTW/zfr98/mrVMX/iip4LDKQgc72qNVqfH2rz8Mac6DMBjqM/Pz8uPzyy0lLS+Po0aPtspamqBnrExcXh0wmIz4+nrS0tE5t8T8fs03k7p1nwCbyzNBIxvl4cEv/EGxKIzcdTGVTG1pT15WqmHEqiySNnnczCxl3IIWR+5J5NU3BbqXmgituB9VVaKy22kTvZd5uyIBtTbRZb6uoRAaM8XbHXiYw0N2FQ+qO7d4wmUxkZ2c3WD2G6vPPzc2t3cc92WwiZ4rq3ttr9MeRkdUj9by8vJg4cSLp6emcOnWq0X19kFXEe1mFLG/AS6Qxfi9WojCaG6we15Dg6YpZFJtMajSFQqHg/fffp7T0n8JFzTzs6HMqyADjfT0Y7+PO/OziNvl0/FasZFWJimeigup0z9X4wbS34ZsoiqwqVjLuQAofZhfxTSvGmLWEYpNZ0h93I6QA+SJGb7WxokjJVf6ejVYPAYZ7uhLkYM/ac9ysv8gtwcVOxt2h9bOnLUVrtDSbfR7t7c57PcLYVqHhzfSC2tfPVOmZfTqHUfuS+bW4gtuCfbgv1A8PuR1/laqYk5rP1UfSiN15ks9yS5ge4suSvtG4nBfM3x3qi6NM4OtGqsj/KyzHU27HlAY01jJB4JPeEQQ4yJmRlMWaEiW6VmZNM/VGKsxWhjejP24pgiAwwad6zFZDDyuiKPJcaj75RhO/DIzlpmb0uOVaI2klWhJi/tlObifjmck9KVcacCnU82VuCW9kKPCxt+ORJm6cF/KZ3o0PxdVOxkOncxi57zSLcktarP/+NKcYFzsZM8L8W3zMBE83vOR2rR73tLFMjaCtvlFP7ls9Kzi1uLqCeXuwDzcFejMvu4gJB89wXKPn094RzO8VUe+8bIpxPh5sHdGTF6KD2VpeyRWHUht08zTbRBJVWi7zaVv1uIZLvNz4um8UrnbNJxec7GTcEOjNujI1FWYLS/JLebMwEKs8gMcCNSwbEI2n3K7B9uM0ZRoeDh74O7f8e6pBFEU2bNiAo6Mj48aNA6ofUhMSEjh69GiHGnb9WFBOokrLG3GhhJ5NRAw8q8071kFt1qIo8sX2dI7ntVwLbDKZWL58OUVFRdx8881ER0fX2+atjAJMNpG34kLZk15dlZk3bSAJ0T4cEaNYu3lnbVXM38GeO0N8WT4wlqTRffmsdwSD3V1YVlDOK2kt//c2GAxs37693vxijcXK8yn5DHBz5umoICoqqh/kz60gA/V0yDWMGDGCqKgoNmzY0OGtrunp6Tg7OxMSUp0U69GjBwaDgfz8ls3/7gheSVdwJk+NIMC03oHo9Xqu7RsMIoRU2bgnKYtfWjGN4e8yNQ+eyqaP3IEXHDw4cklv5vYII87FiR8KyrjpWAb99ySxurjt/9ZbKiqRC/90vHjZyxnq4dpkgLy9QsMgDxe8z47sG+bpSpJW36rKaGsw20QyMzOxWCx1xjudiyAIxMTEkJWVhe0C2n/P5511yUxZuKtOkJyVlYVfSAhzFRW1utkRI0YQEhLC+vXrG9TCZ+mMLCsoQwC+ziupV3ywWG31ns2sosgnOSX0c3NmQhP3lBGergjQZh3ygQMHMBgMdZILNSOeos4LkAFeiwtBY7EyL6uoVcfJ0RuZk5pPgqdrvYA/xMmBUEf7dtUhl5ssPHgqh4dO5xDv4sgQDxf+V1jRYOGnIfaqtLya1rQpWYnJ0uSzvMTFhRQgX8SsLVWhtli5q5m205o2660VlWgtVhQGE6tLlNwZ7Ft7U2otVUYLl7y3hU+3Nq/TuivEjxlhfnyVX8qHWYXcdzKLcQdSWF+mZma4PwfOjo56LS6UXwfFcfrSfhy6pA/f94vm6ahAFvYK54MeYQ06F/s72HNToDe/FlXUm3unNltYX6bm+kDvRqvk3vZyFveLxgbMPJVD/z1JPJqcw7byls0jrsl0D/N0aWbLljPR1x2t1cYBdf3W0l+KKlhTouK5qOAmDb9qOHh2PEhCdN1A+sp+QQwM98IpU8uqQiV7VVU8HRWERwsrtK1liKcruxJ68WP/aCKcHXgjo4DBiad4PV1BfiMV1N8O57M6uZBVJUruCvHFpxXnqlwmcLmvB5tb+D3WsLG8kiATCAL0CvIg2s+VtLOmOIIg8EHPMPq4ORHoYM/fw3owrY1zoh1lMns+ZV4AACAASURBVB6PCmTjsJ442wnccCy9djRKDUcqq9BZbS2af9ye3B7sg9EmMulgCi+lKUjwcsa78AWCbdUmRgPdnTneQEBfY9B1vpmYyWZr9mE3JSWFrKwsxo8fj4vLP79LY8eOxdXVlfXr13dIq22O3sibGQWM9Xbn9nO6cKKcHfCQyxr8nO3BluQS5m5I4dU1SS36XDWV45ycHK6//np69uxZb5sDKi0ri5U8FBFAtIsjiRnlRPq6EO7jwvs3DsAm2HGEOFauXFlP2+tpL+emIB++7R9dPbqvorLFOvktW7awffv2etWuT3OKKTNbmNszHHuZUDtbuCZAjnZ2RIB6TtY1yGQyrrvuOgDWrFnT6kDFarWSkpLS4Hzoc6nRG8fGxiI7a2BX898pKSmtOmZ78VNBOd8rygitstE/1JPTxw6zYMECevrKcXOUM9osZ7SXG4+fyeWznOJmz6GNZWpmJGXT382FERU2Xl2VRFmZnumhfvw0MIbTo/vxXb8o4l2cePh0DitaUZU8l63llSR4uiE3m0hMTGTv3r30tRo4rtGRq1TXW6fKbOFopY5x5wRswzyqK5gnOiA5VWI0MzAxiSXZhdjb29dWbRsiOjoanU5HSUnDEwwsFgsbN25scZX5rxOFLNldnZw6nFN9XzabzWQrClgTO5BFeaXMPJWN1mJFJpMxdepUdDodmzdvrrev97MKsRdkvBUfSpbeVCcRbLWJjP1we+2xalhboiJTb+SJyMAmDR+97KsnJuxXtT64NBgMtdeBc5OaWToTjjKBkAbm+/ZydebOEF9+LChrsV+NKIo8lpyLAHzaO6JBD52hnq7tpmXfVKZm/MEzbChT81JMMGuGxDMz3B+F0Vwrg2puva+nK/g6v5ScJjrGSkxmAiWDrm6DFCBfxCxVlBPj7MjoFgRK1wRUt1lvLq/k6/xSROCB8NZXemo4ka9GY7Dw5Y4MyrTNX9Rejw1lvI87H2UXs0el5cnIQA5d0ofX4kIJPO+iKQgCYU4OTPH35NnoYG4N9m3ygv5AuD96m1hvrNTqEhUGm8itzQQxgz1cOHRJH1YOiuW6AC/+Lvt/9s48vqky3ePfk71J2nTf9w1oKdCygyAqIriAguOGLM7o6Cx3HO/MHWd3dFxmvG7jnavjvgKiOIIKsssiLVAoLQW67/uSpG2SZmmSc/9IG1qaLqDOHT8ffv/RJOeE5OQ97/M8v6WbO09XMy33LL8tb6R5lAXtRI+FAJmEdPX4I3jGwoIgf+SCwL4LdMjVvXZ+W9HEvEAtP70gnmEkHK8xoJRJyIoJHPJ3QRB4eOkEei19yBvMJPspWRt96WyC8UAiCCwJ1fFJdho7p6dzbUgArzV2MPvoOX5wpoaDBpNXA+l0ufnDtjP8ZW85EgQeuIRrdUmoDkOfa9w0q06HkxPdFoLsbuKD1fgppKRH+HsnyAAaqZSd0yewf+aEMSnV40GaRsX2nHTP519cPWQidMhoQgLMG8fv+5vEZH810/zVGPpcPJ0ey+ap6YTKJV6jrqn+akostiFFryiKVBorfRp0/eRcPTefqhxR3+p0Otm1axdhYWHMmDFjyGMqlYrFixfT2NjI6dOnR3zPDqebA2VjR3ENhlsU+c9+avWzE+OGxdxladU+qeRfFw6nmyd2lKCQSihq7PY2sUZCb28v77zzDo2Njdx6661kZWUNe45LFPltRRPRSjk/SwjH6XJzrFrPvBRP8zQpVMPPF6dRYdNQZvFjy5YtI9KHl4QEYHa5R3VtH0BzczMnTpwAGFIoNNocvNrYwaqIIKYFeBoeer2Hth8c7FmP/aQSYlWKEeUxAEFBQSxdupTa2lry8/PHfD8DEEWRHTt2sGnTJvLy8kZ9bltbG2azmZSUFO/fVCoViYmJ/y865PxuC78ub2SBvwZDRy9zk0M4ffo0DoeD04WnmJ8awpGKTt7LSuLm8EAer27hhoIKPm41+DQ72qvv4d4ztWRoVXwwNZncCs998pNT5wsYjUzKsrBANk9L4YogLQ+W1LOxWT/sWKOhyeagxGIjzWzkxRdfZPfu3ezatYvuw/sRgd9u/JDHH3+cF198kVdeeYWXX36Z323aghvo3LeLF154gVdffZUkl+d6OPEtNKf+VteGoc/FIbtISkoKMtnIxcgAQ8OXDtntdrN161Zyc3N5//33KSoqGvW8le1mfrWliOz4QALVck43eArayvoGtk+awRmJkvvjwmixe1IHwBM3NWfOHE6ePEld3fmYvSJTL9vau3ggLoz10aHEqRT8YxCDrrrDTFOXlWM15+8lblHk+bo20tUqrg8bO7FkdqCWEz2Wi/ZgKC4uxul0EhQUNIR9UWu1E69S+PTJAfhlYiRyQcJfasZnQPdJexfHui08mhpDvI+pNHho1k32vlH3b2PB4nTxi9J61hTXECKXsXNGOv+REIFUEFgaqiNYLmVD89jNpPxui/de8pXR97oqiiJtdudlg67vEC4XyP/GuNtPy51S9bjiX2bpNIQrZGxo0fN+s56bw4OI+xpa04J6z6bO1ufi5QNVYz5fJhF4LTOR/50Uz4m5GTycHHVRE8HRMFHjx1XB/rzZ1Dlk6vFBi4GJGhVT/cd2ZJYKAlcE+fPcxHiK+7vpcwO1bGjRc+fp6hEdmPO7PfrjkRb+S4FWJmX2BXFPDrebH52rRSkI/H2EjqkvHK/VkxMfhEI2/Kc8LyWUhelh+Nf28lxK9Kg65m8a0wLUvJyZyLE5GdwfG05el5nbi6qYf6yEl+rbOdpgpNfhokVv5fbIYKKUF3+tXh3sj0IQ2DlOmvU+fQ9uwN7jID3CM9FIi9DSYOzF6jj//cslwkVFLo2FCKWcT7JTmds/EXqxfyJ02Ghmqr+awG/od3Ix2DAlmeNzJ7E2JhRBEIgLiPNGPU31V9MnipRYzhc25wznMPWZyAzJHHIclyhywNBDoamXHR2+v4ejR49iNBpZunQpUh808KlTpxIdHc2ePXuG0XgH8HFBI+vfyud04/gpyxta9BzpMvNIarRPjfdUfzXnzNav5bDqC+8draOm08Lf7phGsEbBq4dGXj9NJhNvv/027e3t3H777UyePNn3MZv1nDFbeSQ1Go1UypnmHkx2J3NTzje97luQTEZUACdJoby2kb179+JwOIZN9a4I8sdPIhnTBd7tdrN9+3bUajXp6elUV1d7p7x/qW5BBH6TfN7wr7OzE51Oh0Jx/rP2FfV0IbKzs0lLS2PPnj3eKfRYyM3N5eTJk6hUKvLy8nA4Rt4kD7hVp6YO1c6np6fT2dnppYb/K9Bsc/D9MzXEqOT8QBtAn0tkcriC1tZWpFIp+fn5LEgNobnbRl1nLy9lJPBUeizdfS5+UlLP9LxzPF3T4tWQ79f38P3iGiZqVGyemkJXj53qDgtKmYTPilpwXsDsUEslvJOVzKJgf/6zrIF3xmmeJIoi75/xTNt78w4RFRXF/fffz69+9St+d+f3CBDAnZXD7NmziYqKQqvVEhgYSFNoJH5uFzOC/ImPj6e7u5tP33uXWLn0GzfqqrfaebdZj0qABq2OuNTRzQQDAwMJDg4eNiEWRZHdu3dz5swZrrzyShISEvjkk0/Izc31eRyL3ckD759EJZfy0uocsmJ0FDV2YXW5+VmdnsagcP6aEsmjqTF8PyaUt5o6vZPPq666Cp1OxxdffOE93hNVzQTLpfw4PhyZRPCw8LotnOx/TWG/bKNiUBzYzs5uyiw2fp4YMa69yhydBovLzZmLNLkqKCggIiKCnJwcDAYDvb2eJsfgiCdfCFfKeSAujG3tXWOmB/S63DxR1UyW1o87RvHeGYjd/DqNlj9Xt7CpxcBP48PZOSN9SLqHUiLh1ohgdnZ2D2MvXohXGzvQIRBsF0eMPrW43FjdbsJ9TNkv498Tlwvkf2NsO1LH9iN1Yz8RTwF4Q1ggh41mLC43P44f3wRyJJyqN5IcpmFlTizvHa2jpXvshVQrk7IqMhj/b4HG+0BcOO0OJ5/066fKLDZOmXq5IzL4oosZpUTCsrBAXpucyLtZyZRbbDxc1jhsI9nd56TMYvvG9MeDcU1IAKUWm9fA6emaVopMVp6dGDduE60eWx/nmnuYlTTyTeThpRPotTs5WtT2jbzvi0WsSsEfU6MpmJvJSxkJhCvkPFbVzOoDJQAINhfrwi+NxqyVSZkfpGVX53Bqny/s1ncTIZPRarCSHuGZ2qZH+COKUNXx7Top+8ukbJiSzMqIIJ6sbuGXZQ0U9FhY+DX1x5eKEIVsiBYqwT/h/AS5fyI4eCOztWIrSqmSaxKuGXKcErMVk8uNVIBnaluHTZFNJhOHDh1iwoQJQyZ4gyGRSFi2bBlms5nDhw/7fM6J/ilsXtX4pl6iKPJqQwc5AWruHiH6amqAHw5RpNQyulGX3W4nPz+fgoKCMc9rsDj4295yFqaHsXRyJGvmJLC3pJ3K9uHXV1dXF2+99RZGo5HVq1f7pFWLosg7TZ08WtnM/EAty8M8TJHcKk9hMzf5/P9NLpXw11VT6La7qQvMJi8vjyeffJJHH32UJ598kmeeeYYXX3yRd19/jakSF7vH+N0MaMOXLFlCRkaGl45aZOplS7/hX3OLmc+KmjnT1E1Lh8Fr0DWAVLWSyl77qO7ZgiBw0003IZfLeffdd2lpGX3KdO7cOfbs2UNGRga33347vb29oxp9VVZWEhERgb//0N/agD71UqfILlH0GQvnCxaXizcbO1h+qoJel5u3s5IorjMilQiozB7vjmXLlmGxWIgUPQX7wbIOJILAPTGhHJ49kU1Tkpnqr+b52jZm5J1lfXE195ypYYJGxeZpKQTKZRwo80waf7ooiU6znVwfvxc/qYS3s5JYEhLAw+WNvD6GEVFDQwNvvPEGn9Q0onPY+OnNN7FmzRqioqJQq9XERkdzVVggZ6VKrr32Wr73ve+xevVq7rjjDuoDw7g6IpjbVq1i5cqVrF+/HkEQ0LY2cMxo+kZlFc/WtiER4PuCFbdEij4iZszXJCUlUVdXN4RtkZuby9GjR5k9ezaLFi1i9erVZGZmeifmg6UAoijy638WU91h5sU7s4nS+TE1NpCKdjNrTlVxBhk3t9ewNt7jRP+b5CiilXJ+UdaAw+1GoVAwf/58WltbaW1t5ZDBxCGjmQcTIrz7qDsjg9HJpN5EioECuc7Qi63PhSiKPF/bRpKfwrs+XAi73c7Jkyex2Txr3exAz57mmA+Z10hobm6mpaWF6dOnExMT4/2bKIrUjlEgg8c0NVgu5Ymq5lGf92pDO032Ph5NjRm12J/c74h+qTRrs9PFR60GvhcZzO9TolFKhpdDd0YF0yeKfNw2chOt3mpnR0c3aU12bIdb+Kqzx+d13da/VoRfplh/Z3C5QP43xsL0MEpbTbT1jM9p9ab+xXFRkP/XyrkVRZFT9V3kxAfx4DVpiKLIi/v+fzMjFwZpmahR8UpDB6Io8kGLHpkAq/qzjy8VVwb786ukSLa0GXnnAspZQU8vIucdE79JXN3vArrf0MNhg4n/7Tcqu36EG5wvnKwz4haH648HIzNax9RYHUerL45O901jwBxqW04aX86cQPygS7rPfOkUqSWhOmqsjhF1jgOwu90cMJiYI1fidIveCfJAoVze9u3nsSokEv4+KZ4fxYWxocWAU+SS8o+/DcQFxNHW24bNaSNWKSdYft6oy+FysKNmB1fHX02AImDI6472b05+nRRFqcU2LI993759OJ1OlixZ4v2bKIrsKG6hw3T+O4uLi2Pq1Knk5eV5qbqDcarBUyAPphWOhlKLjYpeO4ukLkwm3xvxaf1GXadHoFkbDAZ27tzJc889x/bt2/n000+pqho6DTY5PYXPQKPrhb3lWBwufn/DJARBYO3cBJQyCa8fHjql0uv1vPXWW1gsFtasWeONnRmMFruDu05X83B5I7N0Gl7KSPA2A/Oq9EyI8CfMf+imNCtWx30LksltE0iZu4zFixezcOFCcnJySE9PJzo6GlEUUZ09RZO9b8SYFIvFwt69e0lISGDKlCleOmpVVTWPVnomXPdGhbLuzeP8x6ZT3Pg/X/FMbTTPVoZw2yt5PLzlNNsKm0hVq7C63bSM4ZodEBDA2rVrAXjjjTc4c+aMz+c1Njbyz3/+k9jYWG655RYSExOJi4sjNzd3SJHzWGUzf6hopK7HTH19vXd6LIqid6oaHBxMWFjYJeuQ/7e+nawjZ1mcX8Zzta0+I5Xa7X38pbqFGbnn+G1FExEKORumJDNR40delZ4psTpqK0qJiopi+vTphIaGUlV8gvQILQfKz0sKJILAVSEBvD8lmbw5k/hBTBi5XWbS1Z7ieMBr5MuydsL9oP2rD1FJRTbmVvh870qJhNcnJ3J9qI7fVzTxcv1w+UJfXx+ff/45b7zxBp3d3bSFRrIiIZr09PRhTelFwf60OZxDWCflvXaa7X1cFXx+zQgLC2P9+vXEWEx0Ot0U1H8z5nxlFhsftRq4JyaUiOpSZG4Xx6xjuyYnJyfjcDi8etqioiL27NlDZmYm1113HYIgIJPJWLVqFbNmzSIvL49PPvnEq3t/O7eWz4qa+cWSCcxP9bA5JkQH4HKL5NYbuKq8kJXB59d4rUzKU+mxlFls/G//Z56ZmYlEIqGouJjHq5uJVclZP8hcVSOTsjY6hB0d3dRZ7RQ1diGTCIiih9q9z2Ci2GzlZwkRPn1cRFFk69atfPbZZ7z88svU1NQQpVQQr1JclA751KlTyGQysrKyvGZ3jY2NtDmcWN0iierRC2R/mZSHEiI5ZDRzcARTtzZ7Hy/Wt3N9qI55Y9wbvY7ol8hE+GebEYvLzdpRPH4maf3I9lezocUwYjPnzaZOBETa63twu0QM7b2U+9iPtPdPoS+7WH93cLlA/jfGgjTPInm4Ynw0qNmBGu6PC+OR1Oivdd56Qy96i4Ps+EDigtXcNSueD080UNv57WcXjgRB8FCNSiw29htMbGkzsjgk4BtxBHwwIYJrggP4Y0XTkOiD/B4LEjwa5m8a6WolMUoZ75xp5ifnaklVK/lT6tgd78E4XmNAJhHIjh+9SZAZo+Ncs++u5v8HJmpUWDttTIvzNAMq2y59entdf6NhLJp1bj+zIsHp2UCkhXsK5IQQDXKpMESH/G1CIgg8khrD42kxLAry/1bYCePBe3m1/OPg+WIvwd9jZtNgaug36lJ7DawONBygx9HDzSk3DzvOsS4LMUo5P44PJ12t4tmaNq/rZ1lZGYWFhcyZM2fIZPGjk438eEPBsKJx8eLFSKVSvvjiiyFTmq5eB9UdFhRSCfk1Blzj0M1tbdWDKNK5fSvPPfccf/3rX3nzzTf5/PPPOX78ONXV1Si6DOikEk4ae7znE0WPA+6mTZt48cUXOX78OGlpaaxfv57Q0FC2bdvmdZ0VRZH/KKnjtxVNzD56jnW5Zbx/tJ67ZsWTHuFPW1sbbfVVXJ2kZsvJBg4cLeDUqVPk5+fz1ltv0dfXx7p164iPjx/y3gdHjRztMvNUeiwfTE32ejnYnS7yaw3MTfG9sfv54nQSQtS8frqXDk0iupRsps+/iptuuolbb72Ve++9l4X+fiCKvHvOdwG1d+9e7HY7N9xwA4IgoNPpCA0N5fOWDnK7zPxXUhQnq/RY+1w8vWoKz66cRI6skexIJaIosqekjQc/KKTirGc6OVYDCzyazB/+8IdERUWxZcsW9u3bN+Q6MBqNbNy4EX9/f+68807kcjmCILBgwQK6u7spLi4GPIZVLzW081pjJ1ecrORAQiZV0nB+v7WYeX/Zz/y/7sfh9Bw3PT2duro672RtvBBFkY9aDaT4KVFLJfx3TSuLjpdxxbFSnqhqZr++h4dK65mRd46/1bUxN1DLZzlpbJ+ezpxALRa7k9ON3WTHaGlqaiIjIwNBEJg9ezYtLS3kRKnIrzFisQ8v8hL9lDyaFkPx/MnsmJ7ulTJZHS5yKzsJcbSSGBdDosTI3tJOXn3zbcrLy4et/wqJhFcyE1keHsijVc38ve48y6ijo4PXXnuNEydOMHfuXGbefQ9WBBb7SIsAvCZcg92sD/RLiBZdwJIJDQ3lgasXAvA/u/fR3Dz6RHE8eLqmBbVUwt3+clrr65ksuEZ11h5AYmIi4NEhV1ZWsm3bNhITE7nlllu8hm5wnuVyzTXXUFxc7NG+V7TxxPYSFk8K50dXetgxNpebN8yee9GSPpH01rphbvRLQnWsCA/k+do2Kiw2NBoNKSkpbGlo47TJyq+SooZNM38QG4ZUEHippo3SFhNXT/QwBMvbTDxf20qsSs6tEb4b5bm5uZSUlDBz5kykUinvvPMOu3btYlaAH8e6LePaFzgcDk6fPk1GRgZ+fn6oVCrCwsJoamryOlgn+Y3NfFsbE0KcSsHjVc0+WSV/qWmhzy3yh5Tx7WFn6DQUX0KmsyiKvNusJ1OrImeM/d3q6BAPY9EHldvsdLGxRc9CiYr2Hs/nIDHYfdKs2/qbhGGXJ8jfGVwukP+NMSkygFCtkkPl48tikwoCj6bGMOlrTI8BTtV7pkA5/YXXT65ORS4VeH7vv97QZDBWRgQRppDxUGk9HQ4nd0QO3SBWtpvHTcEcDIkg8PeMeMKVMu47U+vN6zvRbSFD6zfubN6LgSAIZDmkVO5voKvFwj8yEy8qSgg8BfKUWB1+itHfX2Z0AD02J43Gb96Q6FJQp++l02xnVU4MSpmEivZLn95GqxRM0fqxeww95W59D34SCRKzE4kAyWGewlQulZAcqh2i5/pX4N7YMD6YluKT1vVtw+F089+7yvjLF6XeqKD4AE+RVm+qBzzT1bJeG70uN1srtxKhjmB21OwhxxFFkePdZmbpNEgFgV8kRVDea2Nrq4G9e/eyadMmIiIiWLhwofc1FW0mHtnmcUE9esE02N/f35sPOljvN0ApXJkTg8nu5Fzz6N81wId1LUR167l96RKWLVtGZmYmoihSXFzMjh07ePfdd3nllVfw72hlT1Udjz32GE8++SRPP/007777Lg0NDSxcuJCf//zn3Hrrrd5Ns8lkYufOnYBHd7azs4eHEiL4fkwYB/MacUmhJFrOxqKzvPyPf/Dhhx/iV5eL0y3y3Gcn2bZtG9u3b0cQBNavX++dxAzA0Ofk/nOeqJFUtZJ9MydyT79OfACn6ruw9bm9E6sL4aeQ8peVU2jvsfPQ5iJWvZzLzCf2MvmRXSx94RA/2VTIrHmLibdb+KLNSGlp6ZDXNzQ0cOrUKebMmUN4+HmpTnxyMp/4hZDip+DuqBB2FLcQolGwMieGnDCBKbIW/nBdEh89MI/83y3muswI3t9fjaS5d1SjrsHQarWsW7eO7OxsDh8+zObNm7Hb7VitVjZs2IDb7Wb16tVoNOcbS2lpaURERPDVV19h6XPy+4omUmQy/qjSEVrQRlW5H3/Z3cgHJxoJCVDS1mMnv9Zz7aWnp+N2u4cxA8bCAEPhh3FhfJqTRuG8TP6aHkuMSs5LDe3cdbqarW1G7ooOIXf2JN7MShrSDMuvNeB0i0TgKaYyMjIAjx5fqVSiszTicLl9UqQHoJRIhvhK7CmqxeESmRomY926dfz6rmtwIqWgtY+NGzfy0ksvcerUqSF6bblE4KVJCdzSbwa2obmTgoICXn31VcxmM6tXr+a6667jkMmKQhCYP8JUL0qpYKJG5S2KwRPvlKb2nfE+NyYSP4lAhy7Ea1B3qSjs6WV7RzcPxIVz8sCXyGQyboqPptpq9+bzjgSNRkNkZCRFRUVs3ryZsLAw7rjjDp/mXgPNmBUrVnC2qp4fvnOM6EA/nr1tGpL+72FTq4GjNhsBGjnWFiOCIAxrgAE8nhaDWirhv8oacIsiGVlZHIxIJEUuYVXE8IZ3pFLOLRGBbC5vw+kWuTk7BrlUYH+dgZM9vfxHfIRPj5Hq6mr27t1LRkYG119/PQ888AAzZswgLy8PW9FJ9H3OcTWvzp07h91uJycnx/u3mJgYT4Hc/9sei2INnmv24aRIis1WPm0fyjYqNvXyQYuB78eGkjTGNHoAM3WX5oh+ytTLGbOVtdGhY0r0VoQH4ieRsNFH5NrmVgM9TjdRXU6kEoHUcC2qrj6O+DDq6hiYIF/WIH9ncLmV8W8MiURgYVooB8o7cLtF7yL8baOg3oim3+EXINxfxT3zk/jHwSp+tCiFiZEBYxzh24FSIuH7MaH8taaVULmMa0LOvw+z3cmaN47Rabaz42cLSIu4OG1nkFzG65lJLC+o4Cfn6ng3K5mTPb2XHPMzHsS5PMVRjlVy0ZR4q8PF6cYufnDFcGrmhciM9nT9zzZ3Exf8zU/DLxYDm9M5ySGkhGm/9vT2ulAdz9S20uHo88koEEWR3Z3dXBmspabQQGKoBpX8fFMhLUJL0UWYP33Xcbiigx6bE41Cyq+2nGbXQwuJ848DoL7HUyBP9VfjEuFIZzNHmo/wg8k/QCoZ2oipszlocziZ3e/CfVNYIM+qmnnkdAUr875iRk4Oy5YtQy73fCe2Phc/3XgKtULKTVOj+LigCYvdiUZ5/jY0a9Ys6urq2LdvH7GxsSQmJnKqvguJAPctTOaD/AaO1ejJih3ZqXXX2VJaJHLW+CuZPn36kMdEUaSnpwe9Xo/NZsPYZedjO8y7chFuuw273U58fDyTJ0/2vu8BxMTEsHDhQg4ePIg7OZ0/G/tYFqrjV0mRHCjv4N0OG1fOjeWEzcZXFpHoWYuZFxmKRBCI+qqF0nYpySsWIZdLscpkPGWwYeuoxeYWsbrc2NxuynttmJxufpscxY/jwn1SJnOr9EgERvUemJsSwqk/Xkuj0Uq9wUKdvpc6fS8Nhl6O1Rio7rBwx/IUnm7o5K1tn/FDuZyUlBRcLhfbt2/H39+fK6+8csgxz0XE09Xj5Lf+MlwuN/tL27k5OwaZVDIs4kkqEfjbHdmse/M4x84YOBzdUzTQhAAAIABJREFUyQ/GmXMuk8lYvnw5kZGR7Ny5k9dffx0/Pz8MBgNr1671nmMAgiBwxRVX8PHHH/PYqRLqrU5SC7p4urMOraSPacEC2mmpHBQcFAPSph5eyK/FHCgnPigUuVpDeXk5mZmZvt+QD3za3oUEvI7BEUo562JCWRcTisHRx/byapamJBDm59sJP69aj1wqQIdHHz3AsFAoFOTk5HAk7xh+8pkcKGvn2oyxs+v7+vp4e3c+MjT8fPWNyGQyFk6IIjKgBHvUVG7JmcWRI0fYtm0bn3/+OUlJSaSnp5Oenk5gYCAvTkpAb+/jl6UNXHf2OItiYli5ciUBAf1SIH0P8wK1o2atLwr2583GTiwuFxIE8rrMI0ZUyiQC2QEaelTJqFuqeO+991i7dq1X23ox+Et1C8FyKdcLdjafK8EUP495cs997kuDiXtiRi+2kpKSyMvLIzAwkLvvvhuVavT0guzsbJ7PM9Bb38ufZ/uj8zu/TnzSZmSiRkVaQjAnK5pYHB+NUjn8/GEKOY+kRvNQaQMbWvQ4dOH06N2s62lDKkzxed4H4sL5+GgDcmBGQhBJoRoONRiIDA/jdh/7lO7ubrZs2UJISAgrVqxAEAQUCgU33ngjEyZM4K2deyAqlfdPFvLIFbOGTMwvREFBAcHBwUNis2JiYigsLKTE6MnGjhmn0ebKiCBebmjnqeoWrg/ToZBIEEWRRyqbCZJL+c+Esa/3AUzvl7/ld1u896Hx4N0mPWqphOWhOrqtfUO+wwvhL5OyPDyQT9qNPJoajaZ/YOIWRV5v7GB6gJqigmZmJwUzLS6Qlw9WcaSzB5coDjFbbXP0IRcEgr6lqM3L+OZxeYL8b44F6aEYLA7OjmNq8k2hoN7I1LhApIM2Z/cvTEarlPHs7v/fKfLa6FC0Ugl3RgUP6Zg+t7uc1h4bSpmU335SjPsi4wvA47z8eFoMXxpM/PhcHRaXmxnfAr16AFqHhxbU1NBz0e/3VIORPpc4qv54ABMj/ZFKhH/pNTQa8msNBKrlpIRpSYvQ+jQwuhhcFxqACOzR+/7/nbPYaLL3sSRER0WbmfTwC8x6IvxpMFjpHcOp8l8Bu9PFUztKqPwaU/WxsP10Czo/OW+sn0lzt5Und5SgU+oIVAZ6J8hTAzwNmw/rT+EW3SxPWT7sOEf7Y4Jm90/GKisqSC/Op1OhIuiGW1i+fPmQIvPRz85R1mbi+dunceOUaFxu0ZsXOgBBEFi+fDnBwcF89NFHmEwmTjV0MSEygJQwLQkhao5Wj6xDtlgs/KPwLIgiP583Y9jjA3Th5ORkMjIyuDY1CScCYdNnsXTpUlasWEF2dvaw4ngACxcuRBcTy69beoiUy3h+YhxOt8gT20tIDFHzxIww7szdyfVNFQQEBXHA0sc+swNDvAaHw83nZzrYZjSzraObAwYThaZeaq12elwuJILA3EAtO2ekj6gnBMit7CQrRjfqpg5AJZeSGq7l6okR3DM/iT8tz+SN9TN55KYMKtrNhJg8a05nfDKbNm2irq6OEydO0NraytKlS4ds7HucLt7tFYnu6iC6tYEDZR30OlxcP9njYq3X65HL5UOMsFRyKa+tm4EyQMGhfTVeJsB4MEA3XrNmDWazR0e8YsUKLyX2QmRmZiKJiGaDqY8rBSWNnb384uoEVskL+f2V0WxYnMmReRncGhMCwUqOVepZV1zDVScr+PuMxfzKL5K7iqpGzGwfDFEU+ayji3mBWp8NuVOHD1G1ZROFX/k2nAM4WqUnK9qflsZ6Jk2aNOSxWbNmIRVEJujgYHnHuCiwX3yxkwqznOlxWiLDPEWpRCKwfFo0hys6iUudxI9+9CPWr1/PzJkzMRgM7NixgxdeeIGXXnqJL/fuYVbuLsJMXeybPJtJK1Z5i+M6q52KXvuQhrQvXB0cgEMUyTWaOdplxuYWWRQ88mtmBKgptTq4Y+1aVCoVmzdvxmK5OBnXEaOJA0YT/xEfQe7ePfSqQvlnRR97C5pIUCn4coR7wmBMmzaNpKQk7r777mFGbr7Q53JT0OZksr+VqhMHvc77DTYHx7strIwIIjNSi6FPRkRs4ojHuSMymCsCtfy5qpnnGzpJ6bMiOX1yxFzvDK0fkVYRQSVFp1UQHORHl9HGT+LDUV3APnM6nXz44Yc4nU5uv/32YUV6Wloav71nLVq3ky+b2tm8efOI5+3s7KS+vp6cnJwh09bY2FgAyrpMxKuUI65XF0IiCPw2OZo6m4P3+31fdnZ2k9tl5peJkeguItUhVCEj2U/JyYtwsu7uc7Kt3ciqiCDePFjNNc8eHFO2szoqGIvLzacdXTQ3N2M0Gtmr76HG6uAmPw1VHRaWTo5kTnIIogimTuswf4d2Rx/hCtk3mpBxGd8uLhfI/+ZYkObpuh+qGB/N+uvC6nBR0mLy0qsHEKhW8MMFyew518ap+tFzPb9NhChk5M2ZxK+SzseLFDd283ZuDatnx/PHmzLIrzXy4YmGSzr+mugQbo0I8poNfZsa0cYuDzWpw2TndNP4oooGcLzGgCDA9MSxTcpUcikpYRrOXOQ5vi2cqDUyIyEIiUQgLVxLU5cVsw+t3XiRqfUjXqXg0UqPju5CPdLuzm4EYKFOQ63e4jXmGsDAv79uof5NYOupJl45VM2DHxQOi2gZCaIo0j5OIz9bn4vd59q4LjOCOckh3HtFEhuP1fNVRSfxAfHeCXKkQk64QkaeQU92eDaJusRhxzrebSFQJiVVJWf37t1s3LiRHJeVdJWcj1yKIRmbnxU1s+l4PT9alMLC9DCmJwQhlQgcqxlOIVWpVNx2223Y7XY++mgLhfVGsuM9evU5SSHk1xp8NpREUeSzzz6jVBdOjlpBjHpsVoYvx+7RIEgk5E2bj0Wu5HvNFehkUjYeq6ey3czProxn86aNqOUynrvxWg7MyeDMFZM5e8VkypbPYHpCEFEtNkrmZ1G6IItT8zLJm5PBl7MmsmN6Ov/MTuWNyUmjskksdieFDV3MG4FePR7cOCWamEA/Pj3aQIJKgWVCFjqdjg0bNrB//35SUlK8lN8B/E9dGwani5vNndRUV7OjuIVgjYI5yZ4GXWdnJyEhIcOmUAEqOQuuTQKFlO+/nX/RbvHJycncf//9rFmzhqlTp474PIlEwsnJM0F0o6vzZMNPVpsQBLzu6Ql+Sp6dGM/v5yQjsTh5MzmWlzMSWKeREmXs4IjRxAu1Y7v9l1hsVPbaWR4+3FDxxIkTHD58GD8/P44dO0Z39/A1t8fWR3FTN0kaz5p34WcdFBTEhAkTCOhtoNFopapj9KKxqKiIL0+cxSSquHH6UEbRzdNicLpFthe3IAgCiYmJLF26lJ/97Gf89Kc/ZcmSJajVao4ePYrE4eDdrETi/FSsO1NLWb/h1v5+Le/VIaMXj7N0GvwkAgcMJg4YTCglnobPSJih0+AUodwlpUAzk4oegY8//niI7rywp5fP2ruGZLIPQBRFnqpuIUopZ3ZPO42NjdgjPDFpR6v1XBUSwFdd5iHRkL4QERHBunXrhjETRsKJWiNmu5PbrsjAZDLx1VdfAbC1P2FjRXggUQpP0WxVj5wmIggC/z0hDodbpLPPyS+jg7DbbN5YMl+Q9jhwBsj5pM1Io0xEYnWxMnT4dbhz506ampq4+eabCQvzzdzQarUsDA+hKyqWsrIyb5HscLv5uNXA9SfL+V5hJQUFBUgkkmG/v/DwcGQyGXU2B4nj0B8PxtXB/swL1PJcbRuGPiePVTWTplayNvr8d6A3271eAaNhuk5N/ji11AAftRmxukXujgpmW2EznWY71WOsSzN1GlLVSja1GPjggw/Ytm0brzV2EK2U42j13DuWZER672seHfLQY7bbnd+IZ85l/OtwuUD+N0eoVklmdAAHx6lD/ro43diFyy16N6SDcc8VSYRoFDyz+9JcPy8GJ+sMPPVFCd29w91PwxRy7/TY6XLzm09OE6JV8l/XTeR702OZnRTMkztKhrjkjheCIPD0hDgmaVREK+XEf40s6bHQaOwlMzoAqURgX8nFxTAdqzaQERVAgGp8C+7kaN03MkF+7LNzbDxWf8mv7zTbqe60MCPRs7EeoMJXfY3iVBAE3p+SzIwADY9XtzDvWAkbmvXeAm1XZw/ZAWp6uh24RYbR7wf+/XWp3r0OJ2eautl6qolndpXxwHsnufa5gzz1Rcm4Xu92i7xyqJogtZyzzT28daR2XK/73dYzzP/r/nEVHwfLOzDbndwwxaN9/cWSCSSHaXj449NEqZK8E2RBEEhWOjESyoqUFT6PdazLwkydhl07d5Kbm8vMmTO57957+XVqDNVWO/9s92wY6/QWfvPPYqYnBPGf16ZztMvMLyobSYrQcnwEV+qIiAhuuukmTte20WNzkt1v6DY7OZhuax+lrcMn7IWFheTWN2HU+LMydnwxdxc6do+Flxs6OGS2c4/CifVsEUfyT/H83nJmJwbSkLcdp9PJmjVrCAwcvn7etyCZBoOVnWdax3UuXxjQrs4bwaBrPJBLJdy3IImTdUamOaXkmazcevca1Go1TqeT66+/fsiUo85q59XGDm6NCGJBbCT1TS3sLfE0WWT9kyu9Xj8s4mkAmaFarDmex9a+cXzcqQwDCAwMHDEibAB79T0ccwrMaanhqwojizMiaK6rJjg4mODgoSybq/oNjjqbzdwSEcQjU9JYXFHIfJeVLW2GMTNPz9Orh37H5eXlbN++ndTUVO677z5EUeTLL78c9vr8GgNuEbSWZkJDQ30WMHPmzCHc5aGtHygb7jA9gPb2dj7//HMs/Q2sRelDjzUpyp/0CC1bTw13iw4NDWXevHmsX7+ehx9+mAcffJBpyUlsmpqMQiJwZ1EVzTYH+/Q9JPopSB5DY6qSSpgbqOWAwcSXBhOzdZpRfTVy+umxH55u4nB1NyelkyivquHAgQOAx8X9jqIq7jtby7Tcs/yuvHHIVG6PvocTPb38PC6Mw/v2ERYWTn6bC6lEoKrDwnSlkl6Xm/wxYoAq283c/94JTLbxRXbtL21DLhVYMWciU6ZMITc3F4PBwCdtRmYEqEnwU6Ls9dzP2/pGp2snqZX8bVI8v0mKYvmkNNRqNadPn/b5XKPFQXuXjdBwNU9Wt1At9RSPzfqha1dhYSEnTpxg/vz5w5ovF2JOoIZ2UcLsZTdQVFvP97fvY0buOX5SUk+5xcZho5lD50pJT08fNl2XSqVERkXRgmRc+uPBEASB36dE0dnn5OaCSmqsDv6UGuOdQjd3WbnqmQP88L0TYxa+MwM0dPY5qRsn++O9Zj3T/NUoLC7qDZ7P7kzz6MMDQRC4MyqE490W6pxuCjqNHDaauScmlD1n25gWF0ikToVGKWNqrA51d98wo652Rx8Rysuq1u8SLhfI3wEsSAujoM445gLudos8v6d8zG7YaDjVT4Pz5YysVcr48VWpHKnUk1s5Pmfti0VNp4UH3jvJqpfzeOVgNavfOEpX78gL39u5tZxp6uFPN2Wi8/O4mj65Mgtbn5s/f37ukt6DWirhk+xU/pmd+q3SYRqNViZH65ieEMSec+MvkB1ONwX1xlE1iBciIzqAdpP9kpoGA+ju7ePt3Br+9NnZS3Y0H8izndk/+U4L90wYKr7m9DZdo2LD1GQ+yU715kwuyi/l/WY9haZeloQEeKOc0i8okBOC1Sikkks26jLZ+lj6wiEy/riLG//nK36+uZCXD1ZR3mZCKhF49VA1ZT4Kuguxt6SN6g4Lj66YzOJJ4Ty3p5wGw+iF2+enm9l4rJ4+l8ibX9WMeY7tp1sIUsu9BZZKLuWZ702lpdtKRVUWrZZWbE5PAeOyluGSR3NF3LXDjtPh6KPKame2TkNTUxMpKSnccMMNyOVyloXqyNL68VxtKxaHk59uPIVUIrD++nTuPF3Nzacq2dreRatWQmFDN7Y+17Djg8ewSBPv0YUGOj3Xzez+3N8LJ89Go5EvvvgCfWoGAnDjOOPSLnTsHg3Hu8w8Wd3MjWE6Hps3nYSEBJ7bXkhXbx+ZjjJMph5Wr149xNhqMK7NiCAxRM2rh6ou2VE+t0qPQiphRsLX80a4fWY8wRoFbaUG7G6RU0647777uO+++4YUui5R5MGSehSCwG+So0hOTqbJFUCvw8Wyfnq10+mkq6trxAlcqlqFqJHxh9un0NXrYO0bx+kZZzEyHthcbn5f0UiaWskCTTi9Lglzo2TU1NR4450GIylUQ2KImi9LPYWnn58f8fHxTKgpxeYWea956L3t2d1lbDruaRyJosin7V1cEaQldJAbbXNzMx999BGRkZHcsGIlf93fiDZ1BkVFRbS1DV3b86r0KKQC7o4qJk2a5PMek5CQQEpkECEyhzfb+ELY7XY+/PBDFAoFPdo40sK1wzwmBEFgxbQYTtYZR11LlEol0n59cYKfko1Tkulxulh5qISvDtWxSKcd173wquAAqqx2ynttQ+KdfCFUISPJT8GRM+1olTLaLS4MYdkcOnSIsrIy/rO0Abvbzd8nxbMo2J/3mvVck1/GkhNlvN3UyV+qW0jyU5DcUIXRaCRu2gJaum2smdOvk9XbkQsC+/Wjr70fnWhg19k2vigeX+Nqf2k7c5JD0CplLF68GIlEwrv7D3LOYuPmfoOtjqY6guVOzraMve6vCA/iwcQIpFIpkydPpry83Ker+oBPxvcmRNLucOIf6ClKywbdt1paWvj8889JTEzk6quvHvPcA7rd/5Hp2DhvKbsDIgjuMfJeZgKf5qQBUKnUDjHnGoyA2HgcEikJ42zUD0ZOgIYbw3T914q/l8Lvdov8astpemxODpR1jLk3GmD5jdUIAQ/rqcxiY21MCLvOtiIIoJBJKG4ce3hwW2QQUqA0MoHT0ckoEblGraa4qZvrMiO9z5udHEKf0c5RvYm+QUynNoeT8MsT5O8ULhfI3wEsTA/F6RZH1d4B7Ctt52/7KnjtgviUi0FBnZHEEDXBGt+T09Wz44nSqfjZB6d4emfp1yrGB0NvtvPItjNc+9xBDlV08NDidF5enUN5m5m7XjuGwTK8SG7qsvLcnnKunhjO9VnnF6iUMC0/viqFT4uaR+2+j4ZAuYzEi+yKutziuLXEtj4XHSY7sUF+XDspgtJWE43G8U2xipu6sDvd49IfD2CwUdel4miNHrfomdr/YduZS9rkn6jtpz/GeN5P/NcsTi/E3EAtn+ek8dbkRATgl2Ueqv11oTrK20zIJAJJoUNp8zKphOQwzSVnIR+vMVDaamL9vEReWp3D7ocWcu6x69j/y0Vsum8OWoVsXKyLVw5VExfsx/WTI3l0xWQEAX6/deTPuV7fy28+LiY7PpBVObFsOdno83cyAKvDxd6SNpZOjkI+aLKTEx/EfQuSKarS4jSn0WhqxO6y09C+DwQJNfbht4nj/ZuR2YFaenp60OnOm2YJgsAvkyKptTr44T+LKG7qJnR6GPdVN1LWa+PR1GheyUzAoJXS53J7XfN9wRkYj0riJn//dgwGAzGBfsQG+Q3J9Xa73XzyyScIgkB9VDyzdBoiL8IpdMCxe7SoEL3D4y4dp1Lw3MR4pFIp1y67ibP2EOKlXYjGBm677Tbi4uJGPIZUInDvgmSKGrvJr700mUpuVSfZ8YFjOtePBT+FlPXzEimsMuDf62JXZ4/X0XcwXm3o4Gi3hcfTYolRKYiNjaWeUNQy0RszZTB4MkJHmiCnDjjS6hS8unYGFe0mntpR6vO5l4KXGtqptTp4Ii2WCqsGpeCkpWAvTqfTZ4EMsGhCOLlVem9zZsKECYiNdVzhr+Ktpk4c/bTcBkMvf/+ykqd3lmLrc3HWbKXaamd5+PkGstFoZMOGDajVau666y52nOtg84kG/lbk5oQrgZ279w45d161nrRgOVLcI074BjTYkaKBY9X6If4IfX19nD17lvfffx+9Xs8NK1ZSUN/jnYxfiBXTPGyRbYXjzxye7K/m7awkWiqN0NhLSNf4JDCDI50ujHfyhQypAkOzmXXzErg+K5L9bXL8QqL505ETfGkw8cfUGG6NDOYfmYkUzs/k8TQPZfzX5Y2cs9h4KCaEI4cOkpKSwimDBIVMwkOL09EqZZyqMzJbp+FLw+jFzwA779OiseOm6vQWqjosXDXB81kHBASwYMECdpsdSPDQq202G83NzaSFKDjdeHH326ysLJxOJyUlw1lHhQ1dCAI8MDmGKVo/fpEZO+ze+cUXX6BSqbj11lu9DY/RkKnxI1gupcxiY11MGK9q3Sw6vo+WnZ+RIpegdTlpD4sa8XfkDvesF4G2i3ORHsDvU6K5OtifP6edN2d7/1gdX1V28ujyTNIjtDz2+bkRm6jgaY77SyXjKpDfa9bjL5WwIjyQ3WfbmB4fxOTogDEnyOBhLs6QOCmLjKciIpZsk55j5Z5m2nWZ543FBnTINr3Ny0zqc4sY+pyEX454+k7hcoH8HcD0hCDUCumYcU8DuaJ7zrVfkkmVKIoU1HcN0x8Phkou5R93T2dKbCD/OFjF1c8eZNXLuXxwvH7cFKXBsPW5+N8vK1n03wd4/1g9t8+M4+B/XcWDi9NYlhXFa2tnUNlh5q7XjqI3n59+iqLII9vOIIrw6PLMYd3tHy1KITlMwx+2ncHqGHlx/SYgiiJbTjYy7dHdvDrO5kRzl4cqFhvsx+J+l9J9JeMr5o/101JnJl7cBBn4WjTr3MpOVHIJv1k2icMVnXx+uuWij5Ff5zGAU/Y7OQ4Up193gjwYgiCwLCyQA7Mm8vzEOB5KiGCiRkV5m5mkUA0K2fBlLz3C/5Ip1vm1RuRSgYeXTuT6rCjSI/y9/78gjYL7r/Ro9y80pBqME7UGTtYZuW9BMjKphJhAP365ZAIHyzv4zMfn7HC6+emmAgQBXrwjmweuTMbudLPhaN2I5/iyrJ1eh4sbp0QNe+yha9OJDZZha1lFSWctX9Z/SV+vh4Hhi358rMuCSiKQ6SfHYrF4DX0GsCQkgOQeF0cKW3HGa+gIkvNYajTH5mRwf1w4y8MCvQ2eg5Ujr2tFjd3kJAQjkQhs2rSJvXv3kqhxklvRTmFREWVlZezdu5f6+nomX7eMClsfN/VrQ7t7+2jpHjvabMCx+5x55Of+urwRvcPJq5mJBPR/tzvKu7EjY4qshZtvvpn09PQxz3Xr9FiCNQr+tq98XPq6wejq9Zg1zku5dP3xYKydm4BaISWsycpefY83v3oAJWYrT1W3sCxUx22RnnuCU4QGVyBJCpO3yXKhg/WFSPJTIgCVvTbmp4Zy74JkNh2vH9LkuFTUW+28WNfGjWE6pmv82FfaydxYFRZTD1KpdERTr6smhmN3usnrfw8TJ05EIpGQUVtGm8PpjaD5IL8eUQRjbx87z7TyaXsXUgGW9ecB9/b2smHDBlwuF3fffTdarZb3j9YzMdKfdXMTKHaE8cI5BQcKPA2Brl4H51p6iKCLoKCgYQ2JwcjKyiJZbaPPLbLnbCt1dXV8+umnPPPMM3z00Ud0dXVx00030eTU4nC5h9GrBxAbpGZWYjBbC5svqql5RZA/0RbPNVpSNr7vKlWtJFYlJ0opZ6JmdHoxgNjkKWrmTY7gt9d7zMpOayZzOH4iKZYuVoedX1eC5TLujQ1j38wJ7JyeznMT4/A/V4jNZuOaxYvZUdzCovQwdGo5MxODvDrkEouNFrvvxmFLt5XSVhOhWiW5VZ20m0an/+/vZx1cM+l8M2LOnDlUR8aTaO4iWCqhvr4eURTJSQylpds25jEHIzY2lqCgIG+m92AUNXSRFq4l2E/B7pkT+GF8+JDGblNTE/X19cyfPx+tdnyOzjKJwJZJSRybOZEn0mNZPjOHm2++merqat577z0i9a00B0eMyB6wBnjWWqXx0hiFiX5KNk5NIVXtuVZqOi08uaOEhelhrJ2bwJ+WZ9JotPLKwZH3VVJBYHqAhpM9oxfIeoeTzzq6+F5kMIZuO+daeliSGcHkGB3nmsdnlDq9pxObXIlLIiWxtIjtRU2kR2hJDjv/ec8Y0CEbz+chd/b1IQIRF0yQm5ub6en59zBPvYzhuFwgfweglEmZkxwyqlFXcWM3x2oMTIsLpNNs91KlLwaNRiudZrtP/fFgTI0L5M31Mzn6m2v4zbKJdFv7+PU/i5n5xF7+66OicRekbrfID97J5793lTE7OYRdP1/AE7dkEeZ/fnJ7ZXoYb66bSa3ewp2vHfVShHedbWVvSTv/eW26z+gipUzKk7dk0WCw8rd9FRfxKVwcjBYHP95QwC8/KsJkd3opxGNhIJM4NkhNUqiG5DANe8epQz5eYyA1XEuIdvwTbp2fnLhgv3FlyI6E3Co9MxOD+f4VSWTF6Pjz5+cuiirZ63BytqnbS68eQFqE/9fKQh4J0n7d0MPJUQiCQEW7aRi9egDpER6zMMslmIXl1xqYHDNyHvU985MI1Sr5687SETeo/zjo0R5/b/r5CeS6eYlMidXx2Gdnh2nxn95ZyunGbp6+dQpxwWrSIvxZNCGMd/LqsDt9//62n24hVKvwyTxQyaU8tSoT0RnAmwe62Fq5lRg/NVFKOUWm4YXj0W4z2QFqHL2e4vlCfVqdvhfjyQ4UgUp+d/0kjs3J4Idx4V5NoiAIPJ4Rj9tfztZS39e92e6kvM3ErJQwVq1ahdVq5ciRI4itZZgcIm99vJNNmzaRm5tLRkYG5UGeRtMNYTpEUeT77+Sz5PlD1OtHn24MOHYXmnrJrzUMk3Qc7TLzWUcXDyZEMMXfs9bYnS5eP1zDvJQQnvvdz0Y1kBoMlVzKQ9emc6RSz7o3j/v0WBgJR6v1iCLMT710/fFgBKoV3DkrntaabvQ9NgoG0cwdbjf/UVJPgEzKf0+I826QD5d3YncLRPW10NXluccMFMgjTZBVUglxKoU3b/WhxekkhKj59cenR50MjQePVDYjIPBoagy7z7Vi7XPx/at4QJb0AAAgAElEQVSzkMvlJCQkoFD4ZkLNTgpGJZdwoL/gCQoK4rrrrkM4c4oYXLza0IHD6WJzfiNXTwwnIUTNhmN1fNbRxRWB/oQoZDidTjZv3ozRaOSOO+4gLCyMwoYuSlp6WDM3gUdXTObVu7OxoeDejyp5L6+WYzUGRBFUPQ1kZGSMSluWy+XcOGsCQUIvD39YwN/f3EBxcTETJkxgzZo1PPTQQ+Tk5PBlWTsahdTr6+ALK7KjqWw3X1SDtN1ko0VvJUgt51B5B53mseU5giDwRFosT6TFjEnJFkWRkjI97iAFrVKR2CA19y9M4Ui5EWW3k7mnj3ozxy88x7QANUuVAieOHyc7O5smuyff+ob+5t/clBCqOyxMk3u+/y8Nvu8vA0OHPy3PwC3CjjGavvtL20kO05AQcp6FdMbaR5fSj/jGak6ePEltbS1SqZQFmZ7849MN458iC4JAVlYWNTU1mEzn37MoihQ1djMtbujebHBjNy8vD6VSSXZ29rjPJ4oi6/5xlFf2nzcGmzZtGrfccgtNTU3EGDvoEiRUjJCV3CZIEUQ3juZLz7EegMst8osPC1FIJTy9agqCIDAvJZQbpkTx0oHKUSUC03VqSsw2TCPc+wA+bPXISdZEe+jVANdlRjI5RofZ7qRWP/YEOqSpliCng4VaJSqLlZP1Q+nVABqljCmxOrTdTq9RV1v/vmIwxbqtrY13332XrVu3jnney/j/weUC+TuChWmh/VmWvn/Eb3xVjUYh5e93ZSOTCBelaR1AQb87tS/9sS+EB6i4/8oU9jy0kK0/mc/KnFg+OtnIEzvGp/1972gdRyr1/Pnmyby+bgap4b6LlyvSQnlz/UwaDFbueDWPqg4zj3x6loyoAO6Znzji8eckh3DbjFheO1xNScs336U7UNbOdS8cYm9JG79eNpFrMyLGtcjC+QI5JtCzOb92UgRHq/VjTuFdbpETtRenPx5AZpRuXFQiX2jvsVHRbmZ+aihSicATt0ymw2znuYuI/Sqs78LpFodt5NLCtTQav92YJavDY8iRFuG7sz5g1HWxk2xbnyePerRpvkYp42fXpHK8xuDTbK+y3cTekjbWzUscUmRLJQJPrczC2Ns3xOhrf2kbr39Vw5o5CSydfH4afO8VyXSa7XxaOJwqaLE72Vfaxv+xd9bxbd3n/n8foWWBQWbZjpkpdmKHqUnaNNimKbfr1nZdR3e9g9/gjnfX0d3W8QorM6bcpk3TcGIHDElsJ4aYWbYlg2xJ5/eHIJYt2XKark2Xzz95RRYcHR34Ps/zgXU50W5jpclYmhyLNuIwx+pU7D1bw6bkTRR40eearTaqTCOUBGnc3e+JE+SRMRtfeuIISpmEnXct4u6ESFRePjNboyItVkd75xDVXqbUFS392EXH9aguOIIPV27m2v/+Nj//+q0AZCzdwJ133snnP/95tm7dymvdAxQHqYlWKjjc4JjImy1WvvzUkWkLsSiFnHCFjNePt7HtHwe487Eyd+yHXRT50ZlWYpRy7o4/NzV68UgrXSYLX16R4rMI84VbFszh99fmc+Sskav+ts9vPf/+ul4CFVLyYv3TV/uD25ckIhEEFI1m3uk5d234fWMnVeYRfpce56G1fbOqHa1SSrTERH29Y6rT29uLVqv1mvfqQnKgkjrnIlulkHLvVbk09g7zx/fOv3l5dGCIt3oGuCchEkOAgleOtWEIVrEkPZpbb72V9evX+3xtgFzK4uQwPqg5F6NUXFzM3IICkmsrqTCP8PeyJnrMFm5ZMIcbiuMpbTTS2D3EpohgLBaLOxpry5Yt7kn1k4eaUCukbC5wUEbX5sTw140GIoUBfrj9BN95oQKFVECPaUq8kzcsLClmQ0gHoiBQoZnP17/x31x99dUkJycjcebH7qruYklqmFdmjAvrc6ORSwWvZl2+cKDOMTX+n/VZWO0i271cV7zh8rCgKQZm3lDaaKTdOII0TkOZ8xpjTdQgBkiJaBhmzbwijh49yo4dOzh16hRtbW2YzWb37/X+++8jkUhYuXIlr5e3oZRJWJ3paJItcHoV9HQMEaWQ84EPHfKumm6idAGsz40mI0rL9mlo1maLlUP1fVw2icr+UpcRpSCwQi1n586d1NbWYjAYKJijRyKc0w77i9zcXERRpKqqyv1Yi3GEvqEx8qcUyI7GbltXLydOnKCoqGjGHOeJ6DY7fEkm69zz8/O5/vrruTHfIQHYY/S+/xpHxgi1Wels9f+48oX7d9dztKmfn23OISro3Hf4wZWZSASBX7zhe105P0iNHTjmw0vCZc5VHKQmU6Pi3ZOdZERpmaNXk+OUn1XOkPJhs9no6+7mZ+IADxWk0qeKRYQpBTI4jj9L3yilfSZGbXa6xhzruginSVdfXx+PP/44crmcjRs3Tvu5l/DJ4VKBfJFgWZor7mkqlaVjYJTXK9q5bn48sSGBLEzW8+7J2TulHmvqRyWXkhE1s3ZoIgRBoCAumF9elcsXlyXxxMEm3puhQG/sGeJXb1WzPC2cm0viZ/yMRclhPPL5+bQPjLLuj3voNlm49+pcn4t9F75/ZSbBKjnfe6lyxqw7fzEyZuNH26u47eFSggPlvPKVxXxpuYPS3dQ77NfntBiHkUkEInWOG8HqrEjGbSK7a6enKp1qH8Rssc5Kf+xCjkHH2d7h8zLI2e9cLC120jvzYoO5dcEcHjvQSKWfOqvSRiOCwBQKf2qEBlGEuq7zM/7yB2e6zIjiVIMuF9LcTtazm2RXtAwwbhNnpLtfPz+euFAVv3m7ZgqV6/7d9QTIJdy6MGHK67JjgrhjSSLPlDZzqL6X9oERvvlcOZnROn6w3nOBvThFT0aUlof2NkyZVL9f3cXouN09YfGF1DjHQmncnMzm5M3ka1XUjVgYnNCZPzI4jB1H/rFryuGaIIuiyA9eqaSm08QfrysgNmT6HPE782IR7CLfK51KoXNpk7tVAnecaKB0cIhryusZVcmJCQqgqsuCwWBgzpw51I+OUz00ykbnwvzvH9YRplHw5xvmUtU6yM+mMewTBIGEETi2v4XYEBWljUYe2uvYnhc6jVSYRvh+UrR7+m212fnHh3Xkxwad9zT36sJYnrijBOPwGFv+to9DftCN953pYX5C6LSF0GwRE6xiy1wDstZh3mx1SDfKBob409lOro8K5Yrwc9pyi9XGjpOdXJ4TRZBW7S6Qe3p6ZozISQ0MoG54FLvzuFyUEuZuXla1DjgmWZX1/Pms/43dZzr6UEkEPm8Io9tkYc/pbjYXxCCRCMTFxfmcaLuwIiOCpr5h6p0NCkEQWL9+PcskVpTWMR7e34AhWMWytHC2FcUikQjIWoZYqpLyyCOPUF9fz6ZNm8jNzQUclP7XytvYPNeAZoJb7YoFhdxoGGCFroeRMSuJgWOEBGkxGAxet2sidDodP//O1/j99fOo6R3jDzs9jfhqO820DYy6NbG+EByoYEV6BK+Wt/l9HzxQ14suQMaWuQZyDUG8eOSjTwkn4rmyZtQKKQWpeo4MDFFuGua+li7mlsTQ3jNMuzqZ1NRU9u3bx7PPPsv999/P7373O37xi19w3333ceLECRYtWoRao+XNqg5WZUSgdu73rGgdWqWMgw19rNRr2W00ecTOgSPPeO/pHpanhbvNzI419fucVO493cOYze6h9baJItu7+lkdpuOqy9disVjo6ekhMTGRQIWMtEgt5bPUIYeHhxMdHe1Bs3YxAvMnNcdcjd1XPywFHE2e2aDBGSF2uss8hQqenp7O5oUlxAUo2Gf03jhuGLFgkAn09PR4NRbzF9Udg/xhRy3rcqLcmnkXYoJVfHVVCu+c6PQpMyzUqRHwbdS1r99M/YiFW2P09JotlDX2sdYpbUuN1KCQSWZkV/T09GCz2UiPikQrl9Ehi0QjWJijm3o9dumQx/sslA0O0TV2boI8ODjIY489hs1m45ZbbiEkxL+B1CX8+3GpQL5IkBimxhCs8nqBePRAI3ZRdE9T12RFUt89NOtc12NNRvJig2YsOqfDN9emkRWt4zsvVvjU3tjsIt9+oRyZVOBXW3P9doouSdLz2BeKUcol3LE0aUo31RuCAxX8v3UZHG/up6xxepMzf9DQM8SGP+/hsQNn+cLiRF796hK3AVaiXs2Yze7WF0+HFuMIMcEqpM5Yg8L4EEIC5TPSrF26vfOaIDu389R50Kz3nelBFyBza5kBvnl5OnqNkh+84l/zoexsHxlROoJUnjoc11T346BZu+DLwdqF+NBAlLLZm4WVOo+pojnT3+QUMgnfXJPOyfZBXq88R+PrHBzl5WOtXDcvzqcx3n+tTiU2RMX3Xq7kv545jsVq5y83ziVA7knpFgSHCVR1h4m9k1zm36hoI0KrnLGQT4sMQZAZ0VrnE6eLI99JKa6YMOE92G9GgiPHdPIE+enDzbx0tJWvr0plxQyLdoDVzpz3ww3GKbEYx5qMRIWq+EZdC3naQN4qSkMmwLbyejLigjjU0OtuBLhyy9eHB3GqfZBdNd3ctiiBDXkx3LU8iacONfmcnjX0DFG7pwUxQMazdy9kTVYkv3unlvK2fn5Z106BNpCrI8/9vm9UttPUN8zdKz6ay31xYigvf3kxoWoFNz90aNoCpHNwlLruoQtGr56ILy1Pwm4Taarp44R5hK+dOktMgNzDOAcc1wDTqJUrcx1u1vX19djt9mkjnlxIDlQyYhdps5xrzv3gyixC1Qq++1IF+41m3ukZ5K9NXdOapbkwarPzSpeR9eHBaGVSXq9owy7ClrkzF50uuDS7LjdrcNCab7l2G+ktrfR3jbA2LwKpRCBUrUAeHYiibYRnH3mUnp4ebrjhBg9335eOtWCx2rmx2LPhK5FIWLNmNQljDfx2uZp5tpMz0qsnY31eNLctSuBf+xp4a8L14wOnCaU/59qWAgNdJovf2u/9db0sSNIjlQhcUxTLyfbBjyTRmQizxcqble1szI+hRK/lxNAIXz15ljC5nH9dlsniFD1/eO8MV2y+hm9961vceeedXHfddaxbt46SkhIMBgPZ2dksWrSIww19dJssbMg7V1jJpBKKE0M5VN/LylAdA1YbxyaxVI4392OyWFmR7jgONuY7moe+zLo+qO5Cq5R5XEP3Gc10j1nZEhFCZGQk8+bNA3AzCvJig6ho6Z9W+/3gnnq++6JntFNubi5tbW1u+UJ5cz9KmYT0ScML1/3swMlGsrOzvcbLTYeJjDcXY2AyloZo2NdvnuJRIIoiDSMWUjSOe0TrNFPkB/fUs+je9/n+y5V8WNvt4b8wZrVzz7Pl6FQyfrElx+t5ccfSRBL0gfzktRNevRt0MikZ6gDKJumQRVGk0jTM98tOoEVkQ3gw753qxC7CWufkVy6VkBmlpWqGCbLLjT4yMhLT6DinjCLxEiPV1VMNB106ZKnRwj6j2T1BVlvHePzxxxkeHubmm2/2mXhwCZ8OXCqQLxIIgsCytHAO1PUyPmEBMWSx8uTBs1yRE+XW4rpoRrOhWY+O2zjRNkjhDAv9maCUSfnTDQUMj1n51vMVXo0PHt7XQGmjkR9vzCY6SDWr95+XEErpD1bzvXUZfr9mjXN/HGk6P+dYF2o6TGz7xwGMw+M8cXsJP9qY5VGkJDjdkRv8oEy2GIeJDTn33aUSgZUZEeys7sLqY4FoHBrj/t31ZMfoZr3fALLP06hLFEX21/WyMFnvLugBdAFyfrghi4qWAZ485NscChxTt6NnjVP0xwBz9GrkUuGCGnVNRm2XCYVUQoLe+0RTKhFIDtfM2qirtNGhB/dV3E7EpvwYMqK0/N+7Ne5z+F/7GrDZRe5YmuTzdYEKx8KhvnuIww19/HxzDsnh3qniG/OjCdcqeXDPuUmTaXScD2q6uTI32uP384Y5unhk6jOYBw1YbXa35naiDvnwwBDZGhVamRSTyYRUKkWlUlHR0s9PXj3BsrRwvn5Z6oz7A0CvUZIcoSFwYJyfnGlzL8JEUeRQo5E2lUCeNpBn8pOZqwvkpbkpyATYKxmnxzzmzn5+vauf+To1MQEK/vFhHWqFlFsWJADw7bXpFCeE8r2XKqc0QIxDY3zhkVJkEoGxIj0tdhv3Xp2LJkDGHU8do2N0jJ+lxCBxLtpEUeTvu+pIidC4JxAfBQlhal6+ezHzE0L55vPl/Prtaq85wa7F64Uy6JqIlAgtS9LDkTaZuenoGRpHxvhTxhy0Ms8GzJuVHWgDZCxOCSM5OZnh4WHq6+sZHR2dcYLscrKum6BlDAqU87NN2Y6Yvh01yATot9p4vXtmSurbPQMMWu1cG+UoVl453kZmtM5nA8wb4kIDSY3QuItM93YFBZGmiEIUoHy0A7vdToV5BFOMCtu4nVNmFbfddpuHKZsoijx5qImCuGC3Q/9EpKamkpCQwLH9HyC3j82YT+sN378yk4K4YL79QoX7HrOrpovMaJ0HJdUXLsuMQK2Q8pofbs3NfcM09Q274+A25ccglwq8ePTCTJHfrGhneMzGtnlxFOkcJnmnhy38ISOOUIWcH2/Mxmyx8n87atFoNBgMBjIzMykpKWHt2rVcc801bNu2DaVSyRuVbajkUlZmeJqULUjSU98zRIZUhgSmuFnvqulCKhFYlOI4dmNDAimaE+J1/9jtIjtruliWFu6RAPBylxGNVMJqZ0TR6tWr2bJlC3PmOKKm8mKD6R8ep7nPe9O8c3CU375TwzOlzR4Fak5ODoB7ilze3E+OIcjjs8HR2JVLoGdMzsKFC2fc75PR0DOMXCqgDZD5LJCXhGgZsNqonORFYbTaGLTaydI7inJfBbIoijx+8CxjNpFXjrXyuX8dpugXO7jn2eO8XdXB/71bw6n2Qe69Os+nr4pSJuXHG7Op7x7i4X3e4wznBTmMukZsdnb2DvL/apopOnCSNWW11EqVzG2qRWq38e6JTgzBKvd6CCDbEORmsvhCR0cHUqmUsLAwdtV0M24TyQ2xc/LkVHbSRB3yvn4znZZxgmVSXnj6afr6+rjhhhv8YpBcwieLSwXyRYTlaWGYLVaPWJQXj7YwOGrl9iXnFtgxwSpyDUGzollXtQ5gtYvM9WMqOxNSIrT8z/osdtd288j+Ro+/1XWb+e07NazOjGBr4fldIALk0ll130PUCpLC1RydxkV4JlS1DnD9/QeQCPDcXQtYkjp1QeiKD/JHh9xiHPEokMFRyA+MjHt1OxZFkf95pQrj8Bi/3pp3Xt8hQhdAmEY56wK5qW+Y1v4RFqdM/c4b86JZmhrGb9+uocvLwt6FU+0mhsZsXo1k5FIJiWFqTp+ni7Q/ON1pJilcPS07Ii1SM6sJss0ucsRH0e8NEonAd65I52zvMM+WNjM4Os5TB5tYnxfj1WhuIlakR/DlFcl8ZWUyW4tifT5PKZPyuYVz+LC22z01f+9UJ2NWu1f36slYFreM7DgJo2MCFa0D6BUy4gIUbifrMbudo4NDlAQ7jvXBwUF0Oh39w+Pc/cRRwrVK/nhdwYyF+EQsTApFYrRQNTjMcx2OifwTZ7owjYwTE6nhmfxkt3N0cmAAL81NQRHmKAi2V3dSNzzKyaFRNkYE0dw3zOsV7dxYEk9QoIOpIJNK+PONc1Erpdz95FG3EZvFauOux4/QahzhDzfORQyUUWEaIUyj5NsbMujuGSarY5zi4HPNiJ3VXVR3mLh7eTKSWXzH6RAUKOfRLxRz/fw4/r6rjpJfvs/iX+3ka08f4+F9DZQ397O7tpsglZzM6OmzZc8X96xKRRgX6a4b4Itx4SwK8WzAjFntvHuigzWZkShlUhITEwEoLXVQO2eaILtcak8Pe14j1uVGszwjgtryTq7V6khSKXm8beYJ53MdfRiUchaHaGjoGaK8uZ8tk6iZ/mBVRgSHG/owTzDnGx23sbfORGikkjJtEO98uJtHTtVBkIxg2TjduvQpi9vDDX2c6TJzkw+5kCAIrFnjyBPXaDTExvo+h31BIZPw15sKkUkF7n7iCF2mUcoajaxM9+5ePRkBcilrs6N4q6pjRgd1l7u3q3gMUSu4LCOS7cdbPRr054vnyppJDldTGB/MvCA1SidVfqWz0EyL1PK5hQk8fbhp2sme1WbnrcoOLsuMIHBShI5Lh3yqeYAinXqKDvnD2m6K4kM8GE2b8mOo7jBNya0/0TZIt8nCqgn0aovdzhvd/awLD3J7LCiVSgoKCpBIHP93UaJ96ZD/vPM0NruI3uls74JOpyMxMZGKigrGrDaq2qYadAEg2gmWjGIJCDmvgquxZ4j40EAWJOndMqrJWOK8/k1m+DQ6m11pOg16vd5ngXyq3cTZ3mG+uTaNoz9cw4O3zuOK7Cg+qOniS08c4Z+767mmKJY1MzQcV2ZEsDozgj+9f9prE3GeTs2g1U7m3kpurKjnuQ4jBdpAbhhs57ZD75DVcIqy8ir2nOnh8uwojzVkriGIwVGrz0YGOCbI4eHhSKVS3jnRgV6tYM3cJBobGzGbp65dFiTpGe0b5WififrhUZTDZtra2ti2bZv7+nkJn25cKpAvIixMdhgkuWjWNrvIv/Y2UBAXPIXiuTYrkuPN/dMWLRMxW4OumXBTSTyrMyP41VvVboMsm13kW8+XEyB3OEx/FHribFEUH8LRpumpTr5w5KyRGx44SKBCxvNfWujTTCxCqyRQIZ1xgmyx2ugyWaboM5emhaOQSrzSrLcfb+ONynbuWZPmdULhL7JjdLPOQt53xvf0ShAEfrY5B4vNzk9fP+lz/7qoyL6KydSIj8fJ2oWaDpNbr+ULqZFa2gZG/Y4rq+00YRq1zipua2V6BPPmhHDf+6d5aE8DJouVu5b5nh5PxHeuyODbl8/MnLipZA4BcgkPOafIr5e3Ex0UMG18mwvZ+mz+ddV3EQSHYzFAvlblNuqqNI0wYhcpCXIsmkwmExqNlm88e5xuk4W/3VTo1zR9IooT9VjG7WTZpdxb385LnUZ+4NQk/3lhirs4diE5MICXF2cgBEj5+/Fm/ujUrW4ID+aBPfVIBDwahgCRugDuu34u9d1mvvdSJaIo8t0XKznc2Mdvt+WxNjXC6djt+J77A+yIMYGcreqhwrm4FUWRv35wBkOwik3nUYxNB7lUwr1X5/LqVxfzww1ZFMQFU9rQx09fO8nmv+7jpWOtLEzSz6rxMBsUzQlhTowWZZ0J5elBOgY87xv763oYdNKrwbGADw8Pp7bWsaifaYIcoZChlUo8JsguxBVFgESgobSDm6JDOTwwxJE+E5UtA7xa3saf3j/N/bvr3EZrnZZxdvWZuCYqFKkgsP14K4LAef0mK9IjGLeJ7JsgSXirqp3+4XH+a2UGYzI5D55p4vWeQZJGTXxxZQaV7eYpVOMnDzWhC5B50Hwnw2AwsHz5clasWOEuoGYLQ7CKP1xXQHWHiRsfOITVLvpFr3ZhQ140AyPjHt/XGw7U9RKmUZAaca5RsrUolh7zGB/WTB83uaumi7erfDfn67rNlJ01sm2ewx09RC7jQEkm/zuJ0v9fq1MJDVTwrefLMfrIdz/U0Efv0JjX5l9WjA5tgMwZ96TluGmYXqcWtMs0SlXrIMsnNReuzI1GIsCr5Z7F3vvVnQgCbjo2wM7eQQatdq6O8H1dTY/SopBK3NeQiWjuG+aZw81cNz+Or65K4WB9n8cUNy8vD6PRyLNv72F03O5VUnbq1Cm09iEGUE/5mz9o6BkiMUzNwiQ9TX3DtBin6q8jlHLS1QFuR2b3a0cc53KCSklsbCwtLS1e7/9vV7UjESB8rJ0AuZTVWZH8dls+ZT9YzVN3lPDty9P58capjIrq6uopRfcPN2Qxbhe5982pOdGr9FpKgtRcGxXKE3lJnFqSw+8MQQQdO8Tq+fPQ6/U8v6eKMaudtdmexbg/Rl2dnZ1ERkYyOm7jg+ouR0RUdjaiKHqlWbt0yHbjGPuMZmRDJrZs2UJGhv/sx0v4ZHGpQL6IEKSSUxAXzB5n3NP7pzpp7B3mjqVTu1Frs6MQRXjPz2zdY039xIWqPCKWPgoEQeDXW/PQqeR845njjI7beGBPPcea+vnZ5mwidP47LV4IFM4JoW9ojMYZIl8mY39dD7c8dAi9WsFzX1roEe8wGYIgMEevntGVtq3fsfh0OVi7oFHKWJCsn/KbtfaP8MPtVcybE8Jdy5Jntf2TkWPQcbrLPKt4lf11PURolSSHe//uiWFqvr4qhTcq2vnT+2e8PqfsbB+xISqf1PDUSA1NfcPTbtfImI3/eaWS/33jJE8cPMu+Mz20GIdnzC8cslhp7R8hLWL6bEjXYtBfqndZ4+zzqAVB4P+ty6DbZOG+90+zJCXsIzU8vCFEreCaolhePt5KfbeZ3ae7WZ8b7ffEM1StICcmiL3OfOJ8bSBnR8cwjls56DRBKQk6N0E+MhzKh7Xd/Ghjll++AJPhMpxbKiroGrPy5ZNn0Q/bUCmkFBq8v1+qWsWKlDBsvRaeb+9jni4QhVXk2dJmrppr8Eo5XZwSxj2r03i1vI0bHjjIy8da+eaaNLfjcL5WRblpmOODwzzfYeTW1cmEa5X893PljI7bONTQx9Gmfu5anjSF6nghIAgCebHB3L4kkb/eVMjB71/G/u+u4i83zuWuZUl8ZWXKBf/MiXjspiIuz4jgwd31LPn1Tu559rh7evdmZTsapcyDOZOUlIQoikilUoKCpj+GBUEgOTCAM5MmyKM2Oy8NDJJeFMmxRiPbX65B+UE7W3+zm41/2cvXnz7G73fU8ss3q7nyT3s4ctbIC51G7MC2qBBE0eGuvCBRf16yk3kJIWiUMnZNoFk/ebCJxDA1t+YaKNKqOJKUjUml5q68TG5cmIRCJuGpw+ckJb1mC29VtbO1KNZn1JsLK1eudOtUzxcr0yP46soUznSZ0QbIKJwhlnEilqaGowuQ8VqFb5q1Q1LTw8LkMI8m9or0cPRqxbQ069LGPu58rIwvPWsVdYcAACAASURBVHGEe9885dWb4oUjLUglAldP0IvHBCjcMgYXglRy/nBdAfU9johHbzFTr1e0oVZIvTYJpBKBksRQDtb3sTJUhwjsdk5BXc2/5ZOyo8O1ShanhPFaebtHsfdBdRcFccEeFOCXOvvRy2UsDfHdeFXIJGTG6Lwadf3xvdNIJQJfW5XKDcXxRGiVHlPkvLw8cnJyePPgCQDyYz3PMVEUOXDgADFq6B6y+t3YdcFuF2nsHSJBr2aR09tgOh3yoQEzFvs59kDDyBgCEB+gwGAwMDQ0xMDA1O/56rEWIiUm9r73lkchKZNKWJQSxldWpqAN8PQlaWpq4plnnuGhhx7i6NGj7sfn6NV8YXEi28vbppiphSvkbC9M5TfpcazW6wiQSjhw4AASiYSSkhKKi4s53i0SHCCdcs9Oi9Iglwo+Uz7MZjNms5moqCj21/UwNGZjbXYUkZGR6PV6Tpw4MeU1bh1ynwW7IJAapvc7DvASPh246AtkQRCCBUF4QRCEakEQTgmCsFAQhFBBEHYIgnDa+e9nxiZuWWo4Fa0D9A2N8eBeh8vmFV5s5tMiNcSHBrLDD5q1KIocbTL6NWGaDfQaJf93bT41nSb+65lj/P7dWq7IjmJT/oWdvvgD14TdG33ZFz6o6eLzD5diCFbx3F0LpxS03pAYFjhjEe7q0k6mWAOsyYygoWfIra2020W+9Vw5drvI76+dHXXVG7JjgrDZRb/dmu12kQN1vSxOCZt24v/lFSlsLYzlD+/V8ugkWr0oipQ2GqctJFMjtA4n627fxenrFW08cbCJR/ef5X9eqeKmBw+x5NcfkPGjt1n9+w99apNcBW/aDO7sLv2ivzTr0kYjkTql199xOsxPCHVT9e5a7t/0eLb4wuJExm127nr8COM2kQ2zPOeWpIZxrKkfs8VKgVOHXGka4fCAmUSVggilHFEU6R80s7tLzqqMCJ/00pkQqQsgQR9Ia7uZLxjCWBqiIWZEpCA2eNrjfXVqOKLFRgpS7ogN59H9jYzZ7HxxmibSV1amsDwtnIP1fWwtjOWrq84VnXnaQM4MW/hubQt6uYzvpBn4zTV5nOky87t3avjbLocz9rXz4ny+/4VGTLCKDXkxfO/KTHJjL2wjZTLm6NX8/eYidn1rJbcsnMO7JzrY8Oe9XH//Ad6u6mB1ZoSH50JSkuPY1ev1fk1EUyZEPbnwSpeRvnEbP1yeyjVFsYSo5MTF65BmBPGnG+fy9jeWcupnV/DE7SVYxu1s+8d+/rmjlkJ1ACmBAVS0DNDQM8SWued3T5FLJSxNDeODakfcU3XHIGVnjdxYHI9EIvDF+AhGJVLkgsDGaD3BgQo25EbzyrE2N1X/hSMtjNvE8z7+zwf3rEnj8uxIrp8fNytTTYVMwhU5Ubx7otNnM7K+Z4jOQYtbf+yCXCphc4GB9091eZ3otvWPcPcTR4gNCeSG4nj+ubueLz1xxCNb3mqz8+KRFlamh/vVJF+WFs7Dt82nsXeI6/55wINaO26zO47LrMgphoUuLEjS09AzRKRdIFQu5cVOI2arjV213YRplGR5kSxsyo+hqW+Y407n6C7TKOUtA6yaUISbrTZ29A6wKSIY2Qz35IJYh751YrPgTJeJl4+1cOvCOUQFBRAgl3L3imSPKbJUKuXqq69GDJ2DknEqD+zCPqFAbW5uprW1lUXZjgHJbD08OgZHsVjtJIarSYvQolcrfOuQg7WM2EWPrPTGEQsxSjkBUomb3j154nv0TBuNxlHSA0cIDw/njTfemNHtenx8nO3btxMUFERCQgKvvvoqb7/9Njab43j93KI5SASBJw81Tfs+w8PDHD9+nLy8PLRaLZnZubTYg0nXjk25ryhlUtIifRt1TTToeruqA61SxqJkPYIgkJWV5ZVmrVbKSNAKKJxO4ZkxU9fpl/DpxkVfIAP3AW+LopgB5AOngO8C74uimAq87/z/ZwJL08IQRfjHh3Ucbujj84sTvN4gBUFgbVYk+870euirvKFtYJTOQcsF0R9PxvK0cL6wOJF3TnSiCZDxi6u8uxR+3EgJ16ANkLmp5DNhV00XX3ysjJQIDc/etdDviXdimJrmvmGfRltwLgM51ovudJXTUMwVk/WvfQ0cqO/lRxuziPdhMDUbzNaoq6bTRO/Q2JTF0mRIJAK/3prLmqxIfvzqCQ/H4Ka+YbpNFuZNo9V1OVlP57z+8rFW5ugDOfXzK9j/3VU8dWcJ916dy+cXJRCkkvPT107ybOnUm+ZMDtYuxDmdrP0x6nIU/X3MSwg9r+P5F1ty+NnmbJZ40XVfCCSFa7gsI5LTXWZiQ1RTpg8zYWlKGFa7yMG6XnK1jgbAscFhDvcPuenVIyMjNI6pMY/DzQviP9J5XZKop7Sxj1+kGHg8O5GadhNzZ5iMuTSGX9EEszpYy6P7G1mbFUnKNEwBiUTgTzfM5ddbc7n3ak+ZR742EBE4bhrm/yVGoZVJWZYWzs0L4nloXwO7a7v5/OJEn4vxzwri9YH8eGM2B75/GT+4MpOm3mEGR61snNRkSUhIQCKRzKg/diElUEmbZZwhZ2SYKIo81NJDujqAJSFafrctn2fvWshvtuYzNEfDSHgAGVE6VAopS1LDeOeeZawpiGHw9ABdO1s5ctbIy8daUUglHnngs8XK9Ag6Bkep7jDx1KEmFDKJW+e/PiyY+AAFq/RaguUOjetNC+IxW6y8Wt6G3S7y1OEmihNDfUpvPg5IJQL/vGUeP1g/e7OvDXkxmC1Wr5nscC7Sz9s1/5qiWMZs9ikT6NFxh55/dNzOA7cW8curcvjJxizeP9XJNf844E522H26my6ThW2zaDItTgnj0c8X0zEwynX/PPdeB+p6MQ6Psz7X92/vukYcbujjuqhQ3usdJH9fFe9Ud1KQFOKVVXN5ThQKmYRXy9sYs9t5w3kvzkwKoXZolErTMA+39jBqF7kqYuY1U15sMMNjNo/m7+931KKSS7l7xbkGnbcpskQiwShoSdUrKCsr5ZVXXnEXivv370elUrF2gSNmbLYJDC6mW6JejUQisCDZoUP2RpNeGKxGgmcecsOIhUSVY6IeGRmJVCqlpeUcu2BkZITfP7cTgG9dv4YtW7ZgNpvZsWPHtNu1a9cuent72bRpEzfddBMlJSUcPHiQp556ipGREaKDVFyWEcFzZc1YrL4ZZ2VlZYyPj7vNy461DTGGFN1gI0NDU1l+udMYdbkK5JCwcN492cmqzAiUTulPtg+adVlZGSpzK/YhEax2IhXyKe97CZ9uXNQFsiAIOmAZ8BCAKIpjoij2A5uBR51PexTY8sls4YVHfmwwQSo59++uR6OUce183zeaNVmRjNnsM2qGjjmLxo/qYO0L37kinWvnxXLf9QWE+XAp/LghkQjMjQ/x26jrLzsdWsOn7lwwK01lgl6N1S66i2BvcGcge6GzG4JVZEXreO9UJ7WdJn7zTg2rMyMv2NQqLiQQrVLmtw7ZvVjyo5CTSSX8+Ya5LEzS883ny9lZ7bipHG6YmYqcoFcjkwg+J9vtAyMcqO9lS4EBqUQgJljFouQwbiiO53tXZvLMFxewNDWM779cNcWV9nSnCaVMQvwMRlhSiUBKhMav6Xpr/wjtA6MUz4JePRExwSpuXZjwsTaLXNKL9XnRs/6cooQQAuQS9p7pIVguI1Gl4IXOPoxWm9ugy2QyccYWRkiAlGWp/hkF+UJxYigDI+PUdJrOGQbOwGhJClMTplFyqL6XZw43MThq5UvLZ5YgBKnkXDc/fkqecJ6zEZChDuDG6HPFwfevzCQ+1HHe3LJwznl8u4sTugA5dy5L4sPvrOTNry/1MCgChyHR+vXrWbRokV/vl+w06qpzahdLB4aoNI9wu8GTnbIwWE1qoJLH2zx1shqlDP3ccMT5YchFuOYf+3mmtIlVGRFTouNmA5cO9c3Kdl4+2sr63Gj3NV8mEXijKJU/Z5773QvjQ0iP1PLkobPsq+vhbO/wv3V6/FGxKFlPqFrB6xXtXv9+oK4HQ7DK6/UyK0ZHZrTOI5LMoeevoKptgD9eV0BKhBZBELhtcSIP3Taf5r5hNv91H+XN/TxX2kKYRjHlWJoJJUl6Hr+jhN6hMa795wGnGV8bWqWMZWm+rz2Z0Tp0Th3yj5JjeL0wlQUoGLPYeBMLVx07zfYuI2N2Oy2jY7zbM8DDHX0ER6t5tKyZhF3l/GjfGUSlhJsbmll2uJo1ZbX8b3078QEK5gXNrP3Nj3M0J8udE+mq1gHerOzg9qVJHmsLb1Nks8VKbZeZ1QUprFq1ioqKCp5//nm6urqorq5m3rx5JEUEESD3r7E7Ea78b1f6xqJkPR2Do149VILkMvK1gR465IYRC4lOd3qZTEZ0dLR7gmy1Wnnuuec4aVKSHakiJzkWg8HAwoULOXLkCA0N3tlera2t7N+/n7lz55KcnIxUKmXdunVs3LiRhoYGHnzwQXp6erh5wRz6hsZ8at3Hx8c5dOgQKSkpREY6hg7vnuhAJZcQidGDtu1CtiEI4/A4rV5iOjs6OtBqtRxuHqJ/eJwtBefkAd5o1tXV1bzxxhsUxmoQRZAMjBE9iUZutdl57ECjz1ixS/jkcVEXyEAS0A08LAjCMUEQHhQEQQ1EiqLYDuD89zMTNiaVCO6p03Xz49AF+F4YFM0JIVStmJFmffSsI2Pv43JIDZBL+c01+Sz9iIvoj4qi+BBqOk0zanX6hsY42mRkU4Fh1guvRD+inlqMI0QHB/ikxq3OiuTIWSNffeooWqVsVlnRM0EiEciM0fk9Qd5/pocEfaBf9HJw/Nb331pEVrSOu584yuGGPsoajQSp5KRMiiaqqqqiqckx8VXIJCRM42T9yrE2RBGu8pFzKpdK+PvNRWREafnKk0c9TFFqOs0kh2v8oqenRWr9ctMua3Q0Wqabin/SKEkM5a83FvLl5bPXriplUooT9W6/g3xtIKed9FjXBPlsZx8t9iCuyAj5SNnpACVJjkbDofpet0u/V9fWCRAEgZKkUA7U9/LgngYWJIV+JJPBcIWcHyfH8JfMeA/aZKBCxvN3LeSlLy+a9nr7WYVcKiErRuf1GlRUVERcnH/NO1fU0xnncfRQaw9BMilbozx/M0EQuDlGT9ngMKfM5xarFrudlzuNXJERyY7/Xs4NxfFYrHauL/5ozcNIXQDZMTr++WE9JouVGycVu+EKuYdRnCAI3LQgnqrWQX7++klC1QquyLl46JMyqYR1OVG8d7KT4TFPdplLUrPQSR/1hq2FBspbBtwTywf21PPK8Ta+uSaN1ZOciFemR/Di3YtQyiRc+88DvHeqk6vmGs5Lw18YH8JTdyzANGrl2n86aP9rpqFXg2O9VJyo52B9L4IgMC9IzbwxKYIA9xTNoXV0nLtOnCVpdwXzDpzk1soG7m1oZzRShd1iY4tEhco4xvzUMO7LnMM/subwcE4CT+Ul8dLclCm6aW9ICtOgUcqocOqQ/+/dGoJUcq/eMZOnyJUtA4gi5McHs2zZMtatW0d1dTUPPvggEomE4uJiJBKB1Ait37IpFxp7hlDKJEQ52XELndN2n27WIRqODg4xZLUxMG6lb9xGgupck99gMNDW1obNZuO1116joq6NPjGQq+YluJ+zYsUKQkJCePXVVxkb86TpW61Wtm/fjkajYe3atR5/Kyoq4tZbb2VkZIQHHniAKKGfOfpAnjjoPV6ysrKSoaEhd/PObhfZcbKTlRkRpCYlUFZW5p7Eu5Dr9AKpap26NnIZdL18tJUwjYKlE7wYJtKsh4aGaG5u5oUXXiA6Oppv3LwJqURgiyyQdWHnWFy7a7tZd98efrT9hJsteAmfPlzsBbIMKAT+LoriXGCIWdCpBUH4oiAIZYIglHV3Tz9l/TRhXW4UaoWU2xYlTPs8mVTCKme27nTRDMeajeTFTs3Y+6yhaE4IoohbW+QLH9Z2YRfhsll2ucG/LOQW4wixwb6nmWsyI7GLUNtp5ldb8y741D07Rsep9kGvBioTYbXZOdTQ59f0eCK0AXIe+fx8DCEqbn+klJ01XcxP8KSzjY6O8sorr/D666+7H0uN0HilWIuiyMvHWiiMD3bvX2/QKGU8fNt8QgIVfOGRUpqcWvDTnSbSIqc36HJvQ6SGjsFRBkamb6KUNvahUcrIiPp4mkoXAoIgsD4v2h13NFssTQmjrnuItv4R8p065HCFY5oM8NaJbkQkbC2cfWTNZMSGOJowhxv7ONZs9NswcEFiKJ2DFjoGRz3oiueLu+MjyNFOPTcjdAEzuqBfwvRIVCkRgDPDo7Rbxni9u5/ro0NRS6cWONuiQlFKBB6bEPn0Xu8gRquN66JC0Shl/PKqXCp/cvmsXJx9YWV6BGM2O2mRGub5waTaMteASi6lttPMtnmxbrrlxYINeTGMjNvYWe3JtqnuMGEcHp9WUrNlrgGZROCFoy18WNvNr96q5srcKJ8mculRWl75ymJyDEHYRXFW9OrJyI0N4uk7F2Cx2hkctbIhf2Zq/YKkUBp7h2kfcDRbPqztJj82mG+nGzi4IJMn85K4PTacX6XF8lphKqeX5nJ4cyFqhZTqIx2Mjdu5qzCe66JD2RIZwrrwYFbpdcQG+Mcsk0gEcgw6Klr6KWvs44Oabu5ekey12TZ5iuyKh3LFRZWUlLBlyxbGx8fd2lpw3LdmXSD3OhysXfflxDA1UboAd8TXZCwN0WIV4eDAEI2jjuLWdS8AiI2NxWq18uKLL1JeXo40sQiAyyd45CgUCjZt2oTRaGTXrl0e77937166urrYsGEDKtXUhnxCQgJ33nknQUFBPP3UUyyLkVDaaKS6w7OgdZmXRUZGuuOUjrf002WysDYriuLiYgYGBtwO/C5kRGmRSoQpOmSr1Up3dzea0Ajer+5kU75hSkPYRbPes2cPTz31FDqdjptuuolQbSC5hiC62s0oJBLqu83c/kgpt/7rMBarnX/cXMR91xd43d+X8MnjYq+IWoAWURQPOf//Ao6CuVMQhGgA579erZxFUbxfFMV5oijOCw//ZKebs8H63GiO/mjNjNmp4Ih7Ghy1ummuk2Gx2jjROnjBDbo+jciPC0IQZjbqev9UF2EapbujOBvo1Qq0Stm0WcitXjKQJyLHoCM1QsPNC+JnzAY8H+TEBDE6bqd+GkMsgPKWAcwWK4snxDs98sgjvPfeezN+hl6j5InbS9AGyJz6Y08q8qlTp7BarXR1ddHR4WA4pEZoaOwdmqIrOtE2SG2nmav8KMQidAE8+oVirHaRzz18mKbeYdoHRmc06HIhzakjPDND5FRpYx+FTpfKzyqWpjl+972ne9wFckmQGkEQEEWRHXVmwgQzBUkX5hgtSQzlUH0fR8/2+309KnFOPbKidSzzkk1+CZ8eBEglxAcoqBu28FhrL3YRvmDw/puFymVsCA/mhY4+hpyTnuc6+ohUyFgeeu5c1ihlXl8/W1yW6Siyb14wxy+2ji5A7jabvGH+xUOvdqE4MZRwrZLXyz1p1vvrHLT2hdMUyGEaJSvSw3nxSAtfe+ooaZFafntN/rT7LUyj5Ok7F/D+N1fM6AUxE7JidDx310K+fXm6X6w013c5WN9L39AY5S397rgmiSBwmV7HT1MM3GYIY36QGq1MSoBcyuXZUdR3D6GQSVic4p/O3hfyY4M51W7iV29VE65V8rmFCT6fO3GKXN7cT3xooAcVu6CggK9+9ausX7/e/VhapJbOQcuMjd2JaOhxOFi7IAgCi5L1HKzr9ZoMMd+ZV73HaKLByQJJnDRBBjh58iQFBQXUDqvJNQRNWacmJiZSVFTEgQMH3JTszs5Odu/eTW5uLunp6T63OSQkhNtvv52UlBTGa3cjk8ATBzynyGfOnKG7u5tFixa5j8l3TnQgkwiszIggLS0NnU7H4cOHPV4XIJeSGqGZ4mTd09OD3W6nZkTDuE3k6sKpLLbIyEhCQ0M5ePAgEomEm2++GbXasW8XJOkpb+nnp6+dYO0fdnOooY/vrstgx38v44qcqI9VZnUJHw0XdYEsimIH0CwIguuMugw4CbwKfM752OeA7Z/A5n1sEATB74710tRwAuQS3j3hnWZd1mhkzGaf0RDnswBtgJz0SC1Hm3xPkMdtdj6s7WZVRviMsTjj4+N0d3dTU1PD/v37efPNN2lrayMhTO1zgmyx2ug0jWKYpkAWBIF3vrGMn2/O8e+LzRLZBv+Mug44F0sLnPTX4eFhGhsbOXLkyBR6kjfEBKt4/I4S1mZFTsmprKioQKfTIZFIKC8vByAlUotdhPpuz3338rFW5FKBDdOYsUxESoSGB2+dR1v/CNfdfwA4V/jOBNfibTo9V//wGLWdZoo/xfTqC4H0SC3hWiV7zvSQp1URLJOyRu9oGp1oG6TFLJKlGkQmuzBFSnFiKL1DY3QMjvptGJgaoeHaebH8cEPWpYXGRYDkQCUnzSM81tbLGr2OOSrfLIFbYvSYbHa2d/XTPTbO+72DbI10ZB9faMyND+HlLy/iphL/NebfuzKDp+9cMC2r5dMKqURgfW40O2u6PCRHB+p6SQpTzxiZdY0zE1kqEXjg1nmo/WhUKGQStwTpoyIlQsNXVqb4xXrLjNIRpJJzsK6PPae7EcWp8U7esNGZq70wSU+g4qNd4/Jigxmz2Sk7a+SrK1OmjQObOEXe6YyXmgy9Xo9cfm4C7WJI+WvUZbXZaeobnnLsLkzW0zs0Rq2XBrFKKmGeTs1eo9mdgRw/YYIcEhJCUFAQSUlJFC1dzfHmfp/SgzVr1qDRaNi+fbvbtTogIIArrrhixm1XKpVcf/31LC0uZA49PF96lv4JUoz9+/ej1WrJyXGsnwaGx9l+rI2FyXqCVHKkUinz58+noaGByczRHC9GXS6Drr0tY6RHat1GpxMhCAKFhYUolUrH5Dj03EBgQVIo4zaRR/Y3ck1RLB98awVfWp580bFO/hNxYVY2nyy+BjwpCIICqAc+j6Pwf04QhNuBJmDbJ7h9nyhUCilLU8PZcbKTn2zKdi8iW4zD/PWDMzxf1oI2QDarLNeLGUVzQnj1uMN91FsBXNZoxDRqZVWG96lYf38/b7zxBl1dXV4z//r7+0kIy+R4s/cpdXv/KKLooJROB1/F+ZEjRzh9+jTXXXfdeRcEyeEaFDIJJ9oG2OJD0wuw70wvmdE6d/ajq9s7MjJCQ0MDKSkzU1qTwzXcf6tn7ufg4CANDQ0sX76cjo4OKisrWbNmzbmbfJfZrYe32uxsP97GyvQIQmZhljYvIZT7rp/L3U8eAWZ2sHYhNkSFSi6dVofsYiBMnop/1iAIDr+DD2u7CZRIqFicjdx5zL1wpAWpIFKo9y3dmC1c02DAby2xIAj85ppL2ZIXC1ICA9jZ51h83xE7fZFSEuQ062rtxWy1YRXh2uiPryk1W/16cKBi2knrpx0b86N5ZH+jUxcc65bUbC6YOTJrVUYkNy+IZ0uBwS8m278Tg4MVqNWpSKWOIl8iEShODOVgQy/jdjshgXLyYmduwC1JCWNxiv6CGLDlOVMEDMEqvzTzNxTH8/dddXSZLH5ly6dGnGvs+nNfausfZdwmkhjm+du5juf9Z3q9yoeWhGj4dUMH0Uo5UQq5hzxCEATuvvtu5HI5jx5weIus81EgBwQEsGHDBp5++mkefPBBOjs72bZtm3vqOhOkUilXXnkl3eIefrLXxPf+8RK//dJmTCYTDQ0NrFmzBqlUis0u8vVnjtE7ZOFvawrdry8sLGTXrl2UlpZy5ZVXuh/PidHxwpEWOgctRAU5tNkdHR2YhUAq24f47roMn+uuxYsXU1JS4tG4AIcL+3euSGdZajg558FKvIRPDhf1BBlAFMXjTpp0niiKW0RRNIqi2CuK4mWiKKY6//XOL/4PwdqsSNoGRjnRNkj7wAj/80olK3+3ixePtHJTSTw77lnuLoI+6yiMD8FksfrMDNxZ3YlCKmGJF7qmKIps376dxsZG4uPjWb58OVdffTV33HEH3/nOd9xdyfiQAFqNI4xZpxYP7oinWWbnunDo0CGqq6vdtOTzgVwqISNKO+0EeXTcxpEmI4snLABbWloQBAGFQkFVVdV5f77rtbm5ueTl5WE2m6mvr3fooQQ4M6ELvvdMDz1mC1efh871ipwofnlVLktSwvze3xKJQG5sEK+Wt9Ftsnh9TmmjEblUcOvCPstYkhJG39AYJ9sHUUgkCILAmNXO9uOtpKpGCA/2T9vtDxL0gYRrlSg+RsPAS/hk4TLqSg1UsjRk+mNHEARujQnjmGmYvzR1ka9VkaE+v+vmJUzF3LgQYoIC3DTrylaHpGZR8sxSBYVMwi+25H7qmoRjY72UHbmGM3W/8Xh8QZKes73DvHuik6Wp4X5JY+RSCU/esYC12R/dgC02RMXVcw38fEu2X5ND1xQZHE39mWAIVhGokPqtQ25wSsASwzzPwdiQQOJDA30adS0NcRTi7/cOkqCa2rAOCAhAKpXydlUHGVFaksJ9n+Pp6enk5OTQ2dlJZmYmWVmziywTBIHPrV9KUoiCQ30KHnjgQXbs2IFCoaCoyKF//v2OGj6s7eYnm7I9ZDtqtZqcnByOHz/ukcvsypqvnKBD7uzspF0ZhyDg4V7tbXsmF8fgOI6+vCLlUnF8EeKiL5AvYWZclhmJRIBvPV/O8t/s4tnSZq6dF8eub6/gp5tz3J2y/wS4bja+8pDfr+6iJCnUq7bt6NGjNDQ0cPnll7N161ZWrlxJXl4esbGxBAYGkpaWxvj4OGr7MHbRkf87GS1Gx2PnUyD39vbS1eWQ00+MFDgfZDudrL1l/oFjSjpmtbN4gkFXS0sLERERZGVluTXE54OKigpiYmIICwsjLS0NpVJJRUUFSpmUBL3ao3nx8rFWglRyVmacn0fADcXxPHFHyYx0+Yn42eZsTKPj3PPsca9GZqWNfeQYgqalyX3aS6saFwAAIABJREFUMTo66rEw8AVXo2jP6XOROzuruzAOj5Ms6Uanu3CFrCAIbCmI4YrsqCkRTJfw2UCG2nGvuT023C8GzLaoEAIkAl1jVq6L+nQVYxc7JBKBDfkx7D7dzcDwuLsocklqLkYMDBxFFG20t7+I1XquWHQ5NJstVr/o1RcagiDw++sKfDLTvOFzCxN45SuLZ3TzB5xO1hpOz+Cd4UKD038kIWzq9H9Rsp5DDb1e730F2kA0Ugl2cEc8TUaXaZTSs31+ObuvW7eOJUuWsH79+vNixAmCwO0r0uizB9IyIqO+vp7CwkICAgJ4u6qdv35Qx/Xz47ixeCoLoLi4mLGxMSoqKtyPZUbrkAh4GHV1dHRSPaJlcXLYf9Ra+RIuFcj/EQhVO6hgZ7rMbC0y8MG3VvC/V+US42d0z2cJc/SB6NUKr0ZdDT1D1HcPeXWvHhwc5N133yUhIYHCwsIpfweHy6JMJkMc7HC/32S0GEeQSgR3tMJs4Aqij4iIoKqqymdx6w+yY4IYGPGe+Qew70wPMonA/ETHYslut9Pa2kpsbCw5OTlYLBbOnDkz6891mXLl5eUBIJfLyc7O5tSpU1gsFg83TrPFyjsnOtiQF/1v1etkROn42eZs9p7p4a8fnPuOdrudHuMAFS39fucfv/nmm+zcufPj2tTzxpNPPskLL7ww4/MidQGkRWrYe+acVuuFIy1EaJXox7vcLqoXCj9Yn8Wfbph7Qd/zEj49mB+k5um8JG6J8Y+aHCyXsSkiGKVEYEvkZ1vz/0lgQ1404zaRd050cKCul4wo7UXNJusfOAII2GxDtLe/5H48I0rrjmycLjf50wSJRPCrOHYhNVLrdxZyY+8waoWUcC+/9cJkPaZRKyfapkrIZBKBBU7WUKIP/4B3T3QiirAuZ2bPELVazerVq9Fozp+JtKXAgEYpYzSumOLiYpYsWcLpThPffK6cgrhgfro522vxbTAYMBgMHDp0CLvdwfYLVMhIDte4C2STyUSDWaDXIng157qEzzYuFcj/IfjrjYXs++4q7r06b0b962cZgiAwNz6Eo14KZFfkxeQuryiKvP7669hsNjZt2oRE4v20kcvlJCUlYW6vBxw5g5PRYhwmOsh3BvJ0qK6uJioqioULF9Lf3+/WBJ8PXEYT3jL/APbV9ZIfF+yepPf29jI6OkpsbCyJiYkEBgaeF826srISQRDcBhoA+fn5jI+PU11dTWqElsbeYcasdt6qbGd03P6J3JiunRfHVXMN/PG9WvbX9SCKIi+99BI/+dO/GLeJ/um82to4fPgw+/btw2z2b+ECuG/WHxfa2tpobm6mp6dn5ifjMPorbTQyOm6j22Thg5ourszSIxG4oBPkS/jsQxAEVup1szLa+kVqLG8XpREq/yxYpny6kGsIIj40kBeOtlDa2HdRa6rBMUHW6QrQ6ebS3PIYoui4lkokAqszIylxund/FpEWqaHbZKF/eGzG5zb0DJEQpvZaOLp1yD5p1o5iNsFHgfx2VQdJYWq/oxU/KtRKGVfNNbCjppcFy1djlyn54uNHUClk/OPmommb64sWLaK3t5djx465H8sxBLmdrDs7O6mz6QmQCR5xVZfwn4FLBfJ/CIIDFUSex9Tys4iiOSHU9wzRN+R5I9lZ3UlqhIZ4vWcDobKyktraWlatWuXhTugNqampjAz0EhQgdet8JqK1f/qIJ18wmUw0NzeTmZlJRkYGEonkI9GsM6IcVKKTk7rEo+M29p7uobKlf4r+GBxZh1KplKysLGpqahgbm/lm7ILdbqeiooKkpCSPjnFcXBzBwcGUl5eTGqnBZhdp7B3i5WOtzNEHfqQIsuHhYWpra2c9bRcEgV9sySEhTM1/PXOcN3fuoaqqirZxx7Hhjy5s165dKBQKbDYbR44c8etz+/v7+fWvf83x48dntb2zQVlZGeA4pvwpxpekhjFmtXO4oY/tx1ux2UVWJjr2w4WeIP87MDraTnXNj7DZZqaYX8InD51MSqbmP4/t9O+AIAhsyIvmcEMfFqvdL/3xpxV2uwWTqZLgoELiYm9lZKSRvr497r//emsuT9xR8glu4ceLVD8SGFxwZSB7Q4Q2gNQIjc8CeWN4MMtCNCwMnvp649AYB+p7/+3xRTcvmMOY1c6zpc3c88xxmvuG+dtNhTNSorOysoiPj2fnzp1uyVGOIYjOQQtdplGa2zposP1/9s4zsM3q/NuXtqzlvfeKZ2xnb0bCKIWy9wizQKH/ttBBJx100EJLafu2QMtMW2aBBsLIIIFMx04cj8R7y0NesrWs/bwfFIsYWV4ZJNTXNz865zxHsq3n3Ot3R3BBfsy0lNrn+GIxZyDP8T/HmHFTcUwdstnuorRliLV549OrLRYL77//PomJiSxfvnzKtbOzswGIDgkWQR4lMcxnXDidTnbv3j0tI7O+vh6A3NxcQkJCyMrK4vDhw7OONobIJWRGa6joHGZP8wB/2NLAtU/vpehnm7n52VIUUgkXHdNWSa/Xo1AoiIz0Gc2FhYW4XC4aGhqmfc/Ozk5GRkb86dVjiMViioqKaG1tJV7te6h+0tDP3pZBLi9JPK4H7QcffMC///1vXn75ZWy2wJrwyVArpPz1poWM2Jz8cpuevPwCnKEphIpGcZgmPjyM0dXVRUNDA6tXryYzM5OysrJptcbatWsXDoeDrVu3zsj5MF3sdjvV1dXIZDI8Hs+0PpNl6RHIJWJ2NQ3wxgE9JclhREp9rWHOxAhyp/4Furr+xfDw/qkHzzHHF5yvHO3nLBb5Wq2dqZjMNXi9TkLDFhET8yXk8mg69S/6X5dKxNNqC3Wm8mmLwsnrkJ1uL51Dtklbbq3IjKSsdWhCodEEpZzXSrKIlgcKUm05YsDjFaaVXn0iyYnTsiQtnD9sqWdbXR8/uSR/Wn/LIpGICy+8EKvVys6dPmdK4dHsusNdJrbX9+NCyrVL0k7m9uc4Tfniflt8wfF6T/zh+XgxmaopP3AdTufpLRpelBSKVCwaV4e8s3EAt1dg3WfSq99//32cTieXXXZZ0NTqYwkLCyMmJgaVx+o3kN1uM6OjepxuL70muz+CvH//frZs2UJZWdmU69bV1REeHk5MjM+ALygowGQy+SO7s6EgQcfOxgFu/Hspf/moEYfLw+2r0nj+tiWU/mjdOCVhvV5PUlKS/zNISUlBq9XOKM26qqoKmUxGbm5uwGtFRUUIgoC1pwWxCP62oxlBgCsmaUM1FWazmZqaGhISEmhubuapp56ivb19RmtEy1yskHfS4w2lU1dIu0VMgmyUbdu2TTpvx44dhISEsHTpUpYtW4bFYuHIkSOTzhkZGaGiooLk5GQsFgulpaUz2ut0qKqqwuVysWyZL5JiNk8t6qKSS1mYGsbr5Z3U9Zq5elESJpMvNf9MM5C9Xje9vf8FwGyevRL7HHN8UciN05Ido6E4Ocxfp3smMjJyEIDQ0EWIxXISE29kcPBjbLbWz3lnp4aEUCUahXTKXsidRp+IaFpkcAN5ZWYkoy4PVfrhcdcFQaCu18SGvW38Y2cL/9jZwjOfNPP0x8089XEzL+1rIyk8hMLEU/9cuHl5Ki6PwFULk1i/Yvr9zBMTEykuLmbfvn0MDQ1RcFRtuqZrhN1dbrRS7xlfejDH7JjLGTgDMfS9T23t91m5Yhty+emTEtXe8QwjI+V097xOWuo9n/d2gqKUSShI0I1Tst5W20doiIyFKZ+KYtTV1XH48GHOPfdcv2E6HbKzs9nySRvdLiV2l4fW5t/Q37+F5NwtR3sgh+DxeNi/3xfB2rdvH8uWLUMqnfjf0W6309LSwrJly/zR1JycHCQSCTU1NaSkzK5P491nZZIc4UthXpwWjlY58eHI4XDQ19c3zrAVi8UUFBRQVlaG3W5HqZw8lcntdnP48GFyc3NRKAJrl6KiokhMTKTucDUpEbm0DdpYmBJG2iRe7qkoKyvD6/Vy1VVX4XA4eOONN3jhhRc455xzWLNmzZQOD4fDwSuvvEKewoI6vYS/7PDVlp9dkkRT3ce0tbWRlpYWME+v19PY2Mi6detQKpVkZWURERFBaWkp8+fPD3q/3bt3IwgCV155Je+//z67du1i0aJFqFQnRjNAEATKy8uJj48nNzeXXbt2YTKZiI+f2tu/JjuafS1DyKVivlKUwL6ddUil0il/76cbRuMenM5+QITJXP15b2eOOT53RCIRz922hFOYEXtSGBk+QEhICoqjZ6LEhBtoa/srnfoN5Mx7OPi8kQo6Op9jXvbDKBRnhoDXRIhEIrJiNFOmWI857id7ti5Lj0Qk8tUhFyaGsrd5kG11BrbX9QcV9hzjwfPnndL06jG+XBCO/cvdXLJ0zYzvv27dOo4cOcLWrVu59tpryYhSs6O+jxZ7CBemSqfVFmyOLx5zEeQzkL6+9/B4LAwO7fq8t+LH4Rygv38zAF1dL/vFMWZLR0cHv//97xkaOjnR6IWp4VR2juDyePF4BXbU93FOTrRfPGt0dJR3332X2NhYVq9ePaO1s7Oz0eJ7iLQP2hgZOYjLNURthy9SnBSuoq6uDpPJxOLFizGbzVRXBz+sNzY24vV6ycvL819TKpXMmzePI0eOzDrNOj9Bx7cvyOHc3JigxjH4RJ0EQSApaXwv4sLCQjwej19dezKampqw2+2TGohFRUUYDAaSQ317uWIWvY/HcLlclJeXM2/ePCIjI0lISOCee+6hsLCQ7du389JLL/mjoBMhCAJvv/02AwMDXHvtNTx23SIyon0HimvOXYhWq2Xr1q0T1jYfGz0GnzNh6dKl6PX6oMJqZrOZgwcPUlxcTHh4OOvWrcPhcLBr14n7H9fr9fT19bF48WJ/5Heyz+BYVh9t93VBfiyhKhkmkwmdTve5HISOh57et5BKQ4mOvgCzaS6CPMccAMkRqjNavFMQBIZHDhAaush/TaGIJjbmy0dbPk1sNNpsrVRWfZW+vveorvn6aZmZNxPyE3TUdI1MmBo9xlh3jclSrMPVcvLjdTy7q5WSX2zm9hfKePNgFwUJOh69cj67HjqXyp9eQPXPLqDm5xdy+OcXcuQXF1L3yJf4xrrsE/6+pkN//7tEuR/FPLxjxnN1Oh2rV6/myJEjtLW1UZAYyoGOYQREXDJ/+sGROb5YzBnIZxiC4GFoaA8AQ6eRgdzT/QaC4CY9/VvY7Z3jxDFmQ0VFBWaz+aSkmQIsTAln1OWhrsdMpX6YQauTtUfbO42pVlutVi677DIkkk9VEL1eN/0D2yYVfUpOTiZK4Xu9uW8Iq7UZgLrOSsAXQS4tLSUsLIyLLrqI2NhY9uzZE9TQraurQ61WBxioBQUFWCyWGacNz5SxNO7ExPHpzomJiYSFhU0rzbqqqgqVSkVmZmbQMYWFhYjFYsIFM0qZmEvmj49smkwmdu3aNa262erqamw227i6cYVCwZVXXslll11GV1cXTz31FJs2baKqqgqj0Tjud7pz505qa2u54IILyMjIQK2Q8uytS/jFZQVkxOg455xz0Ov1/trwMfR6PU1NTaxcuXJcpLykpAS5XB7073nPnj14PB6/MyY2Npbi4mJKS0sZGQlst3EsLpeL3t7eKT+T8vJy5HI5hYWFaDQaRCLRtA3k+Ymh3HNWhv/wYzabzziBLrfbTH//ZmJjLyE0dCF2RzdO5+S15HNMzvG0mptjjhPF6GgbLtcQYccYyABJybfi8Vjo6X0zYI7TOcihQ3cAIrIyv8fISDkNjb86RTs+OZyXF4PZ4WZPc/AOBa0DVkJDZISrZAiCl4aGRyYMtlyzKIlIjZzrl6Tw4h1LOfiT83lm/WKuX5pCUriK0BAZWqUMjUKKWiFFJZeilJ26doyfpdfwDgBWW/Os5q9YsQKdTscHH3xAYYLv2RYhsrIsJ/mE7XGOM4s5A/kMw2Suwe0eRirVMTS0+7Q4oAiCl+7uVwkLW0Za6j3I5VHou/496/W8Xq/f8KioqPCrC55IxoS6DnYY+ai2D4lYxNlH+yN+8sknHD58mLVr15KQkDBuXlf3v6mquhujcU/QtSUSCSVZvnl1XW2AF4Uijtb+HiRiEYLNSEdHB0uXLkUikbBq1Sr6+/sn7CvsdrtpbGwkJycnICV43rx5yGSy41Kzng56vZ7IyMiAVN+xdk3Nzc1YrYGCZABut4XW1udoaqqmsLBwnLPhs6jVarKyskg017L5W2sIV8sBXzR/y5Yt/OlPf2Lr1q288847k+5XEARKS0uJiYkhPT09YM8LFizg7rvvJiEhgcrKSt58802efPJJHn/8cV555RU+/PBDPvroI4qKisYZ2OlRatavSEMkElFSUkJkZCTbtm0b59j4bPR4DKVSSUlJCTU1NQF1vxaLhfLycubPn+8XQQM499xzAdi+fXvQ92q329mwYQNPPfUUVVVVQcfZbDZqamooKipCoVAgFovRarXTqkEGX5uUH3w5zy8EMxZBPpPo6/sQr9dOfNwV6LS+TIa5OuTZ4/W6KN1/Ec3Nj3/eW5njf5xP648XjrseqitGpytGr98wLqvN47FTWXUPDqeB4qKnSU29h5SUr9LV9U+6u18/pXs/kazMjEKjkPJBTXCHadvgpy2eurr+7RMt1P8zYNxtq9L56Nvn8LNLCzh7XvTnavxOhcPRh9G4DwCbrWVWa8jlcs4//3x6e3sJGfU5GLJlxik7l8zxxWXOQD7DGBr0RWZTU+7B6ezDap2+ivDJYmhoN6P2DhITrkcslpMQfw0DAx9ht3fPar2Ojg5sNhurVq3C6XSelJY3CWEhxIcqOdBuZFtdH4tSwwlTyampqWH79u0UFxcHpFYLgpfOTp8q5tgDORhFudkocVGn930GGRkP0G/TEqMROFC2H5lMxoIFCwBfJFin07F79+6AdVpaWnA6nePSq8eQy+X+NOvpKCTPBkEQ/AJdE1FYWIggCNTW1ga8Zrd3c+DgdbS0/oqU1P0B6tUTUVxczKjFhGvYgMvlYvfu3Tz55JPs3r2b/Px8VqxYQW1t7aROgba2NgwGA8uXLw+aAhwdHc3NN9/M97//fe69914uvvhiMjMz6evrY+/evcTHx/OVr3wl6HyJRMLatWvp7+/3p8d3dnbS1NTEqlWrJqyzXrp0KV6vN6Dl0969e3G5XJx11lnjroeFhbF06VIqKyvp6+sLWM9ms/HSSy+h1+uJjo5m48aNQVO4Kysr8Xg8LF682H9Nq9VOO4J8LIIgnJER5J7eNwkJSUOnK0GrzQd8woJzzA5D3yas1kZ6De+cFo7aOU4dXq+Dw4e/TUPjLxkY2I7bPbGD9FQxPHIAqVSHWh2Y3puUtB6brcWfcScIHg4feQCT6RAF+U/4jeqszO8SEb6auvqHGTFVntL9nyiUMgnn5saw+aia9ES0DdhIj1Rht3fT1Pw7AEZMh87o/2FD3ybAi0qVgdUaGGiYLoWFhSQlJWGo3sVXYoycnSCa1Kk/xxebOQP5DGNoaBdabQFxcZce/TnQqDrVdHW/jEwWTkzMhQAkJFwPCHR1v+If09LSMu02O7W1tUgkEs466yySk5MpLS2ddZ3tZCxMCefjhn5qe0ysy42hq6uLt99+m+Tk5AmNo8HBjxkdbUMkkjBimtxoz87ORiey0zZkRyaLJC72coyOGMIVg9TU1FBSUkJIiE/NWiKRsGLFCtrb2+ns7By3Tl1dHXK5PCASOkZhYSE2m43W1pOj1Dk8PIzVag1qIMfGxhIZGRmQZm0yVVFWfiWjo3pGR7OJj29CozFMeb958+ahUCjYtm0bf/7zn9myZQvJycnce++9XHnllZx33nnEx8ezadOmoFHrffv2oVKpJq13HkMsFhMXF8eSJUu48sor+cY3vsF3v/td7rjjDmSyyRVd8/LyiI+PZ/v27bjdbnbs2IFKpWLJkiUTjo+KiiIrK4vy8nLcbjfgM3LLysooLCwkKipQcG/NmjXI5fIA1WyLxcILL7yAwWDguuuu47bbbkOj0fDKK68EGL1j4lxJSUnExcX5r+t0ulkZyDabDY/Hc0ZFkEdHuxgeLiU+7gpEIhFSqRaVKmNOqGuWCIKX9vanADF2u37WUZs5zkx6et6i1/A2ev2/qKy6i092LuLAwRtobf0LIyOHEIST47ANxsjIQUJDFyASBR5pY2MuQi6PolP/EgCNTb+hv38z2dk/8p9ZAEQiCYWFf0ShiKW6+j4cjv5Ttv8TyUWFcQxZnZS1Beq32F0eukdGSYtUU1f3I0AgJflOnM5+HI6eU7/ZE4TB8C4aTT5RUWux2dpm/ff3adsnC5GmJhLjY6eeNMcXljkD+QzC7TYzYqogIuIslMoEVKp0hozHV4fs8dgw9L2Px+OY1XyHo4+BgW3Ex12JWOyLmoWEJBEZeQ7d3a/h9bowGAy89NJLbN68ecr1xqKRmZmZKBQKli1bhtFonFG/3emyMDWckVFfP9dlyWpefvllNBoN11133YSK0p2dL6CQxxIb+5Wjh4DgHle1Wk2cRoLBGoJOV4hYLGXIEUeYtBVBsPvb7Pj3snAhSqWSPXs+Td0eSzXPzs4OqnCdlZWFXC4/aWnWY/XHwQzksTTrtrY2f7puX9+HHDh4A4IgxeP5DhUHFwHh1Df8FK/XPen9ZDIZhYWFdHd3o9VqufXWW7npppv8hp1EIuHyyy/HbrfzwQcfBMwfGhqivr6exYsXT2ngBkOtVk9rrlgsZt26dQwPD7Nx40aam5uDRo/H+GzLp3379uF0OgOix2OoVCpWrVpFfX09HR0dgK8d1PPPP4/RaOTGG28kJycHtVrN9ddfj91u59VXX8XlcvnXaGtrY3BwcFz0GGZvII/9ns+kCLLB4GvtFBd3uf+aVls4l2I9SwYGt2O1NpKZ8QAAg4M7Pt8NzXHKEAQP7R3PoNUWcvZZFSwoeYmU5DvweKy0tD5B+YGrqKz66imLSLpcI1itjeMEuo5FLFaQmHADg4M7aGz8NZ2dz5OcdBspybcHjJXJwima/zdcruEzVrTr7HnRKKTiCdOs2wdtCAKEy44wOPQJmRnfITb2EoApnf6nK6OjHZhMh4iLvQS1KgtBcDI6Ovv2l8nJyX7nemzsnIH8v8ycgXwGYTSWIghuIiN8qb8R4asxGvfj9c7OuAVoav4dNTVfZ1/p+fT2bpyx+nRPj0+cKzHxhnHXkxJvwunsp39gq1+Jt6amZsoocnd3NyaTyZ9SnJeXh06nOyliXWN1yMnhIezb/F+cTic33HADGo0mYKzF2siQcReJSTcRFrYUt3uY0dG2SdfPjtMw4tQiiPNwur0M2hREhvSTn+8JiBYqFAqWLFlCbW0tg4M+4aDOzk6sVuuE6dVjjPUVrq2t9UclTyR6vR6pVDppm6vCwkLA9/utb/gT1TX3YbNFsPOTVeza2UJaWi7ZWT/GYqlF37Vhynuef/753Hbbbdx1110TRs5jY2M566yzqK6uDlDQLi0tRSwWBxiDJ4vMzEzS0tL8ImTBosfHjo+MjKS0tJTR0VFKS0vJy8ub9PNdvnw5Go2GrVu3MjQ0xPPPP4/FYuHmm28eJ3oWFxfHlVdeSVdXFxs3bvQfUMvLy1EqlRQUFIxbV6fT4XQ6Z1zjf6b1QBYEgZ7etwgLW0ZIyKeOHp12Pg5HLw5ncEGbLyIWayMu1/DUA4MgCALtbX9DqUwiJeVu1OpsBgc/PoE7nON0pq9/M6Oj7aSm3otEoiQiYhVZWd9j6ZKNrFldRmrqvQwOfnzKRESD1R8fS2LijYhEEjo6nyU6+gKys38YdKxWm0de3qOMjJTT2PjrE77fk41aIeWsedF8eLgX72fSrMcUrAXTPwgNXURS0i1oNLmIxXJMI2emgWwwvAtAbOxXUKkzALDNUqhrjPPOO4+MjAzmzZt33Pub48xlzkA+gxga2oVEoiI01Fe7GhGxCq93lJGRilmtZ7O109X1MpGR5yCThnH4yAOUl1+F0bh/WvMFwUtX96uEhy1HpRpvyERGnoVSmUhb2wvU1NSQnZ2N2+0eV088pqBYVf013G5fVKq2thaRSEROTg7gixguXbqU1tZWDIapU3RnQn68Dq1SSppsBIOhl6uvvjqox1Df+eJRT/T1hOpKABiZ4oGSn+JL0W7siaJ3xI5XgDCZhYTEietEly1bhkQi8UeR6+rqkEgkZGVlTXqfgoICf6/kz+L1eunp6ZlSCTkYer2exMTESetwoqOjiY2Noq39F+j1T9Lfl0qX/jrWrr2cBx98kFtuuYXk5MuIjDiLlpYnsDsmV1xWKpWkpaVN2kJo9erVxMTE8O677zI66mupZbfbqaio8Nd0nwpEIhHnnXeef09yuXzS8WMtn8bS+R0OR9Do8RhyuZyzzz6bjo4Onn76aRwOB+vXryc1NTVgbF5eHmvXrqW6uprdu3djsViora2lpKQkICo+FgGerlDXGGdaBNlkrsJmayE+7opx17Van2PH/D9Uh2yztVJWdiktLX+c9RrDI+WMmCpISbkLsVhKZOTZGIf3f+51qHPMDq/XiclUjcMx9fNVEATa258iJCSNmOgLAl6XyyPISP8GSkUCLS1/OCVR5JGRA4hEEkJ1xUHHKBQxJCfdSmTEWRTk/wGRaPK60rjYr5CSchf6rg309L59ord80vlSQRw9I3aqusY/99sGff+j0SFd5OX+BpFIjFgsR6MpOGMjyL2GjYSGLkapTECt8jmMZ6tkPUZoaCjr16+fE+j6H2fOQD6DGBzaSVjYMn8qc3j4ckQiyaw9tc0tv0ckkpGX+xuWLHmb/LzHcTj7OFhxA1VV92KzTV7XOjS0E7tdHxA9Bl89T2LCDVgs5ajUZi699FKSk5MpKyvD6/UiCAL19Q/TqX+B/v4tHDx4Ew7nAHV1daSlpY1TTF64cCFSqfSER5HlUjEPL5GQOlLFBRdcENRb6HIN09P7FnGxlyGXR6JWZyGRaKZ8oKRetZG7AAAgAElEQVRF+iJTVe0yOo2+B1OIoMZhL/c7BI5Fo9FQUlLCoUOHsFgs1NXVkZ6ejlKpnPQ+mZmZKJVKfx2wx+OhubmZTZs28cQTT/D000/zxBNP8Nxzz1FWVha0dvezuN1uent7g6ZXH0tRUR0xMQ0gXMzatS9z991fZ8WKFX4jSiQSMW/ezxAE1wnxykulUi6//HKsVqs/df/QoUM4nc5xytOngqSkJL75zW+yYsWKaY0fa/lUX19PTk4O8fHxU85ZuHAhkZGRSKVSbrvttoCWW8eyZs0aCgoK2Lp1K2+//TZer3fCiPpEvZAdzgE6O1+c9GA7Nv5MMZB7e95CLFYQE/Olcdd9Ql0iTP8jadaCIFBX/zBerxOLtX7qCUFob/8bMlkECfFXAxAZeQ6C4JpU2f90wWSuob39mc97G58bgiAwOtpBb+9GGhoeobz8aj7+pJiy8sspP3DNhM+lYzEa92A215CaendQI1MsVpCe/g1M5ioGBraejLcxjuGRg2g0+Ugkk/dxzs7+ISUlzyORhExr3cyM7xIaupiGhp9Py3lwOnFeXixSsSggzbq2sx6tzExB9t2o1Z9mH4WGlmA21+D1uj671OeC2VzL/rLLaWl5ctJxFks9VmsjcbFfAUAmC0Mmi8RmndNEmOP4mTOQzxBGRzsZHW3zp1cDSKVadLriWQl1mUxV9PVtIiXlDhSKGEQiMfHxV7Bi+VYyM77N4NBu9uy9gIpDjwQVPOjqehmZLILoCTzJAFrtl/B6xRTNH0Kr1bJkyRKMRiPNzc00NP6Cru6XSU29l5LiZ7HaWti//yosltaAlGKVSkVxcTFVVVXTNu6mQ09PD4fLdrF4QfGkRlV396t4vXaSk28DfMa/TleEaYrIfZjEd/Cu73JQ2eSLGhekrMIrOOnvn/jgsGLFCjweD++88w5Go5Hc3Nwp34dUKiUvL4+6ujrefPNNHnvsMTZs2EBFRQWJiYlcfvnlrF27ltHRUTZt2sTjjz/Ohg0bOHTo0KTptT09PXg8nikNZIu1EYdzM4mJN7Fu3Z+IiZk4Cq9SpZKaeh99fZsm7Ls4hiB4GB3twuEcwO22Bv37S0hIYNWqVVRUVNDY2EhpaSnJycmTGo8ni/Dw8Ekj3seiUCj8CuZTRY/HkEgk3Hnnndx///1T1kWJRCIuu+wy4uPjaWpqIi0tbUIBsIkM5Jbm39PQ+ItJU9TMZjNqtfqMUPf0ep30Gt4hOup8pNLxBr1UqkGlysT8PyLU1Wv4L0bjHmSyiFmLapnNtQwOfkxK8u1+QyMsdBESifq0T7N2u81UV99HU/NvsdnaPu/tnHI8Hht79p7Lnr3ncvjIAz4RTZGEpMRbyM7+MXZ7D/UNP590jbb2p5DLY4g/ppZ/IuLiriAkJI2WlidmXLY1E7xeFyZTZUD/4xOBWCwlP+9RvF4HdfUPTysa7vW6MBr3YbU2T6m3cTIJVclYkRnJBzU9/n27XCPUdbeRoLOQknLXuPE6XTFer+O4HGcnAkEQ6Ox8kbLyK7FYamlt+zPDw+VBx/ca3kEkkhATc5H/mlqdidU2eyXrOeYYY2LlnzlOOwaHfO2dIiLWjLseEb6a1rY/43INI5OFTWstQRBoav4dMlkEqSlfHfeaSKSgq6uY/aWXkpJSikj0AhWHGiks+ANy+aeHbIfDwMDgR6Qk34lYPHFaaXl5A8bhFOLiDuLx2MnPz+fDDz+gru4RVOrdJCffQWbGdxCJRCxc8BLlB26juPhDUlICI9LLli3jwIEDHDhwYNpGxVSfwebNmwkJCeHCCy8Matx4vW469RsID1uORpPjvx6qK6G942k8HltQz7XbXkWYYhFDTikfl1cjIpy1Ky6n6tDfMPRtIj7+ioA5UVFR5OXl+dsmTcdABigqKvIbijk5OeTl5ZGRkTEu5XfNmjUYDAZqamqoqanh7bffRqPR8NWvfpXQ0NCANccEuqYyOJuaHkUiUZGR/s0p95macje9vW9RX/8wy5a+j0TyqaCVx+Ogp/c/dHT8ndHRjnHzxGIFYnEIEkkIUqkGqUSDRKohOkbF/Pl6SksP4nYns3z5fVPu4XRg7dq15Ofnz8iY/2wf6smQy+Vcf/31vPnmm5x99tkTjvlsirXDOeBPJ7TZWlCrJ07tP5N6IA8O7sDtHiZugv81AJ22EKNx7yne1anH5TLS2PgrdLoFREedR3PLY7hcJmSymf0e2zueRiLRkJh4s/+aWCwnImIVA4M7EARh2o6iU01j46+x231KvQMDH5GScsfnvKNTi8VSh93eSUrKXcTFXopaPQ+x+NOyC5drmLa2vxAVtY7YYwyOMUymKozGPWRlPuTPYguGWCwlI/2bHD7yAIa+Tf4I34nGYqnF67VPWn98PKhU6WRkPEhT028wGN7xdw+ZCEHwcqT2uxgM7wAgEslRqzNQq+ehUc9DrZlHRPjqcc+82dLX9wEaTS4qVVrQMV8qjONHb9XQYLCQE6elsfFX9FpLOCcncdzvHfCXjZlGDqE7WnpyqnE6B6mt/T4Dgx8RFbmWefN+ysGKmzhS+xDLlr4bEPkXBAGD4R0iwlchl0f6r6tUGfT1vX9afxfNcWYwF0E+Qxga2oVCEY9KlTHuekTkakBgaAbpbUNDn2A07iU97f5xUZW+vj6effZZtmzZQkpKIQkJP6GhYTnDw2WU7v/KuNrk7u7XEAQPCQnXTXgPm812VBzoQjweM4a+d5FIJCxc2IFKvZvo6GvJzvqh/wssNHQhHe3XIZZIqW+4C+Nw2bj1YmJiyMjIoKxsP1Zr53GrSzY2NtLa2so555zjb7c0Ef0DW3A4evzR4zFCQxcgCB5MponTMz2eUay2JlLCBcwoGbB5CVOI0KpVxMR+maGhXUGFclauXAn41BQnEgybiPT0dL7xjW/wne98hyuuuILc3NyAeliRSERcXBznnXce3/zmN7n11ltxOp289tprEwp86fV6dDrdpMbQ4OBOBgd3kJZ2/7iHVDAkEgU5837O6Gg7HR2+VEe320J7+zPs2XsO9fU/QSYNI2fez8mZ93Oysr5Pevo3SUpaT2zsJUSEr0ClykAiUeF2m7HZmomKNhAbd4TMzMPTdih83igUiglriGeD2XwEg2FTQHpcaGgot99+e9AWYTKZjJCQEH8EWa/fgCD41rBOUl5xJvVA7ul9C7k8iojw1RO+rtUV4nAacDgC+0x/kWhs+i1ut4m83F/5HR8zjSLbbO0YDJtITLwhwLCOjDwHh6MHq/XEdxs4EQwMbKe75zVSU+9Go86h/xSk/p5uWK2+rJDEhBvRagsCjKT0tK+j0xZRV/fjCVOK29ufQSrVTlhSNRGxsZegUefQ2vrkSYumDo/4esqHhp34CPIYKcm3o9OVUN/w80kF/ZqaHsVgeIe01K+Rn/cYycm3olDEMjJcTnPL41RV3U3FofV4PNNrdxmMoaHdVNfcT0XFLTgn2c/5+bGIRPB+TQ+Gvvdp1b/DiCOUefGBTlmlMgmZLPJzq0MeGtpN6f5LGBzaxbzshykqeoaQkCTycn/D6GgbLS1PBMwxmSqw2/XEfsb5olZn4XaP4HIFtrmaY46ZMBdBPgPwet0YjXuIib4owCOm0xYjkWgYGtpFbMyXp1xLELw0Nf8OpTKZxMQbAV/N6p49e9ixYwdyuZyrrrqKwsJCPB4PBw4cQN9ZSFb2VioO3UxG+oOkpNxFV/erRISvCurB3L9/Py6Xi+XL7qSt/SO6uv7t896L3qe3JxuEtePey/DwMO3tLrKyfo5U9hcOHbqVvNxHkcp0WC0NWK2NpKVXExffwr7SvyGVhhEbezHxcZej0y2YkafQ4/GwefNmIiIiplQ77ux8HqUymaioteOu68Y8rqYKwsOXBsyzWGoRBA/p0Rqa+z2IvF7Son1GRWzMJXR0/IP+/s0kJFwbMDcxMYY1Z1mJm2GLgZkISohEItLT07n88st57bXX+OCDD7jkkkvGjdHr9ZOmVwuCh8amX6NUJpOctH7a946MXENMzJdpa/8rbreZ7p7XcbtNhIevpCD/ccLDV87Y87t79+3I5Q1nRNrvicDttmAwvEt396uYzFWAT3QqP/9xNOrsaa8z1urJ47HT1fUvoqLWYTJVYbMGT7E2mUwkJycf1/6dziGkUh1i8cl7BLlcRgYGtpOctD7ofXRaXzsPs7kGhWLthGPOdIzGUnp6Xic15R40mhxEIp9hZLO1EBpaMu11Ojr/gUgknbA9TmSEL6tncHDHuEyb0wGXy0ht3Q/QqHPISP8GIpGE9vancLmMyGThn/f2ThlWWxNisXyckvuxiMUy8vN/z/6yr3Ck9iFKip/3fw/bbK309X9AWuq9AaUKwRCJxGRkPEBV9b309r5FQsI1J+y9jDEychClMhGlIm7qwbNEJJKQl/co+/dfSkP9z5g//y8BYzo6nqOj81mSktaTkfHtgOeX222mr+9Daut+QGXV3RQX/QOJZHJtkYnweh3UN/wUhSIOp2uQ6pr/Y0HJSwHODoAYrZLFqeG8V9VKsfTb2MS+7MO0SPUE71FEaGgJJlPljPd0PAiCl+aWP9De/hQqVQYlxc+h1X5aYhcRsZLExJvo6HyO6OgLCAv79LzWa3gHsVhBdPT549ZUHw0iWa3N03LazzFHMOYiyGcAZnMVbreZiMg1Aa+JxVLCw5czNLSb3t5eXn311Ul7Bvf2/heLpY7MjAcRi+UYjUaeffZZtm3bxrx587j//vuZP38+IpEIqVTK6tWraWlxEBvzJNHRX6K55THKyi7F4eghIYgn2eFwsG/fPnJycoiLiyMx4QZMpkpaW/94tF/yLRw8eGhc1HIspTg/fzWLFr6CWj2Pw0ceoLLyTpqaf8vQ0G40mhiGjfMZ6L+AyMg19PS8QfmBa9i7bx0trX8OSMsNxsGDBxkYGOD888+f1KAymaoZGTlActL6AEESuTyCkJDUoB7XMeGf7Nh4rB4xVlko6dG+qItWW0hISAoGw6aAeXZ7DwcO3gi8yaj9pWm9n+MhPz+fVatWUV5eTkXFpzXVZrOZkZGRSQ3k7u7XsVobyMqaOuXus8zL/jEikZyOzmcJD1/OksVvsXDBBiIiVs0qLSo+vgS32zDrft7Twet1T6nAfTIRBAGTqYrauh+ya/dK6up/hMc7yrzsn1CQ/wR2exdlZZfS3vGPoHXbn2XMQO7pfROXy0hK8h2oVRlYg0QXXS4Xo6OjxxVBHh4uZ/eeVezes4am5sePux7U7ujFZKrGOFzG4OAn9PV9SE/v2zQ1P44guIiLmzi9GkCjyQPEmL6gSta++smfoFQmkZ7+fwCEhCQjEklnFEF2OPrp6XmD+PgrUCgCHXdKZTwaTS4DJ6kO+XjUkOvqf4rLNUx+/uO+A3XUeQiC56TtFXzpoqeqD/B0sVqbUKkyJlVwVqszyM76AUNDO8e15GtvfwaxWE7SZzKppiIq6jx02iJaW/90XO0oJ0IQBEaGDwTtf3wi0aizyUj/Bn3972Poe3/ca72Gd2hs+hUx0Rcdfa4FPr+kUi0JCVeTn/c7jMZ9VNfcN6vPo739GWy2VvJyf0Ne7qMMD++nsfFXQcevy1HS0OfG6MxBFvEdANKjAg1k8NUh22wtuFyz63gxGwx9m2hv/xvx8VezdMnb44zjMbIyv4dSmcCR2ofweHyaKV6vm76+94iMPDfAYaNSjWXIHJ+S9RxzzEWQzwB8gkYiIsJXTvh6eNhKBga28tJLj2OzaWhoaODGG28c1yMVfDWeLS1/QKstJDb2EoaHh3nhhRdwOBxcc801AX1SARYsWMAnn3zCrl0HWL/+SbrCltLQ+Cvk8iiio86bcD8HDhzAbrezerUvrTE+/kra2v9KRPhq8vIeRS5vpb7+n9TW1vobstfV1RETE0NkpM/jt3DBvxgc3I5CEYdanY1M5quRdTlLef/991m16i5ycx6hr+9DenvforX1j7S2/pGYmIspLHgi6CHAbrezfft2UlJSpkzH7dS/gESiDur5DtUtYMi4e8JaF7OpBpksgqzwOKAbi1MgKdyXyi0SiYiNuZj2jmdwOgf9Xs6hoT3UHP4mXq+DyMhzGRzczuioPqjH/0Sxdu1auru7effdd4mNjSUhIcFffxzMQHa7zTS3/IHQ0EXERH9pwjGToVDEsnjR64hEUtTqjKknTIGvzZjA6Gg7Gs2J713o8YxSVXUPxuFSFi96HZ2u6ITfYzK8XjfVNfczMLAVsTiE2NiLSUy4blz2RHjESurqfkRT028YGNhGft7vCAmZPNKr0+no7u6is/MNtNpCwsKWolJnYDBsmvjv+mi98mxrkEdHO6iq/hoKRTxqdTYdHc/Q3v43wsOWk5BwHdHRF06rRs/pHMTQtwlD70ZGTMHF8nS6kgkPXWNIpWrU6kxMp7lQ19DQblSqDJTKqRXPj8V3oG6mpPg5fw2fWCwjJCR50jT6z9LZ+Txer5vUlLuDjomMPIeOjn/gdpunHWWcDm1tT9HV/QoLSp4PaCc4FQbDu/T1bSIj48GjquU+B6VcHsNA/9YpxaZmQ0/Pmxyp/R46XTFZmQ9NmGH0eWC1Nk/reysx8SYGBj+iqelRIsJXIpFq6Ol9i4SEa1HIA8X+JkMkEpGR8SCHKm+jq/s1kpNumdH8xsZfY7U1k5/323EaKAB2excOp+Gk1R9/lpSUu+jrf5/6+ocJD1uGXB7BkHEvR458j7DQJeTn/37K9lHx8VccdVr9iOqabzC/8C8TRn8nwmZrp639r8TEfJnISF/GhtlymI6Of6DR5pH4mXI3l2uYBOGXwJ10iX+IaNj3XZ4WNbGWhb8O2VTpX/9k06X/FyHKFPJyf41INHG8TirVkJf7KBWHbqGl5Q9kZ/+Q4eFSnM4B4mIDa8KVynjEYmVQJ++pxm7voar6a6Slfo2YmAs/7+3MMQPmIshnAEODn6DTFU0owtXb28uWLT6F5Nxcga9//etERkbyyiuv0NExPqLa1fVP7I5usjK/h8lk9hvH69evn9A4Bl+d4sqVK2ltbT2acnszy5a+y4KSDRN+sbvdbvbs2UNaWpo/DVMq1bJq5U4KCnwPkIyMDCIiIti/31fTbLFYaG9vH6deLZWqiY29hLCwxX7jGHwtckJCQvjvf/+L2y0jIeFqFi78F6tW7vQ9wPo2TdrGY/fu3dhstkmFucAXMTEYNhEff1XQw54utASnsx+7vTvgNbO5Bp22kPSoT2uIk8I/fTDFxF6CIHjo6//waG/Jp6k4dCsyWQRLFr9FzryfAr4D3slGIpFw9dVXo1arefXVV7Farej1esRicdAWRG3tT+NyDZKd/aNZC2FoNPNOiHEM+A/OU7Ummw0ezyiVVXczZNyDRKLh8JEH8XhGT/h9JqOx8ZcMDGwlI/1brFm9l/y83xIaunDcZ6+QR1E0/yny8n6L2XyE0v0X09X1yqSRLK1Wi0LRgM3WSkrynYhEIlSqjKM1XIMB44+nB7Lbbaay6m4EwUNJ8bMUFz3NqpU7ycz4DnZ7N4ePPMCu3cupqfkmTc2Po+/6N4ODH2O1NuPxjOJ2W+nt/S+HKu9g1+4VNDT8HI/HRmbGdyma/zQLSl5i0aLXWLrkXVYs38qqVbtZtPCVKfel1RZiNtecdhG/Mez2bg5V3k5b2/+b0TybrZW29r8SG3MJkZHjhdpUqsxpR1jcbjP6rn8RE/OlSUWBfO2e3LPqqhCM0dEuWtuexG7v5GDFzdPOEgJwOPqoq/8pOl0xqSn3+K+LRGKiotYyOPTJCY9qGvre40jtQ+h0RTgcvRysuIHKyq9isXy+6sAejx27XY96GuUXIpGIvFyf8OLhIw/S0f53BMFD6meUj6dLRMRqwsKW0tb2/2b0vWm3d9Opf4HBwR2UlV+J2VI37vWRkYMAJ0XBeiLEYhl5eb/D7TbT0PgIZnMtVVX3olKlUlT09LTFtxITr2de9sMMDGzl8JEHp1WfLQgCDQ0/QySSkZ39I//1rMzvERGxhvr6n/rrscGXOVJV/TU0olry4qRsq3fSOmAjVqdAJQ9SbqIrAkSMnKI0a4ulnuGRMhITbwhqHI/hS7W+kY7O5xgeOUCvYSMSiYbIyHMCxopEYlSqjOOKIAuCcMJ0KTo7n8dsrqbm8DdPe6X/OcYzZyCf5rhcJkZMlUREjBeZcbvd7Nixg2eeeYahISkScTRp6TaioqJYv349Op2Of/3rX3R3d/vXaW37KxERa5BK5/Piiy8yOjrKLbfcQkJCwqR7WLx4MSEhIXzyySeAT0Y/WJRurIfvmjXj08GPVboWi8UsXryYzs5Oent7qa/3HR4+295pIhQKBddccw2Dg4O8/vrreDy+VFKlMoGszO8TE3MxLa1P+B+exzIyMsLevXuZP3/+pOrBHs8oTU2PIgjuSWtrQ4+pQx4/347V1oRWW0hq5KdG8VgEGUCjzkGlyqKn502qa+6jqfl3xMR8iSWL30StziQkJJlQ3QJ6Df+d8jM5EajVaq677josFgv/+c9/6OzsJC4uDpks0AkyOtpFZ+ezxMVeRqiu+JTsbyrGDu7TNZA9HhtV1fcdNSCDtyHxeGxUVt6F0biX/LzHmF/4Z2y2Vpqafnsitj0tOvUb0HdtICX5TtLT/2/S6JxIJCIh/mqWL3sfna6Iuvof0dDw86DGn06nIzHpCDJZrL9Vhr+Ga4LPckzQa6YRZF8E/P+w2VqZP///+R0aCkUsaWlfY8WKbSxY8E8iI89hxFRJR8ffqa//CYcq72Bf6QXs+LiQT3Yu5PCRB7FaGklJ+SrLlr7HsmXvkZZ2L9HR5xERsYqw0EVotXmoVOkoFXHTis7otPNxOvtxOE/PXqd6/T8RBM+MWrAIgkBd3Y8RixVkZ/844HWVKp3R0fZppeIPGffg8VhISpw8+heqW4BUqmVgcMe09zkVzS2PAyKKi/6Bx2M/aiR3TTlPEARq636A1ztKft5jATXo0VHn4fFYMRpLT9he+we2cfjwA4SGLmThgn+yYvk2MjO/x/BIGaX7L+FI7UMTOlNPBb50emFc79vJUChiyM35FWbzYTr1LxAbezEhISmzuvdYFNnp7Eff9c9pz+vU+0qM5hf+FcHr5sCBa+jv3+x/fXjkABKJ5pTWvGs1uaSl3YfBsJGDFTcilWooKX5unBN/OiQn30pW5kP09b1Hbd1DU7bC6uv/gMGhT8jIeGBcvbVIJKGw4EmUyniqq+/H7uj1/e3X/oDh4f3k5/2WS4ozOdQ5zP62wQnrj8eQSrWo1VmYTpFQl77r34jFcuKP9lOfiqzMh1AqE6itfYj+/g+Jib4gqFNCrc70i9LNBLfbgr7r3+wvu4Rdu1cwOPjJjNcYv56Zru5XiYpah1qdTVX1fQECtHOcvswZyKc5vhYk3nHtnYxGI3//+9/ZsWMHBQUF3H//14mNPRejcS9erxuNRsP69etRKpVs2LABg6GX5ubf4XYPEx9/Py+++CIWi4Wbb755Wm1m5HI5K1asoLGx0W9wT4TH42H37t0kJCSQkTF5ZLCkpASpVEpZWRm1tbWEhYVN2d91jIyMDC655BKam5t57733/Id/n+f7VygUCdQc/hYul2ncvG3btiEIAuvWrQu69pBxL6X7v0yv4W1SU+6eNKVPo8lFLFYG1CGPCXRpdYUoZRISQn1iHInHGMgikYjY2IsxmSoYGNhGdtYPKSz4E1Lppw+w2LjLsFobTln0ITExkYsvvpiWlhY6OjqCplc3tzwGiMjM/M4p2dd0kEq1yOXR2EanZyCPjByiv/9D6up/xIED12I21waM8XhsHKq8C+PwfvLzHyc+/goiIlaSnHwH+q4Np8QbPDi4k8bGR4iKXEtW1kPTnqdUJrCg5CVSku9E37WB5pbfTzhOoTQQFmZAp7vcb0yqVL5D9ERCXbOJIAuCQEPjIwwN7SQ35xEiwlcEjBGJxESEr6Cw4AlWrdzBueccYdXKnSxa+CoF+X8gM+PbpCTfycKFr7By5cdkZX73hB2MtTpfWxNzEEX6zxOPZ9TXrxawWhunHeUeHt6PcXgfmRnfRaGIDnhdrcrA63Vit09tbJrNR/y93ydDLJYSEbGGwcGPT0g0fmTkEAbDRlJS7iIq6lwWLHgRt9tERcXNk2oBCIJAV9e/GBzcQWbmdyc0CsPDVyIWh5wwNevBoV1UV38drSafkuJ/IJGokEiUpKXew8oVO0hJvp3e3o3s3XceXd2vnpB7zgSr1dcXVq2anoEMEBNzIfFxVwHiSVPrp0N42BIiItbQ3v40brd5yvFut5Xu7leIjr6QmJgLWbLkraMGxtdobft/vvrjkQOE6kqmTGs+0aSl3otGkwsIlBQ/h1I5eYAhGKmpd5OR/i16e9/m8JEHcToDM3bAZ7Q1Nv4SjSZ/QieVTBZK0Xxfy8nqqq/R3PwYvYb/kpHxIHFxl3Jhgc+g7hwaJSM6uIEMvpIUk6ly1v+/nfoNjIxMbWC73RZ6e98mJuZi5PLpiYv6Uq1/g83WitttDlCvPhaVKhO7vWvaGQtmSx119Q+za/dK6ut/AogRi5UMDHw0rfnB6O5+HY/HQnra11lQ8jxKZQKVlXf5NWrmOL2ZM5BPc4aGdiKRqP3RSq/Xy3/+8x+Gh4e5/vrrueqqq1CpVERErMLtNmM+WksXGhrK+vXrkck87Np9M13dLxMXezNvvF6KyWTipptumpES7dKlS1EoFOzcuXPC1+12Oxs3bsRoNLJmzZop025VKhWFhYVUVVXR0tJCXl7ejFJ1Fy5cyKpVqzhw4AB7937ax1Qq1VJY8EccDgN19T/yf9F3d3dTVVXF8uXLCQsLTFV3uUzU1v6AioqbARELFvyTrKzvTboHsViGTjs/4IEw9uU3ppCbFqVGJIL40PHtpBISriUqah0LSjaQknJnwPuPjbkIkUhCr2Hj9D6UE8DChQtZtMiXsq2doKAAACAASURBVDaRgTwyUoHB8A4pyXfO+mBwslCp0qcdQR5rR5Od9UNso+3sL7uUhsZf+g9vbreVQ5V3MjxcRkH+78fVKmZmfAe1OpsjtQ/hchknvY8gCFNGB4LvsYnqmq+jVmdTMEldfTBEIjFZWT8gIeF62tv/RlvbUwFjRkc34nbLEIs+TcFVKhMQixUTijiZTCZkMhlK5fQVWPX6l+jq+icpKV+dULV94r1LUCoTCAtbTFzcZaSl3UdW1vcID1syZTreTNFq8gHxpHXILS1PUnP4gRN63+nQ2/tf3O4RYmK+jNttxumcXtqf+eh3UEzMxPoAKn+WwNR1embzYVSqzGmp7kZGno3T2YfFEuhwmgmCINDY5NO6GDPOdNpCSopfwOkaoqLiZhyO/nFzvF43BsO7lB+4ivqGnxIevoLkpFsnXF8iURAZuYaBgW3HbcwbjfupqroHtTqDkpLnAzI8ZLIwsrN/yIrlW9Fpi2hq+g1ut+W47jlTrLYmQDxpivxE5Ob+mhXLt/jrt4+HzMzvHO21/Ncpx/b0vIHbbSYl+U7Al2mycMG/iYu9jJaWP1BT839YLPWnrP74WMRiOYsWvsLyZR8et5MuLe3rZKR/i76+99izdy1tbU/5hajGaGl9EofDQG7OL4Kq8Ws08yjIfxyTuYr2jqeJj7+GtNT7AMiK0ZAd4yv1miyCDBCqK8blMjI62j7j99LX9wENDT+juuZ+3G7rpGN7DRuPZqXcNKN7RESsIilpPUplMuFBNHlgLAtKmFIA0mJtpPzAtezffzE9Pa8THX0Bixe9wdIlGwkLW8KQce+k8yfD63XTqX+BsLCl6HRFyOVRLCh5EZlUx6FDt/udVnOcvswZyKcxgiAwOLST8PAV/ujO3r170ev1XHzxxeNEpnxfFiKGhnb5r4WEmFi6bBuhoW10da1hx45ohoeHuemmm2bcg1WpVLJs2TJqa2vp6xt/SGtvb+epp56iqqqKNWvWTLsX7ZIlS3C5XHi93mmlV3+WdevWkZ+fz+bNm/0q2AChoSVkpD9AX997dPe8hiAIbN68GZVKFZD6DdDfv5l9pRfS3fMGqSl3s2zpexNGuSZCF1qC2Xx4XC2b2ewT6FIofPW7i1PDKUjQIZeO/3dTKuIoLnqG8PBlE67t69+6CkPvxlkbWbPhoosu4rLLLiM/f/yhyO22Ut/wU9+hNfWeILM/P2ZiIFusDchk4SQn38GK5VtJTLyezs4X2LfvQnp636ay8k6Gh8spyP89cXHjhUAkEgUF+X/A5Rqmtu7HQQ/YAwPb2bP3XA4feXDG78XlMlJZ+VXEYgVF859BKp1eP+zPIhKJyM35BbGxl9Lc8hh6/acpjnZ7NybTR/T2ZmGxeI6ZI0alSp/QeDKZTGi12mk7swYGttPQ+Euios4jK/O7s3oPJxuJJAS1OsvvXPwsRuM+Wtv+hMGw8ZTV54Hv+79T/wIaTb6/JZ/F2jituRZLHXJ5dNA2J2MGss06PQNZq51Yo+KzREb4HC2Dx5lm3df/ASMjB8nIeHDc335oaAklxc/icBioOHQLTucgbreZjo5n2bv3XGoOfxOXa5iceT+nuOjvkzpToqPOw+HoxWw5POt9jpgqqay6C6Uy0Xf4nUAnZIyQkESys3/oa213iqPIVmszKlXqjLsNiMXSGRvVwdBpC4mPu5KOzhcmrSUXBA+d+hcI1S0Y14ZMIlGSn/97MjO+S1//B4D3pPY/ngypVDuhmvtM8bVb/D+WLX2f8PDlNLc8xt5959HT8xaC4MVsrkWvf5GEhOsIDV0w6VrR0RcwL/th4uOvJjfnkXHf0V8q9EWR04IoWI+hO0aoayY4nUPU1T+MUpmMw9FLW3twJ8hYhodWU+C/30yYl/0wK5ZvnbRF4Fivd59jKDitLU8e7cTxA1av2kNB/uOEhvqELyPCV2KzNU3YE3w69Pd/iN3eRUryHf5rSmUCCxa8hEgkpqJiPaOjnbNae45Tw5yBfBozOtqO3a4n8mh6dV9fHx999BG5ubl+9ecx5PIItNr8o4rXvoNpWfkVeL0mUlP+SJc+B6NxmBtvvJG0tLRZ7Wf58uXIZDJ/FNntdrNlyxaef97XL/H2229n3bp10z48JyYmkpiYiEajmbSdUDDEYjFXXHEFiYmJvPnmm+PSv1NT70arWUpd3c948cVHaWtr45xzzvFHvgRBwGjcR2XVPVRVfw25PJIli98kK+uhGfUnDNUtQBCcmM1H/NfGBLrGPocHzp/Hf+9fHWyJSYmNuwy7o3vCmuqThVQqZcGCBUilnz6APB47VVV3YzbXkpvzyKwNtpOJSpWOyzWEyzU85ViLpQG1eh4ikQiZLJTcnEdYvOgN5PIojhz5NiOmgxQWPBFgHI+h1eaTkfEA/f0f0Nv71rjX7I5eqqrvp7LqLpzOAQyGTTOqPfR6nVRV34fD2Utx0dOEhExdBjEZIpGE/LzfERV1HvUNP6Wnx7ffTv1LCIKX/r5Cf23xGD6Rk0DjyWw2T6v+WBAE+vo/pObwt9Bq8iZVlj8d0GnnYzIFCnV5PKPU1v2AEGUKEokGvf7kt14bw2jcg9XaSHLyrf7e1tbpGsjWejTq4NEtuTwCqTRsylZPDkcfTmfftA1khSIarbbguFooeb0Ompp+i0adQ8IE9YlhYYspKnqG0dEOysqvYtfu1b5+7CHJFM1/mhXLt5KUdLNftTsYPoEfMQP9s0uztlgaOHToNuTySBYu2BCgsjwROl0RYWHL6Oh8Dq/XNeV4QRAYGNh+3KKANluzv3Ti8yQz89uIxVIaJ9FwGBjYxuhoB8kpdwa8JhKJSEu7l6L5TxEXexlhoYsnWOH/s3fe4XGdZd6+z5zpTZrRqBerWJJ7SezYqYQUNpUWAikkEEiWAAt8y+4C+y1b2F2WZfmWGmBDCCEJgSUhIRBIAiQh3Yl7t9Ws3jWa3mfO+f44mrFlSaORrGqf+7p8ST5z9J5Xo5kz7/M+z/P7LT8sljo2brif8zY/hl5fwNFjf8uu3e/l6LEvoNXm5by5WFn5Edas/voE7YUPbqnk0noXW6uzlzNbLPWIojmrM8BkNLf8K8mkn40b7lc2QboenHKz2ufbQzB4nPLy22Yl8CkIQtbgGMBkqgaErBuAkhTHPfoaRUXXs6Lq7gme6A6nkqGeTRZZlmW6uh/EZFqBy3XFuMfM5ho2b3qElBRl3/4750wMTGXuUQPkJUw6G+x0XkIqleLpp5/GYDBwww03THpjcTouwe/fz4kT3+bAwXswGavYuuVp6utv4J577uGee+6Ztjc4G2azma1bt3L48GGOHj3KAw88wBtvvMH555/PvffeS1XVzEU8br75Zu688040mtm9FHU6Hbfeeitms5mf//zntLe388orr3D//T/iTy9UEo8LFBX/hquvvpzzzz+feHyUzq4f89bbV7N33+14vTupq/1btm75NXb7+ukveBrpHe50H3IqFSUUasFmW5c5RxAERM3slJ4LXVeh0RgXtMz6dBRFzHvxeN9mzZpvUFj4rkWbSzbMprSSdUfW82RZJhRqxmoZLzSXl7eJrVt/zepVX2PjhgcoLr4h6zgrqu4mP28rTc1fIRLpUTIfY1lot/vP1NX+DdsueAaQc+47lGWZ403/hNe7k9Wrvj5t1iBXNBod69Z+F4fjQo4d/yL9/U/R1/e/FBVdg8FQPmmAHIl0T1D5TWeQs83f7X6VXbvfx6FDn8JgKGHDxh8hipNbiywVbPb1JBJuYrH+ccdPnPgWkUgXq1d/jdLS9zM4+Czx+MiCzKm752F0OifFRTei17vQ6ZyEglN73KeRpCShUMu05Z+WKaoETiUQULKrp97PpqOg4HJ8vr2z9lPt7nmEaLR7TCF/8k0Vp+PCsb7LEC7XFWzd8mvOP+/nFBZelXMJvl5fQF7eeQyPvDireZ5o/xagYfOmn80om7ii6h5isYGcHAoGB5/hwMG7M4JVs0GSEoTD7Zms2mJiMBSzouoTDA8/j8ezc9Jzurofwmgsp9B19ZTjFBZexdq135zRZvZywOHYztYtv1YqlOIegsGj1K/8UtbKhFyodJp59OPbcFr0Wc/TaLTYbOvx+3LPIA8P/5HBwWeoqf40VmsjdXVfQKMx0DSFOGRv788RReuUm89zgSgaMBkrCWVRsvZ6d5FKBScEsGls1tVotXljOkAzw+ffi99/gKrKj016D7NaG9m08SfE426OHl06Wi4q41ED5CWMe/Q1jMZKTKYVvP766/T19XH99ddjtU6evXM6L0GWk7R3fI/i4hs4//xfZrJPLpcrZxGsbFx44YWIosjjjz9OMBjktttu48Ybb8RgmFnpVpr8/HyKiorOaE5Wq5Xbb7+dRCLBww8/zJ///Ge0Wi3vvPy9rF71XxgMw+Tl/Zpjx/+W19+4mNbWr6HTOViz+htccvEOqqs/mbMX4ekYDMUYDKX4fMqOazB4PCPQNRdotVYKXVcxNPRsThmHyZCkZE5qtZP/bJxDhz/D6OhrrF71H/PiGzpX5Gr1FI32kUqFsEyixC4IImVlH5xgizMZgiCyZs3/A+Dwkc+xa/f7aW75N/LyNrPtgueorv4UZnMNBQXvoK/v8Zz+fh7PDvr7n6B6xSfnfAEhigY2rL8fm20DR4/9ndLjV3U3drs9I76VRhHzkQifUgopSVLWDLLHu4u9e29l/4G7SCRGWb3q62y74PfjVFeXKvaxADBwiniKz7efru6HKC+/DYdjO5UVdyLLcXp7p7eOkmWJpuavZCp6Zko43MnIyEuUl9+aUWq1WOpzyiBHIp1IUnxMSGhqlCqB7O+VTIA8zVin4iq4HJAYHZ1cryIb8fgoHR3fp6DgcpzOi7OeW1BwKZdduot1a781a1/yQteVBINHZ6wuHY32Mzz8AuVlH5pxhUdBweVYLA10dT2Qtf85mQzQ0vo1AIaGnpvRNU4lEulClpMzEuiaT6qq7sZgKKWl9d8ntA75/YfwendSWfHRabOEZyuCoKGk5D1s3/4C55//OCUl71/Q6+fZNxIIHiOVmt4CLZHwcrzpH7Fa17Bixb2AUkVSW/t/GB19jZGRP407Px4fYXDoOUpLb5r3TVOzJbuV3fDIi2g0BpxT9DILgojDsR3P6Jsz1ino6noQrTaP0tKp/3Z5eZvYuOHHNDb+64zGVlk4zs070DKh0HUlBc7LGBwc5JVXXmHdunVT+hUD5OefT4HzMpzOS6is/Nis/WmzYbPZuOqqqxgYGODqq6/GYsne07JQFBUVcccdd9Df309jY+O4RXwicZCu7gfRam2Ul99Cedktc2oNkZe3OWONEDhNoGsuKC55N4NDv2N09HVcrnfm/HOJhIeu7p/S0/MwkpTAamnAYm3Eam3Eal2F1dKYVUFSkpIcOfJ5RkZepLHhKzkLLC0WJlMlgiBOq2SdFug6PYM8u2tW0NDwjxw79kX0+kLWrf0ORUXXj3vvlZfdysFDn2DE/RJFhX+Rdbz2jvvQ64uorv7MGc9tMrRaC5s2Psi+/R9Br3OQZ9+IzdZGZ+d4UZbMZkPoRKa8NxwOI0nShAA5FDpBc8u/Mjr6Gnp9IQ0N/0J52Qdn3O+4mFitqxEEEb//EIWF70KSYhw7/iUMhmJW1ilifWZzDU7npfT2/pwVKz6RdVOtv/8penoewet5G+cFv5/xvbin91EEQRwnYmOx1DMw8DSyLGcdLzjmFzvdPc5sqaN/4EmSycCU1mGB4FFMpuqs1mKnY7dvRKvNZ8T98rRVGKfT3vFdUqkwK1d+aUY/N1sKC6+mte3rDI+8kNXS73QUZXGZ8vJbZ3xNQRBYUXU3R499gdHRV6fcjDvR/l3i8WGKiq5jaOhZIpEeTKaZtyKl+zCXQgYZlF7ilXVf4MjRv6Z/4KlxZfTd3Q8hilbKym5exBkuDUTRsGAez6diz9uE3JUgGDwyrQhac/O/kUh42bTxoXH3w4ryO+jre5zmln/H6bwsk+nv6/sVshynYkxTYT6xmGvxeN5EllMTsrhK68JLOBwXZW3FcDouYnj4D0QinTn34ofDnQwP/5EVK+6ddhPA4bggpzFVFgc1QF7ClJV9kGQyyQMPPIDJZOK6667Ler5GY2DTpofmfV7bt2+f92vMhoqKikl7mevqvkBBwTvIyztv2r602ZBn38zQ0LPEYkP4A4fGCXTNBQXOS9Fq8xkY/E1OAXIsNkRX14/p7fsFqVSYwsJ3YTJWEgweZ2TkRfr7n8icazCU4nBsw5G/HYdjOyaTomwuyymOHvs7hoafo37lP1BR8eE5+33mC41Gj9FYMW1WLDgWIFvmIEAGKC25CaOhDJttHTrdxOxqQcHlGAwl9Pb+ImuA7PXuxut9m/qV/zClv+NcoNPlsXXLrzNVBekMsiRJmVaHjIjTKTvwU1k8HT/+fwmGmli58ktUlE/f+7kUEUUjFkt9ZoOrveMHhEItbNz44LjgsLLiTg4cvIfh4T9SXHz9pGMlEn5a276OVmsjGGrC43lz2mzoqSSTQfr6nqCo6LpxpbtWSz2pVJBYbACjcer7SzB4HEEQMZuzB0SWUyoupsrABgJHsM/Q61wQRAoKLsXtfplUKpLz6yEUaqO39+eUld2a2ZSZb8zmGszmWkaGX8w5QJakBH19v6Sg4PLM/XKmFBffSNuJb9LZ9cCkAXIw2ERPz8OUl91CVdU9DA09y9Dw86younvG10qr5S6FHuQ0xcU30t3zMG1t/01R4bVotRaisQEGh35PRcWdM9qQUZlb0o4pPv+BrAHy8MiLDAw+TU31ZyaonGs0Whob/pm9+26ns/N+ams/hyyn6O37BY787QuyWWO21CFJMaLRvgnv01C4lWi0mxUrstuXOcbEWj2eHTkHyN09DyMIWiorsvvGqyx91BLrJc6rr77K4OAgN954I2bz0u7jW6oo/pwXz9vC/WQf8j4CgcPYbGvnNHuv0egpLrqW4eEXstonRCI9HG/6J97c8Q66uh+i0HU12y54jg3rf0h9/f9l8+ZHuOzSXVxyydts2vQwK1f+PXl5m3G7X+XY8S/x5o7LeePNyzh69AscOvxZBgd/S13t31FV9bEpr7nUyEXJOhRsxmAomTSYnQ2CIOB0XjTleBqNlrLSDzI6+npW1cqOju+j0zkpL79lTuaVjVOFTux2O5IkEQqdfG1ptRYMhpJxParpPuVTM8ipVASffz/lZbeyouqeZRkcp7HZ1uMPHCYQOEpn5/9QUvLesXLhkxQUvAOTsSprT2h7+3dIJDxs2vgQOl0BXd0/mdE8+vufJJUKUln50XHHLTkKdQVDzZhMNdNuskxn9ZRIeIlGe7DnKNB1KuVlt5FIeOjp/dn0J4/R2vqfaDQmams+O+PrnQku15V4vG/n5M8LMDzyJ+Lx4Rlb1JyKRqOnsvKjeDw78PvHq6endQi0Wjt1dX+D2bwCm3UtQ0PPz+pa4VAbBkMpWu3SqPYC5f7TUP9l4vEhOrvuB6Cn51FkWZrSmktlYVDaxkrwZ/EzTiR8HD/+ZayWRqqrPzXpOQ7HdoqLbqCz63+IRLpwu18lGu2hfIE229MtBZPZKbnH/I1dBdkTDmZzLQZ9MaOeN3O6ZiLhp7//CYqLb5gTlXOVxUUNkJcwvb29vPbaa2zcuDFn6ySVhcdqXYsg6PB43iIUasn0M84lxcXvRpIijEwiKCNJSdrbv8eOt66kr+9xSkrex4XbX2Dt2m9inaTP1qB3UeC8hBVVd7N+3fe49JKdbLvgWRoa/hmbbR3DIy8yPPw8NdWfpbr63jn/XeYTJUDuyGqLpSj8zk32OFeU8nRhSrEuv/8g7tFXqar8+IILWqUD3tP7kE9Xsp4sg+zz7UWWE+SfBaVidts6EolRDh3+NDpdPg31/zjhHEEQqaj4MD7f7nHK9WmCwSZ6eh+lvPxW8vI2U1HxYdzulwmFpu6FOxVZlujueQS7fTN5p2VuM9Yl0/hnBoPHc2ohMZmqlJaEKQLk2Qh0pXE4LsDpvJTOzvtzCjzd7lcZcb9ETfWnprSmmi8KXVchywnc7ldzOr+n52cYjZUUFFx2RtctL7sFUbTS2fXAuOMDA7/G59vNyrovZJR1i4quwe/fRzTaP9lQWQmFW5dMefWp5OVtprj4Rrq6fkwo1JqpsJlNGbnK3JJn35wRHp2Mlpavkki4Wb3mv9Bophb+Wln/9wiCluaWr9LT+xh6fRGFrqvmY8oTsFiUAHmy+9vwyEvYrGuzVuKAspHjcF6Ix/NWTlabfWNVe6daO6ksX9QAeYkiyzK///3vsVqtXHPNNYs9HZUsiKIBm20NAwO/UQS65rD/OE1+/hYMhlIGBn8z7ngo1MaePTdzov3bFBVdy0UXvsTqVf+B2Zy7z7UgCFitjVRW3MmG9T/gskt3cdmlu6mt/dxc/xrzjtlUgyRFpvQuVBR+27DMYQ96LhiNpbhcV9Df/wSSFJ/weHvH99Fq86iomH1WarakA96prJ7SAiV+v3/stXJSJNDj3QloFqVXbq6xjanYRyJdNDZ8ZUrl2NLSm9FoTPT0PDruuCzLNDV/BVG0UVereF9XlN+GRqOnu+enOc3B7X6FSKRj0nJfvb5AUbLOkkFOJgNEoz05BchKS0LllFYoJwPkNZM+Ph11tZ/P6CBkQ5ISNLf8OybTiglZ84UgL28zOp2T4ZHp7Z6CoRa83repKL/1jG3LtFobFeW3MTT0XKayJJHw09L6n9jtmyk9pTe3qOhaQPFWnQmyLBEKnViSATKQ6e/fu+/DJJM+KqvuWuQZqQDY8zYSjfZMUOyPxUc4duzv6R94khVVn5g2GWA0lFBT/VeMjLyA2/1nyss+NGtB1Jmi0zmU++VpQl2JhAefby8FOeq5OBwXkkiMZlqzpkKSEnT3PILDceGs75kqSws1QF6iCILA+9//fm6++WZMpuVbtniuYLdvIpn0jX0/9wGyIGgoKb6R0dHXiMfdyLJEV/dD7Nx1I5FoN+vWfY91a7+N0Vg2J9c63RNwuXBSyXryRX8k0oksxxc8gwxKxigeH5mwEA8EjzMy8gKVlR9dlN67dAb59ADZYq4lmQxkFkmBQACLxYIongwMvN5d2GxrzoqeQatlFaJoprDwGoqKpt6U1OnslJa8l4HB35BIeDLHh4aexet9m7q6v8m8f/R6F8XF76G//6lx505Fd8/DGPTFmYDodCyWeoJZAuT0Im46BevMeFP4XYMi0GU0lM36XmC3b6DQdTVdXT/O6k3e0/Mo4XAbDfVfXhRhN0EQcRW8E7f75WmV5nt7H0Oj0VNaOjciUpWVH0UQRLq6HwTgRPs3SSQ8rGr8yji7KrO5BqulccZl1tFoH5IUWTIK1qdjNJZRVflx4vFh7PZN5Nmzi0KpLAz2U/qQQbF67Oz8ETt2XEn/wFNUVn6MmprchCQrK+/CbK4dc4j40LzNeTIs5roJ1TuKR7tEoevKnMZIq1x7RrOXWSs6NANUVU7071ZZnqgB8hLG5XLNyltYZeFJ+9XOtUDXqRQXvxtZTtHV/RD79t1BS8u/43RczLYLnqO4KLuA27nCyQC5Y9LHMwJdk5SezzcFBZdhNJTR2/uLccc7Or6PKFpnpKI7l1gsFjQazcQS69NK1Px+/2n9xzH8/n048rct3GTnEVE0cMHWZ1i39pvTnltRcQeSFKOv73EAUqkwLa3/gc26lvLTFoFVlXchSdFp7aH8/oOMjr5GecXtU2ZZrJYGQqGWKW1HgsGmsfNyC5DN5hrCkclbEgKBI9hm0X98KrW1f00qFaKz80eTPh6Pj3Ci/TsUOC+jYJp+wPnEVXglyaQ/q51SMhmiv//XFBVel1X9fyYYDMWUFL+bvr4nGB19g56ex6iouH3S572w6Fq8vt3EYkM5j59WsDYv0QwywIoV9+J0Xkpd7efnxXlDZebYbesUVX/fPoaH/8Rbb19Da9vXyc/fyrYLnqOh/h+yllafikajZ/26+1i79jvTljTPNWbLxA3AkZGX0OsLc24dMRrLMJmqs/YhS1KCE+3fwWJpyMkiUmV5oAbIKipzQJ5dCZDnWqDrVKzWVVgs9XR2/hB/4BCrV32NDRt+hMFQOC/XW44YDMVoNKYprZ5CwWZAwDKNwu98kN5B93jezATwoVAbQ0PPUVHx4SlLeucbjUaDzWabNIMMZErUAoHAuP5jv/8AkhQnP3/59x+nMZurc8piWq2N5Odvo6f3MWQ5RUfHD4jFBmho+KcJpbdWayNOx8X09Dw6aXk9QDQ2wMFDn8RgKMlqgWLJKFlP3osaDDYhitacK0nM5tqM0uupJJNBwuH2Mw6QrdbGjGJxLDY84fG2tv9GkqLU1395UYMjV8Hl2G0bOHb8i4yOvjHpOQODvyGVCs55G0RV1d1IUpQDB+9Gp3NQW/P5Sc9TFPBlhof/mPPY4bHs2VLNIIMiCLh5009npPSuMr+IogmrZRWdXQ9y8NC9CIKeTRsfYtPGH2Ox1M54PKu1keIpqmLmE4t5JYnEKPH4KKAEsqOjr+IqeOe4Co3pcDovwuvdOWWFSV//E0Qinays+7sZjauytFH/kioqc4DRWE5e3hYKC981b9cQBIGams9SVHQd2y74PWVlH1R33E9DEDSYzdVTKlkrCr8rMr6MC43yNxPHfFSho/OHaDSGRRf1mCxANhhKlM2Gsefy9Ayy1/s2IJCfv3Uhp7pkqKz4CNFoL13dP6Gz60FKSt5Lfv6Wyc+tvItYfHDSDGUyGeLggb8kmQywccOPs5Y0T6dkHQo2YbU25nxfOFklML4MUfFSlmcl0HU6tTWfQ5YTdHT+YNxxv/8Qff1PUFnxkYygzmKhWCT+BJOpmgMHP4HXt2fc47Is09v7GFbrGuxjm6FzhdXaQEHBO5GkOPUrvzSlGr7FUo/ZXJc1y306oVArOp1zzjLeKucOBa7LEUUTDfX/xLYLfnfGmqLr7gAAIABJREFUonSLgdmStitUsshe326SyUBOdpmn4nBcSCoVIhA4NOGxVCpCe/v3yMs7f1GrYFTmHjVAVlGZAwRBYMv5v8ya/ZkLiouuY/26783af/NcQFGynryvMhRqyknAaL4wGIpwua6iv/9JQqFWBgd/S3n5bQuu3Hs6drt9QoCsbDbUEA63EYvFiEaj4zLIHu9OrNZGdLq8hZ7uksDluhKDoXTMnkjPyrovTnluQcE7MJtr6er+ybjyaFlOceTo5wkEj7Fu7Xew2VZnvabVqgTIk/Uhy7JMMJSbgnWatBfy6VZPaT/oM80gg5KVLy39AL29/5vJVMuyTHPLv6HTOXPuZZxvdDoHmzc9gsFQzIEDH8c/9hwA+Hx7CAaPU1F++7xsSjbU/wMr675AScn7pjxHEASKiq7B4905QTxpKpaqgrXK0qe25q+57NI9VFZ+ZMGEteaajNXT2AbgyMhLaDR6HI6ZVSs48rcDMDpJH3J398PE40OsrPuCmrA4y1ADZBUVlbMKs7mGSKRnQjlrKhUlHO5cFIGuUykvu5VEYpQDB+8BRFZU3b2o84GTAfLpva0Wcy3hUDsnTigBVGWlsjEjSXF8vr1nVXn1TNFotFSUK56eNTWfwWAomvJcQdBQWXkXgcBhvL7dmeMtrf/JyMgLNDT8Y05ZDZ3OgV7vmjSDHIv1k0wGcu4/VsYrQKu1T6i4CASOoNe7sv5OM6Gm+q8AaG//HgCDg8/g8+1hZd3fLimBN4OhkPM2P4pWtLF//12ZjYie3scQRSslJe+el+uazTWsWPGJaRfYRYXXAhLDw3+adkxZlhXF/iVcXq2ydBEEYdkHfEZjORqNIdNqMDLyEo787TP2BNfrnVita/B4dow7nkh46ez6H1wFV0xZPaSyfFEDZBUVlbMKs6kGkDLWKWmUMlJpUQS6TsXpvBiTsYpIpIuyspsxGIoXdT6gBMiJRIJYLDbuuNlcSyTaTVPTYYxGY0Y0MBA4jCRFzxqBrtlSWfkRVq/6OpUVH5n23NKS96HV5tPd/RMAenoeo7v7J1RUfGRGAm0W88pJvZAzAl0zyCALgjDB7xoUBeu5yB6nMRrLqCi/jf6BJwkEjtLa9nVstnXjrIyWCkZjGZs3P4ogiOzbdyc+3z6Ghp6ntPSmBfcoPx2rdRUm04qc1KzjCTfJpE/NIKucsyhVULWEwm2EQieIRDpw5ahefTpOx4X4/HtJpaKZY4rPe5C6ur+dqymrLCHUAFlFReWs4qSS9fisWDA4ZoGzyBlkQdBQUXEHGo2RFVWfWNS5pJnSC9lSC8h0de2hvr4+Y/Hk8ewEOGf7j9OIoomysg/kVIIoiibKy29lePhP9PT8jOaWr+AquIKG+n+Y0TUt1npCodYJ2X6lb3hmATKkqwROBsipVIxQqAWbde4CZIAV1Z9EEPTs3Xf7KYJmS3MJYjZXs3nTI8hygj17b0GW41SUL7xH+ekoZdbX4vHumNY2LBxa+grWKirzjXns/jbifglg1n3CDseFY5VTij5BNNpPd8/DlJS8Z1HbtlTmD+1iT0AlC3sfBXcLpBKQjEEqBsm48lVKgdYAWuP4r6IBNFoQBNCIIGhO/kNQjquonMWYZWWHN3z8MWg7WYoair+CgIjp4PNwmtLwQlMpy5QaPo7uwG8XdR5p7B6lHN2/8+cUuU6qOFukQQA0mkEaNV3w1g8B8EZ/hUUoQL/38YWf7DKmQpLoQqCp+Z+xCkWsDa9DeHtyC6SpsCT6FSXrHf+FUXNS0CkY+x1GwY52989mNJ45MUx/YpDkju+gFfSEUv3Icgpbfw8M/3BGY2XDAFRqNtCZfJsScTX5x3YCO+ds/DlB1CmfpaIBq9bAJscn2Dv8HfJMq7C4h2F0FDSasc/Y9Ofrwn6mFmlX0SmnGD7xKGWOq6c8L+R+HQBLRIahYws1PRWVJYWFPIai3Qz1PoXVWI0p4IeAf/ofPI38lB0BkdGe3+JMOmnv/S6ynKLWfuOZvb8MNsirmP3Pq8wbwlR+issJQfHV2A30yrJ8gyAITuCXQDXQAXxQluWs261btmyRd+/ene2UheeR90DnDhD1oNUrwW/6q0Y7FjDHIBk9+TU1uY2Iisq5xKvbnRS646xuCWaO7V9nJ6bXsG2vdxFntjTxYOc7fJz38Ac2czRzPKWBly9x0dmxgdu6XsdIHAl49SInJUMxVrWGFm/Sy5TjKy24nXrO3+/DGJ/oPzwdHruWvZvy2XjIh8tz0nbkrfPzMUUlNh6Z2eJvqEDPobV2tu71YA+m6Ck10lRv5aK3RzHFZj6/bCRFgc4KE5V9EfSJ5bH2iOkERAm0qaUxXxl48wIHllCKTVn+1k11FvqLDbzjzVHUbXGVc5XBQj2HVysbidVdYeo6wrMea/fGPGQB1jQFeWtLPhV9URrbzvAzcPW74UOPntkY84AgCHtkWT6nG6vPlgzy54BjQHo7/UvAi7Is/6cgCF8a+//UEqNLlTuenvnutCSBLIGcGvt62j8VlXMA8+GPEy4Q4f0ns3PBPdfjsJ8HV//bIs5saWJLJuG/v4//kn+Gi0/2FYtA4pXLKSyUMN6qlKgHg0dJHbqT/Hd8E276i0Wa8fKlUZaQZQnNO2f38WtN+GD3lYRu+CdcZXcAimhaeOelFDbcCTd8ekbjmcNtcOBDhD/4feyF1xBo+ypa94sYP7drzrOjWmDJSkbJslKtldl4Vv4ZklGQEkrVliyNfU2BlFyUz1QBKAo8Q7fxdRI3fR2dxjTpeSHP/VikKMLN31zYCaqoLCHMiT4YVd4Dro1fhK0rZj2WI/g8HaEXab54G2Kik5pN/wLnnaHIoC03z3qVhWfZB8iCIFQA1wNfBT4/dvg9wOVj3z8MvMxyDJBnszjRaFBay5f9n1ZFZdaYrfW43a+ASfGUTSYDxOKDWOzrMsdUTqIFzGYz/khi3PMzMjJCMGSjoCCcOe4ZVsrJHEVXgEF9LmeKMPZvtuhMDvT6QkKxnszfJBQ4hiynsORvnPHr22xYD2gIJQfA5CAQacVmX4tgVr1zlypFvhq69rzCiMtEaenk1lDh17+B03UxrJnaOkpF5WzHnIrCK99Cp3Ng3/SZM2qvcnrK6Nj3AqPxZmqqP4u+NndxRZXlx9JUyJgZ3wa+AJy6lVssy3I/wNjXSb0qBEH4S0EQdguCsHt4eHj+Z6qiorIgmE01xOPDJJMBAIKhMYGuRVawXspM5oXc3NxMOGwHBjOiUF7vTkym6jmzAFKZORZL/Tirp2AorWCdu8VTGo3GgMlUQTh8AklKEAo1zamCtcrcY7dvxGAopbf3MWQ5NeHx9IagKtClcq4jikZstjUUF12PcIbaI3l5m9BojOh0TqqqPj5HM1RZqizrAFkQhBuAIVmW98zm52VZ/pEsy1tkWd5SWFg4x7NTUVFZLMyW8UrWoTEFa4tFVZucCrvdTiAQGHesqakJrbYCSQoRjw8hyym83l04zmH/46WAxVJPKNyKPFbiGwweRxD0mE3VsxpPsXpqJxRuQ5Lic65grTK3CIJAXe3n8fn3ZbylTyVtA6Z6IKuowPnnPUF9/ZfPeByNxkBD/T+yZs030GqtczAzlaXMsg6QgYuBdwuC0AH8L3CFIAg/AwYFQSgFGPs6tHhTVFFRWWgUL2QIhzsAJYMsihaMRrXfZypOzyCHw2G6urooLt4IQCh8gmCwiWTST74aIC8qFstKUqkw0Wg/AKFgExbLypzspiYjHSAH/IcAsNnWzdlcVeaH0tL3U1ryfto77mN09I1xj4VCbQCqB7KKCiCKBjSauWk7LC+/BVfB5XMylsrSZlkHyLIs/70syxWyLFcDtwAvybL8YeC3wEfGTvsI8JtFmqKKisoiYDKtAIRMBjkYbMJiaUBQbc6mxGazEQ6HSSQUZeSWlhZkWaau9iIAwqETeL2KLY/DsW3KcVTmn7SXdyiUFk5rOiMvTou5FkmKMjzyAqJowWyunotpqswzjY1fwWyu48jRzxOLnWwTC4Vb0Wj0mEyVizg7FRUVleXLsg6Qs/CfwNWCILQAV4/9X0VF5RxBFA0YjeWEI+3Iskwo1IzVUr/Y01rS2O2KCUC6zLqpqQmbzUZl5QZE0Uw4fAKPdydGY4WaiV9kLGOv5VCohUTCQyw+eEYBstlcC4Db/QpW6yoE4WxdGiw/UsE4U9lxiqKZ9eu+SzIZ5MjRz2f6kUOhVsymmjPuuVRRUVE5VzlrPgVlWX5ZluUbxr53y7J8pSzL9WNfRxd7fioqKguL2VxDOHyCeMJNIuHBogp0ZeXUADmZTNLa2kpDQwOiKGI21xAKt+H17iI/f+siz1RFp8tDry8iFGohGBwT6LLMXKArTTpAluWEKtC1hEh6ovR/bSeRQyNTnmO1NtLY8C94PG/S3vEDAMKhNswWtf9YRUVFZbacNQGyioqKyqkoAXIHoUwAoQp0ZcNmU/wc/X4/HR0dxONxGhuV58xsrsPrfZtEYhRHvlpevRSwWuoJhloIBo8r/z+DDLJe70IUFdEZNUBeOkRbPJCSibV5s55XWvoBSorfS3v7dxlxv0wk2p2pMlBRUVFRmTlqgKyionJWYjbXkEqFMgI2qsVTdtIZZL/fT1NTEzqdjpoaRezMbK5FkuIAqkDXEkGxemolEDyOTudEr5+9E4MgCFjGMo6qQNfSIdbmAyDeE8x6niAINDb+K2ZzNYcO/RUgqwrWKioqKmeAGiCrqKiclaSVrIeGnx8LIFyLPKOljdFoRK/XZwLkuro6dDpFFdkyVoJrMJRgMlUt5jRVxrBY6pGkCG73y1jnQIDObK5Fo9GrgdUSQZZPZo4T/SHkxES/41PRai2sW/c9QLH+UhWsVVRUVGaPGiCrqKiclaT7KiORzozqr0p27HY7LS0t+P3+THk1nHwu8/O3qkrgS4R0ABSPD2O1zr7/OE1N9adZt+6+WVtFqcwtyaEwUjCBcbUTJJl4X2jan7FZV7Gq8avYbOsxm2sWYJYqKioqZydqgKyiMs/4X+hk8L59iz2Ncw6jsRSNRg+gCnTliM1mY3RU0TRsaDj5nJnNtVgs9RQX3bBYU1M5Dcspmz5zESCbzTUUuq4843FU5obYCaW82na5YtUU7w7k9HOlpe/jgq1PZ+59KioqKiozZ26cs1VUVKYk1ukn0RtETskIopp9WygEQYPJVD1m8aQKdOVCug+5srISi8WSOS6KBrZve36xpqUyCTqdHYO++IwtnlSWJrFWL2K+AcMKO2KennhPbgGyioqKisqZo2aQVVTmmaQ7CjKk/LHFnso5R7rMUBXoyo10gHxqebXK0kVRKhZUxeKzDFmSiZ7wYajLB0BfYcs5g7zckKJJhh84SHBH32JPRUVFRSWDGiCrqMwjclIi5YkCkPKqAfJCo/RpatQAIkecTiegBsjLhaKiaykuvhFRNC32VFTmkER/CDmSxLBSCZB1lTZS7iipUGKRZzb3BF7rJdbmw/ubNrzPtSNL8mJPSUVFRUUtsVZRmU+SHiV7DGqAvBhUVd6F03ERWq1tsaeyLFi/fj0lJSUUFs7eMkhl4Sgvv4Xy8lsWexoqc0zshKJebazNA0Bfqdy/Ej0BxEbnos1rrkkF4gRf68G03oXGoiP4Sg+SP47jpnoErZq/UVFRWTzUAFlFZR5JuqMnv/dGs5ypMh/odA4cju2LPY1lg1arpbS0dLGnoaJyThNr86F1mRDzDADoy60gKEJdxnkIkOWUDAIImoXVyPC/2IWclMn7i2rEAiOiXY//j52kgnEKPrwajUFdos430WYPCGCozUMQ1U0JFZU06t1HRWUeSbojyjeioGaQVVRUVFSyIqckYid8mDefrOLQGLVoC83Ee4Jzfz1JZvjHB5GTMoV3r1uwoDQxHCa0sx/LtlK0LqVFwH5FFaJdj+epFoZ/dAjXR9ci2lQ17vki6Y0y8tPDIIHGrMW4ugDTehfGlflqBl/lnEcNkFVU5pGUO4pgENG6TGqArKKiorIApIJxEAREy/LzdI73BpHjqYxAVxp9pY3o8VFkWZ5TL/LQjj7i7X4A3I8dx/WRNWeUSUz5Y8gyaMey31Ph/2MnglaD/YqqccctW0rQWPWMPnaMoR8ewHXXWnSF5lnPB5RNB/fPj5NyR3HcVJ8pWT/XCb3VDzI4PtBArM1L5MgI4T2DCAYR02onlgvLMKyw5zyenJJBw5y+PlVUFgt1i0hFZR5JuiNoC4yI+QaSHjVAVlFRUZlP5JTE0H376f/qW4z89AjhA0NI8dRiTytnYm2K/7FhrP84jb7ShhRKkJrmcyRyfJTB+/aRzGFDNumL4ftDJ4YGB/nvX0ms2YP36TZkeXZCWalQgqH79jP4rT3EuvxTnhfvDhA5NIL10opJM8SmVU4K/3IDcizJ6M+Pz2ouaWRZxvNUK9EjblKBGEM/2I/vuXbkhHRG4y535ESK0M4BTGsKsGwpxvmhRsq+vJ2Cu9ZiWu8i0uRh5MHDOb93ZElm8Ft78DzZMs8zV1FZGNQAWUVlHkm6o2gLTGjzDaS8sVkvPFRUVFRUpidy1E3KG8O0zkWiP8joL5ro/+rbjD7RTLTVu+RVkmNtXnQlZkTr+MAxnfWczg858HI3iZ4g7p8dnTYI9P62DWQZx3vqsF5Qiu2dlYR2DRB4qXvG85ZlGc8TzaRCCTRGLSM/Pkyswzfped5n29FYddguK59yPH2lDftVK0j0h4j3h2Y8nzT+P3US3jOI7coqSv5uK5YtJQRe6WHwu3unDOJlWVZKwPcOkvLlvrEty7JSvbAMCO8fRgonsVxUljkmaDWYGp04P9BAwYdXI8dTRI+P5jRe7ISP5EiE8O5BwvuH5mvaUyJFk3iebCHeN/dtCCrnJmqArKIyT8gpmeSoEiCL+QbkeAo5klzsaamoqKictYR29CPmG3DesoqSL16A6571Skbs8AgjPz7E0H37lFLQJYiclIh1+CeUVwPoSsygFYh3TR0gJ0YixDv8GOrzSfQE8TzdOuWmbOSIm+gRN7Yrq9AWjPUAv2sF5s1F+P/USWjP4IzmHnyjj+jxUfKvq6HokxsR8/SMPHiYaJt33HnRZg/xdh/2K6um7Xc2bSgEjTDrgCv4dj+Bl7oxbynGflUVGqMWx031uD62DjkuMfzDA3ifVbLJKV+M0J5BRh9vYuBrOxn87z14Hm9m8L59OQVdciLF6C+O0/8fb5MYmH1AP+11ZJl4TwApOvu1hCzLBN/sQ1dinlCpkMZQk4fGpiNyYDinMcP7hxD0IvpKG55ft5IcXVhR0mizh9CuAYZ/dChr9cJ8Icsycurcrko421ADZBWVeSLli4Ekj5VYGwFyKntTUVFRUZk5icEQsRM+LNtLETQCgkbAWJeP8wMNlH15G/a/qCbRFyLWPjGzuRSIdwUgKU0aIAuiBn2ZNWsGObxnEARw3tyA7YpKwnsGCb3dP+E8KZbE+9tWdCVmbJeezOIKgoDjpnoMdXl4nmwh2urJbd49AXzPtWNc7cRyURlinoHCv9yA6DQy8tARRSkZpQzX/1w7YoERy9aSaccVLTqMDQ4i+4dmnPmPHHXjfboVY6MDx/vqx/XFGhscFP/1eVi2lhB8tYe+f3+L/q/txPNEM9Hjo+hX2Ml/30pcd69D0GgYvv9g1uciFYwz/MAhIgdHQILIMfeM5poLsiQTOTLC0A8OMHTffoa+v3/W64l4u59EfwjrReVT9gsLGgHz+kIiTaPTBuNyUiJy2I1pbQHOW1cBMPp404JuRMV7giAKaMxj1QsnFvY9Hni5m75/2YHv+Xak8NnnV34uogbIKirzRFrBOl1iDaoXsoqKisp8EdzRD1ph0uBL0IlYLy5D0GmIHB5ZhNlNT7TNq1ju1Eye1dNX2kj0BicNPGRJJrxnEGODA9FuwH7VCoyNDry/PTGh1Nn/x05S/jj576ufIMglaDUU3LEGbaEJ96PHps2GStEk7l8cR7TqcHygIRNwiTY9hfesR1doYuThI0SOuQnvGyIxECbvXdU5qySbNxeS8sVntKkR6/Iz+ovj6MqtOG9fjSBODAI1Ri2O99fj+vg6TGsKyLuuhqLPbqb0y9spuH011m2lGFc6KPzURsR8AyMPHZk0k50YCjP0gwPE+0I4b1+NrtxKtCm3jYVckFMSoT2DDH57D+5HjyGFEtivqiLljzP8wwMkhsIzHjO4ow/BpMW0KbvfvWljISRlIkezB/zRJg9yNIlpUyFap5H8964k3uEn8PLMS/VnS6IngK7UQtG9GxDz9Yw8dDizMTPfSPEUwdd6EYxaAq/00P9fu/G/3L2stA9UJqIGyCoq80QmQHYpIl2gBshLnVQowegvmwi81rvYU5lAtNlDtGVhPvBVVJYbUjRJeO8Q5g2FU6pXa/QixlVOIodHlmQvcqzNi67cisY0eemxvtKGnJBIDE4MWmOtXlL+OObziwElA+i8ZRVahwH3Y8dI+ZXPnnhPgOCbfVi2lU6pUKwxanHdtQ6NQWT4wUOEdg9OHpTLMp6nW0mNRnHeumrC8y5ax4LkUgvunx3D9+wJdOVWTOtdOT8nxtUFCHqR8L7cyqwTIxHcDx9BY9fj+uhaNHox+/j1DpwfasR2WQX6MusEL2htnoGiezeir7Iz+r9NBF7tyTwWbfUy9IP9yPEURZ/YgHm9C2ODg3iX/4yziLIkE3yjl4H/2o3niWYEjQbnLY2U/M0W7FetoPATG5BTEsP/c4B4d/a+9FNJemNEjoxguaBk2udGX2VDzDdMW2YdPjCk2EStVCofLJuLMG0qxP9iJ7HO+S93liWZeG8QfYUN0a5UL2hdYxszR+Z/Myy8ZxApnKTg9lUUffY8DNV2/M93MPCNXQTf6lNLr5cpaoCsojJPJEeiCDoNGpsejVUHWoGkd2H7clRyJ9bpZ+i7+wjvG8L/QueS2/31PN2K7/cnFnsaKssAOZEi8GoPcvLcWZiF9w0hx1NYLyzLep5pvQspmCA+iYDUYiLFU8S7A5OWV6fJJtQV2jOIxqzFtKYgc0xj0lJw5xrkWAr3z44hxVN4nmpBY9WRd0111vlo8w24PrYO0W7A86tmBr65m9Ce8YFyeM8gkf3D2K9agaF68qy3xqyj8O716MutSKEkeddWTwhCs6HRi5jWFSibGtOIjknxFCMPHQYECu9aN0HobLZoTFoKP7YO03oXvmfb8f7uBKFdA4z85DBinoGiT2/K/G2Mq5wgKcHzmRDeN4T3mROIDgMFH11L0ec2Y95UlMmG68usFN27EcGoZfiBgzlvnqatnazbS6c9VxAETBsLibZ4SYUmD/ilWJLosVFMGwrHVSM43rsSMc/A6C+bzqhfOheS7ghyLIW+3Aqc3JjRl1lxP3Zsxj3sUjSJ7w8dpPzTC67Jkkzw9V50lTb0K+zoSy24PrqWwns3oC0w4X26jYFv7lHb65YhaoCsojJPpC2eBEFAEAS0+UY1g7wEkSWZwCs9DN9/AESBvBtrkWMpIoeWThlmyhcjNRolMRRGTiytwF1lZsQ6fESaclOGnS3h/cP4nm3PWYF2uSPLMsEdfegqrNN63BobnaDVEF5C72+AeKcfUjLGLAGy6DSiMWtJdI8XjZLCCSJHRjBtLJxQuqwrtuC4uYF4V4Ch7+0j0Rci/8Y6NMbsAlkAuhILRX+1iYI716AxiHieaGZwLFBODITw/qYNQ20etndWZh1HY9Tiuns9RZ/ehHGlY9rrno55cxFyNEVkmtdz8LVeUu4ozttWoXWZZnydbAg6Dc5bV2G9uIzg6714nmzBUJdH0Sc3onUYM+fpK20IJu0Zl1mH9w6iLTBS+IkNmFY5J+0V1rpMFN27Ea3TqFiaHcqe6VWsnfoxrikYN+dsmDcUgiRP2ZYQOTqKnJAwbxxfrq0xanF+qJGUJ4r3N205XWu2JHqU94Ou4uR7X2PW4bp7HfoVeYz+sinnCgRQWhACf+7G+9vWac+NHnOTdEexXTq+n9tQnUfhJzZQcMcaUu7okm3rUJkaNUBWUZknku4oovPkh7Q4ZvWksnRIhRK4HzmK77l2TGtdFH92M9aLytC6TIR2DSz29DJkegglzsjyJBeWqsLvckdOSHh/d4Lh/zmI+9GjU2Zk5oLoWAA+nSXQ2ULshI/kUATr9uzZYwCNQcTU6FhyZdaxNi9oBPTVk5c9g5LR01XYJpTUhg8OQ1LGMlZefTrm9YXYLq8gORzB2OiYUYmzIAiY1hRQ9JnNFNyxBkE/Fih/Zy+CXsR5S2NOGWHNmMLxbDDU5aOx6bIGOSl/nMAr3ZjWFWTdZDgTBI1A3g215L+3Dts7K5US7tM2GgSNgLE+n2jz6KxfXylfjNgJH6ZNRVOKaKUR7XoK/3ID+goboz8/TvCN3imvm7Z2sl40/fskja7MgrbQNGWZdWT/EGKeAf0k5fqG6jxsV1QR3jc0owBVlmSibV5Sgdwss+I9AQSdBl2RedxxjUGL66616KvtOStrx3uDBHf0KaXlh93TZuYDr/Ui5hswrZ34nhIEAdPaAjR2PYle1X5quaEGyEuY0J5BpWxM9c5dcNKWAbNFlmSSoxG0rpO7tGK+gaRHDZDnmqQnivd3J5RF4gxQSqr3Em3xkP+eOpy3rUJj1CIIApatxcQ7/LMSQJmOlC9G+NDIjMq+Yu1+GCutm88P2vChYfr+dQfJGXh/zobQvqEZ+Ysud+K9QQbv20fw9V5MG1yQlAnvnR+vUDklEW1RyjvjPefGoiy0ow+NWYt5Y26Bn2m9CymQIL4IdjBTEW3zoa+0Td8XWmkjMRga1wIS2j2IrsSMbqzEdDLs76rGcVM9jpsbpg26JiO92C/6rBIoG+odSt+x3TDjsWZ8bY2AeWMR0abRKXt7/S90Iqdk8q6pmd+5CALW7WXk/UX1BIGzNMZGJ1IgQWKWm5nhA8MgK5nzXNCYdbg+vg5joxPvMydswQ2BAAAgAElEQVQYvv/gBGuqtLWTtnhqa6fJEAQB04ZCYu2+CSXHqVCCaIsX06bCKTdJ7FdUoV9hZ/SXTQzdf5DQnsEp25dSwTj+P3cz8I1djDxwCO8zuWWe4z1BdGXWycXY9CLODzaCAJ4nm7NuWsiSjPfpVjQWHUWf3oRYYMT727YpW1Xi3QHiHX6sl5RPeu00+jKr6s+8DFED5CWKLMuE9w8x+ssmRh48TGIksthTOmeIHHUz8tMjeJ5smbWfXsofh6Sc8ZcEpadLCsSXbV+gLMv4/tSJ95k2oq2eRf89kiMRRn/VzMA3dhN8vRfvM1N/kJ1OYjjM8I8Ogqih6JMbsV5YNm7RaD6vGDQCod0z8wI9HTmRItbuI/BKD+6fHaX/P96m/2s7GX3sGKP/20RiOLcAPNbuU7IoZi3x+QyQ9w0jx1KTWsPMFfG+IJ5fNuF5qmXerrFQyJJMrMNH0hebdCNTlmT8L3cz9IP9SOEkrrvWUnDbavRVNkI7++dl8zPe6UeOpRDzDMS7A0sqSzofJH0xIkfdmLeUIOiyB5dpjKudoBUUW54FJBVKEO8JkArGx/3tpWiSRE8AQ930gYu+0gbyyY2yxGCIRE8Q8/klWQNfQaOoe59pX246UC782LqMKNNCYN5cBCl50tL4xECI0K4BrNtL57y0ejYYG5Qy8mjz7FocwvuG0Ffa0M3gd9HoRQruXIPjA/UkR8IMfW8f3t+2Zfp/4x1j1k4Xl814g8S8sRBkJpRwRw6NgCRPKK8+FUEUcH1kDfZrqpECcTxPNNP/1bfxPKWsr2RZJnbCi/sXx+n/2k78f+hA6zCiX2En1uqd9v4lp2QSfcFM//FkaB1G8q6rIdbmy/rZFt49SLw7QN51NYg2Pfk31pEcjhB8s2/S8wOv9SAYRCxbJq/cSKMrs5AcCi85XROV7EzfhKKyKAiCgOuudYR29uN7voPBb+/Bfnkltssrc7ZHUJk50RYP7seOoSuzkPLF8D1zgsJPbpyRqAicavE0PoMMSgbx1MB5uRDaNUDgxS7QQPCNPgSDiLHBgXGVE2OjY84EUaYjMRQm8OduJQMrarBuL0VXasHzZIuyUN6Q3boClPkDFH1yI6Jt4rxFmx7jaifhvYPkvWvFjN9zKV+M4I4+gm8PIEeUBYroNKKvzUNfaUPrMOJ+5CjRJg+6QnP2sUIJkoNhzJsKQZbnLYMsJ1LExsrJQrsGsV9ZNWWG5ExIV2ZEmzxE27zzVg65EIT3DuH5VTMAGrMWXakFXakVXakFrcOA7w+dxDv9mNa7yH/vyozKr+WCUjy/aibe7p9RNicXIk0e0AhYLy3H97sTJN2RaV9j0yHL8qyyjgtB6O3cRYfSaAxajA2KmnXeDbUzvr/PhqQnytB9+5HGSusFnQYx34DoMCrXl8kq0JVGX6EEAvHuAIaaPGUTTyNg3jz9fW85ky71De8fwrpt/N/a+2w7glGL/cqqRZrdeESbXrF7Ou7B/s6ZzSkxECLRHyL/xtoZX1fQCFi2lGBaU4Dvj50Ed/QRPjhM3nU1RI+6EUxazJtyy0qfiq7IjK7UQuTAMLaLT/pmh/cPoS0yoSu1ZP15jVmnrF/fUUG8w09ot1IdGdo5gGDSIkeSCEYR6/ZSLNtK0RWZCe0bwvPLJiX4rZi6ND85HEZOSOimKd+3XFBC5PCI4tfd6ETrHN+DnQol8D3fjr7Gnsncm1Y5Ma5y4n+hC/OmIkT7ybVCcjRK5NAI1kvLp+3n15dZlU2tgRCGqqlbKFSWFmqAvIQRNEopj2mtC+/vTuB/oYvw/mHy37tyQXduzxViJ3y4HzmKrtBM4cfWETk2iueJZsIHhrHkWOqU5lQP5DRivnJDTnqXX4CcGAzhe+YEhpX5FNyxmlibj+jxUSLHRpVdZAFMGwopuHVVzmPGOnxozLoJfUNTISckPE8qfw9Bq8F6STm2yyoQbXolU/fnboI7+qYNkKVIkvDeQeUDb5LgOI1lawnRI26ix0cxrcutdDPeEyDweq+SmZJlTGsLMJ9XrNhlnLaBoC00EW32YLukfIrRxsbsUKoYDNV5yLEUgVd7kZPSnG+URVu8yAkJ60VlBN/sUzYb1s/toltOpAjvG8a0toB4bxDfc+0YPrVpQQKU+SC0sx+ty4T14jIS/SHifUGCb/XDWCWDYBBxfKgR86bCcQGmaYML7+/aCO3sn/MAOdY0iqHajnFlPj7Gyg/PIECOdfoZefAQro+vn9IWaLGQkxKhnQOTLninw7TeRfSoWwk05/n3kuIp3I8cRU5JOD7UiBRKkPLGSHmjJL0xUp4YotOY0+JZtOoRHWPVASmJ8L4hjKucC7ZBuVgIgoB5cxH+P3aS9EQzIlPRZg+xZg9519eiMU9u77UYGBsdBP7cjRROzGhe4f1DoBnzIJ4lGrMOx3tXYtlSjOc3bXgeVzbxrJdVTFvCPxWmjYX4n+8gORpF6zSS9MaId/ixX70i580zQRAw1ORhqMlDurGWyMERoq0ejPUOTBsLx80tvcaNtnqzBshpnYVsGeT0tR031TP4rb14ftWM6+714z53/M93IEWTON6zctzvk39DLQPf2oPvuXacH2rMHA++2QeCgPWi7J/fQKb1IdGnBsjLCTVAXgaINj0Ft64ien4xnt+0MvLjQ5jPK8JxU0PWvgeV3Il1+Rn56RHEfAOuu9ehMeswby4iuKNPEXBaU4DGkPsHS9IdBVFAzDvZn6Vdpl7IciKF++fHFUGWDzaiMShWIqY1BeTLMom+EIHXeojsHyZ5bU3m98w6pizjfvQYYp6eos9szukDNrx/iPD+YSUwvrxi3IJQ0AhYt5Xie66dxEAIXcnUO9qh3QPIcWlaoRJjvQPRrie0a2DaADlyzE3glR7iHX4Eg4j1ojJF7CvLot3Y6CT4Vh9SPJV10RLr8IFWQF9hIxWMgySTGAhlXTTMhuixUQSDSN611USOugm91T/nAXLksBs5msRyYRlGXwzPE81EDo1kLdFbKBJDYUJ7BjFvKJx2sQWKWFq8K0DeDbXjrIXklEzSHSExGMZQZRt3D0ij0YuYNxcR2jVAXigxpW/vTEl6YyQGwuRdW4O2yIyg15DoDsAMN/jSyLKM77l25LhE4KUuDHetm5N5TnUtYEaZ6siREaRgAsuFuWeP05hWO/GIApFDI/MaIMuyjOeJZhIDIQo+uhZTo/OMx9RX2oh3BYg2eZTff5oSz7MF8yYlQA4fGMZ+eSWyJON79gSi04h1Fq+B+cTY6CTwUjfRVm9OVU2gtGSE9w0rnz1zsOGhr7BR9MmNhHYPENk/jPXi3MW5Tse8QQmQI4eGsb2jMiPaNdt7t8aoxXJBCZYLSiZ9XLTp0RabibV64fKpVdLjPUEEg5hTab0230j+9bV4nmoh9FZ/Zg0Q6/QrJfqXlU9YO2hdJmyXVRD4czeWbSUYqvOQokllXbDBldN6R8w3KOrzah/yskKt1V1GGBsclPyf87C+o4Lw3qElpbK7nIn3Bhn5yRE0Nh2F96zPfDAJGoH8G+uQxtQxZ0JqJILWaRy3Q5leKC+3ANn7+3aSg2GcH2wYV2IEymJWX27NZEFzFb1JuqNIoQSJvpBibzINaYERXYmZvOtrJiweUskkxvNcoBWUDN5U40jKOPpq+/Q7zqKAeUsx0WZPVg/D0K4B3A8fJeWNkXd9LaV/fwH5N9ROm9EyNjogKRM7kd2PNdauiPcIOo1SqgVz3ocsSzKRY26MjQ4EnYhlWwmxNt+ci5SFdg0ombLaPMybi9CVWvD9oWPR+tllWSba6mXkp0cY/OYegq/04H26Nafe4NDOfhCFCUI6giigKzJjXu+aNDhOY91WOudiXemeR+MqB4JGQFdmPSMl62iTh3iHH12JRfl+jhXU5aREtGmU0V810/9vb9H75Tfo++rbDH57D8M/Ooj7sWOK//cfOwi83kto7yCR46PEuvwkRiIE3+xH/P/snXd4VHXahu8zvabMpDdCICQEEjqCiIpIsbe1f7Zvdd11Xb9d123qWlbddXvVdXftrg0LFlCKAlKlBwKEEAjpvU6mt/P9cZKBkMlk0igy93VxBTJnzjkTJmfO+3uf93nMGjTZA48OkmkUaLJjcRQ1j6gRZufaKhxFzUQvHj0sxTFIBbKv3UXnV9XIDErpWnIWoDBJs6nd5qX2nQ1dC0KZp93o2WDintzlHfg6XGGbc4WDIBMwzEwm/jsFKEJcj/pDYdKgSjdKBmKAfU8jynTjiM58a7JjcZV3hIw2dNdI88fhqpB0MxJRj4ul4/OjUn6yTzLmkkepiJo/KuhzjPPSkUeraf/4CKJfxLatHtHlwzg3LaxjCkLXtThSIJ9RnF5XlAj9IijlRC/ORJUZhWV1xYgHsH/T8TTYaH6pCJlaTvzd+b0cOdWjotBNjqdzfXVYEQHdeFucvWTUglKGzKgccoF8MmN4HPuapZXWualSfmgfKJP1CEpZWMUucGw7udCnAcaJ23vqbOhnBzcYef+ZR/nq3ZfRFcRj39WI3xX898JZ3IqvzYVhTv+yKECKTRHBvjO4WZervIO2jw6jzo4h6SfTMYYxj9SNenQ0glIWiOQJht/lw1NrRZ0pyXDlJg2CRjHsc8ju6k78Vg/aPDMA+ulJIBeG1azL2+zAVdaBfkYigkyQIlMuGY2v1RlyUWMkEL1+bLsaaPzbbppfLMJd3UnUxRlELRyFu6qz30ULv7tLKp4fN+jurzJJP+xmXc6Dbchj1Ci6xhZU6UbctTZE38AXIES/iGVlOXKThri7JyKo5ANeKAy6X68fx8FWWt87RO0zW2l+Zb/UxR0Xi3FuKtpcE3KTFrFLKeEoaqJzbRUdy8poW3KIllf30/T8Hhr+sAN3hQXDOcmDluhr8+PwdbgCOaoDwWdxY9/TGPLm3XGgBcuqCnRTEjCcH941Jxy645LcFRZ0UxJGxCvgdEU3JR5vgx13hYWOVeWoRkWFPQJzMhFkAppxsQOKe7IXNiGoZGi6rsOnG9pJ8XhqbTgOtOCptY248kedHSMtIpcHv68QvX48dVaUaf0rfrrpllojE2h9/xDWLbV46mxEX57Vp0pQppITfdloPHU2yVtkUw3qrOiwlEbdKFMMeOoGdy2OcGqISKzPQARBIObyLBr/UUjnumqiF2ee6lM6I/G2Oml6sQjkMuLvyQ/MNJ1I1CWjcexvoePzo5hvHd/vfkVRklgGcySVx2jwtodfaPfYr1+ktcu0IvGBqQjKkb0p8rY7af2gFGWagehFmSG3FeQylKmGXvmcfeGutCBo5OinJWLdUouvwxWy22bdUoegkQddWfe63dSWFOO0Wjn/gduw75IyF4Nlolo3dWUWhnkDojBrUY+NwbajHuO89B434t52Jy3/LUYRq8F8c+6Ab1IFhQz1mBich/ruMLgrLeCXimno7tjrh72D7DzQCrJj7qtyowrtBDO2nY1ELcoc9Nza8dh2NIAA+qnH5KDq7BjUY2PoXFOJfnpi2IsLQ8Hb7KDp33vxWdwoEnTEXpeNbnICglKG6PFj3VxL59qqkOZhjqJmRKcXQx/ywHAZTrMu0evHdbgd3ZRj886qNCN4a/DU2wd0MwfSa/TU2Yi9MQe5QYX+nCSsm2rwLswc8LxvN54GG03/LsJv8yBo5NKoxsQ4NNmxIa9nol9EdHrx27347B78di9+hxfR40M/ZfDy4m6Ztb2oaUAZvX6Xl6aXivA22JEZlBjmpGCYlYJMe+z962mw0fpOCco0A7HXjh1WkzNlikFqb/g5a+TV3Wjz42n/pIyW/xbjt3qIvi3vtDWQ04yLxbGnCU+drd/fP9Hjx763Ce2EuGG53o4Euvw4OpaX0fZBKQiELR0fLOrR0SAXcJa2B1WJeBrs4BVRpQ5s3EgRrSbm8izaPijFXW5BnR3Tbza4Nj8O9ZhoOpaVgQgxV48d0DFVKXrwiXga7AElWITTm7Nn2fEbhirNKHU2N9aEXXBF8pSP4bO6aX55H6JXJP7uiSFlQopoNcYL03EUNeMqa+933/5OD6LHH3Sfihj1oDvIHZ8dxbGnCW+TA9uOkZXXiz6R1ndKwCdivik3LPmaKiMKd401LLmsu8KCKiNKmgESwRqiU+mzuHEUNaOfnhT0xqGluhK/z0dbXQ3yFC3KVAPWLb27cu46G66yDgyzkwc0u6+fkYivzYXryLH/e7/bR8trBxA9fsy35w3aHEaTE4uvxdlnjJvraAcIoBp17AZAmWrEU28bVlmyo7gFdWZ0j9dhmJWM6PQGZs2GgugTse1sQJNj6rEQIghSF9lv99K5rjr4c/0inRtraHy+UPp5DBHbrgZ8VjfmuyaQ+KOp6GckBYozQSnDODcN1+H2kIs9tm31KOK0qEYPrajVFsQhaORYt4UYC/BJUVH9LT65yi2Ibl8PpUfA8XiAMmvR58eyugJFoi7QJTKelwqCQOeG4P9P/e7TL9L24WEQRcx3TiDl0VmYbshBm2fud7FPkAnIdEoUcVrUGVFoc03opyRgmJk8pIVCmU6JZmzMgGTWol+k9e0SvE12oi/PQpliwLKygrrfbKN9eRm+Dhd+u4fm1w8gqGSYb8sLO34q7PNWyVGmGKQooMTQDsLfNOR6SVLut3rQFsSd1qZHgbinECqhbpwlrYhO37DKq4cbebQaVWY0fpsHdVZ0r5Gr4UamkqPKiAqkK5xIwKBrAB3kbnTTE6XRBLlAzFX9L2AJgkDMlWNAkAw2QynqgnG8UVeEM4NIgXwGE9XVObasKA+5nd/to+nlfbS8fmDkT+oMwO/y0fzqfrztLuLunBDWDYbx/FTkMWraPy3rVy4VzMG6G3lXgTzQxQrrphqsG2swnJuCalQUneuqR3Ru07KmEne5hZhrxoY9Y6TOMIJP7Le76Xd6AwZGCrP0QWPbVt/n67FtqwO/2GeMS2NFGQA+jwdLUyOGWcmSBO9oT1mWbXMtglKGfsbAun7avDgErSIw83+86Y7pltywXbiD0d8NlOuoBWWqAZn6WGdKlWoIrEQPB94WB94Gey9Zn2p0NIoEXcjFi3BxlrTi73Sjn9G726VKNaDtXuzr6Ll45K6x0vh8IR3LyvA02Gn6z14sa6uGlO3rKm1HlR6FNscU9KZIPysJQaPAsja4nNjTIM3N62eGzp0Nh26zLkdRM76u+J/jEb1+Wt8qxrKinJa3D4b8nXeWtIJc6BEVJDdppOzsMJUd3dh2NuBtdhC9KDOgmpBHq7uMxaQFhoFi39GAu8JC9GVZaHNNp83MqHZiHL42V9hjCx0rynEebCXmijEYz0sl/n8nkvDAFDTjTVg31lD3u+00PFeIr92F+ba8Ic19hsJ8Wx7m2/NGZN+nO4ZZyciMKqIXjz7VpxKSQNxTGHPI9t2NyAzKsKK+TiXdC2aDiYsaDJqxMXjqbEGvOZ4aK4JWgXwQihZBEDDflkfSg9PDzptWJuox3zoe0w05Ax7rUJi1CCp5xKjrDOL0+ISKMCgUMRqM56ViL2zq8wZI9PppfbMY16E2nMWtuMKcET1Z+DrduCosiJ6TM5ch+vy0vFmMp8aK+ZbcsN1LBaWc6EulGZT+urfBMpC7kceoET3+QBZmODj2t9C+rAxNnpnoy7OImp+Br8OFbVfwudihIPqlblXnmkp0UxMGFG+l6vpZ9mfU5a7qBPHY9oY5KfitHux7e3cqRa8f69Y6NDmxfRbqTeVHA39vralCOykeQaPA+vWx2WafzYNtdyO6qQkD7vYKShn6KQk49rfgs3noXNNlunPJ0E13FGYtijht0Bso0evHXWUJzB93c2wleng+aB3FUnGuHd/ztQiCgGFWMp5q65CMnkCSV8sMSjS5wX9e0QszQRSxrK4ApEW99uVlND63G1+7C9PNuSQ/PBNtfjyWleU0v7o/aEHZH367B3d1J5rsvm9CZWoFhjkpOA+04Gnovdpv21YvmXNNHZ4bRMM5yeDrbdbld/tofm0/jv0t6KYmSLPam/qe13eWtKIeHd1jjk4QBJRpxgHN2IoeH51fVKLKMKI54T1hPD8NfP6wfAOOx2d10/75UVSjo4ft5zZcaCeYQSa5WfeHbUcD1vXV6Gcl93AuV6UYMN+cS9JPZqCfmYTf5iH22uwRdcdWRKtDxtR9k9HkmEh55JxBS/1PJpqcWNyVFvz2vq9XfrsHx8FWdJPiT/tkEv20BKIvzzppBbK661p9vIKrG3dVJ6o0w6AXKgWFbODxcBPiBjSOETiWTECZPPzjURFGjkiBfIZjvDANmUFJ+/KyXl1J0S/S+t4hnCVtkgGBTkHnV4OTx40EotdP03+KaPrnHmqe2EzjP/fQ/vlRHAdaBnXz2+/xRJG290txHWoj9prssOdQu9Hmx0nmaCtDm6N5W5wgEwK5x8cz0Kgnd1Unre8cRJlmxHSTtGqpzo5BmW6kc23VsBo+eDtcNL9YhGVFOdoJZmKuGtiMjdzYlc9ZGbqYcldYJNlw14eMemwMinht0Jtux/4W/J0e9LP7jqdoqjiKOS0DgJbqKmQqOfrpiTj2teDrlFadbdvrwdt/tFNf6GYkgU/qHFtWd5nuzB0e0x1NTiyust5One7qTvCKqEf3vMlWmDQIavmwfdA6D7SgSNQFVTzopkqzuUMx0fJZ3DgPtqCbltjnnLbCpMEwOwX7zgasm2slR+kNNeinJ5H04DR0k+KRqRWYbsoh5uqxuMraafzrLikCawA4j7SDCOp+XI8N56YgqGS9ZN+iR8qd1U4wD1vubDCzLr/DS/NL+3Adbif2umxMN+SgyTVhWVMZeE8fj7fVibfREVT2p0oz4Gmw4Xf3bSZ1PNYtdfgsbqIWZfa68VQm6NDkmbFuqevTCC8YHcuPIrp9xF4zvLO4w4FMp0Q9Jhr7vtAya1d5B21LS1GPjSHmiqyg2yhMGmKvGkvqE+dKBn8Rzno0OSYQpTzfvnDsawGfeFrLq7sRlHKM56WOuAdKN6o0I4JGjrO0589P9Piked5hjjscSVSpBjx11iEpoCKcPCIF8hmOTKMg6uJRuMstOPe3BL4viiLtHx/GsaeJ6EsyMZ6Xin52V1dkmKNbBotlbRXeRjtRizKlfD5RxLqxhpbXD1D31Nc0/GUnjoP9z+6ES8eKcuy7G4laMKrP7L1QCIJAzGVZ+G0e7IV9R7N4WxwoYtVBV4K7i+ZwCmRvq5Pm1/YjM6qIuyMvMH8rCILURW5zYd89PBEx9qImGv6yC3d1J7HfysZ06/gB5T53o8qI6tfJ2lXZiTJRFzBkEgQBw7kpeKqtuE7oPlu31CI3aQJS5BMRRZHG8jLSxk/EEGuitUaSxepnJUN3HIPPj21LLeqxMYOe11Ml61GmGXAebEWVbiT22uxhu9HX5JjA68d5gnOyq0sirjqhg9wd3zMcTtZ+uwdXeUefi0UyjUKSAO9pCtkBCYVtV0NYZkLGeekIajntnxxBUMmIv7eA2Guze3T8u7vaCd+bDEoZTf/ei2Vd+JJrV2k7glre702VXK9EPzMZ+57GgCIEunJ37d5BXT9CoZ+ZjLfJgfuoBZ/VTdO/9+Ku7sR0S25gJCD6stGIHn+gy348gXinIHE/qnQjiOEpDvxOL53rqlBnx/RpUma8IA3R4ZU66WHgPNKOfXcjxvPThjSOMJJo8+PwtTixfFGJp8HWq1D2tjppeeOAZMh3y8AN+SKcvajSjch0Cpwh7mVsuxtRxGsD6qAIxxBk0tiIq7S9x++lu84GfnHA5oOnEmWKHtHt7/GZEuH0JXKV/wagn5GEIkFHx+dHAzNqlpXl2LbWY7wwDeMFUsi6YbZkaNK5/tR3kT31NjrXVaGdHE/UvHRiLs0i4b7JpD4xm/h7C4hanInoF2l5dT8tbxUH7ZoMhM6NNVi/kqRxxov6Dp3vD2WaAWWSXnLk7QNvixN5kG4cSBJrIGSuLkiFS/Mr+xB9InF3TejVrdLkxKJMNXR1kQe/Gul3+Wh97xCtbx5EEacl8YGp6KcPfrZSnWHEZ3H3+fpEv4i70hKQV3ejm5qAoJZjO66L7K614i63SO/bPuZ9LE0NuB12EjKzMKWm09JVICvjtKizY7Btq5PmOzvcg+4edxN1UQaqDGOX6c7wXTq7455cJ8isXUc7UCTogsYIqVINuOtsQ478cpa0gZ9eUtrj0Z+TjOjxYxtEXq8oiti316MaHYUyPnRxJNcrMd2YQ/RlWSQ+MDXg3B0MVaqBxB9MQTshDsuKcqwba8I6F+ehNtRjY8KSMRrndplSHXe9tG6tR27WoM4a3jnBbrMuy7oqml7Yi7fZQdwdE9DlH3OJVcbrMMxOxra9vleepvNgG3KTBkV87+tO92KAu6r/ArlzQw1+uzeka706Iwp1VjTWDTX9+iCIXj/tSw8jN2uIGsJ1d6TR5cejyoyi88tKGv68i/rfbqft48M4S1olQ8fX9iP6wHzH4A35IpydSKqvWJyH2oIu5HnbnbiPdkhO+qeZuuJ0QZMdg6/Dhfc4M8vuBWLlGdRBVqYM73hUhJElUiB/AxDkAtGXjsbbIuWJWtZV0bmuGv05SUQdd6MjN6jQTU/EvrsRX8fQsniHgugXaf2gFJlGTszlPaVqglKOenQ0URemk/jAVKIWjMKxv4X6P+7Etr1+UE7cjoOtdCwrQzvRTMyVY4b0ISQIArrpiXiqrXjqe88ndkc8BZs/BpDpFAhKWb8d5Ja3D+JtdRJ3e17QwkIQBKIuSsfb4gw6uxsO7horjX/bhX1XA8Z56SR8tyBsQ66+UGWEnkP2NtkRnb7Adt3I1Ar00xKxFzUfk0VvqZPmf0NIFRvLJYOu+MzRmFLTaa2pCrxHDLNS8HW4afvoCHKzps/513DR5plJuG/ysDt3CkoZ6qzoHkZdol/EXWHpJa/uRpVqAK8fb9PQ1CCO4hZkRmXIjqoqVXLLtW0deF6v+2gH3hanlKscBia5JIgAACAASURBVNrxZoxzU8MycJJpFJhuyUWVGRXWtcHb7MDX7goaFxIMebQa/bREbDsa8FnceJrsuI92SK7Xg8zd7Ytusy7XoTZ8nW7ivj0xqGoian4GMq2CjmXHRmpEjx/XkXY0ObFBr21yowp5tLrfOXKf1Y11Q400StLPTafxgjQpBziEkgagc10V3mYHsVeNHXYn5+FEplWQ8N1JJP1iJjHXjEWZrMe+o4HmV/ZT98xWvE12zLfm9rvIEyFCMDTjJNdt1+F23NWdOA62YttRj2VtFe1LDwOgmzyykUlnMpqx0rXQdZxM3V3VicygRB595szhKxN1IBdw10ScrM8EIgXyNwRNTizqsTFYVpZLM6ST4oNa1xvnpoFfpDOE2ctIY91Ui6eqk5grxoSc4xMUMqLmZ5D4w6kok3W0fVBK07+L8AygKPDbPbR9UIoiUYfpxtxhubHVTUkAuRC0i+y3exGdvqDznCAVtvJYNb4Q0Vzedheu0nai5meE7KJpxptRJunpXFM54JkW56E2mv61R4q5uqdAcqsdBtmgMlkPClmfc8jdJnEndpAB9LMlsyLb1jr8dknGrpsS2lSrsfwogiAjLn0U5tR03A4H1jZp1ECTK0UKiU4vhtkpw17UDCeaHBPeFmdghdxTZ0N0+fr8/++W4rkHYL50IqLXj7OkDe14c78/G/0sSQLc/vERbLsacFd34nf1P9Nq296AoJb3mzE5WARBMsvyNjn6NaJydc2whTLoOhHjBV3Xy43V0hy7TBix2VLj3DQ0uSbiv1PQy5itG5lOSdSCUbjKOqTsaiSlgejxh4wdUaUZ+i2QO7+qRvT4iFowqt9zVY+LRZmsl57Tx7XH0+zAsq4KbUFcnyMSpxuKaDWGc5KJu2MCKY/NwnzXBAyzUzDdmBv2wkqECCeiyYkFAZpf3kfjPwppeXU/be+XYllZjqvcgm5KQp/3DBFAbtYgj1H3mEN211il+eQzqOsuyGUok/SRDvIZgqL/TSKcCQiC1EVu/MduNLkmTDeMC3rTqzBp0BbEY9taR9S8dGTak/sW8LY4sKwqR5NrQjspvBVTZbyO+HsKsO9soH35URr+sovY67LRT+3/RrV9WRl+m5u4O4ZPFivXK9HmmrAXNhJ9Sc/CMpSDdeD5MZqQEuvuTqJ2QmgTMUEmYLwonda3DuIoag7EL/SHbWcDbR+UokzUEXfXxGHtiAoKmXQz3kcH2V3RiUyvCPrzUcbrUI+LlWKF5DJEjz+kORdAU0UZsSmpKNUaTKmShLO1uhqjKQ5BLmCYm0rnuqp+51+HSmN5GXHpo5DJB9cl654ddZa0YohLDeT9njh/3I0iToqMcNd0Dvq1uco6EF2+kPLqbnQFcdh3N2LbVo/tOMMueYwaRYIORawamVaBTKtA6PoqU8mxFzWjn5YQNL96uNDlx9P+8RHsuxtDuos6S9uQmzUDuhFVmLVoJ8Vj+7oOQSFDm2caMedghUlD3J0T+t1OPzMZ65Y62j8rQ5MTK10vFALqrL4X05TpRsnwzu4JuuDks7qxfV2HbnJCWHPCgiBgvCCN1ndKsKyuQD06GnmMGnmMGplKLnlgfHQYQS4j5vIx/e7vdERQytHmmIbsVB8hgtygwvw/4/FZPcgNKmRGpfTVoBzRa+M3BUEQ0GTHYt/bhOgTEb1+vI12tBNHZuF1JFGlGnB0GQKeScX92UikQP4GoUoxkPTTGciNwQ2iujGen4ZjTxPWrXVEXXjy5sJEUaTtw1KQCcQM0M1UkAnoZyShyTXR+vZB2t4vRW5UhVzVdxxowb6rEeNF6cPudKibnohjfwvOg209Cllvi9QZDnUTrohR4wixgugsaUMeLRUe/aGdGIciQYdlTSXa/LiQnUBRFOn8qhrLinLUY2Mw/8/4gFHWcKLKiMK6SZpPPFEq6660oMqI6vP/3nBuCi2v7sfyRQWq0VGokkObajWWl5GaI2WBmtOk93JLTRWjCiZL+5uTInWPRzA6o+5wCW898mMW3vsA+RctHNQ+AnFPh9owzEnFfbQDeaw64Hp+IpJRlx5P7eClWo7iFgSlDM3Y/juqglJO/N35iD6/1OlutONptAe+Omqs+B1eCNJNHGju9ECRaRVox5uw72ki+rLRQZUQos+P60jHoCKGoi5Mx1HYhOj2o58ZPIv7ZCLIBWIuz6L55X1YN9fiLGlDnRUT8kY7MIdcbQ3aze2eJx6IP4M2Px7lxho611bReVxmtEyvRGZQ4m2wE3PVmGEfSYgQ4UxEO+HMK+ZOJ9TZMZL/Qk0n+EQpKnIQcUunGmWKAdu2enztLhSxp39M2dlMpED+hqEIEi10IqpUA+rsGKybajDOOXl2/fYdDbiOdBBz9VgU0cFv/PtDblRhvj2Pphf20PLfYhK+NwllUu8iym/30La0FGWSnqiLMoZ66r3QjDMhMyqx7WzoWSA3O0AgZLaePFqN3+pB9Ph6zeWJXj+uw+3oJseHtYAgyKRZ5NZ3SnAeaOlzRVX0i7R/egTbljq0k+IxXT8urDnPwaDOMGJdL+KusfbIAfXZPHibHOhCSFQ142JRmDV4W5w9ckaD4bB20tncRPzC0QDoomPQ6A201lQGthEEAUZ4gb5wxTIAqg4UDbpABum1W7fV43f7cJV3hJTMgvR7bNtWj+gXBywfF0UR54FW1NmxA5oNFeQylAk6lAk6TlwCEkUR0e3H7/Did3gRHR5QyE5KDIduihTr5SxtRxtk1txd2Yno9g1IXt2NMkmPdqIZT70ddRiLCScDzbhYNDmxWFZXdCktQhfuqrQuSX5VZ68C2WfzYN1Si7YgfkAztoJcIOG+yfgsLnxtLnztLrztTnxtLrztLlSpBvTnnPoFhQgRIpz5qMfEgNCVRNC1GHgmOVh3o0yR7lc9NdZIgXyaE5lBPksxXpCGv9ODbXdwN2ZPo522paW9YncGi8/ion15GarRUUOOSJFpFJjvmoigltP8yj58lt5y5fZPy/DbvMSOUCEoyAV0UxJxHmzt4bDta3Egj1aHPKY8tsvJuqO3M7erwiLdyAeJa+kLbUE8ijgtli8r8ba78Ns9PdyNRY+f1reKsW2pwzA3FdONOSNWHEPfRl3uKmkGUp3Rd8EkyASiLh6FanR0vxLzpvKjACRkSkZvgiD0cLI+Gdg72inZsgGAmoMHhrQvdU4seP3YttXjt3lDzp+DtBItegZn1OWps+HrcKHNGz75qCAIyNRyFDFqVMl61FkxqDOCm4wNN5qcWGQ6RZ+xZ87SNpB13WQNAtONuSTcP/m0mmOPviwrkIPenwxYplGgiNcGnUO2bqxB9PgH5TItyAQUMRrUo6PRTUkgal4GsddmE/+/EzHdkHNa/bwiRIhw5iLXK1GmGHCWtuGu6UQerRqxcZeRRJWsBxm9kgginH5EOshnKeoxMShTDVjX10ixPl03Mt42KQvSvqsBRHDsbyHxgSnIowbX8RU9ftxVnVjWViJ6RSk/dhhumhTRauLunEDTC3tpfmU/8d8tQKaW3s6OAy1S7ub8jBFdYdRPT8S6vjqQ8QmSxPpEJ+iDm9dTf7iEC2+/Rzr3Ltmsr82J8oRtnYfaQC4MqFPVPYvctuQQ9c9uO/aAQhbIMvbbPERfliVF14ww8igV8hh1L6Mud4UFZP3HMuimJEhGaP3QVNHlYD1qdOB7ptR0ynZt6+spw07RmlX4vF4KLl7M3i9W0NnajNE0OCmdJisaFLKAXFWVGbq4DHQFa6xB851FUcS+qxFfpxtBLkNQCCAXEOQyXKVtIDBkZ+/TBUEhk7wVdjTgd3p7jQ44S9tRpUcNeqRAUMpOmtImXJQJOowXpuMut4TlPq9KM+I83NZj9s1v92DdXIt2YtygM8IjRIgQ4WSgHhuDdUMN8jbXGRXvdDyCUo4iXjek8agIJ4dIgXyWEjBZeesgzgMtUgbkmirJIEkAw5xUtHlmml/dR8tbB4m/Jz8sl2O/w4urwoK7vAPXUYvUsejqZsZcOWZYYzJUKQbMt+bS/Np+Wt86iPn2CYguryStTtYTNW9k56uVCTop/mZnA4a5qQiCgLfF0cOx1+/3sf7NV+hsbmL83ItIHD0GeZcMPljUk6ukFfWoqECxHy66KQnIjSp87S78Lh+iy9f11Yvo9qOdaD6pM1CqUVG4yzt6fM9dYUGZYhg2U5KmiqPoY2LRxxzrtptT09i3dhUOaydaw8h+gPp9PgpXf0ZG/mTy5y1k7xcrqC0pJmf23EHtT1DKUWdF4zrUhsyg7LfoUcTpEJQyKQ8yiGFd97x5X6izokO6yJ9p6KYkYPu6Dse+5h6xUn67B091J1Hzh3/U4lQTvTAz7G1VaQYp4s/iDoy4WDfXIrp8GEdgDCVChAgRhhPN2BisX1Xj63ChnzWy3hYjiSrFgPNIe/8bRjilRArksxjthDjkJg3tnx6RZga9fvTTkjDOzwh0OWOvzab1nRI6Pi/vlVl8PAEDqFXl4AdkAqpUA4Y5Kagzo1GNikKu7zuuZ7BockzEXDWW9qWHaf/ksFQY2rzE3TVxRGXE3eimJ9K+9DCeaisKswa/3dvDoOvo7p10Nks5xYUrl7Hou/8n5fYJ9HKy9na48NTbib5kNAOl2+XxdEGVYcSxpwlvhwtFtBrRJ+Ku6hxWw6bG8jLiM3u+J01p3U7WVaTm5g3bsYJxZMdWrC3NzL/ru8RnZqFQq6k5eGDQBTJIUmHXoTbUo6P7nUEX5ALKZD3umt5SLeehNiwrpbi32OuywSdKclyfGHABlfdhAHamosowojBrsO9u7FEgOw+3gwjq0+j341Sg7DK08VR1oohW43d66dxYiybP3K8ZXoQIESKcatSZksoKrx9V6pnZQQYpptG+W1J3nYky8bOF00szNkAEQUgXBGGtIAjFgiDsFwTh/7q+bxIEYbUgCKVdX8/uO6M+EOQCUfPS8XW40eSaSPzRNGKvy+7hnKubnIDh3BSsG2uwFzUF3Y/o89O+9LCUvzwhjrh78kl5YjYJ359MzKVZaPPMI1Icd2M4JxnjhWnYttZjL2wi6qJ0VCknx7xBNykeFDJsOxvwtnY7WB8zXtiz+jP0sSYmzlvAwY1f4ei0IMhlgW7v8bhK2gAGNH98utI9e+ruyj321NsQPX5Uo4bnQ83n9dBSXUXCqJ6LCeZUqRPWcpxR10ixe+UyjHHxZE2bgVyhICU7h5qSoc0ha3NNIBC2xF6ZasBTa+uRRettcdDy9kGUiTpir8tGppIj0yqQG1SSO7pJgzJB942LFxEEAd2UBFxlHXg7jv1uuUrbETTyk2IWdjqjSjaATAjMIVs31yI6vd/IznqECBG+eQhKGequ0aPuEaMzEVWXUVdkDvn05owukAEv8GNRFMcDs4DvC4KQB/wc+FIUxWzgy65/RwiCfkYSKY/NwnzL+D7lz9GXjkaVYaTtvVI8jT0NgfxOL82vHcC2rR7jvHRMN+eiGRM6cmQkiFqYiX5mEuqxMRhHWFp9PDKNAu1EM/bCJjz10kxJdwe5o7Geo4U7yb9oIVMvvQqvx03RmlWAlB/ra3f22JezpBV5tApF4vDJ0E8VymQ9KGSBOeRuwy7VMJk2tVRX4fd5e3WQo+LiUajVtI6wUVdzVQVV+/cyeeFlyGTSez0lJ4+m8qO4HQM3zepGYdaS+KNpPTqgoVClGhDdvkD+tt/to+W/xSCC+ba8b1wRHIz2+jq8bsnwTjc5AUQCZl2iKOIsbUMzJmZEor68Hg8HNqwNHP90RlDKJMVBtRW/y4t1Yw2aXNMZ6QQbIUKEsxPD3FQMc1KC5rmfKSi7GjieSIF8WnNGF8iiKNaJorir6++dQDGQClwFvNa12WvA1afmDM8M+rvQCAoZplvHIygFWv5bjN/lAyRJcNMLe3EdbiP22myiF2WeMtdSQSZI7ql3hzcrPZzopyUiOr10bqgBQN4V8bT3ixUICORftIj4jEzS8/LZs/oz/H4f8lhNjw6y6PPjPNyOZpzpGxEeLyhkqFINgcLYVWFB1mXeNRw0lksGXQknFMiCTIYpOY2WmuphOU5fFK5cjlypZOK8BYHvpebkIYp+6koPDWnfygRd2MWcsktm5qmxBnLGPfU2zDfnhMzi/qZga2/j1Yfu4/1nHsXjkgzyVBlG7LsbEUURb7MDX7sLdZDs3+Gg6MsVfP6PP/Lhbx4f0sLIyUKVZsBd3Yl1Sx1+e6R7HCFChDMLbY6JmCvGnOrTGBIyjQK5WSP5h0Q4bTmjC+TjEQQhE5gCbAUSRVGsA6mIBoJa4gqC8B1BEHYIgrCjqSm4fDiChCJajenmXLxNdto+LMVda6XxuUK8bU7i7pw45OimMxn1mBjkMWq8DXbkUSpkKjlej4eitavJmjaTqLh4AKYsvgJLUyNlO7dL27e7AtJYd4UF0TWweKfTHdUoI+4aK6LXj7uyE/WoqEDxL4oiy//2e7548Xl8Xs+A991UXoZCrSYmqXfOqik1bUQ7yC67jQPr15B77gXooo5FMSVn5yIIMmpK9o/YsU9EmaAFhYC7xop1Yy2OwiaiFozqN0P5ZCCKIpbm4LFLw0XJ5vX4PB5qSopZ9pff4vN60U1NwNtgx1Nnw3Woa2xhhOaPD23dhNYYRfXB/Sz51SPYLR39P+kUokozIjp9dH5ZiXpcLKr0s1t2HiFChAinAlWKAXfEyfq05htRIAuCYAA+AH4oimLYwb2iKP5bFMXpoihOj4+PH7kT/IagGRtL1MJROPY00fhcIYIA8d+dhGaEujNnCoJMQDdNchGWd3XtSrdtxmHpYNKCSwLbjZl+DkZzPLtXfCrNeftE/DapOHSWtIFsYPFOI4VU2Ax9wUidEQU+UcqKbnWiOi7/+MjObRzc9BV7Vn/G0t/+Cpd9YN23xooy4jMyA/Lm4zGnpmNpasTjdAZ55tDZ/9WXeFxOpiy+vMf31TodcaMyqSkpHpHjBkOQy1AmG3Dsbabj8zI0eWaMF568EYNQ7F6xjBfvv5vaQyP38ziwYR0Jo8dw8be/R9mu7az619/QTDSDXMC+qxFnaTtyswaFSdP/zgaIvaOdmuIDTFp4KVc99AjNVeUsefIXdLY2D/uxhovuglj0+CPd4wgRIkQ4RShTDfhanVhqGk71qUTogzO+QBYEQYlUHL8piuKHXd9uEAQhuevxZGBk2xhnEcYL0tFOikeVaiDhvskR99Mu9F0FcrdB155VnxGdmERmwZTANjK5nEkLLqFy3x7sXmk2t1tm7SxpQzVq8Dmtw4XTamXZX37Lf75/FxV7C4e0r+55486NkvRcNUr6t9/vY+PbrxGbnMqC7/yAqv17efeJn2FtbQlrv6Io0lR+tJe8upuAk3Xt8MusRb+fwpXLSc7OITFrbK/HU3PGU3foIH6fb9iP3ReqFD2+DhcKsxbTDeNO2ZjD8Xg9HrZ/8j6i6Gfd6y8iimL/TxogLTVVNJSVkjd3HpMWXMq5N9zKgfVr2Lj0v2hyYrHvacRV1jFi3ePD279GFP1kzzyXMdPO4bpfPImluYl3HvsZ7fV1I3LMoaJI0CGo5ajHRKMeNTx+ABEiRIhwJlKxt5AVz/8Zl/3kd3K7jWS3vfLOST92hPA4owtkQdJrvgQUi6L4p+Me+gS4o+vvdwAfn+xz+6YiyATMN+eScN9k5NHfrJiYoaAwaYj91jiM56XSXFlOzcH9FMxfjCDr+SuWP38RcqWSkqJNAHjbnPg6XHjqbadcXl25by+v/fR+Dm/fgkwu52jh9iHtT941c+wut4BcCHwgHFi/lpbqSs676TYK5i/imp8+RntDPW89+hDNVRX97tfS1IjLbiN+VPAC+ZiT9fDLrCuKCmmrq2HKosuDPp6ak4fH5aSp4uiwH7svNDkm5FEqyZTrFC+wdFO8YS3W1hZy51xAXWkJh77eOOzHOLhxHYIgI+fc8wGYde1NTFl8BTuXLaXWW4a/04Po9qHJHhlVxqGtm4hJTCa+y0k9fUIBNzz2a9xOB+88/lOaKstH5LhDQZAJxN+dj+nG3FN9KhEiRIhwStmxfCn7v/qS9556BEdn2OLTYcGtk9SDKXHjTupxI4TPGV0gA3OA24CLBEEo7PpzKfAssEAQhFJgQde/I0QYUfTTE1Em6dnzxQrkCkUPA6dudFHR5J57Pvu2fgFIHWRn95zkKZob9Xk9rH/rVd57+hGUKjW3PP1HUnMnULm/aMj77pZVq9KMCAoZXrebzUveJGlMNtnnzAEgc/I0bnziWfx+H+889lOq9u8Nuc/GiuAGXd3EJCUjk8tHZA5598pl6KJjyJ51XtDHU3MnAAw57mkgaPPMJP1iJsqE8N3P/X7fiHR1u/e9/ZP3ScgcwyX3P0h8RiYb3noVr2fgs+Z9IYoiBzasIyN/EoZY6fdGEATm3XEPuXMu4MtVL+JXiCCTPALCPe/ijevobOlfIu20Wqnav5fsc87tYaqXNCabm554FkEQePeJn1FdvG9wL3AEUaUbkUdFsjcjRIhw9uJxu6jeX0Rqbh4tVZUsefIX2NrbTtrxayuKsXs7iVbEnbRjRhgYZ3SBLIriRlEUBVEUC0RRnNz15zNRFFtEUZwvimJ219fWU32uEc4O3E4HB9avYdys83oYOB3P5EWXY3da8MtFqUAuaUUepUKZdPLjnVpqqnjr0YfY/vH7FFy0iNue/SuJWWNJn5BPU8VRHNbOIe2/W2bdnX9cuGo5nS1NzL3lzh6FReLoMdzy1B/Qx5r44NePcXDTV33us6n8KIIgIy5jVNDH5QoFMYnJtFQPb4Hc0VhP2a7tFMxfhEIZ3PndaI7DGBdPzcHQBbLH5aSiqBCf1zss5zZQ5/OPfvcULz1wN5X7Qi9GDIbSrVtoq6tl5tXXI5PJOf+2b9PR2MDuFZ8O2zFqS4qxNDWQN3dej+8LMhmL7/shGQWT2N+0EU+aGFZXvbW2hnce+ymf/f0PfPHic/1uf2TnVvw+H9nnnNvrMXNaBjf96vfooqJZ8quH2fbx+4h+f/gvLkKECBEijCg1B/bh9biZdc2NXPPzx+lobODdJ342LP4r4VBdvI8S23Zizsk8KceLMHBODz1ehFNGR2M9BzetZ/oV1yBXnLm5cqcLBzd9hdthZ9KCS/vcJmlMNsnZOdjc7WhbTLjLLWjz4xAEAb9P6mLtWLYUe0c7cqUShVKFQqUKfI2KT2TyostIGpM96PMURZG9X3zOutdfQqFWc+VDj5A9Y3bg8fQJBbDkTaqL9/X4/kDp7t6px8TgstvYunQJowqmkDFxUq9to+ITuPlXv+fjPzzNZ3//I9qoaEblT+61XVNFGbHJKSjVfRsvmVLTh7WD7HY6WPH8X5DJ5BRcfEnIbVNz8qg+UIQoin0Wrl+98RJ7Vn+OwRzH5AWXkj9/UZ8LKsNN1YEiju7egUqr5b2nHmbSwss4/9Y7UWmGHgsliiLbPnqP2ORUss+R3jeZBVMYPXkaWz98lwkXzB+W11m8cS0KtZqxM3u/N+UKJVc++DDvPf0IH371O9KaPuPc628lPS+/9/n6/exeuZwNb72KXKkga+oMynZtp7mynLiMzD6PX7ptM0ZzPEljgsvjohMSufXXf2HVv/7GhrdepfpAEYu//+BJ+z8eTlx2G7s+/4SC+YvRx5zdhowRIkT4ZnB0zy4UShWpeRNRqtRc98hTfPibx3n3iZ9x/aPPBE3IGE6q9hcRPSoJfX7EIPh05YzuIEcYGm6HnQ+ffZKN77zOgfVrT/XpnPGIosieVZ8Tl5FJSs74kNtOWXQ5nc5WnKVtiC4fquwo9n65kpd/dC8rnv8zgiCQPXM2GRMKSMjMIio+AZVOh9/vp3TbJt58+Ee8+8TPObz9a/z+gRlC2S0dfPT7p/jixedJzc3jjt/9vVcRnDx2HAq1ul+5c2CfHe2UF+7sJdtVJetJ+tkMtDkmtn/yIU5rJ3NvvqOPvYDGYOCanz+OKTWN5X/9XdCYoMbyo8T3Ia/uxpyWTntD3aAipE7E7XSw9NknqTl4gEvufxCjObQkKjUnD2tbK5am4O6UHY31FK1ZRdbUGZhS0tj4zuv8+747WfnCXwP5ziPJlvffRh8Ty91/f4mpl17FntWf8dpD9w9LN7l8zy4ay48w46rrejiMX3Dbt3E7HXz9wdANSXxeDyWbNzB2+qw+i3qlRsMNj/2GeXd+h7baGpY8+Qvee+phqg8ei+CyNDXy3tOPsvbVf5GeN5E7//A8i+/7EUq1hu2ffNDn8d0OO+V7dpE9c3bIzr1ap+PyH/6M+d++j8p9e3jjZw/0qSzweb3UHipm/1dfDvj3eaT58uUX2LzkTZY8+QusbSMnxjq4eT2b3n2D7Z98wJ7Vn1O86SvKdm2nungftYcOcnT3Doo3rmP3ik/Z8sHbrHv9P3zx0j9P+2itCBEinH6UF+4kbUI+SpXkpZOaM17ykHA4eOeJn9FSXRn2vrxuN1X791K5b09Y29va22itrSZt/MRBnXuEk0Okg3yWIvr9fP7cn2mrqyEqPoFtH73HhAvmI5P3js2JEB71hw/RWH6E+d++r1/J67jZ57HlgxIEP4iCyJJ/P0Zbcy2JWdlc+JN7GDNtZp/7cNnt7Fu7il2ff8LHf3iamKRkpl56FRMvuBilJnSczdHdO1jxz7/gslm58PZ7mHrJFb2MxEDqwqXm5FEV5hzyV2+8xIENa8maOoOF9z7Qo9OkiNVga29j52cfkTN7blD35+NRabRc+eOHefPhH/Hpn37DjU/8FoVKmpl02qxYmhp6xGcFw5yajt/no72+DnPa4ONsji+OL33gIXK7DKFCkZqbB0BNSTHRCb3zwbe8/w4ymZwF99yPwWSmuaqCwpXL2L9+DfvWriYtbyIXf/u+IZ13X1Qf2EfV/r1cePs9aI1RzLvjHrLPOZeV//zLsHSTt330HgZzXC/pszktg4L5i9iz+jMmL7oM0rjh9AAAIABJREFUU0pa0Od3tjYj+vxExQeNrgfg6O6dOG3WXsc4EYVKxdRLriR//iL2rv6cbR+/z7uP/yygYNi69F1EERZ85wfkX7Qw8PtWcPEidn3+KXNuvC3oeZTt3oHP4wkqrz4RQRCYvPBSkseOY9lffsu7T/6c8266nelXXENzZQWV+/ZQuW8P1cX78TgdXeetJmd28Bn3oSKKIntWf05CZhYp4/o36jq0dRPFG9aSc+75lO3azpInf8H1jz2D0TS8c3OWpkY+/8cfB+T+rtRo8Tgd6KNjmP2tm4f1fCJEiPDNpaOxgdba6l73EYlZY7nx8d/w3tOP8s4TPyd75mxMyanEpqRhSkklOiEJmVyO3+ejoeywdP3ev5fagwfwetwIgox7X3itX6VNtzdF+oTeqqYIpw+RAvksZdvH73N4+xYuvP1uohIS+eQPz1CyeT3j+7npjNA3e1Z/hlKjJW/uhf1uK1coic5KhVposlehMUVx7T33kjlpar/FtVqnY9plVzNl8RWUbtvMjmVLWfPyC2x69w1G5Us3/xn5k4hJTA7sy+N2seHNV9m94lPi0kfxrUeeCrjv9kV6Xj4b33kdu6UjpDTU6/FweMdW4tJHUVm0h1cf+j4L77m/RwGx5YN38Hu9zLnptn5/NgCmlDQWf/9BPvnDM6x59V8s/M4PAALu0P2duylVinpqqakadKE5mOIYwJyegVqnp+bg/l5FXGttNQfWr2HqpVdiMJkBiEsfxcV3f5/zbrqDfWtXsf3TD3n3iZ/zrUef7tOIbLBs+eAtdNExFCxYHPheWu4Ebv/d39n4zhvs+vwTKvbu4n9+81fUuoHNxNeUFFNdvI8Lb78n6LjGudffSvHGdax/8xWu/skvezxmt3Sw7aMlFK5cjlKt4ZZf/4nYpJSgxynesFaS3x8XoRYKpUrNtMuupuDixexZ9RnbPvmAir27ScubyOLv/bDXIsa0y65h94rl7Fi+lIvuvLfX/kq3bkYXHdOvSuR4ErPG8j/P/jUgud7ywdt4XVLEW2xyKnlz55E+oYB1r/2bAxvWjEiBLIoiX73xIjuXf4xKq+WmJ38X8vfI1t7G6v88R2LWWC75/oPUHz7Eh88+zpInf8ENj/2mXyXFQNj+6YeAwD3PvYLWYMTlsOOy23A77LjtDvw+L2q9Ho3BiEZvQK3XI1coee+phzmwfg2zrrtpwHP4ESJEODsp37MLkAxCTyQuI5ObnvwtX7z4HKXbtuA8zt1aJpcTnZCErb0Nt8Me2L7g4sXEJKew5uUXOLJjKwUXL+613+Op2l+EUqMlcXToZkGEU0ukQD4LObp7BxvffYPcORcw9dKrQBSJSx/F10uXkDvngqAdxTMd0e8f0dfVWF5G8cavyJ+/CJU2vMIifUYB1o8riZs9lptvvGXAN3gyuZyc2XMZN+s8ag8dpOjLFVQUFQYidYxx8WRMnETKuFx2ffYJLdWVTL3kSubecmegIxvy/LpWN6uL9zGuy3E6GJVFhbgddubeeifR8Ul8/twf+eRPvybv/Iu46K57sVs6KPpyBfkXLeqz6AlG9ozZzLz6erZ99B7JY3PIv2ghTeWhHay76e5QtlZXwTlhHzKAx+k8Vhz/4MdhF8cAMpmc5HG51JYU93ps83tvoVCpmHnVt3o9pjEYmH7FtYyZMYslv3qY9556hG898lS/HfdwqT64n8p9e7ngtm8HZGXdKNUa5t1xD6MKJrP02SfZ/9WXTL3kigHtf9tHS9AYoyiYvyjo47roGGZedT0b33mdqv17SZ9QgMfpZOdnH7P9kw/wOJ3knT+PI7u289Fvf8Utz/wRta5nzrrTZuXIrm0UXLx4wGoXpVrD9CuuZdKCS2muqiBpTHbQa4LRHMf48y6k6MtVzLr2ph6LQx63i6O7d5B3/rweEvJw6JZc71s3lbrSEtJyJ5A+oaBHoVl/5BC7Pvu430WpgSKKIhveepWdyz9m4rwFlO/ZxYfPPsEtT/8xaKEriiKr//MPPE4Hl3z/QeQKBam5eVz38K/44NePdXWSf01U3NDn52ztbexbs4q88y8K7E+p0QTcyUORd/58Vjz/Z2oPHSR1AAsWESJEOHsp37OTqPhEYpNTgz4em5zK9b/8NQCOTgttdTW01tbQVif9Sc/LJyN/Eul5+eiiJZ8VURTZ9dnHlG7b3G+BXF28j9TcvIhi8zTnm1cJRQhJW30ty//+e+IzMll47w8QBAFBJuOca26gtaaK0u1bTvUpDisel5M1r/6Lv99144g49oJ007z8b79HGxXFnBtuDft5hpxEFAlaUhYUDKn7IQgCqTnjWXzfj/jO869y159fYP7/fo+krGyObP+a1f/+B05rJ9c9/Cvm3fmdsIpjgMSsbJRqTb9zyIe+3oRapydj4mTMaenc/NQfmHXdzRRvXMdrD93Pqhf+hkyhGJQMcs6N/0NG/mS+fPmf1B8ppbH8KLromH4lTEqNhqj4hEFlIXucTj589oljxfGcCwa8j9ScPJqrKnBarYHvNVWWU7J5PVMvvTLwoRqM2KQUbnriWclE6+lHqDtcMuDjB2PL+2+ji44JKU/PmjKD5LE5FK5cNiDn5abKcsp2bWfqJVeElPlPvewqjHHxrHtdMil76f/uYdO7b5AxsYA7/vAci+/7EVf+6Oe0N9Sx7K+/6yW5Ld26GZ/HQ955g1e6KDUakrNzQi6YzbjyOrxuF7tXLOvx/fI9u/C4nGTP7HvBKBSCIJA/byELv/MD8s6/qFdxmjd3Hn6fj0Nbhjc3evOS/7L9kw+YtOBSFt77ANf+/AncDjtLn30Cl93ea/v9X33JkR1bmXvzHT0UGCnjxvOtR57GbulgyZM/x9LU2yNgoOz67GN8Xi8zr7puwM/NnjkbhVrNgfVfDvk8+qK6eN9pmWkdIUKEgePzeqjct4fRk/tX6wFojVGkjBvPxAsvZu7Nd3Dlgw+z4Dv3kzN7bo/Pcck35lwq9+3p8bl/IvaOdlqqK4OaRkY4vYgUyGcRbqeDT/7wDIIg46qHHunhAjxu9nnEJqew9cMlI5aPerKpP3yIN37+Q3Z//ikKpZLlf/sdna39Z5wOlPX/fYXWmioW3/cjtMaosJ+nMGlIenA6CvPQ3YO7EQQBU0oakxddxpU/fpjvvfgmt//+H9z15xfInDR1QPuSKxSkjp8Qcg7Z5/VweMcWxkybGYg+kisUzLnhVm7+1e9RqJRUF+9j2qVXD8oBVyaTc9kDP0EXHcMnf/o1NSX7w5YdS07W1WFt6/V4qCgqZN0bL/H6T38gGXINsjgGAt2s2tJjXeTNS95EpdUx7fJr+n1+dEISNz7+LBqDkfef/iW1h3p3owdCTUkxlUWFzLji2pDu3wCTF19OW10NFWEajoA0e6zUaJmyKHTXWalSM/em22ksP8IXLz5HTFIyN/3q91z10KOY0yRZfPqEAub/7/coL9zJ+jdf7vH84g1riU1OJXEIDu7hYE5LZ+yMWRSu+BR312wwSAW6xmAkLW9kzFXiR40mLiOTAxvWDNs+t7z/Nl9/+C75Fy1k/v9+F0EQiB81mit+9Ataaqr49M+/6RE3ZmlqZO2r/yItbyJTL7my1/6Ss3O4/tGncdqsvPvkL+hoDG5GFw5Om5XCVcsZN2tOn92cUKi0OrJnnkvJlg143e5Bn0df+LxePv7DM3zyx2dOO/O0CBEiDJzaQwdxOxyMGuD9UDhkzzwXv89H2a5tfW7TPX8cMeg6/YkUyGcJoiiy8p9/paW6isv+76e95u5kMjkzr7qexvIjHC3ccYrOcnjweb1sfu9N3vrlQ3hcTr716NPc+MRv8TidLPvzb4ctexYkuXrhymVMvfQqMsOciTyZyGRy4jMye0lVwyU9L5+W6kps7W1BH6/ctxeXzca4IDOTydk53Pbs37j0/h9zzrU3DOr4ALqoaK588GHsHe2019f162DdjTk1jdba6j47oZamRgpXLmfp737F89++mfeffpTCFZ8SFZ/AVT95hPGDLI4BksaOQyaXB1yLG8oOc3j7FqZffg1agzGsfUTFJ3Dj48+ij4nh/WceC3ywDoYt77+FNio6ZPxYN+NmnYcuOibs3OL2+jpKNm9g0oJL0BgM/W6fO+cCzrvpdq7+6S+58YnfBpXGFly8mCmXXMHO5R9TtGYVAJbmRqoOFDF+7oUnZd50xpXfwmmzUvSldHyf10PZzm2MmX4OcsXITSeNP+9C6kpLaKuvHfK+ti5dwub33mTCBfNZcM/9PbrmmZOmsuCe+6nYu5svXnwOURQR/X5W/PMviCIs/t4P++yyJ40dx/WPPoPbbutVYA+EwpXLcTsczLz6+kE9HyDv/Itw2Wwc2dn3TelgkbpBnYH3eIQIEc5sygt3IpPLyZjQO2pyqCSNycZgjqN02+Y+t6k6UIRSrRm20akII0ekQD5L2Ln8Iw59vZG5t9zRZyE3fu48jHHxfP3BO6e8iyyKIm11NQN+XktNFW//8idsef9txs+5gDt+/w9G5UvS34XffYDaQ8Wsf/OVYTlHu6WDFf/8C3EZmSGji85kuueQqw4E7yIf+noTKq2WUfnB31NKjYbxc+f1mnkdKEljspn/v98DILmP7NkTMaVm4HW7gkZF7V7xKS/+4G6+fPmftFRVkHfBfK7+6WPc99LbXP/LZxgzbRCDy8ehVGtIHD02UCBvevcNNAajNPM/AIzmOMkQyWTmg9883uf/QyhqDxVTsXe31D3ux+UcQKFUUjB/EWW7ttPRWN/v9ls/eg+ZXMa0MF9b90jHmGnnhCx0L7ztbkYVTOGLF5+n+sA+Dm5aD8D4IcirB0LKuFzS8iayY/lSSZZXtAeX3RZyHn84GH/ehSAIFG8YWvTe9k8/ZOM7r5M75wIWfveBoMXuxHkLmHXdzexbu5qvP3yH3SuXdbmc3x3Ugf14ErPGsuDeH9BQdjhkLFZfeJxOdn32MVlTZwzJjC5jYgEGk3lEZNYlWzag1ukxpaazdemSAY0dRIgQ4fTj6J5dpOSMH7AJZTgIMhnZM2ZTXrgLj9MZdJvqA/tIyRk/oousEYaHSIF8FtDZ2symJf9lzPRzmH7FtX1uJ1comHnV9dSVloSdfztSFK5azss/vHdAubClWzfz35/9Hx1NDVzx4C+45P4fo9Ef62jlnns+Uy+5kl2ffUzJlqF1A0RRZNW//obLZuXSHzwU9lzvmUbi6LGotFqqgxRmPq+Xw9u3kDV15kl5/fkXLeTOP/2TsTNmhbW9+Tgn6278fh9rXvkXa175F1nTZnDXn//Ft//2Ihd/+3uMmTZz0PFGwUjJGU/DkVIq9+3laOFOZlx53aA+lA0mMzc8/huM5nhWvvDXAUs9t7z/NlpjFJMXXhb2cwouvgRBEChc9VnI7WoOHmDfutVMWnhZwJV7uJDJ5Vz+w58R/f/t3XdYFcf6wPHv0EUE7GJBRUHFroiKvcTea3rvN8kvvZlqrrm5pt1703tiTDSJPbHHXrAh2AuIqChWFFQ6zO+PXfQA58ABQdr7eR4e5ZyZ3dl92TK7U+rUZdFH77J71TLqB7TCu27+FbfiFDx6IlcunOfAxnUc3roZlyru+LbtUKLrrFazFr6t23Jgw9oiP6jcv2EN62d+T0D3Xgz9x7P5DigWMvF2Anv3Z/Pvv7Du5+/x69SFtv0H2bWegK49aNG9F6FzZhW6n+6e1ctJvpxI8Jiity4Bo5VMq179OBoRRlLCpRtalqXMjHSitofSvEs3uo2bzIXY4xVujA4hKpMrF+M5FxNNk/Z5R68uLv7B3clIT7PaEjMpMYHzJ45J/+NyQirIlcCm2T+jMzPpd89DBTZNbNN3IFWr12DLvN8KvZ7UpKscCt1ww3210lNT2DJ3NgBR27fYnS907iy86tbj3g8+s/mWp/ed9+ET0JLlX/6PC7GFH8Ap255Vy41BbG6/l9q+TYq8nLLOwdGRhq3acNxKP+QT+/eQcuWy1ebVJaVmg0Z2j0Zew+zTGm/GOS05iYXv/5PwZX/SefgYRj33KjXqNyix5roNWgaSkZ7G0s8+xN3Lm46DRxR5WVW9q9Nj0h0knDlNTMROu/PFRR4iZtdOgux8e5ytWs1a+AeHsHf1CtJTrT8Jz0hPZ8XXn1CtZi16TL7T7mUXhltVD8a8+AZZWZkknDl906eha9K+E7UbN2X7wjlE7diCX6cu1/ral6RWvfpz6UwccZGFH6DtbEw0K7/6hIaBbRj2xHMFjpSqlGLQI0/SuF1HXKtW5ZaHnyzUMdH//kdx8/Bg2ecf293UOjMjne1/zqNhYJtiGX06sFc/dFYWBzetu+FlZTu2O+Ja95EWIb2o7lOfLfN+K/XWVUKIojm2OxyAplamdyouDVq2pko1TyK35X2YdvLAPgAaSgW5XJAKchmmtb7hyuaZ6ChjypZhowtsMgfg5OJCl5HjOLFvNyetTFOTnxVf/o+//vNvDplNIYsqfNlfJCVcoqp3daJ3brcrT+K5s5w7dpTWfQfmOxiUo5MzI59+GScXFxZ99G6OAXjsFX/qJGtmfINv2w5WB7GpaBoGtuXiqViuxF/I8Xnklk04u7oVevCvm6WKRzXcvby5cDKWyxfOM/vNlzgaEcaABx6n790PFnqansKqH2Dc+F+Jv0DXsZMKVUG1pnmX7nhUr0H48r8KTmwKnfMrbtU86TDY/rfH2ToOHkHK1Ssc2Gi90rFtwe/EnzzBLQ/+o1jfvOdWo34DRj83Bb/OwYWabqs4KKXoMnoC8adiSbmcWOLNq7P5B4fg5OzC/kI2s06+cplFH07DrVo1Rj79st3N+BydnBn/yts8+L9v7JpeyZK7pxcDH3ics0ePsH3hHLvy7F+/xjwuJhdqXbbUatSYun7N2be++AY3OxS6AdeqVWnctoMxRseYSZyLibb7miSEKFuORoRR1bt6vvO/3ygHR0ead+lG9M5tZKSn5/juxP49OLm6Uq+Z9D8uD6SCXEZlz0O58utPi/zEWmvN2p+/pYqnF13H2t+Mrd2AIVSp5snW+fa/RT4UuoHDWzfh5OxC6NzZRa7YpyYlsX3RXJp06EzHISM5Ex3JlYvxBeY7ErYVwK6+o9Vq1mL4Uy9w8dRJVnz1SaH2b0Z6Oks//QAnZxeGPv5MhZwzOjff1u2AnP2QszIzidweil+nLjfcv7gk1WjQkBP7d/PrlGdJOHuasS+9SYdBBQ9UVRyqelenuk8DPGrWot2A/OdFtIejkxPtbhlKTESYXf3zTx46wNGIMIJGjC1SBbZBq9bU9m1iTPmU6xi5EHucrfP/oGWPPjTtGFToZRdWo9btGPviG3YNAlbcWnTriVeduji5utKkw815GOTq7k6zoK4cCt1AZkZ6wRkwug8s+d/7XIm/wKhnX813KjFrlIOD3XO45+bfNcRoaj13doFNrbOyMtm28A/q+vnTuBibqwf27s/Zo0c4XwxTMmWkpxO1fQvNu3TH0cloMdCqZ188a9dlqx1vkeUtsxAlI+HsmWv3e4WRlZXJsd3hNGlv3/RON8I/OIS05GSO74nI8fmJ/XuoH9Dq2jlFlG0V/+6+nFJKUdW7BnvXrGTTbzOLtIyo7aHE7t9Lj0l3FGoUY2c3NzoPH8PR8B2cjjpcYPqkhEus+u4L6jXzZ/DjT3Mx7uS1AXUKK2zxAlKuXKbn5Luu3XgfDS94VO0jYduoXr8hNerbN1VI47Yd6DH5Tg5tXs+q774g5arteeuynY46zMyX/4/TRyIZ9PCTxd7nsqyq3aQprlWr5qggxx7YS3JiAgHdbs4btaKq2cCXhDOnUQ6O3Dr1/RJtWmXNsCefZ+yLbxRbH+12A4bg4OhExPLF+abTWrPh1x9x9/Km05D8p16yRSlFhyEjOHfsKCcP7ru+7KwsVnz1CS5VqtDvnoeKtOzyxMHRkaH/eI4hjz1T4BRZxSmwd39SLidy1M4m9aF//ErMrp30v+9RfPxblHDp8rK3qfXh0I1cOh1H17ETi/VGtWWPPjg4OhbLW+Rju3eSlpxEi+69rn1mjNExgbioQxzLdeNr6VDoRr546I5SH8dDiIoodM6vLJj+DpFbbY8Ubc2ZI1GkXLl8U1q8NWrTHpcq7jlGs06+nMj54zHS/7gckQpyGRYy8XbaDhjM1vm/FapZJRh9vNbP/IGaDX1p239wodfdYfAI3L28WfjhNC6dsT2Srdaav7/7nLTkJIY8/gwtuvWktm8TtsydTVZm4d4iJ19OJGzxApp36U5dv+bUbtwUj5q1CmzSlpqUxIl9e2jWObhQ6wsePYGOQ0ay6++lfP/0I+xZvcLqKKUZaWms//VHfn3teVKTrjL25Tfx7xpSqHWVZw4ORj9kyxu+w1s24eTqelPeHt6IwN79aNmjD7dP+7BU+orXa+Z/QyP05lbVuzoB3Xqwd+3f+XYPiIkI4+TBfXQff9sNNe1u1bMvrlWrEm5RId+1cimnDh+g790PFvotZXnVoGUgLW5iX3uAxu06UsXTy67RrKO2b2HLvN9o028QbQcU/nxfHOxpap2WnMS2BX9Qo0EjmgfZN9heYdbftGMQBzauveGuSYdCN+JW1QPfNjmngmnddyAeNWqy1cYYHWGLF/DXf/9N8uVE9m9Ye0NlEELkdeqw0fVv2RcfE38q1u58RyPCQCka34TpOJ2cnfHr1IWoHVuv3Qdfm/84UOY/Li+kglyGKaUY+MDjNAvqyuofvuLwlo12541YvphLZ+Loe9cDBQ7SYo2ruzsTprxDRloaf7zzKonn8k6VA0bT6sitm+k+8Q5qNvRFOTjQfcLtxlvkzYV7i7z9z3mkpSTTY9IdgLH9zTp14dju8Dx9OSzF7NpJVmZGoSvIysGB/vc9wp3vfkz1evVZ8dX/+GXKc9dOwGBMKv/zS0+xfeEcWvcdyL0ffo5fxy6FWk9F0CiwHZdOx3H5wnmysjKJ3LYZvw5BN/WNWlHUD2jF8KdeKHS/yrKs45ARpCUn2aw46awsNsz6Ca+69Wg7wL7RiG1xdnWjTb9BRG7dxOX481y+cJ4Ns37Et20HAnv3v6Fli/w5OjnRMqQ3R8K2kpp01Wa6+FMnWfrZR9T182fA/Y/elDmibfHvGkKLkN5GU+tjR4k/FcvetX+z8ptPmfHCE3x6362cOx5Dt7GTSqR7SmDv/ly9GM/xPbuKvIyMtDSO7NhC8+CQPH24nZyd6TJqPLEH9hK7//q85DorizU/fcPaGd/i36U7fp2DiYnYIU2thShGSYkJXIw7RYfBw3F0cmbRh/aPIxOzKwyfZgFUqeZZwqU0BHTtQcrlRGLNgbli9+/FycWVenZOUylKn1SQyzgHR0eGP/UC9f1bsuSTD+xqtpV8OZHQubNo0qEzTW6gSWntxk2ZMOUdUq9e5fd3XuVy/Pkc31+9dJFV339JveYBdLGYPqp5l27mW+RZdr9FvnrpIuFL/6RlSG9qWbzp8+sUTHpqitVphrIdCduKWzXPa4MiFVZdv+bcOnU6w558nqsXLzDr9RdY+umHrJ3xLbPfeJH01FTGv/I2gx99qlBN1SuSa/Mh79vNyYP7SUq4hH8Zb15dUfn4t6SuX3PCl+XtGwxwcPN6zh07So9JdxZLX6cOg4ajtWb3yqX8/d3nZGVmcctDT5RqRayyaNWrL5np6Rzessnq92kpySz6cBqOTk6Meu6VMjHdXP/7HsHNw4MZLz3FD888yvIv/sOhzRtw965Ot/GTmfj6uyU2Grlfp2Bcq1Zl/w00s47ZtZO05GSbLQbaDhiMu5c3W8wxOjLS0vjrv9PZuWQhHYeOZMQzL+EfHGJMKXPsaJHLcTPtW7fqhvaZEDdD9qj+Ad16Mvz/XiT+ZKxd48gkX07kdFTkTRtDAowZEJxcXIncZpy7jf7HLW/KLAiieEgFuRxwdnVjzEtv4FXXhwXv/7PAi27onFmkJSXT5877b3jddf2aM/7VqSQnJvDH1ClcvXQRMJpWr/ruC9KTkxjy2NM53lIrBwe6T7ydi3Gn7J52Y9uCP8jMSCdk4u05Pm/Uui1Ozi5Eh1tvZp2VmcnRndvx6xhUpDfl18qsFK169uW+/3xF8JiJHArdQNjiBbQdMIh7Pvjshh40VAS1fZvg5lGN4/t2G82rnV3w61T53qSXBUopOgwewYXY45zINf1WZkY6m36fSe3GTYttxGfvuvXw6xjE9j/nER22jZBJd9zUuYgrs3rNAqjuUz9HawGtNWeio1g383t+ePYx4k/GMvz/XsSzVp1SLOl17p5eDH/qRdoNGMwtDz/JPR98xj++m8WEKe8QMvEOfNu0K7F1Ozk70zKkN5HbQklLTirSMg6FbsCtmieNWlsvp7OLK0EjxnJsdzhHI8KYM+11Dm/ZSJ8776ffPQ/j4OB4bawDe8bPKG3paams/uErVn7z2bXruxBlUVzkIZSDA/XMAf6yx5EJX/ZnvvmO7YlA66wSnf84N2c3Y4aPqG2hJF9O5NzxGGleXc5IBbmcqOJRjfGvTsWlShXm/utNm02eL5w8QcSKxbQbOJhajRoXy7p9/Fsw9uW3uBJ/gT/emUJSYgKHNq8ncttmQibdSc2GvnnyNA/qRu3GTdkyr+C+yInnz7Fr5RJa9xlIdZ+cg2w5u7rh27Y90WHbrD4lPHXoAClXr9AsqODRq+3h4laFXrfdw30ff8kd0z7iloeewNW9aCO7ViTKweFaP+TIbZtp0qFziU7tI/LXIqQXbtU8icg1NsGeVStIOHOaXrfdU6xNWDsOGUlmejp1mjaj87DRxbZckT+lFK169ePE/j3E7A5n0+8z+eGZR5j5ytPsXLKIOo2bMvblN4t1NOji4NumHbc89ATtBhjXoZs52n9g7/5kpKWyYdYM9q5Zyd61f197Q7p/w5p8py9MT0vlSNg2/IO75ztFVvtBw3Cr5sm8997idNQhhj/1AkEjx11rVVHVuzocL+SpAAAgAElEQVR1mjbjaETZryAf2b6FtOQkMtJS2brg99IujhA2xUUeoHbjptfG1QgePYFmQV1Z9/N3nDy432oerTVHd27HraoH9Zr738zi4t/VaEmy4895oLUM0FXO2DdJoigTPGvVZvyrU5n95ovMeuMF6jTxw6WKO67u7rhUMX5idoXh7OpGyMQ7inXdDVu2ZsyLbzD/vbeY884ULl+Mp17zAIJGjLWa3uiLfBuLPnyXAxvX0rrPAJvLzh7wpPuEW61+79epC9E7txN/MpaaDRvl+C4qbCuOTk40KeaBF7zq1LNr3ujKpFHrdkRtDwUo86NXV3TOLq607T+IHYvmkXj+LJ616pCekkLo3Fk0bNWm2Fs8NG7bgZ633o1/15AbaqkhCq9Vz35s/v0X5k57HaUcaNS6LUEjx+PfNYQqHtVKu3hljo9/S2o1apzn4ZGlnrfeTfCYvKNox4SHkZ6STItuvWzkNLi4VaH7+FvZMu83Rj79ktW3zU07BLFt4R+kXLlS5OnJ4k/FEjpnFsFjJpbYIIP716+mWs3a+LZtz+6VSwkaMQ7PWrVLZF1CFFVWViZxUZE5xr5QDg4MefwZfnn1Gf78z3vc9d5/qepdncyMDE4e3MeRsG0cCdtKwpnTBPbuj4PDzb12+XXqgoOjE2FLFuLk7EK95jd/dgFRdFJBLmdqNWrMuJffYtPvv3AlPp605FhSk5NIS04i0xzIqs9dD5TI6LK+bdox+oXXWDB9KijFkMeeyfdmuXmX7tRu4seWebNp1bOv1bSXTsexd+1K2g0carOJYPZIydE7t+WpIEeHbaVR63ZFnr9T2C+7H7KjszN+nQo3IJoofu0HDmXHonnsWrmUXrfdw86li0hKuMSo56YUe/9g5eBQqLnURfHxrluPfvc+AmhadO9FVe/qpV2kMk0pxe3vfkRyQoLZ6kijszTa/HfL3FlsnD2DqwkX6Xf3Qznebh8K3UCVap7XznX56TR0FB0Hj7D5drxpxyC2zv+NY3vCc0wXZa8DG9aw8pvPSE9NIeHMaW575/1ifxN/5WI8MbvCCR4zgXYDhnBgw1q2zv+NWx56oljXI8SNOn/8GOkpydQPaJnjc7eqHox69lV+fe15Fr7/Tzzr1CUmIozUpKs4Ojvj26Y9XUaOo1XPvje9zG5VPfBt256YiDAatW4n/Y/LGakgl0P1A1ox8bV/5vk8MyOd9NTUEh1Iqkn7Tkx+69+kp6bkqazmppQy3iJ/MC3PW+QLscc5uHkDBzasxsHRKd+bb89adajt24To8O10GTX+2ufxp2K5GHeKTkOlyefNUKuhL1W9q+Pj30KanZcBXnXq4tc5mD2rltNx8Ai2LZxDs6CuNGhRtMHqRNnVaWjR5rKurJxdXHGubf2B69B/PIu7lzdhixeQdOkSQ/7xLE7OzqSnpnBk5zYCe/Wzu5VEfhVWH/8A3Kp6cDQ8rFAV5PTUFFb/8DV716ygQctA/DoFs+HXH9m/YU2+LbGK4uDGtWidRWDv/njWrkPbAYPZs2oZwaMnSAsqUabERR4EoL5/yzzf1W7clFsefoKln35Iwrkz+HcNwa9zME3adryhaQ6Lg39wd2IiwmjYSvoflzdSQa5AHJ2ci2XU2oL4+NvfTKR5ULdrb5HrNQ8gcssmDoVu4PyJY6AUjQLb0v++RwuchsevczDbFs7J0VztyI6t174TJU85ODD5rfdwrVq05oKi+HUcMoIjO7YwZ9rrpKUk03PyXaVdJCHKNOXgQN+7H6Rq9Rqsn/k9yZcTGfXcFI7t3klGamqR3vZa4+DgSOP2nTgasQOdlWXX298LJ0/w18fvcf7EMbqOnUTIxDtQShG1LZQNv/6If3D3YmstpbVm3/rV+DRvQY36DQHoOnYie9esIHTubIY89nSxrEeI4nDq8EGqeHrhZWOAyMBe/WjUui0e3jVu6pgHBQno2pOobaG07NGntIsiCqns/BWJCkkpRciE27l0Oo4fn32MTb/PxLVqVfrf9wiPfjmDSW+8a9doyE07dkFnZRGzK+zaZ0fCtlK7iZ/0l7qJqvs0wN3Tq7SLIUy+bdpTo35DLsQep3Xv/jmmSBNC2NZl5DiGPP4MJ/bv4fe3X2HX38tw9/Iu1jc9fh2DSEq4xNmY6ALT7lu3ipmvPM3VSxcZ/8rb9Lz1bhwcHVEODvS792GuXrrIlvnFN4jWuWNHOX88Jkefzmo1atFh0DD2r1tN/KmTxbYuIW5UXORB6ge0zLf7ULUatcpU5RjAzcODca+8TY36DQpOLMqUsvWXJCqkZkFd6TZuMn3ueoCHPvuBW9+eTschIwvVl87HPwC3ap5Em9NmJCUmcOrQQZp1Lp7Rq4Uoj5RSBI0ah0uVKnSfcHvBGYQQ17TuM4CxL75BfFwsx/dE4B9cvIPQNWlvzLta0HRP4cv+ZNnnH1PPz5+7pv8vzyB7Pv4taN1nADsXL+Di6VPFUrZ961bh4OhEix45p4MLHj0RRxdnQuf8WuRlFzQvrRCFkZSYwMW4U/hYaV4tREmRCrIocUopeky+i6ARY4v8ttfBwRG/Dp05Gr6DrKxMjobvQOssmhfT9E5ClFdt+t7C49/+ileduqVdFCHKnaYdg5j0+rs0aBlI+0HDinXZ7l7e1GvmT3Q+0z0lJSaw6beZNG7XkYmvT6NajVpW0/W87R4cnJxZO+PbGy5XZkYGBzeto1nn4Dwjobt7edNxyEgObl5vdIWyU0ZaGhErlvDNEw8YA3kKUUziIg8B5BmgS4iSJBVkUW74dQ4m5cpl4g4f4kjYVjyq16BO02alXSwhSpVS6qaMPSBEReXj34Jb355eIlMpNekQxOnIwyRfTrT6/abffiY9NYV+9zyc79trj+o16DZuMtFh24iJCLOZzh4xu3aSlHCJQBuDfnUZOQ4XNzdC/yj4LXJ6Sgo7/prPt089yKrvPiczI53ondvtalYuhD3iIg+iHByo53dz5zEWlZtUkEW50bhdR5SDA5HbNhETsRO/zsHFPp2NEEIIUVz8OgahdRYxu8PzfHc2Jpo9q1bQYdDwAmeFAOg0bDTe9XxY89M3ZGZkFLlM+9evpko1T5p26GT1+yrVPOk0bAyHt26yWdFNTbrKlnm/8fUT97Pu5++o2aAhE1+fxr0ffI6Tqys7ly4qcvmEsHTq8EFqN25a6iNSi8pFRrEW5YZbVQ8atmxNxIolZKan00yaVwshhCjD6jZrjls1T2LCd9DKYiRbrTVrf/oGVw8Pu8cPcHJ2pu/dD7Jg+jtELF9M5+GFn+Iw5coVjoRtpd3AIfm2POk8fDThyxax5sev8esczJX4C1yJv8Dl+PNcib/A1YvxZGVm4tepC13HTqJ+wPXp5Vr3Gcje1cvpffu9uHt5F7qMwrb0tFTmTnuDwN79aDdgSGkXp8RlZWZyOuowrfsW7xRnQhREKsiiXPHr1IUT+/fg5OqKb+v2pV0cIYQQwiYHB0eatu/E0YiwHNM9RW0L5cT+PQy4/7FrUxfaw69TME3adyJ0zq+06tW30LMKHArdQGZ6Oq1751/hcKvqQfDoiWz49UdiD+zF2a0KHjVqUq1GDRq1aoNHzVoEdOtJXSvdnDoNHcmuFYuJWLGEkInld/DA00ciqVG/QbFNrVUcdi5eyMmD+zh/IoaAbj1xq+DTLp4/cYz01BSr8x8LUZKkgizKlaadurBu5vc0adcJJxeX0i6OEEIIka+mHTpzYONaTkdH4tO8BRlpaayb+R21GjWm3cDCvQVUStH37oeY8eITbJz1E4MeeapQ+fevX03Nhr52jd/RZeQ4Arr2oIqnF67u9lcSa9RvSNOOQexauYTgMRNxci5/YyQknD3Nr1OeI7B3f4Y8XjbmhE5KuMS2hX9Qp2kzzh49QtjiBfSYdGdpF6tExUUeBMDHooWCEDeD9EEW5UqN+g3pNm4ywWMmlHZRhBBCiAI1bt8JlOJouDG4VtjiBSScPUPfex4q0rRSNRs2ouOQEexZs5K4qEN257sYd5JThw8Q2Lu/XeN3KAcHvOv5FKpynK3TsNEkJVzi0Ob1hc5bFoQvX4zWWezfsJqEs6dLuzgAbP7jVzLS0hj+1AsEdO1B2OKFJCUmlHaxStSpwwdx9/KWWRrETScVZFGuZE8Z5dO8RWkXRQghhCiQu6cXPs0DOBqxgysX49k6/3eaBXWjcdsORV5m9wl3UNXLm1XffUlWVqZdefZvWINSDgT26lfk9dqrcdsO1GzoS9iSheVuXuS0lGT2rl5Bo9btcHBwYNuCOSW2rtiD+4javqXAdBdiT7B71TLaDRxKjfoNCZl0B+mpKez4c16Jla0siIs8iI9/SxmQVdx0UkEWQgghhChBTTsEcfpIJH9/+xmZGRn0uev+G1qeq7s7fe68nzPRkexdvbLA9FlZmexfvwbftu3xqFHzhtZtD6UUnYaN5lxMNLEH9pb4+orTgQ1rSE26So9Jd9Km3yD2rv2bxPPninUdWVmZbPr9F35762UWfvBP9q1blW/69b98j7OrG90n3AZAzYa+tOrZl/Blf3H10sViLdvNcOViPDuXLuLP//ybS2esv6FPSkzgYtwpmf9YlAqpIAshhBBClKCmHYNAa47s2Ern4aOpXq/+DS+zZc++NGzVhg2zfrI5zzIYI2av+fEbEs+dof0tQ294vfZq1asvbtU82blkYaHyXb5wnh1/zeeXKc8yf/pU0lNSSqiEeWmtCV/2F3WaNqN+i1YEj54AaLYvmlts67gSf4E577zGlrmzaN17AL5t2rP8y/8SvXO71fTH9+4ieud2uo6dlGNQtu4TbiMzI52tC34vtrKVpKTEBHatXMLvb7/CV4/dw5ofvyZq22YWTJ9KWnJSnvRxkUb3ARmgS5QGqSALIYQQQpSguk2b4e7ljbuXN13HTi6WZSqlGHD/o6QmXWXjrBk204X9NZ+I5X/RecRY/INDimXd9nB2caX9wKFE7dhq8y1htqSES0QsX8zsN1/i68fvZd3P35GZns7RnTuY9++3SEtJvillPr53Fxdij9Np6CiUUnjWrkNg7wHsWb2cKxfjb3j5MRFhzHjpKeKOHGbI488w5PGnGf38FOo08ePPj9/j5MH9OdLrrCzW/vwdnrXr0GnoqBzfVa9Xn9Z9BrJ75dJif8NdnOIiDzFn2ut8+chd/P3t51y9dJHu42/j3o++YNwrbxN/KpYln36EzsrKle8gDo6O1G3WvJRKLiozqSALIYQQQpQg5eDAsCefZ/TzrxVp0Ctbavk2odPQkexevZzTRyLzfH8odCPrZn5PQLee9LnjvmJbr706DBqGg4MD4cv+tPp97P69zP3Xm3z5yN2s+v4LUq5cpsekO7n/v19z9/RPGPbkc5w8uJ95/3rT6lvG4ha+7E+qeHrRonuva591HTORrMzMG+rvm5WZyYZZPzH3X29S1cubO9/9D637GFNtuVRxZ9wrb1OtZi3mT3+b88djruXbv2EN52Ki6XnbPVZn7ug+/la0hq3zfyty2UrSxbiTzPvXm5w/cYwuo8Zz9/RPuPejLwiZeDs1GzSicdsO9L3rAY7s2MLmObNy5D11+CC1GzfF2dWtlEovKjOpIAshhBBClLDGbTuUSH/K6wN2fZ7jLVzswX0s/exD6rcIZOg/nr02B/PN5FGjJi2692LvmhWkJl2v4MYe2Msf77zKb2+/zLmYaILHTOSe9z/l3g8/p9v4W681QW/Zow/Dn3qRU4cPMufdN3Iso7hdOnOaI2HbaD9wSI7KqHc9H1r16MOuv5cWetToKxfjiVi+mF9fe45tC/6gbf9B3D7tQ2o2bJQjnbunF+NfnYqziytz332DhLNnSE9NYePsGdRrHkDLkN5Wl+9Zuw7tBg5m75qVZWa07WwpV68wf/o74ODArW9Pp9dt91C7cdM8A251HDqK1n0HsmXuLA5v3QQYDxRORx3Gx18GZBWlQyrIQgghhBDllKu7O73vvJ/TRyLZs2YFAPGnYlk4/R08a9dlzAuvWX37eLN0GjaatORk9q1deb1i/NbLnD9xnL53P8QDn3xLz1vvopZvE6v5W3TvycinX+bMkUjmTHuNlKtXrKbTWpOUmFDkUbMjlv+Fg4MD7az00w4eO4mMtDTC/ppf4HISz58lbPFCZr/5Il89dg+rvv+CtJQUhj35PIMeecrmG1GvOnUZ/+pU0tNSmfvu62yc/TNX4i/Q564H8h3FueuYSTg4OBI6Z7b9G1uAszHRHNi4lvPHY8jKtG+UdEtZmZks/u90Es7EMerZV/CuW89mWqUUAx/8Bz4BLVn62UecjYnm/IljpKemSP9jUWqcSrsAQgghhBCi6Fr17Mvuv5exYdYMGrRozfx/v4WDkxPjXn6LKtU8S7Vs9Zr5U79FIOt/+YHMjAzcvbzpe/eDtBs4xO7ms/5dQxj5zCv8+fF7zPnna4yf8g4ublU4FxPNyUMHOHloH6cOHeDqpYv4dw1h+FMv4OjkbHcZ01KS2btmJf7BIVSrUSvP9zUbNKJFt56EL19M0KjxVPGoluN7nZXF4a2b2PHXfE5HHQagtm8TQibcjn/XEGo29LVrqqJavk0Y++KbzJn2OjuXLMQ/OISGLVvnm8ejRk3aDxrGziWLCB4zgRr1G9q93bnFHtzH1vm/ExMRdu0zJ2cXajVuQp0mftRp0ox6zfyp07RZvtuz7ufviNm1k1sefpJGgW0LXK+TszOjn5vCzFeeZuEH/6RNv1sA8AloVeRtEeJGqPI2P11JCQoK0jt27CjtYgghhBBCFNq54zH8/NJTODg6opQDk9/8F/WaB5R2sQA4tjuC1T98SdsBg2l/y9Ai9ys9EraNPz96F7dqnqQmXSUjNRUAz9p1adAyELeqHoQv+5NmQd0Y8fRLODnbV0netXIJf3/7ObdOfZ8GLaxXys4dj2HGC0/Qbfxt9Jh0B2C8tY7ZtZONs2ZwNuYINRo0IrB3fwK6hlDdp0GRthEgOnw7oX/8yvCnXsS7nk+B6ZMSLvHtkw/i27YDo557BQcHR7vXpbXm2O5wts7/ndgDe6lSzZPOw8fQtGMQ508c4+zRI5yNiebs0SOkJl0FoH5AK3pMvgvfNu3yLG/3qmWs/PpTOg0bTb97HrJ/o4HTRyL57c2XyEhPw93Lm0e/+lnmQC4FSqkwrXVQaZejNEkF2SQVZCGEEEKUZ2tnfMvOJYsY9fwUmgd1Le3ilIiYiDB2LF5AjfoNadAykPotWuV46xu+/C9Wf/8lfp26MPKZVwpsXq615sfnHsfZ1ZU73v043wrZwg+mcWLfbh767HsuxB5nw6yfiN2/F8/adekx6Q5a9uxTqMppcdq2cA4bfv0Rv05dGP7UC7hUKXgwuCNh2widM4sz0ZF41KhJl5HjaDtgsNUHGFprEs+dITp8B9sW/MGV+As0at2OHpPupEHLQABO7NvNnGmv49u2A2NffAMHx8LviwMb17Lkkw9oFtSNMS+8Vuj84sZJBVkqyNdIBVkIIYQQ5ZnOyuLqpYt41KhZ2kUpVbtWLuXvbz+jSYfOjH5uSr6V5GO7I5gz7TWGPP7MtZGlbTkTHcXMV56muk99Lsadwt3Lm27jJtNu4JBCNekuKRHLF7P6x6+o2dCXsS++gWftOlbTXYm/wKrvvyRqeyjedX3oMnoCgb372/3GPSMtjd1/L2Xrgj9ISrhEkw6daTdgMCu++gR3Ty9un/Yhru5Vi7wdBzeto2ZDX2o3blrkZYiikwpyBa4gK6WGAP8FHIFvtdbv5ZdeKshCCCGEEBXDntUrWPH1JzRu24HRL7yGs4ur1XTzp08lLvIQD3/+o10VxEUfvsuxPRF0GTWeTsNG4eJWpbiLfkNidofz18fv4ejszOjnp1Dfoh+vzspiz+oVrJv5PVkZGXSfeDtBI8YW6U0vQHpKCuHL/2L7n/NIuZyIm0c1bp/24bVRyEX5JBXkClpBVko5AoeBW4BYYDtwm9Z6v608UkEWQgghhKg49q79m+Vf/hff1m0Z88IbZKSncfViPFfMn8vnz7F5zq90GzuJHpPvsmuZmRkZ6KysUh0ZvCAXTp5gwb+ncjn+PIMf/T9a9exL/KmTrPzmE2L376VR63bc8vATxVaRTU1KYu+alTRo0arM9HsXRScV5IpbQe4OvKW1Hmz+/gqA1vpftvJIBVkIIYQQomLZv2ENyz77GACts/J8X92nAZPe/Bce1Wvc7KKVqOTLiSz68F1iD+zFPziE6PDtODm70OeuB2jT7xYZ/ErYJBXkijvNUwPghMXvsUDFHK1CCCGEEEJYFdirH+7VPDm+bzce1WtQ1fzxqF6TqtWr22x6Xd5VqebJhNfe4e9vPzemsOoaQv/7Hq1wDwKEKAkVtYJs7bFYnlflSqmHgYcBfH19S7pMQgghhBDiJmvSoTNNOnQu7WLcdI5Ozgx65Cm6T7gdz1q1S7s4QpQbDqVdgBISCzSy+L0hcCp3Iq3111rrIK11UO3acuIQQgghhBAVh1JKKsdCFFJFrSBvB/yVUk2VUi7ArcCiUi6TEEIIIYQQQogyrEI2sdZaZyilngCWY0zz9L3Wel8pF0sIIYQQQgghRBlWISvIAFrrJcCS0i6HEEIIIYQQQojyoaI2sRZCCCGEEEIIIQpFKshCCCGEEEIIIQRSQRZCCCGEEEIIIQCpIAshhBBCCCGEEIBUkIUQQgghhBBCCEAqyEIIIYQQQgghBCAVZCGEEEIIIYQQAgCltS7tMpQJSqlzwLHSLocVtYDzpV0IUSok9pWXxL5ykrhXXhL7yktiX3mV1dg31lrXLu1ClCapIJdxSqkdWuug0i6HuPkk9pWXxL5ykrhXXhL7yktiX3lJ7MsuaWIthBBCCCGEEEIgFWQhhBBCCCGEEAKQCnJ58HVpF0CUGol95SWxr5wk7pWXxL7ykthXXhL7Mkr6IAshhBBCCCGEEMgbZCGEEEIIIYQQApAKshBCCCGEEEIIYdBa5/sDVAHWAY7m78uAS8BfudL1B3YCe4GfACfz8zuA3ebPZqC9jfU8AUQBGqiV67u+QASwD1hn8fkz5md7gVmAm5XltgRCgVTg+VzfDQEOmet92Ua5qgPzzfJvA9qYn7cwy5T9kwg8XcC+tLkvbJUFeB84aOaZD3hbfPeKmf4QMDif9eZJB7gDi81l7wPesxH7DRbpLgMp2bEHHgX2mMu+AkRaif0B87skM93/Wdm2k2YaW7E/YsYvOXvfmLE/aOa7DKwCqtuIfRpw1nLfmvs70izXeWBldn6gLfCjxD7f2N8LnDOXnWTG0NpxHw+kA1E2yjffjLvEvvzE/mNz26PMzzNtxD7ajNtxcp1fgSeBM2ZsJfZlIPZcv9Z7mOmumLGNskjjC4Sb+y8F+NtK3A8ACWb895H3nH/aIu5+VuIeARzj+jXjZa5f6w+Y+aMsY5cr7qnAN5b71mJfR5vxj7QS+18rYtzNz5cBu8x9+CXm/ZyV2HfBuKZfNfdj9jHfG+P+LtPch7bu8+R8X/Fib899npzvy2HsLdJ1tojx/zC731p8P8GMW5CVvI2ANRjnZmvne6vblmsZtvZNDTNmOc7XN5o/O/b5xVJrbVcF+R+5NngAMBKLCjLGm+gTQID5+1TgAfP/IRaFGgpstbGejkATIAaLgwfwBvYDvubvdcx/GwBHgSrm778D91pZbh2MA38aFhVkwBHjgPQDXMw/okAr+d8H3rQ4EFdZSeOIcdFuXMC+tLov8isLMIjrJ6J/A/82/x9opnMFmpr58/zx20qHcbPUz0zjgnFDPNRK7J+3SDcY4wDILrenRewfxTgYc8e+JdDJ3N7twOHc22bG/guMmyprsT9m7psG5rb0NWP/EcbNz+/AH9n7JlfsuwIXgXct9m0bcz98BUwxP/vIMj/Gjd+XEnubsb8X+JQCjnuMG6sngCQr5WuEcRGJxbioSuzLQex1znP+VOB7K7Gvaa7zPoybDstt62fu42CMc77EvgzE3oz7/2Wnw7jWjwUuZKfDGFAmHggw13OJvMe8D8YxvxWoRt5zfpAZ9wTgf1bi3sQscxeznPswzhFVgOkYN1v3mn8DlrHLvta/i3EzbLlvj5u/fwDEmWXPnT8G+Kiixd38ztP8VwFzgVutHPP/h3Gsdjdjv8Oi3E2A9hiVpyflfF+pYm/PfZ6c78th7C2WkR17BSwl53WhGrAe2IL1CrIP0MkibZ57/NzbZmXf2to307n+sOPl4sxvxt43v3ja08T6DmBh9i9a61UYT3Is1QRStdaHzd9XAuPN9Ju11hfNz7cADa2tRGsdrrWOsfLV7cA8rfVxM91Zi++cgCpKKSeMi/opK8s9q7XejvFU01IwxlPOaK11GjAbGG1l/YEYT63QWh8Emiil6uZKMwA4orU+Zm3bLMpia1/YLIvWeoXWOsNKntHAbK11qtb6KMaTk2Arq7WaTmudpLVeY64jDePpcO7Y3AHMsUi3HOMpkZv5eyJm7DFudjR5Y39Qa73TLHt9M38Dy23TWocDKzD+0C3djnGTddDcNyfNfTMYI/YjgZkYsZ8LjMm1v89inNgvAPEW+/Yf5n7oi3FzPxvjbYhl/j+BPkjsrcbe5EYBx73Wej3GydXZSvk+Bh4DMqx8J7Ev27HPPu4HYrTeyRF7jApUFLAA43i3PL8+hvH2cpt5zs/KtX6JfenE/g5gYXY681p/EePNSXY6VyDLPOa9MG6acx/zccAvQEOt9WXynvN3mHFPxbgmZLsdmIdxwxWltd5ulnMRxlvtKua2ncG41v+ERewsrvV1gAsW+3YzkKK1jsb42/nBXE6O/BiVv+xrW4WJu7nsRDONE8ZNpM6V9w6M/eSptQ41Y78EqGfmj8HY55kYDxhAzvdWVcDYF3ifh5zvs8tS3mKPUsqH67HXwAxy7qN3MCqaKTa2OU4b9/jYON9b2zZL+dXFss/TkPd8faP5/57yNOoAAAxLSURBVARutbZN2fKtICulXDCaQMXklw7jaa2zUirI/H0CxtPC3B7AeDpRGAFAdaXUWqVUmFLqbgDzIPoA42lUHJCgtV5RiOU2wLi4Z4s1P8ttFzAOQCkVDDQmb5BvxbhJLAzLfWFvWe4vQp4C0ymlvDFOQqssPssTezNdCMaJKNskjH3yMfAU+cd+A8bb4q02ti3ZXE99pdQSjNj7AO0sYh+L8ZTqA6A5RnO/BK31bIwbI8v82dufaLGeWIynmCeAuubNXCzGU9I6Ful2YJxUJPbYjP1wwFcptUop1QjbsZ9MrodqSqlRwEmt9a5cn0vs8yqLsT+PUZkIAFaTN/bZ68/eXsv1BwC9lFJblVLrMC7cEvtSjH0+13oPjP2T/TfyMuCplDqDcRO9l3yu9UqpJtg+53tgPMVHKVUfeAHjLeS3QOfsaz3G26XdGNd6f+CseeMVh/XYe2K82c6WzvUH5HUxb+As85vCMG7KK2TclVLLMZqgXgbmWHzugvH2RZt5sp0j50Ox8xj3jH7m73K+L1hFiX1B93lyvs+rTMc+V37L2F/Lr5TqCDTSWv9lJV8eBZzvr22bldjZKn927MjnfF/o/KYdQK/8tqegN8i1yHmhscp86nAr8LFSahtGIHI8JVRK9cP4g3mpoOXl4oTRPn44xsXrdaVUgFKqOsbTgaYYT6GrKqXuLMRylbVNsfLZexgV9AiMfhThWGybeYIZhdH0w74V590XBZZFKTXFXO8vhSx/vunMt++zMJq6RVukyRF7i3TzMPpzGAvS+jOMZlWXMJ5C2or9gxjNV562eKqVe9uumss8pbUehhF7P2A5Zuwxnmq6YMQ+ESuxt8hva/utyb3vzmL0e5HYW4/9nxgXoD4Y/RL3YTv2kzHe+mR/5o7R5OmNPIWT2JeH2Gef8xdi9PsKJW/sFcZNj+X2Zq/fCaMi1A2jUlTbXKbEPmeemxn7PNd6M93rQIxFutswmiQexngwPRDb1/qpGG98bJ3zNeYNm9b6FEa/587AvzBupF5XSgVgvDlqav4kYuVanyv2hdofFj4CvCpq3LXWgzGOSVeMMWOyZcc+32PGPObXAfcVcJ8n53sqXOwLus+T872FchL7fPMrpRwwHog8Z+X7vAtRyoP8z/fXts2O2Fnbzutf3mB+01lytmDKw6mABSST8ymSTVrrUMzauFJqEMZTIczf22E8FR6qtb5gfQk2xQLntdZXgatKqfUYfWEAjmqtz5nrmIfxlmNmIZZr+QSsIdabaCdi9KtAKaUw+kQctUgyFNiptT6TO681NvZFvmVRSt0DjAAGmBcpm3mUUmOBN83PHrRjO78GIrXW/zHX5YjxJN0Rs4mNZTqMG+XnLbdJax2qlArEaI63HuuxPwXM11rPy7U/rm0bxpsCS7Hm8hpprc+bse9gfncU4ylRLbNMAzH+4HPLfmpouf0xGCfkM8poXtIQ44Rvmd8NuKq1lthbib1F+UOVUi0x+iXaiv2DwCcWy2uGcbO7y9it157W1sF4S5G9jRL7Mhh7CyHABK315tznfIyLcT+gg9b6glLKcv2xGN1mNLDN/BuoicS+NGO/HPBTSk3VWr9hkS4WI5bZHgCGaK1PmHnjMN7s5t7WkRgDZf2Szzn/PDnFmp8dwTgXZF/rewOntdbnlPHmehUQopRahfXYJ2L0a8zmxPUmv2eAVhj7zSdX/kyMZp49K2jc0VqnKKUWAaOVUqvJeczHkvPNWW3yNqs8B/ygtZ6Tz32enO8rYOzzu89DzvfXlKPYg9F95Qtyxj47fzWMftxrzZjVAxYppUZprXfk2mZnjMpxfud7y22zlF/5zyilfLTWcVbO1zea3w2z1apNOp8Oyua2nCDX6NAYbfpzj2KdPXiWK8YFrL/5uy9Gm/iQgtZlpo8hZwf+VubynDCeJO/FCFpXjLdW7hhPEH7CHDzCxnLfIucgXU4Yo+415XrH7tZW8nkDLub/HwJm5Pp+NnBfrs+eAJ6wsiyr+yK/smCMzrYfqJ0rT2tydsyPxnoHfpvpgH9i/FE75Bd7y3SWsQf8s2OPcUMUZiP2S4H/WFl+jm2zEfvVZplbmfE+hNFaYR/G062XzdgvBKZbWYcTeQdvaGcu82tyDt4w3SLfeIx+KxJ767H3sYj9WIwmNVaPe4w3zXsLOOZzD9whsS+jsTfTtDBjprB9zj9pY9seBaaa/w/AeLIssS/l2GNxrbdI1y9X3JdyfZCmdhj9Eq0d8zMo4JyP7Wu9K8YN6iGMG+VIc7nuGINmhmG86XnZRuynYnQHsNy3J8zfP8R48906d37gLuDrihZ3jKbsPhbr/y13mbl+zG/HeNOnMM7pW63sgwnkc5+HnO8rVOyx/z5PzvflLPYWy7CM/VJgmJU0a7E+SJfCjvN9PueD/PbN++QcZMtW7Aud34z9l7bKpbW2q4L8HTDQ4vcNGE8RkzFq7oMtCnLA/MN+2iL9t+YfbvZQ6TssvlsC1Df//5S5vAyM2v+3FuleMHfy3lzLfhtjCPG9wM+Aq8UB+aj5/+ynY4kYzUNiuT6y2zCMpmJHgCkWy7XM3x3jAn0Q4wmW5bQS7hgXYq9c++xT4DYr+zK/fWGrLFEYJ7DsPF9afDfFTH+IXCPR5lpvnnQYT1m0GbPsZT9oJfa3WqS7YsYnzdyP8zFOYGcxmkcftRL7RDN/MkYTzQhzW5eY6U+Yy0rDGLzhFMZ0G0ssYn8c40bsfPa+MWN/2CxTIsYJtoYZu5e4PshErLneTLPsUy32dxTXh/9fZZH/UTOGz0vsbcZ+th2xv2j+pJuxjcV4A5X7uM/g+nEvsS/7sR+M8cBxK/mf849gvIVIsYjdEow+XjPNeKeZ8ZHYl3LszbgPtEiXZO67LIwWIoMxBq08aRHXL6xsa6RF/uz1bMdozhZlpkkz01w189U3Y5d9rY/BOLccMbcl+1p/AKOCG2XG7lkzbvUx+jNnX+uvYJx3os382fv6qLnMSMv8ZvnnYPwdVrS41zX3/26Mc/YnmCPLWol9EMb9VLLFTyzGA4ns63QGxnEp5/vKEXt77vPkfF8OY2+RPzv2R8xtU1bSrMV6Bbknxrl8t8U2DMtv2zDP93bsm5pmzLLP1zWKI79FDEfa2qdaa2Mn5EcZnbSf1VrflW9CcY1S6i9gnDZGVCu3KmvslVKuGH2teurrI/DZm1diX45J7CX2VNLYV9a4Q9FjXxHiDpU39pX9mAeJPZU49pWVvbEvsIJsLux+4CetdWbxFVGUB5Ux9kopf4xRTteWdllKk8S+8pLYV06VMe4gsYfKGXuJu0FiLyoTe2NvVwVZCCGEEEIIIYSo6Aqa5kkIIYQQQgghhKgUpIIshBBCCCGEEEIgFWQhhBCiWCilNt9A3r7m4C/5pemglBpW1HUIIYQQomBSQRZCCCGKgdY6pIRX0QFjSgshhBBClBCpIAshhBDFQCl1xfy3r1JqvVJqvlJqv1LqS6VUnuutUmqIUuqgUmojMM7i82Cl1GalVLj5bwullAswFZislIpQSk1WSlVVSn2vlNpuph190zZWCCGEqKBkFGshhBCiGCilrmitPZRSfYFlQCBwzPz/V1rrORZp3YBIoD8QBfwGuGutRyilPIEkrXWGUmog8JjWerxS6l4gSGv9hLmMd4H9WuuZSilvYBvQUWt99WZtsxBCCFHRyBtkIYQQovht01pHm3OLzgJ65vq+JXBUax2pjSfVMy2+8wL+UErtBT4GWttYxyDgZaVUBLAWcAN8i3EbhBBCiErHqbQLIIQQQlRAuZtnWWuuZasJ1zvAGq31WKVUE4zKrzUKGK+1PlSUAgohhBAiL3mDLIQQQhS/YKVUU7Pv8WRgI4BSaoZSKhg4CDRVSjUz099mkdcLOGn+/16Lzy8D1Sx+Xw48qZRS5rI7FvtWCCGEEJWMVJCFEEKI4hcKvAfsBY4C883P2wFxWusU4GFgsTlI1zGLvNOBfymlNgGOFp+vAQKzB+nCeNPsDOw2m2O/U5IbJIQQQlQGMkiXEEIIUYzMQbqe11qPyPW5J/Cd1npiqRRMCCGEEAWSPshCCCHETaC1TgSkciyEEEKUYfIGWQghhBBCCCGEQPogCyGEEEIIIYQQgFSQhRBCCCGEEEIIQCrIQgghhBBCCCEEIBVkIYQQQgghhBACkAqyEEIIIYQQQggBSAVZCCGEEEIIIYQA4P8B1slheERZwtgAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[58]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ip&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;192.168.10.171&#39;</span> <span class="p">),[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;120min&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[58]:</div>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f04f0801b50&gt;</pre>
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
"
>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[59]:</div>
<div class="inner_cell">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ip&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;192.168.10.171&#39;</span><span class="p">),[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]][:</span><span class="mi">5</span><span class="p">]</span>
</pre></div>
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<div class="prompt output_prompt">Out[59]:</div>
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<style scoped>
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
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<th>cpuidle</th>
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<tr>
<th>date</th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th>2020-02-23 22:20:02</th>
<td>88.2</td>
</tr>
<tr>
<th>2020-02-23 22:25:02</th>
<td>88.2</td>
</tr>
<tr>
<th>2020-02-23 22:30:02</th>
<td>87.5</td>
</tr>
<tr>
<th>2020-02-23 22:35:02</th>
<td>93.8</td>
</tr>
<tr>
<th>2020-02-23 22:40:02</th>
<td>88.2</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
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</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[48]:</div>
<div class="inner_cell">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ip&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;192.168.10.171&#39;</span> <span class="p">),[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;120min&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[48]:</div>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f04f0a619d0&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[49]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DatetimeIndex</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">)))</span>
<span class="n">df2</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;ip&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;192.168.10.171&#39;</span> <span class="p">),[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;D&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[49]:</div>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f04f09b7850&gt;</pre>
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
"
>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span><span class="o">=</span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">,</span><span class="s1">&#39;ip&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ip&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;D&#39;</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;first&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1">#df2.reset_index(level=None, drop=False, inplace=False, col_level=0, col_fill=&#39;&#39;) </span>
<span class="n">df2</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt output_prompt">Out[60]:</div>
<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
</style>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th></th>
<th>cpuidle</th>
</tr>
<tr>
<th>ip</th>
<th>date</th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th rowspan="5" valign="top">192.168.10.171</th>
<th>2020-02-23</th>
<td>86.430000</td>
</tr>
<tr>
<th>2020-02-24</th>
<td>88.134375</td>
</tr>
<tr>
<th>2020-02-25</th>
<td>86.909825</td>
</tr>
<tr>
<th>2020-02-26</th>
<td>86.561458</td>
</tr>
<tr>
<th>2020-02-27</th>
<td>88.261458</td>
</tr>
<tr>
<th>...</th>
<th>...</th>
<td>...</td>
</tr>
<tr>
<th rowspan="5" valign="top">192.168.10.97</th>
<th>2020-02-29</th>
<td>64.493403</td>
</tr>
<tr>
<th>2020-03-01</th>
<td>64.821875</td>
</tr>
<tr>
<th>2020-03-02</th>
<td>61.367361</td>
</tr>
<tr>
<th>2020-03-03</th>
<td>59.897569</td>
</tr>
<tr>
<th>2020-03-04</th>
<td>61.434074</td>
</tr>
</tbody>
</table>
<p>121 rows × 1 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df3</span><span class="o">=</span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">,</span><span class="s1">&#39;ip&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ip&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;D&#39;</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;first&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df3</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ip&#39;</span><span class="p">)[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>ip
192.168.10.171 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.23 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.28 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.30 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.40 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.92 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.93 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.94 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.95 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.96 AxesSubplot(0.125,0.125;0.775x0.755)
192.168.10.97 AxesSubplot(0.125,0.125;0.775x0.755)
Name: cpuidle, dtype: object</pre>
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
"
>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[55]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="kn">import</span> <span class="n">figure</span><span class="p">,</span> <span class="n">output_file</span><span class="p">,</span> <span class="n">show</span>
<span class="kn">from</span> <span class="nn">bokeh.models</span> <span class="kn">import</span> <span class="n">ColumnDataSource</span>
<span class="kn">from</span> <span class="nn">bokeh.models.tools</span> <span class="kn">import</span> <span class="n">HoverTool</span>
<span class="kn">from</span> <span class="nn">bokeh.palettes</span> <span class="kn">import</span> <span class="n">Spectral3</span>
<span class="kn">from</span> <span class="nn">bokeh.io</span> <span class="kn">import</span> <span class="n">output_notebook</span><span class="p">,</span> <span class="n">push_notebook</span>
<span class="n">output_notebook</span><span class="p">()</span>
<span class="c1">#output_file(&#39;example.html&#39;)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="3613">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="c6a6b28e-6a76-4be3-af0c-e8c75e9048aa"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#c6a6b28e-6a76-4be3-af0c-e8c75e9048aa');
(function(root) {
function now() {
return new Date();
}
var force = true;
if (typeof root._bokeh_onload_callbacks === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
/**
* Render data to the DOM node
*/
function render(props, node) {
var script = document.createElement("script");
node.appendChild(script);
}
/**
* Handle when an output is cleared or removed
*/
function handleClearOutput(event, handle) {
var cell = handle.cell;
var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id != null && id in Bokeh.index) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var id = msg.content.text.trim();
if (id in Bokeh.index) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
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* Handle when a new output is added
*/
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var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find("." + CLASS_NAME.split(' ')[0]);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[toinsert.length - 1]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("3613");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) {
if (callback != null)
callback();
});
} finally {
delete root._bokeh_onload_callbacks
}
console.debug("Bokeh: all callbacks have finished");
}
function load_libs(css_urls, js_urls, callback) {
if (css_urls == null) css_urls = [];
if (js_urls == null) js_urls = [];
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
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return null;
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root._bokeh_is_loading--;
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console.debug("Bokeh: all BokehJS libraries/stylesheets loaded");
run_callbacks()
}
}
function on_error() {
console.error("failed to load " + url);
}
for (var i = 0; i < css_urls.length; i++) {
var url = css_urls[i];
const element = document.createElement("link");
element.onload = on_load;
element.onerror = on_error;
element.rel = "stylesheet";
element.type = "text/css";
element.href = url;
console.debug("Bokeh: injecting link tag for BokehJS stylesheet: ", url);
document.body.appendChild(element);
}
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var element = document.createElement('script');
element.onload = on_load;
element.onerror = on_error;
element.async = false;
element.src = url;
console.debug("Bokeh: injecting script tag for BokehJS library: ", url);
document.head.appendChild(element);
}
};var element = document.getElementById("3613");
if (element == null) {
console.error("Bokeh: ERROR: autoload.js configured with elementid '3613' but no matching script tag was found. ")
return false;
}
function inject_raw_css(css) {
const element = document.createElement("style");
element.appendChild(document.createTextNode(css));
document.body.appendChild(element);
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js"];
var css_urls = [];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
}
];
function run_inline_js() {
if (root.Bokeh !== undefined || force === true) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}
if (force === true) {
display_loaded();
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cell.output_area.append_execute_result(NB_LOAD_WARNING)
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}
if (root._bokeh_is_loading === 0) {
console.debug("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(css_urls, js_urls, function() {
console.debug("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[56]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#df[[&#39;cpuidle&#39;,&#39;ip&#39;]][:5]</span>
<span class="c1">#grouped=df[[&#39;cpuidle&#39;,&#39;ip&#39;]].groupby(&#39;ip&#39;).resample(&#39;D&#39;)</span>
<span class="n">grouped</span><span class="o">=</span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;D&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="c1">#grouped[&#39;date&#39;] = pd.to_datetime(grouped[&#39;date&#39;], format=&#39;%Y-%m-%d&#39;)</span>
<span class="c1">#grouped=grouped.groupby(&#39;date&#39;)</span>
<span class="n">source</span> <span class="o">=</span> <span class="n">ColumnDataSource</span><span class="p">(</span><span class="n">grouped</span><span class="p">)</span>
<span class="n">grouped</span><span class="p">[:</span><span class="mi">4</span><span class="p">]</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt output_prompt">Out[56]:</div>
<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
</style>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>date</th>
<th>cpuidle</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>2020-02-23</td>
<td>60.181364</td>
</tr>
<tr>
<th>1</th>
<td>2020-02-24</td>
<td>60.503157</td>
</tr>
<tr>
<th>2</th>
<td>2020-02-25</td>
<td>60.687278</td>
</tr>
<tr>
<th>3</th>
<td>2020-02-26</td>
<td>61.178174</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p</span> <span class="o">=</span> <span class="n">figure</span><span class="p">(</span><span class="n">x_axis_type</span><span class="o">=</span><span class="s1">&#39;datetime&#39;</span><span class="p">)</span>
<span class="n">p</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">,</span> <span class="n">line_width</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span> <span class="n">legend_label</span><span class="o">=</span><span class="s1">&#39;cpuidle&#39;</span><span class="p">)</span>
<span class="c1">#p.line(x=&#39;date&#39;, y=&#39;TONS_FRAG&#39;, line_width=2, source=source, color=Spectral3[1], legend=&#39;Fragmentation&#39;)</span>
<span class="c1">#p.line(x=&#39;date&#39;, y=&#39;TONS_IC&#39;, line_width=2, source=source, color=Spectral3[2], legend=&#39;Incendiary&#39;)</span>
<span class="n">p</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">axis_label</span> <span class="o">=</span> <span class="s1">&#39;cpuidle&#39;</span>
<span class="n">show</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
</pre></div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span>
</pre></div>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span>
</pre></div>
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