diff --git a/.ipynb_checkpoints/5 hdbscan-checkpoint.ipynb b/.ipynb_checkpoints/5 hdbscan-checkpoint.ipynb
index 0fe7fb8..b7f3461 100644
--- a/.ipynb_checkpoints/5 hdbscan-checkpoint.ipynb	
+++ b/.ipynb_checkpoints/5 hdbscan-checkpoint.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 56,
    "id": "13b7eb33",
    "metadata": {},
    "outputs": [
@@ -10,15 +10,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.061, 0.077, 0.244, 0.293, 0.185, 0.293, 0.292, 0.172, 0.209, 0.208, 0.295, 0.295, 0.296, 0.296, 0.297, 0.295, 0.296, 0.297, 0.298, 0.298, 0.298, 0.298, 0.298, 0.298, 0.298, 0.3, 0.3, 0.3, 0.302, 0.301, 0.301, 0.301, 0.301, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.298, 0.298]\n",
-      "Temps : [0.026, 0.02, 0.018, 0.017, 0.018, 0.02, 0.016, 0.019, 0.016, 0.018, 0.017, 0.016, 0.016, 0.018, 0.023, 0.017, 0.022, 0.017, 0.02, 0.017, 0.016, 0.017, 0.016, 0.017, 0.017, 0.017, 0.021, 0.024, 0.021, 0.024, 0.02, 0.021, 0.023, 0.022, 0.019, 0.019, 0.019, 0.022, 0.02, 0.019, 0.021, 0.022, 0.019, 0.02, 0.02, 0.024, 0.019, 0.022]\n",
-      "Min_cluster_size maximisant Silhouette :  30\n",
-      "Temps de calcul : 0.018 secondes\n"
+      "Temps de calcul : 0.103 secondes\n"
      ]
     },
     {
      "data": {
-      "image/png": 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x4l9z8GoB3D4fdosFKSVug4nIpqr4AgGMntJe9RvyxcjLKPB62ZaTTarDwTdrVvH71i24rFZu6tqdAU2blwZ1HSoqZHtONl+uXMHEjesN2yzp86/rbibV5So99uWqFTw7Z1apuVAVAk1K7KpK/6bN+c+5fakZFw/oG9+L9+7BYbHQtU7daonoBX0f6Js1K9lfUMA5DRszpEXLsNWTEWMb/4ODOzPCjjdu34D3V74S9d6RadeRnxX+e7A5rPxa+GW1mr68bi+fPDqe3z78A2+xlzP6d+C2166jbrPwvZ1oCCGWRFKozUjbU4BpWzazNz/f8JxdtXBt5y5R79+Wk82kjRvwBPwMaNqcjgabh4v27mFTVmaId0pASrKL3czasa30uE/T8KHxr+lT6Nu4KS6rlVu6duc/M3+PakYpS4rTWeE10VYMmzIz8JbTvv1SsjMvl7oJidhU1dDLxi8lByIIe9D3FSZt2sCt3Xrwj249mLl9a0QtXwEUIQw3W5+YPQNvGSEe7XMxGmcJ83bvZMa2LfRr0owONWsBcM9ZvbnnrN4cKirUx1FGIKW74kh3xSEQTN+6OWK/VkXhjYXzWb5/H42Skmmdls7rC+aFvNeSvQ93IMCUzRtZvHcPM66+nilbNvHIjOm6kJfgsFr46KKRtA+Or6rM2r6N2ydPwB90n526eRPvL13Ed5ddEXGVEfAHeO+Bzw2FPcDuDXsr7NddaLxX4/P40TQNNYYJJ1Yev+RlVsxcXbqSWPjbMtbM28DH618nOT2pWvowk6edAszbvSNsOV/COQ0b0r9Js4j3frVqBRd++RlvLJzPO4sWMPqH8Tw+64+w6zZkZhDQwoWsVwsYCiVVUfg7qGFf3Lott3TtjjUGTc9psXJNBHfIsjSrkUINR/jEoAgRJuxL8Gsa+V4PTouVSHpZNCONBLwBXUh2ql2HnvUaRNzclcH+jPBE0Nirwu2Tf+WvXYdLmG7KzGTIV59xzsfvc87H7zP068/Zmh268utWtx7Xde5q+H04LBZ8gQBfr17JqoMH+HXTBl6ePzeq+SogJfkeDx8tX8LDM6ZT7PdT4PVS4POSUVTE1T99H3Xiqgi/pnHvtMkU+/2l4yjy+9ianc3nK5ZFvO/tuz/m13enRTyfWq/iwLCO57bFSIlv2b1ZtQr7Het2s3LWmlJhDyA1ibfYy+T3f6+2fkyBfxJxqKiQCRvW8fvWzSGZCGvHJWBTwn98LouVUe06RG3vqT9n4g748WsaGroG+t3a1SzdF6r9NE5KxmLgTqhGWdKW2ICFEPxfz14suOFW2qXXxBkUkiL4Z1NV4m02bKpK7wYNaZmaRkWmRiEEbw0ZRrzVVtqeM2gaica27Gx+uXws3evWi3qdEVZF4fymzUtfvz9sBLd162loVpDBv6ONJ+Dnpb/mAvoey+Xff8OGoNnNGwiw7tBBLvvuG9xlNnZXHtjP2kMHSbTZSbLZQyc/Cd6gh1RlKPL7+G3TRsP9kVyPm0kbN1Tl7QGUvp/yeAJ+Jm5cb3hPcUExUz6cgbfYWBGyu+xc/fioCvu+7fXrcSW6sNr135jFZsEZ7+Cut2+qxDuomO2rd6Faw39HXreP9Quimw4rg2nSOUl4f8kiXvn7LyyKgkAgBHw0fCRd69Tj0rbteXfJwhD1VABOq5U+jZpEbHPW9m2GQUBuv59JGzfQoWYtpm3ZzJJ9e6iXmEia04UnkB8iDIzs1CX9l8+lkux08tPlY5m2ZRMfLF3MpqxM3D4ftePiaZSczMI9u/l7zy7mfvcN9RMTeX/YCJIdDuJtdsPkYp1q12HOdTfx66YNHCwooG5iAk//OStqegFPwE9mcRHxtsp7WFzZsRNt0tJZvn8fc3fuINFu54r2Hfli5XIOBk0oZbEIBVURYVG1guqdDDZmZfDx8qXsys0NMRUR7McT8DNl82ZGtG7Dor27uean7w33CwDcgaqlNHZZrNhU1dDNVQKv/D2XIS1aVuh5ZYTDYolownNGMOdk7c9BtahA+G9BKIKbX7qKgVf3rbDvhq3r8cGaV5nw1hTWL9xMs86NufjOwdRsWPkYISllRJt/g1Z1CfjDJ1mr3UrTTo0q3VckTIF/ErDiwH5eXTAvJBoV4PpffmLhjbdSJyGB94aN4J9TJlPs9yGlpE5CAuMuHB7RPRGC2nkEBT3bXczQrz9nT34eRT4fDosFVQg61azFkv37Sq8TQiClxKaqCCjdoHusTz+mbNlEvYTEEN94i6KwKy+XtYcOlppedublsjMYZVry/jZlZdL30w+xKgrxNjv3nnU2YzqEu9ElORyMDR73+P08/eesqJ+lRVHZnZ/H/sLItvqyWIWgaUoqD/Xug6oILvnua9YdOogvoGGzqLzw15+0SEnlUFFhmBC3qSq9GzZk2tYtIccloATFfnWElnn8fl6Y+ycSaWh6cfv97M3PA+CZP2dHFPZVRRECh9XC6PYdWX5gv+E1e/LzOeujcXx9yeW0Sk2rVPtNa6RQJyGBbdnZIZ+x02INi3MoIb1+asRJteeFXbjoH4Ni7j+tbgrXPzMm5uvLEggE+OqZH/jhtUkU5hbRpH1Dbn/jejr1aRdyXdOOjWjZtSnrF27C5zk86VptFobeOrBKfRtheumcBDw8Yzrj16wK03LiLFZeHzyUfk2aAvpG5obMDOyqSpPkGhV6EOS63Zz10ThD/+wSL4zyv44Em41ivz9EyxdA2/SaXNq2HS6rjelbNzN3xw5URSCBugmJvDvkIhbs3c0fW7cwI0IUajScFgvP9R/IRa3aRL3uk+VLealcUFNZFATvDxvOor17+GjZ0ogBSSXYVZVHzunLB8uWsL8gP0xbB3BZrWiaFiJInRYL/+zZiwkb17Pm0MGwe2yqiiZlpU0nVcFltfLuhcPp3bARrd967Yjs6UacVb8BrdPS+Wb1ygo35hsmJTHz6hsq7d2yNSuLMT9+S6FPV2gCUmNkm7Y8fd6AiG1988JPfPnUD7iLDrvu2l12Xv/raZp1alyp/qvKm//3IVM+mlHqEqqPwcarfz5Fiy5NQ64tLijmrbs+ZsZXc/B7A7Q5swV3vXMzTTtWTsOP5qVjCvyTgLunTuKXDca2yg41a/HpiEtINtjAjIXfNm3gnmm/EdA0/EfwW1CFYOWtd/L5yuW8tmBeyCSiCl3wWxTliIRN4+QazLj6+gqvm75lM/9bNJ+1Bw+hlZuyBLqJ4K0hF3H/71PIdbsr9KevCKfFwoNnn8ukTRtZc+ggNePiuL17T0a2aceQrz5jfcahI2r/SLCrKm3Ta/LdZVegCEGvD8dVuLop8TCK5ffgtFh4+Jy+PDNnVkxeWE6LlZ8vH0uL1MMZUYt9PlRFMdwLOVBQwCMzf2fW9q1IKelUuw5DW7aiX+NmNEpOjtqXlJJpn87i62d/JOtALi27NeWmF66iVbfITgzVSWFuIaPq3BSyEQv6qrjX8G48/uP9hvdJKdECWtAkVXlMt8xjjM/rY/yLvzDpvel4i32cdVE3rn/mClJqR0+sFYnBzVsyfesWQ0+cdRmHuOKHb5k4+kosVfAaGNyiFT3qNeDCrz4ztEPHiggW1vjKIDdOiV33SDXL/QXGrqclrDl4gOfm/smKA/tIcbr419m9eX/JYrLcxaXXSHQ3yDsmT8QTOFwQ5Ehy0hT7/WQUFfHNpZeHnRvZui2v/P1XhVGu1U2Kw4nLZuWSNu24sHkrXp3/FwcKCzi7YSN+WLcm6r2t09L57OJLeXneXH5ctzbqKsjt9/PO4oUxu9wqgtIAwXUZh3jw96msPXQQIQT9mzTl2X4DqRF0y/X4/Vz87ZccKiws/Q2tPLCfg4WFXNmhc4V9CSEYdO15DLr2vJjGVt0c3JmBxWoJE/hSSrat2hnxPiFElYV9RZheOkeBJy55ma+f+4mM3VnkZebz++d/clu3ByjKL674ZgP6N2lGj3r1sRgsXf2axobMDLq89zbjV6+qUvupLhcFPm+F1ylCkOZ0hWliqhCcVb8hdosl5ge/KkTLk78xM4NR349n3u6dFPp87MrL5Y0F88l2G3/mRX49r49P045I2Jfw2cplFHg87M3PC5nYrurYmXbpNUt9xR2qxfB7rG7yvR6+uPgyOtWqw/DxX/De0kV8v24Nv22OLbPJwC8+Ye6uHVzRoSNj2neM6MbqslrJLK646EsJDouVVqlpZBQVcfn337Dq4AECQdPWjG1bufKn70o9raZt3Uy+xxOyERyQkqziIn7ftiVSFycMNRul4/eFPw9CCJoeI5NSeU45gS+lJDcjL8RudywI+APs2byPVXPWsnzGarzF3pBzhTlFTP9sVqXbBH0j9INhF0cNXinweXnyzxlM31J5Fy6/pkUtOG1TFOKsNtJdLj67+FJap6XjsupeGXFWK7XjE3jxfH0T7PymzaIWD4lERXc4gmaT8kgp2ZWby4t//YmnnIdJcTAq9FhQ6PXS9f23Of+zj+j63lu8vWhB6Wb2RxeN5I0LhnJr1x482PtcXr9g6FFPSeDTNK766TtumvhTqP96DAVS1mccIqu4mN15eYxfs4pCn5drOnXBWs711yoEI1u3o316xUFVNlXFabHw2gVDUBWF8atXhrlw+jSNHbk5LN2vuwRvzc4y9Lgq9vv5z8zfWWuwN1Ke/dsPsmPdbrRjsFdSnrhEF8NuHYi9XM4dm9PKlf+59JiPB04xk87ymat55aZ3ObRbD+PvNbw797x/K3GJrgruPDJmfDOXN+/4EJ/Hh8/jN/QFdxd5WDNvI8NvrzjH+zcv/MwXT36Hp9iL1W7hkruHccOzY+hWt35ELwjQH4TXF8xjQLPmEa8xotDrjajB2RSFf5/TlzrxCfRt3ASrqvLTqDH8vXsX6zIO0SgpmT6Nm1Ds8/HN6pU4LBacFgv53opXDGWJ9ji2TEnlsT79OKtBaH2EFfv3cdeUSRwsKjzmJpPy+KUEKXUnwECANxfOZ29+HrO2b+NAYYGeM75DZ8Z06IQiBB+vWMKyffsqVbhEoK+yYr1nV15eld5L2e/C7fczZfMmfr3iKrbnZjNv505A4g3GbYxfu4pONWvjsFgifgeJNjs3de3GpW3aUys+Ho/fz8xgDYTyCGBHTg5d69SjRUoacVarodDPKi5m9PfjeXXQECSSbnXrhexj7d2ynycueZndm/YhhC58H/j8/+jSP3JcytHg5pevJrlWEt+/8iv5WQU0P6Mx/3j1umO2aVyeU2bTduf6PdzW7QE8ZTR7q91C2zNb8vLMJ47WEFkzbwMPDHwyZBfeCJvDyhUPXcyV/4me0+brF37io4e+Cjs+7B+D+PVMlc3ZxvlySvtRVdbf/s8Kx10WTUrO/OBdMgyW5j3q1je0TZdlfcYhRv8wHo/fb/gQV5VmNVK4qmNnLmvbPszfOrOoiL6ffhBzSb8TAYfFwiVt2nH9GV0ZOf4r8r2eSpuTjnS/oSrEWa20SUtn2X7jCcqmqrRNS4+ojCjANZ27MG3LJqyKSkZwgjbaFHZYLPxw2RW0Sa+JNxBgwOcfsyc/L+J7tqlqab6he8/qzY1duhEIBBjb8B9k7ssOvdZp5eN1r1fJh74sK2at4f0Hv2Dn2t3UbJjGNU+O5pyRJ07F1mibtqeMSefH137F5wl9+H0eP+sXbmbXhvBkWZqm8dWzP3JJ+nUMtIzi5s73smJW9M0sI7596ZcQ800kVKuFwTeeX+F1Xzz5veHxn7+eWeqrHg2/prE95/AP3e3XC1ZHc/9ThODf5/QpjVgtwWmx8MDZ5xjek+fx8J+Zv3PGuLcY+vXnpUWyq5Ndubk8PWcWnce9yfjVK0POvbno76O6X3A0cPv9fL16JQ9Mn0Kex10lwV0dD6xFUQwD2cA4crrQ52PJvr0RVxbeQIB1GYci5kASQvDFyuXsyc9ne24OBT6fobC3qyrd6tSjTXpNQBfmP4waQ9u0yALaGwhQ4PXiCQR49e+/WLx3D0t/X0X2wfBnxVvs44fXJ0dsKxaWz1zNwxc+y4aFmykucLNj7W5euPoNpn4684jaPVacMgJ/5/o9aIFwoWaxWdi/Pdwt7r1/fc5Xz/5IXmYBUpNsW7mTh4c+y4bFldsM2r/9IEbPgWpRUFUFi1WlSYeGvDzjMVLrRPfS0TQt4uQhNVlh2gAAq6KyYM9ufIEAj8/6gy7j3qbfZx/R/f23+bqc0CzLiNZt+d/gYbRMTcOuqtRwOLisbXsaJCbx26aNPD93Nl+uWsHBwkKyi4sY9f03fLd2NbkxCC4losEoOl4tUJos66EZ0/l42RKklMzftZMvVi4/5ppudaBJyeJ9e6u8t3AkrrMldKpZO3IuoQjtV9SrVVW5rE37MKXBIgSKqDiVtACuP6Mr7w8bEXI8zeXisb79YtrzcPv9fLlyORsWbTaUBQDL/qiaY0MJ7z/wBZ5yz6inyMuHD30V0/N5vDllbPgdz2nD+gWbDbR8H006hNp+iwuKmfjONLzu0C/OW+zliye/46kJD8bcb+fz2rNz3W783lDtVrVa+GzLm9jsVhJqxMfUlqLoE4TfF64pW/J9NEpMZktOVtSHTwjdJe/ZubP5du3q0lB5t9/PIzOmM33LZp7qdz71Eg7nq3f7fahCIclhZ1duLpqUZLvdfL5yOZ+tXH54fMB/Zv6OEoyujeXnbVUUGiYlsy0n+4gF9FNzZjFp0wZy3e6I2qbTYqF9ei0W7TNOgRyN2nFx7C+sumvqycLyA/sMlRSoesoHX0Djtu49qZuQwOsL5pPjcZPidFI7Lp7VMWyuxtvs/KuX8WqyS+26dKpVm2X790Xdq5FAtseNKyFyTIpRecnKsGOtcZH6vIx83IVunPFVi4c5VpwyAn/4HYOZ8M40Aj4/WjCro91lo/+Yc0irG5oV7+CuTFSrAuUyn0qpJzGqDJfddxHTP5tNUV5RaS4Me5ydS+8Zxo+vTuL3z2cjpaTv5WdzzROjiEsKr4ValqG3DuTn/4XXeG/VrRn/d+EwRn8/Hq8WoNjnM3w43X4/Kw/sY/zqVWF5USQwa8c2hnz5KT+PvhK3389Dv08tjQRVywVGlW+/RGeqrOD2V5PrI8DSMmkdjDizfgNGtGpTJYF/4DQQ9kClNopjwWmxcFv3niTY7VzV6Qyu7NgZbyCATVV5ad4cNmRmRNXwrYrC0JatIp4XQvDRRSP5cNkSvlu7Gl8gwIHCgrD34bRYGNK8JV2aJ6OoSriWL+DMod2QUrJ42gpmfDkHoQjOv6oPZ/RrjxCCVXPX8f1/JwJw2b3DaN87NLK7ZsM0dq0P/2054uxh3jgnIqfMpi3o5pWP/v0VS6avwJXo4uL/G8KIOwejlHMTLC4o5tKaN4Zp+EJAzwu7VkrDBzi48xCfP/U9S6evJLlmEpfdexHf/XcC21btLF1xWGwW6jWvzbjlL1cYVPHMFa8x69u/dIkroEnHRpz77mjcVuhSpw5bs7PZX1DAsn17mbljW9j9NkVBI3J6XkUI+jZqwsK9uymopDdNZVGI7oFTnbgsVpbdcjsfLlvCi/PmHKNejw41XXHkeNzVngahummSXIN7zzq7tNhNeXbn5TLoi0/C9ltK9GyX1UrdhES+vXQ0SY7Y6y5/tmIZz//1J95AAE1KnBYrLVJTGX/J5dgtFh4Y+BQrZq0pdW0GiEty8fH61/n4kW+Y+c1c3IW6g4cjzs6g684jc182c39YENJP70t68th395W+nv3dfF667s0QJw2Hy86Yh0dyxUMjYx7/0eSop1YQQnwEDAUOSinbG5wXwOvAEKAIuFZKubSido9maoVx//qMie9MC/HqsbtsvDL7SVp2PbLQ6yXTV/D4JS/jLghdQjjjHdz/6R30vrjiHf2i/GJ2rtvNLsXD3YtmgNQjFC2KwpDmLXlxwAVcP+FHZu/YHnavy2KhqIINTUcwlXB1b7SqQuC0WPScJ9XacnSsisI9Z/Xmlq7d+Wb1Sp76c+ZJt6lbQpLdzvwbbmFzVhYXffPFUe3LrlrC4hdiZUz7jjwdLJ+4Jy+Pz1cuZ2t2Fl3r1mN0uw4kORx4/H4uCVZKK/k92FWVf/bshV9KWqel0bdRkypVxVq2by9PzJ7BhswMBHBWg0Y8fE4fmtZIwVPs4YOHvmLqx3qK5E7nteOON66nKN/NvX0fC3nuQffoK5u0rCyvzH6CDue0LX3920d/8OFDX1GYU4jNaWPUv4Yz5t8jEUJQXFDM/u2HqNkgtcLV/NHiWKRW+AR4E/gswvnBQIvgX0/gneC/x42bXriSxNQEvn9lIvlZBTTp0JDbXrvuiIU9wOZl2/G5DQJGCtxsWrqtVOBvWLyFSe9NJz8zn14jetD38l5YbfrmlCvBSfNuzRjzwTshwTI+TeO3LZvo37Q56a44Qze9gJRYK6i5qgpB4VESiN3r1WfRnj0xRe9WFz5N4/UF89iVm8Pt3XvydCWiWRUhsKsqAU2LWDzlWFLg9XLGuLcZ3iqymaO6uLJDJ6Zt3cyuGDzAyjN+zSqu6NAJr9/PVT9/jy8QwKdpzN25gw+XLWbC6Cv5atUKtpTLcunXNObv2cUnwy85orH/uH4tm7IyS5WWWdu3smjvbqaMvYa6CYnc/tp13P7adQAc3JXB7o37WPTbMnzu8N+lzxv5Wfj2pQkhAn/w9f0ZdO15FOcX44h3oKoqUkref/ALfv7fb1gsKn6fn4HX9OWO/91w1NIkVIVqEfhSyj+FEI2jXDIc+Ezqy4m/hRDJQog6UsroBtmjiKIoXPHgxVzx4MXV3nbtxunYnFaK80O1Z0ecnTpNdJezX8dN4917P8Xr9iE13aY48Z2p/HfWE6VCf+m+vfgNvA2KfD6+W7uKf555Nr9u2hCykaUIQQ2HkzyvJ6LAd1os9G3chMmbNla7Fh6QkmX790VMu3w0cfv9fL92DWsPHeLDYRdz2+QJeAMaRT5vxPeZYLNxdaczuLRNe27+9Wc2Z2Ue05VJWUry5AekJBDw8/26taS7XBwqij11QWWpl5jIC/0HMuan7yJeE0l5CEjJ2B++pYbTGaKUuAN+fMUBXp43l1k7toWtIAJBT6sin6/KEccZRUV8v3Z1yApVouff+WDpEh7tcx4Lf1vGJ//5mm2rdxHwBbC7bHg9xivPkjTfRmgGld4URQnR4H98fRK/vDkFb7GXkulk+ueziU+J54YqplY+Ghwrt8x6QNnd0N3BY2EIIW4WQiwWQiw+dOj4ZRmMRkFOIVM+nslPb0w29PE/a3h3nPHOEI8AIQQ2h40+o86iMLeQd+75FE+RFxn8MbkLPWxbtZMZX80tvUeTMqLgDGiSDjVr8WTf/rgsVuJtNpwWK42Tk/n6klGkOJyGt1oUhas7ncHT5w2oULC1TEmNKLdVISJWu8rzeI6b7dmrBdiYlYFVVVlw4z/4ZMTI0nqvRoxu15F7z+pNqsvF/b3OYVS79sdjrgIMNsmlPKrCHuDnDes4s0FDOkb5jKKtFPO8Hnbk5oQdD0jJ71u3kFVsnMsoWgnIWNiSlWmYXdOnaSzbv5eZ4//iycteZtPSbfi9evS7u9CD5tdKn7mQ8RgcK+GSuy+scDzfvTwhzEzkKfLyy/9+O6HcNY+Vl47RM2T4KUgp3wPeA92GfzQHVRWWTF/B4yNfAkALaHzw0JcM+8dAbnnp6tK83Da7ldf/epoXrvkf6//eBEDzLk25/5PbccY7WTB5KRarirfcs+Au9DD7u/ml2f261KmLMPjoXBYrI9voS8xL27ZnaMtWLNm3l125uTRKSqZuQiIfXHQxY3/8Frc/gERPTnV+k2Y8fd75JDud+AKBqJWXbKrK0/0GkO/1cOdvv4blYLGpKq1S0wyjKzUpCRxH04iUkk2ZGXSpU5eudeqR4oycWuPTFUtZfegAS/ftw6oq+DUNVSj45bEdvyXGdMSVpV5CIoU+Lzlu42LcKw/sZ9T3XzNu6AiGff25YbR1VYmWZbNVSiqJ9qp7tdRPTDKupSwEzWrUYNz1n1YY/W51WLHaLPiD5pzyWS0BXElOuvTvWOF48jKNU067Cz0E/AEs1hPDIfJYjWI30KDM6/pAxSXjTzA8xR6euPS/pbv7JUwaN52eQ7pwRr/DeTpqN67Jq7OfojCvCKlJ4pMPL/9cCU7DWV8IQnz2barK/wYP5dZJv5RusLqsVs5u0JALy3hFzNu1i39OmVRqE7AoCu8OHc68629h7q4dZBcX06NefeonJpXe8/Af06P78wMNEpOoGRfHkOYtmbRpAx6/H6uqIoTglYFD2JGbzYoD+w3bqW7XvxLsqopf06K2L4SgaYruinugIJ9ZBp5MJXg1jfnBYuue4+gQczQ+Lbuq8mz/AQjg6p9/iHjd4r17uXHiT/Ru2IifN6yrlr5VIYjo7A+c3bAR36xeSb8mTakZF1ucSq7bzYI9u3BarZxZrwFnN2jEX7t2hJh1bKrK1a06cv/BSNuJh5Ga5J/jbqFWo3QeGPgURuUQm7RvGH6jAfVb1WHbyvCUx/Va1jlhhD0cO4E/AbhDCPEN+mZt7vG031eV5TNWG1awdxd6mPbprBCBX4JR4ra2vVriSnBSnB+qddmcdobeMiDk2LmNGjP7mhuZsHE9ue5iejdsTPe69UpXE/sL8rnjt4lhASnXT/iR+dffwnmNQ6vqgL6UnrDJuKAK6Npm/ybNqBWvP4gvDriAsR07M3v7VuJsdoa2aEWt+Hhmb9+Gy2qj8Bhvzs67/mYmbdzIR8sXsyc/NEe+IgSNk5LpVke3GF71k3GqihONozFBegIBnpo9k2lXXUe3OnVZvC+yjrXu0EEubt2W3zZvrBbPrVSniziblW05OYbnP1+5ApA8MXsG/+7dh6s6nRG1vS9WLueZObNKM3ZaVIV3LxxOqsvJLxvWE9A0Emx2utSpy5bCXGxOG8UVpCO3OazUaVKTVt2bk5AcF+ZV54izM/iG/qWvl89czeQP/sBT5KHv5Wdz7qVnolpUfF4fBwyi+QEuvWdo1DEca6pF4Ashvgb6AmlCiN3AY4AVQEr5LjAZ3SVzM7pb5nXV0e+xxqjIcAlG0bGRUFWV5357mAcGPqUvO4We9+eqxy6jwznhJfzS4+K44Yyuhm1N2LA+YlDTtK2bOaN2HX5ev5Ziv58BTZvTvW49soqLotoVz2zQkP8ODM3q2alWbTrVqh1yrHfDRqS5XHjyjHOjGKEKwdkNGtKzXgN+XL+GLdnZFd9U7v7M4mKuO6MLaS4X9/8+JVRAScmAZs2ZvnUz365ZVWGyuVOdzdlZLN67hxVRsqyCvsJItjs4v2kzJm2KLWd+NHI8bm7q2p1X5s81dI8t9h/Wpp+d+ye9GzWmSbJx6pE1Bw/w7NzZoTWdfXDLrz+z4MZ/MLJNO26Y8BPFfh8ztm/l7z27qNO/PvZpO6KadfxePzVqJSOE4PGf/sX95z+JFtDwe/0oFpUeg7tw/lV6Su6PH/2GH175tdROv/T3lUz7dCbPTPo3S6cbpywRiogYmXu8qC4vnSsqOC+B26ujr+NJ537tQwI5SnDEO+g/xjgsPBJNOjTi693jWDl7LYW5RXQ4pw1JaYkV31iOHLdxcI4/oDFz+1b+M/N3/IEAASn5atVKhrRowdPnDcASwfPCIhTeHzoCezAnyrJ9e3ltwTw2ZmbSPCWFf57Zi6516hHQNA4UFvDJiEt4+s9Z/BFjQQoJrDp4EFVRqhT05dM0Fu3ZTZu0dF79+68wbVQD3lgwH6fVGlPu96pyLAPKjpSronjglKAgaJ6aysVt2tI2bRGv/D03plVHpH2ggKaxLTuLWnHx7MjNwRp0e5WER2oHpMakjRu4o8eZhn2MX7MqLHe+3odk7s7tPDF7Zsh3XeTzseu8dM5NTGLfD6vwe/1hCpnFqtK6ZwtqNdITs7Xs2oyvd4/jr58WknMwl4592pa6aB/ceYjvXpoQkrbFXehh9V8bWDh5GUVBs215pCbJz4peTvJYc+IYl04CXAlO/vXR7bx43Vu6JuDz43DZOWtYV3pe2KXS7amqamgGqgznNmrMZyuWUeQPFW5C6LVdywr1Yr+P3zZtYkTrttxwRjc+WLo4JP2CguD58weWCvv5u3Zyw8SfSs1FBwoLWLJvL9d0OoNv16ym2K8XlB7cvCWNk5PZHmH5XhY9T08xM7dHtqtXxNN/zuKytu3ZV2D8MEliK/RRFQR6HeFGyTWYunnjCeG3XxGxmGjapKfTMbiC+0f3HlzUujXvLVnE52VyKZWnRUoKTouVlQcPhJ0LSMm3a1YdXvlJSLDZKfb7widpTRoK9BLyylW9KkEi2ZmbyyGD0pxeqbGhbyq/v/cx+VkFzPtlEe/frwex+Xx+2vVqxX++vSfkHmecg/OvDC+ys2zGat10Uy5Pl7vAzbwJi7j68VHGimCcnfot6/Kv/k+wY91uGrWpzzVPjApL13AsMQV+Jekzqhete7ZgxtdzKcwt4swLu9Du7NalNvVjTc969Tm7YUP+Cvo1g14oulOt2qw6uD9Miy/y+5i0cQNP9xuATVV4f+kSCn1easbF8eg553FBi5al1z7158ywvQG33897SxaFaHUTN66PqA3WjIvD4/OT662+CmQakkV799AkOZn1mRlH3J4qBHf17MWcndtZtm9vVPOUBNYcOsimrMyTQtjHQpOkZPo1acrO3BwaJiUDunfPE337M2v7tohBWapQyI3g/QOhmT29WgD8xnmYbBaVgVGK9gxq3oLft4XXdPZrGj3rNYiaK99qs5JSuwZDbxnIwGvPY9f6PSSlJ4bl14qGK9FlmHRNtSgk1IgjrW4Klz8wgu9emlBaac8RZ6dOs1p8/eyPpdk1s/fnsO7vjTzx8/10HdAp5v6rE1PgV4FajdKPSsBWVRBC8PaQi5i8eSM/rVuLRVEY1a49bp+fh2aEa16KENhUFUUI7uhxFrd3P7M00VX5SWtjVqZhn+Ufr2hL/7rxCTFVXormImp0rVVRuLdXb26a+HOMd0XGrqq0SE3lolat6f/ZRxVeH5DypE3bUIJVCJxWK15NY3tuDu8sXsi4JYt5+rz+XNJWz45ysKCA2nHxEQV+s5QUCrxedsQYpesNBGiQmMihoiLdDCkldouFMe070S5KHMDAps35qnYdlu3fR5HPh0BPDfJ/Pc6iTXo6rVLTWHPoYIjgd1gsjOmgu1NKKfU4GLu1SpWmeg45A2Eg8C1WC4Ou6wfA1Y+NouO5bZn03u8U5RfT9/JefPPCz+GplIu9vHPPJ3yw6tVKj6M6MAX+KYCqKAxr2ZphLVuXHivwetEMfMltqsrFbdqVvhZClJpwypNgs5HrqbpmblUU+jVpxusL5lV4rQTObtCQxXv3VGiCcKgWutWth1VVcVmsYeasylLs93PftCl6/MAJFCRzNEi020myO+hapw5Tt2wuXcHpK0GNB/+YxrJ9e1lx8ABrDx2MOAlbhOCGM7rh9vtZsHsX7hg9ew4UFOLXAjgsFnrUq89dZ54d5gxQHlVR+Hj4JUzZvJHJmzYSb7NxefsOdA16Yr05eBiX//AN+R4vgeBvvnfDRiT8uZ/LLriBnIN51G1em1v/ew1nDTNMMRMVm8PGs789zH+GPVe6FxDwBbjr3Ztp2Ppw/Gjn89rT+bzDqcReuu4tw/Z2rqt8JtfqwhT4JwFbs7P4fu0a8j0e+jdtxrmNGkesWFRCvM3GW0Mu4rbJE0rz7Ugpua1bjwofMID/zp97xOUDkxwOru50Bu8tXVThBq3DYmFkm3Y0Tq7B92tXowgFtz88DN6mKHxy8SVYVZUCrxdflOCeWJFwTF1LjzePnNOX37dtMVylBKTkqzUVFwnp1aARnWvXAeDxvv15eMb0mCbLkmCsIr+fOTt30Kt+w7DfoyYlf+7YzvStm4i32bm0TXvqJyaiKgrnN23G2Q0alboMAzRISuLPa2/izx3bOVBYQOdatVnx0V988tTXpV41ezfv55nRr/L4T/fTbWDlzSltz2zJ+L3vs/LPdfjcXjqc2zZq3n2ApLQEcg6Gr24TUxMq3X91cUqlRz4V+XHdGh4Jetr4pcQVDDoZN3R4TBkG8zxuft+6BbffT59GTaiXWLEn0JasTIZ+/UWVsyiCbhf/9YqraZWWxv8WzufdxQsrNIPc3KUbO3JzmL9rF06rvtTv16QpKw/uZ1NmJi1T07ioVZvS/CsbMjO49NuvKy2sbUEPpSP55TssFjx+/zHJu6MAVGMtW7uqokk9+rqqLdpVlb+uv7k0irnVm69Gzd0U6bt3Wiwsv+UOrME0CZqU3PLrz8zfvYsin09P4RH8ndsUFQ09ivvOHmdxW3fj/IsBf4CRaddRlBfuh9+yWzPeWvh8pd9vVfjulQl89ui3pXZ9ALvLzjVPjOKyey86av2eFjVtT0XyPR4emfl7SMHnIp+Pv/fsYtrWzTG1kWh3MLJNO8Z06BSTsAf4Y9tWQ3NQrDgtVsZ26ESrtDQ2Z2WydO9efJqGQJ8I7AY5UADeW7qYaVs2k+f1cKCwkFcXzGPkt1/x1J+zmLd7J2fVbxiSbKtOfAL+Smj4dkVlaItWvDLowpCKX5XFpqr8X4+zeGPwkQXVOC0W7ErFmRSb1UjhxjO60jAxibbp6Vzb6QwcEcxwJSTa7BFzAnmCWS2PZPqwqWpp4RyAOJst4nWXt4vsieYNBMgoky9o+tbNpcIe9BWHNxDQa9f6vBT5dC+ftxb9zbIIgWQFOYURUx3v2Xzs4j0vvXsYl943DEecHYfLjiPOzqX3DuXSe4YdszGUxzTpnMAs2LMLi4EWX+TzMXHDegY3b2lw15FTsqlbGdqn18SqqjiturC/oFkL9uTnMfLbr0LMOQK9BOO+wsgulWXxBWvabsrMZMyP3/LntTeWanyJdjuXtW3P9+vWRC19V7btHTnZ9G7YkLEdOvFCFYqkqMAnw0dyZn095D67uJhHZ/1heK0AmqeksCkrPPirU83aXNWpM9O2bGb61s1RhW/3eg14sHcfHuzdp/TYBc1b8vqCeWzNzqZBYiJ2i0VPESF1L6bqrnNQHr+mUTvusGlibIdOfLhsScj3YFdVRrVrT+u09Iib8gJCip//unFDTC61br+f79au5ow6dcPOxSfHYXNYw9woARq0MszZeFQQQnDN45dzxYMXk30glxq1krA5jCfGY4Wp4Z/A2FVLRNeVLdlZPD93NqsMfKCPlMHNW1bKfDCwaXN+unwsP4wawxcXX8bg5i0RQvDB0sUUl3elkzKisI+GBDKKCvl7T2gJysf69OPGM7oRH0HDLItXC7A+M4OHZ0znrAax5UgpjwZ0r1u/9PWVHTtzbsPGhtp0m7R0duflG5zRXTvb16xFg6Qkw6yPJVgVhT6NGocd71GvPl+OHMX8G27h28uuwBfQkFJSord7AkfP3GRRFFqkptEiNbX02P/1OIvzmzTDrqok2GzYVQtnN2jEQ737MKhZi1KTTXkuadM+xGmgfBH0SEgI+22VoFpUxj5ySVjJQbvTxnVPR40RPSrYHDZqNUo/7sIeTA3/hKZn/QYRiy5vzspkS1Ymn61czg1ndOXes3pXW7+14uO5rnMX3ltqvH8i0D1qBjdvxYBmzUlzGWejXL5/X8SNvMq4YZbg0zT2lHPx3JqdjZSSK9p35Ns1qyr0KvJpGtO2bObfvftUOVrWr2kh+yeP9jmPi8d/hdvvw6dpWBUFq6pyY5duPDxjunEbUmPY159jU9Wo2rjTauVcA4FfFo/fz+J9eww/T0Xo+VaP1PvIoaooip5NtFuderwxODRlsFVVeWPwUPbk57ElK4vGycmlPv0Oi5VxFw7nlkm/4AsESsd5fpOmPN3v/NI2fAE9tXUsuKzWiGUVAS69ZxjOeAdfPv0DWftzqN+qLre+fDVd+h9ZoOPJjinwT2BsqsoHwy7m+gk/IqXEr8nSjVQZ/HP7/Xy4bAnDW7WheUpq1PYqwhsI4Pb7iLfaovrOS2DR3j38o1vPiMIeoEVKapQcLgKbIrCpFhC6YHL7/RXm0U8tk+r4o2VLeHn+XHzB1BGxoklJDaeTBknJhrnco9EiNTXMjbVpjRSmXXktn6xYyooD+2mdms51nbtgU9WoueRLzFWRSLDZ+XTEpRHdZkvQhbrxFOqyWpl9zY3cOeVXlpfxY4/102qbls7D5/SlR7367MjNIcFuJ90VuXRfvYREw/2RPo2bsPTm25mzYzsFXi/9mjShRpnvcsWB/by5YD5rY6iB4bJa6VW/If2bRq5OJ4Rg6C0DGXrLwArbO50wBf4JTre69Vhww63M3L6VXzdt4PetW8IKR/g1jd+3bqmywC/2+Xh89h9M2KBHzKY6nOR4IkdQgr7x96/fpzDn2psiRhnf1KU7369bY3hOVQQzrrmBlQcOEGfTPY/m7trBIzN+Z1+BsRlEgdLw//0F+bw0b06VbNVt0mvisFh54OxzuH3yxEqtNJ4+b4Dh8Vrx8TxwdnhYfpfadVm4t/IJtAQwsk3bmFxorapKy9RU1mWEC0tfIECRz8enwy9h+tYtTNq0HpfFyobMTDZmZUTc+7AqKj+NGkPbmnqFtu052RwqLAyxt1cWl9XKoOYtQo5JKXnoj2lM3Li+Qi8uq1DoUb8+N5zRLSbXZJNwTIF/EuAMLl/3FRQwY2t4kjJFiIg20lj4vymTmLtze6nwPGCQm8SIvfn5TN28KSQdQ1lapKYypHlLftscWkpREYIedetTNyGRumW0wfMaN2XudTfxx7Yt3PnbryHC3CIEfRs3IT1O1y5nbt8W8wNfUlzErqpYFJXn++ta38BmLWiVls6GMgW2o+GyWulWt3Kbfu8NG8GgLz7hQBX2LSqzjxLNI6ffZx/yeN/+XNG+IxcEBa43EOCLlct5bu5sw9VRvM1Km/R08jxubv71F1Ye2I9VUfAGAlzfuSv39epdLelE5uzcwa8bN8QUuawogreGDCPR7jjifk9XzE3bk4gku90wf4tAMLic5hQre/PzQoR9Zbln2mT25Ec2/7xw/iA61KqNy2rFqijEWW3UiovnpQEXGF4vhOD8ps158fwLSHE4cVgs2FSVC5q35LULDrtBWhQlJoEjgPt6ncMFzVpwS9ce/HH1dbRN17VWRQjuOfPsmEsaenw+NlYyd0+i3c7c627izh5nUtMVR5LdwflNmmGrIIbCYbGEFLk5Enyaxn9mTGd7mVTUNlVlWMvWESdNl9WGEIJ7pv7Gsn17cfv95Hu9eAIBPlmxlF82RK6nUBl+Wr82pkhpu6ry8Dl9TWF/hJga/knC1uysiO5/T/btF6IpV4bdeXkVbhxGQwPGr17FPWedbXg+zmbjp1FjmLdrJ79sWMfO3BwaJ9fgQGEBdRIiRxwOa9WaIS1asr+ggES7nYRy5fDOb9KMxyJ8HmWpGRfPzV27Rzz/6t9/xbxxGwDeW7KIl8vVCiiPlJINmRl4AwHaptfEoijcfebZ3H3m4c/o1b//0rOVlgneEsE/u8XCpW3b0b0Sq4kRrduy9e+/IppoNODe6ZP5YdTY0mPeQAA1QppsISDHXczcXTvCzhf7/by/dBEjWkfO+pjn0Wvd1olPiLrPE6kuMlDqkty/STPu6N4zar4dk9gwBf5Jwqcrlho+zE6LhcY1jAtHxELzlJSItUGVYJ6dIp8vonnBGwhE1fBB3yD8dMUy5u3aSZHfx+J9e5m4cT139jiLW7v1iHifqigRg8VqOJ38d8AF3DPtt4iTldNi4a6eZ0Ud2+YICeIiMWHjeh45ty/JDmNb9obMDG6a+BNZxcV6kjdV5bVBF4Z52tzWrScpThezd2zFZbFxVoMG5BS7cQf0QjUdY7Ddl+XKjp2YtGkDaw4djFgcfNn+/RR6vaVBUnUTEkh3xYUlR7MFA9TyPd6IAjnbHaE4uZQ8/9effLZiGVZVxRsIcEGzFrxw/iDDzeeL27RlyuZNYVq+VVF4vG8/LmrZJmJQl0nlMU06Jwmzd2w3PO7TNA4VxmZzNyLF6eLydh1C/J8F+r7B1Cuv5d0LhzPuwuH0b2LsEVFSYzcas3dsY97unaUPtRbMNvnagnkcrIJtu4TBLVox7/pbOL9JszDBlGi3869e50SN8gRK9wRixaIoTN1iHOXs8fsZ88O37M7Lo8jno9DnI8ft5h+TfmFvmUnxj21b6P7BO/x33lwW7dnDor276VCzNrf3OJN7z+pdKWG/Jz+PZ+fM5sYJP9OjXn3uiJBuoISf168t/b8QglcGDcZltZZGP7usVuolJnJrt57US0zEZQ0XtqoQnNuwsWH7n69czhcrl+MJBCjwevEGAkzbupln5swyvL5X/YZc2rYdDosFq6LgsFhwWCy8c+FwrmjfyRT21Uy1CHwhxAVCiA1CiM1CiAcNzicJISYKIVYIIdYIIU7KEofHkwP5xp4rfk2LyZMjGo/26ce/ep1DvYREEmw2+jVpxs+Xj6Vxcg16NdDd394fNoLhLVvjKLM5bFNV6sYnVGhrnrp5k2H0pEVRmLtzxxGN/Yd1a/hr147SjceS9A2da9emUXJyhfff2eOssGAfp8VC0wjl9jQpI0aCzt6xzbj6mKbx/VrdW2lPfh53/vYrBV4vBT4vhT4fh4qKuPqn73FXMuvn2kMHueCLT/h0xVLm7d7JpyuW8cGyJSSWM3+VZen+0NQCXevUY8bV13NHjzMZ1bY9T/U9n8ljribRbkcRgqfPOx+HxVJq67cpKkl2B3f17GXY/vtLF4dtwLr9fr5ft8awyIkQgsf79ueny8dyX6/ePHxOX+ZcexP9moTXYjY5co7YpCOEUIG3gAHAbmCREGKClHJtmctuB9ZKKYcJIdKBDUKIL6WUp0+KwiMkmp25dvyRZd9ThODazl24tnP0ql3/HTSEnmtW8cWq5bh9fi5s2Yobz+hWoZ94vM1emrGzLAJhqEHGitvv49W/54UIGIkeZPTnjh0s3ruXEa3a8HQ/Y1dKgFFt25Pv8fC/hfPxBgJYFIWbunSjV4NGXP3z92FmNIEwjHwFyCwuNsxB5NO00pXMj+vWEjAwuQSkxh9bt3Jhy9g3av8z8/eQjKbeQABfIECT5BrkGQSgWRWFxsFgqLLUjIvn9u7G5QUHNW/Bt4mjeX/pYnbm5tCrQUOu7dwloi9+TgRTj1/TcPv9Eb3JWqWm0So1zfCcSfVRHTb8HsBmKeVWACHEN8BwoKzAl0CC0N0q4oEs4OSuIHGMOadhY2Zu3xrmPtitTt2YsmZWB4oQjG7fkdHtO1bqvkvbtuOr1SsM9yD6Nm5c5fHszM0lQiAyoOcc+nH9Wq7s2JnWaemG1wghuLFLN67t3IVsdzHJdgdWVS0t3Th1y6YyRTesjO3QkaY1jKsl9ahbD6OtDoui8OP6tXy7djXpLpfhJmkgWPoR9BiDv3fvItHuoHfDRoapFzQpWb4/PBGYBHbk5lAvIYG9+fkhvxerqnJ5+8pHmravWYvXL7iw4guBLnXqMsdg1VYnPiGm9BcmR5fqEPj1gLIJTnYD5Q2JbwITgL1AAnC5lMbpGIUQNwM3AzRsWLV8J6cij/Y5j6X7dfc4t9+PXVWxqZao2uuJQutgtObTf87Eoqi6N4qADy66GIfFWuH9kUh3xUWNVAW9mPbcnTsiCvwSLIoSorUKIXh5wAUMa9maCRvWYVEURrZpx5n1G0Rso1lKKsNatQrxK1eEIKBppRupkerwAvRq0JBX5v/F+0sX6W6n6PEVn198aakraen40L15jCbROKuN7y8bwz+nTmLpvn0oAuomJPLfgYOpGRcfdn118lDvPiz57mvcfj+alKXjfLJv/+NWBtTkMNUh8I2+xfJ6ziBgOdAPaAZMF0LMkVKGuXdIKd8D3gM9H341jO+UIG/VPs79OZPlziJolcp5Pdty+4A+UV3eTiTGdujEhS1aMm/XTuwWC70bNKrQFFQRNZxOBjRtxu9bt0T01LEoKi6rlT35eSTZHWFaZiCYJtgoK6kIBnv1bdwk5jE9138QvRo04qtVK8jzeNiSlRm2lBXoHkglk4DTYuXi1m3Yk5/Hh8sW4wkEDr8fH1z3y4/Mu/7mkJWcEILL2rbj2zWrQ967Q7Uwun1HasXH8/Ull5PjLsYbCJDuijsmArd1WjoTr7iKtxf9zYoDB2hWowb/6Naz0l5HJkeHIy6AIoQ4C3hcSjko+PohACnlc2WumQQ8L6WcE3w9A3hQSrkwWttmARSdBZOW8NSoV0rrYwoBNqeNF6c/Stuzqic452TF7ffx0B/Tmbxpg6G2bxUKLpsNb0DXOIe0aMUz/c6n0OvjPzN/5/dtW9CkpGe9+jzbb2BMG72xMmXzJu7/fYphta9WqWmkOJ3BfPEdGdSsObdPnsiULZvCro2z2vh4+MiwKF+338dtkyYyf/cubKqCN6DRp1FjXr/gwiOeTE1OXqIVQKmOX8UioIUQogmwBxgNjCl3zU6gPzBHCFELaAVsrYa+Twve/L+PQoohSwmeIi/v/etzXpv79HEc2fHHYbFyR/eezN25g3yPp7SEnkVRsCgKmpTklskLNHnTRrx+P+syD7EzN7dUy16wZzcjv/2KWdfcEBbkVVWa1Ugx9Im3qSoDmjbjnnIZTiNV7lKEcSpgh8XKR8NHsi0nm23Z2TRPSSnNUGliYsQR7/ZJKf3AHcBUYB3wrZRyjRDiViHErcHLngJ6CSFWAX8AD0gpKxejfpridXs5uMM4g+CmpeacKaXkpok/k1VcVCrsARQE9RMTw9wkPQE/U7duZn9BQYgw1qTE7fcxYcO6ahtbi9RUutSuG7bpalNVxnboHHb90JatDfPB+zWNrlGibpsk16Bfk6amsD+KbF25g4cueJoRNa7h2lb/x5SPZnAil4eNRLWs+6SUk4HJ5Y69W+b/ewEzT2kVsNgs2OPsFOeHZ69Mrpl0HEYUnU2ZmXyzeiWHigrp16QZQ1q0jFrg44j7y8rkQGFB2KaRVwuwKzfX8B4F8AfCNe9iv5+NlYy8rYj3h43g2Tmz+WH9Gjx+P93q1uPJ884vLcK9Yv8+xi1ZxK68XLrXrUer1HQ2ZmWU1nO1qipP9xsQUtqxsqw5eIBfNqzDp2kMadGSbnXqHZcN1AMFBUzbuhkpJf2bNjuiMpPHkh3rdnNX70dwF+jPYGFuEW/930cc2pPJVf+57DiPrnKYhr4THEVRGHHnYH58bRKeosNLfofLzuUPjDh+AzNg4ob1PPDH1NL89DO2beXj5Uv49tLRR82m7Pb7IyYAc1qt+DQt3P8/WBjbW64erstipX0152txWq081e98nup3PlLKEEH726YN3Dt9Smkx9I2ZGbisVh7sfS5L9u4l1eliVLv2tDwC//R3Fy/kjYXz8foDSCTfrlnFyNbteKpM4ZFjwbdrVvHYrD8QQiCl5Lm5s3ng7HMrjP04Efjyqe/xFoXGNbiLPIx/4Rcuu/ciHK7qMQEeC8zUCicB1zxxOUNuPB+bw4Yz3oEjzs6o+4cz7NYTZ9Hk9vt4aMY03H5/adRrkd/HpqxMvlu7+qj1qycnC19BOCwWRrfriNNiDZkQnBYLd/fsRbMaKdjK3KcKQYLdztBqylBpRFlhH9A0/jPrj5DkaT5No8DrZeX+/bw6aAiPnNv3iIT9nrw8Xl8wT3eRROplAf1+fly/JmIB8GhIKVm4ZzefrVjGnJ3bY07fvC8/n8dm/YEnEMDt95d6Ib3w1xy25WRX3MBxZv3CzWha+HtVVIUD2w8a3HHiYmr4JwGqqnLba9dx3dOjydyXQ3r9FOzOE0urWHnggKGm7fb7mbhxPVd27HxU+rUoCq8MGswdkyfiD1aQclmtNEmuwZ09zuTStu14Zf5fLN67h/S4OC5s0Yp9hQW0SEkl3RXHwj27CARNDI+c0xfnEZhOKsPe/HzDjdiAlMzddWTpJkqYuX2roenG7fczdctmwwLgkSjwernyp+/YnJVJQJNYFEGtuHjGXzqa1Apcg6dv3RysyBVKQGr8tmkjt1WQ/+d4U69FbfZtDa8d7ff6SalT9cSFxwNT4J9EOOOd1G9R9YpDRxOn1RpR4zvaEZbnNW7KlLHXMn7NSvYXFHBuo8Zc0FzfO2haI4U3hwwDYNzihbweTKGgSYnLaqV/k2a8NmjIMbdpJ9rtEcsyphhk4tSkZF9BPom28FTRkbCpKoqBoFWDScoqw0vz5rD+0KFSM5gnADvzcnlk5nTeuXB41HsDUgbXF6FIKQkYx1+eUIx9+BJWzVkXYlK1O230GdWLhBpHN5CtujFNOibVQvv0mtRwOMPEi9NiPWrafVkaJCVxX69zeHngYC5q1SZso3h/QT6vlpg3SkxOPh9/bN3CvN07j/r4ypPkcNCnUeOwcTotFm4ql79/yqaN9PzgXQZ8/jHdP3iH2ydPMPTtL8+Aps3RDAStRVG4qFXrSo335/XrwvY8/JrGH9u2RkzHXML5ETKtWlWVQc2qVrjnWNK+dxse+uIu0uqnYLFZsDltXHB9P/457ubjPbRKYwp8k2pBCMFHF40kzRVHnNVGXDDl7jWdOtO3UeyRqkeLP3dsxyLCf+5Ffh9TNxunOz7avDRgMD3q1seuWkiw2bCrKjd26cZFLQ8L4+X793Hv9N/ILC4qLfL+x9at3PnbrxW2X8Pp5NWBQ3BYLMRZrbgs+nfy0NnnRswHFIlImriUskL3xAZJSdxz5tnYVQuqEKhC4LBYuKlLtyPaoziWnD2iB1/teJfxe9/j5+xPuON/N2C1HRvzX3VimnRMqo0Wqan8df3NzN+9kxy3m+516x1xJs/qwmGxYGS1UYUg7hjZ7cuTaLfz2cWXsicvj/2F+bRISQtLbTxuycKwfDleLcDfu3eyNz+vwkpng5q34O8GtzBj21Z8mqbXBY6Q6TIa/Zs0Y/KmDSFmKEUIutetH1M95Zu6dqdfk6ZM3rwRTUoGNWtRYX6jEw0hBIkpJ8bvuaqYAt+kWrEoCudEKI5xPOnXpBmS6WHHrarKiDZtj8OIDlMvMTFiZa8dubmGBdZtqsqBgoKYSlsm2h2MaH1k7/Hhc/qwaO9u8jweinw+nBYrdovKM/1jT97XLCWVO3tEr0BmcnQxBb7JaUG8zca7Fw7n1km/oCDQkAQ0jYfOPveEzsPes159NmdlhtnJvYEAzVJSj9k4asbF88dV1/Prpg2sPniAFimpDG/VptrSUJgcG444edrRxEyeZlLdFPl8zN6xDY8/wDkNG1XoUni82Zefz+CvPqXA4y3dgHVaLNzYpVtIUXQTkxKOdvI0E5OTBpfVyuDmLY/3MGKmTkICE0dfxSt//8X8XTtJcTq5uWsPhlfSy8bEBEyBb2JywtMgKYlXBw053sMwOQUw3TJNTExMThNMgW9iYmJymmAKfBMTE5PTBFPgm5iYmJwmmALfxMTE5DShWgS+EOICIcQGIcRmIcSDEa7pK4RYLoRYI4SYXR39mpiYmJjEzhG7ZQohVOAtYACwG1gkhJggpVxb5ppk4G3gAinlTiFEzSPt18TExMSkclSHht8D2Cyl3Cql9ALfAOUTZI8BfpRS7gSQUp5cZWJMTExMTgGqQ+DXA3aVeb07eKwsLYEaQohZQoglQoirIzUmhLhZCLFYCLH40KFD1TA8ExMTExOoHoFvVCqofIIeC9AVuBAYBPxHCGEY3y6lfE9K2U1K2S09/eRKn2piYmJyIlMdqRV2Aw3KvK4PlK+QvBvIkFIWAoVCiD+BTsDGaujfxMTExCQGqkPDXwS0EEI0EULYgNHAhHLX/AKcI4SwCCFcQE9gXTX0bWJiYmISI0es4Usp/UKIO4CpgAp8JKVcI4S4NXj+XSnlOiHEFGAloAEfSClXH2nfJiYmJiaxY+bDNzExMTmFiJYP34y0NTExMTlNMAW+iYmJyWmCKfBNTExMThNMgW9iYmJymmAKfBMTE5PTBFPgm5iYmJwmmALfxMTE5DTBFPgmJiYmpwmmwDcxMTE5TTAFvomJiclpginwTUxMTE4TTIFvYmJicppgCnwTExOT0wRT4JuYmJicJpgC38TExOQ0wRT4JiYmJqcJpsA3MTExOU2oFoEvhLhACLFBCLFZCPFglOu6CyECQohLq6NfExMTE5PYOWKBL4RQgbeAwUBb4AohRNsI172AXvvWxMTExOQYUx0afg9gs5Ryq5TSC3wDDDe47k7gB+BgNfRpYmJiYlJJqkPg1wN2lXm9O3isFCFEPeBi4N2KGhNC3CyEWCyEWHzo0KFqGJ6JiYmJCVSPwBcGx2S5168BD0gpAxU1JqV8T0rZTUrZLT09vRqGZ2JiYmICYKmGNnYDDcq8rg/sLXdNN+AbIQRAGjBECOGXUv5cDf2bmJiYmMRAdQj8RUALIUQTYA8wGhhT9gIpZZOS/wshPgF+NYW9iYmJybHliAW+lNIvhLgD3ftGBT6SUq4RQtwaPF+h3d7ExMTkWCOlJC8zH7vLjsNlP97DOSZUh4aPlHIyMLncMUNBL6W8tjr6NDExMakqS39fyas3jyNjbxZCwNkjenD3e7fiSnAe76EdVapF4JuYmJicLGxfs4tHR7yIp8hTeuyvnxeSm5HPi9MfPY4jO/qYqRVMTExOK354ZSI+jy/kmM/jZ81f69m7Zf9xGtWxwRT4JiYmpxU7N+xFC2hhx612K/u3n9qxP6bAP4nIzy7g5evfYmj8lQxxjuHJy14mY2/W8R6WiclJRYferbHawq3ZXrePJu0bGNxx6mAK/JMETdO4p8+j/PHVXDxFHnweH3/9vIg7ez6Ep9hTcQMmJiYAXHzXhdjj7CjK4ZhRu8vOBdefR41aycdvYMcAU+CfJCz7YxUHth/C7/WXHtMCGgW5Rfz53d/HcWQmsSK9K9ByH0fLfQjp+RMpywekmxwLUuvU4O1FL3DOpWeRkBJPnaa1uPH5sdzxvxuO99COOqaXzknCjjW7Q4R9Ce4CN1tWbmcAfY7DqExiRSsYBwVvAV5AQ7p/A/t5kPQKwQh0k2NInaa1eOSbu4/3MI45poZ/ktCgdV0s9vD52RFnp3G7hsdhRCaxIgP7oeBNwA0ENwtlEXhmgHf+8RyayWmGKfBPEroM6Ehq3RRUq1p6TFEVnPFO+ow66ziO7ORDSg2t8Fu0jIvQDg1Ey38VqeUfvQ49czB81GQx0j290s1J6UX6ViH9O498bCanFabAP0lQVZXX5jxF74t7YrGqKKpCt0GdeHPBszjjHMd7eCcVMvdByH8G/OshsB0KP0RmXoqU7tjul36kezpa7lNoBeOQgQPRbxBOEEaPmgpKXKXGrhVNQB48E5l1DTJjKFrGxfoKwsQkBsSJvHHUrVs3uXjx4uM9jBOOku/MtP1WHunfjswYBpTzbBJORMKjCNcl0e+XHmTWleDfpJtlsIFQEcnjEPYzje/RCpCHegevL4sdkfYTwtK8gj4DyKLPofBD0MpPLipYmiBSJ5m/BxMAhBBLpJTdjM6ZGv5JiBDCfLirim85CDX8uCxGeudVeLss+hp8G8oIb69+b+7dRCr3IJR4RPJbIFwg4oE4wA4J/65Q2APIvEcg/1UDYQ8QgMAe8K+rsJ2ofUgvUstGyvCAJJNTB9NLx+S0QkoNpNfgjBXUegbHy1H8C/rma/mGi8G/EaxtDG8T9rOh5nxk4RfgWw3WNgjHgIrHG9gHxb8StiIJQQUto+KxG7Uvfcj8F6DoW0ADJRGZ8G8U59AqtXe6oWkac35YwLRPZgIw8NrzOOeSnijKialLmwLf5LRBemZD3uNAuHsrWBDOURU3IqwRGpeRz6Gb4WTeE1D8G+ABzwxkwduQ/DrCcV7k/nzr9XZlFIEvvWDtUPHYjW7NewqKf6Z0EtMyIPffSKWGPkmZRERKyfNXvcH8CYtxF+rfz8o/1zL3x7/591f/PCFX4SfmNGRiUs1IqembtUbauXAharyLsNSvsB3hHA0YpNBV00FtFvlGzyxw/wYUo7tmegB30BQUZbNYrQ/SaIIqwQnxtyCUGhWOvTxSK4Tinwj/TNzIgrcq3d7pxoZFm5n3y2FhD+Au9DB/4hI2LNp8HEcWGVPgn6ZI/zZkwfvIwg+R/l0V33CCI7UCpOdvpG+j8QWBHaCV3zQNIlIR9hhdW50jwNEfcAB2EHEgaiCS346q0cnin3WzTxgKeCNHSgtrC7C2BcqvHgRYOyGSX0GJvzO2sZeMRUp98zmQYbyfARA4+X8TR5ulv68Ky7oJ4PP4WDJ95XEYUcVUi0lHCHEB8Dp6xasPpJTPlzs/Fngg+LIA+IeUckV19G1SebSCd4NRnwFAQP5ryIQHUOKuPN5DqxJa4cf6pqawgvQjLQ0RNd5HqLUPXyRcGJtyACUx5r6EUBDJryB9G8C3GJQ0sJ+HELYjeAfRl/6ixnvI3H+DR7cTo9aGuNsQjvMQSkrMvUgpkUVf6EFgMheUlAirB1FlE9HJiJSSrP05WO0WElMSYr4voUYcVrsFT1HonpDVbiGhRnx1D7NaOGINXwihAm8Bg4G2wBVCiLblLtsG9JFSdgSeAt470n5Nqob0b4aCt9FNCn7Ap/8//wVkoHzt+Wrq07cJWfwT0ruo2vPHSM9fUPAa4AaZDxSDfzMy+5bQ64p/wVDgCyci7qpK9yusrRCusQjHoJiEvXBdjKEpCA1sPaPfqySi1HgTUXMRxN0BgQzIfxp58Fy07Nt000wMyKIvIf9lkNl6v1qG/m/Y6sGBiL8rpjZPdtYt2MR1rf6Pq5rdzuV1b+aevo+RsSczpnv7jOpluKoTQpywwZDVYdLpAWyWUm6VUnqBb4DhZS+QUs6TUmYHX/4NVGwsNTkqyOJp6ELeAPfv1duX9KFl34rMvASZ9wQy+yZkxhDdlFBdfRR+amAqCYB/G9K/Vb/Gty6Y2sBgsrFfCI6Lq288/p1oWTei7W+HdqAzWu7jSK0IbH3AORTdFKQG/3Ugkl8HpB75m3MvWv7raP4taAXj0DJGoGVeiXRP1SdK799Q+C5QDLIQ8ILnT2TuA1FGVIaCN/V7Q/CDSNT3H0Qi2M5GpH6NsLaqts/kRCVjbxYPDHiSPZv343P78Hv1Iij3nvc4mlaxe2piagJP/PwA8clxuBKduBKdxCfH8cTPD5CUFvuq8VhSHSadekBZg99uIJrKcgPwWzX0a3KCIws/AM88dO07eDCwA5l7PyLlo+rpRIugjQkLaDn6OIonoCctK48TYe9Zbd4UUstBZl4KMg/QQPqg+AekfxNK6peIpGeQrrF6qgUlHhyDARWZMVTX2ikGrFD4NvqjqU/MMncVOJfpMQRhAtsLnllILTvqxq2U/qBmb3QyDyU9ek4f3Rz0NRS+p7dj7YRIeBBhLb+YP3n47YM/8PtCYye0gEb2/hxWzFrDGf0qNmt16d+B7w58wJp5G0BC214tsdoie2sdb6pD4Bs9LYbrdiHEeegCv3fExoS4GbgZoGFDMylYrMjAHmTBm7qAVVIQcTchnEPCrhPOQcjCd9Ht9+WIwS+8UhSNJ9wDxA/eBUitAKFUzs4pfevAtwrUOmDrhRAqOM6Dgo2E+6kHDvvESx+GP0mhBxxR/DOy6HtAQzgvAedwhKjco6F//h8EVxtltUMP+FajFXwK8hBCrQOu0QglCQAt73kI7Ofwqqv8v+htFn0BItW4c2EBLRuiCHwhLEilpnHwlpKqu6zazoponpIFr0Lhp5ROON6/kVlXQOoPMQWPnYjs3bzfcNNVSsnBnbGvQi1WC536tKvOoR01qkPg7wbKlompD4QZg4UQHYEPgMFSyohGMinlewRt/N26dTtx8z6cQMjAfmTGCJAFQAC0fcjch5CB7Sjxt4VcKyzNkPF3QMH/0AWT0P8SHtSFUbUSLVjISOM2RkofMufO4GpB6HlpRDKkfoVwXY0s/hECh4L9CcAB8Q8hhG4zF84LkMXfEaYdSw3c05HeBaXnpG8NuKdAjfdi0vyllofMuQO8y9D3CIyibYuh4DlAQ+KA/P9CymcIa3u9r0gmtrIIG1gbgvegQR+q7r5ZEfH3Qd5/CJuEtRxkzt2AgBrjELbQqHypFULhx4R9n9KDLHgLkfxqyLWy6Fso/jq4arGCpTYIB1g7I+KuPQq/s6rR4Zw2zP1pQYhbJYCmSVp2i+JiexJTHTb8RUALIUQToasHo4EJZS8QQjQEfgSuklJG8JszqSqy8P2gTbesICiGgneRWkHY9Ur8zYi0XxEJ9+h/ab+hxI2N3ocMIN1/BBOGvVtxwjAAe38MdQq1YeW8Swo/PWwaKrFfa/uQOXcjlERE6i8QfwdYzwD7QETKhyhxow83YO0KzuF6EjNEcEx2cI2FMsJepxh8i3QPnFjGlnMveJegC0Pj1Ao6JVq/G2QBMudu3S4vYk18J8E5OuhtVNaV0gkJ9wMBpH+XniIhkIFW8DZazt1ohZ+WZgJVXMMRyS+C2gR9o7ZkQtPHhMzX91nKu68GduurCKP35Ft9eIRaATLzYih4QU9KRwGQrad98C2Doi+QGRcifZsiv0vpQSv4AC1jKFrGcLTCL3Vz1FGg39hzSK6ZhKVMBlq7y0a3QZ1o0v7UtC4csYYvpfQLIe4ApqL/Ej+SUq4RQtwaPP8u8CiQCrwd1Jr8kZL7mFQB70KMXQ69SO9ShOPcsDPC0ggssVX4kdKLzLpazy4ZTBgmC9+B5HcQ9l6Rb3RcDMUT0AWhBCwgbIjkF2Lqt5RiI9OQLmykloVQUhDxt0D8LWG3Si1LNwM5LwfHCPBMB2FHOIeBewbSaKUhi/UNUlv3qMOSWlYwn30MGnp5Agd0Qeoao2v8Ybb5sugrGuEYDLbOyIJ39IlKrQOum8A7B3mgJ/qkUmK+UvTX7hnIwnGQ+iNCrY1wXIBwXICW/189GZvR78YzC4LmQD0V8+IIMQQEJ4/g51H0JQT2EmrSKotPd5vNfwaR8knYWSkDyKyr9Ojiku87/wWkdw6ixrtRPp+q4XDZeWvh83z+5HfM+XEBdoeVC28ZyCX/vLDa+zpRqBY/fCnlZGByuWPvlvn/jcCN1dGXiQFqPfBvMDihQeGbYCDwK4Ms+gZ8azksdL0g0c0ANechhKq7e/rWgdoArJ30vDI5N+jXlrWfx/8bYe1YyQFEMv+IiOeklMiC16Dwo2DKgwCo9RE1Piz1z5fKUsBGuLC1If0HkLlPgFoL4RwR6tNfgpata74Rxxf1TelZNl1jkd6l4PkjGAQVNEmVmE9kAJRUUOshD50P1paI+DsRSU/rQ8h7TrfvhwnuEqFbDJoXmf8iIvmVMqfzDO5BN3NJ3c1Tn+jHgG8TxkLcAc6L0PJfB3zgnkHFpjoJ3vDVk9SKkHlPgm8FofstbvDOR/pWVv53EwOJqQnc/vr13P769dXe9omImUvnBMfv8/PXz4tYMn0F6fVTGHTtedRsmB5yjYi7CemZieHGpG9tqRZcZSIlDMOL9K1EFr4Hnr+CAkuC2ki3scvicmPyQ+EbSNdlMXvGSK1INw0Vf0uYMFFrglLL+EbPdCj8BPAczkPj34rMvh2R9oPetqUtxvsMXvBMDI7/8GoGW1conoT0zge1LjhHEu7DHgtCN2updfVXNV5D+reAbyUSF/hW6isHkQC2M/RJS9sDSPDsQXrmQ8qHSJECRR/H0F9A19rLjsDRH+n+hfCUzRoEc+jIop+Cwt5Au1fqgb035P6bw6uKGLfcRGgNAD3l9CjwbzFuQ/p1s5m1YzCOQ9M37E0qjSnwT2A8xR7uPvdRdm3Yi7vAjdVmYfyLE3j8x3/RbWCn0uuErSuSJCDHoBUFtEI9qrKqREwKpumTgecvQlwv/SU2WoOHV8vR3fpE9PHIwD7dv9y7ONiOSqmZooRABvjXgLV9+P2FnxAuqALg34j07wZhh+xrMNZcZRkTRnA1k30dIaYSrPqE4roaij7l8IRYboxh2AEHJD0RclRYmiFFHGQMP+xjjwDf34R+jhIoRuY9o/vNx4qwH25BSqRI0IV2YMfhvoQDXNeXTkR4SnL/lMcCjpFQ9C6VN2c5wHVF6KHiX4OpHCLsgQgbUiTrid6KvgM8SEtbROLjCFsn43tMDDFz6ZzATHh7KjvX7sZdoAsTn9ePp8jDc1e+TiBQ7uFwDiN0My+Ikhhb2t8oCNdodDND+RMp4PkdQ9fLSGkMEMGc8JGR0ofMvBy8izjs+aIX/w6lGJl9R1j0rpQStNwI3VtA5ukpBiLZpY1HFfy3ZAw+oBjcP0GND/VViKUNiJpR2hC61k4xZF2LljES6d9xuIeCt9GjhUtWMlG0Zv968C2Icex2cF6qtyi9yOwbIevaoLAXgA1s5yNqfICSUCbCNuKE4oei/xFZ2CuEiRbh0sfh6I+Ivz3klPTMruC7sIJnajCFsxuQ4F+DzL465PMzqRhT4J/AzPx6Lp7icJuoz+Nj28rQeqYi4XZQ0jksmC2AA5H0PEIohikNZOAQWv5remRo/n8jlsqTtr66W2AICiS9SOS0vQrhk4QDnJdUnIrAMyso+KJ5vQTRDiILP0bTPGiFn6AdOAt5oBVoBzFewCpgaREMYqrCZmtY//kINRWlxjsoab+AazhRHyuZgS7QvbrQyhyNpnn0FBHuyUSeKMshEtD3HyrCBrbuiGCCNVn4WXAiLQ6OI5hiQ9uDKLNJrXlXBfcmKhuUpoDaIriicIJ9KKT8hEh+E5E+FSX5VUT5FaNaC0NlBXSTXdIrwVVkebdQL7LwozIvF6Nl36rXKs59HC3vJbTMK9By7kX6VlXyfZyamCadExirI0IQjCaxOkIfGqGkQNok3Qfa+7duI467EuldjDx4DmgHkEo9SLgPxXkh0r8FmTkqKLC9eiBN0ZeQYhBWX/CCgQamQvE3YO8L7l8JE85qC93To+Bd3W9e+sAxBBIeQiueCr6lYD0D4RiIKF/vNbCrEhuhfih4PRhXEKB0tSFLNHwrumBX9P8nPESp0PeWN5dUBS3o7gnStx68yzE26VjQhWfZSUaCzIKMi5DygIE9PQpKXbC1D+ayj/BZWTpD4n9QbGUiRou/x9Djyb9Fd7WVPn0FENga+1hCkBDYQunE5Zmqm93SJkUMZhOuy5FF4wn9DQk9MV3aLIRvAVLYDJSLgL7SAbSiX0JjDILHAfAtQ7qnI5OeQ3Geuh44sWAK/BOYYbcOZOuK7SGBIUJAap0aNGwdbqYRSgIi/gb0YGbQisZD3rOU2mG1PZD7EBqKvgkqCzgs8Ly6xpT3OCL169CGiycRrg379KChtD/A+xdoBegPmw2EFZH8LMLaARl3LdK/M7iHIODQ2eipBwA+RuYmItOnoKhph5u2tAlmvoxVA49iDlDSwdJI38cIbIW8x5D5z+maZ1RhX2LzjhY8poClOUKtg/RvRmaNjiC0BSi1QdttcE6Cti1KHxEI7ADH/bo3VFk3xrL4l0PW5WjOSxCJTwQn1kifqRfpXQ35jwVXR5WlxIxTflLz6e15ZkaM5BaW5siklyHvIfSUFBqodRA1xiEUFWlpGmElaQVre6T0Qf5TGDsWoLeJW//uHQPDVxhlkFKyYtYaZo3/C0VVOP/Kc2l71qmTV8gsYn4Co2kar9z4DjPHz0MIgaoq2Jw2Xp75OI3aVBxZqR3sZVz6Tm0U9Jc2evgFota6EK1b298uwrUqotZaPZCo4H/g/hPUNIi/C8XeHanlIvMeA/d0dO3NiqEAVVuipP9a+lJKqeek8W+gMhG5hggX2AaCZ3K5tixENZ/U+BwR2IIs+jGoLRqNQ4EaH6HYe6Hl/DMYNVudNWFtHPaAMcIBSS+BZza4f4zet6UzInU8suANKHyfyJ9rRZvORljBPkD3XCr6yOB+obuSxt8RtRUpvfpnLVygNgvx5NJy7g3+jsoIdRGHSPsVpAeZObLiFZKIQ6SMR1hbRrzktX+M448v5uAp0qO2bU4bI+8awvXPjGHbqh0c2p1F8zMak1K78gVnjhXRipibAv8kYOf6Payeu54atZLofkFnLNaKF2ZS+pEHIiW2sqJrsOFRuGBF1Fod+rBl3waeGYQ+yArYeqOkfICW90xwQ82jH0eFhAeg+AddA43BVi5qrQ1Z8kutSBdOxeNL/cKPJaLmAoRSQ3cZzBwL/kgFLeyIlI+QOQ9E0OCrigpJr+mrp7IlCMujpOkBbkUfUJF5StT4CKxnIDOGgLavCmMqiVIu+33a9FiF1Al6Ere8h8MFr4hDJD6pB7tVESl9esBZ0Zf6ytTWVY/pkFl6HEPh21S8/2FHpE83jqlAr2B173mPB4X9Yax2C/Va1GHf1oNYrCpet48Lbz6f21677oQsYxhN4JsmnZOAhq3rGZpwoqEny0oH7VD4SbW+bsP2TDO4U0HXxg//NETio8jMFbpZhCLAqeeRT3wc6V0eFPYlZhUN8EP+0xy2n1eMzLoakv9bmmdFKC5E4oNo/s3g/TO2N11txOnCXstFZt2g26Aj4kHmPgaWhuCtToEfgNyHIfU73RxW+LbxZVo+2LoFg6+iex3Joh9QavRGOoYHXSorSdxt+p6Nf5M+EWv54LgAEXc9QolDOgZA/vNB80uJPV7RNXbHQOMxSQn+zYAPLK0i+tcLYUUk/B8k/J9+n1aAzLoKGdhGxOR4IVjA2iGisAeYP3ExXnf4ysfvDbBz3W60gCxdn075aAbNz2jCoGuj1CM+ATG9dE5l4u/ByFNGJNxLxGW7sOgbqmUPqbURadMRif8G51hIeAiR/jvCUh/pnoKx9llStzVGfEuCHis+pHsmWtYtaJlXBSNCK4GSTmlCuKqS+BjSuxSZfSf411Kht1BgG9iHUP36UwHkPRncaI2ERNh6guvSivv3TEUr+BCsrTm8R1EJij5BCCuK61KU1O9Q0qegJPwTEawYJoQNUsaDUjY5mgTrWZT3wpFatp7n51BvvV5C1ljkobORnsjlHkPuL3hDn3hkEbpSUXaCiUf/LNTg/51gaY1I/l/UNu0uO6olfMKRUqIFQicUd6GHH1+fFNNYTyRMDf8URcoAwnE+UgoofAO0/bpmH/8vhGMgsui7CHeKsA0yPZd6HjgvQnGNKnd5STqAIzUNSr2PnH8ivXM5rK3aK9G+qqcIVluBb14VxmQFxxjIfxKJrJwpKf9pqtd+j96e7y8i62U2XcNWXIjE/6D5d4N3ZpT2gh5NCKq0NyILkXlPIFLHR77GM61cjQIJnmnI/DqIxHsB0Ao/hPzXCFEIZLD9nFsgbTpCjRbPQDD62+g9BDN+WtoCPvCtAaWmXhu4Avpe3otPH/2mwutKKMg+9qbGI8UU+CcZJXsuh3ZlkH0gl4Zt6+OMc4Scl4XvBgtVePUw9vi7wrJhCudFSO9CDKNRy6TH1Qq/gIJXSz1mpPMycF6k57JXm+reLoWfE9lDIqRXogph6QXvDEI16pKUx7EQCO4ZVDEhq0gE9zdUamUClHqBHDUiTCTWjoikpw6/tvUMJnOLNpYjHKdvOVLKMNu1DBwE/1b9dxf2m3JD8efIhHv0LKT5rxPxM5Z+ZPFPejK8qESeXIW1fWlq7JI0EbFQp0ktnAnOmAS5alU5c9jJl//RFPgnCTvX7+GN295nxew1CARCEThcdgIBjWueGMVl914EoFeZKnz3sN+8zIH8F9G0Aj2lgcxD2M9H2geB7SfdfCOL0H8KFkh8rvRhkcWTIP8lQh7g4s+h+GsklmAkpp/oAjIYySlUsHQDXzR7fMmmYHkTSkXuk5UV0BGIXKahohurp/9KYUckPXNYsAHCNRJZ+HZwhXaUxiQcIcJeSj8y9xFwT9KD82S+8X2yGPDpVbOifl8+8CwyzHwagmMQFP9I6EatoufcL/OZVMT2Nbv4/pWJ7N64l3Znt4oq7BVVQQto2BxW4pPjGPvwyJj7OVEwBf5JQM6hXO7q9TCFuYW65QOJDEiK8nVB/Nlj31K/ZV3OHNoVCscZBEkVQ+F/0e2oAWTxZN03XWkJtrMBG1gaIpyXICyH84DLgrcw3ggMpk6QsWiLUg9MSnwUvPOi7OEqoDYMuovGigWcVwTTJ1cmTcIpgEgFtTFSauCdp6cnEEngul434R0VgX84RUMJsnBcMEK4TJI64wEjC78IuglXMDbf30jfGoQ1chUpkXAv0vu3bj6ShYBLT3ud9Fysb4alv6/k0REv4vP40AIaGxdvQSgCqYWPL61+Kj0Gd2bvlgOc0b8DQ28ZQGJKQsx9nSiYAv8kYPIHf+B1e4nkQesu8vDty79w5tAOwWCqSJRozkV6UQrWoU8CVnA8EyLsAeNyeFVB5uhZFaMEvOC4DBLvh0MDKhFx6tdXHEeyQXvUsKJPjEdJ05Z7kQd766u2Ui1Xn9CPDAXS/wbPfMj7F4ft5ArYuiIS7g+9vPALYjMTabppEKh4VeZHFn6sxxjIYt0jrJwJSSg1IG2yXrHMt1av7+C4EKHERWgzFCklr9z8bogLps+jf44lmnwJdpeNW1++mj6jotR+OEkwvXSCFOUX8+69n3BZ7Ru5rNYNvHXXR7pGfQKwZdk2vO7o7o1Z+3IAW9BLpTIE0xHkPYIsvzKo1gLV7iiTkUAk3o+iJCBSPtWjUoULw4RtYQSIOf/MMSUWV8EjRB4i9L0fqbBHr4cs8yH/QUI3RSV4VyE9S0LzMkVVMMrjoTR3T1Q08C5FHjwTebAr8uCZaIVfh10lhA3hvBAl8V8I16iYhT1AbkYeWfuMi7rbHFZqN6mJoirUaVqLf310+ykh7MHU8AE9ovWePo+yc92e0qLGk96bzrIZqxm37CVDVy1N0wj4A0e9Qr2Ukvga8WFaR1lUi0q3gZ0QQiATHgjmKK/k5pyUyMwxSPxg76P7Vif8C5l5ZeXbitxJhOMqQtGXx8LaCtJngW8VUsuGnDupvI3ewdHdRD0JEbWDKS0qWD3Z+uqFY8JyGUkgH3KuRVra68XLhdADoLzzKjmYiiYmVfcqK5kYZDbkP48mLCiuyyrZlzGOuMjKRErtZD7d9Ga19HOiUS0avhDiAiHEBiHEZiHEgwbnhRDijeD5lUKILtXRb3WxZNqKsAr2Po+fgzsOsWBSqE+61+3ljdvfZ1jCVVzoGsvNne9j7XyjalPVw7j7PuWPL/+MKOwtVpW4ZBdX/FvfQFKcQyH5VSo/l7v1ACP/Bij8BJkxDBnIDvoxl/xMSjZVq5tQzUwIBWHrhOLoC0kvo5sAKuE3XlE2TkBPW5AAOCrMzX9KIDPBUo8KH3n3lKBNPopQ9q/W6ygDIuHhsIImR47Rqq04mCCvenC47PQa3h2rPfT3bHfZGXkKlzg8YoEv9NC4t4DBQFvgCiFEeVvAYKBF8O9m4J0j7bc62bxsu2Ea4uICN1uWbw859swVrzH145l4i71ITbJt5Q4eGPgUuzdG3mxct2AT79zzCe/e+ynrF0Yu4Fye7Wt28eu70/EUhY8tpU4yjds1YPidg3lvxX9Jq3tYaOml4I7kq/XqhUpy/oGezrdksgnWpbW0AWt3iPs/vbJVTNjB2tlgXDZwjYh4l7D3BGsXdBNJjLZ6GUuwlhc9tYS7TGbNUxkfJMUiMAuIyTRU9AWA7t+e8MwRjSxmqpTULTJ3v3cr7Xu3xua0EZfkwmq3MvCaPgz7x6Bq7aeEDYu38H+9/s0g6+WMSLmGjx/5Gr/v2Jojq0Nd6wFsllJuBRBCfAMMB9aWuWY48JnUjX9/CyGShRB1pJRVSehR7dRuUhO7y0ZxfqgZwBnvoHaTwwEgB3YcYvHU5WH2dJ/Hx3f/ncjd48Jdyd5/4HN+eWuqHrIt4ddx0xh514Vc/8yYCse1cPJSAv7wh08IGHrLQK56NMLyNprGJdLAPgjc44luS40gYIWKiL9VL6gNaK7RkDE0uHkYxWbtuhoRd5Ve2ETmBWMErKA2QcT/M+RSGdivTziWpsisW8C/guoPaqLMeKvB9n0ykDmCattXKGvyCayO8SZFr8+r5VKlwC+1YcXXVIK4RBcvTn+MPZv3cWBHBk3aN6BGreRq7aOE3Zv2cd95j+Mu1GVMYU4RP7z6Kwd3ZvDAZ3celT6NqA6TTj1gV5nXu4PHKnvNcePsEd1xxjlQlMMCTigCu9PGOZeeWXps75b9WO3hNvuAX2Pbqp1hx7et3skvb07BU+RBahIpJZ4iLz+8Nomd6/dUOC5HnAPFMNRb32PIPpBjeJ9QXMFUtOVNG05I+CdK8mOgNq6wf0PhIH1I77LDxVLyngSZZXxtmX6Fo6+eoiH9d0TSi4iEexHJbyNSfyzdbJNaFlrmWOShAcisK5AHe4B/GUdH2J9sOKDGB2A5k4jFQiokWC2qOrCXSXWsRM5PU1qHQG0OSa8g0mdDwv3EVrylLI5wD6FqIBAIsHb+Rr58+nueuvwVpn4y01DJOlK+femXsDw9nmIvf34/n6z9xpvHR4PqEPhG6+zyv6pYrtEvFOJmIcRiIcTiQ4cMEn8dBWwOG6/Pe4Z2vVujWlVUq0rbM1vy2l9P43Adth03aF0PryfcW8ZiVWndo3nY8fkTFuP3hmvRmj/A/AkVZwEtO9mUJ+dgLk+PfjXieZH4NNjOBOzB6kh2cI1BOIOrAs24utVhbBjbzb1QNB55aABa5pXgmVJBO1Y9UZtVj0oUwopwDNA3he29QoN4sm8B3zJ0n+7CGN0zBbF585ysCFDrI1J/QLGfC87zqFrh9KpiJCIU8C1EK/gIKX0IxwVEnIQSHkGkz0JJn4ziHIIQFpS4qxHp08DSOkq/Vj2NNw6wtEQkv45wnH/kb6cMUkqevvxV3rjtfVbOXsuqP9fx5p0f8tjFLxpWiDsSNi/bZrgPZ7Vb2bOpomex+qgOgb8baFDmdX2gvEE7lmsAkFK+J6XsJqXslp5eWRfDqlO7cU1emfUkP2V+zI8ZH/Pa3Kep17xOyDVpdVPoM6oXdleodmJz2Ljk7qFhbVrtVhRL+EesqAo2R8UPbY2aSfz7y7sMU7AG/Brr/t4UUTsQShxKygeI9Kl6IYmac1ASHzjcltokeueWjqA2w1iYFgMe8C2s4B04wdIc7OeVy68SjvRvA98GKu9iKQEfKM04toLwGGHrhUibjLC20HMaFbxJdA+kava0VtIg6R1Q26J/vsF8+YFtUPACMvMy3RU44QFCP3+L7hfvGotQw59jodbVYy8M0e9V0qej1F6JkvYrwlH9WSnXL9zM4qnLQwoMuQs9rJi1hlVz1lVbPwF/gOJ848BAr9tH3ebRVkjVS3X8OhYBLYQQTYRerHQ0MKHcNROAq4PeOmcCuSeK/b48zngnroTIodn3ffAPRj94Mck1k7A5bHQ5vyOvz3uGWo3Cf9R9LjsToRh/xNG097KcPaIHNRulGZ5TLQpF+dEefv3BErZuIOL0qkwBvSCKSLiPqJqxfxVYakH87fpyvCrZFSnWA7wK30FmnI/mWYDm34WW9ypa5mi0nPuQvuBWj5YRPTArKgHQthBbKmarvuJRKpjwThQcQxAi+D3JvAoSulkOVxarLrRDUPg62Huha/FltVQJ/rXIgldR4q5FpP4ArhvAORZR4yNE0isR88VLLRsKXjTu0/UPRNLzel4oz1y03P+g5T19+LdSTayYtaY02Kos7iIPK2ZGS4ldOb585gcO7AwvRKRaVM699ExS6xy7YipHvGkrpfQLIe4ApqL/Ij6SUq4RQtwaPP8uMBkYAmxGdwS+7kj7PdZomkZBdiGuRCdXPnIpVz5yaYX31GyYzl3v3MTrt76HYlER6Jr5PR/cGuJVUxG9hndn4jvTwsxDjjgHdZpWkFUQ0IonQt4T6OkQ/EhbD0TyK4gabyPzX9DTzIbZyT3gmYdIfBQRfwvagZ4VhM5HQy+fSPZVoYd9y5HuaZD8X938FHMd22hUEMVpPw9IAs8vVK26U3UQa78C8p9D885HxN+NFK7I94lkSP0RMgZTvQFfUq9C5d9ExM3two/QpIJQUxFxVyLUGLbn3H8Eax2XP6GC0ACBzL1Xv45iQEEWfYtMuAsl7oYjeUOlJKUlYLVbwmz2doeNxLTqS5vw8/9+w2cQOCkUwX0f3VZt/cSCWfEqBv74ag7j7v2U/OxCVIvKsH8M5MbnxhoGZBmRm5HHgklLEULQ88IuJKZW7seUcyiXW7vcT0FWAZ5iL4qqYLVbeeSbu/X8OVGQ3uV6cZEQM4AVrJ1QUr8CQMscBb7l4TeLBETym2DtgDzYk1iLmVQaJRWRPhdZ+B4UvMPRDZoq0XGOZ3RuZVMgBHO8x98N+U9Evsz1Dyj6DDheEeICvVD8PShx10e9UhZ9jcx7jvDvWkDcjQjb2cic2wz2cSz6pK2kIJyXImydqjzawtxCrmh4a5h3niPewZfb3q70cxqJQdbLDe33Qgim+sdXe9WsaBWvzNQKFbBoyjJevXkc2Qdy8Xv9eIo8THxnKuPu+yzmNpLSEhl4TV8GXN2nSj+i5PQkPlj1Clc9dhldzu/A4Bv68eaC5yoU9gCy8EPCNV4f+FbrxcUBrB0xtH9LD1ia6pkQq+wZEgNaEQT2oMT/A1xXEfVnKVxBE1NVCSZ+O27YqPyqQtNNOYUV5Gov+pDjJ+xBV9e9kP8a0r85+qX2vhivROwI+0Cke2qETXs/eKZD8XfIrKvRCt6r8mjjkuJ47rdHqFErCWeCA2eCg6S0BJ759aFqE/YALbs1MzzevEuTY14i0UytUAGfP/l9WI1LT5GXSe//zvXPjgnx4jmaxCfHcfn9I7j8/hFAMO+9eyqy8HPw7wTFDraeiLgbEJYy9unAHgwfLGEF7SBS1gfbWcEyhWU1eIdeXEOthRbYy9HVugOgxAf/u4WoAlHEQ9IzkDWGk9N/3oY+eVY2u2cAtIoiuqvDJFYdeJHFk/WShAZIGdCVibibyhRUl5Rk4xS2TsFKatFMXxp69O0bSOfFhhvDsdCuVyu+3j2OzUu3IaWkRdemqGr1Kjd3vHE99/V7HK9bz8pZskK/443oq6CjgSnwK2D/NuOMkUII8jLzj5nAL4/Me0IvEl6ivQeA4h3I4omQ8gHC1l0/bj87WBSknDCQXr0a1qG+wchUgS6IhJ7nPu5KsPVDFn0JMgA4OWopiEUisuB9pG81+BZEv9Z1HYrtDLTkdyDnDk4cIRcrJ0ZCvqOLJNJkrBVPgbzH0F1vy8YFCEADi+7MJ5wjkEVfUHEeJYuey8c5vMqjVVWVVt2PZNUYnVbdm/PWohf45oWf2LJsO007NWL0AyNo1LZBxTdXM6YNvwIeHvosCycvCzsel+Ti+4MfYrEe+zlT+ncgM4YS8WFQm6Kk6/7xMpCJzLgwKNRLTBlOiLshWKmqfFoBO9jOC1ae8qFvotmDD6cgujmkxCx0lGz9wfGJtEkIS0M0LR8OnkXlhL4TXXP0VfK+6qSk5u6pGlBmR6SOR5TLtip9q5CZY4m+WtS/Xyk9kHkxFX5HIk4P5HMMiH6dASWy71ibVY42pg3/CLjuqSuwl9Pi7S471zx5+XER9gB4FxD1qwvsRGp65SGhpiLSJoBztB6abu2MSH5Rt81jlHPGA94pHF5m+4OugBr6gjDaT0aA61pQaur/x0n12/69yOIf9Ie1uMTTJlZUiL8ZkT4V4q4Byxmg1OLYL3RVsLQ8Cu0qwURwsVd8qn5UPY2GQWptWfgRFWvsGrL4F8i8hJgmZOlF5v4H7eDZaPkvIbWKg/X2bTvAQxc8zQW20QxxjuHZMa+RlxWhUtcphmnSqYDmZzThv7Oe4MOHvmTjki2k1U1h7COXct7o2GtlVjtKMtE1bUXXyoMItSYi6dGQK2TmFVTOfU9SsR3fpvv32zoiC8bpBVSkJ5g3Rw26XWocme1dgm89sugrKHgphjGVJQDe9UjrHkT8XUjlu6AvePnPsjqKskdCBCfeLnpm0up2oZT5YD0LfHOque1YUSPXUYi0nxSCBu6JVKpGsszSmy38DOlZAKnfhWntPq+PtfM34vP6ef7KN8jPzEfTJFpAY84Pf7Nt9U7GLX8ZJULczKmCadI5CdG8qyDrkghnreAYgpL8UvQ29rej2k0vzjFgaRwsel5i71cAu+5SKID8VznyvQAb+qRR1YlD6GNS0kDbfYRjqQxWQoOiqmpSqo7KVpXtT6NSE4jtPETyiwglqfSQlv8qFH5Ixe/bQsWeVHGUFu8pi3Ahkt9B2M8qPbTwt2U8c4WehsTr8eE3CLZyxjt44uf7OaNfhwr6PfExTTqnGu7fiPjVqY0RiY/H0Eh1CwwHuMZCwWuE1tTVAI8ecas2oXo2fr0c8SoB9zEW9go4L9f/xUvVhH3Jd17d311FZjcbxP0zaKqzAnZQWxE1otc7B5l9a8ghEXcNKAkV9Fd+UiyPRR+H80IMVwHSC/7DEbkZezJ58rL/UpRXTFFesaGwBwgENHatr0w95ZMTU+CflJTY18tjR8RdF1upN6uhAlAF7CASEcmvBpfRRg+rBr7FUFiZAhZKsK0T+SeqUqmUE9p+Kl+9q2xfR2mTN/n9CjJeWiDuRkj5BlJ/RtRaipI+ESyRi4yDPxjrsaX0iFBSEKk/g2MUEb9XS8soaZDjIPkdRPrsYM0Hg70KYQe1funLP76cE7F4UFlUVaFRu/oVXneycyI/TSYREI5BGOfBkWA/1/AeKf1ohV+gZVyEduhCsHbAUFip0TIYlscCcbdC+hyEo7+e61xGMBOp9aDCXCgKuG6DmisR6TOg5lJEyngQSRXcdzxwgGNkMHdNLI+RBv7NVN2ufrRMOHZ9ryXaZmfCPyFziJ62IXMkMvMSpH8bIu5aomvrHmTGCLTcJ0s3U4VaCyX5CUh4nHCB7UAk3IdIej5Y07gkSaFF/w2kTUFx9EEIFRxDgpXNyioYil4Lwn440VpuRn5IJTsjLDYL9VrUoeO51VnD+cTEFPgnI9Zu4LwI/YEp8Z93QML9CNU4t47MuQPyX9TzogQ2QdGXeiZLxxhdo1LbQOILiLSfwdKBcE3dim43LTtJ+KHofcgahdQKEEoNcJxP+ETiRMTdEl1wqw0g8TmUxH+iKA6EWhdFidND55VIyaWOozudpS0i6UlE2k9g7x/bPZEmw+OKB/IeIWKtW+cNkP8SBHZQWoTcvx6ZMVjPg1ThBOaB4m+R2TeGHFXiRkPiE/r3jlVPgVzjTYT9bIStEyLtN9112D4QEv6FSJ+BYqlVer9Q4hGp44OKi0X/s3bV3UHLlLjsNrATjvhw5UhRBBabBUecnQFX9+HlGY+dcu6ZRpibticpUkrwLdMfOmFHOIchLMbBI9K3Epl1VTnbOvoGV9IrCEe/0Ov925CZo9GDY4qC6Qwa6Uv/jP6EmyVsEHcdSsK9SOlG5j6i10YVqn4u4SEU10g9DL7gLULt+I7gvXeXeW//396ZR0dW1Xn8831VlVqydCedNDQ7SA+CysA4hzkqYyN0Y7PIogMuiIygqHMcQRZBERcEZRyHgYMyggLTYLPYw+YMyCabjAtIH1CxFTmNDDtN7+kklap6v/njvqz1KqlK0l1J6n7OyUml6r1bv1up+tZ9v/tb8lB6EYIuzHpgzSLqE3EyBspC5z3Q+1/QezeUnqninPlgU9umb+uSdmU3Co9XeLyGaCZlUcePUGrqN0VdCLLQQLb28MfMOO/Ib/G7R/4wWAY505zmoA++izN/+Jkpt2U6MNamrRf8BsC2/Ce2+TvEbhTmTiFoO6f8HOt1ol16yflq0+/GNn4R+m6Pf5JgB4L5Dw2dH3ZDuB4SC5CS0Zghtvli6LnRlXawAmTfj9rOHzwm7P4BbPkeoGhFLCbu9x5NLeGW40WmpJzoW7TqrWa8YDsIt+XGYBQhRT9DyWa10ISLlpmCvQPlXOXV7PsnP1aNlIolHrjxUe67/mFSqSRLTzmEA489YNau6McSfB+H3wgEXZHAjhb8DCS2iz1FykL22BH3Wd89Yz3JyPODlqH6OINjBqjtS1jLP7sVfGJHFLQNjd/7P1GDj61UwqGieA9sDg/4ybOuD0DPDWMIdAjWTdVimD4ClIS+O9g6UTajxky9Hc291NVC6rkZNl1Y+7DKRRnWU1RHKbHH1IxT69MmEyw5cRFLTlxUl+efTngffiOQWYxbrY1a0SiBskfVMNAYK8QaVm4KWlFq7xFiD2Bb/oOtI/YVVnJqhjn/Bl2PQcvZLhkqfTBqv4Kg5VSXOxDbe3VY56dqyd/nzlGusj1VM1DCIutyCTrvcV/qw8ctPImtPR6z/qimfKWrkLEqk7YzNV9OTU7sUxMvZeyZGrzgNwBSGs1bHjUuz+CEYgFqvxYF1TdicT1yY8RKrajlk5M3tLRtehgPR8oSJOYQtJxMMO8mgvbvo7TLog5yR0PbhVG5goETOqDtIhj1ZTU+vS6DtH05ZKr9khUEC3EX4hnX5KT1m64JePY4aD0Hdd6Lik9HpYSHX8GUXP2k/M+YcIJdandoeie1tY5MQfNnon61UQPzzGGoY9msdaHMJLxLp0FQck/ovBtKLwBFSNRei1ttX3E9TK0Pt2JMAk3QsQKphnj0UVj/U675SU0dr6JWhbYu+nsgPDBuRTrwNh8tfGEkaBXsKj6HlMTazoP8U8BalH4PZJZipedhyw8pXzmPsfJXCimEti9iqX1d9IsCsIEa/c24K5yiSy6yJNiLDPrhM8eg3AfK/m9WXB1fO956oLjaVZ7sX0n81VOlq5Qsaj4Zkvu4vZv8g8PmFlI5EzZEzZ9CrZ/HzHWu8kI/fZiU4EvqAG4GdgP+AhxvZutHHbMzcB2wPe6dcpWZXTaZ5/VMDEmQrJTUUsX5yd2g616s58cumzG5N8odX9tVwiis70Fsw2k44ax2QzWAzBKCuZdi1o+ZofBFrOdW6LmGctGXcycUfocTKve215x/R0Gu3CYrYhvOiEQOhou69T0A3T+Ejh+5tn/5h6P9kZKrIdP2LVefJ/+z8vlYP9b9vaFzAJoOdGUAmhah5E7R8xu27sNQeGrkXHpvhqZ9IXvkyHGTCyN/+6jSy8pFTeQXuyY2+V8ztstswOUUQusXUdMBbpj2y7FwE4QbIbED2BaXRVuICahI7D74mkregTDdmFSUjqRvA+vM7GJJ5wLtZnbOqGMWAAvMbKWkVuAJ4BgzG7cjsY/Smd2YGbZmUZSBWiOaS7DdYyPHKz6LvXEs5avuNOq6D8INkP85BDlIL0WJebFDh90/gO7LGXuzMgttX3Z9B4rPQGJXlNrL2VF4OipON/z8TBSlMzrbNovmXISGibiVXsXWLImZB1FryhUj520F7I3DoPQyQyvvpIuQ6rwbKeXCePt/iW1ZBv2PEuvmaXo3aj0NkguHGqdXwIqrh13tRWW0aUIdV6Omqcri9kyErVlL52hgWXR7GXDM6APM7BUzWxnd3gysAqrocuyZ9dh6CNdWeHAcN0BMzLWSe0LLaTgXSFP0O+2EObE9Sr0ZtXwS5U6oKPaACxsdNzKlFzZ9A4rPoMyhg2IPoNRbUPuVkHgTg6vm7AejiJ/RIt6LbfqaC2MdwLqjHIYYwvKS1lIKzfsxZA5jqBZNxiWERbkXklD6najty8R/7LOQPgSl3jau2AMouQfqvNO1pEz9jetU1XlbXcQ+7L2bcM1iwlf3JlzzHsKeO7a5DTOFyfrwtzOzV8AJu6T4NM8ISbsB+wMV2xpJOhU4FWCXXSbufvCMjRX/4urqB3MhfdCkfPATRmPV/BmIKooT3izkPhZ7VtDyCSxzKOTvBxKQeS+QJNx8ORRWurh5tUL671H22Ap1h6qNFOrDui9HmUPLHlH6Hajrpy5KhqidZG+FnrS2yTWan3eLc7sldsPNf7RfPhVFXJWjoANTG+4jXQC6oecGLP8gzLtjyM2S3BnLvg967xw2zyZIdKIau0YpsT1qO7emc6aasPce2PgFBt8npZdg0/mEGEHumHqaNi0ZV/Al3Y/zv4/mvFqeSFILcAtwupnFdd4AwMyuAq4C59Kp5Tk842Nm2KavQe+tuNVnACShY1ls04rB8/K/xrZcAcXnIfU21PI5lFo4KVukNJZYAKX/i3m0CO3XQM/NkH8IyIMyUbLWEaiC4AMouQskXb9QK/wZW/ehYa6HiP5fYD1Xw7xbXUmI4aQPht7bqKrZeWkoTt8Kf8J6roXiX1x/4dyJKNHpHgu63FVJWCE8srQaCk9A09+6JLQ5F2EbzsQlTYU4l1A7av5E7OlWehl6VzAyua4fSq9jvbej5o8MvT5tF2Kp/aHnR25jN/Ne1PzJ2P2MaU/3dyhfFPRB9yXgBb+McQXfzOKXFICk1yQtiFb3C4DYvHFJKZzYLzezWydsrWfy5O+NsmUj4Ym+Um39p6Dr4diNNreKOpvBD1b+Vaz/Eei4EaX2wUqvAYYSY1VcrIAqiUwIViJov9TZV3w2yvrdq6bnsU3nu6YgZeSdGHZfWbZKVcvpWP5hCDcz7mo/Kmdh+Uew9QM9dkNXKbLnJui8HSUWIAVY65dh45nERsZYVFwtcokoswTmrcB6rnNfKk0HRhvkrfF2FH5bIbmu1/nshwu+ApQ7DnLHjT23mUDppfj7w1cxC/3G8Sgm+2r8BDgpun0SUOY8k4vJuhpYZWaXTPL5PJPEem4qr6kDThSLT5ffbQabv8HIVVQI1ottuoDwjSOxNYuxNYsJ1xyOFaqoKTOcitmXFkXVOJTcE6UX1Sb2VoLCk2McUYC+e8vuVaILdd4NrWe44l3aofIQLV9wV00bz8O9RgNi3u9cNZsvHTw0yB4B2ROI/dgpgOSbRt6V2otgzkUEHdcStJwytgss6CQ+yinpKpXOVhIL4u8P5nuxj2Gyr8jFwBJJfwaWRH8jaQdJd0XHvAs4EThY0pPRz+GTfF7PRLExMi7j4uBtk6uJE0dhpQtNJI9zHzyLrfvIyA3I8UjtX/mx4u+rHyeWyF015iHxVxgKWgiaTyJo/y5qv4zyctQB5E4lSL89Ki+8IWaUUhQRM2zc1tOjqqHDP3opV5yuQo+CsPcuwtcPwl57M+Hr7yDcspyy6LrU26Ns29Ef6STKfTh23FlByxmU/2+y0ea9ZzSTEnwzW2tmh5jZwuj3uuj+l83s8Oj2o2YmM9vXzPaLfu4ae2TPViPzPuKbXCsqNTv67hyVa57HFCOzoiu6ViVq2pf42v4JSO5a9TgAFm4k7L6CcO0JhBvOdrkC2SOIL48AkIXsR6uw8a9Rx/XQ9HegNudWmnsZQdtZ0QEtVE62GpmRq6AVzVsRJXwFzrbM4ajj+tgEJeu7DzaeO1TTJ1wL3d/Geq4fOa6EOq6D5D64pjQ5UDuaexlK1qeGzbYgyB7hsqGDaKUfzIe28wlmg7tqK+AzbRsM5T6A9f23E0PrwYXxJdCc74yoIz54vFJY7jjoWcFIt06lvqM9EL5SvUGp/SC5k9voHDFeE8pWvzK1cB32xtHRSjsPhcAVe2v7uttoLvyBoeSuaOWfXYpyx1c1/qDoxz0WtGDpRS6havjGsLKQ+3j58cldUMc1g6v0sTJRbfMllG1KWi90fxfLnTjiXCUWoM5bsdJLrqFJcg/XLGSWE+SOgtxRLgHPZ/WOiRf8BkNqgo7rIf8gln8Egk6Xrj+Gn1et57oa9b23u4qPmKv+2Dc8tG/g4FxNRbIkQft12MYzoP8JIIBgnmuAndy56nGs+yoI1zEkuCHQB5u/ieb/EorPRCUICu41SL3NRfNMEZpzMbb+M27fQUnnHsse5zZHK51TjThV2pS0zbgvgvKrNSV2HL9NbQUs3OgimoL5M048Z5q99cALfgPiWsQtRhViusuPT6E5F2Kt50K4JtooS2Ol1VB4mqFkorSLWmk6sDZ7Ep2o4zosXB+Jzfa1f3jzDxBfJKwAxedQap8xw04ni4I2NG85VnzORdUk3zx2cle1JHdxmbyjCeYw3BVmpVedm6fwNKTegnIfRZU2NGOw0lps41nQ/xgQQGI+zLnYZRJ7Zg1e8D1VU1bjvmMZtuXqKKYfyB6Dmk+ZcHREWTx8hFkR8g9g+f91q/+4K5JgbnzdNCtNoLLlxFFyd0juPnXjtZ6Frf8cI906WWj5/OCXohWeiXIN8kAB+h/Hem6AjptGZABXwsyw9R+D4nMMutVKL2DrPgGddw7W+PHMfHzckmfCSGmCln8i6Lrf/bR81jVOmULM+rF1H8U2fgF6b4QtV2FrDsPyD420pfnjzmc+gqRz3VRo8jITUPogNPfSKHw1AcEO0PY1gtwHB4+xTV+PmrEMXOEUXIGzTRdU9ySFpyLX0eg9mQLWe8Ok5+CZPvgVvmdaYz0rog3XgRWuCx21DWfB/F+igaqT6aWQWwVbrh2qXpncA829vC52TyXKHFzWd3gEhZUV7n+iuo3M0svE1y4qRpvpntmCF3zP9KbvJ8TX0yk5f3XTfkAUlth6Btb8j1BYBUEXSv3VNjS0jihTXho5ur+qvZDUW6Oa/KPJQFQi2TM78C4dz/SmYlE3g7gw0qADpd/VOGIPrvsVo1+nNGT/oarTldwFMocyMuInCcEcVOUYnpmBF3zPtEbZDxGbKKa5kNx7W5szLVHrmZB+Jy7hqsX9Tr8DtZ5d/Rhzvu1KSSR2c8lL2ePRvNvcRr1n1uBdOp7pTeYw6P8F9N7BUHXPFGr/vo+7jpDSqP1KrPg8FFdDcnfXnaymMRKo+SRoPmn8gz0zFi/4nmmNJJcD0Hwy9D8OQXtUv79SuYTGRclday5H4WksvOB7ZgRK7gGzuCaMx7Mt8D58j8fjaRC84Hs8Hk+D4AXf4/F4GgQv+B6Px9MgeMH3eDyeBkFlrdKmEZLWAM9PwVCdwBtTMM50YLbMxc9j+jFb5tLo89jVzLriHpjWgj9VSPqNmcU3DJ1hzJa5+HlMP2bLXPw8KuNdOh6Px9MgeMH3eDyeBqFRBP+qehswhcyWufh5TD9my1z8PCrQED58j8fj8TTOCt/j8XgaHi/4Ho/H0yA0jOBL+oak30p6UtK9knaot00TQdK/SvpjNJfbJM2tt00TRdJxkp6WFEqacWF0kpZK+pOkZyWdW297JoqkayS9Lun39bZlMkjaWdKDklZF76vT6m3TRJCUkfSYpKeieXx9ysZuFB++pDYz2xTd/hywj5l9us5m1YykQ4EHzKwo6V8AzOycOps1ISTtDYTAlcBZZvabOptUNZISwDPAEuBF4HHgw2b2h7oaNgEkvRvoBq4zs7fW256JImkBsMDMVkpqBZ4Ajplp/xO5zj7NZtYtKQU8CpxmZr+a7NgNs8IfEPuIZmBGftOZ2b1mgx2nfwXsVE97JoOZrTKzP9XbjglyAPCsma02s37gJuDoOts0IczsEWBdve2YLGb2ipmtjG5vBlYBO9bXqtoxR3f0Zyr6mRK9ahjBB5B0kaQXgBOAr9TbningZOCn9TaiQdkReGHY3y8yA8VltiJpN2B/4Nd1NmVCSEpIehJ4HbjPzKZkHrNK8CXdL+n3MT9HA5jZeWa2M7Ac+Gx9ra3MePOIjjkPKOLmMm2pZi4zlLiGujPyqnG2IakFuAU4fdSV/YzBzEpmth/uCv4ASVPiaptVLQ7NbHGVh94A3Al8dSuaM2HGm4ekk4AjgUNsmm/C1PA/mWm8COw87O+dgJfrZIsnIvJ53wIsN7Nb623PZDGzDZIeApYCk95Un1Ur/LGQtHDYn0cBf6yXLZNB0lLgHOAoM+uptz0NzOPAQkm7y3VU/xDwkzrb1NBEm51XA6vM7JJ62zNRJHUNRN9JygKLmSK9aqQonVuAvXBRIc8Dnzazl+prVe1IehZIA2uju341E6ONACQdC1wOdAEbgCfN7L11NaoGJB0OXAokgGvM7KL6WjQxJN0IHIQrx/sa8FUzu7quRk0ASQcCPwd+h/ucA3zJzO6qn1W1I2lfYBnufRUAPzazC6Zk7EYRfI/H42l0Gsal4/F4PI2OF3yPx+NpELzgezweT4PgBd/j8XgaBC/4Ho/H0yB4wfd4PJ4GwQu+x+PxNAj/D1Fm8tABqq+eAAAAAElFTkSuQmCC\n",
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euUFQRFCuZgG7zcGCL5ey8sf1aKpGy2eaEh+TgCXN4mYesWXa+WHAz7Tu0Tz7dxnXZxJXzlxzm/vpveeYPmwOr3zRg+sX43N9LjfhsDnZvHAHDpvn4mYwG2jYoS5zRv3KrE8WYct0ma187dAA4hSNwTOXk5iWSfPqFXi0VkUGNR/BlbPXsGbYUBTB2pmb6DepD9Z0K5mpmW4LkMPq4PS+c5zac5Yq91d061tKyYJxS5nz2a+k3UgnqlQkfUY/R1SpCITifSE4uuUEI5/4Il/fiepUGfbUV2SkuNfY/nXiKu5tVpXazasBLlPIr1//wZEtJyhZpTiPv92eMlVL5tl/frFi6jo2zduO3erAVdnQ9c189NSXTNj+afZ1yXEp6I367F19Thj9jNitDpx299/VbnUw4fXJxMfeoEr9ivT8uDvla7ne8Y+7jmPPygNYs8yTZw9eZPOinXy2fMhfamr7fyHc50y9TbADKAoiIsxduAOaqnFg/RHOH75IuZplKCi2/babtMR0NyGiOlXSbqSzfckemj3RyGs7KSXf9//pjgX7rX48j33+/ATWzd6SbSZa9v1qNs7dxowzEwgOD3Ibw5e9J2ULG18w+Rlp93Irr+fsNiefvPEzB7afQadTcNhUhLg1LpPZQK0GFahSyxVUtXvFfg8tWNMke9ccQkqZ/fIvn7aWHwb8jMPmMg+0fKYpfb/p7aE5SikZ3OZjTu46k/1xzv9iCZom3X6T7Os1yZUz1yhTrRQOu4Ndy/d7CG+71cHqGRt55YseVLm/gstxkA94+y0NJgNh0SF0fO0RelR6I89nDSDNejaHSBz7TiAl7D93mVljfoXTV7BbHNnPzGax8/XrU2jS+f5sQXI7zh68mC3cEzMz2Xf1CgembWXj+NXZY4m7lMCYnt/SZ/RzPncoUsL+dUeIPXWFkpWLe73GbnWwadEu1s7dRmaa1eO8LdPOihkbqd28GtcuxPFavUFYM6w4bE6ObjvJutlbGLnYu2/iTrD42xVYb3vemqpx7uAFEi4nElnCZSaqcF9ZnA7PBVzRCe59sBr71x4mI9WCmnWN3qADKTmdZb7ctWwvB9cf4astH+O0O90Eu2veNo5uO8mB9Ueo3eLuzM0b/l+wQt6IT/NxRoAXe5tQFM7sv3BH94o5eQVLhueLbM2wEXPCd1RoZpqFlATfmlv22ITAaDbgH+Lvcc7oZ+SRF5q7HYuLSWDtrM3c7ltJT85g5kcL3I6lJqYRF5OAL/gH+2H0M1KnVS2eGeq+nU5LzmT+5A307fQVezefxG51YMmwZQto/wATZSsX5cUBbRk2sUd2O19mC0V363fZ+cc+vn1zGulJGdgy7ditDtbO3sLXr0/2aHdkywlO7TnrpnXZrQ40H9q206ESEuWK/JGa9GkGczpcmlrluhWo2bQqphw7l/zIekWnUKleeboPfoxJ+8egKAoOmyPvhgAOFd3Ra9kLpM2pkr4/Jluwu91HEZgDXb/T7RBCUKKSq1b3hF3bafLjD/Rf+Qcrxi33WGRsmXaWTV6Tqw1Zb9Bz8Vis13OZaRZebzqcb/r/zP71xzw03ZuwZi2A096fTUZyRvZOR1M1bJk2xvWZ5PHu3il8LXiKomSPA8AvwEzPT7tjus0/oamSHb/vpUmXBrTr04riFYtS/YEqGMwGt8VASpcAnzZkNgc3HPU6d2u6lQPrj96VefnCf164Z2bYsHvZGgOgqqB5aiYCKFruzkL1ylQriV+gp8nAHGCidDXfW0xzgClP+6XRz0jPT7vzS+z3jNs4ksDQAMwBJhBgDjRTqU45urzVzq3N6p82+uxvy6KdHv37QkSJcPpPeZVJ+0Yz8rdBbualKxcT6PXw58z8ejUxZ+M8NGRNk9jtTr5Z3I9OzzdBb9AhpeT4/ouUb1IDfbB7CJneqKfZE42ytfZZHy/00ILtFjvrZm8hM80VN35TAJzYedrrx6RpEp3BfSExmPTUe+ReQqNCAJfG6k2QCEXQqOP92X+PXDyQp4c+TtFy0UQUD6PlM828p+/lgDnARL+JfXhu2JMEhQUSEOrvITx8QoKtQrj7IR+RRg6bkwefbITRZHBbdPQGHdFloqjVrBqbL15g0p7d2FSVzFQLwuFdO796Lo6Pfx+Mf4h3x6nqcFKyinetfcGEFVy7EO9ToILruVar76q7vXf1ITQvC2vilRv5Unryg6ZPNMDg5bkFhPpTvIK7f6fLm+14ZezzKLeZpWyZdtbO3Ez7l1sx49QEhs59x/uOUMLJXWcIiQrG4OW7NvoZCYsO+ZMzyh3/eeG+bd1x17bJGxThoXbpDDqiS0dSo8k9d3S/Rh3rERIZ7KaR6gw6QqNCaNShrs92Op2Ox/o96vHBCyHQG/WUqVaSIbPfouvAzgSHB1G+VhlmXfyO18f3pMeIroxY+C5fbhyJ0Wy8rV/fP7He6P6i+wWYadiursdxk7+RJ/t3oNkTjShVxZNN4tsRv5GeZs2yZXqHpmqoWVt8u83J4B6Teb/HZM5fSkVERaEvWxpDoB9+gWZKVSlO3wk9s9vGXfK+m1AUwW8T/qBriT601j/limK5cgOD2fNjMvmbaPJYA/wCzfgF+WEwG6jb+j7e+/nN7Gt+Hjnfq11LSskLHz6V/bfBaODpwV34+ey3zIn9gWc+eCLPKBSnQyU44tYiptPp6DHiqXwJeFvZMLTbhFLmvUXR9F52nQLubV6dr7Z+TLVGVVB0CnqDjqqtatB/SX+EEPx86AAWZ5Y5x6xDM3n/PkrfU4Lzhy/h9KIc6Y16qj9QxadNfPOi3V79DTkhNcnsMUuJOX2VAC87UXD9HOYChl1KKb0u0t0GPUZUyQiXQpQ1B7O/iYEz3vAaMZOamO7VJu50qOxctg+AoLAAn+OILBlB08cbej2nKAoPdX8gX/O5U/xnbe5JielsW3ecPdtOZwuV2yF0OpQKZdBiroLdhqIo1Hm4FgN+fP2OHR16g56vt3/Kd2//yNZfd4EQNHmsPq+OeyFP7/jzI57C6VBZ/M0KkBK9UU+PkV157I1HOXLtOiNWr+Pg6C34Gw10vbcm7z7YhDY9W+TaZ4unmzB1yGyvJBBte7X0ONZ/6qsMbf8ZZw6cR2/QuTTBpxrT+Y22Pu9xcMeZXKN6ACpUL5G9M5n/w3qO77/othgIg54itavw5vCOHvH61RpVYsuvuzzuoWmS2Z/+mm1SuHruOsu+X43eqEMI4faB6w063v6+DwaTgcunrxIaHeKRfHRs+ymvPgtzgMmrc+0milcogn+wn08tVWfQUbF2OY/on85vPIpfkB8/j5zPjatJlKxSnIzkTOJjE93m6ozwg9sEub1MGBl1ixO4KxaRY8ylqpZACEFkhWhKjn6EjYeLkmqzcVYIlv0+j2pRUSRbc5gNFcGNR0sSseQSiv3WdyINCl2HduHTp7/yumjf16JGrqGwue0Cc8Jhc/LLmKU81u9Rpg6e7WYeMpj0NOp4f77DNxOT0hk3aQ3bdp0FoHH9Crz9ysNEZCUXBYYG8P3BsayduYn9645QtFwU7fq08hmVZfY3oTPoPOSHTq9kj8nkZ6JtrxasmLrO7R0x+Rt59oMn+HX8Mhx2h2tnl/U7BYYF8OGvA/OdCHin+E8K940rDzN22K8IIVCdmtdt000Ifz90VcpjNiq8+UEnWnSo/afvHxYdwvuz3ipQGyklMSeu0LBdXboO7ITD5iQoPIALR2LYvPUIr+/cQKbD9ZFl2B3M2n+Iq6lpTOjsO9MRILp0FO1fbsWyH9a4CYziFYrwxDuebQNDA/hqy8dcOBrD9QtxlKtVxi1MzBsMBj2q07fwMxj1PNP34ey/Vy3Y7SEwpCZJiE+nYp0KHgtrjw+7snvlQWxZNnwAoRNoqobjtn5sFjuRJYsSWSqSmBOXXZpfWCAvT3wJ9HqMZqNPR3nRctFcOx/ncVxzaoQX8x3GqigKg2a8wbDOo1Edzmz7qxACg9lA+VplGLFogNe2j7zwEI+88FD231fOXmPgwyNJvZGGEILMTBvOUO+aa2aDUihWJwEHrwEugdrh5dY4NY2uC+Zw+kYijiyzo1NKQHLw+jVQJehu7VpTmxRFMyqEr7iMPsWOPdqPzMfLcyzuupvvIycCgvxyFbodej/Ed4Nm5xkgoKkap/dd4N1Jvbl4NIZVMzZiMBtQ7U7uaVCJdya/kmv7m3A4VF55dxYJN9JdwtjuZNu8bRxctINRX79ItaxcBbO/iXZ9WtGuj/eAgJxo9mRDpr4/2/OEEDR78pZG/srYHmiaZOWP6xHCtbPr+Wl3QiKD+WXUbzjtnv6eao0q52tefwb/uSSm1ORMnn3kC992di9QFEFoRCAz/ngbw18ce+oNcTEJDGn3KdfOxaHoFVSnRvuXW7F21iZsFjtXW5ckqXaU64PMAaNOx5o+L1I8OMhHzy5IKdm2eDeLxi8jIyWTVs89SPtXWmHyK1hCy00kJaSxYekB0lIyqd24EmsX72HlvNx/P4NRxwOP1KT/50/Rtf6HZKZ7arlCQHSJMCKKhPDkS81p2LJa9rkLR2OY/sEc9q45iC3DnquTzWg2oGt9P5aUDNfCnmWqUhRB2bKRDOzfjsqVi3q0O7D+CEM7fOYmkIx+Bpo93ohBP72R53O5eu46Syet4tr5OKo/cA9la5SiaNkoSlQslmfbnNA0jSNbTnD0dCyjDh5G+jKtSYkxNpWwRUcxB5qp1qgyHy99jxlHDjJ2+1Zsaj6/ASk9zJMBBiMv6UqzduBCMlM9+XCad23MkF/eznUOX746lU2/7kYI4XvnI6BxuzoMm/0GGamZJMensm/VQcKLh9GoQz2v5hJvWL/lJKO+Xo7F6kAkpmLY5Uo0EqqGwWygccf7eX92v3z3l93v3K180XMiuqydk+bU6DuhF6k30og9dZXqjavQvGtjTH4mrJk2UhNSiSgejk6vY/QL37Dm540eu0H/YD+Gze9P3Vb5T0rzhf83GaoOh5Mvh/3KhhVHPD5+ISCqaAhFiodRu0F5tqw9xqVzLqrhsmXCaftoDarULkuF+8rekUnGbrWz7pet7Fy2l/BiYbR/uVW+OEGklPSp1Z9LJy77DDu78koNbGU8t3CK1clLoeUY0O+JAo/3TrF38yk+en0GUpPYbU7M/kaq3lea/dvO5NnWZDZQq2F59m4+habm/t6Z/Aw892ZrHu/9YPaxSycu82qdAbna9gH8o0PJuLeiVwcdgL+fkRk/9iEiItDj3Lo5W5jY70csWY7als80pe+EXh6+jNtxePNxvh/wExcOXyK8WCjPDH3CTSMvKDRN0uHTH4lJTMn1ugCdjuf9IrDWjSSgbDi/HDrE5ZSULE09vzeTYHWCSYf/8RT0STa0ssGsGNSXV8q/6TVjdtj8/tzfJu9dbuzpa/z0ya9sWbzH6/ut0+t4c9yzzP9iCTFZ34CiUzCaDQSE+DN84QCqNqiU531mzNnGtNlbkZrEuHo/wuG+sJkDTLwz+VUe6lZwO3dGSga7VxxACEF48VCGth+F06Fit9gxB5gwmAxEFAtFbzTQtldLHn2pJXqDng+fGMOWRZ7UWv7Bfgya8QaNO93v5W4Fw/8L4S6l5L0+0zm6/xJOL2FvQsBjzzSiz7u3bMfJN9KZ9PZ0Ns/fht6oR1M1SlYuzqiVQwtkD7Nm2ujXeMithBKdgsGkp/+U1/J8mc4evMBbTYbmGlWQ0KEcafWLeNhdhUOj/LdHGDn1DRo8WifPcWqaxoqp61zxvhk2mj7RgK4DO+eb8Mhhd9K94UgybotZNpkNaFLm6UAD3GLe84LJz8CcHcMx+7sE69zRi5n+wS9eY5BvtTGi1K5Iup/v1HiDQcfT3RrR4/kmXs9rmkbS9RQCQvzzZe89tv0kAx8eeZvN1cSLH3fj8bdyN5v5wo6TF3nrx6Vk5hEuWa5YGCfDkwGwqU7Xs3WAIguooEhJ6JrLhK65ilAlBr2O+5pVo9Prbfik+1eAxOlQ0et1PPx8M/pN7JNvJej3KeuYPGSuV+29WZf72b5wm8/33z/Ij9kxkwgI9u5wvYkN207y2fgVWC8nYth1EuHFFFunVS0+X/lBvsbsCy/V6s+FI5d8njf5m6j1YDU++X0wG+dt4/MeEzzMMgazgflXJxMQ4tsZm1/kJtz/M9EyB3ad4+SRy14FOwBCsHrJAd5/ZQYnD7ticzfN3cqWhTuwWx1kprrS388fucSoZ78u0L2Xfb+Ky6evZr+grhhdO1+9/D32HB+nzWJjxbR1jHr+a2aMmEt8bCKpiWk+7Zo3EbLlCuI2TVfYVfyPJaJdT2femMX5GufY3t/x3dvTOXfoIlfOXmPRV8voW/89j8QOXzi+/6JXc4jN6kCnU9Ab8n6dCqJL6HQKF7MyXcHlFBU+ttVCQIlKxXh/9ltE3JN7VqPDoXIpl3h+RVGIKBaWb0fetKG/eAguW6aNnz+cnx0fX1DEJqb43HnkxKnMG1idTqyq0+WvE4AepPcyCr4hBCnNipHaOBrFqaFaHRzZfJyLx2L5Yt1wareoSY0H7uHtH17mre9eLtDuVtEJbFYvCV1mPQH+hlwXa03T2DR/O+BS4M4cOM+RrSfcviuAOjVLo8/jO5JSknojjQ1zt7J50U6v+Si5ITUxjdhTuTOY2zJtHN50jGPbTxEYHoDmZZEpV7P0XRHseeE/41A9su8i1lwiGqQmSUu1sG/HWY4euMQnE5/jtwl/eCRvqA6VgxuOkpaUnm+NduP87d5tisKVul69cRXSktLpW/89blxLxpphw2DSs2DsUoYv6J/ryw1gSLJR7PsjJHYsh610ENhVAo4kEvHbOQCuXMq7ktWVs9fYMGerm0nDYXNy41oya37eRHsfGac5kZu90maxExIeSHJiep795BcOh0p41C1/QtPHGzBtiKeDy2g28OOJ8USXdiXcpPmZGT9hFVYf5huTUU/RoqF89fVKrl1LoW6dsjza9l4CAu7MB3H+kHdNzml3khyfSmTxcK/nc0OVEtH5So7Sp4LRKLBH5BDmAqQCwlccgRcbO4A06UhqVYLQ9VcRuH7TBV8u4eeR81GdKppT48SuMxzecoJ+E1/Kl4BfO2cb3w3wjNbSG3QM/KEPK6as9pngBOCwOUiOS+XisRiGdhhFcnyqK/ZcuiK7mj3RCKvNwevvzcZmcyBDA7zOzRxgoli5aLqXfBmdISuaSpMMX/huvm3fOi+hp97H7OTIlhPsWXnA6wJ9/vAlUhPTCI7I3Vf2Z/Gf0dzDI4MweYlv9gab1cEPY1eSmep95RY6JVczye3wtWXUVC07oWnWJwuJi0nM7tdhc2LNsPHVq5N58WP3bDij2YDRz+gWThac4iBq5SV0aXaEEGTUjCR2YF0sZQK5WFTPyXjfmijAiV1nPJJ4wJW1t3/d4XzNs2rt0j4zSqUEq8We7w8gJ3QGnUc7vUFH9bpliSoWmn0sunQUfb/phdFswOxvwuRvwmg20PebXtmCHaB1qxo83qUeRqMenZcFyWZ38sucHSz9fT+7dp9j2vRN9OozlRQvjsP84PYEmJsQirjjD7hG6SJUL10UUx4MpUIKjInCM9Q1S74pt/6Z87DPLZT005HUslh2dynxadgtdlSHipQSW6aNtTM3cWjTsXzN4/vBv+DwIrz9As007Xw/1R+4J9ewSYPJQPUHqjDg4ZFcvxCXxZtjITPNwugXviHm5GVWrD3CtbhU7A4VFAVH3UpInYJUFIQiMAeYqNa4Cqt/3uTKnE5z9WFJtzKiyxgyUjN93j8nAkICqPHAPXnutI1mA+FFQ7l+0bvSpQhB0vXkfN3zz+A/I9ybPVIjz4eeExdOX6dh+7pehVVoVDCRJfKvbXV8vU12YsRNCCGIKB5GuZoup+rmBTu8aijxMYk0e7wBHy0ZRMMOdanasBLPDXuS2Ze+49UvX6Bqw8rUaHIPL03oSfzLNVFDTEiTDmnSoQYbuf5idRIfLM74LdtzHWNE8TCvse56gz5PXvab0Ol1DJvYw6cAV51qgcwuACHhAQhJdiagEAKDUcd9jSoyZMJzHte37dmSmecn8uq4F3ht3Av8fO5b2vZ0j9cXQtDrxQdZMK8vY8d0o1HDCl7vnZ3Ob3OSlJTBnDk7Cjb4LPQY2Q2Tv7uAMvmbeOzNRwtEvxx3KZ5Rz0/gyaK96VntLToowTz7YB0ig/wJ9jf5TIL1qqFLMOv1lAoJZVrHLrStWJn6JUoyuMmDrO/Rm6gAH2YBIUhuXZLUBlHo9IrXBEBbpo2N87blOR9V1Uj1sZNLS8rA6XDSvk8r/AJMHpmg4NK272tRE1umLSsM1v280+7kt0mrWPTHfmw5/D0yMhh7y3tR7ivHg71aMmrlB1RtUNGriUQIwbbFu/Ocy00M+qkv0aUj8Qsyu1FQ5IROr6PJ4w2oVMd7MR2bxZ6VU/HX+jv/M2aZoGA/Ppv0PB+9M4dEn1wytxAaEcDzI55k+5LdpKdkYrfY0el16I16+k99rUA2xYbt69L5jbYsHLcsK7tTEhgSwMdLB2f34017AZd2n3Q9hdotanqQCLV/uVW2uWTOgcOItTpwuvcjjQqqycTRa57x2TlRs2lVwoqEYLPY3aIWdAYd7V9xN8lIKdn62y5WzdiAlJLWzzfngcfqoygKNe4vx8tDOjL5s6U4bnMU6fU6zP460pLzpwEbTXpsFoe7n0RAyfLRfDS1V/ahmJOX2fXHfox+Rpo+3oCwIqE8+tLDHv057A5O7zuPX4CJsjVKExhg5p57irNn74U8x+JwqGzZeoqX+xQ8wqVe63sZOL0vk/rPIPFKEuYAE0+808GDfyc3JF1P5tW6A0lPdrE5JselMHXAz7Tt1YJ1418G4MkxMzl5xVMblHo81PP6RUrQukIlutWoRaDRyINl3QXN2NaP0uO3BV4t89KkI6VNScrFOLGkWjzMhkKIfNHV6nRKrg70tKQMwqJDmLjncyYPmpkdkeIXaCayZDiP9n6YVs8/yMZ527z6EJxCYem5BBzevlWjAVG+KB3fak/1qiXYtGA7mupp/tQ0LdddetL1ZOaOWczela7wzCf7d2T6qa/Zv/YI1y/EoTcZmDFsDmk30pHSRSE8fOG7+AWYKZ0Lo+XXr0/h7MEL9P26l89r/iz+M8L9xOEYvv9iRb4Eu8lsoFvvZoQXDWPK0XH8MXkNBzccpXjFonTu29Yny50vCCHo9ekzdOrblqNbTxIaFUzNZu5FACKKhZF0LdmzrSKIPXXVg4Y1JzLTLOzefgyb08sCkfVilwnLnadCURTGrBvBx12/5OyBCwhFITA0gIEz+lKsXBHiLsWzeeFOnA6Vo9tOsH/t4eyX/sC6IzRcWI/3Z/VDCEGrx+vxy7drSb6Rnp0YJRRBWFQQzdrdy8Ipm7IXM0URPh2D3nIRpCa5fD6e67E3KFIynGlDZrNw3O9IKVF0CpP6z+Ddaa+SnpTJ1t92ERIZTKfXHyHxShJf9JoIuBbMiGJhfLT0Pc7HpfnMUL4dd2pzB2j2RCOaPt4QW5ZpStEpBYqp/vXrP7CkW90WXlumjWWT1/D0+10IKxJK/07NeHPKYqw5nbQCrNHu81OASkUi6V3HaxAFAE1Kl2FA46aM3rbZ63kZZub7/WN4ttxrHucMZgMtn2mar3kVLRfN1XOeiofBbCA43OXTii4dlWvMfI2mVbMZGN1QrRR24fv9Cg3xp8Y9rm+5caf7+WPyGg9B7rA6OLz5OOVrlaF64ypu55LiUuhz77ukJ2fgtDu5cDSGo1tP0nvUM3TueyvqrvXzD3LpeCxCUShVpXi2Qqc36H0ubk67k+VT1tKlXzuKV/DMubgb+E8I9yP7LzLk1Z88aX1vg06vYDTq6darGW27uF78oLBAug7sTNeBnf/0OK7h4FAUmPQZRKSkUTKHwK3dsiZnD5z3+KGNfkbCc9iVb8fBjUf5oMMoMksFQLeKYPTcJht1Ovo+4J3DIieiS0Xy9bZPSbhyA2uGjeIViqAoCsunreWbvlOREjRV9cjotWbY2L54N2Pe/AmHUMhMt5GanOGW8So1yZWLifz645asLD09oRGB1Li/HNtWHcnzt8kJIQSrFu0hMsTMovHLPOLaP3v6awxmA3aLy/+wedEOZFY9y5u4cvY6A1p+yDOTXsl1gbkJs9lAl8d8C8P84MrZa3z18vcc2nQcIQSNO9Wj33d98hVWe2jTMa+hpEaTgfOHLxFWJJSGlUszsc9jjF+2hXPXb1AyIoQSFUNZfP2EmwTRgFnHD1LEP4A36zX2ec+X697PlP17uGHx3GlViy5CaFQIg2f247NnxiMUgaZpIKHrwM5elREpJWtmbuK3CcvJTLPQtEsDXh3VnQ+f/saNRlln0PHCB13yXfEsulQkHV9vw++TVmULZ5O/kczi4T5/1xLFQhn74ZPZgrZWs2o07FiPzfO3u73fmibZMGcr2xbv5on+7Xnhw27Z5+Z/sSRbsN+ELdPG1MGzaNOzRXY0lRCCMtVKkXDlBou/XYGmajTqWI86rWrxy6hffdI6KzrFpVQWCnff+GHsilyFhxDQuEVVevZrTVTREIzGuzttKSWfrFjPgv1HsTtVdELw7cadDH+0BV1qVwdcJpYlE1e6/9ACQiKCuLd5da/92m0Ohnce7UoiOW7FfC4Ka/kQZA4Bb9Lp+LJDG+qXyn9Rg5zRGzeuJfFN36l5JgbZLHbWz90GIbnvEG5GDQnh0qD7j+5KalIG+7Z4523x2ofVwcLJG7FdvY7TS/q6lBJ71n2klB4UBDePW9KsGC22LA3aU3tXFDCbjTidKm3b1KLVw95/h/wgIzWTNxsNIS3p1m5m+5I9XDgay5QjX+apxZesVIzjO057JPo47U6ic9Du1qtYkp/73RJATy+dh+rjwX6zfyfNSpfjvmjvGbJCCD55qBVvr/oDa45doVmv5/2mruSxBzrXZ/alSWz9bRc2i50G7er45GKZ0HcKq3/amC2AF3y5lA1ztzFsVl9mfLyIiyeuEFEklKcHdeCR55vl+jxuR5/Rz1GzaVWWfreKzDQLzbs2Zt7hy1z2shvW6QTfjupOeI5oNyEEwWGBKDrFQ3m56SieP2YJj7zwUPb89qw84NVPpugULh6NcVvgVs5Yz9evToasKJypg2fRY2RXHnisPhvnbvVKgaIoyl8aMZOnlBNCTAPaA3FSyhq3nXsXGANESSkTso4NBnoBKvCmlHLlXR/1bbhw+nqu5/0CjBzcdZ7XnvyWOo0r8sqARylSPPRP3fPq+esc33GK7Uv2sP7ASS53qZgtdDUpQdN4/9eVTHt7Bo+3b0S3V9owfEF/Pu/xjSv6QNUoWbkYIxYN8PnhH1h3K9NWAEV+PkFq/SKkNCuBEmymYtFIhrZsToMype54HjuW7vUZO+4GIdAQ+fbASwnpaRaG9pzCtZgkrx9VbrBZHag+qGjzC4nEqGq0eaQmq1YdwZoVGy2EoGTJMAa9+yhJyRaqVC5KZOSf+8jWztyM3eJeFtHpUEmITeTAuiPUebhWru0ff7s9G+Ztc6M+MBj13FO/IiUr+aYvKB0cwo4r3pYucGgqc44f8incAR6pWIkfjJ35asc2LqQkUSUikv6NmlCn2C3TZHBEkFeSOXB9B9OHzWXf6oMkx6e6Oe0dNidJ15K5fv46E7eO9D35fEAIQeOO99M4B/WyY/EeJs/c7OZMBZAavPDGdD4c1JHaWQENlgwrK6atzzXRTgjBnhUH6PDqIwBEFA/n/GHPMFen3UloDrrexKtJfP3qZA8FacbweUzcPYqaTaoyoe8Uj4VbZ9Bxf9s/z2XlC/lRYacD3wA/5TwohCgFtAIu5ThWDegGVAeKA2uEEJWllHnXJSsgMtKsrFqyj/07zuXJSGizOLPtrtt/38uOGWuIivDnvodq8MyQxwtU1FZVVca8OJHNC7bjzIr9TWpbDumNftWpcSM5nVlD5rBi/Aom7R3N3Cs/cOn45ay429xrhN6eACP1CqmNi6MGGFB1cCI+gV4LfuP9Fg/ydO3chYcvFMRjLwILlnhhszg4uP1sVsEO3JjxckLRCWrWL8/BHWfdzougAGR6esEyn3LAaVep0eQempcIp07tssybv5PzF+KxWBxcu5bCilVHeO2VlpjzGUKbG84fueg1GUxVNWJPXc1TuJerWYbhCwcwrs8kl5DUJA3a1eXdaa/m2u6FGnVYeOqoy2RyGyTw++yNpA/awBvf9KZKPe9RQ01Kl6FJ6YJXHYuLSeC1uoNcJf18fIPWTBt7Vx+k42uPeD2fkpDKkokrObTxGCUrF+Oxfu0oUbEoO5ft49Cmo0SUiODhZ5t55T7v0r4Ou/adZ9dthXU0KUlOtTDoo0XMm9yH0BB/kuNSUHS5B0koOsWNXvjJdztyePNxt9223qCjSv1KbjJj2+LdXssRqg4nG+dv5/nhTxFeNJTPe0xw0RGrkoAQfz5eNviuFrP3mE9eF0gpNwE3vJwaBwzE/XPtBMyRUtqklOeBM0D9uzHQnIi/lkLPjuOZMm4VuzafwuEjCUjRCYQgW7BriUmo52JwJqdx9ex1Vk1fzyu1B3DtQu6RJjmx+JsVbFm0M6u6j6tfobkY9zwhQZMIh0bStWR+HPoLOp2OcjVK56v4873Nq7s5klIbFMUZYsy2u0vA6nTy2bqNZNrzb9POiUYd6yG9CAZwhaL5BZlBUVCKRiN0+bOR5sTNxSOLlBCdTnELpdTrFQwGPQe3n/V4hMJsRgQF5qvUkd6gc4uXNgeY6Pj6I0SVjCAlIZXVE5Zx7HAMlqzqRQ6HyqrVhxn+4aICz+l2WNIt2fzet0PRKZStkb+d1f2P3MesC9/x89lvWRA/jeEL3/WayXjpxGV++exX5nz+G4E3HIx8wLtWLawqgXsTObnrDO88+AFrZ2/Od0x3fjB39GKXEzgX5Uqn1/lUnuJjE+lV7W3mjPqVA+uP8MeUtbxWdyAv1XyHUc99zcJxy5g+9Beer9CXI1uOe7TX6xSSUnzPR9Mkaza52kWWCM/TNKZpksadbvld7nuoOi+NfhZzoNlVhcxsoFrjKoxY6E517Cr67dmfy4fl+rYad7qf9395C3OAGafDSWpiGrM/XXRXf4/bcUdx7kKIjsBlKeXB206VAHKWB4/NOuatjz5CiD1CiD3x8XlnWObE92OWk5qc4XObr+gE5SpF80DLahiy7OtSk656qTl+BdWpkZlm8Sg3lxuWTFzh4SDxP5yAcHpTSQV+p5Nc91c11i/dxfXU/GdwBgT78/bkVzD5GdEZdGRWD/fqUNXrFA5fy9005QvhRcOyiLEMGEx6dFlC8un3H2Pk4kGMWDSQGo81RR+Uh9YuyFf4qKZptHmyPtHFQ4koEgxC+PSXCCEwFImizuNNCQz1ff+oUhFM2PkZPT/uxj0NKlHn4Vq89/ObvDzmeVSnSr8HhrL9UKyrOEsO2O0qhw7HcO7MdZLjU+447njmRwtJuu5J8CUElK5agppNq+a7LyEEEcXC8A/yzo0z65OFvFp3IDOGz+XrhStovmg6QzetRi8EOiGyIyKFVcV8IZ3AAy69zG5x8MWL39K12EvMHf1bnuNwOpwkx6egegkfvInDm47lWSxcb9T71NqnD5tDenJ6tjlDUzVsFjsxp65kk5XZrQ6sGVY+6f6Vx++TabFz7qLv5D273UlSskt4GowGeoz0XhzF7G/CHGBmxKIBBIQEcP7wRfo9MIQ2xm788O5PPPhkIz7+fTA/nhjP2PUfetjJG3Ws53V3aTDqs4t1XDgaw0dPjiXpWjJOh4rD7mTH0j0M7zza5/j/LArsWRRC+ANDgNbeTns55vWLkVL+APwALuKwgoxh99bTvnfqAho+eA8nD8eyc+PJW+F2drvXoWiqxsEC1DK0eCn0a7qSTuD2K6Q1dtkphXSNI3zRaRSbijPYSGKXythLBNJi7GRKR4Ux+rE21CyRt5e85dNNqdqgEqt/3shsEcdZPG2GTk0j1K9g1Wos6RZXFEbRUNr2akndVrXYtGAHTodK4073U/qeW2ty6eqlGfTc9yTFu8qdOR0qJcpG4RdgJDgsgOr1ylGzfjnOHbvK5hWHCAz2Z+/mE1gyPJ2hAUF+9B3ZBSklXe//0Cv1ws3wMZOfAf8AE++Of47nym71PhEB0099jdFkpOJ95Xj87Q5up3f+sY+k68loFUp51stVNbTD53i9xlsIASGRwbw58SUadShY1My62Zu9Ot6khHMHLzDmxW957asXPRaoq+euc3rfOYqUiaJyPU8e+9tx8Xgssz9dhN1iJ7NyMFefK3fLuS4lRp2OYoqZtD2X8dsVT+CBG24JTk6HitOhMnPkAspUK0XD9p6VwTLTLYzu8Q07/9gHGpgDTbz4UTc6vtbG49riFYpw4cgln9+iOcDE0Lnv+AwtdhUj96KgeekvPTmDS8djKVPNtQvSNI0dS/dkxa57f25+ZgN1at1iZu3Srz1hRcKY9fECEq8kUf7eMtzf5j5KVSlB3db3YvY3kXDlBm81/SCb5thudbDuly1cvxjPmDXDvd4nulQkL41+lsmDZrkS+TSJwajn8XfaU+HesgAs/Op3D3u/w+bkxM7TuRYZ/zO4k7CRCkA54GDWy1gS2CeEqI9LU8+5By0J5M60cwcwGHU+tT1FCHZuOun50uh1PpaZrOzNfKJhh3qs/HG9h8YSuiEG/0PxWKtGoAXoCdx6BX2GAykg7oUaqMFG0CmowPnEJF74aQEr33iRyHzYsYtXKEqPEV0pcfoMry5a6jGNYkFBVI6M8NpWSsnRbSc5vOk4odHBNHuiIb//sIafR8xDb9TjsDupUq8CIxYN4Il3OnjtI7JoCFNWDeDI7vMkXEuhyr2l0FSNr4YsZPeGE+zZdJLGrWrwxsguPNrdpan8PH4VC6dsdPudTGYDHZ93sWTarA4y0r0nOyk6hRad6lC5ZkladKqDf6DZp+AzmgwYTb7T12NOXHEVkk7NgNBAyJHFLI6dR0u4RdCVcPkGn3Qfx5i1I/JFM3urI9+nnHaV9XO2cvbgBSbtG+MqIKOqjO7xLVsW7chmIy1RsRifr/7ALWzSbrWz8sf1rJ+7Ff8gP4LCA7PNdDceLeEWNQVgV1Wuq5mUmXEGYfGtUVszbcwfu8RDuB/bcYp3HxrhVrg7PcnJDwN+JjA0gBZPu8e2PzWwM7tXHPAZaVW0XHSubKWBIf4ke9nxeIOUEl1W4pSUko+7jmP3iv2IqqWR0SEeC7dOJ6hxTwk34Q7wULcHcmVqXfLtCo/C5Q6rg0ObjtE5vAeqU6N+29q8/MXzbkVsOvd9lHqP1GbTgu2oTpUmneu7FYWJPXnFK+Wx3qjn+sX4v0S4F9gsI6U8LKWMllKWlVKWxSXQ60gprwFLgG5CCJMQohxQCfAkNP6TaN2pjs8UeCG8E1wJvR6CAjwiQ0z+Jrq99xgnd59h9qeL+O2b5STH+37henz4FCFRwdmpxzLHf1qQEdu90RRrUQWhZNnEy4ei+evdhAq4tO1FB/LHz3ETK0+d8SpHKkVGeBV+qlPlg06fM7jNx0wfNoeJb/3IU8X78NNwF/1qRlZm7vGdp/io65e53lsIl9PzoY61CQrx5+0nv+XY3vNomkR1amxfc5SBz96qVP9034dp0bkOBpMe/0AzBpOeFp1q8/TrLvuwyWwgyEfdzFIVonln1FO0f6Yx/oFmMlIzvaaOg8/1Ohulq5bA6GdAiY13FUPP5hxwoCSkuLjMc8BusTNn1K959OqOh59thjEXp6zT7uTq2esc2uj6vX+bsJytv+1yYyO9cCyGz5//JruNw+7gnQeH8f2Anzi86Tg7l+1jw5yt2WYSR5T3hCunzYkjMG+d7cSuM9hzMDWqTpVhHUd5CDZwhbf+9OF8j+PVGlbmpdGeFBHZ7fKowtT5Tc+awd4gBESVjKRERddO9/Dm4+xesR9rhg39wfOIdCs4VcgSnn5mAz2fbsLnw7oUuDbD2QMXvEbUaE6NjORMrOlWNi/cQY+KfekY8hwv3tOPNTM3Aa5w1qcHd+G5D570qPZVs2lVr8W57VZHNkXJ3Uaewl0I8QuwHagihIgVQvjMl5VSHgXmAceAFcDrf0WkTI/XW/oMZRSK8Jrqr+gEz338NI061MVgMuAXZMYv0EzPT59m4/xt9H9oODOGz2XyoJk8W+41dq/Y77X/8KJhTDs2jk6DO2G7J5y0RsW5+mYdYoc1Iv6FGlij/LCYdQz9/jXM/kbUEKNXh6DNqXIpKblA8/7jxCmvIW8bzp73ev2qGRs4uO4I1gwbmupKs7Zb7B6altOucnTbSRKuePObe2L1oj3Y7U637bjToXI95gaHd7mYKnU6hTc/epyZm4fw6YyXmLl5CG9+/ER24ooQgh5vP4LJz10omswGXszBuQ9ZlZV8FDnPq4J8/ba1CS8ahkFqKHtOwI1U0DREphW90VMgSwmXT1/N8xnkxNNDHqdsjdIukjgfskRTNS4dd1FNL/nW02+jOlT2rztMRkoG4OIiungs1k1AOh1q9mpmupThsTC5JgD6pNyFqqsvJ8unrcv+++i2kx40ujmRcNn7u9Hp9TZeeZgMJr1bKTpv6PBKax5+til6k96nEDYFGAmKCGLEonezr7kp2AGEw4lh0xEMu06iu5aEXhEIIZgxdzv9h88nNa1gZHCV76+Q60INLv+d06FiSbMSe+oKX73yAwvG/e5xncPu4McPfuHJIr1Y9NUypCbdOHRM/iYeefEhwovm33JQEOQnWqa7lLKYlNIgpSwppZx62/myN2Pcs/7+REpZQUpZRUq5/K8YtMls8Bn+6PQRG2006qnXpAof/jqQWRe/Y/yWj1kQN5WiZaLYsmgntkwX54rdYseWaefjbuPcNJucCAgJoGO/R0l+ujoprcuihpndBHiKxZoVvyowXvbuQPU3GKhX2quv2SdUH3P2lcSyfOq6fHO16w060hLzpm4AuHjqmtetuJRw5TYHV3BYAFVqlSLYS5X4tt0a0nfEYxQpEYZOr1C6QjSDxz9D/ebuDkiD0UDzbo0x3PbR3STnyg06vY7xWz+m2ZONMKoapmMXaB5uZPrs12/3r2Zdr1DttjT0vOAXYGbCjk8ZtuBdGnWo51VDU3QKpau5Es0sXkoMgkvgHtvhKg+34/e9XjlPbjq9i6y8hnBobgJe2FTC/7iM4s25fxs0p8a62Vty3FvNVcvNqV1uW7KbXtXf4lG/p+lV7S3a9XkYc4Api1fJZWuPKhVJt0GP5ToGRVF4a9LLDP75DY/fFlwKWZ0Wtfjl0qRsWzu46vwaciQiCldnqEXDcGqSTIsdu93J4eOXGfqZq9aBlJLl09byfMW+dAh6lrebfcDxnac97tnx1Ucwmo0F0vhd3P3zXIWwc+Cjp75k4Ze/kxyfis1ix+lQUfQKwRGBFK9YlJdGP8sb3xRyy3ggNSX/K7LJbKBWvXJUvdf1goRFh2RrfKt+2uCTOOjQpuPUa+2d67lIUCBVi0VxMPaax7l0m53xW3fxwbx3+OipL0mPSSOzdBAyS/sUgL/RQOuqvvlkvKFZuTJsOHfBlSSVBUUImpbzHqNcoBh2IShZJX92v0o1S7Lxj4PYLLcLeEnZygWrF/pwl3o83CVvB+Yb3/QmOS6Vg+uPYDAZsFsdPPxsU7q81S7PtiGRwQye2Y/BM92PP/F2exZ+tSxbixZCYPQz0f293IWSNyiKQr3W96LT69j1h/uuT9EpIGD5lLXoDXoadqjLyh/Xe9pgJXz05JdMOzGe0CIhKDrF4xpFUQgrGkxKXCp15l7H9lJ1LmgZhBlM2CftJehgUr7H7JeDS6d648o+FSadXsGWaaONsavr2dtuhQHHnLzCnM9/o8/o50i8ksTV83HUaVmTh7o/kO8avU6H5pWKQFMlBrPBo8ThQ92beJiJnOWLepo+nRrHTl3henwqG35cx88jF2T/1ke2nKDfA0Po+Ul3ug7snC3Mw4qE8vX2T5jY70cObDiK3qjDYXN657ZxG6vGjavJ2WGfMScvs2fVQY/saadD5ZGeLejzuW9z1t3Cv5byN6pI3nwdBqOOKjVK8vKANgwf173A9re8Lv+sk7eAIVcSxazdB/gx+RKzYibxycMPcX9wRPaOXQIZdgcvzfoVe460b03TWDppJb2qvUX3Ui/z9euT3XifR7RuQZifH34Gl5bjZzAQ5ufHiFYtvI6jzYsPebVpCkVka1ng4ul47asXMXgxU3jDTSdnzqQQg1FP+aolqHLvnWXLaprGkp+38lLrMTzzwMd8PXQhN3KQwPkFmPl02ftMOTqOEYsGMOvCRN6a9HKBCx7nxAsfdeP18S9SsnIxAsMCaNihLt/s/Ixi5fPOQfCG80cu8UHHUR7Odqm5qBDWzd7CoNYjiS4VQYCP0E6nQ2X5lLW0e+lhN+30JmwWO3EXE7Bl2kndHoPjpVXMKt+SfgnFCT6YlJtv1w3mABPtX2mdHXNtMBkYML0vRrPB7TvR6XUoOoXzhy+hOl2mvdv9H7ZMO3PHLObFj7vz/qx+tOnZokDF16s2rITqpWKVOcDEfQ/VYMWP6xna4TM+7zGBY9tPEl0qksEz38QcYMI/2A//YD+UAO/RYnq9jrj4VGZ9vNDDFCY1yY9DXb6onChVpQSfrRjKcusvLEn5mbLVS7l9L94gNUlI1C2ZdP7wJe+/hYQ/fliTa193C//aGqoDek3jcB5UriVKRzB1Sb9cr9m2eDefPTveQ3v3D/Zj/vWpuWaQJaRn0OKrqdh9xAL7GfQMbduCTvdWpckX35Nsua3QsEHPwFZNefr++wD4ss8k1s3ekv0S6gw6QqOCmXJkHIGhATjsDmZ8NJ/F363CYbFTsnEF3v/2FcpX9m7eUZ0qH3QclZVlZ8foZ0TRCd6f/RZHthxn76pDRJWK4Mn+HQsUiw0QfzWZyZ/9zq4Nx9Eb9Dz8WB1eeKdtdr3TgmLce/PcdgM6vUJIWADfr3iXwGDf9VD/l/BJ93FsnL89z4xpo9lAz0+fZsrgWTi9OO8e6vYA789+i/VztjKuzySE4uIrsWRYvXqQTWF+ODLtaDbv72GFe8uScOUGDqsDTUo0p0rb3i0JCPFn0fg/UB1O/IL86P3ZM2xbvJvdKw7cWqB8ZBV7w8KEaayYtp7jO05Rpnop2r/cKt9VqMa9PIl1s7ZkmxENJgPRpSPxDzYTc+IK1gxb1s7K9ey6vNkOS4aFPSsP4hfox7aLCSxefgBHzoXHYseUksGrzzdl2nszfTp4DSYD00+Odyv4khNpSel89coPbPttV3ZCZM7f2ORv4tHeLXntqxezj505cJ5X6wz02p9Or/DTmW983q8gyK2G6r/WLFOmQjSH913w+eIZTXoe7nBfnv006liPuk81YO3JszgdKuazyRgznDz/Xc88U4MjAvyJDg4kNsl7dI3F4WTRgSNUjo7A4WUBsDqcLD50nKfvv4+4S/GsmbnJbRunOlTSkzL4Y8pannq3Y3b4101vfsz6kwx44AN+PDHeKwGRTq/jk2Xvc2jjMQ5tOkZodAjNuzYmKCyQhu3q0vuzPB+PT0QVC+X9r5+98w5y4PrlJNYvPeDmCFedGulpVpbP3cmTLzW/K/f5q3Fm/4U8BTu4wt/0Rr3XXYfZ35Rt8y9bvSQ1m1bl6LaThEQHYznvrhzYyvpxo3sxrBX80SU7Cfv1OkFb3c0yOoOONyf2pnK9CuxddZCUhDRqNqvKyunrWTD292xFwmFL45s3p6E5VfedRz4Fu6IIelV9C0u6FZvFzs5l+1j01TK+3PAhFWt7Fq1wOpzMG7OYpZNWY88iJHvx0+6snbkZa4aVZk82IjQqhCnvzcxWvFwEX3amDJqJ0+5kzqjfyEyz4Bdgpsu7HQnwN5GRacPh1NCdvoz+9BUMRj3Th8TkGrljMOo5tv2Uh7BNS0rn/OFLRBQP44O576A6VVRVY+tvu5j0znRSE9PR63V0eO0Ren36dHa7K2ev8XHXcT7vpzcaspO0/kr8a4V7h671Wb1kv9d4d7O/kbIVo+nynG+605uYsnUP88qoaKWyHEYShEPjo/OH8T9ajLbVbznXHKrK3L2HWbjfRej12H3VGdGuBa/PWYLNR6aeQKDXKT6/EZPO9ROc2nsOg1HvYaOzWezsXXUQvyA/j4oxmiaxZtr4/YfVPD24i9f+NVXDbrUTVTKCqo0q57su7J0g5UYGB3ecwexn5L7GlTB6cSx6w5mjlzEYdR5RTnarg8M7z/5rhHvZGqW4fPpqnr4OKaF8zTLUbVWLfasPZTNp6vQ6AsICaN2jOReOxvBm46HYMq1ICRm3pdnbSpu5Mrwi0qiAInAG6EnoXRI1RE/oH1kZ3wLa9WlFtUaud7hBO1dcu+pUWTRumYeZwm6xe+VIyQ+EIki9kZ7tI3DYHDhsDsa+9B3f7fHMwvy42zj2rDiQPfd1szezd/Uhph0bl025MLTDZ979YQKmfzAnW8lJT85g7qeLeGbEU9wID2Lzsn3cOHcNqbkYQ72xhuaERBJWJPTW31IyY8Rc5o9ZgsFkwGl3UqlueT78bSDB4UE81PUBmj/VmIyUTJcjOUfhEiklg1p/5LPEHrhKDObXv/Vn8K8V7mUqRDP48ycZN+I3bFYnqlMlPDqYB1pUpU6jCtRpWMGrZmTNtPH7pFVsmLcNa7Q/W+pmCbubdkbhqkRjdTgZ/vtaHr6nIikWK2lWG5+s2MCeS5eziyWMW7uVWiWKsrDPMzzxw2w32lRwmWW61K7OPUWiCPEze/C/mPQ6nqrrqr4UXTrSa5IDwP61h9m35pDXc3aLnePbT3kcT7hygwVjl/L796uQmnR9tBIad67PoJ/6orsDnpjcsHjGFqaN+QOdXpedazBySk+q1s6bkCq6eCia6ikQdXqF4mUjvbTIH1SnyrlDFzEHmChZuXiBfS4FxTNDHmfnuoPENwoio3EoxtOZRM66grhtbv7BflR/oApVG/Zn3pjF/P79amwWO4061KN8rTIMajWSSycuY830boYBSHqiaLZgvwlp1pH0RFFCVrnoMIxmI537emaWZqZZfFYGy8/O43a4FgThtdLR+UMXsWRY8cthE7904rKbYAfXTi0jJYMV09ZlZxkHhQe6Clnftlg6bE6P52LLtPHr2CXMuzoFy5ZjrMqDFiEngsICqdnslllyw9xtLPzyd+xWR3ZU2Imdpxn1zNd8unyIa85CeKXEOL7zNCnxqd6fowCTn5EBP75+178/b/jXCndw0QzMXjOQ2AsJ+AeYiCqae8yzw+7g7aYfEHPisssx9Vw1n5XgAZyqSvdpczl13RXed7tt3ep0cuTqdeLS0pn2/OO8NHMRmpTYnComvZ5G5UvRqVZVhBBM7NaR7lPnYM3x0jlUjYR0V1xzpTrlKVGxGBeOxng65HLRBHV6T2KqI1tPMLjNxy775W1Nt/22i+VT1mWX77sbOHM0lh+/WO6ieshhQ/6g11Rmbx+WpwZfsXoJSpSL5MKpa26ZxXqDjo7P+c4mBEixWzib5tKSLE47+25c4nRqHIZrdo5+tg3D8QykqlGkTBQjFw+iRMWCRfPchKZp7Fl5kBM7TxNZIpwHuzb2KIxeqlYprJPrk2xJQTMIbBUDEEjCf7mKMCj4KQYCQvz5fOVQFMVVqenp9x/n6fdd5fg+f+Ebpg35xWdxh5ywlff34MoBQIAj0oApSeX54U9SqoqnPyYgxJ+AEH9SsugkcsIv0IzD7nSjUzD5GSlRpTjnD13EYDJkR46oThWj2YB/kB9SSlIScobSSoqUtRJaRAV5Bk2rhKK4nKxn9p9H8RIdY8u0c3T7KR7PKsrU4ZXWbF64w9Ok4mvBu+7iB7J4qbeaG8asHe6mCC74conHjsHpUDmw4SjJ8SmERrnLGU2qaNKBXjGTdiPd5+4nulQkn68eliuF893Ev1q4gytZpkyF/BV43jR/B7GnrmRrDI5wc64hMRaHk+PX4nzGlwNk2h3M33eEcU+0Y/3bvVlx9DRJmRbuL1uS2iWLZWuLUrqyUnNCk5Jx67byYOXylIsIY9SqoXz2zNcuQiZV86nJ54SiU+jw6iM4NRtb4iZzJHkFq7oZsWZ41wxsFjtLJq7IVbifSFnL7sRfyHAkEGWuxINFXiXSXN7n9Svm7faqCUop2b/1FA1aVMs+lhyfwoKxS9m1fD9hRUJ5on8H7n/kPj758SXGvPsLB3ecRVEEoRGBvPP5UxQv411zl1Ly9u55rLl63PNbl9JlXns7GvPOVEK/ukzMiSu8+9AIZl6YWGCtyWax8W6LD7l4NAZLuhVzgIkfBv7M2A0fUqRMFE6Hk9CoEJZcPEKctKAZbr1TqW2jSW8WjulkBuHhwfz67mD0Xu5/6cRlNs3fnl2ExBcMJj31H63D9RspZHhhnJAGBcsj0Qx4+RnaN7zlZ4s9dYXNC3cipaRJlwa89PmzTOg7xU1wmvyNDJ33Dssnr2XHsr2Aiz+m/5RXqdaoShZ1s+Dymav8NmE5MSevULPpPXR45REWjV/G/LFLkZqVZ4efo8XTcShZ00xPfYT0VDCYHiEk/FuKlov2ykQqFEFQ6K0Fs1qjKvT89GmmvjcLvVGPlBL/ID8MJgPXznsyuRYtF40QguZPNWbXH/uxZuRt19YbdB7RUakJ3nNTdHqF9OTMbOGuSScHEr/hdMqvaNJOgKE4VWv19cozZPI30nVg579NsMN/QLgf2nOeH8au5OKZ64RFBtKtt6uEnrct+I7f97ityJFzThDX517vGhCA8J04lBPLj56ibHgYfZs3zDaz5MTq46d5e8EfOL30pWqSlUdP8UqzBoRGhfD5qg9IvZHGsI6fc3TbyVzvKwS8O+11oktFsvBif65YjpIRp2JLzJ1ELCnON73C3sR5bI//ERXXdjTWsp9ZF16mY4mRlAtq5LVNwuVEHJevIjMtIAQiKBAlIhwpwZJDeKQkpPLyfQNIS0zDYXdy/vAljm47yYsfd+Pxt9rz8bTepKdasGbaiSgS7NOMcjTpCr23/USq08fHK4TLvGYWWOsHYasTiHlfOhmpFg6sO0LdVt5zF3xh/tilnDt0wcVRA9nvUL/GQ7KjJ0pWKoZt1L1YVE/7rhagx1InhGS9kd0JMQQaTATojZQPviWdj2w5kafZyORnpMUzTXnnh1dodf08PTfOwSlvE5I6QYOXmtKuwS3emPljlzB92FzXjlC6mCWfGdKF935+k59GzCMuJoFyNUrTe9SzVG9chfptamPNtOGwOdx8NDfHV6JiMZ54pwPbl+xBKAK71c4zQx/n7IHztHrxJ+6pn+pVZ7JbV3JoczviL42gWLkiXDgW41Gqce2sLXR8vW024VaXN9vR6rkHObr1JAEh/lR/oAq7/tjPx12/dDPrmPyM9MmiQmjc+X5qPViVQxuPY82wuvIMsvrPuQvW6RUatveUFfXa3MvyKes8dtBGs4Fi5W4pkjvjPuNS+mpU6Xof0h2x7HOO4PEhz7Dos03ZOzCTn5Gi5YrQ+oXmng/lL8S/WrgfO3CJD/rOzHaqxl1N4fsxK8hIs/LkC54FfC8ei3X723Q9k6BNMaQ1K+Uh4M16vYcNPTd8t3knJ6/H8223jm4vS5rVRv+Fyz209puQUnpkmAaGBhBdJpJjO075tIEKRdDymaY079aIpbHDibW42JfNkdD45zR29g7EmS6QGiDd5xaew3mUE07Nzo74GdmCPcco+f3yh7xS+TcMivvCkXojjX3zN7kEu2tCyLR0VLsDp7kU9zW6lai16KtlpN1Id9PybZk2fhzyC4/2bolfoB+BwX4+Qx+vWlIYum8xOxLOeT3vDdJPh6VZCOZ9rqIf3qh5nQ4nS79byYpp69E0jdY9mtOpb9vsaKk1P2/KFuw5kVO4XDgaQ9JSBd1D4ag+7AZOTeWlzfNQhECTkpIBIXzf9CnKBIYRXjQ0WwjdDp1eh86g48Fnm1Bz8IPsjLuIqqmegj0LCdaM7Hfw6rnrTP9gjltGsepUmfXJIibtG80PB8e6tY09fdWVwLP+MEazkTa9WtDz4+5uiUSLxv/O1MGzXX8IwQ8DfqLvN70YOq8lyQnf+NwMO+0CTb3ExLfHYssMyA7xzAm71c6PH8zho8UDEcL1PILCAt1Izhq2r8vwRQOY9v4sYk9fo3j5IvT8pHu2w1in0/HRkvfY9cd+tv62k4DQABp1uJ8vXvyWlIRULOlWgooYCS1h5vUJL3I7nhrcho0LtmBJteO0q1khmHqe/6oFiY6jZGTGYlCCuJC2Ennbt6JKK6V67OWjRoP4bcJyUhPTaPp4Q9r2bpldc/Xvwr9auM/4dq1HtIzN6mD25I089kxj9Dn4SCzpFmJPeRJUhm6MxRiXSUq3qqiapEJUOPFpGaRY85e2nxNbz11k14UYGpRzRd6k2+x0/n6mzzh4AINOR6scmaqZaRb6Nx9O7MkrvgW7cLFTvvFtb1bu+4Hz/juzOU2EAsFVVB5anoIhCKQKV1cbOPKRP45UQeh9KjWHWtgRPwOrms6ptPXYtUxCDcWJMldC9UIpDKDh5HTqRqoEPUxyXCpBYQEYzUaXQLzdeSUl2Gy0e7IuoRG3NL/dKw54JabSGXScO3TJo/p8TlzOSKLd2m9wFJSqSJOQ5dBUnSrVH3C/h5SSwW0+4fDmY9n2/invzWTBl7/z3LAnaPlM03w7YgP+uE5ys1DwUfHHpqm4qk+6cCY1gWfXz2Rj+77Ue8RFOWtNt7ppl0Y/I19uHMkucwKfndiAfs9SMrzsDnLiTMotCoitv+3y+h6pTpWtv+6iW45s3KS4FN5oOJiM5ExXbVqbk6UTV3LpWCyf/uFyJMaeusLUwbM96CcmvD6Rmg/uxZRLSoLBJIksZaNh+wRWz/DMh1B0kifeucQjvXaQcHUCQonCL6An/oGvIYS7qLr/kfu4/5H7fN5LURQatq/rtij8eHI8m5du4HLRb1CiLoFQWJv5OBGxVSkT2IpywW25kLaKvfYv6PS7niPT/bm83UBYKSP3vHCVzFrfseayCigo6D0E+03EWw+QWnYgA+ZNI9Dw95lhbse/WrhfOOO9QIWmSpJvZBCZI4s1NTEdRacDL8KrWLyTuX1fJMhs4rtNO5i+wztpWF6wOVX6zl3Kurd6E2Q2MWHDNq4mezqtbkIRgp6N61E5+pZdeeZH87l4LNarELwJk7+J6o0r07V4HxovjMM/wF3gKXowhGRZJ3RQtJWD4Kqu0m0BZcGpO8nORHeTT6L9Aon2C7nOb+q34zk+djLSqkMReh7t3ZIb15LdNNjsMfoZqVDRPW44skQ4p/d5at2qQyU02nfGcYbDxjObpxZcsAPYJf7rkzH6G3mkR3OPClgHNxzl4MajbgJQUyU3ribx3dvTmTF8Lq1feIjFE5Z7nWdO6FIcWYI5f4uBBBKtmeyKv0TD6DKM3TCC4Y+NIe5SPIqiYPI3MXhWPxzl/Rm1bgM21Ul+VA6rduvdURTFq19JgAdD6rLvV7nqwOZYXOxWB4c2HuPi8VjKVC3JpoU7sk1RORFW1IbBlHc1MLO/xgOPJbB6hmcoYM9Pz/DgU/HostJLpBZPZtrnWDNmEBa1AkX3J5N+dE6u1xqJkv0UNVQsxFn3EWc9yN6Er9Bw1X0whNup/U4mOSuc5nhDsq7zDZt2gyUXO2PShVEx6DGqhnXHqMs7q/5u4l9LPwCuDFRvEAKCw9wjGSJLhHtN5xZCULNpVUqGhbDy+Ok7Fuw3kWaz0+SL70m1Wpm9+6BXFsebCPf348k6bjXHWTtrs0/BbjAbKFoumpdGP8fPH87Hmm5F5+/9Djm/Z50RgspLgiq6BP+dRARKFa4sM+JIFjitLoK15VPXEh+b4FbeLuf9S93jHqnx+DvtMd2Wwaoz6Ch/b1mfUSya1Hhh63TibfmvYHVr0BIUUIN0JL5ejPs+eNDjkhXT1vncIdmtDlIT0jh74DyV76+IOdCMolM85nATGfVyj9byBpvmZH+Cy1xoDjDT+oXmtHy2Ga9/3ZM5l7+nTsuazDm3P9fd3+3IdDp4YeMvqJpGky71vf7eik6h6eMN3I6d3H3WKyGczqDj4lFXgTVNzUGbnANlqmXke3xOu5I1Bo3iFVzx+wGhdpp3vyXYc0LTrpGa/K7niTxgtzncyLx2Xv8YzefyqGadu7sZ+zY1iaPJ0/jtQkdSbBfvat954V8t3O9r4BnBodMrdH6mEcbbBLlOr+Ol0c+6ca0IRWAKMPHCR135ZsN2hi29O5wPNlWl58+LcOQR7ZKYkclrcxa7HfMVwqXTK3y353N+OvMNR7acyLYBW66LO60fXSAIHVQblElAmVtCxpZp58z+CxiMejcBougUMBqZ/f1GDu08m3383ger8+q4F/DLUZPynvoVGbnYe5o2wM7485xL811KLfdBCzAqJA8sTVrjQN7dPd+jkHTi1dyJtjRNsn/tEcasHcbHS97jxY+68dakl6nVzJOuQRoUnyaZ3LAr/hKbF+3khSpv8tOwufzxwxq+eWMqnz3zNZqmkWjNQCug0Nlx/QI/nd5NdOkoXh7bA6PZkFVK0fX/XqOeoXgF90pgFe4tg8FLVrbqVCmVlXTzQOf62UUzbuK+Fjd49asz+VIarBkKa2e5dk9hReyMXneA9q/E0rBDYq7tHba12TuKXcv38/r9g3gs4gXeavoBhzcfZ9fy/bzR6H0ei+pJj3vf5cWa79Ah8FnaBzzLkPafkng1iZiMDXkP8C+CU1r4I6Y7VzN3/m33/NdyyyQlptPj0S9vldHLgk6n8OPv/Ygu5p0jeeeyvcz6ZBFxlxKo1qgSPT7sSkjZSBqOmXTH4/8zMOv1/PbKs5SNcI13Uv/pLJm40q1ggFAE99SvxNfbPgGg/0PDObTxGKZIjZZrU1D+ugLqbpAaaHZI2Klnb79ANLtAUQSfrxnGzJELOLTpGFKCLjgQwsMRioLJz8BL77Wn3dO3Im3sVjvnj8QQEhlE0bK5h7H+eGYrXxxdfdfmEGbwZ2WrfgQYXIv8jBFzmTky9xq6eqOePyyz3WzvNqudrsVfIiP5VuaoPcpI7PiqBd4aCaD4xFhMm90XMXOAifd+fpMFRa6w5FL+S0HeRJnAMNa1ew2AuJgEtv66CykljTvd7/W5J15NomfVftkl5sDFu1K1YSXGrv8w+9iMEfOYN3oeTockurSVz9ccxGDyLkekBNUBqhOEThBz3J8V04qx+49wen1+jqaPJ2C3CvauDqVh+6RcH11ksVg2LdjBmBe/cQvh1Bl0KIrI/ma8GcYiSoTRYe1BxD+szhqVILqUW4Ei7o5FPDdumX+t5r55tfeXXdEJNq/xXeGoQbu6fL3tE+bEfs+w+e9Splopvtm4/a8aZp5QhCAth/P2ueFPUbJycfyCXFEpfoFmgiOCGDijb/Y1DdvXxehnJPpBO3fpHckXhAI6M0Q2cHLPOy4BoGkSTdX4Yt0Iun7SA1Pl8ojIyGx7rs3iYMrny9wc30azkSr1KuQp2AF0d/kVTXJk8sqOWYBr297mxRZezUo3oTfoaPJYfQ+nqslsZPDPb7pFuBjj7eCjnkBukMCV3sVRg91/TGuGjTUzN7Lx6lnvDfOAxXnrmUeXiuSxNx+lS792Pp97RLEwvtr8EdUfuAehCAwmAw8/14yPl76XfY3qVLl0/AjDfz3I6xNOMWb9AfRG3wqiEJCWpCM53oRUBWVrZNDz03NMOrSHpo+7FjO9URIcnndkmt22ge/fneGR1KQ6VHdlyEvbxMtJJB7/512MquYgwXrkb7nXPz/bO4TN6vCasu6wq+xdc5jSkX7oDHqqNa6SawhSXFo6M3cd/CuHmis0JFWK3HKoBgT7892+0exefoDT+85RtGw0TZ9o6DaHdn1a8fukVYRWT/4HRuwS8KUft3HiSz80u+DolpPUaVmLvZu91K7FRSp18fQ1KtcsGB2wJjX8vBlh/yT2X7nAK/UGcP7ARRS9jlrNqnL24EUs6VbsVruLD8ioQ2/UE1Uygje+6e21nwbt6tKmZwuWT12bbbc3H03Hel9wwbR3KTGfSMdRxIgu1V3IpUQoZOYRHeMNeqHQqkTlArcrV7MMX23+CFVVURTFY1Fb98sWLhw5TPEKFsrVzPTRizvCiqhIqWY/Er9A93dECChRyYrUXOY/X8hI+ZLEy3fOEHrspyCafZ5/vvu/Aio2kC6FIDk+hYtHYylSNipfik5B8a8V7vc3qczP363zCH6Rmsbu+VvYPXMtfgFmpJS8O/U1HnzKO4nYW/M8y2P9nWhbvTJG/W3+AZ3OI4wrJ/yD/Ji453O+Xt/9jpyjdwM6M1R/P5NTo8OyeazDIoM4f9KzeInToRLipRKTL5xMucZHh5Zx4EYsur9ggtKpcebABYQGmt3J4c3HqVyvAm9++xI6g44bV5O4eDSWUvcUp3bLmrlyxj8z9HHWztp8i12xtF+BBXvRkWcwn7cg7O5CzxxgokaHWqy1HcChFSxSSK8ovFmjWYHa5ISvLN41P28i5qSOH4eWRwh44LEEqj+QkueUczsvBPgHO/P0HWnyEn5B93mQqOUXBh/BB38vJDph4tt+0/hj8hoMJgMOm4NaD1Zj2Pz++AXePXrr/NRQnSaEiBNCHMlxbIwQ4oQQ4pAQ4lchRGiOc4OFEGeEECeFEI/ctZHehrIVo2n/VH1XDU7pyjyTqoa8kQxWF6eKJd2KNcPGmBe/JdZHXcz9sQWrl3k3YdApPFG7Rt4XekFASABl7i1Ymb67CsWlZQlFoXnXxlgtdm4keJbp0+kVKtYoSZGS+eP1Xn/1JE9u/IH9N2KQSJ+JOn8KfjpSe9wKiXTYnJzZfwGAMlVLUrtFTTq/0Za6re7NsxhIdKlIhi/oT2BYAP7BfqhhBdxpaGC4bkOxaYgcwk0IwSMvPMQTrZq4mVfyC4eqYlTuPjnV5TNXkZpg07xoNs6NZmzPe5g22JPSt6AwmCR5DVdvqE3XgZ08CtAoesV3lnkWhBDUfD7/SYl/JTbN38HyqeuwWx2uIvVWBwc3HOOrV364q/fJj0FzOnA7tdxqoIaUshZwChgMIISoBnQDqme1mShEbhutP4c+/dvw/qePQ3IK8kYy2oUY5BXP2HenQ2Xlj+u99vFPupMdqka5iDsvjhuo//Nk/3cCKUFzQMJWM5/98T7BEUH8NG4lly94RrUEBJr54Nvn89Xv2ivH6bdrDupfIdBzQifIeCQcze/W6y8UmPj2jzxd+hVerTuAdb9syXeZwvvb1Gb+tSl8tmJowZ2pqkSf5qmVK3qFHiO7YtIbChwpAy5z3w3bnWm4vnDxeCxxMTd/YxcTpC1Tx/kjgRRwY+EVeT06o7kLXQd15qkBHfELNGM0GwgMDeCl0c/R/NlmrjJ7Xui1Fb1C/XZ1uKfG/X9+kHcBv360y4MczmFzuEjSLAVPnvSFPM0yUspNQoiytx1blePPHcATWf/uBMyRUtqA80KIM0B94C/zWNa6vxziejzSB4UpuJxA5w9fRHWqbrUaT16PR68oPqkB/g6MWb2Zzzrf2QYn2RGb90V/AYQAxQB1vkhjx94FhBXtzepFe9ycWjeRnmph78oDNO1S36MWZk5oUuOjQ3/4TN2/2xCqRI00oMS4PiZruo3Dm46jqRrxsYmM6zOJ2FNXeH74U7n2Y8mwsn3JHtKTMijZuFx+85eyEbQ9GeGloLVUNRZ99Tvlu913R09EAn76u+evUFWVz54dj/Ti5zKaNVSnQNHd+W+XnzUxI3Ukfv4deH74Uzz9fhfSkjIIDg/M/qZfHv0cy5btIz7ViuXYJS5uPYHBZODRlx6m0lNJHEz6447Hd7cgHTqunffO9S6ly4lekBKFueFu2Nx7AnOz/l0Cl7C/idisYx4QQvQB+gCULl3a2yX5gl+gH3Vb1WLvqoM4cyliu3/dEbqV6MPHvw+myv0VsTgcPD9jwT8q2AFWHT99x8I9UB9Bkv3SXR5R/iAEICSpNTfyaqOjyCjPrbnUNBzJaYzuMYGxvXUMnfM2jTt6154SbRkk3kmi0h1CGhV08S5zh6JTkFlRPzdhzbAxd/RiQouEMO/zxSRcuUHJysXoM/p56rd15S0e23GK99t8giY1VKeKlBDYszjpTULzrcGbLlvRG/UeTIKaJpk3ZgmZS9fCu2XuKH7+q0Mb+axBe5/nz+w/z/Edp4goHk79R2u7FZ24HYvGLeP8Ie/v2qWj/gjxNyzK8ipO+24MpvroDfrsIvc3ERkdQo8XH/Jo5tSsLDjTGk25e1rxnUJVVZ9JcxHFw7xWVLtT/Kk4MyHEEFwuzVk3D3m5zOtMpJQ/SCnrSSnrRUX9OfPCgB9fp0y1Uq6qKEbvViC7xU5yfCrvPfIxdqudNSfOkmL560td5YU7LSBxbPtJTo+OIOOS8rckMfmEhKCaFpwpaSg5C0doGmrsFWTiDTRVw2F1MOKxMayZtclrN4F60x2ZH+4Ydg2T0BESFUxwZJB3E4yUTHp7BtcvxqM6VC4ejWXkE1+we6WrxuiwjqPISM3EkmbFbnFV/AmfdblAw0jsVASHD43XbnUgr2S6+HHuAL9dOsK1THf6C7vNwY8f/MKj/k/zat2BfPPmVD57djzPlHmVy2d8+58Wfb3MJwV1iSqZXjNLC4L8vsMXT6xl/Ks/8EbDwXz92mSunPV04N+OWV//gDWXMnt/J26c9P2g3pzY+64WlLlj4S6E6AG0B56Rt76MWCBnvFtJwJOt6y4jJDKY7/aNZsza4Qya8QbvTH6FEj54k20WG6tmbGDn+Zi/elj5wqPVq5CenMH8sUsY1ulzfhj4M1fPe+fMuYlJ/aczsNVHrP1uHxs6Bf2jjgPF5Eps0mekYfYzuBzcgJacAg53R6CUkvGv/IDd6vrQnA4nZw9eIO5SPH76Oyusfcfw19Fl/2ssuD6V6o2r+KCodXhQQdgsdkY/P4Gdy/Z65bDXpzizicryA80oyGwQ6vO8Ic6O8Yot/9IvB4yKnmPJ7u/SsE6fM3f04uzSc5oqsWbYuHE9mY+e/NJnXxkpvkIIJe/+eOJPR23lp/25Q/683eQgy6eu5cSuM/wxZS0v1x7gla/oJuIuxbN03BYU/T+frAmwd6x3igqhiAJTUeeFOxLuQog2wCCgo5Qyp9dmCdBNCGESQpQDKgG7/vww8zUm7qlfieZdH6Btr5ZuZbNywmFz8s0b01i///jfMaxcoQDPVq1Kr2pvMWPYXLYv3cOv4/+gT63+HNnifXxnDpzn90mrsWXaXBFCNsGd8GndNQiwXlcQUqN3v5a8+G5bjKoDmeoZOQOul/j0vvOsn7OVJ4r04u1mH/DiPf3o3eBdlKSCR4X8GSyOOcBVSwpPDejkkchkMOl92s+T41MZ03OiT3lrOp1/nhX0At2l3B2fEVPuzPSmSo3i/rfIqs7sP8+RLSeyKym5QULMycs5HKa34HTGUq1RglfTS+mqGQSF/T0v4PQhFbBmqNm5FKpTxZpu5Zs3pvpss2/NYWw3jFzbZUa9zSrzT+x4/aO95IHoFOq3rX3XS+/lJxTyF1wO0SpCiFghRC/gGyAIWC2EOCCEmAQgpTwKzAOOASuA16X8Z0RPo/b1MAd4d0yoTpXEO0gMudvQgJemziclIS2bcdDpcGLNsPFFz4leTQXbl+7JoTFKan2U6SpM8Q8pJlIFe7KCpmo061KfTs83oVP3+xG++Os1SXxsAmN7TSQjOcukYXVwYe9FIkb+vcRK59IT6LxuIn7VwxnwY19CIoMx+ZswmAzUa3OfRxm9nLCmW73TF/vpEQXJUpVgL+/7PgC2crmfd+9PErTkOqVfPkKxZ/YwufNEzhw4D+CK7c8t3lwRXqsIWTN+4umhF/ELVNEbXXNTdBpGP5VnRpz/2969swe9F3c/seuMzzb+wX4oisLGtyO5usOM0wb2dIE9HeIP/fV1TG9HxU4Z6Aw6Vwa6cGWghxcL5a1Jfe76vfITLdPdy2GfS6WU8hPgkz8zqLuBBu3rULVBJQ5vOeHxwtpKBOYZF/t34bpRIzraD9MVd2diXEwiyXEpblXZAYwmI4rOJUyjmzkp3saO8g+lokkJtjgFkWnm/dlvZVet7z74MdbP2eq1FJrJ38SOpXux3yYYhQa6q3b0F6w4y+ZeSepuIt1pY8zRVUx88mmadKlP3KUEAkMDCAoLZMGXS/lxyC8eYwVXeG3RstEkXU92+RTsThSdgi1QwVqtAE4xRSCjc59v2sORBQqxlAE69FmZroc2HePtZsOYtG80xbLK0PlCaFSIR8k5AFU9T7HyVkavO8Afk4txZl8QJSpZeLTPFYpXtBQsZ0uD5HgDYUUKrlz5BfiRmebpJ/ML9P386j9aBwTYUxVWvxSNX6SKOUIl/YqO9vNyN3/ebUgNrNeDmLT/C2JPXubCkRhKVi5G4871swvD3E38a7ll8oJOp+OzFUN54DFPytPMmv9MfLhXCLCX8NRInA4ng1p/xNheE4k5eZljO07x4RNfsObnDdmOrRIdbOjzn/h51yGAssntmX1pEo073YqC8Qv0Y/qpr6n9sGfJQUu6lUObjnuPGNAJdMl/f6LJzniXZqvT6ShWrkh2abnH325P10GdfLYrU70k045/xZMDOmI0G5CaRvLD4QWKbBHAC088Qmh0iE/BqwUVQMMUgvSmYUj9rb7sFjtzRy+mZrOqRJWKQGfw7M/sb+L92f28jkFRXIyQ4cXsPDvsIiN+O8JLY85SolLBBDuA0yFY83MRfhtf8AS8ti/V8jCfGf2MtH+ltc821y/G88yQx10spIHgtApSL+hpMCSJ0Ap/77smBLz25jjKVitJk8ca8OwHT9C86wN/iWCHfzH9QH6g0+t48aNubF+8242nWlj/NzLVkJLAbVcIPOCp4UopOX/4EpeOx7Jm1maAWzuQrA/KVXzkHzQvCYhsqHoN39LpdBiMBtdYc8hxu8VO4pUb3rtzSOzl/z6t/SZ8yWIhBM+P6Mr+dUc4sfO0W6ityd/Ek/07El06isDQAIRwUS9n1g0pmJYNdGjRgC3Gxa6yc16csYYYK2qoIf/9SoEaqEOftVBqqsap3WdRFIUv1n/IFz2/Ze/qQ0hNEhgaQMtnm9D9vS4eu8Sb0NSCRQDlBk0VbJxbhLQbBpo8EU9kifxHsXQfbCLxcj22Ld6dnbb/QKf7eWFkV49rM9MsDOv0OSd2nkZv1OGwOajzfAgBtc9QrKEVY+A/YMcUkK5eIoKCc/7cCf7Twh1cxXxf+Kgb0z+Yi6aqIAQR++JIe7BgJFZ/FaReeLfRZr17LueR5v3cgTLIh0/+rcyQt+NY6gpaFuuXXe8yJy4cueQrENbjiGYSZHSMRAb//ZOxZ6VXntxzlhXT1pKZaqHp4w1p1LEeOp2Olp89wbEXvkNeTELoFYw6Ha9+2YN7m1cH4PTec9gsdmzFTTiLF2xx0gHz5q8jPSXDZ6hh6NI4rtUIyneClOLU3AjIFJ1CuVquXJKw6BA++f19rJk2VIcz25SWE3abgzmf/8byKWtw2pyM2bCFgILXIQHAkp41aCmQCL7tW4kbV00Y/VQOrg+j5bP5NY0IjOYohvzSnYTLicSeukrJysWILOG9YM+E16dwbPtJHDYntiwG4xMrU+jyrqXAiWZ3E9uvf0iZoIf/lnv954U7wJP9O9K40/1sWbQLIaB6m1q8sGwZabmUsvu7IAoQNnc7ji24Qcn38r7ur4RExaalY/ZSQqxMtZLEXfKMvridzVP1V0jpWxxrozuUIH8SDqnx1VezWTN0GQ6rA02TbFu8m5rNqtHww058uHIT1ieqoKTa0GU60BULJqz5Le2rfK0ybP1tF3EdC87sZ1D0WK+mofpwwhavXIz9DxcgY9GhEbrwOiJHdwaTga4DO7td5mIZ9d7vsI6jOLzlBPYsJ39ynBP/AhJd3oTmFBj9JAjJ5VNmrpx1EWMpisTkV5BYC4nDtgO/gO5ElojwKdQBHHYHG+dt8whVLdEixSvX+98JDTsOLRODUgAn+R3iP2tzvx0lKhaj68BOPPluR57//X9DsOPUCDh8h1WGALvlnzcv6YUJo+Ld8P/c8Kcw3WYjNfmb0OeokuUoaSJuSmWsDf/e+pJukJKZV/Zgy7SjZfkCrBk2Dm86xlfjf8XqyDJvBJtwFA3EKjXGLt+c3bxNrxYYzAa0gIJHX6hS49EWDVG82Ib8As30GPYkFdtUy38AQFbJVJ2fHiEE5WqVYdSKIRQpE8mFozFkpOYednlq71mObD2ZLdgBlky8c4K6gFANg0liMEpKVc1k2MIj6AwaUhPUaV0w+l2bdQma6j11PyecdqdHxS2A6Dq2f4xFNSeSrb6je+4m/t8I95vYevYiGfb/AcGuagRvjsV4zT0mWmfQoTflb0OlKIKL8404/r6sfTdICZGJ9Ym7mOj1fNUGlfho6XuUrVEKIQTBEYE8M6QLj77U0hVHDqT2LIo0eS/i/LdBCOwVPM0p1gwbtv3e7c3n42/5DUKjQhi/9ROqJBVcG3u0dDXua3QP1RpVcVsI9UY9EcXDafJ4Q2IzkvPfoU4h8bkSOOc1ZbntFybtG822Jbt5Iro3bzYewlNFe/Ntv2moPmqyntl3ntvNZpvnF8GW+efLOep0YA5Qub9tIm9POYF/UEGjpFWcztN5XuUX6OdRvxfI9ov80/DXe0+wvNv4Twr3DXO38kLlN2hr7k6v6m+z4/e92edWH/97Vs28oEuzE7TDPd1bp9dRpmpJ7nsofzTAmio5NsqftS1DSD3x98fsWq4Kpj98jF7V36ZX9be4cNQz67d2i5pMPvQlK51zWRj/I90Hd6H3Z89QsXZ5zAEm7NX9//mwVCnRXfZCRaEINJP351okxD3CqUzVksybPIKi/gXbgRxNuooQgo+WvsfTQ7pQtGwUkSXC6fR6Gybs+BSjycANe8HZHc06Azq9jvljl7Bk4irsVjuWNAt2q4Pfv19Nz3v68fkL33Bil7uwLFI2yq261E180KEWmvrn8ymMfhqvfnWGWg+m3EFr9Za/SVW5eDyW+FjvisXbP7zioiPJigwymAyknAr8H9DcFQKMf0+03r+2hqovrJm5ka9e+cGtFJfJz8jQue/QsH1d2n4znfOJ/2w1lpswnU8hYvEZzDYNNEmtB6vx3sw3uXL2Ou+1+ghLRn65bySB5TWa/56a96V3EdZ4wZoHQwGX4h0UHsisi5NyrXx1E1JKjm0/Sfe4uah/B+lU7oMh8u2zGC+6pzBKvULCMzVwFHUX5GaDnpFdHqZOcDgrflxHSnwqdVvfR+OO9dgUd47em+fl+9YmRc+xJwe5HctIyWDtrC3Enr5ClXoVed2wBUcBaZA/qdeWbhXq8GTRXiTHeX8vhBAY/Qy8Ou4F2r3UCgBN03i69CskXsn5jUgCgu18d3Avd5Fo8o5g8n+R41sfY0zPidgsdlSnSsXa5Rg2vz+Rxd1rBlw9d51fv/6DC0djqNaoMq1frcOGjOf+oZG7UC9iIJXDHr9r/eVWQ/U/4VC9ev46v01YzsWjMRzbfsqjxqLNYmfyoJlkVAy5K4K9RZXybD59AcefZJS0lQtBN6IF07u4+KlvxlcHhQdi9DN4CHeDSY/eoMeSfrvQF2ReVrBcFfgV+3sEpabCtXW3vnQpXdQOW3/dRctnmubZXgiBek8gJPxD6bU376lB8JQrboJdZ9ChSknKg6U9BDvAIzUqs2LjQUbN3Ynf0Thkmp21s7dQ4d6ybH47tEDDMNxWDOTi8VjebvoBdqsDW6YNv0Az/v3LknJPwaJwKsYaORZ3krQbvqkQpJTYMu189/YMWjzdFL8AM4lXkkhPdm8jBNR5JAVdAaXFzUd8N7XluIuX+ajrl27f+MldZxjUaiRTjoxzi9MvVr4Ir331olt73RkzKv8cYWCJwCZ/273+9cL92I5TDGr1EU67I1fK35iTl/l8lXdGwvxCJwQ9GtZhYOtmXLqRTOsJP/6p/gAy7HaiS0W6HdPpdAxb8C7vtfkYp83h+kgElKpSApvFxuXTnkx4pigNfdDfIySlBHuC4NQ37iXB7FYHCZe9x7B7w57Ei399YQ5fkBD8w2X8N6ehZLqPITA0gGs97yUTz/dJACuPnHI5WRuVQNQrSuQvRyHRwoljF0i231OgcIx0p50B/cbjd9FK08cbsnjCctKT0rMFoyXdisVcsGckrBofdRqdZcLI+53Q6XWc2Hma2i1q8seUNWi31cGVUtCwfcIdCekjW4IpXTWT4AjnXRHy184n4LC5+zY0VSMuJpGTu89wT/1KubYP1pclyXnizw/kjiDw0/uO8rnb+Nfb3Mf1mYQ1w5qrYAeXlnL1Wv4FjzeM7PAwA1u76lKWDg/l5x5P5NEibyT7oB3WVM3dASTh8plrFK9Q1CMCJaCMk2aLUjF4p96460g/J9j8VDD2RPfXx2DSU61R/hM0zH9B8ev8QqSrBKxL9RDs4Cqd16BmBRQv0kiCS7A7NULWnafod3vRJ1mRQHzzYApM0Sklf/hdZvuSPXz92mRO7j3rtpGRAuwlC6C1S0nApkQyUy1kplmySbZyox3QVJXAUFfE0/WL8R4hhKWqZlCzWXL+x5CF1EQ9n3Wvwav31efYtj8fDSUlXD3n9JoPoCjiNlOSd4SYy//pcdwpKgY/hvI3JqX8q4W7Jd1CzIn8Zc8ZTUb0Z/6cSaZ2KXcv9/1lS7HxnZf+VNysNwEC8OPQX9zC0QBsmTaObjtJ5XoVMAeaUXQKOn9J9SGWAtIQCPQiL7v4rXEp6NEJAzoMCBRCyxkJLennlgpu8jNStWFlajS5J18jOLTpGNs/XP2nTDIKYBS6O3r+MliPrZo/8jZ/qTnAxBPvtKdjiVJIqwNuarGavDVWKdHHZWA6m4RQJUKTCCBgT0rB6ZeFwFozCKlzRefc3l7zL6CjXAjsldxfBqOfkYq1yxFeNNSjJqwQgvBiYVSs7Sq2UrtFTQ/CvS5vXbojk8yOpbe01MkDqvFnDQVOu2DZ996poR02J1Xur+CzbVxMAit+XM/exedxWv86r6qULg4ZKXP8p0HyrjLIPa3yXbrxbuBfbZbRG/UoioJ6ewant2sNujuqZnMTBkUh1eqZKl0kKJA5vbvRdcqcO+o3xEdJrUs+Fi2n3cnQee8Qc/wyx3ee5qAyg6gHCrblFQiaRr+MSRfIxfS9nEpbjypdc9MJA5GmCjxVZjxnDp5j5ocLOXvgIqVrFqHFsHKElTNRzK86vTdX5tfxy1j900aEotCm50N0fqNtvooNrJy+nq9fm4zN6qDIYh1aoI6MDhFkPhKWbwOtQSh0Kn0fnUrdx+B9v3LFkoxWwA8n6Z2SRHx6Cf15K+gFilPSvu8jNO/2AJ1CnidakaTVL4GtTAhquBluCkYhcBYJ4EbX6kRNPZC9uDijTAiHhvQRYeMTOkFq8whC1npGfiiZasGiiaQkZJk7nYXUNB5+rhld+rVj7ujfmDFiHgajiwsnODKIT/94P/t3e/CpxswZ9StXz13GkeWGqNYwtcAmFU2FOZ+VAcBoNlCvdTOCQp8lLfkN7qQAgdRg0jsVuXzaU7ibA0y06dnCZ2LT9OFzmD9mCUIn0bCDKEHrqXFE186b+iDMWIUk+8lcr9GLAKLM91IyoCmL3r7EkSOb0aSDtFgdxiBJ2iU9mkOyPOBL2vRswevje+Zv0n8S/2rhbjAaaPpEIzYv3O61fmdOqJqGrULoHd9LUQQVIsO9nru3xJ3HrTp9VbepVIyTXqhM9QY9weGB3Nu8Ovc2r07I5WOcSltX4PtWC2mDXjFSOeghygU24HDyUpzSRpWgllQPbcv+tUcZ1ulzHFY7UkLcxQQOrzvNsPnvUqKtixCs++AudB/cJc97SSk5vPk4W37did6gY8m3K7FbHQhAl6qiS1UJnn4Ne0Uzzor5jxUvFxhJnYjSTG/yAv13z+d4ylWkJnHkY7EHl/aeMKo8+lgbyg0HjrJmlAZlObb9JNYMGzogdO150hqVIK1RKRdXwE3oFNQgI/ZSwZhiXNEoxlgr8k7COoUgrXl4tnDXGXQYzUacdieOsuaCpVRqEr+D7lz6Qghqt3CF13Yd2Jm2vVtyfPspgsIDqdqwstuCbDQZ+Hr7p8z+ZBibF56gcv0UAsMLFo8uJSz5tjR6QzDS7KR2yxq8+tWLmP1NaFoCGakjCtSf6oRRz97D0S3u358QguIVi/DsB0/6dOIf3HCUhWN/z8Et5VqgV/eJovu2yyi5WAalBvH7AtFVMSD0Gohbz0Ev/NBQKRP4MA2ih6AIPXGX4tk4tx8Oq8LN7F9LjnXWmmHjjylr6fR6G0pWLl6gZ3An+FcLd3CVpjp/6CLnj7gXNNDpdegNOldBCwkdP+/Kl/F3HuPeq3E9gsx3p3BtTqTbvGsPL37UjeGdR2fzvINLQ+k6qJNbrcvLGYcKfM+iflXRKy4NSAhBpeBmVAp2+RJiTl7mrbbDObnnjIeCZcu0822/adRvOyHf95JS8mXv79gwbxu2TBtCER70AwCKTaJLceKUMl/auyIUmhVxOc+K+YUwu1lv4q1pWFQH7+yax/HUvMuv3YSzpAlKun7bBRf3USW1gfv5cD8weLFgCoEaYoKs8H59gh3jZSv2sneQWp5jypElwnn5ix4kXr7B+rLJnMv0XWnIW0fKbQW3y9UsTbmaZbL/Dg4PokG7uj57CAj2p+en79G5351VBhJKEF36/Uq91vEUr1CEomVv0TIYTQ+RwYiCdyo9n7/RbODZD57k4Web+Wy2fOparJnuIa6KQVKxcwaOTIEpxPcuQiiQ7neINW2jqNU7g7JNDFSr1ozywe2QUiPQUMLNQXr24EWMJkN2lSvv85DsW3P4bxHu/2qb+01cOeeFfEi4inIA6AwKC96ZBZY7y0wVQtD7Aa+hpABcT02/Y7u7JiUfLltLXJp7mmndVvcyZM7b2eUCQ6KCeeGjbm6assWZQoZWcPqCZtGvej2ekZpJ3waDvQr2m7h67jqOfGb4WjKsbP1tJxvmbcOaYUNKT16ZnNAC9PkS7Hqh8Gz5BpQPck8GiTIHUTognJIBYfkanzek2DOp/2htN2FriE0DuxftVYDhuitsUAhQzHpUv4InkwmrStCGW87+hNhExvaaSKW65ckILvgnmtzG/bnkpHvIL6SWd5q/LwQEfcf6X3Yx4fXJ9G8+nB8G/pQdXqk6TwMFW/wUHfQafQZF574js1nsFK9YNNe2ttsEu9BL2s68Tp13UnIV7DfhH+Uk7ZKercNCWNghDPa2JtJcgyi/Wh6RL0XLRuUZ2KHT6wgM/et5ZeA/INx3LtvnlZdDdag4HSp2qwNrug2Hnx70dzZdBfhlzyFikpK9ns+w292KQxcEEpi39zCPfT+LGxnumYiNOtRj+smvWaXOY8H1qTz+Vnu3LfTxlNUFv6EmSMi84HE4JSGVXtXeIjPVkqtJ1JX1d0tYaJrG0kkr6VmtH91KvcxXr3zP5bPX+OzZ8Twe2ZORT33pchTmA6bdqfkqBh1sMPN2Nd/MeqUDvJvP8gOdUDD7mXjq3Y7Zx/yPxaNYnbecqwAOFePFFAzxmegMOuo/WodqU9uhFing7k5KlDQnQetv2dtVp0ZGSiaDWn/E7o2HC+Z01gmSnyhKWpMw5E1qaCXv9z4lIZUTu06TknAz4enOd6mfPr2EGcPnEnvqKnGXEvhtwnL6NhiM3WpHpy+FB8tpHhACipS20/1990pdik6weeGOXNs27/qAm4O4zMMWwio7MPjl/UylBglHbtn4rRk21sz0HU5drmYZytcsnetiKhRBoxy1D/5K/KuFu+pUObrtZO7boCxk1CpYNZuc0KRk/LpttJ/4Ez9ud1EZZKRmcunEZWwWG2XCQ1HvsEI9gColyZkWft653+v5nAL92oU4vnrlB3rXeJupz64l6WDBNEWJ5PtBPxJ72p36YGzv70i8mns0kcnfyGNvPuo2nvGvTub7d38m5sQVEi/fYMW09bxU4202L9yBw+bwyk/udVx6gfG8NV/OwyR7Jg7Nt4bUwFEU4ylLgQpV30Qxfxcz5UufP8ew+e9QskpxQoL8aXMF6gaGolgcKKk2grbHEr3sLCGRQcw8P5GPlw6m5r25x1h7hRCE/no9pzk3G7ZMG1pK/hZGNygQ/3IpYsfcgzNEz4ldZ/h55Hyvl6pOlS96T6R76VcY1Pojni79CuP6TCI1aUzB7wtcOubPgbXX3JKMHDYniVdusGHuNvSGGuj0VQrcrxDQ+kX3d1ZTJTHHc4+Wa/J4A2o2q4Y5q1pTyYcyMQTkQ7BLV2GPPV+E3jaO3N/PT/54n/pta7uCPfQKQghMASb8g/0Ijgjk0z+G4Bfw99QsyHO/JoSYBrQH4qSUNbKOhQNzgbLABeApKWVS1rnBQC9ABd6UUq78KwaedD2ZNxsPITkuJc+tEIDmZ7jjaBkJ2LOIlr5at5VLs3azc9om9HodmiZ59M02f0bRAVwCfsvZi/Rr8YDPa2JPX/0/8s47PIrqffufM7N900MIIfTeQYqAVFGKKIgVsYBd7L2LFRV772DB8lXsoAIiiiII0nvvISEJ6dm+M+f9Y9OW3SS7ScCfvreXV9ipZ9pzznnKfXNjv3vxOANl12yDPb/H0utZB2mnR+hyErD/Rz8P/vEUH+54FSEEXreXVfPX1ThiNxhVxlw5gsmPXggEOL8XfvArC97/NSjvWPNraBGQVRrNRlx2iVoS4Atx942h8KbI2AcVj+Ti9Km069WKK6ZPomPfyhS4jJ2ZPDv8ORI1D9kfRZaWWRVtYypdGkPOG8iQ8wYGrd/85zbmPD+XHJeR3jeN4fw7xpHUJOAGamqvWy63bg+fzikB+/ICnP2ipEIWAgwCX6qJ3KktSHtmL5/P+JbTLx0aIqM3+7EvWfL5MnxuX8UgafFnS7HE7eb8O6K/lj3rk0CoQPBL4HZ42LR0G6OmDCc28SUKc0dEfWyDEdLauMjaGyieM1mMdDml+roKv8/P/JmLKcotplHTROJS7MSk5RJJWEdqsPHtOPI2V37YFruZkZOH1bhfbGIMj317D65SFx6XF4vdwuY/t2M0Geg2uBOq4cRxQEXijPuQgCD27CrL7gMWSylnCCHuK/t9rxCiC3AR0BVoCvwihOhwPESyX7tpJrmH8ir86lVhshoD0fEqxsq6u4DSvqkQRmIsGvh8Gj9v3YXN7cNXpoL09Qvz4J6T6+z2KUeMOXwObznef/AzXKXuSok6CZpbsPkJG01GFBFGLyMIUofMBUbc2QqZ2UcYY5pI256tuPih88NSpJajdfcWvLT0iQrB6Kx92dw2eBqlhdULTISDEAKL3Yyu6zz0+R3crSzmaHYR0qogI/VVS4lxZRFFOUWs+XkDm/7YxuVPTKTvqJ607t6SDx/+AnepGxLVOs1L/8zZjZSy2hFat8Gd6Ta4c9h1sUbzscJTEaG0Tzzxi/JQPMH3UgDWndGThlXAoODqFoNuDtyIlT+uZcLNZwRt8v3r80PpOpxeFr6fxvl3ZER9yqbtxqKqe0KWmyxGmrYNdCw+b/RJABAYTfc9I495bzQDAZYYC2deO7KabSXTxgV46cv97tYcI31Pckc0gfeWCrLXVBp2RVUYftEg+ozsEVFbrTFWrDGBTqjvqLoFpuuLWl9/KeUfwLGlnWcDH5X9+yNgQpXln0spPVLKfcBu4OSGaWpQm1j+/eqwhl0xKEyfd39ID2k8WIzwR+frCwdd10NmCopPJ2ZZ9B/CsRjYpmWN6zf+vjWs9qivWODJq/mNlRL8Ttj2bCVlgK5Jdq3dx4xLX8FcDdlX887NeGX5kxWGHeCZya9RmF0YUmRVE1SDQs/hXbj5jav54vC7DDirD30btURPMkZu2MsQ93FlAN3r9jLzvk+5eeCD3NT/Pjb8vgVdlygF/oBbJsrcd4ffw56SugUT+zRqXocMbvC2t+PqWGmEpQgkh0jA2aP+ZcdSFSiKgskSnPcnpQzEWMLAVVy3RLp+YyYRk2QPYZZUDSqjrzg1cF4t8kymqtD8AqkJhBAMPudk3lz1DPGNws+WNv6+lc3LtgcFVA2xTmrw5gXBYJF0uawypVQooowOORjbVu7izuGPMD5+Mld2vpXFny4N2eafQl2HmqlSyiyAsr/luU7pVCSGAZBRtiwEQohrhRCrhRCrc3Pr8jGF/4wMBpWTRnQnLin4o8if0A5pqX/mp9Al1m2hxSbmzPqTqh8pLqlxfUJKNdN+CYZa/IhCgGKCNleE+nA9Ti+uMKryABfccVaQj9BR5GDH37srRC3CQTWqGKsYEkURWGIs3P3hTYy8bBj2eDt/5ezh16woOT6kRMnxYjgaPOXXNR2P08Oe9fsrOhyhg/3r6DOJfFKvM9+NKhRElHlTUoJEkHlbe45c15rigUkUnZpC1k1twaoiLfWYaeoSU4Yb1amhS8mgc4LHWbquk9Y2NeyubXvVJaPDgNnSgRd+e4yO/dpiNBkCI/Z2TZjx87QK95XZWjfaDqkL4pLP5Yus93joizvIy8xn4x9b8YYR3tn4x9aQGYkrT611dltxJRZoNtxNfJvAsTWfRsauLDb/WfnO7lyzh7tPe5SNf2zFVeLi0I5MXrruHb559cc6XV9Do6EDqtW5DkMXSvmulLKvlLJvSkp0/MZCCPqNOSns6OCUskj0mdeODCqPd3dKrhc9naoIzAYDTdfnY8wPNYSe1gl1PjaU6UjXMsq84K7xIXS6qlmQNtqLIYJvUTVB46HRpYMueD+4QKomow6BZ5DaMoWh5w8gvUMa8Y1iGXzeAN74e0YFQVqh18lNK/+HP9pxriZJeLn6AJrfpwV90N4W5jo98/2l4TnCa8K+zQd5fOILNLttS3BWTQSQugBF4OidSPZ1bcid3BJH70T6f3gBQxJaRN0WAOHVUTw6zWZnY7KauO/jW4JGuUcz87mi461k7w8dWJmsJqa+OK4OJ03ihavf4vKOt7BtxS6MFgOdB3TAEmPm3btm88snf6DrOgZjGhA9p3li44e54om7yDmQy6Rm13H/mCeZNn4GF6ReFaTZAJCYmhD0/QP4nQq7v7WhRypgJiG5a+X7JHWdg9sqZ+gfPPS/MC4tD7MfmYPf98+rpNXVuGcLIdIAyv6W12FlAFWVp5sBmXVvXvW49a1rSGqSgLUsCm6NsdAoPamC4vPiB8+lz8gemKwmbLHWeglCCKB1chLfTb2UJ645B7Ot8qWRAnSjgqtdQn0uB4vRwBmd21N0tDjE3eT0+pi9ch2fkEvsGR0xWozY4qwYzUZanmqjx6OR+WWlBGsznbD9bTW3Z8fqPSyfu6rid2xiDG16tAxrMxVVQfNrZO4+wtKvVtKmR0u+ynmfaV/cQXq7yirenzO34qtDGKZtgZ34gzUbTqEIDKbAaFfY1Tpx18zYtCDo99ESB68vWs7Vs75mxg9LyMgPFprYsXoPtwx4gL+/W40x24vwR3FOCejhP8Ovvfs5Zfq4OnVQioRz89K574EpfHH4XYacG1yY9dzlb3Bkf05Y12Zsopm0dg9Hfc5NfyTw80dL0Mrcls5iNxuWbGHv+gNsWb6DV65/lxeveRuAmPi7IjqmlLD1r1gWfpiO1C/B7fRw76gnKMguwlniChCkFbuYftGL5Bys7KiGTzwFNYzoyJoXE4h0YiYMktLMypmToihYY63Me2shiz9dyq4wbhoIDDIKsgPviM/rY9vfu/jo0S+4ssutTGp+Ha/e+B4FOXURK4kOEYl1CCFaAT9UyZZ5DsirElBNklLeI4ToCnxGwM/eFFgMtK8toFpXsQ6v28uf36zk4PbDtOranEHnnIzRFOxXPLTjMPs2HeS6LSvq5A8tR7zFzMp7bwBg09JtfDL9Kw7vzEJpGc+W7vE4G5nrfHwFGJIFOXM24HF5MZoMXHj3eMbfOIZ5Mxfz4ZxfKUk0UdSrEdJuwqLD5NYdOGNYY37xPowmIx+NSwlLz4uleHuli6p8hFOdD73LwA7M+HkaOQePktIsmaOH87lt8EP4PD7cDg8mi7FKeXeV61IEryx/MoSGddauP3lx6y8Rt7kcE5r1pMXnJcx7cyE+b3h2QFucFbfDg67plJydRMmUJlEbRwFsPvtRAA7lFzLx9f/h8vnw+jUMioLJoDLrqvPo0SLQYd05/BE2/rG1Yv/ca5pTMiQxfFVrFUgJulehpjFWm7gkDnhyql1fE+wGE6sm3I75GNYvV6mLc5OvqDbL7PLp+xk5JTOq2yalhbuG9SRrb81uJJPFyDvrnye1ZSaFeWfXcszAo3M7FI7ss/DOnaO48O4LeP3mWSFuRKPJwCUPn88lD1QKYWxdsZPHz38+oBsrwRjnY9hrmaT0iCxWJHX4sFNzykc+lhgzmk9DKAqqquB2esLGwMxWE1/mzOS71+bz2ZPf4HX7gt5Vg1EloXE8Mze/iD0+Ksa/ENRLrEMI8T9gONBICJEBPALMAOYIIa4CDgIXAEgptwgh5gBbCeRC3Xg8MmXKYbKYGHFxzcIQzTum07xjOnF711HkqkPOcBlKPF6eWrCEgW1aMHRQR55ZOK1i3a6co5z/3md4woyCIoGUsKYwn8SyKj6fx8f/nv6Wz5/5Dp9fQ3r82AwC29JDZF/ZHVdjGx8e3kMX4w60Ogh9q5bAy6qoCha7mYvunUCLLs149Nznwg7q92/N4ILGV6EYFDSfxthrTmf2ntdZ+tUKjuzLYfe6ffw9PzRHX9cl7979MS/+/njQ8oEpdaNdHZLanjHPdePyxyeyd+NB7hj2MP5j6GmHXTCQJV8sx1Xqxr6okJLLmgRzwkQAo1K5wxPvfI9h1mqSDxWDCKgzeVrE85AL5j57E0CgorcKkj7NxNPWhrexCSw168MKVZbVAoTfJtdVWi/n6cHSAtrHB7tAtBrcRgaTzohLsqLsDxUObH6F/Kz/ATUbTqEobPxjG2Ou6A6Yaty+vA0Wu05aGzed+m9i5U9tK2YGVeHz+kMUp7oM6MBnB99m/+ZDCAGu9KWsz38j8ssSENfKT/H+wIDRXVq7/TDbzAwc35fJbW+qVgHL79MoKShlwfu/ct7tdXB/RYhajbuUclI1q06rZvsngSfr06iGxvqMrHoZdggUMs1euY6v1m2mY2ojPpx8PtnFpSzcuou/Dxyqs2GHgGuntG08tqYxFYFZzzGjaMUvkX6NpB/2kHNld4yqyv7StVGfSwDX3nkrPYZ2wWw1E5NgRzWo+H1+7HE2HEXBLh4hBO5Sd9DIY/6sxcQk2pny6EQAPn/2u7DGHQLZBG6Xh08e/4of31mEy+Gm26BO2KeAIyG6tn+05y9Gp3fFbDWzd8P+sFqfy+euxmQ14Sp1ozh14mZlUTylCZhEZCN4KUnY5sMx1IGzxM3ex+dj8mgB0ytB+HQsewpwvryUdeNGcNKQLsQlx5LrrPTTq06NtGk7OfRaF3RLzZZZqBKhaki/QOqhvVB6bCy7HHVLh/TpGsmW0JFhTIKdll2bs2f9/pB1tlg/qhrtHFSnWft++Dwf17qloiokpsajqI0xmYfj9fwc0RnMNp1+Z+Ty1EUrw/aDlhgL/Ub3Cj2fotCmRyAL7ai7BPKju7b0Ia4K4x4ORrMhUCvi8aEoCn1G9mDlj2txlYTPQiqHx+ll/ZItx9W4/6srVCOBLiW3zvmhwY7n9PrYfDibu77+iXFvzebV35azdPeB2nesDarA06bmYhUBmDJKQNMD9LYi8lTEcljVBE6/ZBiNm6cQ3yiuImXUYDQw9cUpQSmR5euOdX94nF6+efnHigDwqBoKO3RN5+lLX+W7V3+itNCB5tPYsGQLSbfthihy5AF2leSwpTAQwlk0+/ewbiRXmR+2HDHzC0ieth/1UISdu0+ifXqA63rdzZfPzwW/HmJLBCD8OtPPe56Z931C216tg9ZLBbKmtUWPq5krR4gq/xskx06brAYj57TtWifeIpNi4NS0diSZw0fa7/nwJmzxtpB8fo/TFh0LJQA28rIKak0IECLgsug3phcAcYmvg4icKsJZrAZEbKBC+BoCxUWdB7Sn7+ia88k35c8kmioEn4Naud/9Xj9+f6AQT9d0/p6/Dl8Es2mDUQ2KQx0P/OtZIWvDntw8it31G7UfC5+us2h7aKFGvaBJFFcEEXYRyFluZLeRYmnOIVd0/liPXkqRN4t4UxpSSrb/vZs1P2/AHm9j+MRTaNwihS+e+Y6cg7n0HN6NBe8vRgsTIHSVuNA1HdWgktQkkQ5927Jzdeg9adKqMavnrwvxyQuXhuKS6FGkcQsE+0qP0i0xHaWagjG/1x+S0WPe5SLpuUPkvtougtJEiWmrk3yDj7/mrUbUQGFQfLSEr16cV+Hm0C0KxcOTcPWMC+SsR+HbEICiSMzCSIzJTJ+UdG7vOZj0mDhe2PgbWhRGSUFwalpbnus/vtpt2vRoyce7X2fBB7+yav56nCVO2vduw/gbxiCUc0CGIeMLAynh6OH+fPvqT7Ua96SmSTzz87QKbiKh2LHar8RV+nxE5/nl4wBJmObXscVZOem0jvi8fk6/dCinXTIkLIeOlJL1v23m18+Wknr7apQIKsmlBGeu4OsRzSiv7ROCsIymUoKs4uY61k1YHVSjgfE3jI5o27riP2/cA0pHJ079pK4QgHVLlal9mfGq6h+VqsDTNYVmyQnMuvQcDOZMDh1cc+yhajmPoMSXTawhlWcmv8by71cFgrhmI7Me+JSHv7yLZ36ujCfsXr8vLK98s45NgwrF7nr/Bm4d9CAelxfdr6OoCkazkbHXns7/nvomxLj7vX5ElBW9mtRpFxsoqTjjqtPYtWZvKClZNc9bPepHFPuR8TVL+xkyvQgNfJoPt8MdEMuugd6i/PlodpXDT3ZASzAizQroemVEMAKYVJXbeg7lus6nhKyb2vkU3ti2LKLjAJicOqeuNPH6e+/QoU8bRk0ZHhK40zSNA1szaN29JeOuH43RZOCzp7/l/jHTcZW25qoZfgaenRe2+boOjiKV/ZvtFOaYKDq6g5U/1PyNmSxGLnv4Alp2bha03GCILP6ia+D3Vr4vrhI3j313D0aTkeXfr+KGvveSfSCXVl2bc9XTl9BjaBcAXrtpFotmL8Ht8DDxSg1b4+rOEIzslSaEQSKdlQItMYkxeF2B98JgMqD5tKiVlVSDQnJ6Mne/fwNN29bMaFlf/OeNe5tGSdhMJlz/B/JOa4KpwIOteQJqjpP0tqlc8tD5fPf6fLat2IkQAr9fwxxj4eyzB3H5peOxx9sQIh6Bigwj5FwddPwkmluy7LtVLP9+VYVxLHdxPDnpJb7MnoXJHDCC1794OfeOehyvy1fxIpttphA1mdbdWvDOuueZ89z3bP97N626NefCu8/GYjMz+5EvQtrhmNAIzRzd/L9NTCM6JwSmsqddMoSVP65hxQ9r0fwaxjJVrgHj+vDHl3+F6ID6003IuFped11i2lOZhdG8Y1P2bDiA01ez/xSgaGwK/kQjmMqMQQRMjFUhhGBM81Bag2/2beSrfRsiPo4xy03qtF18qG/D6/Ky9OsVfPjwHLoM7ICiKpx2yRCatU/jofEzcDvcCCHQ/DotuzTjwJZDZbEehXlvpnPymXkYjukLpYRda2J5dWoHCrLNmG0auga+anQJTBaNc28/xCkT8khM3Y/LWYjVdj7OkmKK8uajGh+LqP9TVLDaK59pctNEjCYjv3z6By9f905FvvnWv3bywBlP8uRPD2CPs/HzR79VrNu/0ErnSx21nk8IaDHKgzUllwWTA0VeUpe4Stzc+/HNbF2+g9ikGLYs28Gan9eHZNsKRWA0GSoGNEIIYhLtXP/S5fQc3pWUZskRKZbVF/954y6EIN5qJq8OQSmr0cDlA/vw1h8rj0PLguFJtbH/0k60bpTIG1MvQwjBoAkns2npVp6c9DKlBQ4ceaUseO4Hfnjqe3RNxxpj4eRX44gdUDObY1WoWLAbEvnl49+rpeLd9MdW+owM+C+7ntKRl5dO5+PHv2TPhv207NyMSx++gM79QxkQ09qkcutb14Ys7zOyJ2sWbcRbJlMojYKiyxpH7dsd17yS10NRFB76/A52rtnDxt+3Ep8Sx+BzTsbr9rHx960U5RUHOiQlwDiZ90jL2kfRAkwbAxlLJpuJi+47l5RmSbx648zKysRqJoKOfvGVhj1KmBSVGzsPomVMMA/91/s28sCqHwICJhEieWYGilPDW5akFjBsXlYvXA/Axt+34PP6Q2Yjx7rURk45ghomy0gIaNOjlCuf3ssLV3bG41SpbmZstPh5fN5mUlu6Mdt0pDxAScGt/PTek8y8pw0ISGjclmuf30O3wbXnfeccCtS0mG0mrppxCVJK3rv749BCIpeX9+79hIHj+gYptG18J47OlzpqPQ+AwQwpPT0ktPNSuDuQKqwaVVp3a8Gw8wNkcpv/3MampcGVsKpBpU2Ploy95nQWfhAoABxz5QjGXDnihJKGwf8Hxh0gtySyB3osLunXi1tPPYVlew6w6fCR4+7c8es6hwuLWZeRRe/mAaWWZd+vojivpOIlrerecJW62f2dlx69QI2QRdRQpitW08jh2HXtTmrNY9/eE8WVBOOhL27nvfs+Zf7MX/A4vfi7xSA8etScMntLQukEOvRpS4c+layQ1hgr7258gR/eWcSSH1ewyZRHyfgkZGwEr7oO3k5WrCuLGXfPWE4+4yQAXvrjCQCcJS4WvP8r7z/4WYhBUZx1z5b6+vTL6ZIYOkV/ZM38qAw7UiJ8OqKGXSLl1m/Xp6TaUn2jWdJjWCExCT5KC41U10sPOe8oTVq7MFkCDSp/rQaMy+Xjx1riKDRyNMPCC1d0YvpPG0lvX/0MSfNDYU4szTs24Yrpkxhy3gBcpa4q/PPBOLDlECMuGozBqOItC9y7cg34PWCM8FsRKsS19lcYd5PZQHoVcZBugztz46tX8tZtHyIUgebTaNOrFY99czeJqQmcdV14UrMThf90tozb6WHjH1tJMVtr3/gYCODO0wcD8MiZp2E6zr2uWuAm/pf92OdsY/Enf1TwZSz5fFmN+rCZ84148pSICzF9MvABjZoyPETlHgKGvduQ8KyHdYXJYuLKJyeRkBKPwWRAd2t1CoNEKp0Xk2Dnonsn8MBP91B4czpaywifvwLuvrH4P+nN1IcvCVlti7Vyzi1jGXPFCEwWI9YYC9ZYC4mp8UxI6wq+6DlpDAg6J4TyuxwoyccVCXfyMSgandIggxBrTM2dleYXxCTW3L5hF+ZUGPaqUBTo0KeSR6lRMzeHttX8jFQDPD43g1lbX2bIeQOAQE55dYR3ZruZksLS4GpUKVjxWAI1EKAGt9MIjkwVoQjMNjO3vHltyOj7jCtP46ucWTz7yyO8t/lFXl32JImpCZWnlJKMnZkc3p0VtX++vvjPjtwXfvQbr980C0VVKG0fB2e2iSp7oUuTxizcuouZy1ex/chR/JG+EVHAbFDx+DUsuwpI/nIHQtMROizZOY9Ns/5k4r0TwlbAVYX0CVZcbWfQJ6WYk2t/efSy6frA8X0DBT9z/sLv9Veoxzz85Z0V/vZwWP3zBr5/Yz6lBQ6GnDeAsdecHsJ3Uw6vx8fBbRnEN4pj5Y9rKTpajN/rx7TDj/BKZJTcVHZDzZTIx6JceCNiCIHe2ITNVr2hEUJw02tXcd4dZ7H5z+0kNI6n92ndWZt/mC9+iz4l1o+k65czSLXGkeEsQi8zzTFqdNda3n7nyfE4BicS82fkrjoI+IkVRamgIzAYa+EQMkquf3kXK39MZvEnqXicoaYkqaknbExZNUo0v6B1t1JufGMnqS3dtQ5OhIDEJgfZsOQ7ep16DhBwzV1413j+N+O7EDk9R4GDL575LnB+RVR8RwIR+cBCQosuzejRoyPjbxyDIJBg0LZnq2BRcYspSFOgHNv/3sX0iS9RmFsMSBqlJ/Pwl3fSpkdLsvZl8/FjXwbSgtMSmXT/OZwyvmEVmiKiHzjeqCv9QHXYtXYvtw+dVjF1LhzRgpLB6VEZd1UIVEWpEOk4HrCZjHg9fho/txI1TBqkwWTA7w9E5GuaaismyYhFRVhSan+WJsXO9R2+r/i9e90+VpelQg67YCBxybEh+5QUlLL+1838+d1Kln37d8V9NVtNNG3XhNdWPIXZGmzg589azNt3BFih/T4/tjhrUMWet72VvEdaIk0BYYlIns2UtgO5q8tIhBARBaQ0qdNj7uO1bncsYgxmVp55f9CynWv2MOuBz9i5ag/J6YlcOf3iCpI6gAKPk5O/eylKAbnjA0OWmw7T9gMyrBtGNaioBrUiBmKxm2nTsxUpzZJZ9t3fCMXHzC0rMJpD36dyc1F++z0uwdHDZh46oyceV/Co9rWVq0hOD8351nVYMLMJoy4/gmqM/LN0O2DlvJGcPPZJ5s9aTNHRYgac2Zd9mw/w9Us/4HP7wlIqmCxGmndK5+C2w4z7/gDxbSKfEQ1KfZKDP8fw/FVvBtqu6SSmxvPEvPtDMn+qoqSglEtb3YDzmGKmmEQ7Ly19gtsGPYSrSnGg2Wbmyqcmce4tZ0bcNqgn/cC/EXPfWhgkvafZa05/CwdNSrTjaNghIM7Rx5rMpmpG51VzZmW5ipQmgzycikWSNtIbkWEHsKnBRSPtTmpNu5NaV7M1/PDuIt667QNUg4qrNJjPw+PykrU3m8Wf/snYqysLljf8voU3bn0/WGrN60eISuNg2uUi+cF95D3cEpkYiT9c8ttLi/nlo0Amz6jLT+W65y8L6VSqQkFgUgx4I6YBDKA83bIcO9fs4bbB0yqKU0oLHTx67rNMeXwilzwYoK9NNNu4rF1fPtrdcIOUusKfZmHGwoc4tCMTqeu8d+/Hlbn4ms49H96EPd7Gd6/9hKvUzcjJwxlx8WAMRgM+rw+vazelxeE1ao81xGarpGlbN6dddoSF77fAbDUhCby7u9bFktQ0P2QfXYPTJ2cT5UQMxQAb/1D4cNo9+H1+NL/O0q9X0qF3G748MpO5by7ko4e/CKnu1vwaA8f15aZXr2R9wnUcqxJVE47u9fDMlA+C3uUj+3K4e8Rj/O/Q29UGSX/73zK0MEV6mk/j1RtmBhl2CLBJfvDQ55x5zek1vtPR4D9p3AuOFAYVsuhKhKXnJxh5pU7umHgm1z/0I54a0hkF4LcYKBmUDlISu7MA82EHxhhodlEpHa4Pz8UeDgmmdH7IeIwM53osaixtYwaR7d7BUc8+vLqzLK1SwSxi8O9L4sfbSvC7dSB81Z3b4eGvuauCjPuXz88NCTge615y97STf1+LyGkBfBLPVwdRdYnH5WXhB79yZH8OT/34QLW7CCE4u3lPvjwQeS2ARTVyR9dgw/bu3R+HVB1KCR89/AXn3n4WVlsgQvdQ71H/J4x7nNFM11M60vWUgFbpyMnD2LJsBz6vn+5DOpG1N4cZl77KwW0ZSAKddPchnUlrk4rRZMTpeA8lihCTEHDmdZnEJd9M31E96Da4E/s3H+LgjksI1fkJ+M/rojnsc8Pqha6gGJS71M3ONXv4fc5fWGzhyfsCnPmSboM7c/BgCwq9uyI+56pPjuD3Bn+bUkJpaT4vfnwaQ8eOol/Kvbi0o3i1ErYVfkqRdw8HNDM+n5tjg81ej48DWw+FJb0TAjL3ZNO6W91ono/Ff9K4DxzXlw2/bcFd5odTHL6oCkpOFDQp2YWbxi0akbEjs8aAiwBKBwYyaByD0tn28O18c/AeDjmj45fZ76hUi/foJawtCCecrOORxWz9woffa6amnEVFESQ2SQhadjQj9IOGQApbTGIMubkFFN6cHiDVigRSEvNFTkBvtQxet48NS7ZweHdWjWXc93QbzR9HdpDtqV1MxShU3hpwMX2SgxWxtv8d3hhICb999idjrw50BooQGIWCr45iHw2FiW0CWT5et5ftf+/GbDPTY1gXhBA4ip3cPnQajkJHxSxqx9+7uW3wQ3y8701MZiNe17yoz+lxKXzz0jwcRQ46D+hA256tiEsJr04mBJjrMDjNPWzHaDaGJBi4HR5++/xP7njvet6+86OQ/YwmA0PPG4gmvZT6ahbUPhZO23Y0v4bBqtNqjJOY5n7ytxjxewW2Jj72lHzPnpJKN2e5mYkbKjjnJ5UfLkjFU1jZUxpNBlJbplB8NFSYx+/VSEyNMk5UA/6T2TKnXzaUtLapGGLNSEUg6iiMbTgBncGtc35g8ofXkpSWgC3WWuFL9iea8aTHoBsUpCJwdqp0p3RODbgNjne4xFcqQK9Zf8VoMTLs/IG8/+Bn3DPycd6+80M6D2iP0RRu3CB4d8sLZL/THj0pinGFX6J4Qy/WaDKQsSO8XICUkq1/7eCn1xaiO7Vab5bw6MTs9JCSEzpkDZdVVI5jZepijQ0zpa4PLmzTk9/nLOf81KuYNn4Gd414lEtb38D+LYcqsq+q3g5dl7gcblbMK591RFcTIiVsXBKP1x0QTX92ymtlaxrWvKS3dVYbDDVZTaQ0S+a65ydjshgxGANxBbPVxAV3n02bHi057Pgz6nMmjlpLcmeN8387zMDH8+l1YzGnvp7HqPeOktAu1L1TbjKMdok9zc9Jt1Xm75ttZroN7sxVT10ckuVjshg5+YyTSEhpOOP+nxy5HyotpfDGPuzPykZqVcghokD7lCSaxMWycn8GBkXBaFA5s1sHPltVN3Hf6uDTdX7IOMCn+99i3a+b+Xv5Vt7J2o03xRYg1lIEsb8fovSUdBQhMBlUHjpjOADxxjQyai+erDOanO4lc74JzXnMvVPAYrOAlFz84Hk8cdGLeF1efB4/m/7YhsGkYrabK3yvEDCQUx6fSFxcDPbkGEq1KPh+3DrGPaEX6vP4aNElNKjl9/mZNm4Gm5dtp6SDidxpzWt8/raf84l7/wiogmum3UXz9uk8+9NDpDRLBmD0FSOY8+z3IfspimDDki3ous7oy08lvlEcNoOJfO9xfCi1wKyoGDI9PHfFG0G+Z3epm7tPe4xRk4eFZJYA+Nw+svfnovmjG9lCIAf9u1cDrgSvy8dfc1dz9HB2QOuwgeGpht0191CAumP8DWPoN+Yk/vhqBZpfY9A5J1cEPp3+HDQZHdmeqXEpZ35diqJWvkIiQpeVaoLWY5yseDQJk8XIVU9fzLipozAYDdz02pW8c+ds/H4Nzacx4Kw+3PXBjVG1rTb854x7gdPFpPe/oNTtCXTyYWhhI0FmUQnzbphCvsNJoctNi6QEPloRPcVuJNifV4BqUOk7qiczDmzBr8QGXDRlYg+lo1qTGmenV7OmTB1yMh1TA/zc3RPHsqX4+Ok1Nh7iJ/lkH3krjWguAUKimqHDtRpXnXMfHfu144kLX8BZ5KpwKfl9fvw+Py1apOBxesg+kBuoEm4UV8H34dGi46C3bHZg2h5sME1l7IJprUNzxL9/fT6b/tyGx+ml5NRGNR/cL3EOT0BrbCJu1hGMGR4ytmbwwNgneXfDCwghuHL6JJZ8voycg8cUUQnBih/WsHbxJj578hte/P1xEoWZjH/YBTjv3Z/Dyry5nG7ydTfWGEtIcNxgNtKhb1u8nuVReTClhP2bAhwz5TCajWTsXEx6x4adWmbstFbLRX9gawYZOzNp1qEpaW1SmXhPqBBIsrkr0RZYCBGIEdQV5WoWMQl2zrl5LC5HIJA65ooRnH7pUI7szyW+USyxifUXQj8W/3q3jMflYdfaveRmBHrub9ZtCQhc1PO4Dq8Pn6aRZLfRplESBkWhW1qErENRQBWCPi0CvvS9R/PZnZuHdowLQZeSLk1Seen8MysMO4Bbq1lQu74QCvR73cFJzzhoOtZD8/O8DHi/hLZTS2g3qAkWm5kNv20JGys4uC2Do4cDvncpJdkHcrl7xGPkHynAF03CYJhjqwaFc24Zy4P/uy3sLvNn/VoR0PUn15JrZxBgUvD0sJP7TGv8jYygQ+bebPZtOlh2PpVZW19myuMX0rRtKvaEAFVueVDM6/LiKHJyyykPsmvVnn/UsBsUlYyMnLBG0OX38ZVnF6VJCqqpcvhpshhp26MlPYZ1YdOf4Ss+q4MQ0LpHcAW4z+MjrY0PouA8qg1SQkJjH6KanGBFFXz/+gJWLVxfbZabT3dExcNUlzZWhd8Nu761IxRo06sVNw24n3MSpzA+bjIPnvUUJfmlNGufdlwMO/zLjfvcNxdwfurV3DXiUS7vcDP3jHyc7fsycfvrTxImgB3ZwSO140E+piiCyf0DAbACpwtDNYRT2SWhAcFlue81eHuOhVCgyek+ej/vpOfjThJ7BT6OI64A10pN/uhj9Tn9Pj8zX/smygYI3H1icZxVGXNQFIWJ95wdIqlYjqqZCKbdrsiCE4oAq0LphMB5hEEJKm232Mxc+tAFfLTr9UD2RZhjepwefGkR1rYfJ/h0jZPH9sYc7rlokqLOVg4+0paiMSkkNU2kcfNGXHD32TyzaBqFucW8eevcqGM5VWkKzDYzo68cQUJq9TngdYEQYLHpdBoQvvNxl3r4adZinrjwBaa0u5mcQ6FUFdsLP2vQNoVrY+DdCEj0Fe42suGtOMw2I1uX7WDnqt1ofh3Nr7Hm543cPvRh9ONQHFmOf61xX/3zBt695xPcpW6cxS68bh+blm4j+7U/sRrr722SgN0cnIj75drN9T7usfBpOqNf+5BHf/iFFknx+MOkSJlUlWHtQ3PRS3yhL/CJgcBmCJBcnTV1FOZjVOZVo1pBWVwVXrePeX+tCFleK0wKpedVzliEIsL6jctx+mVDMVkDht+YGYWPVQjcvQNFXD6Pj/SeoQbK5/XhKq7ep27MiDwttaFhUlSa2OKYZllNURMV3VQ5g9DNCkWjG6Elm5A2lfyLm3L2kql8euAtLn9sImarmaVfrWDMVYei1E6FgmwDZpuR5KaJTH7kAm569UoMxq4Nf4FCktC4+ufpdXlxlbjJzcjjqYtfDlnv1sJncTUkysVXpARrskarM5z0ucKKpmlBnabm18g/UsC6xZuOW1v+tcZ9znPfh3zgfq+fo5sysDrqP/UyqSqtk4NZ+hpiRhAOfl3nm/Vbue3LH7nttEFBnZNJVUm0W7msbHRfFTZDwnFpT+2QJBqbA3DptPM5+czeGC1G7PE2zFYT7Xu3Rg3TwRqsRjwdo+f5AdDj1ApXm9lqDi1U0TUyXUcp9bk497azaNW1BdYYS/TuOZOCbhYUX5zCtRv+h18PfpfW/rIpbMdVjqQvsxDeE58KqSJoYo0lx1mCS+hkPdyOvEua4upox9ErlpxbWlJwcdOK7f1Sp8AbnBXjcXroMqAoKuMuBCSn+fm+6H0+z3iXC+8+G0VRUNUm1EHSqUaYbTq71lRWUKsGFUUJPYeu6excvSeEVCzNOqBB21MTFBXsaTpDniogNyczpO4DQPfrZO2tm/h5JKjXEFcIcTtwNYGB7ibgCsAGfAG0AvYDF0opoyO6iAB5meEPaTQZuLRrF97cs61efDDp8aFl+Gd168iyPQ0gqRcGXk1ja1YO940exusTx/PhirUcLXUwvH1rJg/oTYI1dLrfMfZU/sr78Li0pyYIVPK9B2lq6IrBaODhOXeStTebA1szSG/fhOYd03nwrKdZ/9vmCp541aBijDfjHBZ9qpdS7MewrdIQlRSUckWnW7HH22jdrTlNr2vL8hY78ep+NKkzsFE3nvnzYTYu2MKLB36lONLUPinR4w3kT2uJt6sdv7OQ37N3clpaJZGao9ARoIWoRsDDssuJeacDd9eYE+p7v6P7cF7f+ifusmpcaVIoGZVCyaiUavfpnxKcz3/y2JMoOBq+zbUFWd2OWdhib0CXxSjCjhAGAuYlegH3YyEAizBiUgw88dF+5ryeym/fJjDpgXNY+P5vFfG2oH2ECCk8S7X3Y1tR7TqvDQkpwWDxoygiRCFMKII2PVtWs2f9UWfjLoRIB24BukgpXUKIOcBFQBdgsZRyhhDiPuA+4N4GaW0V9BnZg8zdWSEfma5L1KZx+HfVb/RkPcYlI6Xkr30H63XM2iCEYE9uPhN6dmFQ29ofevOYPv+IcQeIMSQH/U5rk0pam8rMlUe/uYsvnv2en977Ba/LxykT+nHKXcO5etsXRJyx4NNJePUw1pUlSCV4HCh1SWmBg01Fe9mUVAz+ytH00twNFHsdPD/+Rr5fc5BtGRFOfYUAA3i7BlSLnJqXjQWHg4x7j+Fdw1YXQiDQq/l1dJt6woOqDr8HLYriKQVBn0bBbqeWXZqTMbc3Ui4LaX5tl1Ps/JKDJTPx64UowkhSzJUYlRSkHr4O4ViUdx7hOpF4YUVBBIxhZw+3PptB574eLI0bMfSCgcx9Y0GIOEtK82SSmwZTbRiEiWoJ+Y8jet9ezNaP4qjqKDFZjLTv3SasLkJDob7OaQNgFUL4CIzYM4H7geFl6z8ClnAcjPvEeyfw62dLcRQ7K8qDzTYzXR8Zy1vLV9X7+LklDnyaxoaMLLKKS5i3cTtL9+yv93Frgsfnx1tGFObVNN78fQVfrQtko4zt1pGpfU9iySdL+funteRlFtLulkJsQ2no2W+t0KVGlmsnscbUyqIr3cch5w5+yf6czIIDuJfE0kx246Z3r2HrngOUHiriuwV/QgsZcXvtP+Rh/bsE4Qvm00El8J34gMtiIYyi04ai3Xz/1SK2fP0XYoIVaakbZfMX+1bRyBzDJa1P5oDzKH6bRqdJPdj4w0Z8fknhuU3wdIyhcbagtTWBv+ML8DUygi4DQdoThLe2LSfGaMarR+aSHJ7WFpfmZ39JHjaDiRU5+3lr23IU0YnZvr8wG/UKI1vbqF1KcPl34ZeBjXw+H8t+nEPRPpVxlwMRMkwc3GZm19o4Eht76XVaEYoCFgwBw17lAFa7zvjLsyksmEZq+lT+mteI/KwC3A4PilkgVOjyVFNW/LaKogMO2vRoQYc+bbEbkjjRhl0IMFihx9RiNr6dULF89JUjuO65y46rIlO9WCGFELcCTwIu4Gcp5SVCiEIpZUKVbQqklIlh9r0WuBagRYsWfQ4ciN7dkZdVwJznvmf1zxto1DSJ8+8ax/Vrl1FajeTXvwWqEAHbFVRGKFFLvaR8tAVjvpvkfl76velAtZ24QaIuocRvxSMDYwKzYqW1vTsZrl2U+gsBcO6GrZcr6C5wDojDvNEZEJBwS7xdbDgHxeEanRhZ/YFHJ+WevRgPBsdWlJYqsR8l4F/jw9kjBnnssaQEj0S5Mw9th4fiSxrjHBKPTKkDjS6BUa5Z1VGkB/sDh1H3eBBuiTQJpIAjd7fB3TXUjfdvgAGBv4rBSzGV8kXfz7Aq/ojfK58O+RIkAr8Pfn6lGUveTcPvUel0cjH3fLwNszVAZiyqMfSaBpNb9+fShw8GVKAMEiEgVpgxifBjUJ8HPnslle9nN0FvZEA00rD0UrANU8l50IfvsARvgOI3sbnGZd/sojjWwokeDUkJ2atNzL8kIPRhi7Vyx3tTGXZhqF5utDgurJBCiETgbKA1UAh8KYS4NNL9pZTvAu9CgPK3Lm1ITkvk+hcvr/j90Yq1/3rDDmWMlMcuVARarIkjN/Si8a+76PfKbgz2cHsfP3h1Ax6pUv5xeHQ320uCZ0n+QjCnSgpNMRhy/SilAWGOouvTcA1NCFD8Rvq0DVA6PpnE14On9rJQRxgEhr5GYoWXYp8pOB/PJeHSI+iFATdFzJxcdJsa6FTq0BPqSFwaxM8vQt3tQXjKuMG9gRlF6qv7OfBWtxM6Um8o+I95GBelb8Ag9IhvkybLDXsABiOcfuNh4lO9fP1QW7b/Hc9VnfvTbXARqS1dDJuYTdtewTEQzQ+fz2hBj2HFnDopO4hLXkcGKK/DNMhggn3bLDjygXw/4iDYBgsK3vXj3S/LyB8Dx8o/IJg1tjUX/JF1wme6AI6sypmjz+sjNun45LZXRX2yZU4H9kkpc6WUPuAb4BQgWwiRBlD29/iFg6sgt9TB0wt/PxGn+ucgBKgKiVda/5EX1KT4iVGPYXs8xlDH9oYusyXaebEY97gQErw97AHDblECBjBSrh9Vwd/8mHxtAWqPMqlAVQSmvcoxjVCAkTakUVA8JZXs2Z3qbNirwvhraYVhD2qSV2I68M9RDjQkusZmY1Ii99079XLzWXlvTVbJgItySUgPpIVKXWA06wy/KIe0th5cpQpLvmjM96+ns+KHJN68tR0/vt2M4RdlY7EHn9stqw/ICgFX3J9V8Vu6Ie9VP44lehhWX4GtmY78Jz4coGhf5Tja5/EfdzpxqJ/P/SAwQAhhI+CWOQ1YDTiAKcCMsr+hpBwNjIzCIsa9Oft4n+b/DMwmH6JuHoZ6IVDn46VUq2SKDAm8KaDYoNeIo+x4OrDMMSweGcYvXit0iXGnMzCdh4DRtoD1umAJJ1VI/FVtrkWBJgby722Op7u9zsLVwRBIQ/hrEJqs5Nv/l2OfM4lusdmhHWY1CDjMQq9dMUhu/XYzz43qSf+xeVz26H4sNp19m+w8ObErml/g8wiEAro/sL89PjTVWEPi1XTM1fCmpzQ9xvirFY0KgV7mojnR9l0IsDcJ7rS+evEH+o0OTW9uSNT5rZdSrgS+AtYSSINUCLhZZgAjhRC7gJFlv48bdCm59IM5x6V69P8qsnITo+LbbmiIWvwqQkBcghfRxYRUwN+2brntAEqhHy3FiIxXMIwwEft+Imqr4DGJJo/5Wp06vkM6nm4NZdjLDjsyCT1MJ6UbBL5m/zwbZEPgs8O98MnIXq7KzL4wsxkB9kQfY+8+yKQHDmCx6UgJL1/bEWexAY9TRdcUNJ8SsLeKTtN2rrDVsaVeP65qNO4P7DzmvmtgbE9YA350i7GM6+XEBlV9TsjfFlxNnX0g97ift15vvpTyESllJyllNynlZVJKj5QyT0p5mpSyfdnf41oWtupABgXOf64q8J9AQqyTKMWFGgw6IqKpraJAi2kSLd6AP80UtUtEFPlpdOceYubmo+b6wKVjvdqOklr5ykqPRCuV+Kt6RDw6HPHjPxoYUTckXMPj8ZwUw7F9SfYdrQIX/B/AIVcCt24ex25HUq00BIU6+BFUNxQ2mOCkM/Mq5Pqy9looPhqGMkIKElN92OP9QRk6Po/A41J46ebWzP+sER63wFWq4CwN3GuPGz6cUVmYhQrGVoLUx40oduCYU6lGMJZGwUbaAJA6+F0Ke74P9rGXM44eT/zrWSFzSxz/xjhW3VD2tTVXs/6RkbuU4NMjN2JxJjeOMalgjPIBaZLGN+1GLa3il/RC6XWFWKbaMQ43gQ7enz24ZzlhtB3OsgdIwBY74ItSDCmmhg9wKoKC25rR5PLtCHel5XN3+XdmylSHjcVpXLr2In7q/z5JpuoHTgkK5Oi1+DmExGAKuCTksb1iFcQk+jBbK++pELDypyS+fqE52fttrJoP377XiLSWHjxuhRbt3BzeZ2bL32X33gSm1oK0l0wYGgnS3obMG33IUhCKxGTRGPfiIZKTXeToJk6Ef0ZKyN9h4NcbGuNzBH834cQ6Ghr/euPeq3ka+v8Bke8TAiG4amBv0tvvItdzQuLUx54ei6qh6y5KvFZEDUZb6oACylh71KN2425X2FG3LJK4ni3F/YWCzNIrfavflcJCB/gllNki40EPxj0uvO2t9XTNVDECmiT261yUKoZdqmA46sXf+L/hlqmE5LtdHbmiy4ZqH58iIAEolJKSPAP2JC1oAuN1C9Z+l0KrK48A0LSti9gkH57DwSMTk1Vj2IU5Ifn03YcU8+3LYDDpKAJyD5vIzTQhdcH2NXZAgBUaP2jA3FHB1Cpwcikl5vYKLeeaMGZ66WPaT/OuJRhM4NLLh/PHf0Tocwjmnd8E6Qt9/w7tyCTnYC6NW1RfQVxf/Ovnks0S4pnQswsWw7++n6oVCVYLt58+hEmt3qCVvT//SMoMYFX9uFb78ZdWT7goFGjZrg1dW3XHohhrmLyHgVp9uqShh5G4jxKxXGdDaaZAsgJjbfBeKjQ3QpVAc9L0g1h/L6qzZJUJhTYxKVhUFVXRMJt9GIWGNAp0m4I0C7wtrGi2fzAAUgtsqpFWMSFlJrXDq/Pz1HhqK3q1qJDkF7x8dg8KMsy4SxS8LoHHoXBoQwxzn26JT3YFDAgBt76zE2usH7NNAyEx2zTscX7mvdWUd+9si8epUF6HFZvk47b3tiOExOsJvD2yQhms7K8L8t7wI/0gdIH0gG8P5L3uJ+deP3suE8Q1MiKMoOtQqp841k6jXdLtqmLCvcwmi5HMPdnH9fz/CYv46JmnEWs2MXN55ELI9UXT+FhO7dCGZonxfPjXGnJKHBWPMNFqwaAqlLi9mI0GuqY1RiCwmY2c3rEtC7fuZO2hLFRF4Nd0XD4/qbF27hsznB5Nm3D6KzPxHFPirgrB19deXEEJPL7ZdFYcnc3fRz8+8RWqPlA9ZgwmiSIU0iyt8et+sr0HKH+Ru8YN4LzmN2PuZMVZ4mL5tq386N/Ffk8+qZY4lubsrvb4vjYWpFUBd/A9sNjN3H73dVg7x/DbNavZcVEm2e4iNAKJ1sYZTUh+SUM74CGhcRwWu5Vtn+wmR5O4RyZGnoJJoLjnjYEXc0rjdgDsL83h/T1LWDd1H74L3XTISeSS3qfyumMjh3P2R30PTwT6JKcza+gkhIAbln3N6qOHMCkqHs1P27hk/LqO3WCiV3I62wqz2ZSfhYYkKUNDfWUnbeMK8boFFnvNnaPJAqow89Swk+g0rJCk5h4yNts5sDaGmMQYmqZ/TWFuMd+++hTNOv3Ai0vXsHpBIw5siWXNojgKjgQM7u9zLBzaYWP0FVn0HV3I4d2xPH95B3yeQOdZXR+tZUHGJC/Nh6VyZHsOvuzgDbMOJeJLO/FkbkLASTcVIwRsfCshaJ3X7aNF5/Tjev7/hHH/ct1mPl214biew2IwcGb3jqzan4FP0xnTtQPXD+lPrMXM5QN6syUrh2K3G6vRyNWffEOp14tP09GkzoaMLD67cmKF0MbZPbvg13Wu/fRb1mdk4dU0sopLufOrn5g+fiRvTJrArXPmBcyklOgSnp4wivSEStItIQSFy+LQ24ISntb8uEE1wxWTr6ZrwpiQdR7NhSoMGBQjUkpmPfAp37z8EwaTis/rZ9j5Azn9mUE1GncUQf79LUh+dD/oIHyBZOpmXdLpP64P9lgbAxtVk0Z2TvDPNXkHuGbZ7EpJnAhhNhjp16h1xe9WMY15vOeFIdslFTXhvF8+xOGve/Fc14RUdhblNqiw9nWdBnJPzxEVv2cPv5iDpQUcdhTRIT6FZEtlBdwnu9fwvz3rkGX/GadvxpDvw9tBKSseqm3mI7nwbjuz7tPY9lvlLMFiM3PRfedQmFPEdb3uorTAgc8bUOMy24yMvWYkBUd+CjrS3g2xvHVbLCnNkrl39s34PDOo8LXVgkO/hx8J5+7wknKyelyFOsJB6oFvs8e1JWyeGY/uCx5c5GcVktSkDrOqCPGvN+5eTePZn/+oNhXSqCr4qiF6qg1xFjPFbg/NEuKJtZj4cdOOCtrfT1au57cde/l+6qWYDAa6NQ2QZl3ywRc4vJW5tz5Nx6fp3PzFPAyqSqnHw4gObWjfuBHrDmVWtNuv6/h1nWnzFrHsrqksu2sqK/YdRNMl/Vs3J6YKkVl5xd6fy38iqcWJN+4KBjrGjQi7rjCjlHlvLyRzdzaqQWH53NV43V68Zd/n0q9X8HXbQ9DLFnb/cvjaW8me1RHLimJiPs3GeNTPgS2HuLrL7bz+9wyS0yL7KHontaBnUnP+ztsfzSUyrfuZGCOIWrePT+GmroN5YeMS/HU0zvf3Op2OCY15YeMSvty7nvrriMG+ktAktRYxibQ4xkWT6SjiqXW/4KmSfuVPMmLI92EwapgsekSye6dOAuTFzH5kDh6XF6PJwIX3nM2Fd43nnbtnU1LgqNDTBfA4fcyf9Wu1PF6uUjfdh3YmKS2RrL3Z1ZK1RYKdX8bT9TLPCTXufg9seieOze/H0WlSCdYUHUdmlSpVj4/7x0zn88PvolaTw19f/OuN+8H8wmoDqgJIjY0hozA66TAAo6LwwnljGdimBduP5HLZh3OC+Ny9mkZ2SSkLt+1mXPdOFcvXHcoKdzgOFhRV/PurdVsQgrCdjhCCNQcPM6RdK4Z3aAPAkp17eeP3FRz5fRf2n/ehHXWQ3DQRY1M3iaGDyeMOHT+5nt2kWbsELd/w+xYeOuvpgI6qVwv74XpcXhxtI6vAkhYF17B4dJtC8tOH8Dl9FHiLeO/eT7hv9s0V22Xty2b32n00btGIDn3bBpWqF3qd7CmJPvgcY4w8QJpstpdxtNQNh0oLGJjaiqs79ee7A5vQtOAjqQjMqgFnhNqzBgT9G7eIaNtFh3eGLCs8O5XGr+/nmuf2BrE61ARdL+Gcm8cy/obRlOSXEpsYU2G0Vi1YH2TYy6EIQVqrxmTtC30+MYl21i3exHO/PsKMS19ly/IdSF1HryW9VVGVoI7AaDLQo+fJ9G/chb9yHo7sYhoABjO0Ge9k/esJbPs0NlBAdQzKBYZ6ndrtuLThXx9QTbRZw6oXAXRIbcRVp/StU7DVr+ukJ8RhUBQ2HT4SVlbN6fWx5kCwWnwkKlB+Xa92NuHx+TFXae9367dy21c/snvxVkxfbkU7GqjmyMssIHe9j/2fmusaL6wXluXMDPotpeTZKa/jdngqWDqrHYBGE4AUAk+vGHRL4FXV/Bp/zV0d+Lem8czlr3N119t5/qo3uWvEo1zf+x4Kcys70pe3/UqBN3pqgE2Fh2vfqAynp7fHH40u7DGYtmY+y47so3VsMg/0PD0QQtEl5h2l2FYX0Ukk4o5CVFwHzmvds9r1u9buZdHHv7P9712Ee0jOvvHYbrbRuns1lUNhoPkCbjZVVUlIiQ8ajSY1SQi7j9/n57oXJmOxWzAYg9+JI/tyePTc55j9yBxe+O0x5mS+xyf73uKT/W8iakhx7TKwAyaLEVucFYvdTLuTWnPrW9fSKnYkygkey8qy/kxzK+ED04IQofKGxL/euCfbbZzSpkXYmGKpx8uoLu3DGubaEG8106ZRgA86LT4WNUyRisWg0jwxWHzigt7dg4xztNCkpHeZYLYuJc8u+gO3z0/84oMovuA3RPNr7P3Q8o8Y91J/sEBCzsGjFOVGOEPSo2+wP7XS92Q0B+7v3DcWsPSrv/C6fTiLXbgdHg5sPcQzk1+r2Pbnw1vQ6+Dm6JfcuvaNyhBvsjKmWefaN6wGfil5duOvAPyUsQ1Tlofmt24lbcZeGr95AMdlv2H7LXJJxcD1hl6zy+HmjuEPc/vQh3ntxpncfdpjLL3p+5BtBZKnpv4V5VVUr8dzwZ3jMZhCO/SktAQGTejPuxufZ8Qlg0OMttvhYckXy9i2chdxyQE/fGqLFM6+KTTWA5DWNpUXf3+cd9Y/z12zbuClP57g1b+eIibBjhAKcaY2UV5T3eFzCnZ8UbVwKdRC+Tx+ug+p+3tTG/71xh3g4n49w7LGFThdrDuUSaI9+vL3c3pVakAObteKWIsZ5ZhzqIrCOb2CXRN3nDaIwW1bYjaoxJhNGFUlZL+aYFbVioyYQqerguXSUBi+h/cVi4oRwolEC3vvoN9mm6lWv6gQYLaaSFWjZMQzCkovCASjjRYjo6YMB+D7NxaGyJf5fRrrf9tCaaEDXeo4tOgDnfFGKwNSKo27x+Vh3+aDIbJtVTEgtSXmelSW7SvJJ9dVytrcQzR+Zg+GPB+KW0dx6fibmHGcEl3g7dt9oQIlM+/7hO0rd+NxenCVunE7PGQu3Uu/zUbMigGTomJUFE5OOEKyydlgVNId+rYJO3LNP1LEvk0HSGudStserUNG7wAep5cVP6wOWnbNjEvpM7JHoMMoa6PZZuLKJychhKBZh6YMOW8A7U4K7qDNIqFhLqgW6BocWWlm26c1F7d1OaUDMQnHj9r1X+9zB9idm4+qiBB/nNPrY/2hLAoc0U/Lt2VW+gH3rd/PBaVxfCd8HBE+FEWQFh/Lc+eeQZI9ODBoMhh446LxHCooZN/RAlolJ3Dblz+yMycvSPZPVQQCEbTMqCiM7xnoLLxuL19P/5aU11eAX0caFEQYJjlTkqx3QFXqBAkq1BZAUzEyKOXqoGUJKfF07N+erct3BBl5k8VIq+4tcBW7aNahKRc/eC6ZzTVu+fvzyMfTQuDuEwtd42hja8ypkwah6zqOovDyeUIRuJ0eNniz6pQlennbgRzZl8OsBz5j5Q+r8bh8GEyBT2XAuD7c8+FNWGzBPvmzmndh+rpFdThbAM3s8ZT4PFgOulEL/YgqNyf/vCZIY3TjsG/2b2Ryh34Vv6WULHj/txDpOZ/HT+6zq1mQ8yY/H96BJiWjkn7AGG0AUzSqdtVfc1djMBnQ/MHvr9/r57fPl9G6e0ssdjOqQcXnOSbeYFSxxgTnppssJh75+i6u7nYH+VkF+H0aHqeXF656i8M7s7jkofPDtsMro4+9RQupw9qX4tn0bu1ykj53/SUIa8J/wrg3jY/FpKohfmyL0UB6QhzJMTYyi6Ir992QGfCzv3bTTH7+aAk+jx+jQSXdZmTqq1dw9sXDalRRaZ6YQPPEBABmXXYed38zn5X7M1CEIMlm5aEzTuWtP1ay92g+EolA0C4liXtHDQXg4bOfYdPSbShlL0D5RLvqGVUrdLzFVbcRlqSCk2X3e2aM8TrNJvhQDOA/FEevk/tiUMy0ix3G9qKf2V36J1LqNLV2ZUzTBzCroSOOB/93G3ePeDSgbytA82kMOW8Ad394I6paOSrrBBgVNWLVIABMAl+/OPZ9foDbh0xDShliCMqRnJZIcloiW3dtiTqDxSAU0rUYbjjlXhyFjgqXV7lRXPnDGl685m0e+PTWoP1iTRYubN2L2btXH3vIWiGAO7sPp2VMImYXyGPsuLeNLWoqhU0FR8hwFNLMnoDP6+Ohs2ZU6NkeC79Po5k9nqs7BQSkS4t/x1Ua5UXIfHS9EEVJCFrsKnUx7+2fQ8TsIdDhaGXf7OBz+/Pm7R+EbKNrOo5iJ4W5RSSkVBrM+bN+pSi3OEhm0+3w8NlT3zDu+tHEJYeOmu3GJhR4t0d5YeVQSTC2wy+deLUSDIoZRZjw6w48eiGyLOYiFGg92kv2ai9HNxqxxlpwFftCZrWqQSG5aSLZB3JJbXl8qlT/E8Z9RMc2WI1GXD5/UOaMUVE5s1tHWiYlcOUn30R1TF3C+t82s2j27xVTf13TweNj5rXvMXLcydjjak7nK0eizcrMS8+l0OXG5fXRJC6GzKIS+rduhsmgkhJj59SkVNqY7AiPn93bDrN52Xa8VXp2QeCj161GFJefxunJDLm7JZ7Tf43qusphVGzseMXCnjk6eln137ZnA4VCt7x5DSPTh1Vs2yomrNBLCBo1TeL9ba+w+c/t5Gbk0bFfW9LbpYXdNmrKCAHezFKMNYx2hBCYbSbuev8GhBAodRi3+6XOku/+wu1wh41leN0+/vxmJY4iB/b44A5ueNN2dTLul7bry2npHQCYdtH5vPjkE0HrE77IIv/ydPSY6D7XhRk7uKpjf354+2e2LK/eqKW1acxdpz5KXKNYJtx0Bp0HnoKL16rdPjwUvJ7fsVjPRtM0Fsz6lR/eWUTGzkw87vCdisliZOj5AwGIS45l2hd3MP2ilxBC4HZ4kFKiazrfvPwTc19fyAtLHqtwtaz4YQ2eMJ2V0Wxg+9+7OfmM0DoIGWWtA0D7uAvonnwVZiWh2sFckXc/Dl8mqrBiN6YR064JN1ept3h4wjOs+XlD0Pes+XVWzl/Lyh/X0rpHSx79+i4apTcsmdh/wribDAZeGzOS27/8kRx8KIpC84Q4emwu5aKkK/AaFbi9T1SjH7+m8etnS3E7QkccikFl9cINDLtgYLX7Hyoo5LUlf7FyXwaNYmxcO/hkRndpT4LVwrpDmVz18Tf4dA2fpqP4dX7xbKXVZzsQBW4GjOsb9kUSOpw2YQD3f3xLoI26lzd3/lbHrGidi6+7kme+/RSpSrxuL2ariT4jezDi4sF1OiIEMiDa9W5da6CodUwjdkWZoijctYzCBby5+hn8Po3nr3yDdRt2EtfSQ8k5jZBxkb/qvydnE++t3hAIRVCcVxpi3Ic0aUOKxU6uO/IsE4A4U8DFo+s6hXN2YtAV9Co52bHLC7BtKyXjmY5RGfjDjkIAFrz/W0hsouq1HM3IJ3N3oABo9cINTLw3iTFXRXUJgBepB7KUnp3yOsu+WxV2tF4ORVUYf8MYOvZtW7Gs/5l9mJP1HtMnvsTqRRuQZST9XpcXL/DM5Nd4b9OLACSnJyEUgTwmOK9pkviUuLDndGvVB32rg9XQCItac7wj3tSKeFOratc/9PntvH3nRyz8cAk+t7di0OB1Boz9rjV7uHf0dGZuerFBNVX/E8Z987LtPDxmOlafRhODwGQ3IQvdbCQw5fQ0rd3/dSw0KSv80MeO4AQ1+6QzCos4951PcXh96FKSXVLKfd8t4FBBIVcP6scD3/+M01fZi+sGBQRk9U0hee4e/pobXuDbZDHSqkulYr0m/XUqzBAI7IZkBg0czaf7B/H7F8spziul14hudBnYoU4vWGmhg5envsOy71YhdZ2WXZtz58zr6dCnbdjtnzhpPBf9MTPsuurgT6s591wIweHdR5g+8SV8nsBU2L4J1INuCh5qGTGBmS9RQVEEejVZPV63l8Qmoe+UIgQfDbuYsQvfi+g85dhfEjA6sx+bw1cvzEM/xjctJCglfuIW5lJ4XviZUDgsyNjOtJNGVZstJhSBwWgIGlF6nB4+fiyTUyeBObKJaQV83lXkHDiVZd/+HXZUXRVN26Zy7bOXhSy32C3s37y77B4EP6/Du7MoyCkisXE8E246g6Vf/RXUaSmqQkp6Eh36hM+KSbH2pMCzA53Ifd0uf/35X0wWE7e8cQ3DJ57CXSMeCzEouibJPXiUnWv2BnV29cW/PltGSslzl79Rll/tR3X60HIdaD6twh+nFnnqxL+yq28yZluoQdE0jb6je4XdR5eSJ+f/VmHYy+Hy+Xn1t79YtG0XGYVFoTuqCu4OgdRLr9uHoioh2QMGk4ExV51W8XtH8S9RX5OCgQRTOhOaz0AIQVxSLOOuH80lD51H11M61smwSym5b/R0ln23Cr/Xj+bX2bvhAHed+ii5GXlh9+me2Ix2MdUH4UJPAuqRmg1G805NeePm9/E4PRU+Tt2mUnhX86iYKTvGNcFoqT5KbTQZWf/rlrDrNuVnoUb5ssUYTfi8Pr5+8YdqR9iKT2JbF13cqNjrYW9JHqOmDMdsDS0cM5oMIQFWAINRZ+uK8KPfmuD1LGXL8p213muDUaXfGSchpcTt+JKC3PEcPTKA3Mz2HM1qwUvLF/LOxlVc+/wuug0tQDWWUwZT8U107NuWW9+6FmuMBVucFbPNTMsuzZix8KFq3+FOCZOI1uTpevT1C2sXb+K2IQ9xYdrV3DdmOjtWBWoAPp3+dchMowIC8rOin1nUhH/9yL0gu7BaA1IOY767TvTNK/JymHDdMFa9tQTdr6GUFWbc9/Et2GID6ZUr9h3ihV+WsudoPsl2G0UuNyVuT1hXiVfTuHnOD9WeT1QJDjVu3ojmndJZ+eMapJS07dWaO2deT2LjyhFjoTcz3GFqhI7Gxa3ew9CAnAW71+3jwNZDIVWIfq+feW8t5MonLw7ZR0rJ7tLIc7cRAmNO+BGXalAxmg1c++xkHjnn2aB1riHx1crjVYfHBk6g+OsBPH7+82HdcgajSmlheNeLR9eipg8o8XooyS+tMZVUAlpidM9MlzqKEIy/cQx/zV3NrrV7cZW6sdjNKKpC11M6snrhhpCRvZSCmITojZoi4khOS0BVqzegiiKwxFi44K5x5OeMQNdCK2SFgNgkP8Mm5jJsYi5+n+Dt29rjKBpKbGJlGu3Iy4Yx7IKB7F6/n5gEOy061UzE5dWK0YkuNfaA4xf6c3/E2y/9ZiXPTH61opNe8/MGNv+5nWd+nsahHdV/rz6Pn04nt4uqbbXhX2/cTRZTrUVKviRLnUbubp+fOXEOxL39aCesnBvflPEXDa0wsCv2HWTqZ99X0BI4vWFG5BFCeDViVgV4r41mA6dM6MdVT12C1+ND82tY7aFUpW1iBrKu4KsozyQ56FhNm9jq4wXRInNPNkqYIi+f18+BrRnVtCI6Ayh0kAnBxk0ogrikGIZfNIhzbz2T5KaJIYNG55D4gIhHhDAgyHIVMXx0L+7+4Eaevfz1kNG05tfodWrXsPsfcUb/DqTaYolvFAdGpVqOLGkWFI2NLqsi0WyjVUwSQghufvNq5r6+gKOH8+l5alfGXHEqB7YdZuMfW0OuT0po2yvadBnQtHHkHsor4z4Kz+KY2CSB5399FHv81ziKQw17VZQ/S6NJMvXlnbx7Zzsmt7uJfmN6cfGD55GclojJYqLLgA4RtW9zwftEK7Hnl5HfByklb9/+Ycj99Dg9vHv3bNr0bMXRjLyw92X89aNJTE2Iqm21oV5uGSFEghDiKyHEdiHENiHEQCFEkhBikRBiV9nf40d7BsQk2OkxtEsI+Y5QBEoZxas/NnqZt3LoUqJJyU7dyeuF+yitIun33KKlQXwzUUHKwP9eDXwalp35xP6VidFkIK5RHOffMQ4Ak9kY1rADpNt61OHEApdWWLc2V4M2PVrg94fJwbea6FzNh6cIBUMUr59UJAVXp6IlVo5HpC5xFDmZ+sIUmrZtgtlqZvC5AyoqWLUEA/42lqievR/JpoIA9cCgCSfTsV87zLZKl4bFbuaCu8dXm9nwya61EZ8LAmOOc1p1RzWoWC5tH6LRKgHdKMi7NB135+iKv0aVZeC8dceH3NTvPhZ88Bvrft3EBw99zraVu+kyoANTX7wc0zEuKM2n4PdFR4MvJWTteZd37p6Nq9RdrQktLXSy/rctuB2fRHUtBiN0GrCarL3Z/PjeL0ztdRcFOaEdqZSyWldKvrsuaZCi4rjbVu7i7/nrKCkIb/DdTg95WeFVRfds2M+URy8MdfcJGHLeAKa+OKUObasZ9fW5vwIskFJ2AnoC24D7gMVSyvbA4rLfxxX3fXwzzTqmYY2xYI21YrKaGDThZEZfcSoWuxlbvqfOgg3lkAToDC6e+CSLP1sKwJ6j9ZCHFWXRWkUQ//MBGn29CwVo3bMl765/PjCSK0POwVx++3wZ637dhFalkCnPs69Op25q6173dodB847p9B3VE1MVv66iCKx2C2OvOa3a/XolN4/8JEKgxxsovqxx0GJdl0HujNvfuZbuQ7tgsprwdLURLeWLVTXSxBqYme1auxdnsQuP04uiKqS3b8K0OXdy+WMXhd1XSkmxPzquEFUI/sreH/j3Oa04enkzfCkmdKPA09zC0SvSOTCzOyWnRxGfKMOiw7tY9+tmfnrvFzwuLz6PD7fDg8fp4fHzn8fj8nDWtSP5KmcW7fu0CYrxZO+zoPki7xSFgCZtnPh9ZcUT1XxuHqeH+bMWR53hJQS06RGIOWg+DUeRk29ernRxuhxuXp76DmfFXMoY00XcMexh9m85FOVZguEtFayansru9fuY0v5m7h35OE9OeomL0q9lzvNzQ7Y3W01B30BVJDVJwBprDdR7VLmtBqOBc287s0GzZMpRZ+MuhIgDhgKzAKSUXillIXA28FHZZh8BE+rXxNqRmJrAextf5OkFD3Hb29fyzvrneeSru7jj3euZV/IJ8wtmc1LzprUfqBZIk4o73sQLV71F7uE80uIaQDvToFA6MJABISUc2ZtTUYAhpeSNW9/n8k638sLVbzFt/DNc1uZGMvcE3Dd+6UUQXcl7gjGdRFOz2jeMEg99cTsT751AUloCtjgrQ84fyJurZxCXVP096p4QpViBKnCdUpXTHjr2a4fJUvlBWWOsPLNwGi+ueZKSc5PBFN1HY1BUxqZ3I2NXFnef9hi71wU6UF3Tyc3IZ8EH1dcVeLXoZ3F+Kfluf4Aq4JxW3dFOa8KhV7uwf3ZPDj/biZJRKcg6ygTq6CyavSRs3EAognWLNwOBe/b8r48y8Ox+GE0GFBU+erg1qvH4kBZJXcdsmxT1foYqg16f18/aRRsrfk8bP4OfZ/+O1+VF6pLNf27j1kEPklclSOmMMPNFlhX4LZzSmK3/M3HLwAc4sj8HV6kbZ7ELr9vH7EfnsP63zUH7KYrCubeeGZKEYbGZGXHxEO4Y9nCAKKzKbfV7/Tx+/vNR3IXIUZ+RexsgF/hACLFOCDFTCGEHUqWUWQBlfxuH21kIca0QYrUQYnVubm49mlFxPLqe0pERkwbTrH1lupim60z97Ht2ZEcRvKvuHB4NY64Tn8fH5DY30uXPXCyRcqLWAC2x0u1SNZr+x5d/8dN7v+Bz+/A4AyOu3EN53Dc6UOTS2NIeg4hOuzPO0KTe7Q0Ho8nI5Icv4IvD7/F94Wwe+vx2GrdIoSC7kA8f/px7Tn+M12+ZxeHdlZTIi7O2RX8ik0ASGCXZ4+3cOXNq2M0+cW1Aa2OL2h13c8fh2I1mvnphbkgmidflZeUPa4IC+FJKFn38O9f3uYeJba5HKYy+pNxT1imc17onXRObYC0LdhsVFYtq4JJ2vWvavVpc0q4Pmj/81EXX9aAZjy3WysNz7uT5JY9hMBo56/rw1NU1QeqgazXfb7PNxKjLT8Xn/jPq4xvNle0VAlJbBUzLvk0H2L5yV1A5v5SBIOUP7/xcsSyaFMi9P9o4usmM7gsc59gsF4/Tw/dvLAjZ77JHLmD8DaMxW02YbWassRa6Du7E/2Z8S8GRwrDnKsguYtHs3yNuW6Soj2UyAL2Bt6SUJwEOonDBSCnflVL2lVL2TUk5fiKxv+7Yy5qDh4PyyiNG1eep6SgeP9YtgQ/b79PYMW89Qzc4SbJZUesxrVJLysjBTAaGVimM+vrlH4JykMuRtTeHXev2oQiVM9IfjOpcGa4N5Lr31rmt0SBrXzZXdb2dOc/NZd2vm/nh7UVMPeluNi/bzlFXCQeddUn9Egy/agiTH5vIR7teo2WXUNeOJnXmHaqbMte8w4FR9I7Ve8IaRqPZyOFdlYbvnTs/4tUb3mP3un04MopI+PYIwhNh7YFPx7K5hII1mTjcbpZ8uhT/xUtIemkPCYvz6b3Pwo+nX8UtXYdGfR1xRjPXdx7EaRcPxmIPHQC4Sz188ex3IX7rjUu2oPl1WnZx1ClM1bJL9emaJquJTie3Z+w1w/D7/oj62P4qQtOqQWX0FcOBgNh0OMELn8dXMfMCEFGYu8CYreaZSzgiOVVVufbZy/j66Pu8uepp0lqnsnbRRvRqOtlyfPXSvIjbFinqY9wzgAwp5cqy318RMPbZQog0gLK/0SslNCB+3rarboYdymr+JegSy84CGs/chFLlIXlcXvbM38QvU6ew9K5rsdRFUUXTiVtyCGushSatUrjyqcrpau6h6lM8V/4Y0IttHdMfqxqPJw88hbWHFnT8ZDjXR9/OOuC9ez/BUeioGAFrfg23w8NL177Nx3tW1O2gAm5941ouvGt8WP4QgJ3F2XXWMtpfepT57y9m74b9Ydd73T6adQy4+PKPFDD3rZ+D3B7xi/KwryiEWkQlrOuKaXXdZlJf3Ef8Mzu5IOUqXr7uHYpzSzCvyCdp5kEKpq3g9XNfR3XqGKOcIb7Q/2wUITh5bG8GndM/JGgKgQ5s2ring5aZrCZUg8KR/dELSQsFGjWrJtVQQJ/Te/Dc4kdQDSVEm7UiJeRnBauRTZ/4MpuXbadll2ZBHDPlMFmMQUV05mN4b6qDENBqjJN251afKWO2mRhybv/q11vNLPhgCQe3H46Icrwwu+6ZdtWhzsZdSnkEOCSE6Fi26DRgKzAXKA/9TgG+r1cL64kYsykqyt0QCAG6JGXODgwloS+uoioU5Raz/2hBnWK2E5KbMfWsodz9/o28t+nFIB9103bVu1CMpsDHmn0glyUTTSw+LYE/JsRG9M1Y1egrduuCtYs2hq3yPLQjk7l1HFlD7SpJRqFiqKO7LB4Lr9/8fljFnwAXygAaNQ0Um+1etx+j+Zj0TAmN3z6EaUcNKXQendSX96G4dFRXgNbX5/CGEKH5fRoblmzhshZTGZsT1rtZLe7+OxDwE0Jw70c30fWUjiHbaD6N/VsOcXB7pTDJ0AsGgoCvX2iBxxl8DyN5vxW1mo0kxKfEIoTA614a+YVUwc7Vld+G5tdxO9w8dfHLtOjcjO5DOgd1YEIITBYTZ00dVbEs3R75DMhog25Xh5+FmG0mmrRODSooDIdFs38Pq0B1LISAHsO61LpdtKivw/hm4FMhxEagF/AUMAMYKYTYBYws+/2P4byTumFS6zCirgJhUEjvkh42V15RFayNY7l89td4wlDy1oR4s4kZt05kymMTGXLeAAzHqDide9tZYaPoiqKwY/Vu1izawC2DH0BNcdL5HieDPiuNKJ+/bewpUbWzrigv9DoWviZGcjzR51GXY03egaDfu9ft46lLXuaCtKuZkHQ5b5/7JnFRxiLKYT+qh5T/l6PXqd246/0bKn4nN01ED/PMdQX8LWvQEDAJnF0iT2v0OL3svO83UoyR8wEUet0cLA24vYQQ1dIBqAYDRzPzWLVwPd+9Np/DO7O47Z2h7F4bw7t3teHoYROaHzRf7eELzSfYuyH8bMpiNzP0gsB75yh5JuLrKIeuwbJvQ923xXmlHN6VxWPf3s1Z143CFmdFNar0GdWT11Y8FVT01zr2jKjOGZMWRhpQVbj8iYt4feXT1aYoZ+3N5oZ+91IYJlUz3PGssVYufyJ8BlZ9UK8iJinleiAcZWDNXdoJRLemqdxx+iCeWfhHgC+mDjAbDDz46W3cMXgaHmclW6DZZuaK6Rfx+579eKM07ADd0mvmCRk4rg/dBndi28pdQSMAXddZ+tUKVsxfwYCPi7A31zHYa+dhB0gwpGNUohcvqQvG3ziG9x/8LDQY1dUOfj1QtFMHXLV8Ng/1GMv5Lfsw57nv+XDa50HT8g2/boH9Fni+TXQBVSnJlCXEhakUNZqN9BnZM6gDbtuzFc06NGXf5oNoVd0CBoFe07UJQc7dbRDP7MG+MbJOTlEEt7m7Mk1dHZmylCa5+NJHmNKxH1Mem0ifUT3ZtW5fCIe4z+vjlevepSCnCM2noRpU+ow288aa1WxYksDO1TH0HF6IPb5mn7GUsOPvWHIPhRo8i93MwPH96DsqIP0n9bolUKS1cZO9P/jdlVKiGlXMVjPXv3Q51790ebX7J1ujGx0bbBDb0kfJgSozgrLCuWP5/Muh+TXuGPZwUJZOOKS2SsFoMtJtcEcufvA80lqnRtW2SPCv55aJBJP79+aXW68ixhR9yb0CXD2oL+17tuKVZdM5+cw+xKfE0aZnS+796CYm3DSWzKK6iQDcOPTkms+tKDyzaBrXv3g5bXu1ChnFt7nKSUzrgGGHyOxYoT8Dp6+wTu2tCS6Hm4Uf/sYnT3zF6p83oOs6F9w5LojHvRxKkR9RD/Uov9R5etMCXvz9R2Y/Oiesv1UU+CE7ilJzXaIe8WK/emvY1UIEhDqOxVPzH6T74M4YzQYsdjNanIGcW1tBbemLArLvaoOMsO+RUnI492jEkoFCk/hKPHz32nwenvAsE246g7ikmArREQgY3bTWqWQfOIqrxI3X7cNV6ubvH0uxxWmccnYep5ydX6thh7K01P7FnDk1uCJZMShcMX0S939yS5X3N3o3qWqAa1/YjaiiYiKEIK1NasSGURUmEoxRlPhL8BQEP0fNp/HRo3Oq9aOvWrAeZ7Greg4ZoF3vNnyy900+2P4Kd8684bgYdvgP0A8ci5yDuRzefYTmHZsGVRGmxccSb7VQ6o0uuCoJZF8AtOnRkulzQxOC1mdEnzYGMHfTDnq3DM4537F6DxuXbCE+JY7B5/bHFmtl/A2jsdjNvHbzLNxVBHXTz/Kh1sH7sK14IX2SJ4Zdp2kam/7YRnFeCd0GdyKpSe0Fxge2HuL2oQ/j8/rxODxY7GZadWvOc4sfoUO/tmxdviNoe8vaUoRPIusxgfDofr7+ajEJYb4h10kxFNzXHIwisumMlAiXTtJzGSiaDBhcAcjASM1kMXLh3WfTtG1oDCSxcTzPLX6EguxC8vKKGb1hdmTU0kKAARx94ohZXYzFbqbPyJ7kZRWwfeWukM1zh8bxZupeIjWMUoB9dRFet8bmP7eRl5nP2+ueY85zc1n54xriG8Vx7m1nMn3iSyEKSV63H80HhvD1ONXCYIQzr83ix7cr32mp6excu5dXrn+X3/63DLPdw2t/ewnDVlErYuJ10jtIcg6YMRhVTFYTj3x1Jx6Pj6JCJ0nJMRhqSWrolnwNfx65N6LzHd1iRPOE3u/ioyWs+3UzvU8LLQbMy8wPKjQMhwNbD5GXVUBy2nEt3v/vGHev28tTF7/CqgXrMJqNeN0+hl0wkLvev6EiTSqrODpWPQgY97f++JvNh3MQAsZ07cBZ3TtV+PELnC7+2LW/Tm3+ev1mHjlzBEIINE3jqUmvsPKntWh+P0aTkTdv/YBnFk0rK9QxhtioOmgPlCH8l3Vox2HuGfk4jqKAupPP4+eCu8dzxeM1+wOnX/QypQWlFe4qV6mbPev3M+e5uVz55CQePPOpIL4Ni8nEGG8rfqJ+FYRYlBBb529koODBFqBGNzoUeT4MB8o6ThkImvU+vQdpbVI57ZIh1VIXlyMxNYGPczdGqZgkiD2rDf3TVM648jQGjg94OF+46k1+//IvPE4PQlHIm5BCwXlNonIxCY+GWhJ4QRRVYe/Gg5zWvSXXPntZBdWu5teqGYEKtixPoufw6CuwVVPwlExK+PuHNbjKWFvNdk+dtVkVg+Sh/z3E5mXZJDdNpO+YXnz43h/M+/ZjhBCoqsLkq4Zy3kXhs1ik1NmcHzkd8/75FjRP6Lfi9/nZu2F/WOPeqX/7Wo+rGlQcRc7jbtz/M26Z9+75mFUL1uF1+3AUBQqNln69gk+nVxJr1TBTqhVL9+znj937eeKn35j84ZcVPvZVBzLqnHbn0/QKWuBfP/2Tv+evxeP04PdquErdOIqdPHTW08x68DNWL9wQEnk/+I2pTga+W0JoYMmneXhg7FPkHc7HVeLCWezC5/HxzUs/8Pf8ddUe62hmPod3ZYVkUnjdPhbN/p2ew7ry+Pf30bpbCxRVwRZrZfjEU2jUM3Je8urg6heLOMaY5j3aKvq3Wgj0pmYcZyQFLR5wZh+uf/HyCsNenF/CT+/9wpcvzGPf5oMhh4k6pCNgzIRBPPTNXaxo7WDA969w0rcvkHF1U+78+lbaXnwSeec3idqwA0h7MAdPevvQWYdqUOkxrEvIPVQNKgVHIlPfCjqnhJg4SZ9RlSm8RosRj9tX8e7a4urmj9N12Lo8HkexmbNvHMPgc/rz6YfL+OG7NXg9fjxuH06Hhw/eXcIvC0LFwQFWH/iAHcsP486P7F52meLAGBv6UI1mA2ltgl0pmvSS6ViBpV0G/c7qGpYqvBwmizHs82ho/CdG7lJK5s/6NaTgx+PyMvfNhUx+NOCCMKtq1Bktx8Ll87EjO5eFW3Yyrkdn4i3R5wNXhVo2P50/a3HYMvHC3GK+fO57NL8eGL0rASk5qUv2fSRpdpaPmHZaxN9+17gzcWvFOP0FxBvT2VnyGyuPzubAhiPkZscij3ECux0evn1jHo2H+LEqcaTaQlPqakN6uyYU5BRhshhxlrj4fc5yvPOWI2a0RCbXnXp4RJuuXPjFOB47/3m8fj/+Jia0FGPdSOIMAueoRGJ+LB+tCtr1bl2xes2iDTxyznNIXUfz63z48OeMvuJUbn7tqgpf8pQOfXl1a3Rpfl/sXc/G/Ez+PnqoolL1p4xtLDPuwzFexaNHlwJZgfJUTgGN0pPpUI0IxO3vXMctAx/E4/LgdniwxFiISbAz/KL+wM9h96kOosyddfvMHTwwuic5B5Jo2bU5ezdWZjf1PLUw6ksJVJsKXru+HR1P/gY1MZZ3X/uFrZsPh2zrcfv49MOlnD6me5X9JR8//iWfzZgPIpmxn2VjSardPWtrrNN+govM5SbanlOCOUEn43cr+dv8HOk6ne0FF6MqJjTpZVP+uxWde6cnNbqcdxY/PXyIrH1HApW7fomiKhjNBu587/qwsaiGxn/CuOu6jrcanUZniavi35f278Ws5WvqfT6Xz8+i7bsZ16Mz/Vqml7tno0ZVE1QTl3d5paTX7cNsMzPy0mF0PLkdPYZ1ZdHuN8iXyyKOUW0p/omtxfNRhIoutQphX7/TgFDCk97vObKW7zP+KGuzwpimD9AhbjgQ0E1Nb5/GgS0Hg0auJouRkZMDOqyvXP8exUeLK3Le3Q4PuCBhVhYF97SIrOHHQAD3dBtNqjWOL7Nncf+rM1nu2B+1O6YqynnfTVYT3QZ1rBixe91eHj33uSDZOM2vsWDWYgaO60u/MuGWBLMNFREVn/tRj4Nl2fuC+M00KSn0uqLlPAuBr5ER41Efh3dnMaX9zTw9/0GadQjmWGratgmz97zOr5/9yYGth2h3UmuGTzwFo9lL3pGH6nReIeDRuVt46copJKcncWDrIXxlt06tLg++luMpCghVsv9APvfe+iked/UzgNycYPfrH1+t4ItnvivznwuUCO2qEND33qOBAIYiUY3Q/jxHINAqYG3eS9Xuq530NSPnyQD5qwb75iVg2jaG8289h7Y9W0XWgHriP+GWUVWVtr1ah13XdVCnin9PHVJ9RVk0UIQgwRqIBm7LzqVdSt2EbZvEVhEemDysxqlcOTxOD5l7sxl9+amktW5MUfO/ia5eRyLR0aSvwrADJHT303qyhzZXuLE2rZzdKBZJ0zFVODvQmZ85nWxXJRf3Q5/fRkxSDJYYC0IIrDEW2vZqxYV3j0fXddYs2hBazKSDaVN0WqPH4szFr7GlMBN7nI0bb74Q74D4uht3v459VSkpzZO56N4JPF4lcL528UbcYfRAfR4/377yY9CyNFv0CkbhjHh9DbvwSrT4wKxI6pLs/bncO+qJsHS4tlgrZ103khtfuZLRl5+K2WpGUWJB1G3WIASYLX7siX/w5zcrA6yaZa6f1QuS6jYSIpA9pqWl1GjYgRCxkC+e+S6gbmaUDJ5xlIR2vohdaKoJVHPAsAMoKigRDYkDJxAisH3bcwpp/eBc2vRoGdmJGwD/iZE7wBXTL2LauBlBRsRsM3FDlbxXiUSh/h+OSVUZ36MTF7z3GZsy666xaDUbcfl8WI1GRl9xKku/WcnW5TtwlboxmFT81Yg0l0umSSmjIkOqCaoZOtzgRvdDx5tdbH7SSuZPZuwtNVqcH2rYfsl6nkvavAtAyy7N+XT/Wyz9agW5h/Lo1L8dJ53WHUVRkFIG9EjDXIreKMp0jCqQgEvzMemPmfRv1Iq/j+6PWgEpCAYF/dymfPZ+qOrO3g0HqzVIGVV4Zkq8brLd0QftjwtUgSmjMrNKSklJQSnbVuwKW60aDvbYu3EU313nJgyakMOKuYHCI4NZoLslpYVGXKUCa6yM2HsmJeRlmfC4YlBUA9SiG+x0eND8OqohYORzMwKkgf3uKaD1WCdVRcgiSaZqKPilk/2lC2kdO+aEnO8/MXKXUvLOXbPDPCVBTBVZrjiLhWZJ9S+9b5EUz9TPvq+XYQfIKCjixcXLgACv89PzH+TRb+9h0gPncPWMS4lvFFrtZ7aaGHvN6UBAMq8hIZSykYoFuj/soscTDgZ9XoIaJqyQ7w0OKFrtFkZNGc4lD51Hn5E9K5SZhBAMPrd/iB6s0WRg2KmheePRQpM6y3P34pf17bKh1OnkmSmvhYgxNG5RPZd6fErlSD3bXYK/DpqbDQ5dkjgnC8UT3BYhBCX5kVcGW+31q5r0lmWa2BN8SF1DKPD4vI1RGfZy5B6y8OjXd5PeLKnWbVVFVASJpZS06JSOUCUdLizFcMy7fKIMezkyHdGzYdYV/wnjvmXZdnIP5YX4rXVN48f3gkWknzsnuhLkcNiZk0epNzotxnDwajrfra8smhFC0Pu07lw5/WLOu+0snvzpQWIS7JislUMNn8/Pe/d+zJH9OajCQKyhjgG3WqAYIX2sD7WawbWOn22H/4yIFOmm164irW0TrLEWjGYj1hgLzTulc8OMyxq41fWEhCVfLOfOUx8Juq7ep3dHMYR+KoqqcGZZRwvw3rYV9Zk7NBhMuxzEzw+tAvV7/XQdFHlAXNezqJM+ZRkaNfOQ0NhL79PzMZp1ep1aQEqz6FMhNT98/lQLXrt5Fh0SjJhMNTjNdZ2unZqgKIJVC9Yxue1NbFq2HdUiUeo+UWww2AzHp2ApHP4Txv3I/vDlzD6Pn4xjRGl7NkurG3vjcUJNAg8d+7ZlxsKHgkisdL/OoW2BfHQpJcNSbzwRzQyLn3Ie5eJW1/HXvNU1bhffKI6Zm19k2pw7ueaZS3n023t4a+2zNG6UhK0BhbrrDY/E7/VzZG8OG5ZsqVic1CSRi+47p8IdBoGZR6tuzRlx8ZCKZT8eqgM//XGAt5UVX4qpws8NAaqMKY9fFCQwXRs03y6gbtlgQkC7Xk7eWLOaa1/Yw5Qn9nL6ZUeijA8F3CYZO63s2xRLxo5MFr27kLbCQ3y8NZDbXMbaiqaBpqF4vDw040J2rtnDY+c/z5H9OUhN4ncI9IbxYNYLTW2DTti5/hPGvUPftmGzTSx2Mz2GhvJJnNW9U8iyfwKKEAxqW3OAZf6sX0NnJLqkMLuIzcu3sTz3/ah4qhsSqhlolsOTk15i+9+hVZVVoSgKjZsns3PNHt6+40Oeu+INDm4/zH3dT4z/sVZIiXVlgEZC8+sc3BacZnfF4xfx8Fd30f/M3nQb1IlrnruMV5c/iakKK2RdlJiOC8wqObe2qph9JKbGc9s7AZrkaKAaWgF1v6ZyJUlVhSHnHaXH8MI6Hackr/Iee5xe9vy9ixdenMjNVw7AuHE7lv0HMR3JwXY4i5femkxio1j+9/S3eF1VrbmgaK+hvmqb9Ua8KXzix/HAfyKg2qJTOieP7c3fP62tYL8zGFVik2I4/bJQms/9eXURiWhYmFQFu9nMA2OG17jd0cOh7iYIlMVvP7CS4kbZQVkvJxJSgsEm8bq8fP7Mdzz6dfXBt60rdnLv6Y/j9fjQNZ0DWzP48+uVPLv4EQaltGVZ7p4T2PJjICU4NOI+D8wAVYNCi86hEoAnn3ESJ59xUrWHSbPFkeFseF7uqCEl5j2OCkNWkF3EM5NfY+2iDVz73GQSUiKLO6mGVggRh5TV6wpECiEC/DB12a9ZJ1fIsu0rdzH+2pGcPmkwG3/fislqosfQzhXEbofC8Kir0WmlHwcICr17aGKIvkCsLvhPjNwBHvzfbUx+bCJNWjcmsUkCY64awRurnglLO7vuUN24YBoKrZMTuW3EIBbcdDnNEmr+0PqP7R02RdLn8RPToxS/jE6QuSEhFCjaqiIlHN5Z8z1945ZZuJ2eio5K13TcTg93j3iUKY6G57KOCjokvXwYtSAwSnWVunnvvk9qnY0ci6ldTgyVciSI/f2YAYyEXz5Zyo0n3xc2rbM6GIxdG7hl0aMoN9h153F6mfXAZ6z8cQ22WCsDzupD79O6BzF2du7fHqVqSqSQ2Js0bAJC9JAUeHbWvlkD4V9v3KWUaJpGXmY+mbuPYDAaaNW1OUPOHRDE5Vy+7axlq+pM/dtQeH3iOK48pS/x1tr9mSOnDCeleXKQEIHFbua8288kJe34BFMjhe6B2PaBlLMuNaTXSSnZtXZf2HUel5enz3kR415X2PUnBFJi2uYMWrRz1R7uPu2xICGL2nBh614o9QhANhg0iad9KPe71CXFR0v47X+RZ2xY7f9s0FvqMO/N0FlUwZFCnpj4Ilv/2hFmL7jo/nMw20wVI3WhgK/kn382McYoReHrgX+tcXc7Pbw09R3Osl/CGaZJXNb2JubPWkzGzkzWLd7EwxOeZf6sxUH7fLBiLa//Xkd5twbEwfzIp+4Wm5k3/p7BJdPOp91Jrek1ohv3fXwLVz55MZnOfzaAp/vB7wgE6y66b0LQutJCB4s+/p0F7/9K/pFCbHHVU0B6XV7UjMhHkw0Og4IaG5pK4XX7+HzGtxEfRlUUuiScuGyIaiErq22PhdvhYetfkY8eTZYxGEz/zIxESnCVns6uNR3Crvc4vXz65DcAFOQ7+O6rVXz6wVK2bTlM07ZNeGXZk/QdcxKqUUVqguy15n/c597Y2uuEnetf63N/5Jxn2bx0WwWfjDxGFs3j9PDOXbM5/bKhGE3GQC78Hytx+f75oNeu3KOc2rFNxNvbYq1cfP+5XHz/uRXLnP5C9p3AnNljIXXQnALfgQReW/FkECf1X/NW8+RFL6GogSIm7Uad7kO7sGnp1hCxCAh8xLLxP5endlVMX/5w7+PYelld09mzfn9Ux/q/UMQkdLCtDa8xYLQYiUmys+y7v2nROZ3mHWseSQqhYI+5m6L8i4AT1wF73YI3bm7PpqU6RqMX1agGC6KUIWPHYVat2MNj93+FROL3afzv4+UMGtqR+x45m6d+fICfZi7mrds/YNsnsTQ/1RWS634iIU7gzO5fOXI/uP0wW/7cHkIUdix0TSdzT6DQyKdpFHvqn5teXxgUpYK6oD7YUfxrA7SmbpASNBesvSmR8249ixadKg1EaaGDJy96CY/Li6vUjdvhwefxseXPbfQeGUqRCoEgV4o/cgm5hsTpTTpxRfchYd8lRVVo26tVxMc66nZQ4PkH3UuA4ofEBUcxZYY3xH6vn7mvL+DZy1/n+t738MCZT+Fx1Wy0JYUIceJSVqWEr19qzqr5ybhL3ZQUOMIadkURtOvThunTvsbj8eH1+NF1icftY/nSHSz/IzBDOXXSIGyxVnLWmMj6y4LurzzPiRzJG0UMJjV6eoq6ot7GXQihCiHWCSF+KPudJIRYJITYVfa3wUmLD+/KQjXWnqvu92kklFUQGlWVxjH2hm5K1FAUwZiutXM+1waHP3qu7YaGNcZK5wEdWPfrJlyOQGD3r7mrgwNZZfB5/bTu2oJxN4wOih9AgKjr3hHRpek1FP7M3UNcSiwjLh4clMcOYDIbmXjvhIiPleUsxlKXlJAGxBVd+zPWVf1oXFEEXrcPZ7ELj8vLht82M/P+z2o8ptHYBylP3Khd6vDX942orYDKZDXR57xBYbdzu3z8PD8gwm61W3j97xl0m+KnSX930OYnMnumXfw5J+5kNMzI/VagqvP3PmCxlLI9sLjsd4OiZZdmtaqKG80G+o7uSXyjgHEXQnD3yCFYjP/sx3f1yb3Z/ts2ls9dFcRYGS2a2XrwT028hABPgaA4w8sj5zzHo+c+xwWpVzP//cX4vP5QkjACwTyv28dNr17JpQ9fQHyjABd7m54tefLHBxgxsPc/Eor0an5KfG5uf+c6zrtjHPYEG0IRdOjblmcXP0LLzs1qPwgBZtJWMYn4/mH6gQ6GRNYtDs9nDpUMo+Xwun0s/KDmWaCiJmMyj26Q9kWCv+YlczQj1HciFEFsoh1LjIVeI7rx4u+P06RVqGh2OKQ0S+aUB10YbVSwQp7otEiPdmLTZOtl6YQQzYAzgSeBO8oWnw0ML/v3R8ASIDJdqwjRtG0T+o7uxeqfN+A9RtXdarfg92v0GdmD+z6+JWjdWd074fb7mTZ30T9SJm4s8rL4gncpD/NqPo07Zk5lxKQhNe4XDs1tJ6Eg/pEMdylhw0M2Sg77QFZ2sm/c8j4Pf3knMoyBM9tMDDm3P4qiMOm+c5h0X/AoRkr5jzwTg6IQa7SgCoUrnriIK564CClliF5tdfh9znLevfdjcg4cJaFxPPEvdCJH9denar9eKPp6V1hNWQgMcMLRRVRVyaoO9viH8eb8UO/2RQKvS8Vo1vB5gmfnFruFO2Zez+BzKtldvV5/2FutCOjXO7hA0C//SZeZQD3B1dj1Hfq9DNxDMNFiqpQyC6Dsb9h8PSHEtUKI1UKI1bm50auhP/TF7Zxzy1hik2Iwmo30Hd2Lt9c9y8vLpvPp/jd5Yu59YXPcVSGwGv+BkncJ8csP4yx2VfzvcXl58eq3ydobPQHZAccq9H+oeAnAlaVwrLqzz+1j6TcruWL6JMxWE4qqIITAYjdz6qTBQfTL/1dwdfvBqMfUxEdq2JfPXcVzV75BzoEA6+BRv5McXP+YYbeqBnb9tRufJzR+YIu10qJL6CxECOg+tHOtxzYY0jEYezdIO2vDgHFHAwVPVe6joirEJNgYcFYw2ZzJZGDak+cF1A01vYKKQM/JZ+b1b5F/pDLf36IeX1m7GiEh85cU7hrxKA+e+RTL566KiJepPqizcRdCnAXkSCnrpH4hpXxXStlXStk3JSWyqVVVGE1Grn76Er45+gE/uT7j6fkP0rZna9r0aEliakK1+1mNoVqkJwJCQMKu0GmZ5tdY9PHvQcsyjhTw/eKN/LpiJ55qBL0znBuoMzF2A6DrvaGjoHJahPPvGMerfz3F+XeMY8LNZ/DUTw9y+zvX1Wg0hRB0ijuxaYQCuKHj8Drv/8GD/wsa9frSzP/kI2F8i2607t4iqJinHJqmceWTk7DFWTGaA+uNZiPWWCs3v3ZVRMe3xz3QoO2tDtYYned+bUmXgR1QDSqqQaXn8K68/Of0sNeWt+0g+qrNcDATMo7A1j2w5xBep4fvX19QsV3b2H8mriMl5Kw38O41i9iwZAt/uq3y4AAAS7lJREFUz1/H05e8wpu3fXBcz1sft8wgYLwQYiwBdqE4IcQnQLYQIk1KmSWESANyGqKh0aCkoBSpS+KSQylzh7Zv/Y98f6mqGRlGZMDv03AUBQpopJS88tESvvtlA4pSljSlCG6dPJzRg7tgNlU+LruhbgIhDQEhoPEQPwFLVmmwLXYzp5zdD4A2PVpGLUww85TJDFnw3Al7PkNS20c8Sg+HrH3Br7bxiCdKgeyGQ6o1lnt6jsCTWsqP7yzCXyXl12g20KlfO04Z349ZW19m7hsL2LV2Hx36tGHcDaNp1LR2Gl0A1XD8eFGkhP2bbexeG0fvkfm06HwSr/w5GVepC6EoWKoRssnYlcVLU98BvwbZwTQJPo+fbSsqc/q7JE5hU0HkAtkNBSEgqYsPv89L+ffidnj44e2fSUiJ46TTutN5QId6vYvhUOeRu5TyfillMyllK+Ai4Fcp5aXAXGBK2WZTgO/r3coIkbU3m1tOeZAL065hYvq13ND3Hg5sywjaxmYy8uZFZ2M1GLCqKrYT4KIxGwxc0f+ksHlXFruZgeMCXBPL1+5l7q+b8Po03B4/Lo8fl8vHM+8sYuw1b7LgjwA9sM/r4+C3BjT3P1dxJ1SCPjizzUR6+zROuyQQP9i5Zg9fPj+XBe//iqPYiaPIwYfT/seVXW7jhn73svDD30JUgRLNdh7pOe6EXcOdXUbWa/9m7YNFvg15Pqwbik9sfl0Znu47lgSzldSWKTz366O0O6l1hWbn8ImDeGJeIK+hUdMkrnzyYp6e/yBXTJ8UsWEHUNUmQO1qYXXFwW02Pn2iJXcM6c38mQFDbY2xVmvYAX54+2d0f3j3pGJQglxROt5/rIhJNUHXq4Nn7n6fxidPfMW9o57gtiEPVWScNRREQ/h9hBDDgbuklGcJIZKBOUAL4CBwgZSyxry9vn37ytWra6aNrQ1ej49LW99AYU4RUq+UuIpJjOGTfW9W+N8Lc4t4+Oxn2b3lIM7OyeQMa4puO74GvkViPAtvvoKZ93/K3DcWVAhhW+xm+o7uxcNf3okQgnue/Y4/19RMoJWUYCN1zT6yt2di71xK7xcdmJIkQjlx0X8pQfVZOfnwY8x/7xdK8h0MvXAgY644FaPZyNOXvMJf81bj92kYTQaEENgT7BTlFlf4gy12MyMmDeb2d6cGHdur+Tnph+nH/RqaWuNZNOr2iLaVUrJz9R7ysgro2K8dyWkB3+2qBet47LznK8jqADSbwsFXuiBjTmxW1t3dTw3htvG6vRVujYaAlBJn6Rs4S55ukOMFHxvevKUdy74NhOhMViPvbniB9HZpNe732PnP8+c3K8OuM5oNzNz8Ek3bNgHgQOZqvlpyB036Rc8p3xDwlMBnfZoTLihjNBsZN3UU11dRjosEQog1UsqwTGQNkksnpVwipTyr7N95UsrTpJTty/6ekITsv75fhbvUXWHYA20Bn8fHki+WVyx79Nzn2bl6D74SNw67gh5Bvnx94dN0cnIKiEuKoXnHpjRtm0qfUYFsnmlz7qiYjnlqSe8EyM8s4MDGA3icHvLXGFl/v+2EGvZyaAYXn874nAc/v50XljzG2TeMwWw1s+SL5az4YQ0epxfNp+F2eHCVujmakRcU6HM7PPzyyR9k7QsOJptUAxe2rL9CU01QEFzapjLjIi+rgM+f+ZbXbp7J0q9XoPkrs02OHs7j6u53cNdpj/HM5Ne4rM2NvH3nh0gp6TfmJKbNuYPmVYq4ikY1QtpPvF6ASwuNzZgspnobdk3T+OjRL5iQOIVR6oXcPngvzuJYjkfGZ6eBhRX/1v06S78Ob7SrovfpPcJrDwu4/9NbKww7wLznVrH2xforsdUVJjtUlzDj8/hCYm/1xb+yQjUcsg/khq0ydDs8/PTeL3wy/Ss2L9vOrjV7Kj5eV6dkMB7/W5BzJJ9JHW9m5rTP2bV2H0f257L5z+0IISrk6ABGD+kc5FcPB+HTEFWmoV3vc51wwy4CIvIoJ+9gyefLg9YtmLW4YmZSG1SjgW0rQpkXb+tyOtbjlDYmgDRbPGc27sbmP7ex8MPfuLzDzXz82JfMfWMhz13xBjcPfKCCOfGx818gY0cm7lI3zmIXPo+PH9/9hd8+D8gj9j+zD6+vfLrCiCq+Ez/vF8DJKS0i2tZV6sJVWhkMP7Atg+Xfr+Lw7vCsnm/c8j5fPj+3Ii60b9MhpHSiNPBnIwQMOa/SZy51GdTJVofTLxtKo6aJGKvw6pttJs66diRDzh0QtO2K7zaRs9bC4b9M/4h7xlcqKoLZ4VBb7U60+NdyyxyL9n3aYLQY0UpDX4gdq3azZ8N+PnvymyBDqNSiot5QiPkzA8XhgzL+G13T8Ti9vHDNW/Q/qzeqGjAM8TFWvLVw3wiXF6kIRNkMxZL6z6VDGpJ8/PntSkZOHlaxLOfQ0SiOIEluGpqeFm+ysnj07Zwy/9kGaGUwRqV15ZRNsVxx7g0oqoKzODjrx1Xq5sDWDL5/fT6nThrM3g37Q/j03Q4P3776EyMmDQYCurYGo4rm14hdWkD+xDQwnrget5k9gVNSWwFlhG2zl7Bv8yE69GnLaZcMxhpjJWtfNs9d8QZbl+8EEVD5AsGe9ftQjSp+r58+o3ry0Bd3VAiQlBY6WPjBbyGDJtVwfCyjwSgpD9IbTAYGTfh/7Z13eBRl18Z/z8z2FJIQSqihd+ldECmCgKCoCIgiRURBUSyIKCKCKKAgKipFLCCgNAVBaUqT3nvvhACBkLZ95vtjN0uWnU0CouTl2/u6uNjMzs6cnZ05z6n3qZfjZ8xhJr7Y8iE/f7yINXM3Ygo3UaF1bS6kOXnnjTk82L4GDZt4kpVGswFDpEJc3TtDQ6KzqLwxrztf9VnMpTOBHPk3MwIxN7hrLPca91elVNXiAa3tmXA5XDjtTr8bNWLjeYTj3+d4Nh+6inAHPhAOm5NzRy4AnnjmuG9W5GhRKFEWvxhM6jH5jiWJzi8xEJlliLfL6eLS2dxH4VRFpUK9sprvyUJC/hcKxnXJLr4d+AO2dHuAYs+Ew+pg5cy1ZKRYg4Y10pKv04zJOpkH+7TAaDYgp7iI+SkBbO7/LLE6v2VPhBCcOXSOp8sOYNpbP7J06kq+fu07elYcSMLxRAY2fpt96w7idrlxO93s33CY/RsOYbc6yEix4rA52bZ8N98P/8l33MRTl9BpeJLblsXgusFJ/qc8LaoKZw5akGQZo9nAY689RLHycayZu4Ef3vuZP2evx6FRvw8Qli+MZ0Z0Ydq+8eS/ryYr1h9n66bjbFx3hNHDFzJhzBIAHnqhNdV6ZSDp7szQDkknUeXeskGbxjJSb29C9a5R7kIIxqx4l8cGPURssZig7o/BpPe5cOYDV8i3NRGCZNtvFxSTtoJwu9w+KtzkVCtJV2/kJdSAyYDt3goYI82Ywo0cHG/6z2urVRVsFyFlRxjtn3vAt/3yuStB1bFOY6ix4lb4atB3bPl9B3//soX0a9e/f7jeRMnw3Fdy5AZ6IXN688mArmbNfQ06ilco4ufu+94z6rj3ketW5f4Nh3DancQWjUGnl4lbnUrJj09TMdmCUfp3neOOJasSY/KQrn3S9ytSr6T5lIct3c7VxGuM7j4RW5pNkxYiKxxWB0uyDJQvHF9AM1Qw8/14rl02YE3z/Noup4fF8eLp69w8N6PoPfsKTu0bQNe3HmHihg94eMCD9Kr0MuN6T+L7935ifN+veKb8i1w+H9x42LHtJDu3n8SWxYCz2Zws/WU78yevpH2/VlToeOemMUkYEGn5g9KOHN2hPfPgVnHXhGXAU5rXc2RXeo7syvudP2bN3EDudp1BR4/3nmDnn3u5fO4K9erV4L5nm7Mn+Qp/HDjMqoPHb7uuTGtQBP2iY0jO64uIrJOpULesrxRtz6FzuDTG6WlBKZiPCTvGolxJI025yFppOPDfTpnZPTiKfh/38Lr3HuQrEBm0686l4SE5bE5++3o5q35cixACl9PNS5P60LrH/QCMrtWJJ9bcvrpkWQiit9hIyuEHNoUZaffcA8g6mVenPs8HT07AaXehuBWMZgNRBfPxuHce6fRhs5n3yWIcVgeqqmK0GKnV4h5e/7Y/YZEWVFWl7E8f3LbvkBVlIvIzum47wOM17V17MGAfxa1wZNtxFLfn+qsCXEWj0J1N1lyI066m80jMMxSvWISeI7vS7rlWLJmyEnuW6U3JFw282qQmDTtcJr5aOmcPmdmxIoYPV+zEmiphMCs+/pbskHmrXDhhoUKdX3l04PVO2dHdP+Ximcs+Nkhrmg271cHEF6YwYqE2m8nWTcexWTUopd0qUz5YyLUzFyn1fCXOZ6zPWbjbDFmYuCf/c0SGRfsNLs8Kh81BSlKqZn/OreCusdxvRJtezTGFBWbRJVmiwwutGbFwMBPWjaR83bIcXrWfepH5+eKJjvz1Sp/bHgzIqBpLWp1CqDqBMOswhRkpWbkYw37y0PGkpFkZ/tmSXB9PkgQFC+SjfO0y1KrbkB6lpyOL/4gPXQW928KUZd/7We3giX+2fOq+oKGxYLCmepKVDquDic9P8U0/qhpdlMFVbg9hlU5IfFDrEZo3rR3A/pgJg0mP0WygfrtatO7ZDIBGHevy+aYPadunBXVa16DnqK5M3v0xkTERnDuawNxxv2LPsPsWNXuGnW3Ld3Fqv6e/QghBxxK3d1SdAN6s3pxFrftg9LJQJp4KTuGhSgJRIj+KTiKtbTUympTHHRuuacSoqkpacjoHNh7hnYc+pHar6jz5difyFYhEkoWvis9hk1n9UyG+e6c0K2fEceWCkedr1GVUlyrYM0SureNvhpZDdS/EaPKnQFi/YHMAza/iVti8ZHtAf0QmIiPN6DWr31RcGXbmfryIIs6OSPzzZH1RS1NkYUBCn6OXEmOoRHzqC6Rtqow9w06JIGR0eoOeTUu2/2PZMnFXWe5ZUad1DR7s3YLfJi/3VKXIEggYsXAwOr2OoztPMLjV+7gcLhRVRXG5eeiF1jw39mkmd3uYZ39ceNtkEUJgbFOBCuVKoj+RTJl74un+zqNEF4wCYPXmo+SWkESWBPWqxxMZfp01L8pQhL7l5rEveSmJ1oO4VReJ1kOc353Mvo/1XNunw1RIoWy/DIo8eN3NFgIEknfAtoRJDsepWFFUd9Ch2yY5ki5lviDMoM2/PuCzXly5kMzGRYF9C+4II6pRh3w1QzMHAR5rfuqbP1C5QQWKlotjTtiWXF2XnFAmIpbWRauQ0bc0Cz9b6h087pHBYDbQ9LEGVG5QniqNKwZ01sZXKc7AL/sGHHPL0p2a57JnONjw6xYqN/BMEBrXoCOpTjurEo767WeQZGKNFs5bcz/gQy8k+lZqyLMVG/pt/3vhFoQk/EqBwROxc0SZyWhcBtVeEtUgg07GWr804X/sRVVUX3I+4HtYHXzabzKxRWOwZ9gJjwoDBClJ/vIazHpcDjduFxzfFYHbLZEbT1JVBM+P+9XH3OqHW4idtGhdlRnfrNF+88o1dOEmru6LoHrD/uxImgg5cDNJ6DDrCpHhuuB7HiR03Fv4A4qFNyXNeZ5tm1ew8Ov5VHn+Iub8bt9jLAQUMtWhlO15hrf4iuTExUjyEpx2FwVLaneX6/Tybe1SvWuVuxCCFyb0pMMLrdm+Yg9h+Sw06lgHc7gZRVF4u/3ogJv0t6+XU/P+qjRpV5txnR7ktflLczyPBFQpWojLqRnIQnD2WuAEHLNOh+XnQ5w6koTd6uDIlmOsnLGGT9ePpGTl4ljtzqDWSFyBSBIvpyDLEpIQlI0vyLsDHgzYzyCZqRlzfVLTke3HeaXHMJ877UyV2fFaOIe/cFPiERfKxXDeHfsJsQUL41JtOJQMLHIMSfYTbLkymyTbCaINxYk1lcYohWGS8xFlKEIhUwXNG/DQlqN89er3HNl+HMWtIMnCpzwVs57UByrgig1DKCoqgrANJzAd1Gam2Lh4O5t+24HRbMBqciN9WAolWvePWvsLmjwKZNvy3SRfSvHlKSRZokiZQgya0g+94eYsOqPFoMldL+slTGHXF19JCKY0fYJUp52/zh8lTG+genQcMaYwhBAsOrWPoVuXkO7KORfQNK4Mg6o1C9jucrqRJAm3ohH+isuHIktgue6xKPnDSO1YA8PBC+ivpiOf16ajvXQ2iUtnPZUdwUpcy9UuQ9GyhVk9528vR3wUjR9J0tTPqgouB7icOgqXmI3BpD284t5O9Vk9Z70fw6WQBGVrlsLldGMwBl73AgUjeXvkowwfPAd3ZhhQVeHQCVAUFLebmMJRlIvuStl8HTiXvp5U5yki9fHEWRpy1XEYm+syeimCWFM1DHK459oqNi5adyCEREFzLWTv4BLbRSNjWy/DnqFn74wiWAq5MOZTkRwRfLdvGgaTgWcqvMSFExf9Ft2zh7TLTp12J/Xb3T5ytrtWuWeiWPkiFCtfxG/bwc1HNZMatnQ7iycvp3672rSvVpEaxeN4be4Sdp67EPT49UsVZ/rTjwHw/KxfNJW7w+4k3W7H5E3kOWxOnHYn45+bzPg1I4h2ujVreoWApOR0FBUkFZAEL3a/j8jwnCc5TX97tl+c1HtE0k/oOPCJDr0RFhX/k16juqEXZvSS55ixptI8WOTmCKJ2rd7HkDajNNkIAVLaVMSdPwxkyRcKsN5bBjnZiv6CZ4FVAdUge6qXFBUVFWuaDSkDoiadJ/m5OJRgo/hUNVtLzyzr6VGmIQ6bg3E9v/BLqCpuhQvHL7L8u9W0fbZl0GNcOn+VL9+ey5ZV+5BkiaYP1aTrwNYBljKAJMu+MsmsiNAbeahkYIgmXG9EUXPOtwigoDlc871GD9dlxsi5gfeRLHDFa1uKapgRe+2SKDqZwr/uIuXyrY0IPLDhMC9+1guDycCyb//kx5HlafjQhoCqFEWBs4fMfD2oLOeP5Wf8mkKUC6LLnv+kBwc3HeFKwlWsaZ4qElVRObX/LN3jX2D82hGa3asNGpdj/CddePWhjzwjHVM9SXpJligUX4CyNT38OHopjPgI/7BiIbO2MDrJRJGwhgHbl/+wOkuZrCAjUU9GIpgjBBsXb6dwqYJcuZCseY9ooXjFokREa/++t4K7NuZ+4eRFEo4naib4nDZnUPcnq3VSLCofs/t0ZePrz1G7hP8CIQCLXs8bDzT1bWtTuZwmnbBbUTGc9LeMVNVTZfFB94l82m0C4sA5D/mRV16d1yJ0eC0Xl1vB7nAx/LMluaIKPbL9eLbvO+0uNv12e+J7X77ybVDF7s5nwh1tgRssXFUW2Kp7OjvdUWaSn6gJamBwSihg3JlG2KIksN2gAF0KcqKDYsr1BJQA8unNGCUd4TojJlnPy5Vb0rBgGQ5uPqoZ/bJl2Fk1K/g8WluGnZfbjWPTij24nG4cNid/LdzG+32mMnTWKxgtRswRJswRJgwmPS990Ye40rlnuEx12rC6c+65MMl6OpasqvleyUrF6PxaBx/VsipAlSVs1YqiZDOcXAgoVSSGbm91CpqLyAmKW2HmqPkMnPQsC658y+Td04gp/BeyrrxnWLcKGakS88cXY2jb6pzYE4HD6uDbYXOCHjNfbCTT9o2nYcc6fuWotnQ7yZeu8UG3CUE/W6leWd6Y+Axhsoo5wozBbKBcrVJ8+PvbtzXsceXCNc373uX0EJb9+sXvuWrEykSRsoVz3ukmcNdZ7if3neH9zh9z4eQlBJC/SDRvzxlEuVrXB1JXalBOU0Fm8p3ciCiLhZk9n2Dn2QS+XL2Rk1eSqVqkEC80rU+ZAtetorZVK/DT9j3sT7iE1elE8t5IEStPItm1ZkBK/L1wEw6rE+OeM+gSknHFFwBJEFG1BFc1vIurKRkkXEqhSEH/NurkS9c4su040YWjKFM9nsLxBUi+mP3kl5i4qGzfzw6pV9NwOVxEF4rixJ7TQfdTzHokAqObKqCPDUfIEtfaV0E1Bw+JCBUMZ+yELb1CersYhFNF1Qn0x6wU+iSB+UeHoo8wkpBxjRhjGBF6E6fTr3DFnk75yEJYdB6lZTDpgy6MRktwxbb61+1kpNl8YSbwhEESz1zBFBXOTwlT2PrHTtwuhdoP3ENkTO6rHZyKm2Hbftd8TwAGSYdLVdBLEl3K1KRuNp2oPd57gns71WfNzxtY8vcBzkYacEddz41IAqIiLFjtTpwuNwa9jFGvY9QL7SkUaWHuJ4uw30SfQlYc2uzJJxhMBhw2J4u/OsyxXY9RKD4/P435FXuGvxJU1ZxL/2SdzIENRwIUpKqonNhzmqsXrxF9w3OQiWZPNObeTvU5ue8MYfksfgPcbxdqtajGH9+s8nkWmXA53Cz6ahlOuzPXVrspzEi7bDzHW8FdpdxtGXZebTaM1Ctpvgz2+WOJvNZ8ODNPfulNCHluwFenvsDYZz7H5W3qMIWbKFsjnpZPNQ16/BrF4vj6yeBzEPWyzLdPP8ayA0dZfuAIhxIvczb5GgiBKgu/JKLeoCN/0RguZKGNlS+nIntdY3ux/AHWLniqGQxZKgJUVeWboT8yf8Jv6I063C6FImUK07J7E4+lGgRGi5HHBt08A+Ols0mM7j6RAxsPIwQULlUIS6SZtCA1+tGqhN1ixH5D560AwgpEYqhdAvQySAJHqRiMRy8HJPh0eh1Dx/RnzMPjCV9wGVe8CTnJSdhVaNG9KWH5PL9ryfDrC22JsBhKhPnXyZevUwZLhAXrDc0ipjAj7foGZ4g8sf8cNo3GE5fLzekjF6jZtCJNHwt023ODg8kXUYIsOGUjY3miTE3sbhf3x5WlQpTm3Bs/lKkeT5nq8bRMvEqv92dhd7iwOVyYjXoiw0xMH9aVM4nJ7D9+gYL5I7ivZhkMeh2zP1pISlLaLX0HgMKlPLKdO5rASw3fwm51YM9wYDQbsGuUJwLElc75+9zYHXwdIpv3PNDpdZSt8e/RFNdrW5MyNeI5sv24r7dAb9ThditBeymMFgPRhaNJv5qG262gKgpul0LH/m2o26bmbZXvrlLu6xdsxml3BZQmKS6FP2ev56F+12Ns9z3ekDI14vnjm1VcSUxGb9BzYNNhnqvxOvd3acxjg9pjDjdzzWpjxcFj2JxOmpSNp0RMVLYy6GWZdlUr0LpyOWp98DlOt0JK8xIYEtMxnE0DAQJBqeolKVm5mJ9yzwr1wDlMtUphy9JEIglBmRKxxGaJy62YsYZ54xfjtLt83ben9p/hl0l/BJVRyIJeo7pQu1X1bL/LjXC73Qy6bxgXT1/2PVhnDp5Db9Ah66SA+ZyyTuLRF1qjNijFl4s3+H0XFbhotaGvUwxJUXGrKhkN4tFfSEVYHQinAt4F0eVwcWr9cYb++DKTBk4n6eBVdHod7fu1pM+H3XMtvyRJjFz8JoNbjcDlcKMoCopb4cHeLXy0y1ooVakoJoshQME7HS5suWiIyg7heiPuIPH2GKOF1nIJVs/fwGbHOXQd61Kmeny2x3O63Py1/Sgnz19hYJemZFgdnE5MpmJ8IVrWK4/JoCc2KpyaFfzL8VbMWJOr5i5JlgKUqtFioPs7nrzTxBemkno13WexZjJm3vg5o8XAU8Mez/F893dtzLzxvwWEP+JKF/Kxc94szh4+z4oZa8hItdKoQ12qN6tyS+EaWZb5aPkwlk5byYof1qA36EhKuMr5o4E5OlknU+qeErTpeT+tezZH1kls/WMXqVfSqHF/FQqWuPmBRTnhrlLuSeevaJOHZdi5fC7Q3SxWLo7eo5/kg24TWP3TBl8CcvaHC1gzdwPd5rzAoAVLEQjcqsKY5Wt4pmFtXmneOEdZnG43bm8FjKqXufR0VfQX0tEnpqMrHMHnXwxh77qDLP9OmwnOeOoSNXo3Z8OOEwjhUUzhFiMjX75ubW9fsZuxPb8IcP3cLoXLGtwVmah2byU6DWyfrfzWNCubl+zAbnVQ+4Hq5I+LZueqvVy7nBLwcKvC4w3d6J7e3/Veur7VCVmWKV0kltGzVnI+yT/h7MxyLNWsJ7lzDQynriBfSkefcA19osea/Hncr3Qa2I4ZJyaRkWrFZDH6xWLTktPZ8OtWnA4X9R6sQWxR7SRi2RqlmHV2Mlt/30nKlTSqN6uco8teq2lFzfsKFX4cv5TGbapTrOytuf2lImIoGR7NkZTLfha8WdZTfZPKsw+9iuJyoygqc8YspGP/Njz70VOax7qcnE6v938kJc1Ght2JxagnMtzEN+90I9brtQaDTqedftMZdDR9rAGbl+7A5XBhS7cj6zw8OjqDTER0BM9PeIbKDcvz15z17Fi5RzP0paoqpjAjLoeLfAUi6fdJj1wZF12HdGLzkh0kHE/EmmbDaDGg0+t468eBOX5WC79PX8VnA6bhdrpR3G6WTl1Jg4fq8NbMgbek4A1GPfd3aUyDdrXJVyCCh6Of0d7PpGfAxN5UaXSdPyY7g+J24K5S7pUalPeGJvxjdOZwE5Ubltf8zMl9Z/j7ly1+nNwOm5Ozpy8x8OffcNxgVX23cTv3lY2nVomiNx7K/5x6PfH5ozl2+fqi4iwchqtwGE3LlUIIQbUmlShUskBAA4qQBA3a1mLYoA4cO32Z/UcTKBATTt17SiJ76fis6TbefWRM0JiepJNwB3FbzRqzZbNi+4rdvPvIGIQkoaoet7Hn+108HZca9ekuuyug4UTWSbgcLh8pWsNKJUlKCU6voJMlT4euLOEoHo0cYcK8+7zvfXuGg/kTfqPb0EcJi/Svsd+waCujuoz3WIeKyhcvKfQc2TVo2OnSmcsknrqEwaTHnKVfIBjmT1nlLfvQ+O4ON79OX80LozrneJxgmNykM0/9OZMkewYCcChuHs9XkdXvz/ZUfHhhz3Dwyxe/0/TxRn6dwZkYN2MVl66m4fbeExl2J3ani49nrGL0gOxDcA8+25Ipb8zwq7ASwmMhu5xurKk233PldrmRZIlaLe7h/UVvcnzXKR4v1Aenwxk0p2GyGFlw5Vts6TYskZZcK1JLhJlJWz9iw6Kt7N9wmMLxBWne7V5fiPVmkHo1jc/6T/VbqG3pdjYu2srKmWtJPHWRhOMXuadpZZo90QiDKfsE87XLKXzYfSK7/vJUUGXXvKeqKhWD8Cj9W7irlHvVeytSqUF5DyGS14U2mA2UrFKcum1qaH7mwMbDmmV0KUUsOG0OuIGjxu50sXD3gRyVO8CIh1rSZ8Z8HC43blVFL0sYdToGZ6mw+XDZOwyo/yb2dAcupwujxUhYpJnnP3kGgDIlYilTIjbg2JuX7EBkw7vqtLsQIpDjQ2/QUfP+4B2T1nQbwzuNDahpnjJ4BvUerBU0PqzlPaybvwlFUZAkiXNJ17KlV1BVlTJx+bl2IZmMLScwHUjUbK7ZvHQ7jTvW81ntacnpjOoy3m9xBvj2ndnUbnUPpar5NyR9N3wOP43xDAcTksSkV77lzR9eokmn+gTD+t92BY3vKorK+ZM3w4QZiGJhUaxq9wLbLp8lyZ5OzfxF2TpjE1tliRv9BYfNyZqf/9ZU7mt2HPMp9ky4FZXVO7IfAAPQvm8rti3bxfYVe1DcbnQGHXqjnnfnvsrztQcHGEyKW2Hb8t0oisLLTd4OSoYFnjh0iyebIOtkX37kZiDrZO59pD73PhL8N8oNtq/Yg6yX4QYvzJZuZ1yvL5BkGafdyeqf/mbW6Pl8tnF0tovIkAdHcXz3KZ9hc+M9mBWNHq7n52mqqsredQfZumwXEdFhNOvS+KamYuUGd5VyF0Iw6rchLPxsKb9/8yeqovBAj2Y8MrCtH296VsTERWs2ogRrmFHxxDVzg9olijKv75NM37CdIxcvU71YHD0b1qJw5PVqimLl4phxfBLLf1jNiT2n/Whas4PD5siRnUnrbUs+C617Ng/6mS1Ld2gudqqisnnpdiTJY6FkWj86g84zr1PjXG634rPkwk0GJCFwB2HucSsqKRk2/vjiRV5v+R67XIGNHnarg3E9JzHBMJkhM16ibpuabFi0VfP3czpcrJi5lmad3fww4meO7zpF/qIxHNl2DKfdP7n70VMTqdl8MuFRYaiqyupftvHT58u5ejmVavXLIuTgVqbeqKN6o3JB388thBDUKVD8+t9B7j9ft7Xme8GOnfP5ZZ3MiIWDObT1GPv/PkRMXDQNH6qNwWQIflxJeHlngig14bHY46uW4Nkx2qGk/xI6vYwI0gnudim+nJEt3U7iqUvMGr2AZz/Szukc23WSMwfPBXisWrixCk9RFEZ1mcDmpduxZdjRG/R8+85s3vlpEPXb3b5BNXeVcgcPP8Pjr3bg8VdzN+m8zgPVsUSYsN5Qdmg6noyq8YCZ9XraVauYa3lKx8bw/kPZlziFR4XxyIttc31M8Mh9MzW04HkYmz7eIFtrxGFzehYODaiKilt1U6x8HHarA6fdSZNHG3Dh5EU2L9nhZ90KSVC9WRVfWCY6wkLNckXZevhsUHbCa+k2klIy6DWqG2+0eE/TEsqM67/7yFj6ffw01jSbdoxXUblwIpFXmg7DYbWjqsH5VyRZYvOS7TTv1oQ5ny1j9sRlvnOvW7Iz6LUCj1JYNmcTkk6iQ8/70GczbMVhc3Bg4xH0Rh0V6pX1XRstNOxQh89fnBawXW/wzETVwn21yvLntqN+4ThZlriv1vVwgNPlxmp3EmExcnTHCU7sOU2x8nG+Ac0V6pQJ8AoaP1KfNXM3+CkyWSfTsEMdjzEQBNEF8zF8/uv/yvDnYHDYnWxfvht7hp2aLar5kXDVfqB6rnpEwOP5rv7576DK/dKZJOQgeYqsNBAGs4H4KsWp07o6brebrb/vZNl3f7Fh0VafkZGZLB7VbQJzE6flGA7KLf6nlfuxXSeZM+YXTh84S+WG5en8ekcKx+dcXpUVsk7mk9Uj6HvPq37KRLK5iV58jOT2ZRA6GVWASa+jdeWyNC6du6k3gO9mut03d3ShKHqP7sY3b83C6XDlWBYGHoW34ZetvPT5s0H3KVgiNntrRPWUQ/6S/L1v06WzSQyo9yYZqVZs6XaMFiNGs56Xv/LnYxndqy0DPl/AwdMXgzJvhpkNVG5QnuEL3mDSy99w5uB5zf2cdidfvvItQhKai5zRYuDE7tMaXbracLsVbBl2P8UOgeGmG6G4Fc4eS+SHMb+xZeU+Wj1ck6VTV+JyuGjxZBPa9G6O3qBn7fxNjO35OUIIVFXFHG5i5KIhfv0XqqqiqiqSJBFVIB+Dpj7PJ32+QghP+EcI6PpWp6AVM691b86BE4lcTc3AZndhMuqIDDPRr1MjHE4XY75fyeJ1+1BUQFXRJaURveUUUoaTYuXjGLvyXc2Fv/+nPTm05ShXE5OxZzjQG3UoisrGRduCehgADTvUpXLD2zuAIjvs+/sQQ9t94HnmVE8zUd+xT9Gxv4euw2QxMnz+67zV7oNcWdzZKdmyNeNx2AMbzwxmPTWaVSXRW1H2wNP38cjAtjhsTl69bxhnDycEFB5kQgjBnrUHbrqKLRhueUC2EKI48D1QGE+PymRVVT8VQsQAc4B44CTQWVXVq9kd61YGZG9fsZthD3+Ew+ZpFJD1HpL/iRs+oGQQ1rVgOLztGK80eUezIkIUjqDG2w9SoFxhmlcoTa3iRbJV1BdPX2LptFWc3n+Gs0cvcGrfGYQk0ahDHV6Z3O+WEkHZ4diukyz/fjVnDp1j56q92lUdWZC/SDSzz04O+v5PY39h6pCZ2Sq1AsXy8+Ppr/y2WdOsrJy5jqM7jhNftQStnmoaNL769eINTP9jCw6nCznZiipJ6POH0aJWOUb29OfNWfz1Mia9PD0glBKAzJ/EK7bRYvDR9OYEg0nPj6e/4vKFFN549FMygjx8OUGSBSIlBbs3cWy0GClfpwyDpjxHvxqvB3giEdFhzD4/BYfVwRcDv+GvOX/jdrmpfl9lBn7Zl2Lli5CUcJX1Czbjcrho2KFOjp2vLpebtbuOs27ncf7adoQMmxMhPFO+rlzL8F9UVRUcbiLnb0cvBE061eetH1/WPK7b5WbTku3s+nMfi75e5pfo1YKQBHMvTruphq5/AofNQee4Z33jADNhNBuYsH6kX737YwV7c+1yIE2I3+csBnp/0I1HXmoX8F6mzpzYfyrLv1/tMyBknUxkbART934S8L2/Gfoj88Yvzvb5tESaGT7/dWo2r5b9l82C7AZk/xPL3QW8qqrqdiFEBLBNCLEceAZYqarqh0KIN4E3AW0C5luEqqpM6DfZL9bndrqxuqxMeeMHRi4aElxopwtZ58++tmPl3qCVJfllPR88+wg6fc6Xau38TYx+cgJul3KDUlFYM3cjGxdvY9LWjyhZuXjQY+QWqqpy9vB5dHqZvmM98cyXGr7FiT2ng95AeqOe5t2aZHtcg9mA3qjPtgnj4ZcCQ0jmcDPtn7veCHRq/xl+m7wCg8lAk8ca+NUk923XgPO7TrFu9CKEN15vjA2nR9+OAcet3qyKJhd8AG5Yi7JL8IFH+ciyhKSTGfBZL/LFRqIicOYw5jA7KC4FdxZR7Rl2jmw/zrfvzNb0LtwuhU2/bWfW6Pmc2HPaNxhj11/7eanRUL49PJH8cdF0eCH3tMc6nUzRglH8tm6/X/I76QalB3iC8XoJe9kCiAMXPMPB3W6Pd6GofglAWSfTqENdVv+0AXeQWZ+SLHmYRiWJt+e88p8pdoCtf+zSvMZ2q4PFXy7j5a+f822zZeSweAsoUDyWFt39Gxovn0ti4gtT2bx0O0IIGnSoQ48RT/DHN6vISLFSv30tnhr2uOb3XjljbY6GlyRJVL039yHfnHDLyl1V1QQgwfs6VQhxACgKdASaeXf7DviL26zcM1IyNGd1qirsWXtA8zPLf1jNtCEzuZJwlcjYSJ4a9hgdXmiDEIKI6DD0Bl2AqyZJgvQUKw+aulKkTGGeG/s0jTrW1Tz+zFHz+Pad2dnK7bA5eanRUOacn4JJY2K70+Fk/YLNHN52jKJl47i/671YNMoWT+w5xfBOY0lKSEYIT8z+7TmDGLtqODNHzmXFD2u85WtWJFnClm7HHG4irkwhOr/RkZUz13Jg4yGKli9Cy+5N/ciKmj7WgCmDZ2jKr/PGex99JdCayYopg39g4ee/o7jcSDqZKW/O4NUp/ShdPZ6ImHBUVWX7h4uRsihgZ2IqQ1qOoFHHuqyduxEENHuiEb0/eBK9SYcjSJfjzcJoMdLiySZEF8qHwWzg/ica+6zhqNgI6resyuYVezVd7kxoNWx5oMINrIy2NBsn95/1YzfMhKIoHNpylDMHz/tNPFJVlYyUDHqUexFVVal+XxWe/ah7AAFeMAz76regVU0BkCTcsRHABdwuN2N7TmLNz3/jcrqpWK8cr3zd16/i6Mj245o5k8z2+WIVitLk0fraNL45wO32MFtqecYOu5PEkxfJVyBSU3na0m1Bq1V2r93v93f1ZlXYsnRn8Pi7CueOJNC/zmCmHfgUg1GPw+bgxYZvcSUh2We4bfhlK8d2nGT6wU85sv04q2atY9boBdzfpXFgOCqbqKzRYkBIEsPnv37TzKTZ4ZbDMn4HESIeWANUBU6rqhqV5b2rqqoGtJIJIfoCfQFKlChR+9SpU7k+n9PhpGNUD03XsFDJAsw4Mclv219z1jOu95d+8VeTxUifj56kY/8HSb2aRrcS/YJSmmbCaDbw7rzXAtqEty3fxbCHx+RufJtRzyuTn6PVU/f5bU+5kspLDYf6WPBMYUYMJj2frh/l91DbrXa6Fu9H6hX/VnFzuInvj31OVIHrXBvWdBtrft5A4slLlK9Thgr1y/Jyo7e5mpjsaQjxWumfrBlBqarX8whr5m5gTI/PkbwJI5fDzaOvtKfjgDY5lmvt+/sQgx94XzPWbQo34Xa5iS0Sw6WzSQEj3IQkkCThU5x6g44iZQtTsnIx1s7beEszOiWdhE4nI+kknHYX1ZpUYtCUfkEbl2xWB2P6f8eGP3YHPWbpKkVJOHkZ6433i6rgSrzkV6akN+po+nhD/l64JSDWqjfqeWp4Z34cOTfbe08IgSXSzOTdH1OweGBZbFYoikrD3uNzf61cCsY9ZzHtOYc5wuSdNXz9d7FEmpl+8FNiCnse4fceG8f6BZsDFKPBpGfWma8xR5iwpXu433ObZzqx9zSf9pvM/o2H0ek9ZZMvTHjGVzH266TfmTbkR1RVxeV006hjHV77pr+fgXTuaALPlH9J8/hhkWYWZskRnT18ngH1h+CwOnA6XNks1vDAM814/Zv+rJy5lk+fnxzwG5ojTNR5oAabl+7wVrB5vN+Hnn+A58Y+7dvv23fn8PPYXwKs99hiMTz9bmeaPJp9oUMwZBeW+ceskEKIcGAe8LKqqtkHsrJAVdXJqqrWUVW1ToECN9d6qzfoaflkk4CmAaPFqGlVfvtOIP2tLcPODyPmoqoqEdHhjFw8hIiYcCyRZt9c0xthtzqY9taPAdsXfr40V4odvEOkNbpHv3lrFomnLvluHlu6ndQr6Yx55gu//f7+Zaun9PAGuN0Kq370ZzY0h5lo/cz9PD28Mw3a12bGez9z8cxl3znsVgdpyemM6fG53+eaPtaQOecnM2hyP175uh8/JUyh9wfdclWHu2rW2qDXwpZmw2lzcuHkRc3ZnKqi+j1kToeLi6cvU6ZWKaQgg6pzgt6g57Vpz6O4FPQGHQc2HqZPlVf4qMdnjOs9iYn9p3Boy3UOHpPZwIXT2det2zLsjJk3kLiSsRjNegwmPfkLRSJnpAbUn0qyTK+RXSlfu3TAZDC3y8WCCYuDhgQzoaoqtgw78z5ZnOP3dStK7hW7qoKiYDjiocBwOdwBuQ2n3cXir5f7/u72VicMN5C8Gb3DTqYOmUnHqB50LtyHp8sMYMsfO3MUISnhKi/f+zb7/j6Eqqg47U5WzlzL0HajAdi4eBuT35hBRqoVa5oNp93Jhl+38nFvfwMuulBU0OSu3qsnTu47w3fvzmHFD2t456dBdHqlHdWbVaFak0qe+ncNrPhhDWnJ6Zw+eE4zEWpNtXmaIDPsqIonIW7PsLNo0h8c333dYO0y+GHK1IjHHG5CkiXM4SbyFYhk7Ip3ebB3i9uei4N/WC0jhNDjUewzVVWd792cKISIU1U1QQgRB2iTp/xD9J/Yi5QraWxZugO9UY/T7qRtnxZ01BhkkRjkYU25nIrL6UJv0FP9vir8lDCF/RsOk5FqZXinsZoZdS3eiNQruRhs7YXJYtTsVFs7b2OAwlNVlcNbj2FNs/qsmKsXkjUVo8Pq0KRYyIo1cwPPAXBy72lSr6b5hWfC8oUFLbnLipSkVDYv3YEkS9RvWzNXiiW3THngcbd/HDkfNWuZpbfiJCeYLEYeev4BPn726wCLacUPnok9QhL8Mf1PipaP49KZJAwmAyk2BdVoCmp5xhaOpmy14kxbP4zfv/2LSS9/S0qSinArnjC2UY9Or0PWybw162UKlijAh8veYcWMtUx6+RtsaTaPXnWrXE28hpAEOr1Oc9HOhNvpZsPirTw//plsv7NeJ1O6aH6Onws0IMLMBhS3gtXmAARyUhrmDceRbE4Q+OasZoXT7vRTUuVqleb9X9/kswFTOXs4AaPZQPt+D3D+2AW2zt3o86YvnLzIe53GMn7t+34VQTdi8dfLNBYUJ4e3Hef47lPMGj0/wDBz2JysX7jF7561RJipem8l9q474Hd/6Qw6Wj19H7M/WsCMEXNxeu//uZ8s4rHXHmLcquFs+m0bu4OEc2WdxO7V+4mvUtyvvyMrtAbtuJwuNiza6pvqZbIYmbBuJDtX7eXQlmNYIs2YwoycOXSegiULYNAYxP5PccvKXXju/GnAAVVVP8ny1q9AD+BD7/+//CMJg8BoNjJ83utcPpdE4qnLFK9QJOhg2SJlCnP6wNmA7dGFo/xiXDq9jnuaVkZRFMzhJk2mw6LlAgcENHm0Pke3H8+2Qw08rmupaiWo0dyfk1tV1aCTmAC/TtQqjSsgyTKefPZ1mMNNVL+vcrbnl7OxfoM1xmSHP779k4kvTPEcV3gSil3f6oTRYsgxxCUkgayTfYuN3qhDcSsa5GMybqfLL86rqqrHlXYrvkSqrJPo/HpH1szdyLkjCUREh/H46x0pFF/AM/szCFRFxWFzcmJ3Jm1xOgiBFCUQpkBqAiEEXQZ6EpxXE5P5YsBUzd/9nZ9fpWbzqn7X/MTukz7FfuO1KFYhjounLuOwO3G73JoLYOKJi7kaoDy0Zyv6j5nrR9SmkyWmDHmCKJ3M0+UG4LC7/DuAVTRDEwazgYr1/Ju0ajavxjf7P8Vhd6LTy1xNvMZTpfsHkHs5bE7mjFnI27MHBZX12M6Tmpzosk7izKHzQQ0WWS9z7XKqn0Ey+LsBDGw8lIxUq19Cff+GwxzacszPsLFbHfw8bhHNOjemTusa6PU67BqTsHR6z8zjOm1q8NHTEzVl0R7YIgWUUkqSRK2W93Bg0xG+fu17dAZPU5Wskxj9+9tUqHt76Qn+SVimMfAU0FwIsdP7ry0epd5KCHEEaOX9+19DbNH8VGlUIdsb/tmPugcMIjBaDPT6oKvm/pIk8dS7j2O8IelpNBvo9UG3gP3bPtuSuDKFfPsLIdAZdDw17DGeevdxCpcqSFzpQnR58xHGrBjm1y2rKAqju3+qORlKkgUlKhVl1597cXgfgAp1y1K71T1+shnNBkpVK0GdIBQLmWjTs1lAKEuSJareWymAryUnJJxIZOILU3DYnFjTbFhTPQmtmaPm0fzJJr6hEUFdZYOOLoM7UrJKccrVKk2/j3sQGRvpt8h45t4KzWSk0WJkyIyBvD1nECN/e4vfMn6k16hufHtoIn+45jDv8nTqtq7B6f1nbz5Wr6ooydc0vYNWT9Rn65/7mT3xDxZPWam5j5AECccT/RT7+50/4dcvl2nKorgU8heJ4Zdr37PUNitor4bOqGODxmzaGxEZbqZOxeK+JmtJeHIZb3+9hEvpNlDQpHYwhZv87g8hCQwmPW37tPDb7+9fttC/3ps8XaY/I5/4hN1r9vtCH1mhqmrQPoVMlK9TRpOTxe10E1+lGNWaVtYeZShLFI73D+cWKlmAH45/wRNvPIwkCVRFweVwsW/9IU2P1e10sX7hZmSdzBvfDdC8V/UmPdWbVcFg1HuNqtxBSBL3Pd4gYPvedQeYNXoBTrvTMxg+1Urq1XTeavdBtp7breCfVMusI3gOuEWQ7XcEDdrX5u05g5gyeAbnj12gYIlYnhnRhfu7BA87PPJiWwwmAzPen0vS+SuERVqIKhjJ6jnrKVgi1q+W3hxm4vNNo1n23Wo2/LqFmMJRdOjfhvK1PZ1+T78bnFRq3fxNbPh1K4qG1aS4VRKOX+SDJz9FCMHIxUOo2rgiw35+lSVTV7J02krcLjctuzelY/822XY8AnQb+ii71x7kyLZjKG4FWa8jMiacN74bkNMlDMBfc/7WrCGXJIlyNUvT8YU2bFy8DcWtsOCzJWRcy/ApaVOYkS5vPsKTQx+lx3tdUFWVxFOXqFivHFOHzGT36n2Ap8O1QPH8rJixJiBE5nYplKpWwi8RnIkzh87zdvvRJF9KQeCJ9d8KhNMJBgOyTsISYaJs1eKs+XU7tgwHeoOMoqg4hQw3MMC4HG6/eusTe06xbdkuTQUDHuu4RrPrfD/129di4cTA+b2SFEi3eyN2Hz1P/zFzsWc5l6KqOJxujp9LotfoORTsXBfmbcWZxbo1WYwM+LQXpw6cZfHXy7Cm2hAIbOl2hj38EW/PGURskRh+nfQ7k7MQjK1bsJktv+/UXIBlnUylBtqEfZlo/1wrH2V15kJpMOmp1rQSJSsX5+l3H2fDr1uwpdt9391oMfLsmO7o9DquXrxG0vkrFCtfBJPFiN6gZ+PibZry3AghhG8BbvpYQ3qPvsh3w2Yj62QkSUJnkBm9dKhvn2Ll4zQH04TlM+O0u30dq26Xm4FfPqtJ4/vblBU4rIFercvhYveaA9Rqkfsa9xy/3+2olvmnuJUmpv8Ka+dvZFTXCZ4aWtVjTeqNej78fShV761008dTVZVzRxJwuxVKVCzK2w99yOYluRt3F5bPwpzzkzGaA8sob+b8BzYe5sj2ExSOL0CdNjVyXBS08N27c5g5al6AS6o36unz4ZN0Gng9sX3lwlVmjV7Alt93ElUwH4+/+hCNH64HwK6/9vHR05+RkpSKoihUqFuWN74dQP4i0RhMBs4fu8BzNV7zC/PoDDrK1y7Np+tHBcjldrnpWqIfyYnJAVaypJNQ3Wqu4vV6s4H4+pVJOHMVU5iBqvXLsGXlvsDBE6qK60Ki3yajxcCEddcbZ36f/idfvDRNO1QlPMnAafvG+0IMBzcf4bXmwwNq9XV6mVLVSnD53BXK1S5Dz5FdfOc4f+wC+/4+xOeLN5FglLMdJm7QyxRNd5G2cBs6bwnwE4MfpkrjihzdcZxvh83xq0STZImi5Qrz1Y5xPF6oNxkp/l6mJAmKlCvMpTNXfEpfCE/vw1c7xubYeHXuaAKTBk5nx6o9GEwG2vRuTq+RXX1hjfPHLvDDiJ/Zu/YgscVj6DakE1WbVOKjpz9j85IdviE1TTrV5+yRBA5uOpLt+TKhN+iYum88RcpcH2939eI1dv+1D0ukmZotqvn1t2xeuoMRj43zC8MZTHrqtK6BOcKMJcJM+dqlaNSxXtBIwvBOY1i/cEvAdkukmcHfv0ijDtql1sGQXbVMSLlng1Wz1/Fh94maMbX4qsWZsvsTjU8Fx/Hdp3jv0bEkJVz11NfHhFOgWCz7NxzK1ectEWbe+G6ATzFqwZpuY+OibVhTrdR+oDqFSt7+IQAAh7Ye49VmwwIUkMFsYPKucZrDi29EwolE+lZ7FVuWhJkkSxQpU4hvDnzqS2juWXuAj/t8SeLJSyA8ntirU5/XrDDYumwX7z/+cUCYS5IF5WuXoWqTSqiKyq+Tfken13kqUW5QujqDDnORQriF5EugZeULyQpZllBTruHwdqWawozc3+VeBk3p59tnx6o9vPvImIAJUADl65RmxC9vBgye+Oq171j8pWdUmyRLqKqKkCSf9S8EGMxGxv35Lr99vYJVP65F1slk2ByoRh1pD1RBjQhOZ2wx6Vnw3lNcPncFo8XA0HajuXY5BYfNqVlIYA43MWjq83zce1LQfEpM4ShPtYjVyT1NK9Hno+433S2eW4zqNoH1Czfn2CmbHQwmPVP3jr+pebeblmxn6pszOXfkPPnyR3AtyTM5zWl3YQo3UqRMYSasG4k5TPvar5q1jvF9vwq4hgazgZ/OT75p1sx/q0P1robD7uTT5yYHrew4vf8sDpsj1yQ/tgw7r97/rl+S1pZu59qlFIwWQ44dleBxrzXLsbyt/5uWbGPbst3o9DKKoqAqKo+91oGeI7rkSsabQYU6ZWj9zP0s++4vj7UmBAaTgcdebZ8rxQ7w29fLA9xnxa2QdP4q+9Yf9HlG1ZpUYvrBT0m9mobBZNBsAMtESlIqqgZzjeJWiStdyFd73HXII2xbvhuDSU9YPgufvziNc0cvIISgyn1VOXb8Co6MnDlmDGYDj730KEc3HkJIggd6NKNe21p++1RvVoXogvmwZzj8wirmcJOmYgfoN64HLbs35e+Fm5H1OuaNX+zX26Cqng7Ycb0mkXjikncRcnripC4HYX8dIu2h4BwlNruLqIL5iC4UxUuN3iLx1KVsq5iEENitjqD14ABXLiRjNBt4e84gGrS/feyGNyI9JYP1CzblTEmRA9wuN7M+XMCgyf1y3tmL+m1rUb9tLRRFoWux5/xksKXZOXs4gQUTl9BtSCfNz5erVQpLpBl7hsO7YAsMRj0vfNrzluiQs0NIuQfB8V0ns+0q0xn16LJhALwR6xds1rSIhCQoXrEYZw6ew2l3ojfqfHw5N8Jld1Hzhpjc5XNJ9K83hPRr6b4FImv1wbxPFlO75T3c0zT7SppbwYDPetPsicb8OXsdsk6mxZNNAiorskPC8UTtJJKASzcMahZC5Kqdveq9FTXpCkxhRj+lmy820o+Gddq+CaRfS0dv1DPv6z/ZP+63XH0HnU6i88C26F4LPgxDkiQ+Xj2C0U9+yv4NhxFCULBELIO/fzHbUXFla5SibI1SJF+6xsyRczX3OXPwfEAcXgBSig2Ragtqvd9TzsORlJRwlUNbjuVYnup0OKl+n2eIxeqfNwTtZbBbHUwZ/MO/qtzTrqZrVozdLNwuhX3rD97SZ88cPEeGhifmsDpY9eM6TeV+6sBZXmzwlqcm3hsxkSRB7w+fpG2f2zscG0LKPSgskZaglLpCErTpeX9QjngtXLmQjNMR6ELaMxzUeaA6Ayf1Ydvy3ej0Or57d7amVVKsQlyg+/7q9yRfvBY00eaw2vlj+p//inLPnCZVrcnN5x4AqjeryuYlO/zCMuCplKhQN3AYRW5QsHgsD7/4IIu+/MPn+hotBopXLMp9nbMfYp1pOeUvnA+jSR8wM9WTMBPI8vVE3LDpfdEFaYDJitgiMXz853ukXEnF5XB5mm5y2cEZls8StFRV1gVJsgoQbsXnw2QObtHJEga9zOtPeTj9M1KsuSJXq9niHgrHF+Tlr/oiJMGqWetwBbGctXpBbidii8V4Bm/nkvEzO8RlibffDPRGPWqQ8mVjkIlM096c6S2Fvb6Qul0KP439hYcHPHjbmWP/cYfq3YoSFYsSV6qQ5qCCivXL8dy4pwPfyAZVGlfQJB8zh5uo1qQSFeuV48mhj1KrZTX0QRoatB7CTb9ty/bhzHTf8yJaPd2UqIL5/DjQjRYjTTs38kty3Sye/ag7b/34MnVa16BKowr0+bA749eMyDVvR5P2NTUVtjnMyPhFg+j9zsMMGP0EM7aPpGq9m1uEImMiiCkcfVMPst6gp33fVhgtN5bzGmn4UB3t8W46GX3+CAw6iYbVStKlVS1qVyzGE61qMntUD8oVz8zFqNl6qOCJTbfr29L72sDr3/Rn3sVvgiYNC+RAkfBPIcsy/Sf29C9V1vgOsl7KkdOl65uP3JIMRcoUpnDpQgG/oynMSPt+D2h+Zs+6A5rJ/GuXUkjxxu5vJ0KWezYY8etgBrd6n+SL1wBwOJy079uK/p/2uulVtlL9clRvVoWdf+7zKVujxUDp6vHUaX09NhpXupBmyZwkS5StGdjpl11jEnhutmbZlHzeSZjDzXyx5UN+HD2fdfM3YQ4z0aF/G58iuVUIIWj4UJ1bHkBsDjMyZu5APuj3DRfPediqCxaN5q2velGqclHK3ZN7Pv/bhWfHPIXL5WbptFUI4Wmueeb9J3igx/282GAIF09fxpZuR2eQkXU6ek3qTWTFopQrUYCShYOHfvLFRqLTydmXDgpPWWpWWCLM9Hivs19ZJHgWnGdGPPGPv29OaN61CfmLxDD7o4UknrhIpQbluXb5GttX7EXWSej0Oto915KFny3VzGeZLEbe+P5Fv4HVN4vh817j1WbvYku3+6aONepYl9Y979fcP6pApGZjJIhczfK9WYSqZXKAqqrs33CY5IvXqNywPNGFom75WG6XmyVTVrBk6koUt0Krp++jQ/82Aa3Hk16ezpKpK/2JzsKMfL5pdABd8OcvTWPJlBWaYRxTmJHare5h2NzXbiqEFMJ1JJ69AqpKoeL577QogCcxn5KUSkzhKJ8n6LA5+GvO32xbvouCJQrQ9tkWQYnRtPBOx4/Y+sdOTSK3zGSfVkxYVT1VRz+89zOpV9KIKpiPnqO60iabMY7/NtKS07l2OYVCJQsg62R6VRrIuaMX/HIKRrOBr3aOpVi53LFsZgeX08XWP3Zx5UIyVRqVz5bOe+m0lUx6ebpfpYzBpKfFk00YNOX5Wzp/qBTyfwyKojD340XM/WQRqVfTqVC3LM+Pf0ZzKLI1zcrgB97nxJ4zqOr1Jo9GHevSrHMjarW85z8bcRbC/ybSUzIY1WUCO//ai96gw2lzUrxSMareW5G2fVoEnfyUCVVVcTpc6A26PHevXT6XxPudP+HI9hPIskRYlIXXp/e/bdOObgaqqvLtsNnM/XgxOoOM0+6i0cN1eWN6/1serRdS7nc5Mr2LzHmY1ZtVyXMPWQh5H5fPJZGUkEyJSkWD1mn/ryIp4Sq2dBtxpQvdcS82I9XKuSMJxBbLT3TBfDl/IBuElHsIIYQQwl2If5XPPYQQQgghhLyHkHIPIYQQQrgLEVLuIYQQQgh3IULKPYQQQgjhLkRIuYcQQggh3IXIE9UyQohLwKkcd4RYIPvpxXcGeVUuCMl2K8irckHelS2vygV3t2wlVVXV5PXOE8o9txBCbA1W9nMnkVflgpBst4K8KhfkXdnyqlzw/1e2UFgmhBBCCOEuREi5hxBCCCHchfhfU+6T77QAQZBX5YKQbLeCvCoX5F3Z8qpc8P9Utv+pmHsIIYQQQgi5w/+a5R5CCCGEEEIuEFLuIYQQQgh3If4nlLsQoo0Q4pAQ4qgQ4s07cP5vhBAXhRB7s2yLEUIsF0Ic8f4fneW9IV5ZDwkhWv+LchUXQvwphDgghNgnhBiYh2QzCSE2CyF2eWV7L6/I5j2XLITYIYRYnMfkOimE2COE2CmE2JrHZIsSQswVQhz03nMN77RsQogK3muV+S9FCPHynZYry7le8d7/e4UQs7zPxX8jm6qqefofIAPHgNKAAdgFVP6PZWgK1AL2Ztk2BnjT+/pN4CPv68peGY1AKa/s8r8kVxxQy/s6AjjsPX9ekE0A4d7XemAT0CAvyOY93yDgR2BxXvk9vec7CcTesC2vyPYd0Mf72gBE5RXZvOeUgQtAybwgF1AUOAGYvX//BDzzX8n2r13o23iBGgJ/ZPl7CDDkDsgRj79yPwTEeV/HAYe05AP+ABr+RzL+ArTKa7IBFmA7UD8vyAYUA1YCzbmu3O+4XN7jnyRQud9x2YBIr6ISeU22LOd4AFifV+TCo9zPADF45lUv9sr4n8j2vxCWybxAmTjr3XanUUhV1QQA7/8FvdvviLxCiHigJh4LOU/I5g197AQuAstVVc0rsk0A3gCULNvyglwAKrBMCLFNCNE3D8lWGrgETPeGs6YKIcLyiGyZ6ALM8r6+43KpqnoOGAecBhKAa6qqLvuvZPtfUO5a8+Lycv3mfy6vECIcmAe8rKpqSna7amz712RTVdWtqmoNPJZyPSFE1Wx2/09kE0K0By6qqrottx/R2PZv/p6NVVWtBTwI9BdCNM1m3/9SNh2e0OSXqqrWBNLxhBSC4T+9bkIIA9AB+DmnXTW2/StyeWPpHfGEWIoAYUKI7v+VbP8Lyv0skHWkeDHg/B2SJSsShRBxAN7/L3q3/6fyCiH0eBT7TFVV5+cl2TKhqmoy8BfQJg/I1hjoIIQ4CcwGmgshZuQBuQBQVfW89/+LwAKgXh6R7Sxw1ut9AczFo+zzgmzgWQy3q6qa6P07L8jVEjihquolVVWdwHyg0X8l2/+Cct8ClBNClPKuzl2AX++wTOCRoYf3dQ888e7M7V2EEEYhRCmgHLD53xBACCGAacABVVU/yWOyFRBCRHlfm/Hc6AfvtGyqqg5RVbWYqqrxeO6lVaqqdr/TcgEIIcKEEBGZr/HEZ/fmBdlUVb0AnBFCVPBuagHszwuyedGV6yGZzPPfablOAw2EEBbvs9oCOPCfyfZvJjhuY2KiLZ5KkGPA0Dtw/ll4YmZOPKtrbyA/nqTcEe//MVn2H+qV9RDw4L8o17143LbdwE7vv7Z5RLZ7gB1e2fYCw7zb77hsWc7XjOsJ1TsuF5649i7vv32Z93pekM17rhrAVu9vuhCIzguy4UnYJwH5smy743J5z/UeHqNmL/ADnkqY/0S2EP1ACCGEEMJdiP+FsEwIIYQQQgg3iZByDyGEEEK4CxFS7iGEEEIIdyFCyj2EEEII4S5ESLmHEEIIIdyFCCn3EEIIIYS7ECHlHkIIIYRwF+L/ABuJyAJL1fvhAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -41,7 +38,7 @@
     "\n",
     "### 4 HDBSCAN\n",
     "\n",
-    "name = \"long1\"\n",
+    "name = \"cluto-t5-8k\"\n",
     "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
     "\n",
     "# Charge le jeu de donnée :\n",
@@ -54,27 +51,27 @@
     "npliste = np.array([x for x in liste])\n",
     "\n",
     "### Calcule les Silhouette-score et les temps d'exécution pour divers min_cluster\n",
-    "temps = []\n",
-    "mesures = []\n",
-    "nb_cluster_size = range(2,50)\n",
-    "for i in nb_cluster_size:\n",
-    "    t1 = time.time()\n",
-    "    ### Appel de la méthode de clusterization\n",
-    "    model = hdbscan.HDBSCAN(min_cluster_size=i).fit(npliste)\n",
-    "    t2 = time.time()\n",
-    "    labels = model.labels_\n",
-    "    mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
-    "    temps += [t2-t1]\n",
-    "    mesures += [mesure]\n",
-    "print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
-    "print(\"Temps :\",[round(num, 3) for num in temps])\n",
-    "### Trouve le nombre de cluster maximisant Silhouette-Score\n",
-    "min_cluster_size_max_score = mesures.index(max(mesures))+2\n",
-    "print(\"Min_cluster_size maximisant Silhouette : \",min_cluster_size_max_score)\n",
+    "# temps = []\n",
+    "# mesures = []\n",
+    "# nb_cluster_size = range(2,50)\n",
+    "# for i in nb_cluster_size:\n",
+    "#     t1 = time.time()\n",
+    "#     ### Appel de la méthode de clusterization\n",
+    "#     model = hdbscan.HDBSCAN(min_cluster_size=i).fit(npliste)\n",
+    "#     t2 = time.time()\n",
+    "#     labels = model.labels_\n",
+    "#     mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
+    "#     temps += [t2-t1]\n",
+    "#     mesures += [mesure]\n",
+    "# print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
+    "# print(\"Temps :\",[round(num, 3) for num in temps])\n",
+    "# ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
+    "# min_cluster_size_max_score = mesures.index(max(mesures))+2\n",
+    "# print(\"Min_cluster_size maximisant Silhouette : \",min_cluster_size_max_score)\n",
     "# Calcul les clusters pour le nombre maximisant silhouette-score\n",
     "t1 = time.time()\n",
-    "pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score).fit_predict(npliste)\n",
-    "#pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score).fit_predict(npliste)\n",
+    "# pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score,min_samples=15).fit_predict(npliste)\n",
+    "pred = hdbscan.HDBSCAN(min_samples=None).fit_predict(npliste)\n",
     "t2 = time.time()\n",
     "print(\"Temps de calcul : \" + str(round(t2-t1,3)) + \" secondes\")\n",
     "\n",
@@ -82,13 +79,13 @@
     "#plt.figure(figsize=(10, 10))\n",
     "plt.figure()\n",
     "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
-    "plt.title(\"3 clusters in \" + name)\n",
+    "plt.title(\"Clusters in \" + name)\n",
     "plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 63,
    "id": "a9fddea2",
    "metadata": {},
    "outputs": [
@@ -96,14 +93,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "epsilon :  0.229\n",
-      "min_sample :  2\n",
-      "Temps de calcul : 0.007 secondes\n"
+      "epsilon :  18.255\n",
+      "min_sample :  120\n",
+      "Temps de calcul : 0.05 secondes\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -124,7 +121,8 @@
     "\n",
     "### 4 DBSCAN\n",
     "\n",
-    "name = \"long1\"\n",
+    "name = \"cluto-t5-8k\"\n",
+    "#name = \"dense-disk-5000\"\n",
     "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
     "\n",
     "# Charge le jeu de donnée :\n",
@@ -150,7 +148,7 @@
     "\n",
     "epsilon = 0.98*max(npliste2)\n",
     "print(\"epsilon : \",round(epsilon,3))\n",
-    "min_sample = 2\n",
+    "min_sample = 120\n",
     "print(\"min_sample : \",min_sample)\n",
     "\n",
     "# Calcul les clusters pour le nombre attendus de cluster\n",
@@ -169,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 174,
    "id": "d75ca794",
    "metadata": {},
    "outputs": [],
@@ -180,14 +178,24 @@
     "from sklearn import datasets\n",
     "import time\n",
     "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
     "\n",
     "### 2 Clustering aggloméré (metrics)\n",
     "\n",
-    "def metricsandclusterisationof(name):\n",
-    "    path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n",
-    "    file_path = path + name + '.arff'\n",
+    "def clusteringOnFolderAgglo(name,n,m):\n",
+    "    \n",
     "    ### Charge le jeu de donnée\n",
-    "    data = arff.loadarff(open(file_path,'r'))[0]\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
     "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
     "    liste = []\n",
     "    for i in range(0, len(data)-1):\n",
@@ -195,41 +203,16 @@
     "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
     "    npliste = np.array([x for x in liste])\n",
     "\n",
-    "    ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
-    "    temps = []\n",
-    "    mesures = []\n",
-    "    nb_clusters = range(2, 20)\n",
-    "    for i in nb_clusters:\n",
-    "        t1 = time.time()\n",
-    "        ### Appel de la méthode de clusterization\n",
-    "        model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n",
-    "        t2 = time.time()\n",
-    "        labels = model.labels_\n",
-    "        mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
-    "        temps += [t2-t1]\n",
-    "        mesures += [mesure]\n",
-    "\n",
-    "    print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
-    "    print(\"Temps :\",[round(num, 3) for num in temps])\n",
-    "\n",
-    "    ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
-    "    nb_cluster_max_score = mesures.index(max(mesures))+2\n",
-    "    print(\"Clusters : \",nb_cluster_max_score)\n",
-    "\n",
-    "    ### Affiche les résultats \n",
-    "    ### Graphes des metrics\n",
-    "    fig, figs = plt.subplots(nrows=1, ncols=2)\n",
-    "    figs[0].scatter(nb_clusters, temps)\n",
-    "    figs[0].grid()\n",
-    "    figs[0].title.set_text('Temps')\n",
-    "    figs[1].scatter(nb_clusters, mesures)\n",
-    "    figs[1].grid()\n",
-    "    figs[1].title.set_text('Mesures')\n",
-    "    fig.tight_layout()\n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = AgglomerativeClustering(n_clusters=n, affinity='euclidean',linkage=m,connectivity=None).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
     "\n",
     "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
     "    ### Appel de la méthode de clusterization\n",
-    "    pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
     "    ### Affiche la clusterisations\n",
     "    #plt.figure(figsize=(10, 10))\n",
     "    plt.figure()\n",
@@ -241,324 +224,217 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 175,
    "id": "ebcbbbf2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.008\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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uFyEENwwZzg1DQm9ikWyz0zU5mR15uSGfd/t8fLttCw+ddErI551eD6sOHwzqwPHqOj/u2M4zp1f/WpSWo94tciFEqhAisezvNuA0YHN9r6u0XGd17c5VAwZiNhiINZuJMZlIj4vn9fPHN/i948xmWtnsIZ/rmphUo/XOd+blMvqt6Xy/fVvQol4VVZ5EVJFAhJ2ib9TU1H0lUCRa5G2Bd4UQBvxvDLOklN9E4LpKCyWE4IETTub6wUNZeegQKXY7Q9u2OyZrjwghePikMdw954eA8kGrwcCzZ55T7flSSm785iuyS0uqPM5iMHJxn6AeyD+fNxoZ3aEjv+3dHfBmYDYYuKBnn7DnKS1TvRO5lHItMDgCsShKgNYxsZzVrXu9riGlZOmB/ezKz6NnqxQGpbWt9g3h7O49SbDaeGnJYvYW5NMntTV3jRpNnzCbJle0Kz+Pg0WFVZZtaUIwKC2Nv5WtSx7O06edwSWfzCzfCs6oaXRLbsXdlZYgUBS1jK3SbOU5HFzx+Sz2FxagS4kQgt4pqbw7/mLspsBNHUrcbubt3kmJ282JGZ04vkMGx3fIqNX9it1uMouLwlSY+5k0jcdOOY1L+vSr9g2ldUwsc6+5joV7drOnIJ/eKamMaJ+uVkVUgqhErjRbD87/mZ15uQF7Yq7LyuTZ33/j4ZP/HGRcsn8ff539BeCvWdelZPLQ4dw5smYt33yng3/89AO/7t2NECJkDbkA+rVuw/NnnkOXpPArLlZm1DQ1+1Opllr9UGmWvLrOnJ3bgzY2dvt8fL55Q/nXLq+Xyd98SYnHQ4nHg8PrxeXz8cbK5Sw9sL9G95r05Wf8unc3Hl0vX1sF/hzMtJtM9E5J5aOLLqtVEleUmlItcqVZkmUt61DcFQYxf9+/N2R/ttPr5ZON6ziufXqV99l4JIttublBbxhGIejbujXdkltxQkZHzu7Wo84bOStKdVQiV5olk8HAkLS2LD90MOi5lAqrDLp9vpALSkgg1+Hkpx3b6BCfQO8wA537CwswhCgH9EpJotXKtNPPqvNrUJSaUolcabYu6Nk7ZCI/UlLCtpwcurdqxaj0jJB92gYh+HXvbpYf3I9X1+nZKoW3L7iofB/Qo/qmtgm5/ovVaGRE+w6RezGKUgXVR640W9vDzKoUCJYc2AdAvMXCY6eMxWo0lm8PZ9Q0JP5+9iK3G4fXy4YjWdw/98ega7WPj+ec7j0D1l0xCEGMyczl/dRuP8qxoVrkSrOVYrNj1gy49cAWs0ETJJdt7gBwUZ9+DG7bjs83baTI7eK7bVvJcQQuTOXRdebt2onD48FWqXTxmdPOpG9qa95bs4oSj4dTOnXmrlGjSbTaUJRjQSVypdm6sHcfXlm+BCr1nIQq6euSlMw/jj8BgNlbw68w4fJ5gxK5QdO4bvBQrhs8NDKBK0otqa4VpdlqFxfP/869gASLlViTGbvJRNvYWD648BKsRlPY807u2BktxKSbDvEJIVvZSw/sZ+JnHzPijVe55stPWRWiX15RGpLas1Np9jw+H+uzMjEZDPRNbV3tzMiDRYWMm/kBJW4PLp8Xk6ZhMhh454KLGNaufcCx83fv5JbvAjdqthqNvD1uAiPS1WCnEllq82VFqYU8h4MZ69ew/OABuiYlc+3AIXRISAg67tT33mR3fn7Q431TWzN74tXHIFKlJWmwzZcVpTlKstm4ZXjVW8/6dD1kEgfYegx2MlKUo1QiV5Qa0qXky80b+XDdGtw+H+N69CLeYqHQ5Qo6NjnMmuaK0hBUIleUGrpnzg/8sH1b+c5FO/JySbBY8fh85duxAdiMxmqXqFWUSFJVK4pSA9tycvh++9aA7eecXi+FLicnZHTCZjRiM5qwm0zcNOw4rh4wqPGCVVoc1SJXlBpYdjD0SogOr5cUu50Vk28mu7SUVHsMFqP6tVKOrUjs2dlBCDFfCLFJCLFBCHF7JAJTlKYkxW7HEGKPTbPBQFpsHFajifT4BJXElUYRia4VL3C3lLI3MBK4RQihNhVUmpUxnbpgMRqCdv8xCMHFvfs2SkyKclS9E7mU8pCUcmXZ34uATUD7qs9SlOhiNhj4aMJldExIxGY0EmMykWyz8dp542kbF9fY4SktXEQnBAkhOgELgX5SysJKz00GJgNkZGQM3bNnT8TuqyjHipSSHXm5uH0+erZKwaCpegHl2GnwCUFCiFjgM+COykkcQEo5HZgO/pmdkbqvohxLQgi6Jbdq7DAUJUBEmhNCCBP+JP6hlPLzSFxTURRFqZlIVK0I4E1gk5TyP/UPSVEURamNSLTIRwNXA6cKIVaX/TknAtdVFEVRaqDefeRSyt8gqCpLURRFOUbUkLuiKEqUU4lcURQlyqlEriiKEuVUIlcURYlyKpEriqJEOZXIFUVRopxK5IqiKFFOJXJFUZQopxK5oihKlFOJXFEUJcqpRK4oihLlVCJXFEWJciqRK4qiRDmVyBVFUaKcSuSKoihRTiVyRVGUKKcSuaIoSpSL1ObLbwkhsoQQ6yNxPUVRFKXmItUifwc4K0LXalRSz0WWvIdeOA3pWoCUemOHpCiKUqV679kJIKVcKIToFIlrNSbpXoHMux6kDjiRjg/B2BuS30UIc2OHpyiKEtIx6yMXQkwWQiwXQiw/cuTIsbptjUmpI/NvB1kKOMseLAXPBmTpjEaNTTk2Mvcc4d+XP8/45GuZ2OFGZjzxGT6vr7HDUpRqRaRFXhNSyunAdIBhw4bJY3XfGvNuB1kc4gknOL6EmEnHOCClJgqyC3nlznf47fMlSF0yatwwbnnxLySnJVV7bta+bN5+8COW/bAaa4yFgiOFuB1udF1Skl/KjMc/Z9e6vUz96M5j8EqUity6Bw2BUQudonSpk+fOJ8Zox2qwHuPomp5jlsgbm5QS6fgESt4BWQCWkxCxtyMMaf4DhAYy3PuL4ViFqdSCz+vjjhMe5PCuLLwef8t50RdL2bx0G29vfgmzxRT23ILsQm4edh9FucXoPp2CEB8SXQ43v3+1jEM7M2nbpU1DvQylgv2l+3lz1zvsLtmDEILBiYP4S+driDXGlh/z25Hf+WjvTNzSgy51RrYawbWdrsas+f+9DzsOMydrLpnOLHrH9WJM65OJMdob6yUdEy0nkRc9AY5ZIB3+BxxfIp3zIOU7hKEVGLqCIQV8+yqdaQPbpcc8XqV6S79fRc6hvPIkDv7kXpRTzKIvlnLK5aMBcLs8/Pb5Erau2EF693acMnE0s//3I6VFDnRf1YPZRrORXev2qkR+DBR6ivj3pqdw+Mp+RyWsyl9N1uYsHu37T4QQrC/YwLt73setu8vPW5KzFF36uLHrDWwo2MgL2/6LV/eio7O5cAs/Zc7hkT4Pk+nKJNuVTceYjnSwpzfSq2wYEUnkQoiPgDFAihBiP/BPKeWbkbh2JEhfDpR+BLgrPOoDWYIsfR8RdwdCCEj8P2TuNYAHpAeEEcyjEfaLGiYu715wLQBhBusZCC25Qe7TXO3ZuB9XqTvocUexkz0b/W/IhTlF/H3kA+RmFuAsdmKxW3hr6gzSe7TD4/RUew+fVyetc+t6x1qYU8SSb1cipeS4cwaTmJpQ72s2N79kLcSrewMe80kfmc4sthfvoHtcN74++E1AEgfwSA9Lc5dzZcYVvLHr7YDnPdJDoaeIKesfQpc+JP7xsD7xvfl791vCdt1Em0hVrUyMxHUajHczCAvIyr/0bnAvKf9KmHpD64Xg/Bn0bDAPRZgGNEhIevH/QfFrZV9pUPgEMmEamu3MBrlfc9ShZzssdjOOImfA47ZYKxm9/S2ut6Z+RNbe7PJWu6vUhdvh5vCuzGqvbzIb6TqwI10GdKxXnPM++pXnrv8fmtEAUqL7dG575QbOnHRKva7b3BxwHMAjQ7+5Zjoz6R7XjRxXTsjnjcLAvtJ9FHmKgp7T0Sn1lQY8tqFwE98d+oFx7c+rf+BNQMuY2Wlo629hB9HAGPhLKoQNYTsfEfOXBkvi0rMeiqcDrrI/DsAJBfcg9cIGuWc0W/7TGh4a9xR3nPgQn7/4Lc5SFwAjzxtKYmoCBuOfYxiaQSMm0c4JE0YA8OtnfwR0vYB/vKQguwhhEGHvaTAaOH78cJ74bkr5Y8X5JezesA9HiTPseZVlH8zluetfxe304Cx24ixx4XZ6eOnm18nc0/SqtxpTl9gumLXgMl+JpIO9AwDd4rohCP3vlmZLQ1KzOgqP9LDgyC91D7aJaRGJXBi7gKkvUHnwy4yw/+WYxyMdXxPYzXOUAVzzj3U4Tdr7j33Cvy6axh/frGDDos28NXUGt42agsvhwmA08OLvj3P8+OFoBg0EtO+WxkMf31U+0KkZQv+IC01w64vXUTknCE2Q0bs9XxW+x4Mz7yImIQaP28Ozf32FS9vewK0jHmB84jVcnj6Z/935DtkHQrcQj/rtsyVB9wCQumThJ4vr9D1prk5MHY3VYEWr8A0zCRPdYrvSMSYDgAvbjcOiWQKSuVkzMyH9QpLMifSK64mhhsUJbr36rrVo0SISOYBIeg0sJwJmwApaa0TSSwhTz2MfjPRBqJaDkICqWz4qL6uAmU9+gbPEVf6Yq9TN3k0HmPaXVyjMLSK+VSw+jw+z1QwSDu3K5N7THuWXWb8DcNrVJ2G2Br6BawaNgSf3ZdzNZ/HQx3cRk2jHYjejGTQMJgNZ+3K4IP4arut9O79/vYzX7/2ABR8twuPy4Cp1ofskOQfz+PL/vueG/ndzaGf4bhqPyxNyQFXXddyu5pNIIsFmsPGvvg8xLHkYVs1KrDGW09uM5c4et5cfk2ZL4599H2Ro0hASTAl0tHdkcpfrOTPtdABu7HoD6fb2WDQLNs2KSZiwG4IrVgwYGJo0uM6xlnpLOeLKRm8iM7+FDFty13CGDRsmly9ffszvCyD1In+9uJbmH+A81vf3bELmXgcyVEvOgkhd4K+iUfj9q2U8fe1/KS10BD2naQJrrJUrH7yI9//1SUCyB7DYLXyS+QYA9572KLs37MPn8WI0GzFbzSSkxJO55whtu7ThnL+O5a0pM3A5XEEVqBabGZ9Px+sOHISrGMeJF4/iwZmha833bTnATYPvwV1pYNViM/PfP56gc//69b83N/nufH7Oms+u4l0YNSPdYrpyXKthtLHWvGpISsme0r3kunPpaO9IoaeQpzZPwye9eKQXi2YmxhjDv/o+TLwpvlbxOX1O3tz1NivzVqMJDYtm5sqMKxiVMqK2L7VOhBArpJTDgh5vaYn8KOleg3TMAlmCsJ4JljMQomHrxaV0I7NOAJkf4lkDxD6EFntFg8YQTdb9uomp5z0RNJhZkT3ORmlRcKK3xlhI79GO3EN5tO/RltEXHodAUJBdxGf/mY3L8WfXlqYJdL3uvwcJKXF8mvVW2Offfngmn/1ndnkyN1vNjLv5TCY/czUAezbuIy+zgO5DOhOTEFPnOKLd/tL9/HvTk7h9HnwVPpkaMXJuu7OZkD6+ztfOdxfwy5GFHHYepltsN0anjKrTRKLnt77EhoKNAYOyZs3MPT3vokdc9zrHV1PhEnnzqL2pJb3kTSh6EX8/tY50LQDTLEh6o2GTuWsBEO7jtA+KH0PXDGj2yxouhijSd3RP4pJicRa7CNfgCDfw6CxxsX3VLgByD+ezddkOps68k9mv/hSQxIF6JXGA2KTYKp//y6OXc/y44cz/6DeklIy5bDS9R3Qn93AeD573JHs3H8BoMuJxebjqoYuZ+MCEesUTrd7Z/T4OX/C/pxcv3x/+kQGJ/ekW27VO1040J3BB+/PrFV++O58NBRvwyMBPZ27dzTcHv+OunreHObPhtbhELn05UPQC/mqRow+WgmcVuH4GawOW/+n5Zf3j4fig8CF0Yx80c/+GiyNKaJrG03MeZuq5T3BoR2bIZC40UZ4Eq+JyuPnfne/UqVIkISUeZ4kz6A0A/F04rTumcGnbvyJ1f5Ke9NhlQS3rnsO60nNYYBJ6ZMI0dq7dg8+r4yob/J7xxOd07t+RkecNrXWc0UyXOtuLd4R93qN7WJS9uEaJPMeVg44kxdwqot2neZ58jMIYlMgBsl3ZEbtPXbSYwc5y7j/8E30qk6VI548Ne2/zcKAGgyNF0xo2jiiS3r0t72x5iXNvPA2jOfDfTTNopHVOxecN3X9d2eFdWSSnJdY6huKCEm56fhJDTuuPxWZG0zRssVbMVhO2WCvrFm4iL7OA/COFfDN9DrePfrDaxbYO785ixxp/Eq/IWeLisxe+qXWM0U4gMIb6vSwjkfiqbATBQcchpqx7mPvWTmXK2ge5d+0UdpfsiViMba1p+EL8/goEXWK7ROw+ddHyErmwE7IeDMC1CL3wMaTvcNBTUkqkdzvSuyPsx/xq6TnUqCrFd6Bu12+mhBD87fm/0O+EXlhjLP4EGmclKS2RgiNF6L6a/XvY4qxc/cglWOyWWt3f5/HxzkMfccXUi5hd/AHvbv8vj387hfve/zuuUlfAQKjX7SVrbzbfvzmXF26azvX97uShcU+xcfGWgGsW5RZjNIbuxivIanlzCYQQHJ8yMmwyt2hmRrY6Luz5bt3D45ueKp9U5JYeslxZPLV5GiXekojEaDVYGdfuXCyVat0lksU5f/DGzrfxNFJJY8tL5JbRhF0ES+ZB6UfI7POQ3j/XXJHuNcgjY5A5FyGzJyCPjEV6NtTqtlJKZMF91CiRW0bX6totgdli4rGv7+fSey5gyOkDuPSeC3hmzkP4PDUr17TYLVx81/mcc/1pTJ52NdaY2iXzgiNFPHjek/znhldp0zGV/if25uD2zKBqFPAvEfDy7W/zw1vz2LtxP398s4J7T3+UXz/7o/yYpDYJeEO02k0WEyPPb1ndKkddmTGR7rHdMFYapzIJEyNbjaB3XK+w567MWxk0vR/8U/z/yFkS4oy6Ob/deVzf+TpaW1IDHvdKL3/kLOGd3e9F7F610eL6yIUwQ9IbyLy/gvQCld+tvSCLkcUvIhKfReqFyLxJICscp+/3r8mSuhCh1bDKQM8GX/XTwsGMiL2lZtdsQfZtOcCdJz2M2+HG5XCzZv4G/pi9ImjWZmUWmxmE4IJbz+LKB/1r5oz725l0H9KZe8b+K+RaLeE4S1ws+HgRZ1w7hv4n9qZtlzaYbSYcRYExaEYNr8cbMFXAVermv7e+wegLj+OjJz5nxhOfB80kMFtNxKfEceFt57Dku5Vk7TlC96Fd6Dm8W6OUyh5rFoOF+3vfw77S/Wwp3Mph52EsBiuDkwbSNaZLld+DPHd+yNawW3eT486tc0wun4tcdx6J5gRsBhsAI1oNZ07mz2S5AsdbPNLDkpylXJkxEfsxXm2xxSVyAGEeCK0XIZ3fQcFUgitJdHCXzbpzfht6gFL6wPkj2GtYYSCshJwEVM4EpkGQ8BTCoFbaq+yJK16kMLuovFvLUexk17o9tO3Smv1bDyErV54I6De6F/e/fxuJreOx2AJb4L1H9KD/iX1Yt3Bj+SCmyWLEGmulOL8EGaa7xlXq5tfP/6D/ib05/oJhvHKHDVeJq7zyRQjhPzfE6SWFDubPXMTMp74MasmbrSYmTpnA6PHDuXXkA/7ldb06QhP0GdWTx2bfX+WyvM1JB3s6HezpSCnZWbKLXHcuOaYcUiwpYc/pGtsFo2bEpwf+rlo0Cz1ia14WmOPK4f09H7Imf135YybNhC51Tk49kSs7TkQTGjnu0DN6NWGgyFsUlMh3Fe9mSe5SBIKRrY6jY0xk5w+0vK6VMkKYEZbTCNtfriUCIH1HKN8xKIAL9JpXQAgtDswjCX7vtELcFLS0DWitPkQzdqjxNVuKvKwC9mzcFzQ24XZ6cJW6GTimT8DjBpOB2MQY7nr9Jtp0TA1K4kc9+tW9XP3PS2jbtQ32BDtCCIpyioPfFCoQmr8OHMBkNvHion/T94ReGEwGDCYDvUZ0p1230G/EUpfM/WBh+VoxFWkGjZHnDeW/t75J9v5cHEX+KhlniYsNizYza9pXVX6PmpsCTwEPrv8nT29+ljd3vs39a6fyxs63w86k7B7bjW6xXTFX2JLRJEy0s7ZlQGLNKsAcPgePbPw3q/PXolf4z6W78EgPC7N/44v9/n+HbrGh13zRECSbknH5/iyZnbXvU57Y/DQ/HP6J7w//yL83PcXn+7+s5Xekai2yRX6U0GKRllPBNY/AtU9siJi/+o8xD0WW2su2gKt4shnMQXX5Vd8vcRoydxL49gLC37VjPR1hv7rG15B6PrJ0JriXgqETIuZqhLFzreKINlLXCfeGK4Rg2s+PsH/rAX54ewG5h/LoNrgzp19zMnHV1HebzCYuu3c8pYUOPn3+mz9byVV8cDKaTYy98kQ8bg8rf15HYXYhg07pR2mhA2uMhfG3no3H7eWlm18PmG1qtpo4YcIIMveELlPTDBpH9uew6Y9tQVP6XQ433785l6sevLjK19OcvLp9Ogcdh9ArVIksyV1K55hOjG0TvGqkEIK7etzOnMy5LDzyKz50RrcayVlpZ6KJmrVX/8he4k/AYX4A3LqbnzJ/ZkL6eC5sfwFr8tfi1t3lx5s1M73je3H76rtw+JzEmWIZ2/pU5mTODVha1627+e7QDxzfaiRptrTafFvCatGJHEAkPIHMv8O/nK0w+5e6jbkWrOP9B5iPB2N/8Kzhz5a5FUzDwDSkdvfSkqHVV+BZC/pBMPZFGDNqfL70ZSFzxoNehL8OfjHS8SkkvYqwHF+rWKJJcloS6T3asnv93oAp9GaridOuOhGA9B7t+euTV4a9hq7rLPt+FfM+WoTJYuSMa8cw4KQ+uJ1uPnvhW9whasQr0zTB9U9egavUxWVtb8Dr9eEscQW04Hes3s1pV5/MpfdcwMdPf4nBZMDj8jL8rMHcOf0mvp0+h+0rdwZPSvLpdKliur7X3XLW4CnyFLG1eHtAEgd/Avw5c27IRA5g1Iyc3fZMzm5bt7kge0r34dKDPy1V5NJdeKWXdra2/LPvg3y2/wu2F+8gyZRIuq09S/OWlyftAk8hXx2cHfJThESyKn8NZ6tEHhlCi0Ukv4H0HQRfJtLQEeHbC561SFM//0zP5DeRpR+B43NAgO1ihP2yOg1ACSHAPBAYWOtzZfFL/klFHB2d9wE+ZMEUSJ3frAfEpsy4gztPegiv24uzxIUt1kp6j7Zcdv+F1Z4rpeTJK1/kj29W4CxxIQQs+Ph3LrztbM6/6Yyal5Nqgi79M5hyzhMU5YUuaXOWuPjpnfm8seF5LrrzPPZtOUhqenL5HqLn3HAaP7w1j0M7s3CVutA0gclq4tb/Xk+bjqmkd2/L7g2Bu1SZzEZOvmRkzWJsBly6C02IkJ+MnHrNlxCurQ72dCyapcpknmpJxVS2pVx7Wztu6+4vTJBScsvK24M2vQhX+15d3XxtRU0il9Lr706QJWAehtCq31y3NoShnb/kMPss5NHBT2GFxJcR5iGImGv9LfXG5JrPn0m8Aj0H9EwwRObdvSnq1LcDH+7+H7/M+p0j+3LoObwrw84ahMFQ/ZIKa3/ZWJ7Ewb81q6vUxecvfMtp15xcZZ94RbpX5/6zH6920NFgNLD+182cfs3JQbM5bTFW/m/Jk8x5byGLZy8juU0i5998Jj2G+o+77/2/c/eYf+L1+HA73Nhi/fXyVz18SY1ibA5amVth1WxBy8wahIEh9VixsDrHp4zkiwNfBXSXVKShcWXG5SHP9UgPjkqbV1RnWHLtPtFXJVJbvZ0FvIi/QPsNKeVTkbjuUdKzCZl3HUgn/r5lNzLuH2jV7Gwv9Txk6Sfg3QDGPgj7JWG3U5N6LjJ/8p97eoJ/K7i868vKDOMi93q825FFz4NnBWipiJi/IWznVH+iiAVCDbDqZROdmjd7nI2zrx9b6/MWf7McV4gBRoRg9dx11LALFQCf24ejmm4OIQSJbcJv5WaxWTjvxtM578bTg57rNqgz723/P+a89wsHth+i7/G9OOnikeUDrM2dLnVe2f5a0I4+JmEi1hjLBe3qt15KVWwGG//s+yDv7f6AtQXrgp7XhMbOkl10ie3C94d+YE3BOuKNcZzV9gwGJgwgzhRHgSd4MleSKYlib7H/UwYCXer8pfO1JJkj1xitdyIX/lWmXgZOB/YDy4QQX0spN9b32gBS+vzJVK9U7lP0PNI0CGEeFPo87x5kzsUgXfj7tucjS16HVrP8G01U5viWoDVMAaQOzh/AHtwikmUliNL5DQgLwnYxomwyj5QS6fgESqb7Yzd0g/h/ITQrMueSssFTCXousuABpH4ILeb6qr8Z9muh6Gn8OwodZQTzKIRWu+U4m6vsAznouqR1hz9L1exxNjSjIWjykMGgkZ9VUNaqj8yMPCH8y+sOGVv3tXISUuK5+K6GS1hN2bys+awpWIu30nomscYYnhzwWHktd3Xcupu5mfP5I2cJZoOZsa1PYUTycdV2P6ZaUri75x3cvfo+st2BA9Ne6eWHQz/xy5GFFHuL8UofB4AdJTu5oN04Lk2/mHf3fBDQvWLWzFzfZRId7Rmszl8DCAYnDiTOFLmGIUSmRX4csF1KuRNACDETuACISCLHvSywlVzOgXR8FD6RFz4Ksog/1zZxgnQhCx9BJIeYfSXzCVhIq5ynrF+60uFSR+bf7F+7pSw+6ZyHtF+JFn8vsmgalL5LeYLwroHc8UjjgLLjK75pOKD4v0j7VQgRfsahsF+O9G4Ax9cgTP5admNXRGLLXpvF5XCxePYK3v3nx2SVLYrVplMqU2bcQbdBnTntqpP4+JmvghK5lJK+o3vx6XORWdvEYreQ0j6Zx76+L2D7uapk7ctm76YDtO+WRtsuav7A/KxfgvqZAYq9JZR6HTVK5F7dy783PsVBx8Hy5Wb3lOxhc+EWJnW+pkZxFHoKQj7uki58Xh/eCn3fbt3Nlwe+4r9DnsdisPDZ/i/IceWQZkvj0g4X0z+hHwAnpZ5Yo3vXRSQSeXug4ujMfiBolXUhxGRgMkBGRs0rNZDF4VcMdG8J/TiUTeipPFoswb0UKWXwO7N5BIg3Q5QZmsASYtF49yJ/pUvAm4wDSt9C9+4E9y+EnI7vXRsmYAG+fWDsFvYlCaEhEh5Hxt4Knk1gSEOY+oQ9viX4+n8/8vq97wdtLLFv80FuGzWVp36cyoCT+nLna5N5/sbp/vVNhP/D1yOf38OAk3pHZKceo9nIY1/fx6BT+tVo0Nnr8fLMpJf57YslmC0mPC4Pg8f256FZd4Wte28JPCGm2YP/k443zMbMlS3PW8Fh5+GANcNdupvfsn/n7LZn1miTinR7OjtLdgU9bhCGoE8L4K+Y2VOyl+HJwxieXLuy5EiIxISgUD+1QX0UUsrpUsphUsphqampIU4Jwzyc0C1lQK9icSkRrk/RFPoXzTTcn8yp8I4vbGAeE3ITZumcF5z0/UGBex613rJNekCr2fdFGNoirKe2+CS+at46pt8TnMSP8rg83Hf6Y7xyx9ucdtXJzDo4nX+8fQv3v38bnxx+nSFj+yM0UVanXj8Go0abjqk1rhz68N+f8fuXS/E4PZQUlOJ2elg1dx2v/eP9escSzUa2Og5TiGqOWGMsrS2ta3SNdQXrQ1aeaEJjS9G2Gl1jYsZlQRtBmzUzHe2hS0R90keiKfy4SEOLRCLfD1ScjpgOHIzAdQEQWgJhw5SFyHDv0tYLgcotGyNYzw1zJy9o6f7/IwATWC9GJD4ffFvpAE9ddzgqu3YAC1jPLnutSk0U5RXzwWOfhh7ErMDr8fHdG3PZuHgLMQkxnDhhBKPOH1be6tU0DaO5/lPfE1MTatU1Mvt/PwbVkrudHn58Z35QOaTP52P/tkMUZDf/VRHPbnsmyebgrQ5jDPaQ64CHkmRKQguRMwSCOGPN+qZ7xHXn/l730De+N/HGOLrFduWO7n9nYsalQQnegIF0W/uITe6pi0gk8mVAdyFEZyGEGbgc+DoC1/2ToV3ox0UC4XqHRNw9YBpAYNLUwfUT0hW8GposfBQcn+Dv05b+/zs+8Zc8Vj42/27wBn/sqhkjxN0HIhmwAhawnY9I+Hcdr9eyFOeX8NC4p7is3Q2sW1izYRi3w82Css2YKxNCMPbKEzHVYh0TzaCVV5GYrSasMVYe+PD2WtXxl4bZvs7tcFOYW1T+9cJPF3Np2g38bcg9TOxwY1kNe3GN7xNtbAYb9hD94IedmXx78LsaXSPVmhI0mQj8Negvbvsv0zb/p0YbQXSN7cK9vf7Bf4e8wEN9ptA3oQ894rpzdccrsWpWrGWbO3eJ7cydPW6rUWwNpd595FJKrxDiVuBH/OWHb0kpa7fGa3ViboPChwhc88QGsX8L+8sjNDskPIXMPrvCo7p/ZcP8GyH1N4Tmn8It9WJwfElwF44TWfIywvLnZAzpywTXrwRO6a8pE8TejhZzDdJ+pX+tFhHvj1WpkUcufIYNi7eG3Qw5NInBEL7NcvMLkziw/RBbl+/EYNBwO91YY60ktU4gJsFOQXYhjmInvUZ0Z9Kjl5PRuz2LvljKqrnrcJQ46di3AyazgS3LthObFEP7bm2rjaj/ib1Z+XPo8ZLHLnmOZ+f9iy3LtvPMpP8LWKFx1bx1PHLhNJ5b8K9avP7oUeQpYp9jf9DjHunht+xFXJh+QZXne3QPH+2dFfZ5iWRj4Sb+teFxnh34FBZD7ccjTko9gVGtRnDQcZAYY0yVi3kdKxGpI5dSfgfU7O2yDjT7Beg4oeg//koUYYeYvyHsk6qOy/E1IaeHScA1F2xlPxR6NghD6DU2vHsDv/YdLpvKX/VHej8bxNzoH8QUCQj7uPJ+bSEMzXoCT0M4uOMwm5Zur2US9w9sbl2xk5LCUmLig980bbE2/rPgUXau3cO+LQfp1Dedjn2qXrwsvUc7Xrz5dXxeHws//YN3HpyJwWjAYNTo2LcDj351HyntQs9ZAJj02GVhE/mGRVvYv+0Qnzz3NW5HYNeh1+1l87LtHNxxmHZdm9/PT7h1ToCQrezKdhTvDF1GXOk6Lt3Fktylda4kMWmmsCsYFngKyHXnkWZtU+NyyfqKmpmdmv0ypO1S/8xOYUfUZBaHLCTkTEh8/mqYowzhWlACTJXqgY1d/OuxBDH4/wgz/pa/D+xXIqr41KDUjn+52tC/zBabmf4n9abHsG7MmvZVULLf9MdWHp/4Ak98OyXs9bsM6EiXAdUvLyql5OHxT1NcaZq+z+vD5/WxY/Vuppz9OK+tfjbsv31hdhGaJkJu/KzrkszdWRzelRVy+QCT2Uj2gdxmmcjjTfGkWduw3xFYyGAURkYmh6geq8QoDFUuFn2US3dxwBGxoTzAX4b42o43WJO/1r+krvRyVtqZTGg/3r+8sfRvV2cQhojnhKhJ5FC2TomoekW7gOMtpyAdM0PXoZtPqHBdCzLmZih5udKxVkTs3wOvqcUh7ddA6Qf8OTFH81e4tPoM4d3tr0k3j0CE69tXas3tdPPaPe/hcQW/MZssRsbfdjZ/ffIqADb+sYXVc9cHHONxeVk9fz3ZB3OrbClXdf+DOzJJbB1P9oHcoCReke7TObQzk13r9oZ9Y7DH2xEGDfTg6ibdp9OpXwaDx/Zn55o9eCq9KXlcnhq94USrm7pO5olNT+OVXty6G6tmIcWSwrj251V7bpfYLpg1c7Vrslg0Cx3skV0y+t3dH7Amfy0e6cHj83+S+uHwT6RaUtEQfLL/Mwo8hcQaYxnf7nzGtjk1Ygk9qhJ5rZlHgPmksj7to6WCNrBfgTAG/iKImBuQWmso+Z+/q8U0ABF3D8LUM+iyIu4fSGNHKHkT9Fx/0o6727+cbDNfUraxzJ+5qHyyT2UWm4UJt/9ZjZR/OPRkDpPZSO6hvFon8i//7zvemvIRCP8qhL1HVr9RgcFoIC8zHwidcPsc3wOTyRhyqzrNIMg+kMuEO87j+zfmUZxfUr6ZszXGwkV3nUdsYg13popCHezpPDfwaf7IXcoR5xG6xnZlcNJADKL6SVaa0Lizx21M2/IcutTxSR2P9CD4s+dUQ8NusNM5piNzM+fj0d30ju9Nx5gMPLqHlXmrOOzMpL2tHYMSB2LUqk+Tbt3NkpwlQZU1bt3NZ/u/oNRXWj7RqchbxMf7P/UPtLc5tbbfnpCadSIXQkDii+Cai3TMBmFG2C5CWEaFPFbYx4N9fI2uK+yXgv3SWsUjXYuRJf8D7z4wDUTE/R1h7Fr9iQrLflgdsl7cYDQw6bHLy1cXBBgwpi/7thwM2sm+tNDBluXbyxeoqok/vlnBm/fPCNgMYuPirdWe53F56DEs/H0MBgN9T+jJip+C+8nNNjMHth6k57CuvLrqGT7892cs+3E1CSlxXHzXOMZc1nyXLD7KbrRzausxdTq3S2xnXhj0HKvz11DsLaFTTEcWHFnIkpylSCTdYrtyyHGYKeseLj/HJEwMTOjPjpJdOHwOXLoLi2YmwZTAQ32mVDul3ulzhu3SKfAUBPX9u3U3Xxz4WiXymhJC82/eYA1eoOhYkb5sZMG94P7tzwddB5HuBZA8C2HqUfdruxYgi/4D3j1gzEDE3oWwhl6vOZqltE/GYDQEJWezzUyHXu0DHrv8vvHMn/EbRfnFQQPYL/3tDT5+6ise+uTuoJUJQ5n51BdBO/p43V40o1Y2mSj419dqt3DF1AnVbmzRqV9HVsxZGxSj1CWd+vlnP6e0b8Xt/5tcbZxKIIvBwohWx5V/3TW2C9d3nkSuO4/7104NmjDkkR5W5K8C/hxwdeouPK4cPto7i8ldq14HKc4YR6wxlnxPfsDjAhF2ALfIW4RX99aoxV+dFrvV27Ei9XxkzgWBSdz/DEgHsvi50OdJB9K9FOnZGHa9bOmci8y7DbybAQd4tyDzb0d3/BTZF9EEnHfj6RhNgR+thRDEJNiCtnpLTW/FM/MeLlttLljmniPcc+oj5BzKq/a+OQdDH+OfSBT8C2g0GZgy43YmPlD1Xq6OEic/vj0vZKVUr+O6Nes+8Ma0IOsXvGGWAZBl/1Xkw8fyvBXVXlcIwTUdrwyYLKShYdEspJpDz9hOMiVGJIn776U0KFk6A/TQfbb+tV9WBT2ql36KzByJzLsJmTsRmX0GsnIZJCCLniJ4P1EnFD9d77ibmvQe7Zgy4w5ik2Kwx9mw2C2k92zHtLmPYDAY2LNxH49e8iwTO9zI7SdMZdPirVhjrGGv5/P6+OGtudXed8CYPmghatB1n47HGTyr2GQ1kVyDPvhfP/0Db4j+caPJwCmXnxDiDKU+cly5LM7+g02Fm/HVdvmMGhqaPIT7ev2DwYmDaGdty4mpo3ms3yNc1XEiZhE44cysmbmkw0URu3ez71ppdNVNHjIEvltLzzoofBT/ao1lD/r2IfMmQcrcwFFuX+BOMhUfD7kwWJQ7/oLhfHL4DXas2YMt1kqHnu0QQrB7wz7+PmoKrlL/tmvZB3LZvmoXui98IZrb6WHflurLz65++BIWfbkUZ7ETn9df+mixm0lpn8yBbYeDjtd9OppW/ff9yP6ckMsL+Lw6+VnNfyr+sSKlZNa+T5mT+bN/wasQVUJHHd1MuWKr3ICB4clDa3y/brFduaNHYKVba2sqt3T7Gx/v+5QsVxatzMlclD6BEa2G1/LVhKcSeQOR3h1lU/k3VXGUBRHzt8DzSj8gOPHroOeBZzWYK+yQorUGPTiZoNV88aZoYzQZg/q2337wI1wlroAuKLfDg9lmwmw1/bmpcgXWGAt9j+9V7f3SOrXm1ZXTmPHE56xZsIHWHVpx2X0Xknc4n5dueT1oANblcPPElS9y33t/p+ewrmH/HXod1w2r3YKjOPATlTXGQs/jwq+AqdTOmvy1zM2ah0d6q1yrRSDoHdeLw67DlHpLceluLJqFBFMCEztcVu84BiUNZFBS7bd3rCmVyBuA1EuRORNBFhB+S3YBsbcjbOchpRtci/yTlLwHCV5+t+z4yuuix94KhY8TsNGEsEHMrZF4GVFj4+KtYccRrnvySt55aCbOCgnTYDIQlxxbvnFzddI6teau6TcFPKbrOku+W8HvXy3HU3EZXAn7txzktpFTaJ2Rwtl/HUv3IV0YPLYfpgqLcw0e25/O/TPYvnpX+exNs81Ep34dGHJa3TelUALNzZqPK8T65pXFGmK5p+dd6OisyFvFYedh0u3tGZRYs7LHxqYSeUNw/VA2hT9UcjH4Z4smvohmaIv0rEXmXo9/tqmOv8/bSNCMVOmBSptoCNsl/jeB4pf8bwIiFmJvRdhD7yvYXKW0TyY/K8Q4hIRzbziNcX87g0+em823r83B7XQzevwIrn30MmyxdZ8+rWkaD868i7+PfIDNS7cH31pKMvcc4Z2HZmKLtWI0G3ny+6n0HN6t/Pxnfn6YT/8zm5/e/QUpJWdcO4ZL7j4fTVNDV5Hi9NVkKQ3/hhE5nlxSLSkR7fI4VkSNdxCPoGHDhsnly+u6DGzTpxc8BI6PQz9pn4wW/w8ApPQgs0aX7U5U0dGlbo+2JPwLhGmxNxGKlLp/bfSaLl3QzPz2xRKeuvq/AX3OFpuZsVeeyJ3TQ3/PIuWmIfewY/XuGh0blxzLrEOvYzSp9tOxMjdzHjP3fRJy16GKjMLIcwOfIdHctJeSFkKskFIG7VzR8n7rG5h/H8/vwzxrRlTcbci9lNB7RUow9gTTULCMRSS9EjaJQ9nOQVpsi0ziACdcOIK/PnUF9ngb1hgLJquJMRNHc8t/q9kDNQKOv2A4JmvNlsD1eX2smre++gOViDkx9URiDFXPgtXQyLB3aPJJvCqqaRBpnrWE3R1ImME8+s+vpYPQGywBhjS0pJcjHV2zNf7Wczh38ukc2ZdDYusE7HHB3SZej5esvdkkpMQRkxCZKe4X3nYOP72zgJzDeXhDrANTkdRl2N2MlIaxp2QPxd7Q67ebhQlNGIgxxnBLt4b95NbQVCKPOA9hk7OxT2Cr2Xycv++7MmFDWM8OflypkslsCrsi4PdvzWX6P97H6/Hi8/o4YcJI7nr9Jqz2+u2PGZcUy2urpzH71Tl88uxXFOWVhJztCeB0uIImLykN65cjC0PusWnRLIxJPZkBif3oE98bLco/zUZ39E2RaVCYJ2wIe+BsP6HFQ9xU/DsFlf1TCDuYBoP1rAYMsmVZ/tMaXr7tLYrzS3CWuPC4vCz6YgnPXv9KRK4fkxDD5feNZ9ahN7hyyoSw7+MxcXbik2u21ZgSGf41UEIsFSx1Ekxx9I3vE/VJHOqZyIUQlwghNgghdCHEsd86ugkSwoxIeBZ/ci7rOxV2f/23dVzQ8VrM5YhWH4PtSrCOQyQ8g0h6ExFiA1qlbmY88VnALjvgnxD0+5fLArZVqy+D0cD4287BFGLqPkBSWvT2wUar41oNx6IFf+rySA9fHviapzc/h1sPs+9vFKnvW9F6YAKwMAKxNBvCeioi9QeIvQVs1yASX0QkvRU2OQtTb7SEh9ASn0VYz/DvHqREzJF9OSEfN5oMEZ9FmZAST++RPTAYA3+1LHYL425Wn7KOtWFJQ+kR1y1kMndLD9uLtzP74LeNEFlk1SuRSyk3SSm3RCqY5kQY2qHF3oyW8CDCcnKLrShpCvqd0CvktHkhBGmdW0f8flNm3EG7bmnYYq3Y4myYrSZGjz+O8/92RsTvpVRNExp39biD6zpfG/J5j/Sw8MivxziqyFOf35Vm7+qHL+H3r5bhLHGh+46ul2LhL49fjtlSs9LB2mjVNok3N7zAhkWbObI/l+5Du5DevfoNmZWGoQmN/gn9MQgDPhlcUearYup+tKg2kQshfgZClQJMlVJ+VdMbCSEmA5MBMjIyahygotRXu65pvLzsad7/1yzWLdxEq/bJTLz/Qo6/oOFm8Akh6HdC7wa7vlI7MUY77W3t2FsauNCcAQNDk2q+KFZTFZGZnUKIBcA/pJQ1mq7Z3Gd2KorS9Owt3effC1T34pEeLJqFOGMcj/R9sNodgJqKcDM7VdeKoigtQoa9A88OeIrfsn/nkPMw3WO7clyr4QGbQUSreiVyIcSFwH+BVOBbIcRqKeWZEYlMURQlwmJNsZzVtvkNOtcrkUspvwC+iFAsiqIoSh2omjhFUZQopxK5oihKlFOJXFEUJcqpRK4oihLlVCJXFEWJciqRK4qiRDmVyBVFUaKcSuSKoihRTiVyRVGUKKcSuaIoSpRTiVxRFCXKqUSuKIoS5VQiVxRFiXIqkSuKokQ5lcgVRVGinErkiqIoUU4lckVRlChXr0QuhJgmhNgshFgrhPhCCJEYobgURVGUGqpvi3wO0E9KOQDYCjxQ/5AURVGU2qhXIpdS/iSl9JZ9+QeQXv+QFCWyXG4vPp/e2GEoSoOp1+bLlVwHfBzuSSHEZGAyQEZGRgRvqyihrd6wj2en/8zeA7mYTAbOG9ufW649GbMpkj/2itL4qv2JFkL8DKSFeGqqlPKrsmOmAl7gw3DXkVJOB6YDDBs2TNYpWkWpoZ17j/CPxz/D6fJ/YHS5vXwzdx15BaU8evf5jRydokRWtYlcSnlaVc8LIa4FzgPGSilVglaahA+/WIrb4wt4zOX28tuy7WTnFpOSHNtIkSlK5NW3auUs4D5gnJSyNDIhKUr97dyXg64HtytMJiMHswoaISJFaTj1rVr5PyAOmCOEWC2EeDUCMSlKvfXuloZBE0GPezxeMtolNUJEitJw6jXqI6XsFqlAFKU2Nmw9xItvzWPzjsPE2i1cfO4Qrr1oJAaDv21y5fjj+PnXTZQ6PeXnWC1Gzjq5L4nx9oBrSSk5fKQQk8lASpLqclGij2iMbu1hw4bJ5cuXH/P7Ks3D7v05/PXe98sHMsGfpM84qQ/33nRG+WM79hzhpbfns37LQWJjLFx67lCG9s/gpbfns2HbIWJsZk4Y3pVla/eQX+BAlzo9OrfhsbvPJ611QmO8NEWpkhBihZRyWNDjKpEr0eaxl75jzq+bgvrAzSYDX7x+EwlxtpDn7T+Ux1/+8R6OCq30UExGjXeeu5aO6a0iFrOiREK4RK7WWlGizrZdWWEGMg0cOJwf9rwZXy3D7faGff4oj1fnhvs/pKTUVZ8wFeWYUYlciTrdOqaihRzI9NGuTfgukS07M/GFeAMIxe3x8uPCjXWOUVGOJZXIlahz1YQRQbMzLWYjp5/YO2ggs6JwbwCheL06u/fl1CtORTlWVCJXok6XjBSef/hienRpjRAQY7dw2flDuafCQGcoV44/rsbT821WE726hprQrChNj1p0QolK/Xu1561p1yClRIiatbLT2yYxbEAGi5bvoKoxfk0I4mKsnDq6Z4SiVZSGpRK5EtVqmsQBvpu3juVr9wQkcU0TJCfakToUFDswGjROGtGdW64Zg9ViaoCIw8svLOWHXzZy8HA+/Xu1Z8zIHphMhmMagxKdVCJXWoxPv18VUHsOoOuSwiIns/53wzGZDFRc4uLtT37n5982ownBmWP6Munikew5kMvfH/4Yn0/H5fby/YINvPPJYl578kpiYywNHpcS3VQiV1qMUoc75OOaJnA4PNDAM/e9Pp2/TZ3B/sP5eMoW9Jo1ezkr1+2lpNQVEJ/D6eFgVgHvffYHN19zcsMGpkQ9NdiptBgnjeiOyRjcVRFjt9A+LbHB779o2XYOHyksT+IAbo+PnXuPhKx/93h8/Pzb5gaPS4l+KpErLcY1E0aQGG8rX0xLCLCYDUy99ewalyXWx+YdmSFnlbo9PvQwo69Go/oVVaqnfkqUFmPXvhyKSpwcTZn+gVLBZ9+v5NPvVobteqkPn09n847DbNuVRdvW8SEHUK0WE+3aJAS9mVjMRs4f2z/iMSnNj+ojV5qlwiIHupTlE4SklDzx8g8Bg526LnG5vSxavpMV6/bywedLeHPaNbRKigl5zTWb9vP9/A34dJ3TT+jN8IEdq6yaWbVhHw8/Nxuny98Kj7GZMWgCISivnBECDJrG9ZeN5pX3fqHE4cbr09GEoH+vdlw+bniEviNKc6YSudKsHMzM59EXv2PzjsMIBB3Tk3n49nNISoghK7so7HlOlxeP18drM35lyi1nBT3/6gcL+fS7lbjcXqSE+b9v5dTje/DALWeFTOZ5BaXc+8TnAV0pDqcHm9VE906p/o0vfDog8Pp8THttDhazkesuOx6zyUCvrmn06d4W8A/SZmYX0iYlHrvNXP9vktLsqK4VpdnweHzcPPUjNm47hNer4/H62LHnCDc/OBOv14ek6nVWfD7Jr0u3cSirIKCbZd/BPGZ9uxKny1vekna6PMz7fSsbth4Kea05v25C94W+36XnDePVxydiMhnRpcTh9FDqcJNXUMq7nyzm3FP706d7W3Rd8n/vLuC8617hxvs/5LzrXuHFt+bh8+l1+wYpzZZqkSvNxu8rdlDq9ASsjCgleL0+Fi3fwYhBnVmyehdeb/hEWFzi4uo73kbXJWec1Ie7bhjLH6t2EWoqqMvlYdHyHfTr2S7oudyCUlye4JUWvV6d/EIHC5duD5mQvT6dGx/4kF37chD4u4R8uuTo28rsn9eSEGdj0iWjqv+GKC1GfffsfEwIsbZsm7efhBDBP9GKcowcygos7TvK6fJy4HA+U289i+6dWmO1mEJuAwf+fO10eXF7fMz5dRO3/XMWb8z8LWgjZwCDUcNmDT37c2i/DiGfMxgEg/qmk1/owBsikTucHrbvPoLPp+P16UGrNTpdXj6erdbyVwLVt2tlmpRygJRyEPAN8HD9Q1KUuunVtU3Icj2b1USfHm2Jj7Px+tNX8b/HJ3LfzWfSPi2Bqmb4u9xe1m85SElp6GoWg6Zx+om9Qz43tH9H+nZvi9Xy54deq8XEqCFd6NU1jVFDuoR9E6hOUYmLxtgQRmm66rtnZ2GFL2Ogmk5IRakDh9PNvoN5tEqKDVtRAjCwTzrdO7Vm845M3GXdGiaTgTYp8Zw4/M/tZbt3bk33zq3ZuPUQ38xdF7JlXBVNCEwmA/f97QzahtkSTtMEzz54Ed/OW89389dj0DTOP60/Z5zUB4Djh3ahd7c0Nm47XF7Vomki5IYZlXXJSKnVGjNK81fvrd6EEI8D1wAFwClSyiNhjpsMTAbIyMgYumfPnnrdV2kZPvhiKe988juapuH1+jhuUCcevv3csNUbLpeHD75Yynfz1+PTdU4b3YtJlxwfcr2SM696iZI61I5bzUa+fONv9V4Dxev18dPCTfz060YsZhPxsVbmLtocshsH/KWKZpORaVMnMKRfRr3urUSnOu/ZKYT4GQi1MPNUKeVXFY57ALBKKf9ZXTBqz06lJub9voUn/u/7oIWukhPsPHHf+JCDjOCvD1+xbi+79mXToV0Sxw3shMEQ3OVy2hUvlreGa6NXtzTeePqqWp9XnfzCUibe+ibFpa7ysVVjWT98rN1K14wUJl0yil7d1DrpLVW4RF5t14qU8rQa3mMG8C1QbSJXlJr48IulQUkc/BUhtz8yi6fuH8/wgZ0CnisucXHrQzM5kJmP16djMmi0So7llX9PJCkhcPeg0cO6smDxlqABRZNRo3vn1nRKb8W837cExGAxG7nxihMi9yIrSIy389pTV/Lc9J9ZtWEfJqOBM0/qza2TTlH140qV6tVHLoToLqXcVvblOECt8KNETG5+SdjnXG4vL7w5jw9fui7g8ZffXcCeA7l4vP7uCY/HhyuzgOemz+Hf91wQcOzf/zKGtZv2U1zqwuH0YLUYsZhNTH/qStqnJSKlpGfXNN779A9yC0pIT0vi1kljgt48IimjXTIvPnJprTbMUJT61pE/JYToCejAHuCm+oekKH6D+3Xg5183h11Qas+BXHRdBqxRMnfR5vIkfpTPp/Prsh1Bx6YkxfLR/13P3EWb2bIjk84dUjjjpN7E2P1930IILjp7MBedPbgBXl3VVBJXaqO+VSsXRSoQRans+stGs2j5TkpKXSGfj4uxBC00Vbmb5CgpZVnJXuDxVouJc0/tz7mnqsWplOilpugrTVb7tETefe4a+vZoG1TvbbUYuWxc0JgPo4d1DZrso2mCYQM6hhzwVJTmQP1kK01aWusEXn3iCq6eMAKrxYjNasJiNjL+zEFcM2Fk0PG3XXcKyUkx5ZNtbFYTCXE27rnx9GMduqIcM/WuI68LVX6o1IXT5eFITjEpyTHYrOGrOFwuD/MWb2Xbriy6dEhh7Ak9qzxeUaJFnevIG4JK5IqiKLVX5zpyRWlJdF2yesM+DmTm07VjKr27pdWogsThdJOVXURqqzhV860ccyqRK0qZ/MJSbn3oYzKzC8srXHp2bcN/HrwIS4gt2sBfDfPah7/yybcr0TSBT5dccPoAbr12jBpcVY4Z9ZOmKGWe/t9P7DuUh8Ppweny4nR5WLNxP7c9MitsCeSsb1aU7xzkcHpwu73M/nkt7366+BhHr7RkKpErCv4ZoItX7Ay52cOGrYeYfP+HuNzBywXM+HJZ0DICTpeXj79Z2WCxKkplKpErCqDretgZpODfC/TldxfgqrTIVkGRI+TxJaWuoDeFgiIHv6/YwcZth9R64kpEqT5yRQEsFhO9u6WF3YPT49X5as4afly4kWenXkT/Xu0B6NYplc07MoOOz2iXxP5DeSQl2ImPs/HOJ7/z3mdLMJkM6LqkVVIMLzx8CWlh1jNXlNpQ5YeKUmbXvmxuuP9DnM6ql7aNi7Ew+62bMRoNrN18gDv/9Qluz58bMxs0gdFoQNMEXp9O725pbNmRGdA1o2mCTumteO/5SQ34ipTmJlz5oepaUZQynTukMOuVv1a7YYRPl6zasA+AAb3a88rjEzl+aFfSUuPp0aU1BoNWPvjp8fhYt/lgUP+6rksOHs5n9/6cBns9SsuhErmiVJCcEMPbz15Djy6t0cLUjwsISMw9u7Th6Qcu5NNXJ2M0GIJ2+An3qddg0CguCV0Noyi1oRK5olTStnUCb027hjv+eioWU/AwktenM7hvh5DnZucW1/g+upR079y6znEqylEqkStKGBecPpDB/TuUL8Bl0AQWs5G7J59WvmZ5ZT26hE7M/v02DWV/L7vODadhMat6A6X+1E+RooRhMGg888AElqzaxa/LthMXY+GcU/rRMb1V2HPCdZV0TG/FBacP5PcVO0hJiuWicwbTq6vae1OJDJXIFaUKmiYYNbQLo4Z2qdHx6zYfCPn4voN5XHLuEC45d0gkw1MUIEJdK0KIfwghpBAiJRLXU5RoFW59FaNad0VpQPX+6RJCdABOB/bWPxxFiW5jT+iFyWgIeMxkNDB2dM9GikhpCSLRTHgeuBdQc46VFu+2v5xCpw6tyncysllNdOrQitv+cmpjh6Y0Y/XqIxdCjAMOSCnXVLdmsxBiMjAZICMjoz63VZQmKy7GylvTrmbNxv3sPpBLp/bJDOyTXqM1zRWlrqqdoi+E+BkINbw+FZgCnCGlLBBC7AaGSSmzq7upmqKvKIpSe3XeIUhKeVqYC/YHOgNHW+PpwEohxHFSysP1jFdRFEWpoTp3rUgp1wHlsx9q0yJXFEVRIkfVRCmKokS5iE0IklJ2itS1FEVRlJpTLXJFUZQo1ygbSwghjgB76nBqCtBU++CbcmzQtONryrFB046vKccGTTu+aIyto5QytfKDjZLI60oIsTxU6U1T0JRjg6YdX1OODZp2fE05Nmja8TWn2FTXiqIoSpRTiVxRFCXKRVsin97YAVShKccGTTu+phwbNO34mnJs0LTjazaxRVUfuaIoihIs2lrkiqIoSiUqkSuKokS5qE3kTXFXIiHEY0KItUKI1UKIn4QQ7Ro7poqEENOEEJvLYvxCCJHY2DEdJYS4RAixQQihCyGaREmYEOIsIcQWIcR2IcT9jR1PRUKIt4QQWUKI9Y0dS2VCiA5CiPlCiE1l/6a3N3ZMFQkhrEKIpUKINWXx/auxY6pMCGEQQqwSQnxTk+OjMpE34V2JpkkpB0gpBwHfAA83cjyVzQH6SSkHAFuBBxo5norWAxOAhY0dCPh/kYCXgbOBPsBEIUSfxo0qwDvAWY0dRBhe4G4pZW9gJHBLE/veuYBTpZQDgUHAWUKIkY0bUpDbgU01PTgqEzlNdFciKWVhhS9jaHrx/SSl9JZ9+Qf+pYebBCnlJinllsaOo4LjgO1Syp1SSjcwE7igkWMqJ6VcCOQ2dhyhSCkPSSlXlv29CH9Cat+4Uf1J+hWXfWkq+9NkfleFEOnAucAbNT0n6hJ5xV2JGjuWUIQQjwsh9gFX0vRa5BVdB3zf2EE0Ye2BfRW+3k8TSkbRQgjRCRgMLGnkUAKUdV2sBrKAOVLKphTfC/gbqnpNT4jY6oeRVJNdiY5tRH+qKjYp5VdSyqnAVCHEA8CtwD+bUnxlx0zF//H3w6YWWxMSam+2JtNqiwZCiFjgM+COSp9WG52U0gcMKhsn+kII0U9K2ejjDUKI84AsKeUKIcSYmp7XJBN5U96VKFxsIcwAvuUYJ/Lq4hNCXAucB4yVx3gSQS2+d03BfqBDha/TgYONFEvUEUKY8CfxD6WUnzd2POFIKfOFEAvwjzc0eiIHRgPjhBDnAFYgXgjxgZTyqqpOiqquFSnlOillayllp7L1z/cDQ5rK1nJCiO4VvhwHbG6sWEIRQpwF3AeMk1KWNnY8TdwyoLsQorMQwgxcDnzdyDFFBeFvZb0JbJJS/qex46lMCJF6tGJLCGEDTqOJ/K5KKR+QUqaX5bfLgXnVJXGIskQeBZ4SQqwXQqzF3/3TpMqugP8D4oA5ZSWSrzZ2QEcJIS4UQuwHRgHfCiF+bMx4ygaFbwV+xD9YN0tKuaExY6pICPERsBjoKYTYL4S4vrFjqmA0cDVwatnP2eqyFmZT0RaYX/Z7ugx/H3mNyvyaKjVFX1EUJcqpFrmiKEqUU4lcURQlyqlEriiKEuVUIlcURYlyKpEriqJEOZXIFUVRopxK5IqiKFHu/wFY3vnFTrHb0AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  1.68\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n",
-    "li=[i for i in l if 'arff' in i]\n",
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
     "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "nb_clusters = [2,5,4,4,3,5]\n",
+    "modes = ['complete','ward','ward','ward','single','single']\n",
+    "n = 0\n",
     "for i in lis:\n",
     "    try:\n",
-    "        metricsandclusterisationof(i)\n",
+    "        clusteringOnFolderAgglo(i,nb_clusters[n],modes[n])\n",
+    "        n += 1\n",
     "    except Exception:\n",
     "        pass"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
-   "id": "0bcc79c2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n",
-      "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n",
-      "Clusters :  4\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Charge le jeu de donnée : 2d-4c\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"2d-4c\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 180,
    "id": "6f1ecaf0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n",
-      "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n",
-      "Clusters :  2\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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B6ZIuAIZIZpr+cOkGks4DNgAfiYh/qqVsMxUTzdrNg+zZP8y0nu5TEtDiOX0sntNHoVDgk9f0tyhSawdOUGYtFhHHJN0EbAa6gLsi4jFJN6Tr1wGfAX4G+JIkgGMRMXe0si05kFQxAZnVywnKLAciYhOwqWzZupLHHwM+lrWsWSdwLz4zM8slJygzM8slJygzM8slJygzM8sld5Iws9wp3is1Wld1mxwy1aAyjLQsSbel6x+RdEm1spL+RtL29OcZSdtL1q1Mtx+UtKDOYzSzNlJtwFmbPKrWoEpGS76C5K71rZI2RsTjJZstBKanP/OAO4B5Y5WNiA+VvMatwIH08UySmw0vAqYBfy/pwogYOQKlmXWksQacLa1FuZbV+bLUoLKMlrwIuDsSW4AeSedkKavkrsMPAl8v2df6iDgcEU8DO9P9mNkkkGXEc9eyJocsCSrLaMmjbZOl7LuBfRHxZA2vZ2YdKsuI555XanLI0kkiy2jJo22TpezVvFp7yvp6TRmZuVbtNnqw47U8Wr5gRsUBZ5cvmHHyueeVmhyyJKgsoyWPts3UscpKOh1YAryzxtdrysjMtWq30YMdr+VRlgFnp/V0n5w2vlR57cvXqdpblgSVZbTkjcBNktaTdJI4EBF7Jf1LlbK/CDwREbvL9vU1SX9K0kliOvBg7YdmZu2q2oCzWWpZA2VTfxSvUxX3b/lXNUFlHGl5E3AVSYeGV4DrxypbsvuljGzeI933PcDjwDHgRvfgM7NSWWpZWXsDWn5lulE3w0jLAdyYtWzJuo+OsnwVsCpLbGY2OVWrZfk6VfvzUEdm1pGy9Aa0fHOCMrOOtHzBDLqndI1YVn6dyvLNY/GZWUfKcp3K8s0Jysw6lqefb29u4jMzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1zyfVBmNml5Oo58cw3KLAckXSlpUNJOSSsqrH+7pO9LOizp02XrnpG0Q9J2SQ81L+r25mnj888JyqzFJHUBtwMLgZnA1ZJmlm32IvAp4Auj7ObyiJgdEXMbF2lnyTpt/MC2IeaveYAdQweYv+YBJ7AmcoIya71LgZ0RsSsijgDrgUWlG0TEcxGxFTjaigA7UZbpOEprWeBaVrP5GpRZ6/UBz5Y8300yM3VWAXxTUgB/ERF3VtpI0jJgGUBvby+FQmF80U6QQ4cOtTSGFbNPcOT4iVOWT+067WRc+350kE+8PdmmtxtunnUMOMa+wX+kcODJJkZbu1a/vxPBCcqs9VRhWdRQfn5E7JF0NvAtSU9ExHdO2WGSuO4EmDt3bvT3948r2IlSKBRoZQz7y6aEh2Q6jtVLZtGfdpS4fsX9RNrQdPOsY9y6I/nIFPD0mv5mh1yTVr+/E8EJyqz1dgPnljx/M7Ana+GI2JP+fk7SfSRNhqckKBspy3Qc03q6TzbvlSqf9NC9ARvDCcqs9bYC0yVdAAwBS4EPZyko6QzgtIg4mD5+P/C5hkXaYapNx7F8wYyKtazSSQ8HympixetUxf3b+DlBmbVYRByTdBOwGegC7oqIxyTdkK5fJ+lNwEPA64ATkn6HpMffmcB9kiA5n78WEd9owWF0pNJaFhykr0LtaKzegE5Q9XGCMsuBiNgEbCpbtq7k8Y9Imv7KvQxc3NjoJrdiLatQKPDJa/pPWZ+lN6CNj7uZm5nVofx6VLXllp0TlJlZHZYvmEH3lK4Ry8qvU9n4uInPzKwOWXoD2vg4QZmZ1alab0Abn0xNfBkGspSk29L1j0i6JEtZSZ9M1z0m6fPpsvMlDacDX26XtK789czMrPNVrUGVDGR5BckNhVslbYyIx0s2WwhMT3/mAXcA88YqK+lykvHG3hERh9O74IueiojZ9R+emZm1qyw1qKoDWabP747EFqBH0jlVyv42sCYiDkNyF/wEHI+ZmXWILNegsgxkWWmbviplLwTeLWkV8BPg0+lozQAXSNpGco/HH0TEd8uDytvAl9B+gzM6XjPLsywJKstAlqNtM1bZ04E3AJcBPw/cI+mtwF7gvIh4QdI7gQFJF0XEyyN2krOBL6H9Bmd0vGaWZ1ma+LIMZDnaNmOV3Q1sSJsFHwROAGdGxOGIeAEgIh4GniKpbZmZ2SSSJUGdHMhS0lSSgSw3lm2zEbg27c13GXAgIvZWKTsAvA9A0oXAVOB5SWelnStIa1TTgV31HKSZmbWfqk18WQayJBlD7CpgJ/AKcP1YZdNd3wXcJelR4AhwXUSEpPcAn5N0DDgO3BARL07cIZuZWTvIdKNuhoEsA7gxa9l0+RHg1yssvxe4N0tcZmbWuTwWn5mZ5ZITlJmZ5ZITlJmZ5ZITlJmZ5ZITlJmZ5ZKn2zAzaxMD24Ym1bxTTlBmZm1gYNsQKzfsYPjocQCG9g+zcsMOgI5NUm7iMzNrA2s3D55MTkXDR4+zdvNgiyJqPNegbNwmW3ODWSvt2T9c0/JO4BqUjUuxuWFo/zDBq80NA9uGWh2aWUea1tNd0/JO4ARl4zIZmxvMWmn5ghl0T+kasax7ShfLF8xoUUSN5yY+G5fJ2Nxg1mhjNZsXf0+mZnUnKBuXaT3dDFVIRrU2N/g6llkiSy+9xXP6JtX54SY+G5eJaG7wdaxXSbpS0qCknZJWVFj/dknfl3RY0qdrKWvtwc3mp3KCsnFZPKeP1Utm0dfTjYC+nm5WL5lV07c7n5CJdILO24GFwEzgakkzyzZ7EfgU8IVxlLU24GbzU7mJz8at3uYGn5AnXQrsjIhdAJLWA4uAx4sbRMRzwHOSfqnWstYeJqrZvJM4QVnL+IQ8qQ94tuT5bmDeRJeVtAxYBtDb20uhUKg50Il06NChlsdQi3rj3T98lH0HfsKR4yeY2nUava9/DT3dU06uX37xcYZeOs6JiJPLTpPoe8Pxcb1uu72/lThBWcssXzBjxEVh6Pxus6NQhWVRYVldZSPiTuBOgLlz50Z/f3/Gl2iMQqFAq2OoRT3xDmwbYuW3dzB89DSKV1a6pxxn9ZKZI1ohJrLTULu9v5U4QVnLTMZus6PYDZxb8vzNwJ4mlLUmGet6a+n/+2TrpVeNE5S1lE9IALYC0yVdAAwBS4EPN6GsNYmvt46PE5RZi0XEMUk3AZuBLuCuiHhM0g3p+nWS3gQ8BLwOOCHpd4CZEfFypbItORAbla+3jo8TlFkORMQmYFPZsnUlj39E0nyXqazli6+3jo8TlJlZg/l66/g4QZmZNYGvt9bOI0mYmVkuZUpQGcYJk6Tb0vWPSLokS1lJn0zXPSbp8yXLV6bbD0paUM8BmplZe6raxFcy1tcVJPdcbJW0MSJKh1JZCExPf+YBdwDzxior6XKSIVneERGHJZ2dvt5Mkq6yFwHTgL+XdGFEjLyJwMzMOlqWGtTJsb4i4ghQHOur1CLg7khsAXoknVOl7G8DayLiMJwca6y4r/URcTgingZ2pvsxM7NJJEsniSxjfVXapq9K2QuBd0taBfwE+HREbE3LbKmwrxHyNq4YtN/YV47XzPIsS4LKMtbXaNuMVfZ04A3AZcDPA/dIemvG18vduGLQfmNfOV4zy7MsCSrLWF+jbTN1jLK7gQ0REcCDkk4AZ2Z8PTMz63BZrkGdHOtL0lSSDgwby7bZCFyb9ua7DDgQEXurlB0A3gcg6UKSZPZ8un6ppJ9KxxebDjxYz0GamVn7qVqDyjJOGMkwK1eRdGh4Bbh+rLLpru8C7pL0KHAEuC6tTT0m6R6SCdeOATe6B5+Z2eSTaSSJDOOEBXBj1rLp8iPAr49SZhWwKktsk8lEzhVjZpZ3HuqoTQxsGxox2OTQ/mFWbtgB4CRlZh3JCSpHxqohZZ3wzMysUzhB5US1GlLWCc/cDGhmncKDxebEWDUkGH1is9LlxSQ3tH+Y4NUkN7BtqGFxm5k1ihNUkwxsG2L+mge4YMX9zF/zwClJo1oNafmCGXRP6RqxrnzCs2pJzsysnbiJrwmydHCoNiV0lgnPsjYDmpm1AyeoJsjSwSHLlNDVJjyrluTMzNqJm/iaIEvNZvGcPlYvmUVfTzcC+nq6Wb1kVk0dHLI0A5qZtQvXoJoga82m3imhszQDmpm1CyeoJsjSfDdR6k1yZmZ54QTVBK7ZmJnVzgmqSVyzMTOrjTtJmJlZLjlBmZlZLjlBmeWApCslDUraKWlFhfWSdFu6/hFJl5Sse0bSDknbJT3U3MjNGsfXoMxaTFIXcDtwBbAb2CppY0Q8XrLZQpLZpacD84A70t9Fl0fE800K2awpXIMya71LgZ0RsSudyHM9sKhsm0XA3ZHYAvRIOqfZgZo1k2tQZq3XBzxb8nw3I2tHo23TB+wFAvimpAD+IiLurPQikpYBywB6e3spFAoTEvx4HTp0qOUx1MLxNp8TlFnrqcKyqGGb+RGxR9LZwLckPRER3zll4yRx3Qkwd+7c6O/vryPk+hUKBVodQy0cb/O5ic+s9XYD55Y8fzOwJ+s2EVH8/RxwH0mToVnbc4Iya72twHRJF0iaCiwFNpZtsxG4Nu3NdxlwICL2SjpD0msBJJ0BvB94tJnBmzWKm/jMWiwijkm6CdgMdAF3RcRjkm5I168DNgFXATuBV4Dr0+K9wH2SIDmfvxYR32jyIZg1hBOUWQ5ExCaSJFS6bF3J4wBurFBuF3BxwwM0awE38ZmZWS45QZmZWS5lSlB1DsNSsaykz0oaSodn2S7pqnT5+ZKGS5avK3+9vBnYNsT8NQ+wY+gA89c8wMC2oVaHZGbW9qpeg6pnGJYMZb8YEV+o8LJPRcTscR5TUw1sG3p1MsJzYWj/MCs37ADw9BpmZnXIUoOqZxiWLGXb2trNgyNmygUYPnqctZsHWxSRmVlnyNKLr55hWKqVvUnStcBDwM0R8VK6/AJJ24CXgT+IiO+WB5WXYVuWnnvw5O2Tvd1w86xj6ZqDuR9mpN2GQmm3eM2sPlkSVD3DsIxV9g7glvT5LcCtwG+QjC12XkS8IOmdwICkiyLi5RE7ycmwLb+/5gGG9g8DSXK6dUfylvb1dPPJa1oTU1btMhTKwLYh1m4eZOm5x1n/6AmWL5jh5lOzSSBLE189w7CMNTzLvog4HhEngC+TDs8SEYcj4oX08cPAU8CFWQ+o2ZYvmEH3lK4Ry7qndLF8wYwWRdRZitf4il8Citf43BHFrPNlSVDjHoZlrLJlUwV8gHR4FklnpZ0rkPRWko4Xu8Z9hA22eE4fq5fMoq+nG0hqTquXzPI3/Ania3xmk1fVJr56hmEZrWy6689Lmk3SxPcM8PF0+XuAz0k6BhwHboiIFyfgWBtm8Zw+Fs/po1Ao5L5Zr93sSWtOWZebWefINNTReIdhGa1suvwjo2x/L3Bvlris803r6T7ZvFe+3Mw6m0eSsFzzNT6zycuDxVquFa/lJdecDtLX0+1efGaThBOU5Z6v8ZlNTm7iMzOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXJr0I0kUJ8Pbs3+YaR5Gx8wsNyZ1gipOhlecb6g4GR7gJGVm1mIdnaCq1Y7GmgzPCaqzuKZs1n469hpU6VThQeWpwj0Z3uSQ5X+h1SRdKWlQ0k5JKyqsl6Tb0vWPSLoka1mzdtWxNagstSNPhtc5xqoh5b2mLKkLuB24AtgNbJW0MSIeL9lsITA9/ZkH3AHMy1jWrGbVWh2a0SrRsTWoLLUjT4bXGarVkNqgpnwpsDMidkXEEWA9sKhsm0XA3ZHYAvRIOidjWbOaVDunmtUq0bE1qCy1o9Jv2L420b6q1ZDaoKbcBzxb8nw3SS2p2jZ9GcsCIGkZsAygt7eXQqFQV9D1OnToUMtjqMVkinffjw7yibefKFt6jH2D/0jhwJNV10+Ujk1QyxfMGNFDDyrXjoqT4Vn7qlZDyvq/kEWDmjVUYVlk3CZL2WRhxJ3AnQBz586N/v7+GkKceIVCgVbHUIvJFO/1K+4nKjSwCXh6TX/V9ROlYxOUa0f1aadeb9VqSBP1v9DA2xJ2A+eWPH8zsCfjNlMzlDWrSbVzKmurRL2fIx2boMC1o/Fqt/vDstSQJuJ/oYGdLbYC0yVdAAwBS4EPl22zEbhJ0nqSJrwDEbFX0r9kKGtWk2rnVJZzbiI+Rzq2k4SNbmDbEPPXPMCOoQPMX/PAKRc2x/ogzqPFc/pYvWQWfT3dCOjr6Wb1klnjqiHNX/MAF6y4v+L70qjOFhFxDLgJ2Az8ALgnIh6TdIOkG9LNNgG7gJ3Al4FPjFW2roBs0qt2TmU55ybic6Sja1B2qhHfas6t/K2mDXq9naLeGlKWb3uN7GwREZtIklDpsnUljwO4MWtZs7FkaXqrdk5VWz8RnyOZalCNuIlQ0mclDUnanv5cVbJuZbr9oKQFmY+mAap9q243Wb7VjPaBm6NebxMuy/vi2xKsHVRrIWlWF/GJ+BypmqBKbgRcCMwErpY0s2yz0psIl5HcRJil7BcjYnb6syktM5OkHf0i4ErgS+l+mq4dRiCole8PqyzL+zJRTYlmjVL6mQWVP7Oa1YQ/EZ8jWZr4Tt4ICJBepF0ElN6pfvImQmCLpOJNhOdnKFtuEbA+Ig4DT0vamcbw/cxHNUHyPgLBePj+sMqyNt+5443lWZbPrGY14U/E50iWBNXImwhvknQt8BBwc0S8lJbZUmFfTdeO12Kq8f1hlU3kvVJmrZLlM6uZN67X+zmSJUE16ibCO4Bb0ue3ALcCv5Hx9ZpyV/yK2Sc4crz8bmmY2nVaxddrhzvNe4DVv9DFvgNHecNUWDn7BL2vn0rPgScpFCbuDvBGaOT728Or78uR4yeY2nVa27wvZkVZkk87fRnLkqAachNhROwrLpT0ZeBva3i9ptwVv7+sZxckf8jVS2bRX+FbQTveaf7BNou3nd5fs2bLek8gtEcTfpYE1ZCbCCWdExF70/IfAB4t2dfXJP0pMI2k48WD4z3AerTTH9LMrPQzCw7SN84u5HlRNUFFxDFJxRsBu4C7ijcRpuvXkdyDcRXJTYSvANePVTbd9eclzSZpvnsG+Hha5jFJ95B0pDgG3BgRI6/6NVG7/CHNzODVz6xCocAnr+lvdTh1yXSjbiNuIoyIj4zxequAVVliMzOzzuShjszMLJecoMzMLJecoMzMLJecoMzMLJecoMzMLJeUdMBrb+n9Vj9sdRzAmcDzrQ6iBo63Md4SEWe1Ooix5OScaZe/Z5HjbZyK50xHJKi8kPRQRMxtdRxZOV5rpXb7ezre5nMTn5mZ5ZITlJmZ5ZIT1MS6s9UB1MjxWiu129/T8TaZr0GZmVkuuQZlZma55ARlZma55AQ1QSQ9I2mHpO2SHmp1POUk3SXpOUmPlix7o6RvSXoy/f2GVsZYapR4PytpKH2Pt0u6qpUx2vj5fJlYnXq+OEFNrMsjYnZO7z34CnBl2bIVwLcjYjrw7fR5XnyFU+MF+GL6Hs9Op3Kx9uXzZeJ8hQ48X5ygJomI+A7wYtniRcBfpY//CljczJjGMkq8Zk3h8yUfnKAmTgDflPSwpGWtDiaj3ojYC5D+PrvF8WRxk6RH0iaN3DSxWM18vjRHW58vTlATZ35EXAIsBG6U9J5WB9SB7gB+FpgN7AVubWk0Vg+fL43X9ueLE9QEiYg96e/ngPuAS1sbUSb7JJ0DkP5+rsXxjCki9kXE8Yg4AXyZ9niPrQKfL43XCeeLE9QEkHSGpNcWHwPvBx4du1QubASuSx9fB/yvFsZSVfHDIfUB2uM9tjI+X5qjE84XjyQxASS9leRbIMDpwNciYlULQzqFpK8D/SRD8O8D/hAYAO4BzgP+Gfi1iMjFhdZR4u0naa4I4Bng48VrAtY+fL5MvE49X5ygzMwsl9zEZ2ZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmufT/ASew90wFIyWsAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# Charge le jeu de donnée : long1\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
+    "from sklearn.cluster import AgglomerativeClustering\n",
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import KMeans\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
     "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
+    "### 2 Clustering aggloméré (metrics)\n",
     "\n",
+    "def clusteringOnFolderKmeans(name,n):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
     "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"2 clusters in long1 mode : ward\")\n",
-    "plt.show()\n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = KMeans(n_clusters=n, random_state=0).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
     "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"2 clusters in long1 mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"2 clusters in long1 mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"2 clusters in long1 mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"long1\")"
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 182,
    "id": "124f3f72",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.021\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -572,16 +448,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n",
-      "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n",
-      "Clusters :  2\n"
+      "Temps :  0.013\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -589,9 +463,73 @@
      },
      "output_type": "display_data"
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.024\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.046\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.016\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.021\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -603,91 +541,105 @@
     }
    ],
    "source": [
-    "# Charge le jeu de donnée : banana\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"2 clusters in banana mode : ward\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"2 clusters in banana mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"2 clusters in banana mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"2 clusters in banana mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"banana\")"
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "nb_clusters = [2,5,4,4,3,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderKmeans(i,nb_clusters[n])\n",
+    "    n += 1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 185,
    "id": "d8f1c382",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
+    "\n",
+    "### 2 Clustering aggloméré (metrics)\n",
+    "\n",
+    "def clusteringOnFolderDBSCAN(name,ms):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
+    "\n",
+    "    nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n",
+    "    distances, indices = nbrs.kneighbors(npliste)\n",
+    "\n",
+    "    # Garde uniquement la colonne correspondant aux distances\n",
+    "    liste2 = []\n",
+    "    for i in range(0, len(distances)-1):\n",
+    "        liste2 += [distances[i][1]]\n",
+    "    # Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste2 = np.array([x for x in liste2])\n",
+    "    #print(npliste2)\n",
+    "\n",
+    "    epsilon = 0.98*max(npliste2)\n",
+    "    \n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = DBSCAN(eps=epsilon, min_samples=ms).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
+    "\n",
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "id": "b95ac57f",
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.004\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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kY/O/dFwZclnGVkbmM0cURWZ0W8DuxQdRKBUoFArUWjUTDwwja4FMDseWb1Sacj+UIvxNBDoPraQBf0vmvBm4cVJ6MVCtVdGgR80vyogDaHSaaBd1XWG1WDGEG3D3dv8iXwCf93K0jIwMRzecYu8/hzEZzBjCjUSE6nnzOoTBdcdJhggKgoCnj0e0Rhyg3ZgWToukao2KCo3LsPDGVH4a9iOH1hznn+FrObTmuFNI5OfIiwd+TGgzk1ZZu/BbuUGc2n4+2uOtVisLB66gQdKfaZSqPc0y/MrBNcc/UW/jD9m1IiPzmdPv+5Fc3H/VabvOU8eUIyPJUSTrB7d9fu9l5vb9h6c3n5EsbVJaDW1MzXZVCHwZRPcyfxAaEIY+zICbpw6v5J5MPzGW5GmTfsztJBgvHvrRuWg/9GEGbFYbYHcPtR/XkgbdakqeM6fPUrbP2esQg6511zB8Yz+KVyv8SfodFz5JZqeMjEz8866ReReFQnDKNo0rxb4vzLxLf7HLuJoVj/6mZrsqAMzsvpCAZ4HowwwA6MMMBDwLYlaPhR91vYRkxegNDkYc7JmziwetkpxNGPVGtv+9x+nzNUaY+Gf4WqfjP+cEKdmQy8h85lRuUc4p/hxAUAjkkogrjw9ObjuP1WJz2Ga1WDmx5RxjW0ylXb6ejGo6WTLTNLG4cuSGgxF/i4jIC4k6oG9eh9pDcyR48cAPsC+ezvptEXW9WlFd3ZSe5Yfw4Mrj+O14PCAbchmZz5ya7auQrVBmdJ72pCGVRonWTcOAf3rE6Af/UFyt91ktVg6vPcHTW884uuEUv307mKtHbyZIH+JKygzSao8WkxWfVEmctidL44NKLR3+mb1IFgBGNvmLnfP3YQg3ItpErh+/Rc/yQ3j1VDr2PrGQDbmMzGeORqdhypFR9F3UhRrtK/Nj3/rMvzbZpYSuxWzh8LqTTOsyn1V/buS1hCxATJStX9JljLstUj7grZ7JzE/kbhFFkZePXhHs7yxTANBsQEO07lqHbRqdmlK1i5IkhbfT8Sq1ip+GNXE6R+uuoe3o5jy794KL+69iMji6ZcxGM5tn7PrIu4lf5PBDGZkvAKVKSYXGZajQuEy0x+nDDfSqMJRnd1+gDzOg0alZOXYjo7fHLR686/R23Dl3n2D/NxgjTGjdNehDDZLHPrj8GJvNlqCaLBf2X2Vim5mEBoZhs9nIVyY3f6z8jWRp/lt4LVG9CF2mtmFe32XYrDYsZiul6hSj7+KuLttt1LMOSVJ4s2L0BgKeB5Ljm6x0GN+K3MWzc2r7eVQatZMht5gs3Lv4MMHu9UOQo1ZkZD4zLGYLVw7fwBBhpHDFfHgk8Yj1uSv/3MiKUeudjE/ydElZ+WROnIyt1WLl1PbzPLn5jEx50zO54xzJ+pru3m5sCf4n1u3GlWf3XvBrkb4Oi5JKlZKMedIx7/JfTnHfZpMZv0f+eKfwwjuZs6RBbHl+/yW/FOzl9FmqNSoa/labX8a3+uC2PxQ5IUhG5jPl7WBKEARunbnLoNpj7Wn2gl2Kttv0dtRsXyVWbR1YeczJ8ACEv4ng6a1nZM6XMdb9UqqUfNugJN82sP/9+IYvK8dudArVa9A9YaWVts7ejcVscdhmtVh5+cifW2fuORXPUGvUZMj18WJZ6bKnodj3hTm/7zIm/X+fqVqrpkF36XDGxEI25DIyiUTAiyBmdFvA6e3nQRAoU7c4F/ZdIfyNY9r8rB6LyFMqp1MWpxQarXPaPtj92e+LSsWVpv3rE/gyiF0L9qPSqLCYLFRpWYHWw5p8VLsx8fz+S2kZYYXAa98ASMAqSIPX9mLRoJXsWrAfY4SRAuXy0nV6O5cLq4mF7FqRkfkEhAWH8+rJa1JnSYmHtzsmg4k2uXsQ+CIoKsxPoVQg2kSneGWFUkH9bjXoMqVtjNfZMW8vc3ovxRD+36hZEAQy5U3PgmtTPrj/vneec//SI9JkS03abKnwe+RP6iwpP8p1EVs2TtvBokErMUY4xsxrdGoW3ZxG6sz/P4VqZNeKjEwiYLVamdl9EbuXHEQdOYqt26kaOYtmIywo3CFWWyoG+u32sKDwWF2vRvvKXDxwjVPb7AMlpUqJ1l3DsA19Pqj/FrOFsS2ncXr7eVRqFTabjYx50jNu9+AYjbjVYuXp7ed4+rh/VCHo6m0rsX7yNoLMwVgiR+Zady2Vm3+b6Ebc9+4Lts7+lxcP/ChSqQA12lXGw9v9k/dDHpHLyCQgS4auZv3kbQ6jSZVGhcZNQ8Qb18qD76Lz0DJw+W8xyti+y8Orj7l2/DbJ0yalZK1vPjjefOWfG1k5egPGdzJIVWolJWsVZcSmfi7PO7L+JFM7zcNismC1WMlVPDtD1/WW1EWPDcH+b1g5ZiPHN5/B3cuN+t1qUuuXKh8VKXP/8iP+Gb6Wu+cfkC5HGn4a2oTC38U+sufCvisMbTAh6h617hq8k3sx+9x4fFI6x63HB7KMrYxMIlDfpzURIfpYH6/SKBEEAYvJgijajXi+srkZu/MPlErpuO6EpHmmTnY/tFM/VWwKXILuvRhsgHsXH9Kz3GAH469UKclaMBN/n59AeEgECqXCoSrSp+b2ufv0/m4YJr0pypWlddfQ/58elP+hVIzni6JI84ydnEr3qTQq6nauFis32Icgu1ZkZD4xNpstTkZcqVaSKlNKes37lX8XH0QfauC7pmUp36j0RxvxGydv829kgeKKTcpSum6xWI1mjeHSseOIImajWdKQb5y2w6n0mtVi5clNX9rn72kvWC1Ake/y03dJt0QR4ZrX9x9JjZXZPRdTrmHJGKVsXz56RVhwmNN2i8nC8c1nEsyQu0I25DIyCYRCoSBLgYw8uvY0xmPtCT+l6TK1LT4pk1D4uwLx1o8VYzaw6s9NUaPPE1vPUbRKQYZt6BOjMS9ZuxgHVx1z8t+nz5kWr6Sekuf4PfaPyv58F5PBzJObz6L+vnTwGr+XH8Li29M++Wzj7gXphJ4gv2AiQvUx+rndPHXYrNLeDHcvt4/uX1yRU/RlZBKQ9+txSuHu5cbAlT34fV6nePet+vsGsHLMBowRxigXgiHMwIX9Vzm/90qM53f4swXeyb2idMtVGhVunjo6TmzN6vGbmdRuFjvn70P/zsi9WLXCsSruYLXYCPZ/w4V9zhK9CU1SCe0VALVaJTnLeB+flEnIWzqnk4yBzl3rUjI3IZENucwXzZ3z91n31zZ2LzlIRGjs3RifCkOE0aVmyVtMRjPjWk6nYdKf+bVIH26fvRft8Ua9kbl9/+GHFG2p49mSEY0m4ffYX/LYC/uuoFA6P+aGMAMnNp+Jsf8p0idn7uVJNBvYkDL1itO4Vx0Gr/mdMc2nsGzEWnYvOcTfvZbQIf/vBL2ya6DU7VQN7+SeqDT/TfiVKmlTY7PYePnwVYz9iG9a/PGDpMZKnc7VYvy+3jJoVU8y5k6HzlOHu7cbap2aSs3LUbND7JK34hPZtSLzRWKz2RjbYhqntp/Darai0qiY3XMx43YPccr0S0z8Hvm7rG4P9ggQRDEqrO7Blcf0rTKCBdcmkyqTdGjdkHrjuX78VlQG54ktZ7h69CaLb09zcnfoPHSS11eqFDG6AAwRRmZ0W8DBVcexWW2kyZKSH36rzd+9ljj4/g3hRswmC4sHraTX/M54JfXk7wsTWDNhC6e2ncMrmSc5vsnKnqWHnGLBBYUQpTT4KanW5jsC/YJZOXYjADaLleptK9Hhz5axbiNZmqTMu/IXt8/ew983kFzFsiVaOKQctSLzRbJv+RGmdZ7nkPgCkDSND6t95yaogFNcuHbsJgNrjnHqJ0DRqgW5dvy2U3EIlUbFDxJaHhazhUfXn9Kz3BCnhTqtm4Y2o5rRuFddh+36cANN03VE/95sReOmYdaZcWTJ7zplf3DdP53U/zRuGqxmi5NWOYB3Ci82vFok2ZZRb6R9vt8JeB4Y9dLS6NTkLpmTvw4OT7Q6mSaDCX/fAJKl8cHN89P7tuOKXCFI5qvi30UHJI2jIczgciErMcj/bR5yFs2GRvdferxCqSBtttTUbF9VUg/bYrLw+MZ/C6Q3Tt7m1yJ9qKVrQbdSA510RwCMepOkS8bNQ8fobQPwSOKOu7cb7l5uaHRqukxtE60Rf/nolUsJV6mFTLBrnLhC66Zl5pk/qdamEt7JvUiW1ofGvery564/ErXYsUanIX2OtF+EEY8O2bUi80XiKgsSIZp98cjz+y+5dPA63sk9KVnzG5eLe4IgMG73YFaO3cjuJQexWmxUbFKG1sN/JCQgFIvJ2ShrdGrylckF2FPj+38/CkPkCFxKc+TtOVkLSmuxFKqQj7Uv5nNh31VMBhPfVCnoMuLkLX6P/FFrnSVcRZuIRxJ3DOFGrJb/+qLRqanZoXK0bfqkTMLvc3/l97m/RnucTNyRDbnMF0m1n7/j7oUHTqNytUZNrmLZEuy6oigyu+dids7fh6BQoFAqUKkU1Otag0OrjxP8OoT8ZXPzy/ifoka8Gp2GNiOb0WZkM4e2vJJ6UrJWUc7uuhiVPKNQCOg8dNTu+D0AaydtjbF6vSDYFflqdqjq8hiNTiNZiML37gue3n7Oy4d+XNx/Fa27llodqpClQCZJFUWVWkXFH8ty5cgNAp4HRoXgFfg2N80H/iB5bX2YnkfXfUmWxifRU+rBvrhsNpoTJZU+oZB95DJfJFaLlSH1xnH12C0MYQY0bhoUCoFRWwdQpFL8xWC/z4mtZ/mz5TRnt44ARD5KgmBfZJx9fgIZcqaNtj2L2cKqcZvYPmcPhnAjxasXoVHP2uxfcZRLB6/x+lmgZFKRUq0EEUSbjTylcvL7vE7RukrexxBhZESjiVw+fAOrxYrtHZ+3zl1L5VblObr+FKGBjkkvHkncmXflL1KkT8blQ9fxe+RP9iJZyFlU+uW5ZuIWlg1fi1KtxGKykLd0LoZt6BPjjCAhiAjVM73LfI6sO4nNJpIuRxp6zfuVAuXyfvK+fChyir7MV4coilw+dJ2LB67hk9KbSs2/TTCNi7cMqj2WM7suxnicQqmgSsvy9FvSLU7tv3r6mk7f9CUiRO/gungfjU7Nkjsz8EnlHa1v2hVTOs5h3/IjkqPu6Gg1pDE/j2jqsO3h1cdsnb2bgBdBlKxZlO9bV0DrppV86ak0Kop8l58//x0ctS3IL5hrx27hndyLAuXzSCYH+d55zrO7L8iULwNps6aO493a6VtlBNdP3MJs/M+dpXPX8vfFiTG+cD8X5BR9ma8OQRAoUqlAgo7A38doMMV8EHY//a3TdwH76PfB5Ud4p/CO0WCsHLMhRiOudddQoUmZD9bEtlqtH2TEAVaP28QPPWtHjagPrTnOpHazMZss2Kw2Lu6/yuYZO5lxaixrJ251mrlYTBYuH75B4MsgkqVJyj8j1rJ6/GbUahUidv/7hL1DyZg7PWD/7Ib/MJGrR2+i1qgwG82UqlOMgct7xOkF5nvnOTdP3XEw4mCvJrRp2g66z+wQ58/ic0KOWpGRiQNVWpSPVeafINjT2LfO/pfGqdozsOYYOhXpQ9eSAwh4EeTyvIv7r0oacYVSQK1R4ZPKm2YDGtJ7fucPvgeb1Sa5yBobBIWCSweuAXZf85SOczHqTVELzIZwIy8evmLbnL0E+QVLtqFSKwkJCOPsvxdZN2krZoOZiFA9+lADAc8CGVR7bFQW6t+9lnD1yA1MehPhbyIwGcyc3nGB5aPWx6nfLx74OSQovcVqsfH4hm+c2vockQ25jEwcqPpTBXIVz47O067cp1Ir7QueGkd3gEanoXiNIszrtxxjhJGIED1GvYn7lx4ypN44l+0nSyctIKVUqVjxZA7rXi6k1eDGsc4+lEKtUZOtcJYPOlehFNBEpuvfu/jQvjbwHia9icPrTlC8ehG7L9+pDQXpc6Zh6+zdTiN2UYTgVyHcu/gQm83Gvn8OO80cTHoT2+fsjVO/XS3eqrWqqAihLxnZkMvIxAG1Rs2E/UMZuKwHtTtWpWn/Bsy7+hfV21ZCo1Oj0qhImTE5g1b/zvndl50Sd6wWG09u+PL09jPJ9pv2beCUOq7Wqij2fSGX+iCuuHTwGj3LD6ZRynb8XmEIlw9fj9r329+/oPPQShra6FCqlXxTpSBg14iRSgwC8PLxoPnAhngmcXcYCas0Smp1rILFZCEsWLpYhqAQiAjVY7PaMLuYORhcqTK6IGWG5HzXtCxa9//CRAWFgNZd+9nV3/wQ5MVOGZl4wmwyow8z4JXUE0EQ6FpqAHfO3nc6zj2JO2O2DXAZLbFx+g4WD1qFQqnAYrJQpHIB/ljZM07hcmd2XWRk40kOmuBaNw3DNvalRPUigN3dsHHaDh5efUL2wpkxGs3sXXrYKdMUQKFSoHXTMHbnIAp8mwewLza3z/87vneeI76TJKTz0DJwxW+UrVeCwJdBrJ24hV2LDtijb6IiewTylsnJ/UuPnNL2tR5aNrxaiNZNS9eS/blz7oHDfkGA4tW/YezOP2L9eYB9bWD9X9vYMvNfwkP0FPu+IB3GtSJd9jRxaicxkRc7ZWQSGLVGjTrZfwtwpWsX49HVJ05TeqvZSpYCmTiw6hiH157AzVNHrV+qUqhCPgCKVS3Ekxu+PLn5jGLVCvPDb7UcMg8tZgv3Lz1C664lc74MkpmRc3otcTDiYM/+nNZ5HssfzAYgbbbUdJ3WLmq/yWjmzI4LDnVElSolXsk86T6zPaVqF0Xr9t9sQRAERm8bQL+qIwkJDEUQBMxGCw171KJMXbutSZYmKRo3DaYIc5QRB/tL4Nbpu3gl88RstDgkcSmVCvwevyZTnvT89ndH+lQajtlowWK2oNaq0Og0dJr8c+y+lHdQKpU07deApv0axPnczx15RC4jk0CEBoXxa5E+BL8KiSq0oHXX0nZMM07vuMDNk3cwhBsRBNC4aWnavz7ZC2VhbMupUcZN664leVofZp0dj6ePBye2nmVim1nYrDZsNhvJ0yVj1Nb+ZMydnrDgcBb+sYJDa05EW+NzwPIeVGlRXnJfwIsgZnZbyKnt50AQKNewJF2nt4s2rNNms3H9+G3evA4hX5lcJEvj6OdvlLIdIQGhkucqVQoEhcJh8VUQIGOe9Cy8PhWwywVsnrGTB5cfk7tkDup3q0mKdMlc9udrJkHjyAVBWATUAV6JohhjLJhsyGX+XwgJDGXT9J2c3nGBZGl8+KFnHSJCIhj/80wMYY5+XrVWhdZN6+Q7VmvVNO1fnyotK9CpSB+HkbYgCCRN48Oy+zPpXKwfz+/7xRiR4unjwTq/BR9cxzOu1HJr4VQxKCa07hrmXppE+hxfRnz3pyKhXStLgJnAP/HUnozMV4F3Mi9+Ht6Un4f/l0Qzse0sJyMO9opCJok4dbPRzJH1pzBGmLC8F5ooiiKGMAOrx2/G/2lArMIKLRYrz+/7kSlP+g+4o7hTuGI+zu25LLlPqVJKhlsKgsIp5lvGNfEStSKK4hEgMMYDZWRk8EzqIVnsQVAKLpUFPZO4E/A8UFI0SxRFHl554lClJzqsZiteyT5dinznqW2jwjXfRa1T8V3TslHhjO/i7u1Gpryf5kXzNfDJwg8FQegoCMI5QRDO+ftLVzORkfmSEEVRUlI2Jmq0q4xaIjlFpVKRJX9GJyOv89DSsEctl1oqFouVghXyxqoqvUqjonDFfC5DGQNeBLF6/Camd1vAkfUn43R//r4B/PnTdH5I0ZbmmX5lwYDlRITqyZQnPYtvTaN6W7uErc5DS55SORi7YxA9/v4FKRXbtqObRWnKn919iSH1xtGz/BA2Td8RpQQpRUhgKA+uPEYf9vlVi0pI4m2xUxCELMB22Ucu87VjtVhZMmwNW2buwhBmIGOe9HSd3p6ikfHVsWHXov3M7L4oSo9cpVExZvtAkqVNSr+qIwh8EYygELCYLNTtVI1fJv5EyyydCXjmnBVapm4xBq3+nZ+ydeON/5uoUb1CaQ8ZtFptqNQqLGYLeUrmYPjGvpKiVVeO3GBQ7bHYrDZMBjNunjoy5ErL5COjYsxmDQkMpX3enoQEhjlEoCiUChr+VotfxreS1FCZ0W0BW2fvdtru7u3GluB/WDZyHWsmbImKx9e6aUifKy0zTo51kA42m8xM/mUOh9eeRK1VYTVbadynLj8Pb5qoeufxjRx+KCMTT8zsvpC9yw5HxT8/ufmMofXH8dehkeQunj1WbdRsV4UKjctw5fANtO5aClXIG7X4uPjWdG6eukPgy2DylMpJinTJuHn6LhFvpEeZIvbCDdNPjuGv9rO5evQmAPki5XQz5knH4+u+JEvr41JwymazMab5VIdMS32Ygcc3fdk8fSfNBjSM9n52zt9PRJjBSQveZrWxbfZu1BoV7cc6l1HbveSgZHsRIXou7L/C6nGbHMI3jXoTz++9ZP+Ko9Rs/19tzDm9l3J0/SnMkRK1ABsmbydlhuTU/uX7aPv+NSBndsrIxIGw4HB2L3GuPWnSm1g5ZkOc2vLwdqdM3eIUrVLQIYJEEATylclNuYalosLsjBFGl7U/9ZELp2mypGLi/uGsePw3xasX4eapu/SpNIyOhXoTEaqPVjXw6a1nRIREOG036c3sX3k0xnu5fvyWZCIRgMlgZvOMXZKLmhaTa3GwSwevSeqjGMKNnNz634zeYrbw76KDTnHzhnAja8ZvibHvXwPxYsgFQVgFnARyC4LgKwhC+/hoV0bmc+PVk9eotc7GRRTh0fWnEmfED3lL53RZ+Ui0igT7v4n6e3TTKZzfewWLyYLJYMb/aQAjGk3k4bUnLttXa9UO2ZkO+zRqYnLBZsyTXtLovsVsskim1WcpIO33FwSBwt8VkLyuQqkgaRqfqL8N4UZsLtQi37wOibbfXwvxFbXSXBTFtKIoqkVRzCCK4sL4aFdG5nMjdZaUkiF+gkIgZ9GssW4n8GUQ10/cJujVm5gPxu466T6zvaRI1ZWjN+hUtC93Lz7g0Jrj3D3/wKmPZqOFjVN3uGw/XfY0pM6S0mnhUaVR8erpa6opf+THtB3YPHOXpHGt37WGZP3RtyRJ4Y27hMTAgGU9JGcaTfvX55vKBfD08XDycas1Kup2rhb1t0cSd5KllRYby1f6yxfEig2ya0VGJg54eLtTv1sNJ2ErjU5Dy0GNHLa91f3uU2U4fSoPt/vVDSbG/TSdn7J1ZVDtsbTM3Jm/Ovwdrf74W5QqlXRtUBECngXRvdRAJrWf7eRiALuv2vfui2jbH7ahL0lSJsHNyw2tmwa1VoXNauONv31UG+T3hoUDVrB20lanc1NnTsn4PUNIncW5lJvW3Z5SL7XomCV/RpbcmU7R7wvh6eNB+pxpGLK2F+3HtkShUDBh71DSZEuFzlOHu7cbOg8tPf7+hRxF/ntpCoJA95kd0L4TxqhQKtB56vhlwk/R3vPXgpyiLyMTR2w2GxumbGf9X9sICQwjV7FsdJ7Shjwlc0YdI4oiIxpP4vyey1ELiDoPLcnSJuW1b4DDAp7WXUPTfg34aWiTaK87s8citszc9UF9VmvV/NivPm3eq+7zPmaTmbO7LhHwIogtM3dJanV7JHFnw+tFklEoABcPXGXVn5t4ePUJabOlpvXwHylerfAH9Rvsn+X9S48ID4kgT8kcDnov73Lj5G1WjNnIs7svyF0iBy0HN/pkSU+fCrnUm4zMJ+TGydv0rzbKubanC7yTe7HBf5HDtiC/YJ7f9yN9zjT4pEzC5pm7mNdvGeY4VvZRKBV4JfVg/rUpcZLCre/TWrJeqFqrYrXvPLyTe8WpHzIfjxx+KCPzCbl08HqcSqmFv/kvYsRitvBX+785vO4kGp0ak8FM1VblaTe2BUuHrom1Idfo1Hgk8aBkrW9oPfzHOOuZZ8iVjjvnnGV4NW4aPHy+ngr0XwOyIZeRSQC8k3uh1qqdCksIgiC5WJinZI6o/y8evIqjGxxjog+sOkbKjCmYcnQUf7acxoOrj0G0L7JKRZtodGpaDm5Eiz8aOe17iyiK3Dx1hzvnHpA6S0pK1vzGofJQ+7EtGNpgvEOopdZdS6shjV26VWJLWHA42+fu5dzuS6TJkpIGPWo5+L1l4obsWpGRSQBCg8JokbmzkziWxk2DAFHFihVKBRqdmr8OjSBXseyIokh9n9boQyVEtZQKBi7vwXdNvyUsOJzQoDBEm8jRDadZNnJd1EtDrVWTNHUS5l6ahKePh2T/TAYTf9Qay+2z97BFZn56JvVgytFRpMqYIuq40zsvMLfPUp7dfUnS1EloObgRdX6thiAI+D32Z1aPRZzbcwmVWkXlFuXoOLE17l5uktd8y5vXIXQq2peQgDBMehMKhYBaq6b/P90p36h0HD/p/y9kH7mMzCfm6tGbjGg0EbPRgoiIRqtm6Po+JEnpzZoJm3lw+TE5i2ajab/6ZMiVDrAvpNZQN3MZt6310PLT0CY07VvfYfvZ3ZfYOHUHQX7BFCifB2zg/yyAIt/lp3rbyk7GdenwNaydsMXB/aNQKsj/bW4mHxoZ472Fh0TQJmd3h5R8tVZF9iJZmX5iTLRp8fP6/cOm6TudkoG8knmy7uWCj6pH+rUjG3IZmUTAarVyO7LcW+4S2WPlkuhcvB/3Ljx0uV/noWV9ZCm097l86DqD6/yJxWzBYraiddfgndyL2efGOxSHaJG5E/5PA5zOV6mVrPNb6HIk/5bNM3excMAKJwErnYeW8XuGkK9MbpfntsnTg2d3nEMhlSolcy5OdCkOJuPakMtx5DIyCYhSqSRf6VzkK50r1n7l7jPaO8Wpv4sxwsT6ydudtouiyIQ2MzFEGLFEyt0aI0wEvQxmxWhH+QApOVwABMFlBulbwt+Ec2zjaZcqhI+uO4csOlxCKqsJuxhZ4AtnUTCZmJENuYzMZ0a+MrmZdXYcyd5JQ38XURRZOXYjm2fudNju//Q1wf7OKekWs5Xjm844bKvQpIyklG6mPOmjDSs8vO4kTdN15MbJO9IHCAKZ8qRzeT5AmmypXJwq8OTWs2jPlZFGNuQyMp8hmfNmYOCK39C6S2RyYhfpWjpsLVbrfyNrrbsW0SY9mnZ7r7BD6+E/kjpLyqjtWncNHknc6f9Pd5d9ev08kAltZmLUmyRLt6k1KjLkTEv+b/NEe2+FKuSVTMvXumvjHCIpY0c25DIynylFKhWg1/xOkvoqYBeLejf+PEkKb/KVye20WKh111KvWw2HbV5JPZl35S96zv2V+t1q0mFcK5Y9mEW2Qpld9ufIupN2dTAJFEoFFZuWZeL+YTHqf1f7uZKk1IBaq6JMPSf3b4Lx4qEf07vOp1PRvoxtOY37lx99smvHN7Ihl5H5jKncvDzZC2eR3GdP+HFMzPlj5W9kyJUWN08d7l5uaHRqyjcuTd1O1ZzOV2vUVG5ejm7T29GgW03JYhPvYowwYbU4j/iVKiVtRjWj/9LuMS6SAiRPm5SRW/rjncILNy8dOg8tqTKnYOL+YdJaMgnA4xtP6VSkLzvn7+f+pUccXnOc374dxIX9Vz/J9eMbOSFIRuYzp+3o5oz68S+nxJxmAxo6LaAmS5OU+Vcnc/PUHfx9A8lVLBtps7nWIY8LpWoXZcWY9U4CX4JCIH2ONHFqq2iVgqx9MZ/7lx6hUqvIWjCT00g+PCSC/cuP8uj6E3J8k41Kzb+NVTm72DCv3zL0YfqoCYbNJmKMMDGt0zyW3Jn+xVUVksMPZWS+AI6sP8m8vst49cQfr2SeNP/jBxr1rPPJDc6s3xbx76ID9oiVd02HAOlzpGXy4REkSyMtKRsXnt9/Sfcyf2CMMGKMMKHz0OKRxJ2Zp/8kRfrkH91+/SStiQh11pFRqpRseL0IDwnJ3c8BOY5cRuYrwGK2oFQpnQy4PtzAqW3nCQsK45uqhciQM22s23z9PJDNM3Zy+8x9shXOTMMetUiTRTqyRBRFLu6/yqDaY6NCHN8lV4nszDo9Lm43JUHfqiO4fOi6g/yAQqmg3A+lGLKm10e33zJLZ149ee20XaNTs+XNPw4Vmz4nZNEsGZmvACkDc+PkbQbWHIMoinYftihS65eqdJnaNsYR+5Nbz+hR5g9MehNmk4Vrx26ya8F+Jh4YLll/VBAEIkL1WF3Emt+78JBXT187pPnHFavVypXDN5w0ZGxWG6d3nP/gdt+l0e91WDRolYMWjkanpmqrCp+tEY8OebFTRuYLxmqxMqTeeCJC9OhDDZj0JkwGM/8uOsCZXRdjPP/v35cQERKBObKikMVsRR9mYHqX+S7Pef0s0KWEgKAQCA8O/7CbeduGILisTxpfrqQG3WtSq0OVqAVjjU5NyVpF6TKtbby0/6n58l49MjIyUVw7fkuy9Jwh3MiuhfspVatotOdfOXxdMqLw7vkHWMwWydFpnpI5UKqUktmhao2KTHkzxP4GJFAoFHxTpSDn/r3ktM9mtbnsV1yv0WVqW1oNaczT289JnTlFvPjeEwt5RC4j8wVjMVlcxpmbDGbuX37E2d2XXBYh1rmIAlFrVSiU0uYhd4kcFKqQz+m6ggC/z/01XkSv0maV9tEr1UrO773y0e2DvRrS9nl7GffTdLqX/oO/ey0hNCgsXtr+1MiGXEYmkXn9LIBjm05z4+TtGKvVv0+Bcnkk9ci17hoeX3tKz3KDGd1sCs0zdmLxkFVO7dftXA2Nm2Pstkan5vvWFVEopM2DIAiM3fkHbUY2I0lKbzQ6NVkLZWLykVFUblE+Tv13hZSMLwAihASExss1htafwMrRG3j58BWvnwWydfZuupf+A5NE1urnjuxakZFJJERRZE6vJWybuxe1RoVoE0meLinj9w6N9WKh1k1L3yXdGP/TdKxWKxaTFZ2nDqVKwevnAdis/xnujVN3kKNIVgfN77euhVPbzqHWqjGbLBSqkJdOk9tEe12VWkXLQY2cCk7HF6XrFOPYptNOpfKsFiuFv8v/0e3fPnefa8duOhSqtpgsBL4I4si6k1RtVUHyPJPBxMHVx7ly5AZpsqaiZrvKn4VLRg4/lJFJJA6sOsaUjnMcjJVCqSDHN1mYdWZ8nNp6+egVe/85TEhAKLlLZGfyL3MwG5195wXK5WHKkVGS5z++4Uv6nGnjFLqYUFjMFnpVHMaDK4+jIkt0Hlrqdq5Oxwk/fXT72+bsYW7vpQ6G/C11fv2e3/7u6LQ9/E043UoN5PWzQAzhRtRaFUqVkj//HUyBGPRl4gs5/FBG5jNj84ydTiNOm9XGvUuPeHTjKVnyxV6XO02WVPw0tAkAD648RqVRSRpyV26JNFlSuYwdjwl9mJ5Vf27iwMpjKJQKqrf9jia9631Uur1KrWLSweHsWXKIg6uP4eapo86v1ShVO/rF29iSKlMKFBK+fI2bhnQuslRXjduE32P/qM/VbLRgNloY12o6yx7MStRsUNmQy8gkEuESFeoBbBYbg2qNZd7lSXgkiVm7BOzGe/X4zTy69oScRbNJan6rtSrK1i/xUX1+H6vFSs/yQ3h663mUIuLKsZu4sO8qwzb04cTms0SE6ilevQiZ8qSPU9sarZo6v35PnV+/j9c+AxSvVhivpB4YI4wO+usqlZLvW1eUPOfw2pOSL8fgV2/we+z/wS/C+EBe7JSRSSTK/1AKlYQmOEDQqzdsnrkrVu1cPnSdHmUHcWjNcR5efcK+5Ucwmy2odaqoeGyNmxqfVElo0rtevPUf4NT287y47+cga2vSm7h5+i7NM/zKrN8WsWDAcjoX68ffvy+O82JuQqFUKZlyZCT5yuRCpVGh1qrIlDc9Ew8Mc6ik9C4anVpyu80mutz3qZBH5DIyiUTjXnX5d/FBAp4FOu0zG8wc3XCaloMax9jO9K7zHTIUbVYbNquNXMWzkylfBvyfvKZ49SLU7fR9rEf4seXmqTvow5wjTMwG58iPnQv2U6pOcYpWKRivffhQUmVKyZQjowgJCMVitsSoEVO3c3UWDFjuIF6mUCrIXiRLvOjLfAyyIf8/wmazcengdR5eeUz6nGkpUaOIXOg2EfH08WDMtgF0KzVQUrfEK6kHFw9cZeXYjbx67E/+b/PQakhj0mX/z4drMprxvf1csv1H154y68zH655ER+osqdC6ax1eJK4whBvZs+TgZ2PI3xJdRaR3qdupGleO3OD0jgsoFPbsU6+kngxe/XsC9zBmZEP+f0J4SAR9Kg3n2d0XWEwWVFoVSVJ4M+346EQfTfw/k71IVjLly8Cja08dfLU6Dy1ZC2ZmSL1xUSPAl4/8Ob75DLPOjo+KLFGplah1GklD6pk0fkffUlRq9i0LB67A4epv3fMSXhQpPfMvBaVKydC1vXl0/Sm3ztwjRfpkfFOlQKxrsSYkso/8/4RFf6zk8Y2n6MMMmE0W9KEG/J8GMKXj3MTu2v89o7b0J2221PZiEN5uqHVqGnSvyd5lhx2m8TarDUOYgaVDV0dtUygU1OpQBe17ST1ady2NetZO8L57+ngw+fBIMufLgFqrRq1VkaNwFjRaZ5+xzkNLlZbxkzCUmGTJn5EabStRvFrhz8KIgzwi/7/hwMpjTivuVouVs/9eihftCpkPJ1WmlCy+NY1bZ+4R5BdM3tK5MEYY2TzdebHTZhO5evSmw7YO41sR7B/C8U2n7Uk9RjPV2nxH4951P0n/sxXKzIJrUwh4EYRCqSBpqiQcXneSCW1mRmmj6Ny1lK1fIt7CB2Uc+b9+ep/efsbd8w9InSUV+crk+uKqgsQFmwvZUVEUP5tIgv9nBEEgb6mcUX+Hh0S4lIpNltbRFabRqvljxW8E+QXz4uErMuRMG2u/b3yS/J1+VWxShrylcnBw9XHCgiMoVbso+cvm/qqfscTk/9KQWy1Wxracxqnt51GqFIgipMmSkgn7hn21Vby/bViSAyuPOZTpEhQChSrkRa1J3NApGWfMRjM5i2bl9rn7DiqDWnctzQc0lDwnaWofkqb2+ST9e3bvBef3XMHd242y9Uvg7uXmdEyqTClp2q/BJ+nP/zvx4iMXBKGGIAi3BUG4JwjCgPhoMyHZMHUHp3ecx6Q3oQ81YAgz8PT2cya0npHYXUswfpnwEynSJ8PN0652p/PQ4p3ci9/ndUrknsm8z7Y5u2mZuTMPrj6OqlqvcdOg89TRZmRTB62UxGB+/2V0LNSHeX3/YXqX+TRL35HLh64nap/+3/lorRVBEJTAHeB7wBc4CzQXRfGGq3MSW2vlp+xdefnwldN2lUbFer8F8R5r+7lgMpo5uv4U9y49JFOe9HzXtCxuns4jKZnE4/FNX7oU74/pPQ0QjU7NsgezEj3C6OKBqwytP95JWsAjiTtrXy6QXOSUiT9caa3Ex4i8JHBPFMUHoiiagNVA/XhoN8F4NxLgXQQBTBIpuF8LGq2aKi3L8+vE1tRsX0U24p8hB1YclSzYoFQpOb8nfnS4P4Z/Fx10MuJgX2u5fPBaIvRIBuLHkKcHnr7zt2/kts+WsvWLo1Q7hw2lzpwSn5TeidAjGRk7Rr0Jm9XZkNtsIiaD9ADkU2IxudbqNktUKpL5NMSHIZdahnby1wiC0FEQhHOCIJzz9/ePh8t+OD+PaErSVEnQuttjb9UaFTpPHX0Xd5VX1WUSlW8blETrrnXabrPZKFHzm6i/LWYLt8/e49H1p5806qhyi/LoPJz7Z7VY+aZygU/WDxlH4iNqxRd4V28zA+CUMyyK4jxgHth95PFw3Q8maWofFlyfwp6lh7h65CYZc6ej9q/ff1TlbxmZ+KBAuTxUbFKGw+tOYgg3IigENDo1LQc1ivp9nth6lgltZiJaRWw2G8nTJWP0tgFkyJUuwfuXtVAm0mZNzdPbz7CYrag0ShRKJb0WdP5sXHVvQ2pdVTj6GomPxU4V9sXOKsAz7IudLURRdLmMndiLnTIynzOiKHL50HUOrz2BWmsvu5azaDYAfO++oFORPg4FEQRBIFlaH1Y8/jtBMw13LtjHrB6LsNlEe16CAPlK56Lfkm6kzZY6wa4bWyxmC4sHrWLbnD0Ywo1kLZSJ7jM7fLKiD5+CBCssIYqiRRCEbsBuQAksis6I/79w8cBVts7eTWhgGOUbl6ZG20po3ZynpLHl4bUnrJu0lcc3fMlXJhdNetclVaaU8dhjmc8FQRAoUqkARSo5uyp2zt+LxeLoQxdFEX2ogUsHrlHs+8IJ0qfAl0HM6rEI03uqhncvPCAsODxBrhlX/mr/N0c3nIp6yT24/JgB1Ucz68yfZI5DkY4vkXhJCBJFcSewMz7a+hpYPX4Ty0dtiBIyunXmHrsW7Gf6iTEfVDXl0sFrDK47DrPRjM1q48HlR+xZeogZp/6Ms1i/zJfNa99AyagWURQJ8nuTYNc9te28pKvCbDBzeO2JqBlDYhHkF8zhdScddNHBnli1evxm+i/tnkg9+zT8/ziRPhEhAaEsG7HOQY3OGGHE984L9q84Guf2RFFkaqd5DpVMLGYr+lAD8/svj7d+y3wZlKj5jeRio8VipWD5vAl3YUGQDmsQBPu/RObFAz/J4g42q40HVx4nQo8+LbIhj2euHb8lWfXFGGHk+OYzcW5PH2bg5UM/p+2iKHLl8P+9B+v/joo/liV9zrQOaoc6Dy21OlQhdWbXrjaL2cLOBfvp9d1Q+lUbyeG1J+IU7VKmXnFJvR61RkWlZt/G7SYSgHQ50mAyOodGKpQKciXybOFT8H+ptZKQeCfzlHxABIWAzwfouKi1KpeCV2/T7WX+f9Bo1Uw9Npqts3dzaM1x3Dx11OtSgwqNXaft22w2BtYYw83Td6NmijdP3uHs7kv0WdglVtdNmioJv83pyLRO8yLbtEeFNB3QgOyFs3z0fX0sPimT8H2rCuxfedQh4U+j09C0f4PE69gnQjbk8Uy+srnx9PHAEGZ0MOganZq6navHub2HV58gKBWIEoL86XNKV/uW+brRuWv5sU89fuwTu/qb53Zf5tbZew7uPkO4kUOrj9O4V12y5I/dQmC11t9RtEpBjm44jcVspUy94lEFLj4GfZieoxtOE/gymALl8nywSmKPv38hZcbkbJ6xi7A3EeQpmZMuU9t8krDMxEY25PGMQqFg/J4hDKw5hpDXoQgKAavZSpepbcldPHuc2/N7/BqtmwZ9qHNdRJ2HPCKXiZnzey9jkKir+TbMMbaGHCBF+uQ07FErXvpltVpZO3ErS4eutmuDiaDWqShUMT8jN/eLs0a+Uqmk1ZAmtBrSJF769yUhG/IEIGPu9Cy7P4s75+4THqInb6kcH5wskbNoVskoBa2bhsLf5f/YriY4IYGhmAxmkqdNKmfNRmIymHjzOpSkqZN8cEEPk9GMSq2MVdKLTypv1FqVU2ERpVqZKLrlYH+JDP9hIqe3n+ddT6QxwsTVwzfYtWA/dTpVw2QwodFp5N9ODMiLnQmEIAjkLpGDolUKflTGW5osqajwY9koOQGwCyh5+HhQq0PV+OhqgvD6eSB9Kg+nWbqOtM7RjTa5e3D9xO3E7laiYrPZWPjHCn5I0Y62eXrQKGU71v21NU6LjteO3eSXQr2o49GSul4/MaPbghg1WL7/qSIKiUQhpVJJmXpOuSWfhIv7r3Jx/1Wkbt0QYWTtpK20zNKZet6taZD0Z5aPWofN9uXW+0xoZEOeiBj1Ru5ffkTgy6Boj+uzsDPtx7Ygfc60JEvjQ/W2lZh9bjyePp+n3K7NZqNv5eFcO3YTs8mC2WDm+b2XDKg+Cn/fgMTuXqKxYvR6Nk3fhTHCiDHCRESInqXD1rJ7ycFYnf/4pi8Daozh0bWniDYRk97Ev4sO8Ger6dGelyJ9coat742njwfuXm64eelInjYp4/YMQSeh6/IpOPPvRZcqpAB+j/zxfxqAzWojIkTP6vFbWDpszSfs4ZfFR6fofwhyij5snL6DxYNXoxAEzCYLxb4vxMAVv0lWWvnSuHz4OkPqjkP/nl9WrVXxY78GtBnRNJF6lnjYbDYaJmtDRIjeaV+arKlYdn9WjG1MajeLvcuOOEUxaXRqltyZQcoMyaM93y60dR+VWknOYtkSVYtkxZj1LB+1AYuUYqKAhOwe6Dx1bHy96P+6olVC6pHLxJGT286x6I9VGMIMRITqMRvNnN97mXE/RT+yig98775gfv9ljPtpOvtXHMUcjSzph/LqyWvJ7WajhUfXnrB48Cp6fTeUqZ3m8fT2s3i//ueI2WiW1PEGCHwR/YzsLQ+vPZWO5daqefHAOdfgfVRqFfnL5iZ3iRxYzFYOrDrGggHL+XfRAfThzouhCUnVVhVRKqXNj6sXjM1qIyQgLCG79cUiL3YmAmvGb3YIBQO7kTu3+xJvXoeQJEXCaKKf2HqWsc2nYjZbsFlsHNt0mg1TtjHl6KiP0oF5n1zFs0sWDta4aTi3+xJndl7AbLRw/fht9i0/wpjtA50Wbo16I2d2XSIiJIJvqhT84pUpNToNKdInk3zJZS2UOVZt5C6RnfuXHzktfpsMZjLmjn2IXbD/G7qX/oM3/iHowwzoPLQsHLiC6afGkjbrpxG/Sp05Jf3/6c6ENjOjIrsA2o1twYktZ7ly2LnAmFqjkusFuEAekScCAS5GYEq1ijevQxPkmhazhfGtZ9gLF0TGpBsjTNy79Ihtc/bE67Uy581AqdpFHRZoVRqVvQKT3hQVPWGz2jBGGJnccY7Dgt+NU3domq4jE9vOYmb3RbTJ1eOL948KgkCnyW0cPhMArbuGXye2jlUbTfrUc0pD17prqNqqfJyKLs/vtxx/34Ao15ch3EhIQCiTf5kT6zbex2azcXjtCQbUGE2fKsPZs/SQQ6Hvt0SE6jm1/Tzn916mdN1irPNbyJC1vRm9fSBb3vxDo551aDemhUPmqv0+tfw0rAlKVcKpO37JyD7yROCvX/5m79JDWN9L8vFI4s46vwUJ4gO8efouPb8dLLnynyytD2uezY/X61ktVjZN38m2OXsw6k2Ub1iKvcsOE/4mwulYlUbFmufz8E7mhcVs4ce0vxAa6DiF1rprJUfuXxrn917mn+FreXbvJdkKZaLNqObkK50r1uc/vPaEOb2Wcv34Ldy93WjQoxZN+9WPk3xt/SStiQh19tUrlAq2hy//oN/f+J9ncGzj6Sj3kc5DS6GK+Ri9bWBU6OC+5YeZ+us8e3UuERQqBaO3DSR/2dxO7V05coN5/Zbx8OoTkqf1oeXgxlRvUynO/XqXYP837Fl6CN87LyjwbR6+a1r2g0TsEhNXPnLZkCcCfo/96VS0L/pQQ9SoReuupev0ttRsV8XpeFEUuXHyDpcPXSdJCi8qNCmDV1LPOF3zwv6r9P9+pMv9a18uIOkHSAjEhVbZuuD3yLk6lEqjYnPQErRuWi7su8KIxpOcFgUFASo1L8/A5T0StI//DzRI+rPkC1WpUrI9fHmcY9vvX37Eb98OcopC0XnoGLmlH99ULsjT28/oVLSfU1Fpd2831jyfn+DRM3cvPKBP5eFYzFZMehM6Dx1JUydh5pk/8U6WOLH0H4K82PkZkTpzSuZemkTNDpXJkDsdRasWYuSW/pJG3Gq1MvyHiQyoPoqlw9Ywp9dSWmbuzLXjt+J0zZQZo49o2LM0diFwH0PD7jWdXAtqrYpyP5SK8tG/r3f9FlHEaV1B5sOo3KKck7CbUqWgePXCH5SgdOnAtSh33bsYwg1c2GsvGL1nySHJxDZEOL3jQpyvGVcm/DyTiBB91IvEEG7A/+lrlg1fl+DX/hTIi52JRKqMKfhtdscYj9u//CgX9l2JmrIaIo3ZyMaTWOU7N1ZT6jvn7zOm+ZRoj3lx/1Usev1xNOhRi8c3fNm34igarRqLyUKe0jnpOee/z6FghbySD7zOQ8t3Tcs6bQ8JDGXfsiM8v/eCvKVzU75xaUICQlk1diPn914maWofmvZrQOk6xRL03r4k2o9twfUTt3lx3w+zyYxaqyZJcm9+n9fpg9rzSuaJSqNyKr6s0anxjlycDAsOl/SZ22w2IkKcZwfxSbD/G3zvvnDabjFbObL+JF2nt0vQ638KZEP+ibFarNhstlj7If9dfEAybM0QYeLehYfkLpEj2vNDAkPpW2WEZPzyW3QeWgqUS/hyWEqlkl7zO9N6RFMeXXtKmiwpnQSNPLzd6T67AzO6LMBitmC12NB56ihYLg/l31P4e3DlMb0qDsVitmCMMLFn6WGWDFlNeEgEEaF6rGYrz+6+5O6FKfw84kea9I6dyNTHcP/yo0gXmDdlG5TAzYUejs1mI+B5EA+vPWH1uM08uelLxjzpaTOyKYUrJuw6gEcSD/4+P4EL+67y8OoT0udMQ6laRT94IbHcD6WY2WOR03ZBoaBKi3IAlK5bnH3Ljzj9lm1WG0WrFvqg68aW6GYZKu3XYQK/jrv4Agh69Yapv87l9I4LiKJIgXJ5+H1ep5jV41wuYcRubWP/iqPSU9pIVBoVydMlo0KTMrFqLz5IkS4ZKdIlc7m/+s+VyFsqF7sXHyA0KJyy9UpQstY3TvHF43+e4eDr1YcZImcsIuI7M31jhJGlw9ZSp1M1l4b1Y7HZbIxvPYPjm89gs4qo1EpmdFvA+L1DncTSjm06zfQu8wkNCndIiHnjH8KgWmMZtrEvJaoXSZB+vkWhUFC8WmGKV/uvNJzVamXv0sPsWrgfm02keptK1GhXKUZ3i7uXG+P+HcSwBhPsrjHB3v6g1b+TLE1SAErUKEKhivm5cvj6fwui7loa9qwVrY56fODp40G+Mrm4duyWQxy+xk1DzfbO7swvEXmx8xNgtVppn+93Xj58FTW9FBQCXkk9+Of+LDy83V2eu3vJQWZ2X+g0kvFJlYTVz2J2rczps5QNk7dL7vPwcadGu8q0Gtw4wdL9Xzz0IyJET5b8GeM1dCwkMJSm6TpKZwZK4O7txoS9Q2OcwXwo+1ccZWqnuU7fU/J0yVj55O+ol9DN03fpW3m4Q/Hk98mUNz0Lr09NkH66QhRFhjWcwMX9Vx0Mbf5yefhz16BYiVZZrVZun72PzWIlT6mcTi8Aq9XKsY1nOLjqGFp3LTXbV5asS5oQvH4WwO/lh/ImICTSmAsUKJeHUVv7f1GZoglWfFkmZi7su0rgyyAHH6FoEzHqzRxYcTRanfKqP1Xg+OYzXNx/FaPehEanRlAoGLa+d6z84/nL5mHnvH1O6fI6Dy1jdw6KU+jbuzy48ph/Rqzl3sWHZMydjp+GNiFfmf/CyPx9AxjWcAKPrz9FqVaiVCnpNa8T5Ru5LoAAdoNy59x9fO+8IGvBTGRzkSzjKivQFRaThaRpfOJ0TlzYtXC/pAssIiSCexcfkquYfVS+ZsLmGEWunt56jiiKn1Tx7+bpuw5GHOzrMdeP3+byoeuxMrhKpTLa35NSqaRikzJU/ISzv7d4J/eibIPi7Ji3H7PBTI5vstJ58s9flBGPji/GkFutVq4du0VEiJ4C5fLEOfwuPjFEGDm94wIRIREUqVwgxmy4Z3dfSLo3jBFGHt/0jfZcpVLJiE39uH78FpcP3yBJCm8q/ugYfnjz9F32LDmIyWCm4o9lKVGjSJQRKFuvOGmzp8b39vOoiBCtm4b83+Yhb6mcsb7n8DfhnNt9GQQB7xSeDKk7HpPehCiK+D3y5+rRmwxd14eSNb9BFEX6fT+S5/de2kc/kdcd//MMMuRKS9aC0sY5LDicAdVH8/jGUwSFgM1qo8C3eRi5pb9TvK9HEunpskqjQrTZHGL0VRoV+b/NnaDZoa7cV4IgOPTlxX0/ScW/d0mS0uuTy7ZeOXzDSeYW7NEdlw87G/KQwFD2rziK36NX5C+bhzL1in+wJO+nYNSPk7mw70rUM3D3wgN6lB3EwutTSJE++oiuL4HP95N/h4dXH9O/+mgM4UYEwT66+mV8Kxp0jx+B+7hw49Qd/qg5BptNRLTZsFltNOhRi1/GtXJ5TtaCmSLdCo6hdTpPXayqjwuCQIFyeSlQzrm47vJR61g9fgsmgwnRJnJk/UlK1y3OHyt+QxAElColU4+OYs3ErRxYcRSlSknN9pVp+FstJ2MRGhTGmvGbObrhNDpPLfW71qRGu0oc3XCaCW1moop0jejDDE7Sq8YIE7N6LKTk3ZncPnuP188CnXRBzEYLW2b9S885v0re54xuC3hw+ZFD9MPVozdZMnQNHSf85HR8/3+683uFIYQFhmMxW1AoFeQukYOKTcuwcMBKbDYbFpOVwt/l44+VPWP8nD+Gqj9V4O7Fh04hkiqNilzF/vuOC5TPy5ObvlhcGH6tu5ZmAxomaF+l8EmVBLVW5RRZonXTkDSVj8O2excf0rvSMKxmK0a9iZ3z95M2W2qmHB0VZ9E3q8XK9rl72Dl/PxazhaqtKtDwt9ofHFcuiiLP77/EarGRMXc6BEHA9+4LByNuPw7MBjNbZv1L+7EtP+hanxOfvY/carXSPGMngl4GO2zXumuYuH94nEaVH4vFbKFpul+chHt0HlpGbOrncvVdFEW6lRrIw6tPMEcWiFWqlCRL68PiW9M+WOfk1RN/2ub5zSn2WuehZdTWAXHyP+rDDfxauA+vnwVEjcy07lrK1CvOic1nY3QHACgUAtvClnNuz2XGt54hGSlTokYRxu4c5LTdarVSx6OVpM/bK5knG18vlrym1WLl3O5LvHzkT85i2chbKieCIGA2mfG984IkKbyiFtwSEovZwh+1xnLz9F0MYYYoF9jILf0pWqVg1HGvnr6mY+He6EP02Gz/PXtKlQK1TsOPfevRanDjTz4iDw+JoGm6X5yTejx1rHg02yFppl2+33h667nDcWqtmsa97On1cWFog/Fc2Hcl6roaNzVZ8mdi+okxcV5TeXT9KSMaT8L/6WsEBLySezJ49e+8eR3KuJ+mS/4ei35fiPG7h8TpOonJF+sjv3rkJkYJ36NJb2bH3D2fxJDbbDYUCgVXj96UHEkZwo3sXLjfpSEXBIGJ+4exaNBK9i8/itVipUz9Evw68aePEqs6t/sygsL5gTdEGDm+5WysDbkoivzVYTYvHvo5BMMYI4wcXX8KhcQ1pNC6a1FpVOQpmUNymq5111CiRhHJc21WGzaJOGOwj5xcoVQpKVXbOUZcrVGTtUCmWPU7PlCpVYzbPZjze69w6cBVfFL7UKVFOaeXSKqMKfj73ASWDF3Nxf3X8EnlzQ89a1O0aiGSpk6SaD7bzTN2IdocB3VqrYox2wc4GPHXzwIks3PNRjMHVh2LkyG/fe4+F/ZddXh5mPRmnt56FhXdtWDgCl7c9yNVpuS0GdmMyi3KS7ZlMpjoXWkYoQGhUa4rQ4SRAdVHM37vEMnnVqVRkaNI1lj393PmszfkESF6uz7xe4iiSEhgwkpaHl57gnn9lvHqyWuSpk5CuUalXVZziSnr0N3LjW7T29Ntevt4659aq3Z6+AAQISw49p/NgoErOLrutGREo6AQsLgwsO+idddSv1sNFAoFydIkpWGPmmydvTtq8UytVZMsTVJqtKssfS8aNblL5uTmqTtO1y+ewKF48YVCoaBE9SIxhg6mzZaagct/+zSdeodn916w8I+VXD54DU8fTxr1qkPdTtV4/SyQlWM2OM3slColRr3jNoVS4dLHr1QpeXzTlzXjN3P/0iNyFs1K0/4NyJg7veTxN07clpTl1YcZ+HfxAYeR+osHr5jccQ5ms4XqPztrrpzYchaz0ezUN6vVxs1Tdyn8XX4uH7zmcI9qrZoG3WtK38wXxmdvyAuUzyM53dZ5aGOMgPgYTmw5y8R2s6J+SEF+b9gxZ4/kj1jnoaVyc+mRQkJx7dhN/v59icuU9ov7rsaqnWd3n7Nh8jaXZbSUKiUCOGXtKVUKlColSrUSq9lKtTbf0WZks6j9Hca1IlfxHGyavpOw4DDKNypNo551oi179/vcjvQsPwSLyYLJYEbrrkHnrqXT5J9jdS+uCHwZxJzeSzm59RwKhYLvmn1Lxwmt8Ejiwe1z99kwZTuvnvhT7PvC1O9aI9HqWCYk/r4BdC05gIgQPaJNJCQgjHl9l+F75znZC2dBIREFZAg3cmLzGYcXU7I0SclaICN3LjxwePFrdGqKVS1E1xIDMBvN2Kw2Hl1/yuF1J5l0YLhD2OfbiJxkaZOi0iij3I3vtnXj5B0nN48xwsTiQaskDXngy2BJO2HSm3j9LIBh63szv/9ydi8+iFFvIn/Z3HSf2SHGYhxfCp+9IfdO5kX7P1uwaNAqTHozoiii89CStWAmyZTt+GLRoJVOP6R3fZoKpQKb9b+swwpNEu6l8j5hweH8UWusU0jhuwQ8D+KXQr2YsHeoS4nTY5tOM7bFVCcVxndJni4pxasXZs+SQ1GzDq27llodqtB2TAv8HvuTIn0yPLzduX7iNkuHrebRdV8y583AzyObMvXoKMl2RVHk0JoT7F1+GHcvN6r//B3Fqxdhye3p7Ji/j4dXn5CnZA5qtKv8URFKJoOJbqUGEvgiOGohb+/SQ9w6c5fm/Rsyqf1sTAb77+rO+Qdsn7uXORcnRgmIWa1WVo3dyKbpOwl/E0HOYtnpOq0teUomjEsvPCQCfZgh3otVr5+8DWO40WEGZ4wwsmPuXrrNbC/polOqFLhL5Dg07d+AUU0nO2zTeeq4ceqOw8zUZrVhCDcy67dFTD8xltvn7jOz+0Jun72Hm6eOWr9URa1RYxAMDgMkpUpJWJD0jDLwRRAWs8UpQiZ/2dyRdUkdjbmbp46C5fOhddNGzYg/dWjnp+CzX+x8y42Tt9k2dy9hgfbRXaXm3yaoP7GOR0vXSRsCZMydnsLf5ad0nWKUqFHkk5bN2rlgP3//vthlxZm3KJQK8pXNzZTDzqqHEaF6fkz7S7QuIa+kHsy9/Bcp0ifjypEb7F9xFICqrSpQsHxeh4fhwr4rDK0/3uEz07ppGLG5H8W+L+zQbnhIBB0L9XYosqDSKKnWphK/u4ho+VD2LjvMjK4LnF56bp46RMDw3naVRkX9rjXo9Jd9FjCt8zz2Ljvs8FLXeWiZeWYcmfNmiLd+hr8JZ2K72ZzZcQFBIZAkpV37JDYZniEBoYQEhJImayqXIYBdSw7gzrn7Tts9krgzeE0vRjaZhD7U8bPQuGmYfXYcmfNljNpms9lonuFXAt8LPtC4qTHppWeHCqWChTem0rloX4ffrEanJnuRzLx+FsSb16EoFAJeybwYvLon43+eyfN7L53aSpo6CWtfLJC8zpD64+z5FlELpxqyFczE1OOj4yTz+znzxasf5iuTm/5LujFq6wCq/fxdgi8KpcuRxvVOEQKeBfLb7F8oVavoJ699GBoYJrmY+D42q43bZ+7x+nmg077zey5Hm1Sj1qlp3LseT276YrPaKFwxP73mdaLXvE4UqpDPaUQz+/fFTi8+o97E372WOLX9R62xTpVyLCYre5ce4t6lhzHeV1w4s+ui5MzFbDRjlZiKW0wWTm0/D9gN5J6lh5xmZiaDmdXjNsVrP4fWn8CZHRcwR7qV/J8GMKLRRB5ee+LynIhQPcMaTqBZho50Lt6fJqk7sNuFimWGXOkkF63NRnt1oaHreuPm5Yabpw53Lzc0OjVdprZxMOIADy4/lvw8XRlxiNTZn7TFyQ1oMpi5eeoeYcHhIMLPI5ux4tFs8pXJTbvRzSWKcGhpPfxHl9cZvqEvHSe0JnuRLGTJn5HWw5ow6eDwr8aIR8dn71r5VNy98IDrJ26TPF0yStUuSodxrRjZeJLLUbnWI3GqjwMUqVwAlcY55lcKpVpJeHC4k7aJKIou1VpUaiWi1cbq8ZsQENB6aJm4b6jTQ/0uT25K1958f3vAiyBun7kreazZaOHsrkvxFklweO0Jjm08LblPpVG5fBkmSWH3kT+//xKVRuVkgGxWG/cuxN8Lx/fOc26fvee0DmE2WtgweRt9FnUF7PHbe/45hElvotj3hdk8cyc3Tt7BYrJG3cuMrgvRuWvxSupJuhxpSJMlFQA/9q3H8c2nHV5Kaq2a7N9kZWiD8Ty69hSlUoHGTcP3rb+j9fAmki6tuM7gte4aGnSvyekdFyQXNoGomcCSwasoU7cY6XOkpeKPZbFYrCwcsAJ/3wCSpvah9YgfqdPxe5fXUqqU1OtSnXpdXGdKf6383xtyq8XKyCZ/cX7vFUSbDaVahdZNzV+HRjJo9e+S8adaNw11fnX9g0pochfPTtn6xTm59VzUVFWhFOw+/PeeM0GADBL1HItVKywZ7qfWqECwG5G3IVv6MD2D6vzJsvuzXPoWvZN78cY/RHL7uwS9DEahUkr75QW7JsrHIooi2+ftZUbXBdJRPQIkS5uUZGl9uHHijoOB0XloafR7HcAeXfK+cQV7vHy2wlk+up9vefXkNSqNymnQYLPaouRX1/21laVD19gTv0TYMW+fZFvGCCNjmk/F3csNs9FM8epFGLSqJ9kLZ2HYhr5M7TSXwBfBCAJkzJ2O22fuRd2/zWrDbLKwa+E+ytYvzjeVCzq1n71IFnQeumjXZ96iVCup1KwcLQc1IuB5EPcuPnRpzAEsFit7lh6i7ajmAFRpUZ4qLcpHhf/KuOb//tPZPncP5/dewRhhxGQwow/V88Y/hJGNJ1GmbnFWPv6bfGVyofPQ4u7thsZNQ/EaRWjxxw+J2u8By3rQa35nin5fiG+qFKTrtPaSiS/GCBOjm03B9F5kgIe3O3nLOutiWK1Wp5GqKELI61DuXnjgsj/1u1VH/Z4kqNZdS9N+9R22ZcgtPcUHe/hefKgwLhm2hrm9lkobcUCjVdN62I+8evw6yrCoNCrUWhWNetWJioZKksKbyi3KOdWPVOs0NBvQ4KP7+ZasBTNJRh+ptSoKVchHwIsgFg9ZjVFvijG9H+w6PuFvIjAZzJzbfZn5/ZYBUKJ6EZY/mM1q37nMPPMnj28+lTSsxggTK8dsBOzupR3z9rJ+8jYe33iKQqFg6PreToUp3kfrpqHrtHb0XtAZpUpprzfqFn1ZNavZ6lTiD5CNeCz4vx+R75y/32nBTxThxcNXvHjoR9qsqZl2fAz3Lz/i+b2XZC2UmQw50/Ls3gvWTNjC7TP3yJwvA80GNHQp8JQQKBQKKjX7lkrNvo3a9uDqI3bMdRyp2aw2jm04TatjnZl5+k9SZbJLhr56+pobx287tevKUAgKweXi6tLha1kzfvN/xwoCGp2aRr3q0LhXXYdjde5a2oxsxqJBq5zCznov6PTR5eYiQvVs+GtbtOqCKTIkZ0rHOQ7HCIJA5ZblaDOimcOxv8/5laSpfdg661/0oQayFc5Mtxnt4zXZKGlqH2p3rMquhQeifosKpQI3Tzca9qjF2X8voVQpcO2Fdo3JYGLXwgN0mdYOQRAQBAGdh5bhDSdhNbseHb98+Iozuy4ysslfCIJ95rp4yGpq/1KVij+WkQxXfBebKFKuYcmovzPkTMtfB4czqd1sHl6V9vvrPHWUruO0jgfYs5hXjt3E5UPXSZU5Bc36N5CcMfy/8n9vyC1maT+pIAgOQkjZC2che+R0+sGVx/QsNxiTwYTVYuPRtSec2HqO0dvilhYfn5iMZnYtPOByf7B/CJPa/82EvUMBuHv+gaT/V7SJCArBaTQr2kTylHSWgD2x9Szr/9rqYJQFhUCG3OloMbAh+1cc5eXDV+QsmpXiNYqgVCpp3Ksu6XKkYdWfm3j58BXZi2Shy7S2ZHKROBIXnt9/iULl2sjo3LVo3TROht5sNHNw5TE6T27jICusVClpP6YF7ce0SNCwtS5T25Ilf0Y2TN1OaFA4xasVpu2oZiRN7WNP9xc+fFRqMpix2WxRi37LR613Wmx+F0EQyF0yB6ObTnYa5OxauJ/n9/1cZtsKgoDGTU3r4U2dwl6TpfHhmUSlHrD70guWy0Px6oWd9r189IrORfuhD7PXuPW985zrx2/RfWaHjy7I/LXwUYZcEIQmwHAgL1BSFMUvTmS8SqsKrBi93mnV3Tu5F+ldFH2Y03upg4/QZhMxRhiZ1mU+i29OS9D+gt0HfO/iQ4L83pC7RHaSpPDm8sFr0RoZ0SZy5fB1TAYTGp2GFOmTSU6rlSolnkk9MEYYMYQbUSgVqLUqes79VbLi+KZpOySrvjy99YzmGTthMVkwhBvReWgdhJXK1itB2XolPv7DeI8kKbxd+m8VCoEf+9Vn92LpyA6lWknA8yBJffiAF0EcXnOCsDfhFPu+MPnK5IpXoy4IArU7fk9ticW8UrWLIrpI2HrLW9df4Itgp305imZ1iNzYvfhgtAvlGjcNhSvm4+y/F532GcKNPL3tK7noqVAqKFQxH+3HtpCMs986e7fLBLbM+TMyausASTfKspHriAjVO/xejREm5vRaSpWW5eNVdTEiVM/RDacIeR1Koe/yOxUF+Vz52E/gGvADMDce+pIo/PBbbY5tOIXvnRfoI8WOlColg1b1dPmg3jjp7JIAeH7vJUa98aP0U2LC3zeAgTVG4/fY3z7dNlr4sW99chbLhlqjirYaEPwXdZCreHbSZE3Fk5vPnGRgJx4Yxv2Ljzi1/TxJUyehdsfvSZo6CSe2nMUzqQcFyuWJeuBcySRYzBZMQeaoxVd9mIGnt5/zz4i1dJr0cZma0XFh3xUUCoXkS+q3ub9Sq30V7l9+xKsnr52Mkc0qkiqTs9Tt6R3nGfXjZERRxGy0sG7SVkrXLc7A5T3ixX8b5BfMur+2cWHfFVJlTEGTPvUoWP4/pUs3TzeGru/DiEYTsVisWE3/fccKpQKdh5bZ58ZjMpj57dvBmA1mLGYLSpUStVbNb7N/cbieK+VFgCwFMjJ49e/43pEeOYN9hP82o/ddbDYbvRd2Jk3mVJLn3T7rHMf+lgeXH7sUybp08Jrk92mxWHn58JVTucAP5ebpuwyoPgrRJmI2mlGqVZSqXZRBq3p+9Pd8+9x9/hm2hgdXn5AxdzpaD/+RAt/GX3nFjzLkoijeBL7oLCmdu5YZp/7k5LZzXD58g1QZk1P1p4rR+mo9k3pijHCOzVZrVDEuAn0swxpO4Ont5w4/7PWTt9FrfieXi3tgf+ALVsgX9ZLZu+wwr30Do4yZQqnAJ1US+i3pStb8mciaPxNVW1UAYNW4TSwfuc6u9S2KeCbxYPzeIWTMnZ58ZXLz8MoTSaP4PmajmQMrjyWoIb9y5IbkQ6/WqlBE/k5bD/uRc7svO7gNdB5aGveu6ySfajKYGNNiqoMrxhBu5NT285zYcpZyDUt9VH8DXgTRqUgfwt5EYDFZuH/pERf2X4lyG1gtVhb+sZJtf+/GYrbi7uVGvrK5CPZ7Q5DfGwqUz0vrYU1In8M+e5x/5S82Tt3B7XP3yF44C41+r0O67PacCH2Ynmmd59vjtiXIVjgzcy9OAiBlxhQuR+3Br0Ikf2tKlZL9y4/QclBjyfPyls7JhX1XJPdZTBauHb8ladySpUnKq8fOriCr2Yp3iviRU7DZbAxvOMEhQs1itnJm5wUOrDwW9Sx8CNeO3WRAjTFRv7fXvgHcOHGboevt+v3xwSdbDhYEoaMgCOcEQTjn7++snpaYKFVKyjUsRdepbWnSu16MC26NfquN9r0HXuOmoUb7ygmafPD8/kue3PB1MlSGcCM75u2j57xf0bppnHzEbp46kqT0pveCzoB91Dq9i/2BfvtAKlVKClXM55SFefHAVVaMtgsqRYTo0YcaeP0sgIE1x/D8/kv2Lz/iZMQVSgWJ9W5Plz01aq1zsphKoyZlRruuRrZCmZl0YBgFy+dF664hdeaUdJz4E62HOSebXDlyU3KgYggzsPefwx/d39XjNhEW7Fi70xhhYsqvc1k+ej1TO81l6+x/MYQbo6I6Lh24Rvs/W7Li0d8MXNYjyogDpM6cks5T2jD16Gi6z+wQZcTfvA6hc/H+HFh1zMkIa3RqPH08HIS83L3c+GW8swY84LK8ntVsL+XmivcXvt9nQPXRPLz62Gl7s/4NnF6waq2aUrWKOigzfgz3Lj6UdMkZwo3sWrj/o9r+u9dSp7UGo97E7J7S0swfQozDR0EQ9gFSaY6DRFHcEtsLiaI4D5gH9hT9WPfwM6RRrzr4PfFn14L9qLVqTEYzZeuXoOPE1gl63bDgcJfTz5CAUKq2rEDeUjnZOns3T+88J2WGFCRP50P67Gkp36hUlI975diNTtmKZqOZ45vOEBIY6vBwbJ29WzKqJ+R1KPP6LpPUKRdtIho3jdM1AIpXL0xYcDg2qy1BxKlqtKvCmvFbHBZfFUoF3sk8KVL5v4XoPCVzMllCuuB9opPwVSg//m11bvclSVeH1Wxl5egNknHsxggTy0aud4raeHDlMStGr+f+pUdkKZCRFoMakatYdvb+c4jJHedKG2ABsn+ThdHbBjoZxUIV8qLz0EpGK7ma/UX3nXr6eFCuYUmObZI29iaDiRVjNjB4dS9sNhuXDlzjya1nZMmfkZ9HNWXp0DUoFArMZgvFqxWm39KuLq8VV2xWm6TKatS+j+DBFeeXE8Dzey+wWqzxUss2RkMuimLVj77KV4ZCoaDb9Pa0HvYjvndfkCZLyk9SvCBrwUwuF5lK1y3GobUn2DxjJ7fP3kejU2Oz2kiTNRXj9wxxWKh8+eiVZPsqtZIgvzcOD3SoC/EiQSHw8NoTycQeURQljTjA2Z0XabLyGAgCmfNmoN/SbvEatpk8bVLG7R7MuJ9mEPDc7jrKUTQbg1f1/KDZUoH3NGXeovPQUr2NtCRvXEia2selP1rKiL/lxX1HHZIbJ2/T7/tRUZWint9/ydndl8hfNg8XD1yVlCgGQASVSiU5ss2UNwMancbJkKu1ajx93HnzOtQpmSomWdg+i7rw4Mpjnt/3c+6KTeTc7svcvfiA8T/N4NWT11GGLl2ONCy9O4MgvzckS+PjUgjuQ8lZNBsardpJb0brrqXaz999VNtJUnoT8MzZFevu7R5jGGdskSPtPwLv5F7kK50rVkbcarWya+F+upf5g64lB7Bl9r+YTe+WnhLRhxtcysmCvXiBVAksm83Glhm7mNBmBteP38ZishARordHGNx6xqimU+x9sFiZ2/cf/J8GSLZvMppJkyUlLx74sWDgcsa2nEaK9MnQuDm7KqwWGzmLZYt10Ym3BPuHYDFb7f7gy4/o9d1Qly+LDyVfmdwsvTuDxbens+LxHKYfHxMVPx9XNFo1Q9f3QeehReeuRaVWonXXUKlZOUrVLvrRfW3Sp16cy5oJAuR4r0Tg7N+XYIz4T91QFO36Jxf3R2PEsa8d5JNIDAO7u63Poi5o3TUoI911WnctqTImZ8K+oaTLkcauzeLtjkanpkmfepSpKx0H/haPJB7MOP2ny7WkiJAIupcaiO+d5+jDDPYkvTADT274snjIarIXzhLvRhzs9zpkbW90HtqoxCWdh5aC5fN8tCFv1r+BkytW666l0e+142198aPUDwVBaAjMAFICwcAlURRjFDr4EPXDLxlRFBneaCLn91xxkILNWyonE/YNZf/Ko8zvt5w3/m/Qeeho2q8+zQY0dPqSH1x5zG/fDopR9fB91Fo1yx/OYsWYDXY9ZhejZZVGRaPf67B5xi6sZisWswWdhxarxYZCKWCMMKFQCKi1arpOb0eeUjnpXvqPGItqRIfWXUOHca1o0O3zFvgPCQzl2IbThL+JoOj3haJyCj4Wm83GkHrjObPzQqzP0bprmXpslIMmTQ1tsxgjlqTwTOrBgmtTSJ7W9WDkya1nbPt7N68ev6Z49cJUbV0RNw+dXfr33H2CX70hT6mcJEnhDdh/76d3XGDP0oOIInzfuiJl6hZ3+D1P7TyXfcuOuPwtSqHz0LItdHmc7zEuBPu/4eCq4wT7h1D4u/x8U7nARxtbURT5Z8Q61k3aiiKyqHidztX4ZXyrOM8SXakffjEytl8yN0/fpV/VEU4GWOep48c+9VgzYbOTmFGLQT/QavB/q/82m40/W03j0OoTcb6+zkNLk951WTZyfYzHKlUKJ3eJRqemePUi2Kw2fFInoW6nauQqZo+vvXz4OuNbz3A5yo8NDbrXpOu0dh98/pfMnN5L2T53r8uXoUqtJHuRLIQFhRP4MpicxbLRccJPDoUaAJqk7UCw35s4XTt7kSwMXdc7akE0vpjUfjaH156I+r2/LQLTb0m3qGOsFitLhq5m9bjNsW5XrVWzU78yXvv6KTHqjbx+FkiytElx89B9UBtfvIztp0Qfpufa8Vs8u+c6ljYuXD1yQ9LfaQgzsGXWv5ILjytGrcdq/W+EtWL0+g8y4mD3oa8eH7t1aamwQZPBzLN7Lxm1dQC953eOMuIAhSvm5597MyUXuQSFgEqtRKFUkDlvelRq59GHm6eOfGVyA3Dv0kPGNJ9Cx8K9+euXv+Pt8/9cCQ+JYNvfzovJ72KxWMlWOAuLb09na8gy/jo4wsmIv3jgR8FyeeMU+lqqVlFmnRkX70b8zvn7HFpz3GHQYgg3cmT9KW6/o4euVClpN6ZFjPorb1EoFfHiykpMtG5a0udI+8FGPDr+71P032f95G0sGbIapVqF1WwhW+EsjNzSD5+UrkMSRVFk37IjrBy7kcCXQeQqnp1fxreKMng+qZKgUCqcpr5aNw3hwRGSbVrMVm6fuUe+MrkRRZE10RhiqVE0vE2X1qBQKpx0TaRQaZTYrCKihDF383T941OpVYzfM4SBNcfYhZ2sNgwRRgRBwGK2otGpeXzzmVMVGpVGRfJ0SSn3Q0kuHrjKkHrj7NV6bCKPb/hyeM0Jph0fTdaCn07D5lPi98hfUibBAREOrjpGiRrfUP4He8y6yWjmxOYzvHzkz62z9zi784J90Szya3P1e1AqFaAQ6PzXz9RPIFfWhb1XsEjIA5uNZs7tvuSQKSkIArU6VGHngn0OmdUarRohMoT1bVawu7c7Xaa2TZA+fw3II/J3OPvvRZYMXYNRbyIiJAKj3sSd8/cZ/sPEaM9bO2kr07vMx/fOcyJC9Fw6cI1eFYdx//IjwB5RIKVNISgVeCbzcNnurdP3APtDYJQI83tLuYalcPdyi1LpU2mUuHu7UfOXKsw88ydhQdIJIO+iddOQLE1SMuZO52RwdR5a6nWOfukjU74MTDowjD9W9MAtUor2bUTDW0P1fshawfJ5mX5yLGqNmuld5mOMMEUdY7Pa0IcZmNPnnxj7/jFYLVZW/rmRZuk7Utf7J4bUG4fvnecJes23pMqUIlYFQgzhRrbN2Q3YR9+tsnZhcsc5LB60iuMbT2MymDGEG6N0g1yV7sucPyMrHv2dYEYc7JEYUjMDlUaFRxJn6YNfxreiRPVv0OjUeCSxL5qWa1SKVU/n0Omvn6nfrQZdp7VjyZ3pX019zYRAHpG/w7q/tjlNc61mK3fPP8DvsT+pMztHPpgi3SCG984z6U0sHbaGn0c0Zd+yI5LX6za9HTdO3mbnfOeEA5VGhVcyu7C/WmuXDXC1mBXwPJBlD2exf8VRXj15TYFv81C6TrGo+NQU6ZPxWiL8SaVVUbJmUYwRRop9X4hav1Ql5HUovSsNj6zaImK1WKnUrBxVf3Kd2bZx+g6WDF4N2EPmYht3a9Qb8UrqiSHCKBmOBkgqNMYnkzr8zdH1J6PcW6d3XODq0ZssuDaZFOk/3nCYTWaWj1rP9jl2P3jhSvnpPKUtGXKmxdPHg2o/V2Tf8pgX/d6WpPuz1XSCX72JNovXFYEvg0iWxudDbiPWVGhSmnn9nF++ggAVf3SusavRaRi+sS9+j/15du8lGXOnizLYUrozMtLIhvwdgvyCJberNCrevA6RNOSvfQMko7tEUeTuhYec3XVRMuFDqVQQ+CKYVkOasPefw04jM7VGxbeRMqCiKGKzuo5IMBnNeCfzomH3WpL7245pHjXifYvWXUP/f3pETdff4uHtzrIHM7l88DqBL4PJVyZXtH7UoxtPs+iPVR8UuSJG2nu11i5tYJKQnn37MksIXj8L4PCaEw5uJ1EUMYQb+GfEOnrN6/TR1xjTfCrn/r0UleJ/dtclbpwYyMIbU0iWJindZ3bAO4UXW2b8iz5MD4Kz8qTWXUOl5uUIDQrj7oUHH2TEAUJeh7Fj/r5oq+x8LD4pkzBsfR9GNZ0Sld0riiKDV/eKNmM6deaUks+X1WJl1Z8b2TxjF+EhevKVyUWXqW3jLWroa0F2rbxDqVpF7RVy3kO0iWTJL13mLGnqJNhcTGXTZkuNzkOHUmKRT6lWovPQkjJDcgav6YWblw53bzfcvd3wTOrBmB1/4O71n4siuuCi99Pq36da6+/oNa8TabKmQlDY9ahFm8j0LvNZMnS1Qzw7gFKppGjVQlRtVSHGxbCVYzd8kBHXumup0a5y1PVqtqvstPD1Ntb2XURR5NCa4/StMoKe5Qazbc4ep/7HlkfXfdHopGPk/114gEntZ0cb1x8Tz++/5Oyuiw46LaIoYtSb2Pr3HiBy0W90CzYHL2WXcTXDN/RF666JWhjWeerIkj8jtX+pGusya0q1UjJL0WazsWjQSodF9ISgRI1vWO+3gMFrejF49e+s91v4wZoiUzrNZfX4zbx5HYrFZOHK4Rv8Xn4Iz+87F2b+f0Y25O/QuHddvJJ7OWh1aN21dJr8s6SEK9iV6aq3qyRRKFbDT0MbU6FJacnzTEYzz++/RB+mp2y9Eqz3W8iw9X0Yubk/614ucFC/U6lVDpEi76LSqGj4W23JfQAvHvpx79JDKjQpw8zTf+KZ1AOT3oTJYCb41RtWj99M84ydGNpgPGd2XYxzTcaA50HSOwS7b13noUWlUaFUKdC6a6IKGxSqmI/qbb6LOrzjpNaUrV8CjU6Ne6SvtFaHKk73NvmXOfzV4W8uHbzG9RO3mdvnH/p/P+qDjFO67NKl3ODtC+MEe5Z+uJ7Kg6tPJDP3zEYzt0471i0VBAGlSknZ+iWYe2kSjXvV5fufK9JrXiemHhuNRqfBO5kXWQtmcqljo1Ir0bpp7JopLr7G0IAwWmTqJKlpEp9odBpKVC9CiRrfuHx2YiLIL5gDK45JFL82sXbS1vjo5leDHEf+Hm9eh7Bp2g7O/HuJFOmT0bhXXQpVyBftOVaLlfkDlrN9zh6sFhtJUnjReUpbKkaWLTu26TR/tpqOxWi219WMRKNTkylvBmae+TPGxIBrJ24xsPpoTEazfQYg2I34pP3DyF/WWTHO3zeAYQ0n8PiGLyqVEkEpULx6EU5uOesySkLnoaVe1xr8Mq5VTB9TFCMaT+L45jNO032vZB4MXtOL176B5C6RnWRpk3JozQmCX72h8Hf5Kegi9T3wZRB+j1+TPmcap7Txxzd96VK8v5MLRuep448Vv8WYVSjFwJqjuXzoustFx5xFszL73IQ4t3v9xG2G/zCR4FfOsd0qjZKGPWrRcYKjNo/ZZNe7uXvhARlypeO7pmVx83SsYfr4pi+/VxiCOXKBU+ehxSu5J0UqFSBF+uTUaFuJdNnT0CZ3D5dFHMDuspp6bBSZ8mSI8719Kq4evcmQeuMIf+Mc2ZWzWDZmnx2fCL1KXOSEoE+AxWwvouCRxN3JSJ3afp6RP/7lFL3i5qnjj5U9KV2nmGSb+nADU3+dy9ENpwD7VDxD7nSUqVucup2qSaYri6JIhwJ2Tel3Fx4VSmmd7nfR6NQsvjUt1intj2/60r30QIzhxqiXlNZdQ/dZHaj+c/xWb9k2Zw9zey+VLONWv1sNuk1vH+c29eEGJvw8k2MbT0vuz5A7XZyLhbx5HcJP2bq6LHDh5qljwbXJDp/xm9ch9CjzB0F+b9CHGdB5aNG6aZl2YrSDuiHY8xwOrTnBy4evyF0iB6VqF3USXjq26TTjWk2PtuSdWqMiS4GMjNjc/7OMCHn9PJDW2bs5hc4qlAq+b12RPgu7JFLPEg85IegToFKr8PTxkBxpPrr+VLJqvT7MwO2z91y2Obb5VI5tPI3ZaMFstETpp5SqVdSl5sSdc/d59TTAyWi/LeMWHUqVgsuHbjieJ4pcOXKD9ZO3cXTjaQefdOa8GZh9djwVfyxLqkwpKFghLyM29Yt3Iw6QJIVXlObHu6i1qg/W33Dz0DFkbS98UjsvxKm16qhZ1VsCXgSxafpOVo/b5NI9cWDlMawuXphpsqbir0MjnF6UCwau4NWT11HG3xBuJCQwlL/a/+3cZ083aravQtvRzSlbv4Skel65hqUYvKZX1DqLFGaThfuXHzOw5ugYXWqiKHLxwFWWj1rPzgX7CQ+Rzn+IT1KkS0bZ+sWd1k7UWjVps6dhVNPJ/N1rCU9vP0vwvnzuyFErn4hUmVKg0WmcRmk6D61kVRqwR1Wc33fFaRRv0ptZPX4zw9b3kTwvyO+NpJiVKIooFEJ0GkoICoVDpIhRb6R/tVHcv/wYi8mCRqvGzUvH1GOjSZPFXgkmQ650/LGyZzStxg/vhlS+y9sR2oeiUCgYuKwHQxtMwGqxYDFZ0XloSZEhOU361Is67sj6k4z/eWZkWKaN5aPWU+uXqnSe0sbh5R3wPFAyAkelUVG/aw1yvid4BXBsw2mn6CbRJnLj5O0PrjpVuk4xus/qwLTO81zq89isNvwe+XP/8iMH7ZZ3MRnN/FFzDHfO3ccQbkTrrmFen3+YeGCY5L3EJ/2WdmfhwBXsmLcPk95IlvyZ0EcYWP3nRgzhRpQqJTvm7uWPlT0pWz/+Swd+Kcgj8k9EuYYl0bppHB54IdLPLRVfC/DqaYBkkQRRFHl+z/Wqfe4S2SUX8bTuGhr2qEWOolldjsxVahXFqhWK+nvV2I3cPf8AQ5jBrqoYqifwRRDjfpru8voJhUanYcK+YaTMkDxSdc8e4TN0XR9SZZR+GcaWolULMf/qXzTuVY9Kzb6l6/T2zLkwIap+Z/ibcCb8PDNqodhqsWLUm9i1cD9Xj950aKtQxfySmbBKldJhEftdXM+UBIRYlBm7cfI2s3suZk7vpQ6p8BV/LEPWgplQS0TnvNuvoGh0WrbO+pdbp++iDzNEhmcaCQ+JiCp/9/imL8MaTqBxqnZ0KPA7+ySKjXwoGq2azpPbsC10GbtMq6nSqjyBL4KjXkxvv4eJ7Wa5LKT+/8BXPSJ/cusZ22bv5tUTR9W2xECj0zDl2Gj+bDGVh1efgCCQMXc6Bq74zeX0N3Pe9FgkUuuVaiUFXBgEsGtcN/qtNptn7or6wau1apKm9qH18Ka4e7lh1Bs5vvkMU36dZx+liyLuXm6M3j4Qtea/h3730kNOi6OiCLdO3yUsOBxPH9eZqQlBjm+ysuLx39y7+BCzyUKuYtnirfhu2qypaT+2heS+c7svO1VeAjBGGDmw8qjDgnjx6oXJXiQLdy88iIq40LprKVq1oJNOyluqtCjPjvl7HRZdFUoF31QpgEbiZf4uc3ovYfvcffZZgADb5+6hce+6tBnRDLVGzV+HRtAmVw9ePXEulwb2EXfuEq6LDO9eclDS1x74MpgL+64wovEkDGFGRFHkzetQpnWah99jf1oOahRtv+OCIAgolUoOrT0hOduxWmzcv/z4iymWHN98tYb81PbzjG42GYvJgtVi4/y+K6yfsp3ZZ8fhkeTTGp+3ZMiZlllnxxP06g2IYox+XY8kHjT6vQ6bpu+MMsgKhYDOXUvTvvWiPbfd2BbkKp6dTdN3EhYUzrc/lKRRzzpRLw2tm5bKzcvzbYOS3Dh5B627ljwlczgVmTXqpSNcrBZbtJXYExJBEBJ8Si9FbDNWFQoF4/cOZdvfu9n7z2GUKiU121ehZnvXhSjajmnOtRO3eHbnBWaTGbVWg1cyD3rHsKB379JDe9boW+Mm2isIrZu4jaqtKpIhZ1rUGjWhLopkAzT+vU60JdNcy7iKbJuzxy6t8M4I3BBhZNWfm/ihZ+14Hzi5e0oPemxWW7R6QF87X6Uht1qsTGw7yyH+1BhhxP9pAOunbOfn4U0TsXfEWBP0XdqObk76HGlZ99dWgv1DKFKpAG1HN4sxqkQQBMo3Kk3BCnk5s/MiCqVCcrqrddM6lQx7F58UXoQGhDq3rxB48cAvSoP6aydVphSSafRKtZLKLco7bddo1TTqWYdGPevEqn13LzdmnRnHpYPXeXD5Eemyp6FU7aKYDCa2/b2ba8dvkTF3Omp2qBqlHf709jOmdponOVoWRRuntp2LqpOZJmsq+0zwPbRuGtqMahZt36q3+Y7Fg1c7XSd52qQ8uvZE8gWnVCl4fu9lvGdg1utagzvn7zv4/AVBIHXmFGTMnS5er/Ul8VUa8ic3fSXV/sxGM0fWn0p0Qx4XBEGgettKVG8b9yiQXYv2M7PbwqgFQqvVRr8l3ZwiMaIjWdqkPL3tLCKlc9dGO8p7n8CXQTy5+YwUGZKTIWfamE/4zFgzYYs9W/K9d6EgCOQrI11hJ64oFAqKVilI0Sr2F2uQXzBdSgwgLCgMQ7gRjU7N2olbmXhgOCEBoYxoNNFlToBoE9n2925O77hAzQ5VKPxdfklD7pM6idMs7H3qda3Bqe0XuHX2HqYIIxo3jb2izrreLPxjJc/uOq/XmI0WUqRP9gGfQvRUaFya68dvsWPe3qiMac8kHozc0j/equ18iXyVhtzNy83ltN/D23U41ufM6+eB7F16iFdPAyhSqQDfNigRrW/4xQM/ZnZfFPmg//ewT2gzk0IV88V6VlC+cWlunbnrNBq1WqzkLR2zAXt6+xmDav/Jiwd2USxBEMiQKy1jdw2Kinr5Erh56o5ktqRCqSTwRdAHl5KLjsVDVhPkFxwllvb2u5zw8wzCgsKjFdqymK08v+/H8/t+3Dpz1+VvJfBFMAEvgqKtEGQxWylTrzjhbyKwWq2Url2Mpv0b4O7lRss/fuDqkRsOfdHo1JStXyJBZmuCINBlalsa96rD9RN38EnlTaGK+T6oHuvXxFdpyNNkSUXmfBm4f/mxc3HYz7ykmBSXD19ncJ0/sVpsmI1m9i8/wupxaZl8ZKRLH+ShtSck49YFAY5tPE3dTtVide3qbSqxbfZuXj565bBw9/OIH2Nc6NSHG+hRZpBdSTESURR5evs5fSuP4J/7M7+YUVSKDMkJfBnstF202RJM2OvklrOSipfP7r1EFYfK64ZwIwjS4YdKlcJl4hJARKieriUH4P/0NcYIE4Ig8OzuC9JkTUXN9lUoUC4v/ZZ0Y2aPRZGKmVCpeTl6zOoQ6/59CKkypUyQl+eXylcbfjh8Y1/SZE0VJUal1qqp0a4ylZqXS+yuxQmbzcbYFtMwhBuj3EX6MANPbvqyefpOl+eZDSbJpBSbVZTURneFzl3LjNN/0v7PlhSskJdyP5RizPaBNOkd/WIrwJF1J10aiYCXQdw4eSfW/UhsWg5u5FRAV+OmoUqrCk5p9PGFy+o5ouhSzMvNS/rFLgiCpO6Lu7cb6bKndtmH7XP28OrJ66iXuCiKGCNMzO65OEq6uULjMqz2ncvyB7PYGLCYPgu7fLC+isyH8dUa8lSZUrLk9nTG7hxE7wWdWXp3Bl2ntfskI8DLh64zpN44uhTvz5KhqwmRWCyMLU9vPSNCIovOZDBzYOUxl+eVqVdCUtlPEKBUnbiVzHLz0NGwey0mHxrJsPV9KPxd/lid5/fI33VkiyhKjnA/V8rWK8Gvk37CI4m7vdK6Tk2VFuXoNiPusgCxpXbHqlHFQt6iVCn5pnJB8pTK5ZTlqvPQRopUOX/vWjcNXkk9o15GSrUSrbuWvou7ResjP7bptGS4n0Kp4O75B//9rVCQLE1SdO5xT1yS+Xi+StfKWwRBoMC3zoJSCcn2uXuY0/ufKGnXR9ef8u+iA8y9NOmDfIYWk8XlgpZUstBbchbNRs32Vdi18EBUfLFGp+bHvvWdtDsSilzFs6PWqiQFqWw2Md4WCT8VdTtVp2b7Krx+Foh3cq9o09/jgyZ96nHz1F0u7r9qL30GpMyYnH5LuyGKIv2rjeLlI38UCgGz0ULVVhWo360GJ7c66xgpVUrmXf2LoxtOcWHfFdJmTUWdTtVjXHiWqsUK9nA/Tx/nij8yiYMsmhWPGPVGGqfuEFXN5S1qrYrGverSbox0sonNZiM0MMzuAnonGefuxQf0/34koYHOpdq07hq6TGlLrV+qRtun6yduc2jNcRRKBVValncph5sQWK1WuhTrz4Orjx0WCgWFwA89a9Np0s+frC9fMg+vPeHehYekzpLSQTVSFEXunLuPv28AOYtlY8vMXWyZ+S8KpQJDuBGFUoHGTY2HlzsjNvdzmYwUHef2XGZEo4kO4X4KhUCG3OlYcG3KF7PG8bUgqx9+Am6duUv/aqOICNE77ctWKDNzL01y2r7nn0PM67uMiJAIFEol9bpUo2GP2oxoNJHbZ+87Hf+WnMWyMePU2M9+tT4iVM+SoavZvdieHZgsjQ/txrSgSsvyshGIR3Yt3M+s3xY7FPlQqZXkL5eXCXuHxBhiGB2rxm1i+ch1qDQqbDaR5Gl9GLd7yBcVdfS14MqQf9WulU9NkpTekmXdAJKl9XHadnrH+fdKsFnYOns3e5YeJuR1SLTXyl0ix2dvxMGe6NJlSlu6TPn6KqAb9UZ70YzP4HtYP3m7U6Umi9nKjRO30IcZojRjPoTmAxpSu2NVbp2+R5IUXuQqnl1+CX9mfLWLnYlB2qypyVEki1NpN627NirD7l3+GbHOKRbYGGHijX9ItKXd1FoV2QpmirYvoijGm3BRXDm7+xLtC/xONdWPNE3fkS2zdiVaXxKC83sv0yZ3D+p5t6aBz8/M6bM00QWbQoOkk7MEhQJ9qPMMMa54J/OiZM1vyF0ih2zEP0NkQx7PDN/Uj5xFs6F10+Du7YbWXUu7Mc0k62r6Pfb/oGtodFoqt3ROCwf7KHFGtwXU9WxFdXVTepYbzIMrMZf1EkURv8f+vH4e+EF9esvlw/aInSc3fBFtIoEvgvi711LWTNj8Ue1+Ltw+e49hDSfw7K69aIch3Mj2v/cwtfO8RO1X0aqFJMMLvZJ6kDxd/GdYynxeyD7yBOLZvRcEvwohW6FMLuOMB9QYzfk9l+PUrs5Dy9xLk1wWRR5YczRXDt9wiHRRqpSM3NLfZQHc22fvMabFVAKeByHaRDLny8DgNb9/UHRLm9zdJVO21Vo1W0P+iTelwsRiWMMJnNx61mnGpNGpWeU7N1rxqYTE77E/nYv1wxBmwGyyoFAIqHVqhqzpRana0tWnZL485ApBn5j0OdKSv2zuaJNF2o1p7pRkonXXUrJWUXQezvG4uUtkZ8mdGS6N+NPbz7h65KZTuKLVYmVo/fGc3Ob88gz2f0O/qiN5cd8Pk96E2Wjm/uVH9Kow9IPcBc/v+0luN5vMvHn94fH0nwtPbvpKur1UGpVLmdhPQerMKZl/dTINf6tN7hI5+K5ZOaYeGy0b8f8Tvuzh0RdOrmLZ+evgcBb+sYI75x+QMkNyWg1pQsUmZTix5Swbpmwj2D+E/GVz0/C32mQtEL1f/Ont53b/vIRL1GqxMrXTXErVLuoQwbBv2REsFufKNPpwI6d3XODbBiXjdE/vF2H+bwd4J0+YVPZPSc5i2Xl+76VDEW2wx/unzeY6Q/JTkDxtUn4ZH/vC2bElyC+Yw+tOEhGip0SNIokiISwTPbIhT2Ryl8jBhL3DnLaXrV8izqWrMuXNgEWiMtBbwoIjCHwRRIr0/xXa9XvsLy3Ub7bg7xsQp+sDJE3jQ5BExqZHEneHGPkvlZaDfuDk1rMOcdVady31u9X4qMiQz5XTO84zqulkRNH+slo5diOVm5fj93m/Ri162mw2Luy7yv1Lj0ibLRVl6hX/Kr7rLwnZtfIVkSFnWopWLWSXW5VAtNpwey8bsUC5vJKC/AqlIlbqhu/TeXIb1FrH8YFKraTbjHZxbutzJHO+jEw+PJJCFfOhddOQMkNy2o9tToc/WyZ21+IdQ4SR0c2mYIwwYdKbsFltGCOMHFx9jLP/XgIiRbVKDGBk40ksHryKSe1n0zp7N149TTw30/8jsiH/yhiythfFqjlHyKi1KkrXK+40avy2QQnSZE3lkO6vddNQqEK+DyqbVanZt/RZ1JU0WVIiKARSZ05Jn8Vdqdrqw4sjf27kLJqNvw6OYHv4ClY+mUPDHrW/ypC8ywevSUbCGMKN7F12GIAlQ1fz+IYv+jADVosVfaiBwJfBTGw761N39/8a2bXylaHRafhz5yAWDFzB5uk7UWvVmI1mCpbPSx+JsmEqtYqpx0azdsJmDqw6jkqtpNYvVWnQ/cPlfis3L0flL0xlMiEwGUwc3XAa3zvPyZI/I2UblPjqXA4HVh5zKuJis9q4euQmhgijLKL1ifio8ENBECYCdQETcB9oK4picEzn/T+EH34OhASG8vi6LykzJpfTqT8x/r4BdC/zBxFvItCHGXDz1JEkpTfTT46NU6m/xMQQYeTHNB2cpIh1HlqGrO1NyZrf0ChlO0l1T6VKyaagJYlW7PxrJaHCD/cCBURRLATcAQZ+ZHsy8Yh3Mi8Kls/71RtxUbQhGk8j6rcjWnwTuzsATOs8j6CXwVFGUB9mwP9pAHP7/JPIPYs9Onctg1b1ROuuQeOmQaFUoHXXUKlZOUrUKAJAxR/LoNI4TuwFhUDe0jllI/4JibeEIEEQGgKNRVGMcdVHHpHLxBeixRcxqDXYgiIVFs3g9gOC94hE81vbbDZqaptLFiXWumvZHrY8EXr14QS9esPhtSckww9Dg8LoUXYQAc8D0Yca0Hnq0LppmH5ijMt8B5kP51OIZrUD1sRjezIyMSIGdwPrc+Ado6nfAppi4FY/0frl6h3yJa6JJk2VxGWJRK+knsy/8hcnt57j3qVHpM2Wmoo/lpFH45+YGA25IAj7AKlX6yDxf+3de3CUVx3G8e9vN5vNQggXoWVIuHQKgimD1MpNbm2hysWh0hakYx20dCpKi8zUERSd/lFwdKrFYXC8VG1naIB2hIoUmUKrhVouIogxbQwilCFSoEBaEpJsssnxDzKFkCUmkOzJu3k+f7GX4X3msHnYnPd9z3Fuc8N7lgMJoKCZv+dR4FGAAQOav7FFpCVc4gQkjtKoxAGowlW+gHkq8lAoxJiZd7Bv68FGOyRlRMJMemBcux03XhVn50t7OHzgKAOG5TLlSxPo2r35fVXbQkYkg4n3j2Xi/WPb/ViS3A1PrZjZfGAhMMU513RPsiQ0tSJtwdUexp2fC8k+duHBhPpce0/T9nb+VBmLP7OcC+fKqamqITOWSe9+vfjpWyvaZT2WsjMf8tiYZZSfq6CqopqsrlEi0Qird68k7+P92vx44ke7TK2Y2TRgKTC5pSUu0mYybgWygKs/elHIuv7LJ9tCr749eb5kNXtfOUBpyUkGDR/AqOkj223t8me/vZZz/y376DeA6otx4pU1/GTBz1n15lPtckzpOG50jnwNEAV2NJxY2uucW3jDqURawCwMPX6EK3ucSzN7CSAG4b5YV/8bWWREMpgwe0xKjrV78/4mG10753hn72Fqqmu0q32au6Eid861fhNAkTZk0cnQewuucj3UncSiEyA2C7POdbIt2R2YcGkDcgsF8AyrtIpu0ZfAs4yBhHKWEeq5Gusyt9OVOMDUhyY1WeMmnBHm09NGpt3dpNKUilwkDXx1xTxuHXkLWdlZZGZFiHWLcfOgPjzxrGY6OwOttSKSBmLZMVbvXsk/3yzmaOFxcgf35VP3jOgQG0NL+1ORi6QJM2PEpHxGTMr3HUVSTFMrIiIBp2/kIpJyZac/4Lnvb2DP5v1kxjKZ+bV7mPutWYHfnNsXjZqIpFRleRXfGLWUslMffnTte8FTv6Nw5zus2LJMZX4dNLUi16Xk3FleLCrkjXePUVffdJU/kWt5be0uys9fbHQDU011LQe2/4PZvb7C+h++TFutytpZ6L8+aZVEfT2Lt73CG8ePYUDIQuREo7z4wBfJywnGhgniV9FfiolXxpO+Vn0xTsGKjXTplsW9i/wusxAk+kYurfJC4SF2Hj9GdSJBVSLBxdoaTl+sYNEft/iOJgHRf1huoz1irxavjLNu5aYUJgo+Fbm0yvqiQqoSiUbP1TtHybmznK6o8JRKgmT6I1PIiDR/ffsH719IUZr0oCKXVonXJZI+HzKjpq4u6WsiV+rdrxdPv/4kA/PzrvkeLb3bOipyaZWZQ4aSmeRuwY/FupCXk+MhkQTR0FGD+XXRKr67bgmZscYrM0ZjmSx8Zr6nZMGkk53SKgvvGM32/xzhvYpyKmtriYbDhEMhVn1uhrc9MqWpI38/xusFu0jU1jF5zjhuGz+sQ/773DVvPD1uyuG5722g9N8n6T80l4dXPMgn77zNd7RAabPNl1tDOwQFWzyRYNuRw+wtPUH/7t2Zkz+cm7pm+44lDdb9YCPrVm6iNl6LcxDtksln59/J42se8R1NbtC1dghSkYukkVPvnmFB/hJqqmsbPR/tEuXHf3qSYaOHeEombeFaRa45cpE0sm/rQUgyhVJTXcNbv/+rh0SSCipykTQSiUYIJdkRKBQKEcnSBhPpSkUukkbGf2EUrr7pdGk4EubueRM8JJJUUJGLpJHuvXNYunYx0VgmsewssrKjZGZF+Poz83VtdhrT5YciaWbifWMYedcv2bf1IInaOsbMuJ2eN/fwHUvakYpcJA1165nN1Icm+Y4hKaKpFRGRgFORi4gEnIpcRCTgVOQiIgGnIhcRCTgva62Y2fvA8ZQfuHm9gbO+Q3imMdAYgMYAOu4YDHTO9bn6SS9F3hGZ2d+SLUbTmWgMNAagMYDgjYGmVkREAk5FLiIScCryy37lO0AHoDHQGIDGAAI2BpojFxEJOH0jFxEJOBW5iEjAqcgbmNnTZvYvMys0s5fNrIfvTKlmZnPM7G0zqzezwFx61RbMbJqZlZjZETNb5juPD2b2WzM7Y2ZFvrP4YGb9zezPZlbc8HPwTd+ZWkpFftkOYLhzbgRwGPiO5zw+FAH3Abt8B0klMwsDPwOmA/nAg2aW7zeVF88D03yH8CgBPOGc+wQwFlgUlM+BiryBc267cy7R8HAvkOczjw/OuWLnXInvHB6MBo44544652qADcC9njOlnHNuF3Dedw5fnHPvOecONvy5HCgGcv2mahkVeXIPA9t8h5CUyQVOXPG4lID8AEv7MLNBwO3APs9RWqRT7RBkZq8BfZO8tNw5t7nhPcu59CtWQSqzpUpLxqATarrtPOi63E7KzLKBjcAS59wF33laolMVuXNuanOvm9l84PPAFJemF9j/vzHopEqB/lc8zgNOesoiHplZhEslXuCc2+Q7T0tpaqWBmU0DlgKznHOVvvNISu0HhpjZLWaWCcwD/uA5k6SYmRnwG6DYOfeM7zytoSK/bA3QDdhhZofM7Be+A6Wamc02s1JgHLDVzF71nSkVGk5yPwa8yqUTXC855972myr1zGw9sAcYamalZrbAd6YUGw98Gbi7oQMOmdkM36FaQrfoi4gEnL6Ri4gEnIpcRCTgVOQiIgGnIhcRCTgVuYhIwKnIRUQCTkUuIhJw/wPNT3oxBGzGYAAAAABJRU5ErkJggg==\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -701,16 +653,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n",
-      "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n",
-      "Clusters :  2\n"
+      "Temps :  0.001\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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SveghmkUAZvSdCPg3mLis53H8cNJ9LJ78IO9PuIWxSb+PGU+wRtM9OoVQrYxeqfNj7tp641hXmhMwkcknDeaG2FhD6bianciFEClCiITqPzuASUDorcYVpQETpo3jrBtOxWKzEBXnwBFrJ7VHZ/71xV0tfu9os41Ea0zQ17pHJXNsI9Y7z648wFlzH2Z2/rqARb1qC7ZswEGaEATvTq3/OqVjCseolXTgTSGECf8Xw4dSyq/DUK7SQQkhmPHIdM697Uw2/LqFxNR4Bo/vH3KkSLjvffuAM7h/7cd1hhfaNDP3D7+gweullNy54m2KPJX1nmfTzJyVOTrk61bNzJikPvx2YBt6rY0nrJqJyRkjGn4jSofS7EQupVwDjGzwREVpoqT0RI6dNq5ZZUgpWVm8k92VhfSOTWVIfNcGvxAmpg8lzhrF/7b9zJ6qIvrHZXB930n0i8to8H67qwrJdZYEXdvlIIFgcHxXruh5fL1l/W3INK5d8hIlniq80odZmOgZ3Zkb+p5c73VKx6PWWlHarRJPFTf89gr7ncUYSASCfrFpPJN1NQ6ztc65VT43Cwo2UeXzMC65D2OSejOmesPlxqr0ucl3loZsEgH/+i53DZrCWZmjG/xCSbbH8fGxt7P4wFb2VBXSNzadUZ16HpEnEyWyqESutFsPr//cPzmnVuflxrJ9PL91Fn8eeGbNsRVFO7ht+VsIBIY0MJBM73Esf+jXuJpvqaeK+9d+zJIDW0GAbgR2lgqgf1wXHhh+Id2jkxv9HsyaSc3+VBqkek2Udsln6MzL3xAwMcdj+Ph274qan926lz+veBun7qFKd+MyvHgMH+/uWsDKotA7+NR2y7LXWXxgC16p4zV0jOpmFXP1x8thstI3Np2Xxl7XpCSuKI2lauRKu2WEmH1Ze8PjZUU7go4QdBtevtq7nJGdetZ7jy1l+9hRmR/whWFCo398Bj1jOjM2qQ8T04Yc9kbOitIQ9ZultEtmzcTQhK6sDrJmSqdaqwyG2sVeAiXuSubmbSDDkUi/uODj1/c5S4IOB9QxiLM4+PvQ8w7vDShKE6hErrRbk9NHBE3khe5ydlTk0SsmlTGdeuOTgQtcmRAsLtzKypJd6NKgd0wqT2ddVbMP6EH949LxBlkgy6aZGZXYK3xvRlHqodrIlXZrV2XwNX0EghXV7d8xFjt3DZ6CTbNgrq5Zm4WGxD+LstLnxqV72Vy2n/9b92lAWemORCalDa2z7ooJjWizjald1W4/ypGhauRKu5Voi8GimQJqzCahkWCNrvn5zC6jGZrQnW/3rqDC5+Ln3LUBE3p8Umdh/iZcuge7qe7Qxb8NPZf+cRl8mP0rVbqbY1IGcH3fScRbW3ZdGEU5SCVypd06I2Mkb2yfW2cvTfAn8gkpdYf0dY9O5oZ+pwAwa/+aoOVJwK37AhK5SWhc3OMYLu5xTPiCV5QmUE0rSruV6kjg4ZGXEmdxEG2yEWWy0tkez/Njr8FusoS87ujkfmhBpvV0iUoMWsteUbST65e8wmmz/8NNS18LuimForQkVSNX2rWjU/rx/Yn3srFsLxZhon9cRoMzI2/sdwqLD2zFqbtxGz7MQsOimfnrkHMDzl1YsJl7Vr5Xsy5LYWE5q4uzeTrrCkZ1Up2dypGhNl9WlCBKPFV8lrOEVcW76BHdmQu6H02XqE4B5507/3FyqgoDjvePy+Dt8TcdiVCVDqTFNl9WlPYowRrFVb1PrPccXRpBkzjA9vK8lghLUYJSiVxRGsmQBt/tW8Wnu3/DY/g4NX04MWY7FT5XwLmJtUbFKEpLU4lcURrpX2s/YU7eOpzVGyDvqiwgzuzAp+l11i63myxc0av+JWoVJZzUqBVFaYQdFXn8nLu2JomDfz2Wcp+Tccl9sWsW7CYLDpOVy3sez/ndjmrFaJWORtXIFaURVhXtItjmay7DS5I1hlkT/0qRu4JkeyxWtTiWcoSFY8/OrkKIOUKIjUKI9UKIW8IRmKK0JZ1ssWhBFseyaCZS7HHYTRYyohJVEldaRTiaVnzAn6WUA4GjgBuFEIPCUK6itBnHpPTDqpkD6uQmNM6sZ+9NRTkSmp3IpZT7pZQrqv9cDmwEujS3XEVpSyyamRfHXUtmVBJ2k4Uok5UESzSPjZpOqj2+tcNTOriwTggSQvQA5gNDpJRlh7w2A5gB0K1bt9HZ2dlhu6+iHClSSnZVFuA1fPSOTQu6FrmitJRQE4LC9lsohIgBPgFuPTSJA0gpX5ZSZkkps1JSUsJ1W0U5ooQQ9IzpTL+4DJXElTYjLL+JQggL/iT+rpQycNFmRVEUpcWEY9SKAF4FNkopn2h+SIqiKEpThKNGfgwwHThJCLGq+r/Tw1CuoiiK0gjNHvQqpVwAQWZKKIqiKEeE6q1RFEWJcCqRK4qiRDiVyBVFUSKcSuSKoigRTiVyRVGUCKcSuaIoSoRTiVxRFCXCqUSuKIoS4VQiVxRFiXAqkSuKokQ4lcgVRVEinErkiqIoEU4lckVRlAinErmiKEqEU4lcURQlwqlEriiKEuFUIlcURYlw4dp8+TUhRL4QYl04ylMURVEaL1w18jeAyWEqq1UVOat4Y9UKHl4wnzm7dmBI2dohKYqi1KvZe3YCSCnnCyF6hKOs1rRs316u/OITDClx+Xy8vXYVg1I68/bU87CZw/JXpSiKEnZHLDsJIWYAMwC6det2pG7baIaU3PTdV1R5vTXHqrxe1uXn8d661Vw1YnQrRqccCXn7S3jl+Z9ZtmQHDoeVs6aN5sJLx2Myq64kpW07YolcSvky8DJAVlZWm2uv2FpUSIXHE3Dc5fPx6cYNKpG3UaUlVTz/1CwWzNuElJKjJ/TjxttOpVNSTIPX5ueV8vpLc1m6eDt2u4XSkio8Hh+GIamscPPeGwvYuS2f+x6YdgTeiVKb2+tD0wQWkyno67phUFBSSVyUjSi79QhH1/Z0mPYCKSUfrl/Lq6tWUOZycVz3Htx21DGkx8YCYBICGaI93CTEkQxVaSTdZ3DrH94gd38JPp8BwMJ5m9m0YR+vz7wBqzX0r3dpSRV/vOpVysucGIakNMg5brePRb9sYf/eYtK7JLbQu1Bq27b3AP9650c2ZOehaYIThvXmvksnER9trznnq8UbeOLjebg9PgwpOTWrP/deMhGbxf/vnZ1XzMy5K9mdX8KYfl0599ihxEbZQ92yXegwifyB+XP5YP0anD4fAJ9t2sDsnTv4/rIrSY6KondiJ5Kjoskpq/uRdpjNXDh4aGuErDTgt8XbKCysqEniALpuUF7qZOG8zZx48mAAPB4fC+ZuYsum/WR268SJJw/hq0+XU1XlxjDqfzg0WzR2bs9XifwIKC6v4qrHPqDS5X8yNnTJvDXbySko4b17L0UIweKN2fzn/Z9xeXw1181avhndMPi/q05jyabd3PbCF3h9OrohWbF1D+/NWcm7d1/C7vwS9hWWMqBbKn27JLfW22wRYUnkQoj3gROAZCHEHuAfUspXw1F2OByoquL9datx63rNMV1KKrwe3lq9gtuPnoAQghfPOJtLPv0Qr2Hg1XXMmsaEbj04v4US+e7SEubs2oHVZOaUXn1Iiopqkfu0V9k7D+B2eQOOO50esncWAFBWWsXN175OUVEFLqcXm93Cay/OIbNbEl6PHnDtoXRdkpaR0OxYy0qrWLJoG1JKxh7dh4TE6GaX2d58tnAdPr3uv4lXN8gpKGHNjv0M753Bq98tqZPEAdxenZ9WbOUvF5zAP9+aVed1t1fHV17Fef96C93wf+HrhmTsgK48NuMsLObgTTeRJlyjVi4ORzktZeOBfKwmU51EDuDRdRbv3VPz88CUziy6+g/M2rGNA1VVZGV0YXhqWovE9MySX3lh2W+ARBOCB+bP4YmTT2Ny334tcr/2qGu3JGx2C86qun0bDoeVbj38Na7XXppLfl5pTa3d7fLicXvJ3VfSYPkWi4nefVLp1Se1WXHOnrWOx//9NZrJ30Rn6JI/3Xkap54xvFnltjfb9h3A7Q3+5bo7v5jhvTPYV1ge9HWzSWPLngOUVDgDXtMNSbnTXefYb5tyeHPWMq49fVzzA28DOkR3fJfYOLyGEXDcJAQ94hPqHHNYLEzpP5BrRo5usSS+Nj+Pl5b/hlv34dZ1nD4fLp+P23/8jjK3q0XuGcmWLdnO3+78gFuvf4NPP/gNV3Ut/Khj+pKQGFVnVImmCaJjbUw4YQAAv8zZWKfpBUBKKC2tQtTz228yaYw/th//fuKimmMV5S527SjA6QzsFA/lQEE5j//7azweHy6nF5fTi8fj45lHvyNvf0mjy+kIhvZIxx6kX8OQkn6ZKQAM752OFqLPqntap0bP+3B7fXy6YO3hB9vGdIhE3iuxE0NSOmPR6r5di8nE1SOP/GiULzZtxO3zBRw3CcHsnTuOeDxt2duv/cL993zM4oVbWb9mD6+9OJs/Xfc6brcXk1nj6ZeuYvyx/dA0/4e7S9dO/O3/ptV0dGpa8F9xIQQ33RY4h00I6NYjiS9+upO//t+5RMfY8Xp1Hvv3V1xw1pPcdO2rTD35US46+yleeGoWBwrK6o1/wdxNECTvSCmZP2djE/822rezjh5EtN1aJ1FbLSaG9Uqnf9fOAPzhjKOxW811zrFbzfzxrPGkxEczum8XzKbGpTW3N/AzGKk6RCIH+N/Z53Bc955YTSbsZjOp0dE8d/pZDEhOOeKx6NIgWL1B4m+7V/yKiyqZ+daCmho4+EeS7N51gEf/7yvKypzExTvQdQOrzZ+49+8t4S83v8u8nzcAMGny0IDRK5omGD6yO2efm8Xf/m8a0TF2bDYzmiYwmTXy88qYMulRrr74BRb9soVXnvuJuT+ux+vRcbv8wxMLD1Tw+cdLue7Sl9i/tzjke/B6fRhBngYNw8DTiDb6jiTGYeOduy9h0qi+RNksJMQ4uPjEkTz9x6k153RPTeTtuy/hxBG9SYqLYkDXzjxwxWQumTgKgAevOo0+GUk4rBai7VasZhOxDlvAvcwmjRNH9DnsWMudbvYVlta0u7c2EWrIXUvKysqSy5YtO+L3BShzu6nwuEmPiUW0wrDCjQX5XP75xxQ6A9vybCYTv1w1g2TV6QnAovmbefiBL6mqdAe8pmkCu8PKpVdO4O3X5uNy1u30tNktfPTNbQD85U/vsGtHAbrPwGwxYbWZiY+PIi+3lPSMBE4/eySvvTgbt9vHoR8Hm82MrhsBzTO14zj2xIH8NcRY85zsQq6/4hU8h3TQ2Wxmnv3f1fTs3bmxfx0dQkFpBR/NW826XbnYzGaG9Ezj5NH96dY5odFlSCnZlJNPXnEFA7p2pqi8khlPfoxPN/D4dBxWM3HRdt69+1I6xTXts1bl8nD/Oz8yd/V2TJrAbrXwlwtOYPKYAU18p4dHCLFcSpkVcLyjJfKDVuXu54P1a6nwuDmtTz9O7d0XU4jH8HBx+3wc/dpLlLgC28FNQvDP40/i0mEjWjSGSLJ21W7uu2NmQGdmbVFRVqqCvG63W8jslkRRYTlduiZxzPH9EQhKS6v45P3FuN2/J1ZNEw0OQ6xPfEIUH397e8jXX395Lp/MXILH7QUEVpuZs6eNZsZNkwDI3llAcVElffunER3Tvsc712fb3gNc9dgHuD0+fLVquhazxpWnjOGGs8YfdtkHSiv5bOFasvOKGd4rgzPGDTysiUS3Pv8Fizdm4/H9/jRlt5p57uZpjOzT5bDja6xQibzDjCOv7ZXlS3lqySLcuo4hJXN27WTmurW8PmVaiybzudk78erBa3a6lPxz3mw0TePiIcNaLIZIMnhYV2Jj7bicnoCa8kGhOh5dLi/btuQCUFRYyZaN+7jvgWl89dmyOkkcaFYSB4iJrT/5XjXjBMYf2485P65HSskJkwYzcHAXigor+OsdM9mdfQCzyYTXq3PZVcdy8RXHNCueSPXgez/XjCGvzeszePun5RwzuCfDeqUfVtnJ8dFcd/pRzYqvoLQiIIkDuDw+3vhh6RFJ5KF0mDbygw5UVfHE4oU4fb6aHu4qr5cVufv4ccf2Fr13idOJIUO3qelSct/sH1mTl9uicUQKTRM8/MxlpHdJJFQrmBAaFmvDY4Hdbh8vPDWLfXtCt2eHEp8Qhc0WvM5js5vpnBrPBWc+yfmnP8FzT3xPZUXgE1f/gRlc/6eTueGWUxg42P+B/+fdH7FjWx5ul4/KSjcej4/33lzA4oVbmxxjpDMMyZqd+0K+7vHqfLNkQ6PK2l9Uxr7C0pAztQ9XQUllyHHnewuDzQ0+cjpcIl+8ZzfmILXuKq+X77dtadF7j+mS2ajOzIcX/tKicUSSzK6deOODP3LGlFGYLXU/RJomSMuIQw/Rfn2o3P0ljVqD5VAVFS6uv+VkRo3pWdMp6nBYsFpNOOxW1q7KpriokpKSKr7+YiW3zHijwZhy95ewfVseul7398Hl8vLJzCVNjjHSCUG9k3MMKfGFeJo9aGduEef/6y2m/fMNzr3/Lab+4w027s4LW4w9UhODxqAJGNbz8J4UwqXDJfIoizVkJ+cvu3dx/7zZ7C8PnHQgpWRrYSHbiwoP+5u+0FnVqF7uvWWt++3e1gghuOHWUxgyrCt2uwWr1YwjykpiUjSlJc5GN404omxMv+Y4bHZLk+6v+wzeeHkul1w5ga9m38WbH93Ig49fzF3/mIrb7avTEerz6uTnlfHd1yt56pFvueaSF/nbnR+wYe2eOmWWlzlDDpMrLa5sUnztgRCCM8YOxBoimTusFk7N6h/yerfXxzWPf8CO/YW4vTpur4+cghJmPPkxZZXhmZsRZbdy7WnjAsa6GxK++W0T9789C08rDWnscIn8mK7dQi6CVexy8d7a1Zz23pvklP6eTFfn7ufY119h6gfvcvbMdzj+zf+xLr9p3/RSSu6Y9X2jauQTunVvUtkdgdVq5oFHL+CCy45m1NieXHDp0Tzy9GWNro3b7BbOu3gcp589khk3TcTexGReWuLkr3+eyRMPfU1qWjxDR3Rj357igNEo4G+3f+6JH/j+q1Xs3nWAxQu38pc/vcMvtcaNJ3aKDlq7s1hMHDWhY87uveP8ExjWKx3LIV9wNouJyWP6M6Z/15DXzl21HY9XDxjWq+sG3y/bHLYYrzltLP+8/BQyk+PrHPf6dL5fupn/e+/nsN2rKTpcZ6fNbOaNKedy1Ref4tV1qnzeOv/4XsNAd3t4YvFCnjz1dMrcLqZ/9jEV3t87YfaUlXHppx+x6OoZRFsb1/N9oKqKvMqKBs+zmkzcPPbopr6tdi8nu5DbbngTj9uH2+1l9fJdLF6wBZ+v/rHYNpsZhGDKuVlceuWxAJw9LYu+/dO586Z3cLsD12oJxeXyMvfHDZxy2nCGjuhGepcErDZzwKgazSQChiu63T6effx7jjl+AO+/tYD33liIPCTtWK0m4hKiOOf8MSxZtI383FL6Dkij/8CMVhkqe6Q5bBZevu18tu49wIqte8jOKybKbuW4ob0Y2jOt3r+D/NKKgE5IAJfXR25R8Gn9jeH0eMkrKiclIYbo6lEup4zuz8w5q9hzoO6Ts9vrY9ayzdx5wQlBx663pA6XyAGGp6Wz+Nrr+WbLJu7+eVbA9H0DyaKc3QB8tWUzviAdlLo0+G7bFs4bNKRR97SZzfU2yVg0jZFp6Tx68mRSY5rejtve/fsfn1FWWlUzesXp9LJzewHpGYnsySkMHNUiYMiwrtz99ykkdIrGZqtbAx84uAtDR3Rl7ardNaNYLBYTdoeFinJXyFEybreXX+ZuYuiIbow/tj/PO2bhdnlrmneEABmiqaey0s2cH9cx861FATV5q9XExVdM4Jjj+nHTda/7l9fVDYQQDBqayQOPXljvsrztSd8uyfTtkoyUkvXZeeQVlbO/qJyMpLiQ1wztmYbFZAp4yomyWRjRJ6PR995fVMbDH8xh4bqdNcesFjOGYTB1/BDuuOAETJrG/hBfDiaTRnG5MyCRb8jO5YdlW9AEnDpmAAO6hnf+QMf4zQjCajJxcu++3DP7x6CvJzr8Q8oKKitwBZlO7/b5KKhqfFtmnM3G0V27sShnd50xsg6zmT8fPaFVlgqIFMVFlWTvLAhIrh6PD7fbx/CR3Vm1IrvmuMms4XBYuf3uM0lNTwhZ7r8euZBPZy7hmy9XUFrqxOfRKS9zBZ1Sf5AQoiahWiwmnn75Sh554Es2rNsDEvoNTKestIq9OYGjY6Qh+fmHdXVmqh6kaRpHHdOXZx//gQMFZRi1OkHXr8nhw3d/5bKrjg0dWDtTWFbJDU9/wt7CMjQh8Pp0Jo8ZwN8vO7lmOYbahvfKYFivdFZv34erup3aZjHRI60Txwzu0ah7Vro8XP7w+xSXO+us2eKsfmr74tf1xDhs3DjlGIb1SufnFRUBa7toQpCWGIPT48VuMSOE4JnPfmHm3FW4vT4Egg/mrubyU7K4/szwPXl32EQOEGO1Mqlnb37asR2P8ftjmcNsZsaoMQBkZWQSZbHU2QIO/DXsMRmZTbrf4yefxvTPP2Z3aQkaAq+hc0rvPlwxfGSjyyhxOXlv7RqW7M2hR0IiVwwfSa/ETk2KI9LU9yQjBDz63+ns2X2A779ZTdGBCvr0S+fk04YSG+eot1yLxcSF08dTVeXm45lLfq8l19ONYbaYmHjqELxenRVLd1JWUsmIUd2pqnRjd1iYet4YvF6dZx79rk7CtlrNTDhhAHm5JUHL1UyCgoIyNq7bWyeJg79Z5ruvVnWoRH7va9+xM7cIvdbTzazlmxncPZXzjw9cNVIIwTM3TmXm3JV8vnA9umFwxriBXDZpdKPnhny/dBNVLm/IhbdcHh/vz1nJH88ez/VnHs3CdTtxeX4fxmy3mhnTvyun3P0yFS4PiTEOLjh+OO/PWVWzrotE4vL6eHPWMk4bM4DuqeFZ575DJ3KAhyadys3ffc3iPbuxmkx4dJ2rRozinAGDAH/n6LDOaazK219TM3eYzYzJ6MLo9MY/sgEkRUXxzcXTWZOXy97yMganpNI9IaHR1+dXVnDm+29T7nbj1nUW5ezm4w3rePmsqRzTtf12kHZKiiGzWxK7duTXqZVbrWYmTfavFZ/ZLZlrb5gYsgzDkCz9dRuzf1yPxWLilNOHMWxkdzxuH5988Bsed8OjDTRNcM0NJ+F2e7nwzCfx6Toup7dOTNu35DHptKFccNnRfPD2IkxmE16vjzFH9ea2u8/gm89XsG1zbuCkJF3Sq3dqyKeBhvoC2pPiCiertu2tk8TBn0hnzl0VNJGDf/ji9ElZTJ8UMPGxUTbnFOD01N9n4vT48Pp0eqZ14q27Lub5Lxexesc+OifE0CcjmR9XbKlZD72wrIpXvl0SdKSaYRjMX7uD6anheRLv8Ik8xmrl9SnT2FteRl5FBT0SEsguKWF1Xi5DO6di0jTemHou761dzccb1iGE4IJBQ7hoyLDD6oASQjA8LZ3haU0fd/rk4kWUOJ34qjOHLiVOn4+7f5rF/CuvbdcdYvfefw633fAmPp8/eTocVjK7deLC6Q1P25ZS8p9/fsbihVtxOb0IAXN/3sA554/hrHNGN2E4qaRX7xTuvX0m5eXBh7S5XF5mfbOG/733B869cBw5uwtJ6RxXM3799Ckj+f7rVezfV4Lb5fXvS2kxcdOfJ5OaFk9mZid2VW+KcZDFYuL4Ewc2MsbI53R7/atWBhnVU+Vu/BLCTdW3SzIOqxlnkJFIB2Umx2Ot3lKuV3oSj/3hLMD/O3biHS8EbHoRauy7fz/S8A0ajJhE7jMMluzNodLjYUxGJomO+h+bm6pLbBw5paWc/PbreHQDkNjNFl4882xGp3fhyhGjuHLEqLDes6nm7NxRk8RrO1BVSV5lBWkxsa0Q1ZHRo1cK7356M/Nmb6Agr4z+AzPIOqo3pkZ8GNaszK5J4uBfj9zt8vLpB78x6bRhjU7khgF33/Z+g52OJpNg3eocTj5tGP0H1n1qczis/PfVq/nxuzX8+stWOiVFc9a0LPoN8H+x3/WPKfz5xrfx+XQ8bh8Oh4XEpBguu+a4RsXYHqR3iiXaYQ1YZtZi0jhx+OGvWNiQ08cN5MWvf8Xt1YM2r5g0jTvOPz7otW6vTkUT1qkHmDiy72HFGUy4tnqbDDwNmID/SSkfCke5B/lXDPwEl8+HEODVde4cf2yDHYTFTicfrl/L2oI8Bqd05sLBQ+nkCL7aWZGzimu+/Ayn7/dHq0qvlys//4SFV/+BOFv4hhNtKyrksUULWL5/LylR0dw45ijO6Bd6ssNBMVYr+UE6WA0pibI0bVx0JIqKtnHaWY3vTzjo1wVbg24Jh4BVy3Y26UlG9xk4ffV/YIUQ9W7lZrNZOHPqaM6cGvj726dfGm99dCM/freGvXuKGDy0K8edOLBmmd72TjcM7nn1Wyqq6q54aTWbSIhxcO1pLbejT7Tdytt3X8x/3p/NovW7ArpKTJpgfXYeQ3qk8dZPy1mwdieJsQ6mTxrNhCE9SYx1UFhWFVBuakIMxRVOTJoABIY0+NulJ5OSEL7Rac3+7RBCmIDngJOBPcBSIcSXUsrGLYzQAN0wuOKLTyh01v0LevzXBYxMS2dkiHbqXSXFTPvgPVy6f/ed2Tt28PLypXxywSVBOwe/3rI5YFwv+Gtv323bEnQDZt0w+H7bVr7cshG72cz5g4bWTOaRUvLh+rW8uHwpB6oq6dspiQdOnITDYuGcD96lyusfv17odPKXn75nX3kZ140eU+/fxZUjRvGfBfNqNpAG/7DF8V27E2fruKvm1XagoAzDkHRO/X3CRlS0Dc2kBUweMmmCkuKq6g9YeAgBdoeVUVk9D7uM+IQozru4eQs8RaqP569hwbqdAWPC42PsfPz3y4lp5Phsl8fHR/NX8f3SzditFi44bjinZPVr8Es7IymeZ286hzP/+ir7CutuGuLx6bzz03I+W7CWkgqnfwG8/bBuVy4zTj+KP02dwH9mzq7TvGKzmPn79FPon5nC/HU7EAiOG9aLxJjwtiiE42t+LLBNSrkDQAgxE5gChCWR/7Z3T81wotqcPh/vrVsdMpH/c95syjzumkckl+7Drfv425yfeHfaBQHnF7ucQXft8Rg6Ja7AtcMNKfnD11+weE8OVdW1+J92bGf6sJHcPeE4Hlo4nzdWragZo74qL5ezZr7D8NQ0nD5fna8Mp8/H07/9yuXDR2Izh/4nuWTocNYX5PP5pg1YTCZ0w6BPpySeOOW0kNd0BG63l18XbOXNV+aSn+v/8KWmx3Pv/efQp18ak04dwgfvLApI5BIYPCyTj98Pz+JKNruF5JRYHnjkwjrbz9UnP6+U3bsO0CWzE+ldwjOCIZJ98suagHZmgNIKFxVOT6MSudenc/VjH7Azt6imeWbT7jyWbc3hvksmNSqOYDVrgCq3F59u1FnF1OXx8dI3i/nx4Rk4bBae/3IR+4vK6Z6ayC3nHMvRg/yVu6njGzfn5HCEI5F3AXJq/bwHCHj+EULMAGYAdOvWrdGFV3g8QSfkAGwqOBDyukU5uwPauSSwZO8epJQB38xHdenKK5ZlAcMMLZrGUZmB8S7Ync3ivb8ncfAn5P+tWMr2okLmZu8MOh1/dYiVDQWQU1ZKn05JId+TJgT/mXgKN489io0FBaTHxjIopWNvTPDlp8t45b8/B4zNzsku5E8zXuehJy9h2Mju3HbXGTz58Df+9U2E/0nrnw+dz7AR3fCE2PC3KcwWEw88cgEjRvdoVFONz6fzyANfsmDeJqwWM16vzsisHvztwXMDJi91JMFmZ4K/czDUa4eavXIb2XnFddrYnR4fXy/ewPRJWY3apKJvl2TW7Qr8rJpNWtA4LCaNzXsKmDSqH5NGHfklFsLRbRrstzYgg0kpX5ZSZkkps1JSGr+92tgumUFrygB7ykPvl2g1BV98x6qZgn7QxnbJ5KguXXHUqhE7zBZO7Nkr6CbMP+/cHpD0AQzg5107mrxlm9cwSIkK3a5aW0ZsHBN79e7wSXzlsp28HCSJH+T16Nx1y7s8/9QPTJo8lA+/upU7/no2d/9jKh99cxujsnoihAg5E7MpTJogNS2+0e3t776+gEXzN+P16DVL2K5ctouXnv2p2bFEslNH9w+6cFZCtIOuKfFBrgi0aMOuoMMINaGxctveRpVx27nHBSyOZbeYGdi1c9CE59MNkuMa9/ltCeFI5HuA2qvZZAKhFxZuoni7PeSu2WVuF149+Lf0tAGDsB2SzM1C48wQnYo+wyAzLh6fYSDw18QvGDSYZyafGXCu0+tl6d49gYU0wsGya7OZzJzetx/xdtXO3VjlZU7eeX1B8E7MWnw+g2+/XMWGtXuIjrFz7AkDOHpCv5par6aJgOVxD0dCYnSTmka++jRwgwuPx8cP36wOGEWj6wZ7coooLQn+uN+eXH5KFmmdAkdfxUbZGl0j75wQHbTfQ9NodNv0yD5deOnW8xg3oBuJsQ6G90rnyRvO5rbzjsN2SII3mzT6dEkO2+SewxGORL4U6CuE6CmEsAIXAV+GodwaGbHB11iIt9uDri0OcPeE4xmemoal1peAgeT77VtZvCcn4Px/zpvNhxvW4jX8GyN7DYMPNqxjSZBzb/3hG3aUNH2DAgCzpnHPhOPp5HBgN5uxmUxM6T+A/5x0ymGV19FUlLv4250fcOFZT7F2VXbDFwAet5e5PwfvshFCMPHUIViakMw1TdSMIrFa/euz3HP/1CaNfqkKMVTN4/ZRVvZ7n8z82Ru54MwnueGKV7h4ytPce/v7lJcF9tm0F9F2K9EOW0Ctd3d+CW/8sLRRZWQkxwdMJgKodHm57cUvuPHZTwM6MoMZ2jOdF245l58fuZ7X77yIcQO7M6J3F+668ER/nHYrNouJIT3SeOqGKY2KraWEZc9OIcTpwFP4hx++JqV8sL7zm7pn5+ebNnDf7B/rjNZwmM3cfvQErqlnCGJOaSknv/M6nkNq7VEWC4uvuZ6Y6pULKzwexrzyPO4gtfujunTlvXN/7xzNq6jghDf/F/Tchlg0jduOOobrs8aiGwYFVZXE2ewdYuhguNxx49usX7cHXxPatYWAcy8axx9uPjno684qD/fdMZMtm/Zj0gQejw+7w0piYhTRMXZKS6twVnkYMLgLV153PN16pLBw3iZWLtuJ0+mle68UxozthZQQE2enS2bDSybcdcu7rFi6M+hrw0d157H/Tmfzhn38+aa36zx1mC0agwZn8vjzlzf6/UeS4gonk+9+OeiWiOmdYvnmwWvrvd7j9THxLy8F3TLuIE0TJEQ7+OqBq3EcZn+Ex+tjR24RcVH2ehfzCrcW3bNTSvkt8G04ygpm6oBBOH0+Hl+0gDKPmyiLhT9mjePqBibofL55Q8jJHj/t2MbU6mn4BVWV/vUYgiTn3aUldX7eX1GO1WRqVCJ3mC3ckDWWnNIS4mw2zhk4uKZd26Rp7XoCT0vYt6eIjRv2NimJg79jc8um/VRWuomODhz14Iiy8sTzl7NjWx45uwvp0TOF7j3r78fJ7JrE049+h64bzJ+zkTdemovJJDCZNLr3TOFfj1xIckrof98rZxwfMpGvX5PDnpwiPnrv1+oNm3/n8xps2riPfXuKyGjEF0akkYYk1L5+odZAqW3tzoa3STQMidPt5Yflmw97JInVYg65gmFhWSV5xRV0T02sWfq2pUXMLIOLhwzjosFDqfR6ibJYQrab11bmdtdZafAg3TAo9/z+jZ0RIqEKYGhqap1jvRI7BdTwAUxCYNI0rJoJA4luGEwfNoIbx4xr11Pnj6Q9OUUhOyZtNjNDR3Sj38B0Pnx3cUCy37huLw/+7VP+/cTFIcvv1SeVXn1SQ75+kJSSv9/1IRWHTNPXdYmu62zfmse9t7/PS29dF/LfvqzEiaaJoLsbGVKSt7+E3P2lQZfTtZhNHCgob5eJvFNcFN07J7BtX2Gd41azicljBjR4vdms1bfmWQ2nx8uOQ+7RXC6Pj7+/8T3z1+7Aajbh1Q2mTxrNDWcd7e9Ur96uzmzSwp4TIiaRg789M6aRGzkAnNSjF++vXVNniGB1SRxbaxcem9nMzWOO4pnfFteZ2Wk3m7llXN21POJsNq4cMYq3Vq+saerRhMBhsfD5hZeys6SYUpeLcZld6RKibV9pOo/bx0vP/oQ3SG3cYjEx9YIxNYtmbVi7l1XLd9U5x+vVWbViFwcKyuutKdd3/317i0lIjOJAQXlAEq/NMCT79xazc3t+yC+GqGhbyA2lDV3So1cKI7N6sGNbXsB79nr1Rn3hRKoHrz6dax//EK+u4/L4iLJZyEiKa9SsziE90rBbzFTV07QC/nXK+2U2fvRcYzw082d+WbcDj0+v6Zh95+fldEmOQxOCZ79YSGFZJQnRDmaccRQXHD88bAk9ohJ5Ux2V2ZXjuvdgfvaummTuMFu4bNhweiTU7WGeMXoMnaOjeW7ZEgoqKxmels5d449lQHLgP/Zfxh9Lj/gEXl6xjGKXk3FdMrlz/LH0SuzU7peUbS1zflpPfl7wvUxtdjPTLvj9Q15SFHydeIvFRFFhRZMT+ecfLeW1F+eA8I//Hji4S4PXmEwaxSHiABg0NBOL1YzuDLY2ORwoKGfaheP47qtVVFS4aiYz2e0Wzr14HDGx7XeEU98uyXz94DX8sHQTew6UMqxXBscN7RVyj9PaTJrG03+cwg3PfIphGOiGUTNPQNacI4hx2BjULZWP5q/G7fExpn9X+nftjMfrY87q7ezOL6ZXehLHDeuFJcRQ5tpcHh/fL90cMLLG5fHx/JeLKHe6ayY6FVc4efqzX/wL8IVYybGp2nUiF0Lw39PP4qcd2/hi8yasJhPnDxrC+K6BE3yEEJwzcDDnDBzcqHIvHDKMC4cMa1I8i3J289zSxewuLWVEWhq3jhtP73omACm/W7p4e82iV7WZTBpXXndCzeqCAMNGdScnpzBgJmdVpYfNG/bWLFDVGIsXbuXVF2bXGavu30i5/pqU16vXex+TSWPw0EyW/xbYTm61WdibU0T/gRm8+Oa1vPv6ApYu3l4zdf+ESYMaHX+kinXYOO+4w0tyg3uk8cND1zF/zQ7KKl0M7NaZTxesY9byzeiGZETvdHbmFnPeA28B/n9Jq8XEhME9WbsrlwqnG6fbi8NmISkumjf+clGDwxbrewIoLKsKaN93eXy89PWvKpE3liYEp/Tuyym9w7fSWFMVVFVyx6zvWLA7u6ZWsK+8jDm7dvLJBZfQPyn5sMues2sHjy5aQHZJMd3iE7hj/AQm9uwdnsDbkOSUWEwmDf2Q0QxWm5muPer+/V00fTxzZq0LutTsM499zwfv/srf/u/cgJUJg5n51sKACUc+n4GmCf+2bkEaZO12C5dcMaHBjS169OocNJFLw9+0ApCcEsctfzm9wTiVuhxWC6dm/T5nZEjPdP4+/WTySyqY9s83qKrViSzxr144e9W2mlm/4J+O7ykq48lP5vOvK06t936JsQ7io+0UlNZ9CvP/jgRvtfev16I3qsbfkPAtiKsEVeJyctZ7b/NLrSQO/l8ep9fLowt/CXqd0+tlyZ4cNhTk1zvy5sZvv2LTgQKcPh+bCw9w83df8/22LeF/I63szKmjMB+yfokQEB1jY/jIuptqpHSO45H/TifUxjB5+0u58+Z3KDzQ8Ka8oc7RNC3oRCKzWePe+6dy8RXH1Fuu0+nhh29WB31twKAu7boNvDV9Mn9NyIlFksAvZp9u8POKrQ2WK4Tg7otOwm411zyrmTThb99PDj4jNSUhJixJHDpAjby1vbtmNSXu4B1jEliZGzgJ9sP1a7l/3mxMmuZfyS8mmtfPPjdgN6F/L5gXsJ+oy+fjoQXzmdznyK/30JIyuyVx7/3n8OiDX2HoBroh6Zwax78euRCTSSN7ZwFvvjKPjev30jktnkmTh2K3W6mqCv7Iq/sMvv96FZdeWf/2acNGdic/b23A6BLDMDB8gV+wFquZTskNt8H/Mmdj0F1/zGaNE09puHlPaZrconJWbtvLsi05ITd7CKmR/ZEnjujDi7ecx+s//Mbu/BJG9M7gqlPHsCO3iLte+abO2i92q5mbp0xoWhz1UIm8hc3L3hV0uOJBKdF112dYk5fL/fNm15n8tLu0lOmff8S8K+ruArS7NHjn3+6y0qALg0W68cf156Pxfdi+NQ+Hw0rX7kkIIdi1o4Cbr3sNt8uHlJIDBeVs25IbdGjfQR6Pj5zshoefTb/mOBbO34zL6UGv3kvTZreQnBzL3j1FAecbhgy6OfChCvLLgy4voOtGyM5apemklDzz2QLen7MSs0kLuaQHVOfrQ5rLzCaNSU3YAGJYr3SePGSWZ2ZKAg9fdwbPfPYLOQWlpCXGcuOU8ZwyuuE9CBpLJfIWsr2okFt/+JYNBfkhz7GZTPwxq+6QqrdXrwyYbGRISbHTycrc/YyqtWxv5+hocisqAsrtHBXd7pL4QWazKaBt+/WX5uB21d070+P2YbWasVrNv2+qXIvdbmHwsK4Bxw+Vlp7Ai29ex3tvLmD1imw6d47jwunjKS6qDNhgGfw7D/37H59x19+n0H9gRsh/hwGDMrDbrTgPmapvt1vpP6hpe8Eqof2ybicfzltVZ0hgMEJAVr+u7M4rprxWZ2dyfDS3ndv83ZmOG9qL44b2anY5oahE3gKqvF7O/3gmpS5XyMkJArj1qPGc3X8gbp+PBTnZVHg87C0vDzqDTQhB8SHrov9p7NE8MH9OwNIFN487Oozvpu3bsG5v0E5HkFx9w0m88fLcOiNeTGaN2DgHk04N3CwkmLT0BG6/u+7iaYYhWbJwK4t+2RIwznvP7iL+dN3rdE6N57SzR9K3fxojs3rWWc9lZFZPevZOYdvWvJqNn602Mz16pTBqTMt94Duaj+avrncPzoMSox288Kdp6IZkzupt7M4roXdGEsc2cthja1OJvAV8t20L7kM2jzjIJATDUtP472lnkh4bx+q8XK78/GN0QyKRuHw+zJoWMCPVq+uMSqtbU7tw8FA8us5TSxZR4fEQY7Xyp7FHc0kTh0VGuuSUGEqKgzVHCM6YMoqzp2Xx0Xu/8s0XK/G4vRxz/ACuuPZ4HFGHP31a0wR//b9zufna19i0IbCfQ0rIyy3ljZfn4nBYMFvM/OeJi2tq25omeOTZy/j4/cXM+nYNUsIppw/j/EuOalTTjNI4zgZWxzyoyu0lt7icjKT4sDZ5HCkqkbeAFfv31qkl13bdqCz+coz/Uc2r61z1xSeUuuvuTyikxGoy1bStO8xmbhxzVMCG00IILh8+ksuGjaCqCUsXtDeXXnUsD93/RZ02Z5vNzMRTh2C3+xdFuuSKCVxyRfg6lw4KNtP0UE6nF5xe7rn9fT78+lbM1ett22wWLr3y2AY7XJXDd0pWPzbszgu661BthpRY69mdq61r+88MEUY3DL7ZGnz4n81kqrPb0OK9wXvQJTAgKZms9Awm9erNS2dO5Y9jQk9P1qqXLuiISRxgwvEDuPaGk4iKtmF3WLBYTZxw8mBuvH1yi997/LH9sFgblwB0XWflsl0tG5BSx5TxQ4iLqn8WrKYJ+mWmkBzfehtDNFfkfgW1UavzcoOuhQxgMZlqNmcG/HuRhsi96bGxvHBG665xHEmmnj+GM6aOoiCvlITEaKKCrHLo8+nk55YSn+BfnjYczrlgLLO+XUPhgYqgwwlrk4YMuZuR0jI27c6ntDL4+u12ixlNE8RH23no2jOOcGThpRJ5mHl1PeRiSINTOtepNY/LzAy67nKUxcLpfSOvna61WSymkCsCfvfVKl7+70/4vDq6bjDhhAHcfs+ZNU0vhys2zsFLb13HV5+t4KN3F1Fe7grR8Qout5fho7oHf1FpEZ8tXBt0tIrDZuHcCUMZP7gHY/p39S9jHcEiO/o2aERa8PU1HGYz5w2qu/ZxnM3O3447AbvZXJPgoywWRqalc1o7m9DTmpYt2c5zT/5ARbkLl8uL16uzcN5mHnvwq7CUHx1j56Lp4/nw69u59MrQ7fDRUXbiGpi2r4RX1SHDUg/SdYNOcVGMG9At4pM4NDORCyHOF0KsF0IYQoiAXSs6IpvZzJOnnI7dbK7ZmzPKYmF0ehem9B8YcP4lQ4fzyfkXc9mwEUzpP5DHTzmNN6acG3ILO6Xp3ntzYcDkG4/Hx6L5m+tsq9ZcJrPG1PPHhtw2LjEpcttgI9XJo/sF3QXI49N5+etfuf7pT+rMuIxUzW1aWQdMA14KQyztxsRevflx+lV8tnEDhc4qju/ek+O69wjZGTkwpTP/PP6kIxxlx1GQH3x/RrPZRElRZVhryfEJUQwcksn6NbtrZoKCfzbo2dNUXedIO2lkHz5ftI5V2/fhPGS3JZdXZ82O/bz63W/88ezxIUqIDM2q9kkpN0opN4crmPakS2wcN409in8cfxIn9OjZYUeUtAVDhnUNOjZbCEjLSAj7/e69fyoZmZ1wOKw4oqxYrWaOOa4/Z00Lvb+s0jJMmsYzN07l75dOCjquwO318cWidUc8rnBTnZ1Kuzf96mNZ9MtmXE5vzforNruFq/5wItZGDh1siqTkWF5973rWr8mhIL+cvgPSyeyqNhxpLSZNY/zgHphMWtDhvsEGHESaBn+LhRA/AWlBXrpPSvlFY28khJgBzADo1i1wYwdFaSkZmZ147rVrefvVeaxdtZuklFgunn4M449ruZFBQgiGDFe/521FbJSd3ulJbN5TUOe42aQxcWSfVooqfESota6bVIgQc4E7pJTLGnN+VlaWXLasUacqiqKExZY9BVz7xId4fQZurw+HzUJijIO3776kwR2A2gohxHIpZUBni2paURSlQ+iXmcKX/7qarxdvIDu/mGE90zl5dH/sLdC8dqQ16x0IIc4BngVSgG+EEKuklPXviaQoitJKEmIcXDap/XU6NyuRSyk/Az4LUyyKoijKYVCzThRFUSKcSuSKoigRTiVyRVGUCKcSuaIoSoRTiVxRFCXCqUSuKIoS4VQiVxRFiXAqkSuKokQ4lcgVRVEinErkiqIoEU4lckVRlAinErmiKEqEU4lcURQlwqlEriiKEuFUIlcURYlwKpEriqJEOJXIFUVRIlyzErkQ4lEhxCYhxBohxGdCiIQwxaUoiqI0UnNr5D8CQ6SUw4AtwD3ND0lRFEVpimYlcinlLCmlr/rHxUBm80NSlPDyGR4Mqbd2GIrSYpq1+fIhrgY+CPWiEGIGMAOgW7duYbytogS3t2oNs3OfptiTg0lYGBx/GhM6z8CsWVs7NEUJqwYTuRDiJyAtyEv3SSm/qD7nPsAHvBuqHCnly8DLAFlZWfKwolWURjrg3snnOffgk24AfNLN+tJvqdKLOb3L31o5OkUJrwYTuZRyUn2vCyGuAM4EJkopVYJW2oTlhTPRpbfOMZ/0sKNiERXeA8RYklspMkUJv+aOWpkM3AWcLaWsCk9IitJ8he5sJEbAcZOwUubNbYWIFKXlNHfUyn+BWOBHIcQqIcSLYYhJUZot1d4fgSnguC69JFq7tkJEitJymtXZKaXsE65AFKUpcp0bmZf3PHmuzdi0GIYnnsPY5EvQhD95j066kM3ls/EazpprzMLGwPiTcZjj65QlpaTcm4dJsxBtTjqi70NRwiGco1YU5Ygocmfzye478UkXAC6jjOVFM6nUC5iYdjsACdYMLuj2NPPzX2C/cwNWLZqRnc6la9QIPsy+lTznRqxaFL1ixrO7ajlOvRRDGqTY+nBG5t+Js6S25ltUlCYRrdE/mZWVJZctW3bE76u0Dz/se4jNZbMD2sBNwso1fd7HYYoPel2JZy/v7bwer3QGff0gDTOX9nyZTjY1TFZpW4QQy6WUWYceV2utKBGnwLUtREemhVLP/pDXLS/8EJ/0NFi+gY+Z2Tfh1iubFaeiHCkqkSsRJ9neGxHkV1eXXuIt6SGvy3dtRdK4GZ664WFT6c+HHaOiHEkqkSsRZ0zSxZhE3dmZZmGjf9xJAR2ZtSXbewX9AgjGwEeRJ7tZcSrKkaISuRJxkmw9OKfrw6TY+gCipiNzYtpt9V6X1enCgC+AUCzCTqq9XxiiVZSWp0atKBEpI2owl/R8ESklQohGXZNg7ULXqFHsrPwVCN3JL9CwmWLpG3d8mKJVlJalErkS0RqbxAHWl/5ATtUKaidxgUaUqRMSA5dehiZM9I6dwLGd/4BFs7dAxKE5faVsLP2RUu9+MqIG0yf2WEzCckRjUCKTSuRKh7G6+POasecHSQxcRilX9X7niEwGcusVLDnwNpvL5iCExsC4kxmbfCnFnhw+3v1npNTxSTcbS39gyYG3ubD7s9hMMS0elxLZVCJXOgyPEXw5IIEJj+EkuoXvb0idD7NvpdS7t2ZBr5XFn7CnaiVuowpvrfi80kWZN5ffCt/j2M4zWjgyJdKpzk6lw+gTOwGNwKYKqxZFgiWjxe+/o2IR5d68Oqsy6tLDAdcuSj37As7XpZctZXNaPC4l8qlErnQYY5IuJsocX2sIosCElVMy/oIQLf9RyHNuCTqrVMcTdIITgEmoh2alYSqRKx1GoTsbl15e87NAIIRgddEXrCr6HI8e/pWYDamT59pCgWsbcZY0zCKwA9Ws2Yi3pAeMcTcLG4PjTw97TEr7o77ulXbJpZchpayZICSl5Mf9j9bsGAT+jk6fdLOz8ldyqlawrOh9Lu7xAtHmTkHL3Fu1lo2lszCkTv/4k+gWNbreUTN7qlbz7d4H8Bn+e1q1KDQ0QPD7yBmBhplxyVewoOBlPEYlhtQRaGQ4BjMq6bxw/HUo7ZxK5Eq7UurZzw/7/0OecwsIQSdrN07NuJsoUyIVvoKQ1/mkG93nY1HBq5ycfmfA6wvy/8fq4s+q12qRbC2fT7/Y45mUfkfQZF7lK+HLnPvw1hol49WdWISDZFtvity7MDAQgCF9zM57EjM2jkq+ApOwkGrvT5pjAAAevYpyXwGx5hSspqhm/x0p7Y9qWlHaDV16+Wj3reQ6N2Hgw5BeDrh38HH2bRjSS0MrfUp0tpcvosyTi6fWOubFnj2sKv60ujbvL8MnXWwpn0eua2PQsjaXzcYI0e49qtO5XND9aczCjMTAK514DSdOo4TfDrzD4PjTSHMMQEqD+Xkv8vK28/gg+yZe3nYe8/Kex5CNWy9G6ThUjVxpN3ZWLMZjVB3ScSjRpY8dFYvpHjOG7IqlGPhCluE2Knh757VIDAbETeSE1JvJrlga9FyfdLGzYjHpjkEBr1X5itGDrLSoSy9OvZRt5QsxZGCi16WPD3bdTJFnV3X0/i8Yvfo7aF3JN9hNcYxLvizke1A6nubu2fmAEGJN9TZvs4QQLT+GS1FCKPPmoRvegOM+6aLUu49T0u8kxd4bs7AH3QbOT+KTLnTpYVPZz3y6+w5+LXgjaFLWMGMJ0nkJkBk9IuhrmjDRJWoYLr006BeKT7o44NmOgY6BHrBao0+6WVn0cYjYlY6quU0rj0oph0kpRwBfA39vfkiKcnhS7f2CDtezCAdp9oHYTXFc1OM5Luj+FJPS/ky8OQN/x2NwuvSw37UBjwy+LrkmNPrHnRT0tW5RI0lzDMQsbDXHzMJOz5hxpNr70SNmbMgvgYa4jYoGm4mUjqW5e3aW1foxmvpWIlKUw+Q1nBR79hBtTgo5ogQgwzGUFHsf8lxbamrQJmEh1tKZXrHja85Lsfchxd6HXOdG1pd+V29TSzACDZMwMzHtz8RZ04KfIzSmdP0PG0q+Z0PpLDShMTjhdAbETQSgZ8xRpDr6k+vcXLNsgEALOZ68tiRrzyatMaO0f83e6k0I8SBwOVAKnCilDDo0QAgxA5gB0K1bt9HZ2WqtZ6VhywpnsuTA22jChC69dI/O4tSMe7FqjqDn+ww3Swvf9w8TRKdf7ImMS74s6HolL2w5O+S0/fqYhY1r+3zQ7DVQdOljc+nPbCr7GbOwYTfFsrlsDgaBzUN+ArOwMiXzQTKjRzTr3kpkCrXVW4OJXAjxExCs2nGflPKLWufdA9illP9oKBi1Z6fSGFvL5jFr/yN1xn4DRJkSOTPz/qCdjABSGuRUraTQnU2iNZNu0aPRRGCb+HObzwxYRKsxOtv7c3GP55p8XUOcvlLe3HEFbqOSgw+3GmYsmgObKZpkW0/GJl1GqqN/2O+tRIZQibzBphUp5aRG3uM94BugwUSuKI2xrPCDgCQOUKUX8+nuOzgz8wG6R4+u85pbr+Dj3bdT6tmPLn2YNDPR5iTO7/YUUeaEOuf2ijmKreW/BHQoaphJsfehk7U7W8vn1onBLGyMT7k6bO+xNoc5ngt7/Jc5uU+zp2o1JmFhQNxEjk29IeQTiKJAM9vIhRB9pZRbq388G9jU/JAUxa9KLwr5mk96mJf3HJf3eq3O8V/yX6LInVPTPGEYXso8+5mT+zRnZNatYxyXegN7nevw6BV4pQuzsGPWrFzY/b8kWDOQUpLq6MdvB96lSi8mwdKFY1OvD/jyCKdEaybTuj3apA0zFKW548gfEkL0BwwgG7i++SEpil+XqOFsKZsTsgOw2LMbKY06C15tKZ8b0MZsoLOjYlHAudHmJK7o9QZbyuaS79pKkq07/eMmYjP5F7QVQjA8cQrDE6eE/801QCVxpSmaO2rl3HAFoiiHOjr5iupJPsGH/9m0mIBVC2WQSTYAsvp/h6ZHi2ZncMJkBjM5HCErSqtQU/SVNivemsGlPV8mzT6IQ8d7m4WNUZ3OD7imZ8xRAZN9BBpdo0YF7fBUlPZAJXKlTYuzpHJB96cZk3QxZmHDIhyYhY2hCWcxJunigPOPT/0j0eZELMLfOWgWduymOCam3XqEI1eUI6fZ48gPhxp+qBwOr+GiwneAGHMSlnpGcfgMN1vL51Hg2k4nWw/6x51Q7/mKEikOe/ihorQVFs1OojWzwfPMmo2B8acwMP4IBKUobYBK5IpSi5QGeH4DfTeY+4NlWKNGkEijCoz9oKUhtJbexllR6lKJXFGqSaMIWXgZGPvgYJOjZQh0ehURYoErKSWy/HGoeguECaQPGXURIvZuhOpcVY4Q1dmpKNVk6V9B3wWyCnD6//MuQxZejjQqgl9T9QZUvQ24QFYCbqj6EFn5/BGLW1FUIlcUQEoPuOdCwEqIEnyrkIXnIYMsF0Dl//An/dqcUPlGS4SpKEGpRK4ogH9ycj0juPQcZNlDyEMX2TKKg58vy5GHbMkmjWKkaw7Ss1qtJ66ElUrkigL+NnDL0HrO8IJzJjJ/PNKz4vfD5gHBT9d6gb4LaZQAYFQ8h8w/Fln6Z2TxFcgDpyL1vWGLX+nYVCJXlGoi/t9AfbvU6yArkMV/QEr/ei4i7j7ATt2Zp2Yw9vmbY/InYBReAhUvAR6QFf42eH03smhGi70XpWNRiVxRqglzH0j5CURcA2f6/EMUAWEdjUh6H2wngpYB5sGAid87Pz3gXeH/uQ7D31zj2xb296F0PCqRK0otmikZkfQ5mAcR+uMhoFZbubAMRkt8Ea3zXBBm4NBO0RDbtwkzGOXNjllRVCJXlEMIcyZa8ucQ9zf8zSaHkD6wjgt+sZ7fhDtJsATf5UhRmkIlckUJQTgu8idscbDd3ATYIe6fCC3Efp0hE7MAbNV/1vzlxP4DIWwhzleUxlMzOxUlBCFMkPgSeOYjXT+DFodwTEOYe4e+KFRTidYHoi/0j1U3pSCipiMsQ1okbqXjUYlcUeohhAa2ExC2Exp3gXd58OPGTrToyyH68rDFpigHhaVpRQhxhxBCCiGSw1GeokSuUHUjte6K0nKanciFEF2Bk4HdzQ9HUSKc43TAcshBCzjOaI1olA4iHDXyJ4G/UO/8ZkXpGETsfWDuW91Bavf/v7mv/7iitJBmtZELIc4G9kopVze0ZrMQYgYwA6Bbt27Nua2itFlCi4Okz8C7DHzbwdwbLFmNWtNcUQ5Xg4lcCPETkBbkpfuAe4FTGnMjKeXLwMvg3+qtCTEqSkQRQoB1jP8/RTkCGkzkUspJwY4LIYYCPYGDtfFMYIUQYqyUMjesUSqKoighHXbTipRyLdD54M9CiF1AlpTyQBjiUhRFURpJzexUFEWJcGGbECSl7BGushRFUZTGUzVyRVGUCCdaY8spIUQBkH0YlyYDbbUNvi3HBm07vrYcG7Tt+NpybNC244vE2LpLKVMOPdgqifxwCSGWSSmzWjuOYNpybNC242vLsUHbjq8txwZtO772FJtqWlEURYlwKpEriqJEuEhL5C+3dgD1aMuxQduOry3HBm07vrYcG7Tt+NpNbBHVRq4oiqIEirQauaIoinIIlcgVRVEiXMQm8ra4K5EQ4gEhxBohxCohxCwhREZrx1SbEOJRIcSm6hg/E0IktHZMBwkhzhdCrBdCGEKINjEkTAgxWQixWQixTQhxd2vHU5sQ4jUhRL4QYl1rx3IoIURXIcQcIcTG6n/TW1o7ptqEEHYhxG9CiNXV8d3f2jEdSghhEkKsFEJ83ZjzIzKRt+FdiR6VUg6TUo4Avgb+3srxHOpHYIiUchiwBbinleOpbR0wDZjf2oGA/4MEPAecBgwCLhZCDGrdqOp4A5jc2kGE4AP+LKUcCBwF3NjG/u7cwElSyuHACGCyEOKo1g0pwC3AxsaeHJGJnDa6K5GUsqzWj9G0vfhmSSl91T8uxr/0cJsgpdwopdzc2nHUMhbYJqXcIaX0ADOBKa0cUw0p5XygqLXjCEZKuV9KuaL6z+X4E1KX1o3qd9KvovpHS/V/beazKoTIBM4A/tfYayIukdfelai1YwlGCPGgECIHuJS2VyOv7Wrgu9YOog3rAuTU+nkPbSgZRQohRA9gJLCklUOpo7rpYhWQD/wopWxL8T2Fv6JqNPaCsK1+GE7h2pWoJdQXm5TyCynlfcB9Qoh7gJuAf7Sl+KrPuQ//4++7bS22NiTY3mxtptYWCYQQMcAnwK2HPK22OimlDoyo7if6TAgxRErZ6v0NQogzgXwp5XIhxAmNva5NJvK2vCtRqNiCeA/4hiOcyBuKTwhxBXAmMFEe4UkETfi7awv2AF1r/ZwJ7GulWCKOEMKCP4m/K6X8tLXjCUVKWSKEmIu/v6HVEzlwDHC2EOJ0wA7ECSHekVJeVt9FEdW0IqVcK6XsLKXsUb3++R5gVFvZWk4I0bfWj2cDm1orlmCEEJOBu4CzpZRVrR1PG7cU6CuE6CmEsAIXAV+2ckwRQfhrWa8CG6WUT7R2PIcSQqQcHLElhHAAk2gjn1Up5T1Syszq/HYRMLuhJA4RlsgjwENCiHVCiDX4m3/a1LAr4L9ALPBj9RDJF1s7oIOEEOcIIfYARwPfCCF+aM14qjuFbwJ+wN9Z96GUcn1rxlSbEOJ94FegvxBijxDimtaOqZZjgOnASdW/Z6uqa5htRTowp/pzuhR/G3mjhvm1VWqKvqIoSoRTNXJFUZQIpxK5oihKhFOJXFEUJcKpRK4oihLhVCJXFEWJcCqRK4qiRDiVyBVFUSLc/wMVIP89ld3IhwAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -718,9 +668,73 @@
      },
      "output_type": "display_data"
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.035\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -732,53 +746,208 @@
     }
    ],
    "source": [
-    "# Charge le jeu de donnée : blobs\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"3 clusters in blobs mode : ward\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"3 clusters in blobs mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"3 clusters in blobs mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"3 clusters in blobs mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"blobs\")"
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "min_samples = [100,2,10,1,10,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderDBSCAN(i,min_samples[n])\n",
+    "    n += 1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "b95ac57f",
+   "execution_count": 232,
+   "id": "6303619e",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
+    "\n",
+    "### 2 Clustering aggloméré (metrics)\n",
+    "\n",
+    "def clusteringOnFolderHDBSCAN(name,ms):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
+    "    \n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = hdbscan.HDBSCAN(min_samples=ms).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
+    "\n",
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "id": "6aff1e86",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.011\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.003\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.005\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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RGbQ07FyHPAVzP+5hPTKealAmXcmG1DjsjiyHgaZGCJHth4UXL/91csqH/xswGZiRwTlbpJRtc6i//0uKVSxMsYqF0309+mYsNy/fpkDJfFlKcnoS0Bl0fPTnIL5+cTwOh/QYIqnWqKjUqLxXGdOLl8dEjhh8KeVmIUSRnGjr34jFZGHMa9+zbdFuNDo1NouN5wa2ovfIlxFCEHUjmoUTlnN483Hylwij83vtKF6pyOMedpap0646v52exIbZ24iLjufq6Rvs/HsfWr0Gm9VOkfIF+OiPQY97mF68/GfJMR9+ssH/OwOXzgIgArgGDJZSHkunnb5AX4BChQpVu3TpUo6M71FiSjJz9cx1coUFE5wnkIlv/MTqGZtc4vP1Pjr6jOlOrdZVeaPaEEwJJqwWG4oi0Og12Y5m+X8jOjKGswcukCtfMJeOX2HDnG3ofXW07tOMKk0ebqnEC0cvs/i7FUReukW15hVp3aeZR3fS8Z2nmTZ0FucPXSJv4VBe+bwLddp5dIF68fJ/zyPZtL2PwQ8AHFLKBCFEa2CilLLk/dp8kjZt7zJ39GJmDv8LlVrBarZRs1UVdq/Y75Ihepd8RfJQoUEZ1s/a6lYwPCR/MLMu//hIJRgeFna7nY9bjeD4jlMpYZx6Xx3Pv92Gnl92fSh9bl+6hxFdJ2BNDhXVGbQEhgbww77RLi6l4ztOMaT5cBcVT52PjkE/9PGGd3p5InnsBVCklHFSyoTk//8DaIQQ/7odzU3ztjPzy78wJ5lJijNiNVvZveIAVou7sQennO/+NYfdjD1AfHQiUdejH/aQH5jE2ESmDJpGl7DevBDel18+/ANjomto5q6/93N852mXxC9Topn5Y5dx88rtHB+T3W7n214/YDZaUu6t2WghOjKGeWOWuJz78wd/uEk2m5PM/DxkpldP38u/jkdi8IUQ+URyaqYQomZyv3ceRd+PkjmjFmFOk81qNVs9JmUJAeXrlsEv2PPmrbQ7MGRBSfJRsX3pHgbU+ogX8vdhWIfRvFH9A/6euoboyFiirkezaNI/vN/0C1KvHHf8vRdTgnt8vlqjcHD90RwfY8Spa1g8bBpbzTa2Ld7tcuz8Yc8uw/joxPuGmHrx8qSRU2GZs4FGQG4hRAQwDNAASCl/BDoBbwghbIAReFH+PycAZJOoG7Eej2t0aoQQWM02ZzESlYKiCG5duY1voA9avQaLyepyfq3W1Tz6my0mCzO+mM/KaeuxGC3UaFWFfmNfeSQhoMt+XMXUwTNTEsy2L9njYXxWLh+P4OCGoyk+ev9gX1RqlZv+jlAUfAOzFqK548plftq/hxsJCdQvVJi+VWsQ6uv60PQJ8PGo9QPgG+R6bu7wXFyOu+p2nlqrTqkX4MXLv4UcmeFLKbtKKcOklBopZQEp5a9Syh+TjT1SyslSyvJSykpSytpSyu050e//G5WeLofiQYzM4G9g7IYvqNehJvlL5ENRBFJKLh67wsndZ7HZ7Ki1aqfxN2gpX7cMg6e94bGPYR1Gs2jicmJvxWFMMLF14S7erPEBCTGJOfY+Yk0mph/cx0frVjPn6GGSrFZsVhu/fjTLLZvYExazlbP77xUdaflaU6fMRBoURaFGy8qZHteco4fpvWwRmy5d5NSd28w4dIDWs37nZmKCy3mhBUIoWaUoisr146331fH8oDYux17+pBNavdblmM5HR4e3WqFSu4/Zi5cnmSd/R9ADUkqO7zjFpnnbuX4+8pH1++rwF9D76Z1aNcnofLS8ObEnZWuVZNhfgylSviB2mwO7zekflg6Jw+YgJH8uPp41iC+XfsDwpR94jNM/f/gSR7accFkNOOwOjAkmVk1fnyPv4VzUHRr9/gtjtm9l7rEjfLV5I01nTOPE2SvpzpoBHFqF2Lp5uN6zFHc6FEYW8Et5rVCZcN6e2hedjxafAAM+AQYCc/vzzcqhbsY2Pcw2G19v2YTRdm8/xOpwEGc2M3Wv+0rjs78GU7BMfvR+enwCfNDoNLTp15zGL9ZLOWf1jI1MGvBLiq9eKAKdj5YOA1vx6hcvZGpcXrw8SfzrxNOibkQzpPlwIi/dRhECm9VGw851GDytPyrVw52xhZcI48cDY5g1YiFHt5wkX9FQXvywA5WevlcF6tDGY3jyZt28fIvhnb5FUSk47A7a9mtOnzHdXcZ8/vAlj1E75iQLJ3adzZH38MHaVcSZzSnbDkk2K2a7jZ/OHfG4uWwq7EdUi3CMpQOdessqhSS75POoI+S5WJRGRYoC0Ozlp6n3XE2ObDmJzqClQv0yGc6gL8fGEGs2UypXCDq1mvPRUR7PszocbL580e14SFgwPx8ex5n957lzLZrSNYqTK989KYaDG44yqf8vLisWtUZF1WYV6fXNS/e/UV68PIH86wz+Ny9NIuLUdZfZ6JYFuyhTswTt33z4uuhhRfPy3s+e3THg9CF7qsokHdKlPN/fP63F4G9wmWmGlwzz+LDQ6jUUqVDwAUfunEUfjLzhtsdsl5KNVy7Ro1sDZ5nE5HEmlgsiskdJpFqB1K4slcBks/H+mpXs7NUPVfJDyuBnwL96OLuvRRBx/ixNixVDr9a49BWZkEC/5Us4fec2auG87vNGTahbsBA2h+cVRlof/l2EEJSqVhyqub82e+QiN/eU1Wxj3+pDRN+MJTiPV1LZy7+Pf5VLJ+5OPMe2nXRzPZiTzCyZsvIxjcqVjm+3QZeJot3mJDMLJyx3MfBlapagYJlw1FrX57Raq6ZNn2YPPDZFCJR0iphrVAoDp/Smabf6aPUatD467nQphtSqXI19Kow2K+ejnaGlDil5a8XfdJw/m5FbN/PhulXU+XUqJ27dTDlfSknPpQs5djMSk81GgtVCgtXCpxvWEpmQQLX84WjSrHAMajV9q9bI8nuNvHTL43G1Vk30jZgst+fFy5PAv8rgm5LMCJXnt3Q/2d5HxXMDW9GiRyM0Ok1KhE56VaeMCSaXh5cQglGrP6XeczVQa1QoKoXSNUowfvOXBOcNeuCxaVQqGhcpijqNUdWpVDxfphxanYZ3f36Dv27+ysSDo5C5Mo5isTsc+GidM/hFJ4+z7sJ5TDYbZrudRKuVWLOZfsuXpDzUTt65zaWYaOxpVjEmm43fDu5ncqu2VAsLR6dS4afVYlCrea9O/RS3UVao2LCcy17LXRx2B+El82W5PS9engT+VS6d0AIhBOUJ5Gaa2Ztao6Jeh5qPaVSuKIrCW5N70/2zzlw5eZW8hUP56sXxnNx1xu3csOJ5UWtcf0X+wX58MuddbFYbdpsdneH+q4WsMKJJC7oumMv1hHgcUiKEoGzuUN6rUz/lHIOfgUJF86ESAs8pZU6KBeci3D8AgNlHD2O0ucfG305K4tSd25TJHcqdpKQU909qJHAtIZ4gvYFZHbtwNT6O20lJlMoVgkGjcTs/M3T7+Hk2z9+BMd6YUmhe56Pjlc+75Pg99eLl/4V/1QwfoPN77VJmv+CMkgnOF8TLn3Z6zCNzJThPIBUbliNv4VBe//ZVdD5al7qzThngPOlGGak16odimEJ8fFj5cg+mtn2OoQ0aMfO5Tszr9KKbYdWqVHQqV4H0KuIKYHKrtsw/fpTmM6dz6MZ1j+eZbDb6LFvEqTu3eSpPXqx2dz+9XqWmcZFiKT+H+wdQKW++bBt7cMpa/LBvNI27NSB3gRBK1yjBBzMG0vm9Z7Pdphcv/+/8awqgOBwOvnphPHtWHsCUaEZRCZCCNv2a0eublx5Ig/1RcGb/ecb3/ZEzBy6kZOYqKgW9r47Ju76hYOnwHO3vTlISa86fxeZw0KRoMfInz8Szgtlm49XFC9h9LcLttUp58lItfwFmHz3kEkqZHkF6Pdtf68sv+/fyw949KasBraIi1NeX5d1eIUDn/oCTUrJy2nrmjV1K3O04Kj5dnl4julGgVP4svx8vXv4N/CcqXm2cu41ve//gVqjbL8iXeTd+RqPN/mzwUeBwOHgxvC/Rka7ZukIR1O9Qk8/mD86xvpadOskHa1chhPPZIqVkcJ369KqaPYXIafv38e3OrS6GXatSYfEwW08PH7War5u2oH3psqy7cI5pB/YRbTTSrFhxXqtSjSC9u8zEpRMRfNpupOsqSICPv4GpB8eSr0iebL0fL16eZB67eNqjYPXvG92MPTgN6fHtpx/DiLJG1I0YEj1ot0iH5PDmEznWz+2kJIasXYnJbsNos6Vsoo7dsY2zUdmTN3qtajWKBedyOZYVYw+QZLMREet82DUtWpw/n+/CPy+9yrt16ns09jcv32Jg7Y/dXV7SmZcwd/TiLPXvxct/gX+NwRfphBMiIV1H8/8RvoE+6ZYIDM6bczHha8+f9Rh6aXPYWXb6JOCc8WfFYJttNk7c9hzmmBXuGN3zE9Jj/rfLsBg9yzzYbXaObTv1wOPx4uXfxr8mSqfla004vPm42yxfpVFRvm7pxzSqzGPw1fP0C3XZPG+7i3SC3ldHlSZPMaSFU7O9Sdd6tOrV1E2SIPpmLNsW7cZqtlKrTVXyF/ccWmhzODyJdyKlxGyz8+2Orfx2cD9Gm41CgYEMqduAQJ2eXD4+lA7xLNCmVhTUipKph4RaUXA4HHgSHr4U61l8zhPHd55OkacAsOTRYywdiDDZ8T0STXjJMJfzE+OSSIxJJCQ810PPuPbi5f+Vf43Br9ehJvWW1GLrwl3YLDY0OudbG/bXYLfQxv9X3v6hD5YkMzuW7UOjU2O32ilSoSD//LI2RbP93MGLrP1jC+M3D095X5v/2sGoVycjhEA6HPzy4R+8+GEHun/W2a2PJkWL8fWWjW7HtWo1545dZv/eU1hzaXCE+3IxJob+/yzDR61GAoWDgpn2bAfy+bnWpFUpCvUKFmbDxfNu7QqcCV0qRSFYr6dn5WpM2r2DJKtriKZaCAoHBmXqPpltNk4bLEgFcMDtDoWJr5PHuZhzwO1ORSlXxRlGakww8m3vH9i+ZA+KoqD30zNwcm+e7lwnU3158fJv4l+zaXuX0/vOsX/tEQJy+dGgU238g/3uf9H/GdE3Y7lzLQqVSmFArY9cZvwABj89g6f1p2GnOsRHJ9C1QD8XWQZwhqOO2zTcKS2Qhl8P7OPbHVux2u1IKdFJhXJzI4jaF4FUQEgwF/Dlet8ySP292bBKCMrkDmVZ1+5ubf5+6ABfbt6Aw8PnqWPZcgyp15DcBmekVKs/f+d8dBS2VOca1Gr+7vYKRYOC3a5Py+KTJ/h89hJCRh7AVMyfG6+VQupcZ+2+Gg17er/BR02Hc2LXGezWe6sPnY+WUas/eyJWfl68ZJWMNm2fjKlvFihVrbhHI5eaqBvRbFu0G7vNQe121f6vojkS45L448u/2DB7K2ajxaNCpTHBxJ4VB2jYqQ67lu93kwEGpy79htlbPd6LXlWq8XThIiw7fRKbw4Ftzgm2HLyOYr3nItFdTiD3wgvc6lYi5ZhdSs5FR3E+Osplkzbi9DXWjfoHWVkDelfDq1OpKBaci1Cfe3o3M5/vzKAVy9l/4xqKEATq9Ixu/kymjD3AjojLxIVosLxeBmG2uxl7AOuFGNrm6YGItbi9ZjFamDdmCV8sGpKp/rx4+beQUwVQpgFtgZvp1LQVwESgNZAE9JBS7s+JvrPK2j82Ma7PVOw2Ow67gymDplGiSlG+WTmUoNDHK5jlcDgY3PhzLh2/4rEG7l3UGhXBYU7jaLfZPQqqIcFmTd+nXiJXCO/UdkoFP//sNKxpVhGKTeK3/w63XizuopWjVhRiTPdkKmJuxTKw9sckxCWhKlkJm0ZAqgeQWlHoVM71IxHq48usjl24k5REktVKgYCA9DfdPZDf3x+tosJU3HPugLA6yD/lOMLo+f1LCdfO3ch0f168/FvIqSid34CWGbzeCiiZ/Lcv8EMO9ZsloiNjGNfnR6xmq4vU79kDF3ij2hCsFvfU/0fJgXVHuHrmeobGHkClVtHqtSYA1Gxd1aNssdag5ekudTPVr8XoPgsGEHbptI6pcEhJ2dyhKT//88s6LCYLOCThk46jv5gANgfC6qCAwY8/nu/iMrtPTYiPDwUDA7Nk7A9cv8a1uHg8bz078TkWjUgn4gmcG/kVG5bLdJ9evPxbyKmKV5sBz4LlTtoDM6STnUCQECIsg/MfCtuX7EnXTMTcjGP7YvdCGo+S84cvp/vQUWtU+AQY8A304ePZbxNWLC/glGh4c9JraPUa1BpVchEPHS1fa0yFemUy1W+VZhXdBNwkYCnkhyZ5Y1jg9LMPbdDIRdLgzL7zKXsM6lgL4d8dp8hn+yk17gSf+5WnUl5ntNC1+Di2XLrIlSxE4qRl9LbNvLRoPgtOHsOeXLRE5UHhU5VogwwMvt5XxwtD2qf8fP1CJF90Gkv7wFd4IX8fZn45H5v1/tnBXrw8aTwqH344cCXVzxHJx9wEVoQQfXGuAihUqNADdWo2mtm+ZC9R16MpW6eU0/1h92wIbBYb549czvSs+EFIjEviysmrhBbMTUjYPb91eIl8aHQabBZXV4TOR0uXwe2p/kwlSlYr5pY13Lp3Myo3rsDGuduwmKzUebYGpatnvI+RmjfGvcqxbScxJ5mxmKxodBo0WjXj5n3ENhHN+gvnyevrR4/KVame31XioWTVouz+Z7/LxrIqyYYKM4XKhmO12xm8ZgWrz51Nyb6tX6gIk1u1RafO/MfvzJ07/HboAKY0Mg0qRWFqm/bMOHyAjRcvIAFjiQCcj6g0v2sBFRuUZfC0N8lTyLlKibkVy5s1PyQxOhGHQ5IUb2TuyMVcPHqFT+e+m+nxefHyJPCoDL6nNbtHyyul/An4CZxROtnt8NLxK7zbaBhWsxWr2YZao6J0jRLpdYvOoKVg6YervyKl5LfP5vDXt8tQa9XYLDaqtajER38OwuCrp2brKvjn8sOcZElx0whFoPfV0/n9ZzH4pi9HnL94Prp93DFb48pfPB/TTkzgn5/XcnLXWYpVLETbN54hd/5cVATeqF4r3Wtb92nG/LHLUgq0A2h0GkrXKEGJykUZt2Mra86fw2y3Y06O0996+SLfbN3E542aZnqM6y+eS5nVp8bucHD01k1GNGlBuzkziTdbMOc1kFg9N777bqNYnNfofHSUql6c0es+c4nDX/bDasyJ5hTFTACz0cLOZXu5fj4yZSXlxcu/gUeVaRsBpC7JVAC49jA7HN75W+LvxGOMN2Gz2DAlmjm5+wy12lRzf/wIZyWqhp1qP8whsfr3jSwcvxyLyUpSnBGLycq+1YeY+PpPgFMBc+K2r6nWrCIqtVPx86kGZZm0/esMjT3A/rWH6VPxXVqou9A5rDcLJvzteTM3HYJCA+n2cUeGL/mAHl92JXf+XPe/KPm6STu+pkrTp1LE3lr2bMxXf38EwB9HDrnNys12O/OOH83S+HQqtccMYZWioFOpyOvnx+qXezCgZi3qFypM8y+f442pfajavCIV6peh//gejFr9iVvS1fEdp93CXgGsFhsDan3EyFe+e6R1kb1knZO7z/BRq6/oWrAfQ5oP59h2b5Z1euRYHL4QogjwdzpROm2AATijdGoBk6SU9xWoz04cPjh9sn0qvOsWmw5QpEIh3v6xL9/2/oGI09cQQLVnKvP2j33JU9BzJmlO0av821w+cdXtuEanYcHtaS5G3WK2gpSZKvJ9dNtJPmzxpcv71fvo6DKkvcfkq0dJmSkTPGbgCuD0gHc86t97IjIhgUa//5KySriLTqVm/SuvEebvn86VGTP1/RksnrQiXZ+9oggMAQamHhhL3sKhHs/x8vg4tOkYQ9uMSElMBKcL9POFQ6jeotJjHNnj46GLpwkhZgM7gNJCiAghRC8hxOtCiNeTT/kHOA+cBX4G+udEv+nhsDvS1c9x2O2Ur1uaaccnsNIyh3/Msxmx/OOHbuwBYm/HezwuBCSlEU7T6jSZMvYAv3821+3hZkoyM2/MEueD4zFSPcyzrHOFPHkzbewB8vr5MarZM+hUanw1Gnw0GnQqFd80bZ5tYw/w3IBWqHXpezYdDokpwczsbxZluw8vD48f3/3NxdiDUzzv+7enPaYR/X+TIz58KWXX+7wugTdzoq/MkL94PoLzBHLjoqugl9agpXn3p1N+VrJgcHKCik+XY+vCXW4iaX7Bfg8kkHZ8p2c1UCkhJjImZYPycfDZ043pOG82FrsNq8OBWlHQqlQMb5z1GrzPli5Lw8JFnJuzEhoVKUqwwV1JMyvkLRzKmLWfMb7fVC4cuexRwM5us3N407EH6sfLw+HCkSsej185eQ2Hw/HIv+P/7/zrMm3BqZw5dM47fND8S+x2O+YkCwY/PYXLFaDDoNaPbVyvfd2N/WsOY0o0Y7fZEQK0Bh2Dvu+T7Q/mqT1nsaY3i5eSoByodfsglArJzaqXX2X6wf0cirxB2dyh9KpSjUKZ0M1xSMnFmGj8tFry+DolMoL0Bp4rk/kYeikle65d5eCN6+T396d5sRKY7U6RuGWnTyIltC1VmjE7vyLxWhy9yr3t8X7mLeJ152SGm5dvYbPaCSuWN0v5FRlht9tZOH45Cyf9Q2JsEpUblafvmO4UKJWfwNz+RHkoOu8X7Os19h74Vxp8gDI1SzLzwhTWz9rK7Yg7VKhflhqtKj8SpUQpJQfWHWHl9A3YLFYad21AvedqUKBkGFMPjmXu6MUc2XKC8BL5eOGDDpSqXoy4qHh8A32yPL5d/+xPd/OzfL0yaHWPr/DLyd1n+OWjPzl74AKh4SEMGNaZho0yJ1q28eIFhqxdSaLFikM6qJAnL5NbtSOvX+a1kcw2G68s/otjt25isdvRqVR8vnEdAXo91+LjU/YW5h07yq6IK/zz0qvUaFmZPSsPuhh9nY+WFz/okLU3/x/jyqmrfNllHFfP3kAICM4TxMez36ZsrZIP3PbEN35m/aytmJOcSrg7/97H4c3H+fnIOLoMac9vn8zBlHRPJVfno6Pze+0euN9/I/868bT/B34aMoNlP6xOkWrW++qo1qISw/4a7DLrkVLy17hl/PnVAsxGCzqDlpc/7UTHd9pmenY0f+xSpn862y07V6VR8ebE12j3egssZiuLv1vBmhkbEULQ8rUmtHujxUOtAnZq7znea/RZms00Hf3Gdqfd689keO356Cjazp7pEt2jEoKiwcGseqlHpu/Nd7t38P2eXW4bvYoQbiJvvhoN41q0pn7ecMb2+oEdS/eiUitodBr6T+xJs5caZqrP/yIWs5WXCr9B7K04l8mHwV/PzHNTCMyd9fKZd4m6Ec3LRd90W3WptSraD2hFvzGv8Pvnc/nr278RikDaHbQf0JJe37z0n53h/6fE0x43V89eZ8nkVU65gWRMiWb2rT7EoY3HqNz4XhDTsh9WMWPYvJTZic1i47fP5qLz0d7XKN6l0Yv1+G3YXLfjarWKhp1q43A4+KD5cM7sO5+ysTtt6Cx2Ld/PyFWf5NiyOy3Ths7ysJlmZtrQ2bTu3QyVOv2VzIxDB9yKmdul5Fp8PIcibxDm58+CE8e4kZBAnYIFaV6sBGoPX+6/jh9zM/aAR0XPJKuVk3du0bx4CT6d+y4JMYnERyWQp1DuDMfqBXb9vQ+z0ey20nTYHKz7cwutejVh3Z9bOXfoAsWeKkyTlxpkusb0xWMRaPUaN4Nvs9g5seM0Qgh6fPEiXT/swJ1r0eQKC0bv41772IsTr8HPJHa7nT0rDnJg/RFyhQXT7OWGLlmyVouVDbO3MW/sUmxWdx+wKdHMjmV7XQz+n18tcFmKgtMo/vHlAo8GP/pmLD++9zvbF+9GURSefqEufUd3Z8j0Nxnz2hSnO0g4o5SGzn6HwNwB7F19iHMHL7pE8ZiTLBzfcYqjW0/yVIOyOXF73Di7/4LH4xaTlZhbcS73Li0RcXHYPRhlRQi2XLrIj/t2Y0+uyrXw5DGKBediXqcX0KtdVyxZXb2evXMHk82KXq3BL8gXvyDPGkBeXLlzLRqbxT2s1Wy0cPHoFV4t+RbGBCOmRDN6Xx2/fz6P73aOIKzo/ZPaworl8binoqgUCpUrkPKzzqBLt+iPl3t4DX4msJitfNB8OGcPXsCUYEaj0zDzi/l8ufQDqjR5CpvVxvtNv+DcwYse6+qCcwma1oCkLVh+73hMyv/tdjvzxixh8Xcrib4R7cwTTrZja2Zs4sTO00w9OJbqLSuzf+0RFEVQtXnFlJj+49tPYUwwufVhNVs5tv1Ulg3+uUMX2bPiADofHQ0710nXcOctnJu4O+5hqEII/HNl7IevV6gQ2yMuuyVsWex2fju036VYepLVytk7d/j90EH6VauRcjzebKZtydJMP7TfbZavSl7VpH6oSGD1+bNcWhDLX527elwxZISUkhsXbyKE+L+S234UlK1dEkWlAlx/XwY/PecOXyT2VmxKJrMp0YzFaOG7/r8wYsXQlHPvTnzSzs7DiualUuMKHFx/1MXwa3QaOr37YH766MgYEmISyV8i33+mCtp/08mVRf75eS1n9p/HlOD8UFrNVsxJZr7uOgG73c7mv3ZmaOwBFJWKZt1d/cDhJT3PSFKX5xvfdyp/frWAqOvRTuHKVJNWm8VG5KVb7Ft9CN8AHxo8X4t6z9V0SeBKb4mr1WsznGWnRUrJ5Ld+ZVDdofz26Rx++fAPXikxgC0Ldno8v/uwLujS9Kvz0dLujRb33UjuXO4pQgw+aJR7X0KDWpMSYZMWk93GklPOQu+7r0bQfOZ0qv38PdMO7Uev1mBI1uwxqNUE6HT88mwHKuRxn12a7XbORt1h/YVzGd+MNJw7dJHXyg6id4V36VX+HV4r9zYXjlzKUhtPMqVrlKBy4/Iuv2+tXkN4yTDOHbzoIlsBztyGfWsPI6Uk8tIt3m/6Oc8FvcpzQa/wXuNhXL/gmtn82fz3aNKtPhqdBpVaRcEy4Yz452MKly1Adoi9Hcf7zb7gpSJv0L/6B3QJ68PWRbuy1daThtfgZ4K1Mze7+aMBLCYL5w5eZNvi3ekae61Bi85Hy/vT+rstYfuOeQWdwTW5SmfQ8vrYVwC4fS2K9bO3euz73hisXDzqORYZoNELdVHU7r9mlUZF/Y7pa+Sk5fCm46yavsFZlMXuwGKyYjFaGPXqdyTFG93Or9OuOgOn9CIwNACNTo3OR0f7N1vSe+RL9+3LT6tl6Ysv07NyFQoFBlE+NA8DS1Qi/9Zb6SaS6VQqzkdH0XPJAs5FR2FzOLDY7RhtVooGBfNG9Zp80rAxa7u8Quh1K8398qP1MItPslrZEZH+/UxLYlwSgxt/TsTp61iMFixGC1dOXuXdRsMwJrjfl38rny98n14julKkfEEKlMpP1486MC5VGc60KCoFi8nCW3WHcnjTcew2O3abg6NbTjCo7ieYUxWo1/voGPxrf5bGzWDhnelMOz7hgeSth7YZwZEtJ7CanZIrcbfjGdl9EmcPenZD/pvwGvxMoNZ6Xu5Jh0StURMQ4oeieN78DM4TyJTdI2n0Qj231+q0q87ni4ZQqloxfAJ8KFWtGJ8vGuLU+wEuH4+472xYq9cQXip9pWm/IF9Grx1GviJ50Pno0PloyV8iH99u+OK++jypWfvn5pSwuNSoVCr2rT7kdtyYaKJMzZL8dnoSs69MZVHUdPqM6p6ppXO00ciCE8eIt5gZUKMWL10L4O8OP7Fh9ErEbaOb9LFBraZrhYr8sn+vm4yDxW7nXHQ0Xco9he/ma/Qo2J+PWn7Fss4/kXfcEVTxaUpDqlTk9c186Ofm+Ts8yjLYrHa2LPhvzBrBqQPV4a02/HxkHNNPTuTlTztj8NXT+MV6aLSuRl+tVdOwUx22Ld6DMd7osgJwOCSmRBNbF+722IeP/4Ml2l08doWLxyJcSl4CWE1WFk5Y/kBtPwl4ffiZoE3f5h5dNgG5Ayj6VCFa927Gmt83edTuuRVxhw9afMnM81M8hkFWb1EpXc2PsOJ500+qwlkIJTB3ALVaV81w/KWrF2fGuckpMdL5i+fLenROOhugEumyOepwOPj141ks+W4FilrBbrXTuk8zXh/3aqa6OXH7Fi/+NRerw47JZmPZrkPkGbYXYXOqXub79RRXB5QHjYLaoEFRKTQrVoJO5Srw14ljHjd7tSqFDZsP8teQP1weWprL8eT75TRX36ngLJWoFqg0GjqWLZ/p23LnWrTbxjs4i8rcvppRiYj/Bq9/+wpnD1zg6pnr2O0OVCqFfEXzMOC711j6/SqP986YaHpognV3rkWh1qhI26vDIblx4eZD6fP/Ca/BzwRNX2rA3lUH2bZ4N9IhUWlUqNUqhi8eghCCklWL8fr4Hkwe+KvbzMFhd5AUb2L7kr083TlzSUd3CSual8pNnBtWaRUdFZWgZusqvP1j30yFDQoh8PHXM23obLYv2YNWr6V132Z0/fC5TMXjN32pIRvnbnd76DnsDqqlemAtGP83SyavdHn4rfh1PQEhfnT/rMt9+3l/zQriLff6EEduOwurJ/+sjTRR5PP9JJULosKzVXh3UCfKJFfgqpovjMORN9xm+Wa7ncMzdritUIQDdFeTKPT1QdR3TKAIqj5XHb/umV/4lq1dEr2vHlOajXGtQUu5OqUy3c79OLn7DPPHLuXGxVtUaVqBjm+3JfgxZ1FnBt9AX77fO4rDm49z+XgEBcuEU6lReYQQFK9UBL2Pzi2owOCrp1ilwg9lPCWqFPU4idLqNVRt9lSO9XPj4k3mf7uUkzvPULhCQV54vz2FyxW8/4UPGa/BzwSKovDRH4M4f/gShzcdJyhPAHWerY7OcG+Tqm3f5lw7d4P5Y5a6XW8xmrM9Y/l03ntMeWsa6/7cgt1mp2Dp/Ayc0psK9ctkKbIgKd5I/+ofEHMzLqUw+rxRizm1+yxfJ0sZZ0SlRuV5pkdjVk5bj81qR1GcyUud3m3nsik8f+xSN8NqTjKzYPxyqjStyPyxS4m8dIsqTZ+i83vtyJXv3sZxnNnEmTt3XK6VauEmhCfsEv/jsdRo6Z9i7OPuxNO5UGnmHD2CzeFIibU3qNW0LVWGuOnrPL4vYXOguZVscBySo8sO8nnHsYxa9el97wlAlaZPUbxSYc7uv5DykNMatJSsWoxKjTK/UsiITfO2M+a1KViMVqSUXDh8iZW/rufHA2PIHR6SqTbioxPYv+Ywikqh+jOVMPg9mGskKwghqPR0eSo9fe9+JMUbKV6lCHkK5+bqmRspYZ0arZo8hXLfd9WaXQJzB9BhUBuWTF6RMnlRa1T4BfvxbP+MqrRmnovHrvBW3aFYTBbsVjtnD15ky/ydfLX8I5d78DjwZtrmIFsX7WJ0j8kY49PMWPz0DPqxLzGRsZiSzNRuW43ilYpkqW27zY7VYst2UsmS71fycxqXBjgjZ77bMYKiT2VuRnXu0EUmvvEzp/eeQ6NTIxSBwc/A2PXDKFg6nJa6F91WOan7shgtSOn04/oEGPhx/xhCCziNVqLFQpWfpmBLVehESbJReNh+FKtr8ROdQct3O0egqFWMfHkSF485N1oLViyIvU9F9tij8ddqebVSVXpVqcbML+Yzb/Ti+9YLBueGdpFyBbGYrdR7rgadBz9LQK70FTktJgsLJ/7D6t82gBA806MRHQa1yZKsRfTNWHYu24uUUKddtZTZu91mp0tYb+LuJLiOUa2i5WtNePvHvvdte83MTUzo9xMqjQI4s1E/mftOyl7RoyQ+OoExPaewZ+VBhBAE5w2keOWiHNt2EikljV+sR8+vumYpB+LotpPMHrGQq2dvULZ2SV4a2pECpdIvZiSlZMOcbSwYv4y4OwnUbluNbh8/n6UVkynJzI6le4mPSqBS4/IuEUMftfyKfWsOuXlBC5YJZ9rxCZnuI7tklGn7nzT4N6/c5rdP57Bn5QF8A33pMKg17V5v8cCp2Habnb6V3uP6uUisd2csOg258gURfTMW6ZDYbXY0OjWtejWl/4SeDy3TNS0jXprIhtlb3Y7r/fS8NaW3i4qoJ5Ksztnl3iX7GPvaFBfXjhCQv0QY009OZGDtjzi1xz2sUVGEW3ieSq2iVe8mDPr+ntF6edF8dkVccfHFB56II+/vp9Gq1UgpcdgdvDaiG616NeWlwm+QEJN4r1EBQXkC+fPiDy4GN+5OPP0qDyb2dlyK0ReK8KiOmRqNTk2ufMFMPTQ209mhWWXV7xuY9MbPKCrn589hdzBwSm9a9mxCxJnrvFH1fY9RYPmK5GHm+Ske27SYnVFUcVEJ9HnqXbdC9TqDlllXfszwQfYwGFR/KKf3nndJ1NL76JiydxSFyniW0s6IrYt2MbL7pJRINkWloDNombRjBEXKPxwXyqm95/ig+XAcDkfyalnQ7OUGvP1jP4QQtPN/2ePvS1EpLI2b4eIZeBg8dD38J4mYW7H0rzaEdX9uIeZmHFfPXOfnIX8wqf/PD9y2Sq1i4ravadWnGYG5AwgKDeCZno2JjozBYrRgNVtx2B2YkyysnLaeI1tO5MA7yhyFyoaj1bvPOAVkmCh0NS6ObgvmUnnqZKr8NIWRX8xw+zBL6dwMu3wigtfH9UDnoyX1c0yj16DWunsP7TY7e1e5Rvh827wV4QEB+Gq06NVqDGoN5ZqXZ9aVqbz1fR/6T+jJ72cn0/HttqyZuYmE2ETXRiXE3Y5n+2LXKI+AEH+mHhxLl8HPUqJKUWq2rsLTneugyUALH8BqthFzM5YVv3h2CT0oN6/cZlL/X7CYrJgSzc7EJJOV7978hZuXb+EX5JPigktLQG53Y21MNDG6x2SeC3qVznl7MaDmh9g9RBEJRbBtkXskzMPk4rErnDt40S0r12qxsmhi1iNkpJRMHvirS9iyw+7AlGjilw//eODxesJut/PpsyNJjE3CGG/CYnQ+WNfP2srW5PvpG+h5YqDWqDx+Dx4lOVUApaUQ4pQQ4qwQ4kMPrzcSQsQKIQ4m//0sJ/rNDkumrCQp3pRSMxacPuY1MzZx+9qDR1X4Bfky8Lte/HXzV+ZH/kqlp8t5jEU2J5lZP2vLA/eXWVr3buo2DrVGRZ7CualQv4zHa8w2Gx3nzWL3tavYHA5sDgeJHmLuwbnPYUo0U6FeGSZs+Yo6z9YgX5E81GxdlS8WvZ9ekA9BeVzrAOT182Nd99f4vnU7PmnQiFkdu/Dn813IFRJAs5cb0qpX05Tyi7v+3uexRLHD7uDYDvcydwEh/vT4sis/7BvN139/TL9vX0Vr0N53lWU2Wti35hB2ux1jonvW8oOwdYF7fQRwGrPNf+0kKDSQyo0ruBkKva9nRcivXhjHpnnbsZqt2Kx24qMSsNvcawE7DWP6iYIPg8hLtzx+F+w2BxGnr2e5vbg78R6zuaWEY9tPIaXEmGDMssRGRpzacw6Th8+AKdHMPz+vBaDDW63R+bjm12j1Gpq/+vRjz+h94MeNEEIFTAGa46xdu0cIsVRKeTzNqVuklG0ftL8H5cjmEx536TU6DecPXcp0LdfMIoTA4aH49t3XsorNamPtH1tYP2sLOoOWNn2bU6tN1fu2FRgaQP+JPZn19QIiL99GIKjWoiKDp/VP99o158+SaLW4iI3FVw1Be8OISONTV9QKxSsXAZyREF8sGuLyeuUmFTiw7ojrUt5XR5fBz7r1q1IUGhQukuH7ATCb0k9Iy4z/PHf+XEzeNZKfh8xk/7oj6PQaEuOMbjNQRaVw+2oU7QNfwWq2ka9IKL1HvozeT09AiD+lqhXLtmvOZrUhPXw+HHaZMo6P/hzE5x3GcHLPWTRaNVazlU7vPcvTXeq6XHPj4k2PEV3pUaNVlWyNObsUr1zE49i0eg0Vn856IpXBT5/ufddo1XTO24uEmER8Anzo+nEHSlQuiqIolK9XOt2EsPtht9rT7fOuXen0Xjuun49k9YxNaHVO4beararSf3zPbPWZk+TE+qImcFZKeR5ACDEHaA+kNfj/FxQoFcaRLSdcZvjg/OI9jCIX549c8jiT0vnoaNKtQZbastvtfNjiS07tPZfS5sENR2nduylvZPBhOrb9FMM6jMZisiCEQO+j44MZA6nTzqObL4XLsbFuejZx9fLiv/c2PlFW7EYrao0KlUbF+9PfzPBL9PGfg/ii01iObz+FRqfBZrHx4ocdaNDRvXD81bg4Vp07g0NKmhcrQeGgII9tVmnyFIc3HXeb5QtFZNqYFSgZlvJwklLS56l3uXLqmtvnI+LMdWzJvv9r5yIZ3vlb9H7OxLXc+XMxctUn2ap5W7tddX7/fB6k2ehWa1TUedb5+/EP9uPbjV9w7dwN7lyLpuhThTxuakZevIVGp/FoVO/uVwgh0Bq0dHirFQVKpp+w9zDInT8XzV95mnV/bkkJHlBUCgY/Pc/2z5w6bGq0ei3Nuj/N2j82YTGm0tnRqomLSkgJHoiPSuCnwTPRJrsWFZXC5wvez1YUVZlaJTwafL2vjmbJ+2AqlYq3f+zHq8Nf5MrJq4QVy5sSmPC4eeBNWyFEJ6CllLJ38s/dgVpSygGpzmkELMC5ArgGDJZS3rdm3MPYtL10IoI3a3zoEq2i1qopXaMEE7Z8maN97V93hGHPjfJo8J9/pw1vfNsjS+1tX7KHkd0nucUta/Uafjk6nrBi7vowiXFJdC3Yzy1ySOejY8bZ71zCItOy8eIFBq5YRmIa9U9foaKXNRzj/mvkDs9F6z7NCC+ROeMReekWd65FUaRCIY9Zk38eOcRXmzcAzqW5EIK3a9ehXzX3mvfRN2N5teQA1/cmnA/1accnZmvWfftaFMM7jeXcwYuo1CrUGhVJCaZ0I4/AuSFdsEw4Px8Zl60+f/98LvPHLsWabKg1Og0d321Lzy8zrBzqRvTNWF4q/IbbClalUajTrgZ+QT6o1Gqav/I05euWzvI4cwKHw8GyH1axaNIKEmMTqdmqKq8OfyHbNaUtZivjev/A5gU70WjV2K121Bo1iXFJGV6n99Ux6/KP+AdnPqv6Lrv+2c+XXb7FYXdgNdvQ++kpW6skI/75ONsrh5zkoUbpCCE6A8+kMfg1pZQDU50TADiklAlCiNbARCmlx1I4Qoi+QF+AQoUKVbt0KedFqPavO8K3vX8g+kYMSEnN1lUZPK1/jsvhDu881mN6vc5Hx5h1w7JcDWjC61NZ/tNat+N6Hx39J/akVa+mbq+t+m0Dkwf+6vbQ0eo1vPZ1Nzq+k76Xze5w8OycPzgXFYXF4TR4WpWKwoFBLO/2SpYVJe/H9fh4msz41U0gTadS83fXlymey32WdPbgBcb2/J6Lx68ggKrNKzJ42psEp9kbyCo3r9wmMTYJi9HCkObD3YrMp0Xvq2PSjhEUrVAoW/2dPXCBjXO3IaWk0Qv1KFm1WLbamdj/Z9bM2JQyoRGKwMffwM9Hxv3fzDIfBnF34rl9NYqw4nnpEPyqx32L1Oh9dbwxrget+2S9tjI4Px9rZm4i5mYcNZ6pTPVnKv3fFFx52AVQIoDU8U8FcM7iU5BSxqX6/z9CiO+FELmllLfTNial/An4CZwz/BwYnxtVmz7FH+enEB0Zg95X/8D6HOkRH53o8bhKrZB0nxmIJwJDA1Br1G7aLUKlpCs5HB+V4FGr3GKyEnsnzsMVqcapKMzp+AITdm5nyekTSAntSpXm3Tr1MmXsz+w/z7FtpwjOF0SddtXQ6rUZnr/m/FmPx20OOyvOnmFATXeDVaJyUX48MIbE2EROxUbzw6G9tP17LkWDgnmrVh1qhmdPUTFPwdxQ0LlC8nT/0qKoFBLS+X1nhhJVilKiStFsX3+XgZN7UaBUGIsm/UNCdCKVGpenz6ju/2pjD84N+YAQZ9RS/hL5uHLyWobnWy22dL+fmSFPwdy89HHHbF//uMgJg78HKCmEKApcBV4EuqU+QQiRD4iUUkohRE2c0UF33Fp6hAghMnRn5AQNO9Xh5M4zbnohdpsjW2n3z/RozIJxf2NL46JVqxVqpuOzrtykAiqNClsal4TeV0fVphXv26e/TsenTzfm06cbZ3qcdpudL18Yx95Vh5AOByqNCo1Ow7iNX2SYXi49hdxk4jWA00mxvPz3Asw2GxK4nhDP/hvXmNyqHU2KZm+2DOAb4MNzb7V2ykV40H25i8PuoGS17PeTUyiKQse329Lx7cceH/HY6Dv6Fb56cVyGKrNqjYpqze//+f+38cBrECmlDRgArAJOAPOklMeEEK8LIV5PPq0TcFQIcQiYBLwo/58zvnKIZ3o0olC5Auh9nYkWiiLQ+Wh5c1LPbKW25y+ejw9mDMTgp8cnwICPv4HgfEGMXP1purPnsGJ5qdGyikuYmN5XR6VG5dPdtLp0/ApzRi7ir3HLuHn5VoZjunDkEl++MI5XSw3ks+dGcWrPWVb8up69qw5hTnLGlBvjTcTdjmfY82MyDJFrVqyEx+NqRUXL4hk/IL/eshFTsrG/i8lm44tN6zO8LjP0/uYlen3TjdCCIU65a4MWTXJOgxDO3+kb43s8EaX1oiNj+P6d6fQs8xZvN/jUTQfelGRm94oD7F19KF0p6v93aretxmfzB1OsYmG0Bg0+/oaU3xc4P/8NOtbOkRXVk8Z/MtP2UWIxW9k4ZxvbluwmKDSQdq+3eOAPmsVk4fiO02j1GkrXLOExtjchJpExPaewe8UBFEWg99OTt3AofoE+NH+1EU261fd43bShs1gwYTl2qx1FJRBC8Nb3fXimh/sM/+TuMwxu8gUWkyU5AiS5sEr+XFw7d8N94ALGrBtG5UYV3F9L5vdD+xm5dTMO6ZzTqxWFN2vU4s0a7tE8qSn3/US3iCJwlkU89sZb6NQ5t5lmTDCy4tf17Fi6l1xhwTw7oAXa8mokkuJ+xVCJhx9rff18JNfPR1K4fMF0C9lIKTm8+TjHt58mV1gQFRuVY1CdoU43X/KKT++r48UPO/DS0I5sWbiL0a9+l5LxK4Rg2ILBVGmSc6JijwOHw8GWBbtY/dsGhCJ4pkdjwornJSE6kVLViz80l25qYm7Fcv7QJUILhlCwdPoZxZdORLDr731odBoadKqdrTBxr7TCf5C3G3zKqT1nXfzPOh8dU3Z/k65b5dTec7zX6DO3pbBWr+H7vaNYOX0Du//ZT3DeIDq/145Z3yzi+Hb3BKeMCC+Zj99OfZfhOZdjY1h59gx26eCZ4iUpFnz/D3396T9xLd49CcdXo+HQ6wNRHpKExcm4U3x39ntsDud9VgkVA0v2p2yA52S2B8WYaGJ4p7Ec3nwiJSa/2csNeeuHPi4P8MR4I29WH8K1c5FIh0zOKHaGZqbdA9LqNUzZM5I3a37kJsGg99UxJ2IqvoH/jvq+Ny/f4qNWI7h5+RaKSoXdaqP3yJd4bmDrh9KflJKfhsxk6ZSVKeHIJaoW48ulH7hFCE0bOouFE5Zjt9lTHrrv/foGTbpmLXzbK63wiLGYrUz7ZBad8/WmfdArfN11PDevuO1PPzQunYjg7P7z7insZisLMijysGnetnRjuAfV/YTF363g8omrHNp4jC9fGM/JXaezPLbbV6O4fPJqhucUCgyib7UavFG9VqaMPcAb1WqmlDK8i0Gt5tVKVbNt7KMsUay+sYbl11dwzei+CZhoS2Tc6Ykk2BIwOUyYHCYS7YmMPz2JBGuChxYfnElv/sKhjcexGC3OKCKTlXWztrgU73A4HLxeeTBXz9xIyeK1mm3J2bfuqyCNTsPiySuRdg+RLUKwxUMxkv9HkowW/l53hBkLdnLg2BU396GUko9ajSDi9DVMiWaS4pIwGy388tEsDm26b5R4tlj9+0b+/mE1FpOVxFhnf6f2nGXUK66TnpO7z7Bw4j+YjRZsVruzopzJyre9fiQuyn0ik10ef9Dov5DPO4zm0KbjKbOlzX/t5OCGY0w/OTHHQz89cfPybdRatVtBFofdQcTpjKMXPGGz2LBZbC6hbhltYGaESq0iMTbrEUr3o9tTlbhjTGLqvr0IAXaHpEv5p3indt37XwzYpZ0jMUe5YbpBuE84sZZYfrs4EwCHdLAoYgnP5GtO54L3IjN2R+3xuJkskeyK2k3TvE1y5s0lY7VY2TR3u1ucvTnJwqJJ/9D5PWfW8r7Vh4i8lPHeS2ruTgysHqKR7FZ7tiLKHjZSSo6fucHRU1cJCfYjb25/3v96ITa7A4vFhk6npnzJMMYM7YhG41z5XDhymZuXb7kl1ZmTzCya9M9DkS5eMP5vt6ANm8XG/jWHiY9OSJnlb5izDYuHzHGVWmHX8v33FTfMLF6Dn8NcOHqZw5uPuyyNHXYHxgQjq6avp+M77vonOU2xioU9ztQ1Og0VM/hQN3qhHku/X+Xm0nHYHR61cDKjNumJuxIMaYmOjGH9rK3E3IqjSpMKVGn6VKYTmYQQvFWrLn2r1eB6QgJ5fHzx1WYcBnqXOGscXx4fQZw1Hqu0okaFWbreA7u0szpyLdWDq1HUzzn+BFtiiisnNVaHlQRb1kL+pJScTTjHTfMtivgWJtzgLu9rMVndjNVdEmPv5Qkc3nIi078XlUZFnsKhhJfIh95X55avoSjCpcBNakxJZjbN286Vk1cpVqkI9Z+vlSVJ6Oxis9n5aNQSDhy7gt3uQK0SmCw2l8+o0WTl6KlrLF59kM7JMtDxUQmoVJ6dGjE3Y7M8jstXozh57gZ5cwdQsWy4x89qfJTnlZ6iVkiMTUox+Bn+vnLQ6+41+DnM+UOXUvxvqTEnWTix88wjGUNIWDAtezVh9W8bXVLYffz1tH8z/SIPpaoVp+O77fjr22U4UvkRC5UN5+yBi27nZ9XYaw1a3v6xn0ejsH/dEYa1H4XD4SyQvmTyCsrXK81Xyz7KVEWvu+jVGooGpR9ua7abuWW+TS5tMD5qp6rhbxdncscchR3nRubdf9NidVjZGbU7xeCXCyjLMuVvzI40ex6KlnIBZTM95nhrPCNPjuGW2en2kzgoH1CeASXeQK3c+4r6+BsIK5bHTWhMKILKTe49yEPCglGpFY/JRz4BBhAg7RJLsnrr7Yg7zBw+H6vFhlavTZlp6n11PNOjsYvW+11uXLzJW3U+xphgxpRowuCnZ9rQWXy385sHTnpLjc3uIOJ6NP6+ekKCnavjxasPceDYZUzJUhcevFQAmCw2lq8/mmLwS1Yr5haeDM7PZd32NbI0puETlrNt77mUWtahIf5898ULKWO8S41WVVj920Y3xVOfAB/yFLqXXdzoxXr888s6t5Wz3WanVpucKwbj9eHnMPlL5PNoCLV6DUUqPLoSZwMmvcbr375CgdL5CcobSLOXG/L9vtH3/TL2HP4iP+wbTY8vu9Lrm5f47fR39J/wmpv6X1YpV6cUk7Z/TeMX3Yu52212vnphHKbkME4AY4KJo1tOsmbGpgfq9y5SSv66spABB97my+MjeOvAu0y/8DtWh5WDMQfTNfIubST/uUsx36JUDKyITrkXjqlTdFQILE8Jv+KZHtvP56dx3XgDs8OM2WHG4rByNPYYy6+vcDlPCMHbU/uh89GhUju/uncLyfQZ1T3lvDrtqkE6K6Ovl3/MgpvTGDr7bRSVgnRIjAkmjPHJ8hEC6jxbnae71OGz+e/x5qTXPLYzod9UYm/FpShHGhNM3I6I4sf3fs/0+74f67ef4tnXvqfPB3/Q6Y2fGDhsLjFxSSxbeyTF2N+P1DUYfPwN9B71MrpU4bNag5bc4blo269Fpsf11/L9bNt7DrPFhtFkxWiycvV6NF9M+Nvt3FeGdcYv2BdN8iTnbmj2O1P7pWTmOhwOrp29QUCIH0JxRsaptWq0Bi2DfuybklCWE3hn+DlMmZolKFAqPxePXXHZNFVr1dlO477LtsW7mTZ0FpEXbxFeMozeI1+iRkvPCVeKotC2X4ssfZDvUqhMuEsxitACIQz4rhc/vPMbSFJmhum5F9JSo1VlYm7GMevrBXQe/CxlarpKSpzae86jVo0pyczqGRtp+dqD+8LX3dzAqsg1WFLNxrff3oleZUhXutkTB6IP8kzeZoToQhBC0L9EP3ZF7WHLra2ApEHu+tQKqYkQgouJl5h9eS7nEy/gp/ajTVhLmuZp4rL0N9vNHI075vbAsUorG25ton24qwuw0tPl+X7vKP4at4zLJyIoV6c0z7/dJiV8z5ho4sOWX6MowqVFnY+Wkas+pUI9Z/TQ0e2nPP7+FJWCX6AvV05f469xf2M2Wqj3XE2XMdttdg6sP+pW0MZus7vVIcguJ8/e4OvvVmBO9R06cuIqQ0YsTFd91hPXb8Zy8NgVKicXQ3luQCuKVSzM4u9WEB0ZQ51na9C2X/MshWYuXnXQZVzg3DM6cvIacfFGAlK1lTs8hF+OjmPxpH84uPEYYcXz0emdti4V70Z0m8iu5ftcSi6GFc3DN6s+IW+hnBV09Br8HEYIwei1nzG+31R2LNmDwyEpXrkI7/78+gNl9q6fs5VxvX9I8a+fP3yJLzqO5dP57z20+p+padmzCU26NeDyiQjsVhvvNByWaYO/f+0RZ23P/RfYtXw/H8wY6KKSqVIp6WbS5pR++D/XV7gYewCLtLDh5gbK+pfhRPxJHNz//dw232b0qXGMfOorhBAoQqFOSC3qhNTC5rChCAVFKFw1XmPEiZEp7p4oSxSzL89j+fWVqIWaMgGlaZ+/LQZV+lW0rA7PmaKFyoTz7k+ve3xt5bT13Lpy262Uo8MhKVT23kM8ITrR40PWnGhmw5ytKa6P4ztO0aZvM15PLfQn0l1AeHRnZoc5y/ZiSeOrsdkdnLt0m+eeqcy1yFg3o+sJo8nK+yMWMv+HPgQlVyyr2LAcFRuWw253OHM90hnz+cu3mD5vB6cv3KRQ/mB6dK5L+VJhmNLpVwiweLinQaGB9EhHCO/U3nPs/HufiyvHZrVz62oU189F5rjB97p0HgL+wX58Nu89lsbPZEnsDL7fM4oSlR8s2eqXD/5w20w1Gy38PGTmA7WbFbQ6DSUqF6V0jZI0e7lBpt08dw2LlBKz0cLE/j9jTyWQVqJqUfS+erfr9L46WvXKmUiXeJvnzTOrw8bLRbrip/FLcc0oGXwtHDiItkRzMfGeqN/lpCt8cewreu99nT573+Dn87+yMGIxFofrxrlN2oiyRHHTfJOtt7bx6dEvSLInEabP59aPgkLloMpZfp+7/t7nUVJAq1Nzctc9raK6z1ZPkXdOjZTSxc9tSjSz7IfVLhnXKpWKmq2ruu2taLRqjy677BB5O87jykutVqhRsRDFC4diSM6eVaszNmMOh2Td1pMpP0fHJjF09BKadJ1AkxfHM+jzeVy9EeNyzYmz1+n74Z9s3HmGqzdi2LH/Am8Nm8uuAxdoWKuExz5DQ/zdfPj34/Cm4x4rkpkSTBxYfzRLbWUGr8F/iGi0mhxJt7fb7NyO8Cw9FHEm65WCwJktumn+DtbM3ER0NiIUBv3Yl55fdSVfkTz45/Kj/vO1CC0YkvIQUKkVZ/1ED5gSzdy8fC8vQaVS8cWiIfgEGND76VFr1eh8dNRtX4NGOWRAivoW8Xg8RBdCfkN+xlYcycuFu9E6X0vUIuOFr4JCnM0ZGx1tiebr4yM5n3gBicQmbey8s5tDMYcz1P9x4MBkN7H06jJ6F30NvaJHI5wGTCu0BGgC6Fzg+Sy/z+B8QQjF/cbb7ZKAkHuJPtVaVKJSo/IpD1oh0p+dq9QqjqYymABv/9iX0IIhGPz1qDUqDH56CpTOT++RL2d5zJ6oUbEIWo376s5qtVOuZBg/fN2Vz99pS7f2NQi7z76U2WIjOjm01G530P+T2Wzdew673YHDIdl/9Ar9PvqTpFSRdd/9thGT2eYSy2+22Bj/63pe61KXkCA/9MnlMTVqFQa9hqEDW2VZHjsgxM9j2UOtQUtQaECW2soMXpfOE4CiUgjIHUDsLXd1y+yoIO5bc4jPnx/jNAzS+UDpM7o7zw1olek2VCqVm0iXMcHIyukb2LfmMHkLh3Jg3WGPqoUOu8MtH6FsrZLMiZjK1oW7ibsTT6VG5XNU66RrwRcYcXIUVoc1xRBrFS3dC78EgE6lo2FofQDWRGZcv9YqrRT3c45tXeQGbDKN60HaEOk97VLhwMGJ+JP0KtaTkRW/YuPNzVw3XaeEXwkahNbDoMp6yv9zA1qxZcFOl1m+oghCwoIoXaNEqmMKXyx6n22LdrNhzla0eh02i5Vti/e4RZQIIQhMY3xy5Qvmt1OT2L3iABGnr1OkQkGqNa+YYxLBHVtXYfHqQ8QlGLElRxvpdRpeaFctxUder3px6lUvzqETERm2pVGrqFLeKVu99/Al7kQlYE/ljpRSYjLbWLPlBO2TQ1BPnYv02Na1GzEY9FpmTujBqk3HOXj8CgXCgnm2eUXy5s66gW7QsTbfvz3d7biiCBp3zZnJTmq80gpPCIsnr3C6dVLNQnQ+Ot7+sS/NXm6Y6XaS4o28kL+PW7y1zqDlu50jKPpU4Rwb8/pZWxjfb6pLXyqVQtm6pRm38YtslwXMLhFJESy+uoyLSZcI0+ejfXg7j9E0E09PZn/MgXTbaZqnMS8WeoF90ftZcnUp103uukF3Df79VD5L+ZVkaDm3MtAPxMrp65ny1jQUlYLD7iBPoVC+Xv5RhsXqAa6cusobVYe4Jez55/JjztWfHkmMfWqiYhKZuXAX2/edJ9DfwIvPVqdxnVJun5v5y/cz+fcN2O2e73WRArn4fVwP9h25zIIV+9l14CI2D/tPJYuGMnZoJ0KCfXm+71RueqiXa9BrWDXzrZRwzJzgxK4zDOswOiXiSaPV8Om8d6ncOH3NqYzwauk84ZzZf55Rr3zH5ZNXnSGfwqn//drXXWnTp3mW2towZxvj+/3oVgFLUSl0fKcNfUe/kmPjllI6qzmNWYrNasNhlwhFoNVrKPZUYUau/vShCFc5pAOHdLjEsGeFO+Y7fHzkU0wO92xig2JgWPlPGHFiFBaH2eM5nhDJf1JvDGsVLW+WeJ3KQZ4TmywOC/ui9nPbcocivoUpH1AORWRuBm02mjmz7zy+Qb4UKV8w0w/XLQt3Mfa1KViSU/yFcE4sfAJ8+HbjFw+lLKKUEovVjlajytYkwGyx0XvITC5ccXd7CgEzxvdgxOSVXIy4g8lsTTcqS1EEAX56fhv3Khu2n2bqn5tdwj91WjUdW1Wh/yues14dDgf71hzmzL7z5CsS6kxEu08NiNTXntl/AYfdQalqxbKUe5IWr8F/gom+GUuPkgNJir+XSSkUQb4iofx2+rssL6FXTt/AlLfcK2ABtOv/DG9N7v3AY07LNy9PZNO8HS6uAo1OTYtXG/H2j/1yrB+j3cgfl2ax885u7NJOEd/C9CzyKoV9s16FKs4Sz9cnvuGm+ZaLkVYLNVpFS5I9a3IDGjSUCSzNibiTyXsEks4FOtIsn3uVMikle6P3MfXcL86HF3a0io78hjA+KjMEnerhyjCvnL6e7978xSVbWwhBwTL5+fXYhBzrx+GQzFi4k9lL9mI0WggN8eetno14unbWa0XYbHY+/XYZ2/aecwkX1ahV+Bg0JBktWO9TBQtApQg6tKzCoNcaM/XPLcxfvh+VSsFms9OyUXne7dPMY1TPhSOX+KjV18TcisNhd6D30aHz0TFx21fkL+6+Kf8w8Rr8J5g5oxYz84t5blIJBn89ny94n6rNslbE4fa1KF4tMcCtPb2vji8Wf0DVpjkrhSulpK3vSx6lHvS+OpbF/5Fjfd3dPE3tU9crer6p+BW5tFkPiZVSMv3i72y9tT1TiVkZoRZq2oa1pmneJsRZ48irz4NGcXeRSCmZfuF3Nt/e6uYO0ggNz+RrQeeCWd/MzQpv1R3KiZ3uwng6Hy0/7h9DgVLusg/Z4adZW5j39z63WfTID5+jRqo49aywYuMxRn2/yqPLJrMUCAtiTvLEJ8lo4catWEJD/PH3EEkGzgfkhH5T3TObBZSt5Uw4fJR41TKfYCJOX/NoLB12mSWBrLvkzp+LHl++iM6gTfFD6n2dETFVmmTPZ3g/PKWzg2exruxyOekKF5MuedxAXReZvSIoQggOxRx5YGN/dxzXTTcI0PhTwCfco7EHOB53gh1Ruzz6/q3Syrbb2x94LPfDbPTsplIUxc2/n10sVhvz/t7vljFrttj4Zc62bLe7fe857FlIzPJE6mgdH4OWYoVC0zX2sbfj+O7NXzzX0JVwZt85EmKyX0oxp8mRKB0hREtgIqACfpFSjkzzukh+vTWQBPSQUu7Pib7/7ZSvW5pN87Z7cMHIbBe67vzes1Rp8hSrZ2zEYrTQoGNtqjar+FA2UYUQVGlSgf3rjrhITiiKoGqzpzi08Rjx0QlUqF+GoFDP4XV2mx2b1YbOkL4rI9IUicrD/MUmbUQYI4ixxLLx5iYijFcp7leMhqH18VXfP2baaM+4eHnK+0HJMHFLq2gp5X//ovU77+xySxBz5eGvyBu/UI+I09fdtPG1Bi12m53Nf+2gWMXC6c70HQ4HZqMFvY8u3c9UXLwp3epnETdiMJosrNp0nP1HL5M/TxDtn6l03/BLcMbYZ8ZpIQTpnheXYPL8ggd2rziQ7G9PvzrY/5MX5YENvhBCBUwBmuMsaL5HCLFUSnk81WmtgJLJf2sBPyT/6+U+NO5anz+/XoDNEpUyU9YatFRsWO6BwhZzqmh2Znjr+z4MqP0RliQLZqMFnY8WjVbDmf0X+LT9KIRwSsZ2G9qRl4bekx82JhiZ/NY0Nszeit3moHD5grwztR9la7kbzgKGAtik+0xcIzSEaEP48MjH2Bw2rNLGwZhDLIhYhI/KgEFtoGmexjTL29Tjhmgpv5IcifOcAKMWamzShk7REaQJJNoak66x9lX5Ui93nfveq9vmjEs9Vw26J6VxJSmCFddXccN0g9L+pXgmX3OCtEH37eN+tB/Yig1zt3Ht7A1MiWbUWhUqlYqAEH/efXoYKrWCzWKjRqsqDJ39Nhqtc7UipWTOyEXMHb0EU6KJwNAA+ozuTrOX3KPIggIMqFUKntYShfMH8+q7vxMVk4TJbEWtVpizbC+BAQZUikKTuqV4tXMdj7Puuslhmp5srEoR2B0Sg16DRqMiIdHsJg/hfCOZv1e3ohIxeliB36VAqfwpiph3rkezcMJyjmw5QYFSYXR+r12ORsVlhgf24Qsh6gCfSymfSf75IwAp5TepzpkKbJRSzk7++RTQSEqZYdaQ14fvJPZ2HL8Pm8vWhbvQ6DS06t2UF4a0T/miPQnERyewavoGzh2+RIlKhVkwYTm3I+64fDF1PjqGL7m3jzCk+XCObj3pov+u99Xz06GxhBXL69bH+NOTOBZ7HKt0ni8QKCfVxEwyknAiCSVY4NdDh087jcvMU6toqRZchdeL93Vrc9vt7fx0/leP76mQoSBVc1WhqE8RKgSW552D7xNnc8+VKOFbnLdKvUmgJuMZaowlhncPDsnQhZRHF8qoiiM4FnucSWenpOQVqIUanaLjiwqfEarLne71mcVqsbJ5/k72rT1EaIEQzh26xP7Vh1zccDqDli5D2vPKsC4A/PnVX8weudhFJkDno+XjP9/2qEY5e8kefp27zcWto9WoCA70IfJ2+kU/NGoVYXkC+W3cK2g1rnPW6Ngk2r32vcfrfAxaXmhXjbDQQBrXLcXn45ezY995HNJ15Vm3WjFGftjhPnfIuencsecU4mdtQaSzZ6D31TH95ERsVjv9q3+AKcGE1WJDUQQavYZhC96nxjOV79tXVnjYPvxw4EqqnyOSj2X1HACEEH2FEHuFEHtv3cq6j/rfSGDuAN6a0od513/hz4s/8PInndI19jarLV0f7OPEP9iPhp3rULR8Qc4fuULc7Xi3WZg5yczS71cCzpjw49tPuRX7sFqsLJzouWrXgBJv0CJfM/zUfmgVDUWvFSeyfxzx+5OQRrBfk8SNM5HwexpNHYeFvVH7iTTddDkupSTRloQKzyFygdpAOoS3p3JwJdSKmv4l+qFVtCkZszpFR0m/EnxY9v10jb1DOjNupZTsid5337DLm+ZbjDwxhnGnJ2JxWFJ8/TZpI8mexF8RCzO8PrNotBpqPVeTUl0bYCyej70rD7rtuZiNFv6eugZwut3mjVnqJu9rTrLw+7C5Hvt48dnqvN2rKfnyBKDRqChZJBSdVp2hsQew2uzciopnowe58TvRienq/KhUCr1eqEfrJhUw6LW807spQYEG9Mn5BQadhqAAH97p7R455YnT5yNJsNmxVCuGFMLjwsCUaGZIs+G8WeND4qMSUu6hwyExJ1mY0G/qI3X55IQP39PtTfsOMnOO86CUPwE/gXOG/2BD+++QGJvIxP6/sPkvZ/hjYO4Aen75Iq37NHvkCU6e2DR/B6N7TEbaHRlu1t7d4Lp2LtJj1S671c7Fo1c8XYpG0dClYCe6FOwEwKdfjsJqdH1gSBMk/G7Gr6sWobt3X1RCxcXEi+TV30tO+uPSbDbf2uxxxq1TdNTL7VpNq2xAGcZUHMm229uJscZQNqAslYMqejTiDulg8dWlrLy+GrM0oxM6CvkWzJSA26kEz6UlJZJjscc9vpZVzl26xZufzsFms2NKNGOwe151mJP3lpLijVjMnl0bNy7e9HhcCEHbpk/RNnlFN3fZXn6atTVT4zOarBw5cZUWDe7VHViz5QQjv1+VrgZP4zqu4Z75QgOYO6U367ae4tzlWxQvFErT+qUxZDJ23my1oQiBIzzEmUdw6CJ4cBFdOZV+lbnoyFhibsYSnDcoU30+KDlh8COA1ELvBYC07zAz53h5AD5uPYKTu8/gSM42jL0Vx4TXf2L3igN8vvD9x2r0k+KNjOk52W0TMC06Hx1Pd3L6uYuUL+g2uwdn1a6yte+/+Qlwdv/5dDfm7Dcl6oL37olEEqK9Vz/3QuJFNt/egkW6j0GraCkfUI5audzdFEHaQNrkv79ExfyIBay+sTYlqsgszZxJOHufq+6Przp99c2sMHzichLuBgqoVTj8fVDSlDpUFEH1lpWd/Qb64ONvIM5DdmqR8pmrA3H8zPVMKWCCM3wzLO+9VZPRZGHUD6s9Xq/VqMibO4DXX3IvBm7Qa2nbLHuhyGGhgSnuIBninywhmtU5qvQoYvewyAmXzh6gpBCiqBBCC7wILE1zzlLgFeGkNhB7P/+9l8xz9uAFzh68mGLsU7P7n/3sWXnw0Q8qFQfWHUk/czDZ5up9dRQqk59nejYGIG/hUOp1qIXOcG+2JYRAZ9DSPpOaP+HpZIVKBygh94y9gkJubQjFU8ksHIg+iNXhbuwFgoa56/NWyTcznfWaFqvDypob69xCSB8UraKlRV7XzOvLSVdYHLGUZVeXE2nyrA+TlqiYRC5fjXY5ZqlaFKlWIDmUV6vX4JfLjz6jnGJpiqLQ8+uuLsVFwOnnf21Et0z1W6xgbo+CaZ5QqRRaNbpX5evwiauoVJ4nNYXDczFjfA8XnfoHwWiy8PHoxbw44BfsyTN6EeiDIzQgXcFAT2h0auo8WwNDqs3nWxF3mD92Kb99NofjO07luLvngWf4UkqbEGIAsApnWOY0KeUxIcTrya//CPyDMyTzLM6wzJ4P2u9/ndShb9fOumu53MVmtbNhzlZqtvJcKOVRkJFGenjxfBQuX5C67WvQuGt9F72WD34fwOyRi1j2/SqS4o1UafoUfce8QkhY5pKoun/WmZO7z7gIiWkMaqq8VB5TUDyx1lgkklL+JXm9eB+XVZBG0aAIBXuayB+NoiHcx1m/9HLSFRZELORcwgVyaYN5Nn9bqueq5nEsUkosDgsaRZOuVHNqFBSqBVfhVPwZjxvBaXE+iBrQJE+jlGNzLs9j3c0N2BxWBApLri2jW+EXXc7x2JaH1aAM9sPctCIBkTFULRhCudqlaNO3uUs1prZ9nYVEZnw+j9tXoyhcLpw+o7pnujh422YVmbVkj4umvKII8oT4kyvIhzMXbiEE5MsTyGdvtSY48N5qRqtVp7uaCw8LRqNRERWTyK9zt7F19zl0OjUdnqlM57bV0tXDT48Rk1eyc/8Fl3EK4KleTTGvO8y5zJQyFVChfhne/fleXYMtC3cxsvskpMOBzWJnwbi/qfd8LT74fUCOrdBzJA5fSvkPTqOe+tiPqf4vgTdzoq//OlJK5o5ezJxRizHGmwgKDaDjO23TL0YiSCmv9jC5ffUOf369gP1rDhOcN4gu77dPicyo0vQpj2Uf9b46Bv3YlypNPC+pVWoVL3/SiZc/6ZStMVVqVJ4PZ77FD+/8xp1rUWh0Gtq/2ZKeX3VFUSlEW2PQKhr81H5u19YOqcmSq8vc/PdSSqoHVyUiKYKvjn+DOVlLJ94Wz9TzvxBjjaVZXlcN//1RB/jj8myiLdFoFA3N8jTJUHMfQBGCfPp8tMvfhq9OjMwwNl8t1HxQ5n1K+d9TwzyfcIF1Nzekus6OXdqZdWkOVYMqY1AZWHVjDdvv7EQlVDwd2oCmeRujEs4omeKFQzl1PtJlhqkJ8qVTz8b07FKX9GjStT5NutbP8L2lR0iwL5O/epFR36/i9IWbKEJQv2YJhvRrToC/gZi4JGx2B7mD3X9fT5UJR6tRkZQmbUKv0/Bss4okJpnpNWQmUTFJKUqZv87dxomzNxj+Xju39tIjLsHE1r3nsKZJJrQ7JCabnfGrPuXlov1JiE5Md3au0WnoPfIlnh/UJuWYMcHIqFe+c3F7mpLMbFu0i11d6lK7reeJRFbxyiM/YcwZuYhZXy/ElBwNEXUjhhlfzKPoU4U4s++82/k6vZYWrzZ6KGORjgQwr+XOtVv0q72VxFgzdpuda+ciGfHSRF75vAtdBj+L3kfHp/Pe5YtO3yIAu92OUBRa9256X0VAu83O9iV72LfmEMH5gmjZswl5C2e+ClD9DrWo91xNTIkmtAatSwWtjOQWQnWhvFLkZWZc/ANFKM5xSwd9i/UmQBPA9Au/u1fQclj4K2IhjUIbpgi3nYw7xQ/nf0o51+wws+bmOor4FuZMwtl01TRt0s5tyx0K+xbmrRJvMv3iDGKtMUgJ/ho/EmyJKELgq/KjV7EeLsYeYE/UXo8uKUUI9sccZNPNzVw1XksJYZ0fsYBjscd4p/QgAD5/pw39P5mNyWTFnCxsVrJIHro9VzPD+y2l5Nj2U2yatx2VWkWTbvUpVS3z9X1LFsnDL6O7YzJbUSkKmlQunrsVqzyhVimM/vh53h3+Fw4pcTgkDoeD51tWpmblIsxfvp/4BJOLLLLJbGPr3nNcvhZFofy50m07NbFxRtQqxc3gA9yOSsDH38DEbV8x+tXJnD1wAYeUBOcJJO5OAiq1gqIodP+8i4uxBzi44VhKneLUmBLNrP1zs9fg/xex2+3MGbU4xdjfxZxkwWK00PSlBqz7cwsAikqgUqvo+F67lDqmOYm07EFG9wUpmTc6F0lxwdht9z6w5iQzMz6fR7s3WmDw1VOjZRVmXf6BrQt3Y4w3Ur1lZQqXLZBhHxaThcFNPufCkSuYEk2otWrmj13KZ/MHZ8lFJYTA4Jd1/23D0PpUCarEodgjKChUCqqYsil6t+BJWuzSTrQ1JiUWfvHVJR4fDBcSL/J8/udYeG2xx3Z0io4KAeUAeCqoAt9WGkWiLRGtSodW0ZBgS8BsN5NLm8vjcv/uQ8q9ZUFEUgTXTTdSjP3dMR2PP8n5hAsU8ytKgbBg/vqxL1t2n+XmnXjKFM9H5XIF7utamDJoGqumb3C60QT8PXU1Lwx5ju6fdc7wurTos7EqLVcyjCW/vM7OAxeITzRT7alCKdm5h45f8Vj4XK1SOHUuMtMGPyxPACoPgoWKIqhSwbk5XbB0ON/t/IbEuCQUxfnZMyaaiL0VR0j+YI8h1RnJLedUmU/wGvwnClOCKd1Il5uXb/PL0fEMnNKb7Yv3YEo0Ub1lZcKKuicoPShSWpHR/UE6QygPbi2Azer+JVCpFS4du5JStDwglz+tMxnjDLD857WcP3wpxQdvs9iwWWDky5OYH/nLA0nIZhZ/jT/1c7u7MEK0IcRY3SuFSSnxT+UiumHyHJKoCIVauWvSOn9Lxp4az+mEMyn7BRqhJpc2mJoh92bTQgj8NPfa9VP7eXRF3aVWSE1WR651e9g41Tdliisq7WtnE85RLLm4i1ajpmkWJgun9p5j5bQN92LxpXMyMmfkIpq+1OCRqEbqdBqPapsF8wejUauw2txddPmyUFlKrVYxsEcjxv26DnPyA0RRBAa9lp6dXT8nvqlWJAZfvcvmbFoqN6ng0QWk99XR4lXPcszZwSue9gRh8DfgG+h5WVuonHO27BvgQ/NXnqbdG888FGMPgGUvpPJt5wm34GkuabPYyJXJDVZPrPtjjcf6rHabnTP73d1Xj5L24e3QKq7x2lpFQ/3cddGr7n2xC/mkH5IYrA1GragZUuY9ehTpTmGfQoTp89E6rBXDyn+CNh2BtcxQyKcgz+Zvg0Zo0Ag1WuFMCOtVtAf5dHlTksNSoxZqgh9AmmHj3G1uiVfg1KzZtfzxSme1b1EZVZrNWbVKIV9oABVKZ039s03Tpxj5wXNUrVCQ8HxBtGpUnuljuxOeLyjb49MZdHw2fzA6Hx16Xx0arRqdQcszPRtnWRE3I7wz/CcIRVF4bUQ3vn97uosh1Bm09P7mpYfSp7QeRZo2IIQeDK0RqnDAdWnc6Y1bHNzmj9l4b1mq1qopX68MeQpmL81fSgs69VnAfVbkcNgzXVjiYVEpqCLdC7/E3MvzMCfPouvnrsdLhbq6nPd8gec4EX/SZaatVbS0DWudYtAVodAwtAENQ93jxO+H2W5GrahRCffVTrv8bamVqxYHYw6iEiqqBVcjSBtInDWeRVcXY03zjNYomnSLsWSG7Yt3p/OKRKt/vDIg+UIDGP9ZJ77+bgWRd+JBSiqXL8hng1pnKwKmRqUi2ZJwtpgsIITH6mHVW1Ryuj0X7CIp3kiNlpUpXC5zOQyZxauH/wSyfvZWZnwxj9sRdwgvEUahsuFcOXmNXPmD6fxeu3SjXrKClBIZ9yUY/wIsOCNuFfD/EjRFIeplSCV9tXpeMD9+Go5D6rBZBZWbVODjPwe51a7NdP+mtWz4/QvGvxeKKSm1MZPkK2xgxvkZjy2ZTErJ4c3HObrlJIGh/lTqUJ68uUPdZvx3OZtwjjmX53Ep6TIB6gDa5m9No9CGDzT+E3En+e3iTG6abqISKurlrsNLhbt6HMMt823umO8QbsiPv8Y/ZUw/nJ1KnC0eKSWhulAGluxPfkP2KlrduR7Ny0X7Y/OQ+CQUwbzrP6erhvoouHQigh1L96LSqHiqWUUKFM+Hn+/DLSSTmuvnI/m29w8c3XoCEFRuXJ73fu2frZrU98NbAOVfSsytWPpWGkxCKo0OnY+OfmO70+71Zx6obWnZg4zqDXiSBzbgdOGYcHoFHSB8sFKb67c/IjA0iKDcDmTSbKf7R10U4fMKQp15ZUCZNBdH7AgmvB/C+oXBCCFRVKDRSsYsK0mxOqMBZxbvruX7sZqtVGtRKdMx+tnFZrXxabuRHN12EnOSxVlXQKUwcvWnHlU8HwYRSRF8cfxrl1WDRmh4KrACg0oNSDlmspv47sz3nIo/jVpRY3VYaZKnEd0KvYgQAiklkWbnAyNIBLLuz61sWbAT/2Bf2r3xDOXrls70mC4cvcygekPdSmcCBOcLYt61nwGnO27v6kNEXY+mXJ1SOT6D9cSML+Yxd/QS7DY7ihAIRTDgu1606pX5/aQHwZRkpnux/sTejk8JT1ZUCiH5g5lxdjJqTc46WjIy+F6XzhPM/LHLXIw9OKNjfhryBy1ebYTOoCPqRjRJ8SbyF8+bpXKI0vg3ToPuidQPAQX07RCG59Fqa1Mkr0DabyBvdwBHAmAGy05k0l+Q62eENuOwvhS01RHCwTtjI+j0+i2O7vIlMMRGjaY2tKHOsoh7Vx/ii45jEIpAOiR2u4Pe33Tj+UFtM/0+s8qKX9dzZOvJFF/13Yip4Z3GMuvyj49k1fHP9ZVuIZdWaeVI7FGiLFHkSpaImHbhd07Gn8ImbVjtzvM33tpMPn0+muZtjBCCfPq8WC1W3n16GBePXsaUaEYI2LpoFz2/6krHtzN3LwuUCvMcLaRWUuQyrp27wbtPf4YxPjk8Ukrqtq/BBzMH5mgkSmrOHrzAvNFLUoId7u48TR74K7XaVCVXvoc7QQCS61lYXHJRHHYHCTGJ7Fi2jwbPPzqleO+m7RPMnpUHPAqRKYrg0KbjvNtoGC8XfZM3qr7Pi+F92fWP540zKSXSdgVpT63FntmPhgOEFqGrk/KFl/HjwRHDPZePDTAiYz9ONxlF2s7hiJ+II2400nIQoS4OhjYgDBQsYabVS1HUbWlB41MCdM1IijfyRccxmBLNGONNmBLNWE1Wpn08m/OHL2Vy7FnHGXLovjGZEJvIxaOXH1q/qblqvO4xlFOtqLllvo2UkuO3T7J58Q7i/knCfvNe7LnFYWHVjTUu122YvS3F2INzk9WcZGHax7OIi/KsXBkdGcP8b5fyw7u/sX3JHhSVQv8JPdH53HMpqbVq/IP8eOHD5wD4ouNYom7EkBRvxJxkxmy0sH3pXlb+mr2KZJlh8/wdHr8jQhHsWPpovAdXz17HlOg+ebIYrSlZ8lJKDm06xqrfNnDhyMP7/Hpn+E8wIWHBXDjibmRsFhs/vPMb189FYrfZsZqdCRxfdvmWKbtHuiyjpXk7MvbDZAPtQGoqI4LGIwzPIo0L8ezSSY0D7GlkrM2bwJOmu/0GOKJA5fRbSkcsmP5GGteCdZezLSQy6U+koQMiYARo6zpdQ9IMhmcRPi8ihJpdy3chPMQuWy021szcRL8xr9xn3O4kxiUhhMAnW5orj2Y/4abpFncstz2+ZnPYUAsVA2a/y9k3rjpnlA6QdvB7RUtAb+cGeKLdteTe1kW7PBa1V2vVHN1yMiVj2mqxsm3Rbnb+vZfNf+10HjPbWPHLOgqXK8DYDZ+Tr2ge5o9dyq0rd6jWoiKd3m1HrnzBRF66RcSZ624Z1+YkM8t+XE2bvs3d+r8fZqPzoeEf7Jf+yirdFdej2/8pUbkoBj89xjSVtLR6DcUqFSY6Mob3Gn/urA8BSIeDyo0rMGzB4ByveeE1+E8wnd5r5+JeAFBrVBQsE87VM9exp4k5tpptLJm8kre+70NSvJHNc+fRqPkotLpUMyDrPmTUK4jc/4ChExhn3mcUBtA1dj2k+II9ysO5Epk0D2leAzjAdh7nXkBaY2ME4yKngU/+mxaLyeKxRp3D7vBovDLi6tnrjHplMmf2nUMCZWuXZMhvAzyGtT7TszEXj11xm+X7BflQpEKhLPWbVWwOG1+f+MajFo9WaKiXuy5TTk7l7JtXccS73pvEPyzoqqjRV9NQLqCsy2sBufxS3GKpkZKUMODY23EMrP0xMTdj3QyXMcHE+SOXWTJ5JV3eb+9RO8disqSbXOSpZnNGJMYlMb7fVLYtckYF5SmUm3d/ft1jv093rsPC8X+7yWxLh4M6z3p0c+c4ddvXIFdYMJEXb6ZUrdPo1IQVz0u15hUZ2noE187ecPm+Hlh/lLmjl2RbViQ9vC6dJ5hqzSvR+5tu6Hx0+AQY0Bq0lK5Zgk7vtvMoWOawO7h+IZK4O/H0eepdkiJ/QYi0y107OK6D9RBCHQ5kNMPQg7oAwidNdSCf7jg3dlOjAaGDxB/AdhRsx3HuEaRnnE1I04p0e67+TGVsHgpH6311NOxUO4Mxp+klycygup9wctcZbFY7dqud49tO8Xa9Tzzqu7fu3ZSKDcui99WhKAK9r/PeD/trcLb993euR3Pl1FXs6WjO3+Vw7BFMds/3q1xAOeqF1OH2nihk2nhLnHUAjEusGFQGOhfo6PJam34tPIZNGvz0VGjgTLz6+YM/uHXltpuxv4vFaGHtH5vTHXt4yTCPOSRavYbGL9ZL9zpPDGs/iu2L9yQn4tm4dvYGn7T9hiunrrqdW7xSEV744Dm0eg1qjQqNToNWr2HA5F7Z9t8nxCRy6UREpgsNqTVqJm3/mhY9GuMX5It/Lj9a9W7GuE3DMSeZObjhqNvkzGK08M/Pa7M1vgzHkuMtenmkPDewNc+81oSLR68QlCeAsKJ5uX0tCquHNHKdQUuVphWZ9c1Com7EEJrfiMZjJKEAxw2kI5p0izOLYPDpg/Dt5ozRT/2ST3ek7QQY/wGhcfoUVKFgv0n6G8EexiDSj7UPCQum14huTB86G6vFhsPuQO+ro+5zNe+rz5OazfN3YDZaXPYWHA6JMdHE9sW7afSCqzFSqVV8vfxjjm49yeHNxwnOG8TTnWvjG5i58FNjgpGbl28TWjA35iQzw7uM49Tus6jUCjofHe/98gZ12nmeeUZZot3UO++SWxdCoiMJaSZdb0WwORdfPzXcTUOobK2S9B75Mj8P+QO1VgUS9H56Rq76JGUzdevCXSmz0/RQZyBtrCgKH/05iE/afpPsZrSh99WRr2geOr2b+U32K6eucnL3WfdKaGYrCycsZ9AP7mUqu3/WmUYv1GX7kr2oNSoadKqd6fwQm9XG1bM3CAjxxy/Ih4n9f2b9n1tRa1U47JKuH3Wg28fP3/dhHxDizztT+/HO1H7YbXaWfr+SQXWHYjFZXPR9UpPVlU9m8Br8fwEGX71LSGDu/Llo3acpq6ZvSHFvqLVq/EP8aNOnKW9U+wCbxcahbX5UezoevU+aGaG0gboCQgQhE2fiVLROgzSCdQeI19xeEkKFCByF9HsLrCdBlR+Z+CvY05ZJyAgtQp+ximHHt9tSuXEF1s7chCnJQoOOtanSpEKWZtrXz0d63FAzJ1m4ccFVFuFWxB3mjV7C4c3HCSuely7vt6echzR+TzgcDn758A+WTF6FSuMsAu7jbyAhJslln+XrrhP4bucIinpwDxX3LeZ8b2l+XTpFRyn/UpTwK46mkkJ6Mvvxx5JQJ6jBg2zMcwNa0ezlhhzdehKfAAPl65V2iZy53z3V+eho3SdjP3ylp8sz/eREVkxbz83Lt6nSuAINOtXOkp/6xoWbniuh2RxcPuk6wzcmGFkyZRWb52/HJ8CH9m+2pP7ztTL9+Vj7xyamvDUdu82OzWonOG8AMbfisZqtKQ+c2d8sIrRASJYECod3/pZ9aw6lJE96Go5Ko/JYB/hB8Rr8fylvTnyN0tVLsHDichJjk6jbvgZdP+qAb6AvPgFOd8vqubno+PotVCormuQcFCn1CJ82CHUBpCocdDXBvAN314sJrPvAshl0jTyOQajCQeUsXSxVeXG6h+43a1E5//oNRGjur+NSvFIRilcqQsSZ62xbtJvT+84RGh6C1qClQv0yBOfJONmnZNViHjfUdAYtxasUTfn5+oVI+lf7AFOiCZvVzoUjl9i76iAf/D6QBh3v70Ka/+1Sln6/2rn3kNxVrNk9AsZqtrL4uxW8M7Wf22tF/YpQxr80J+NOYZFOY6EWanLrQqgWXAW1oub50s8xc/A8or5OdLs+KTaJeWOW0Publz2O0S/IN11Vxibd6vPPL+vcEquEItDqtVR/phKtejfxeG1qcoeH0P3TzsTejmPTvB3MG72UKs2eomytkpkyxEUrFvY489XoNC4igRaThYF1hnL9fGRKSOapPWc5tuMUr4999b79HN16ggmv/+SS0X7z8h2388xJZmZ/syjTBv/sgQsuxh7ubUUpKoHDLlFUCj4BBl75vEum2swKD5R4JYTIBcwFigAXgS5SymgP510E4nGGbtjSSwpIizfx6uGw6rcNTB74K6ZEMwG5bLw4MJL6bWJxOAyElR+M8OmCSK7mJKUNGfcZGBeCp3qrhhdRAofft09pu4S83Q7PLh0NoAZVfvDphtA3Q6gyn/E5/9ul/PbpHOx2B/ZUm2IIQdcPO2So1Gi32elX5X2unb2e4gbT6DQULleAKXtGpuQufNN9Ehtnb8WRZmMzOG8gsyOmcvbARa6dvUGxioU8JhN1zteLmJv3L2QCULXZU4xa/ZnH12wOG2si17Hx1ibsDju1Q2rRJn8rDKp7eyZrd2xgVIPvPf66CpQKY/rJSZkaR2oS45J49+nPuH4uEqvZmuIL7/BWG2q1qUqJVA/H+3Fg/RE+az8KKSVWkxWtQUvNVlUZOuftTOWKfNv7BzbMuafboygC3yBffj02PqU27Mpp65kyaJrbBr5Gp+H3M99hs9g4tecsucNzUb5eGbeHzbAOo9m+ZE+m3o9vkA+Lo37P1LnLfljFj4N/x2L0MPFJJW+q99VRtk4pvlkxNMs5Cg8z8epDYJ2UcqQQ4sPknz9I59zGUkrP8WT/Ug5tPMYP7/7GpWNXCMoTSLehz9O2X4vHIglgMVtZ8/tGNs3fgY+/gUqNK3Bg7WFsNgMzvvVj1fzcjFrzGYqvq39XCDXoGjo3UGXaWaMa7LdxJM0DTVWEuni6702oC0PQRGTs+4A9uc5gKPh2QyBBUwU0VTJ1b+x2O0IIFEUh4sx1fvt0jtus767xnjdmCWVrl6J6C88aMSq1iolbv+T3z+exYfY2hIAmLzXg1c+7uBifg+uPuhl7gMTYJPpX+4Br526gKAp2m51KySF1qfVS4qPuX+UKnCuLjMSy1IqaVmHP0Cos/Uxqxxnh0dgDaH10WC1WEqITCQjxz7TiqG+ADz/sG82BdUc4f+gS4SXDqNm6SpazRG1WG8M7f+tiiE2JZnav2M/m+Tvc9kw88fbUvhQpX4DF360kMTaRai0q8dqIbi6FwHf9s99zqKlGxcjukzi56wwqjXO/IiR/MGPWDSN3+D2Zg8hLt9yuTY+yNTOfYR0SnguVWo3HlW6qj5cp0cyJHWfYsXQv9TvkXGLWgxr89kCj5P//DmwkfYP/n+L4jlMMbTsiZel2+2oUUwfPJCE6ka4fPf/Q+o04fY2df+9Dq9fSoGMtgvMGYbPaeK/RMJfkGr2vjjb9mlOxYTlyh+eidI0S6RtbXSM87wTawLIBLM5oAikCIWgCQuf5Syv0jUG3A2wnQPiAKv0HhCeunLrKhNd/4siWE6jUKhp2qkN4yXzpV/vC+cVZOmVlugYfwDfQl/7je9J/fPqVNwND/Ym67rZ4xWqxcfnkVRdXx8H1R5j11V/0+PKekFqxSkU8Fqi5K3EATr+tf4hfSkz61bPX2brQGXpY//mahJfI3Krn+PZT6b4mgOdzv4bD5hSge+WLLnQY2DpT7SqKQrXmlajWPPsCa8d3nPb4+zIlmln124ZMGXyVSkXHd9rR8Z3093hyh+dCpVawp4nkslptnNh5xumDT54kXDsXyVcvjmfClq9SzqvcpAKXjkd41Aa6i1AEOoOO3sl1fePuxLNx7nbioxKo3KQC5eqUcvt812xVBYOfHlOiyWMVuNSYEk1sXbgrRw3+g4Zl5r1bjDz53zzpnCeB1UKIfUII9230VAgh+goh9goh9t66lfmn7OPGbrOzYc42PntuFF93m8CkN39xk/a96++zWnJ+9x1g+mdz6Fd5MNOGzuKn92fwcrE32TRvO5vn73Ax9uD8gi2fuoaytUtRpmbG/lMh9IjgaSCCQPg6/6aQKnJDxiKjX0da06/pKYQGoamIUGfwgPFAXFQ8b9UdypHNJ5AOic1iY/NfOzIVupYQ4+7PzipdBrd3K9Ct1qpB4mYULCYry39e53Ks//ge6Hy0KRt0QoBaq0JRxL0MZYekdpuq+AX58te4ZfStOJjfPp3Nb5/Opm/F95j/beY2vX0DfT2G5SoqwaXjEc66CiYrCTGJ/PrRLNbM3JTZ2/DAZPw7z7mVb7s3nnH+flK3npxrkDbCx2F3cHrveaJu3Hugdxn8LD4BBpcVkN5HR+s+zajavCL5iuahYac6TN41guKVinBww1FeKvIGPw2Zwe+fz+XDZ77ki05j3UJt1Ro14zcPp1ilwmj1GnQ+WoLyBLpkKN/lrqsqJ7nvDF8IsRbwVLlgaBb6qSelvCaEyAOsEUKclFJ6DNqVUv4E/AROH34W+nhsOBwOPmn3DUe3nrxv0o/DIYmOjM22bHB6nNpzlgXjlrm5Nkb3nEKNllU8jkulUXF40/FMxUELbWXIsw0se5HmjZA0C88x9BZk0q+IwJHZeh/psWr6Bqwmq0v4pM1iIz4mMYNsStD5aGnYuc4D99/0pQZEnLnG/DFLUWvV2Cw2nmpYjgPrjiDt7h/TtIVqKtQvy4QtXzFz+HzOH75EwTL5ObT+GBb7vd+Xw+5g7R9bqNCgHNM/me36u7Ta+e3TudRtX+O+M/0WPRqxZPIKt0gWh13isLs+nMxJZv4Y/hfNu+dckY2MKFu7pMeHkd5XR8uejT1ckT0KlQnngxlv8W3v75F2p85S3sK5SYo3cTvCffNVUQmXCVqufMFMPTCGWSMWsnfVIYLzBtJ58LMeZ9t2m92jm2rf6kNsmrudJt1cZa/zF8/Hj/vGcCvijrNmRP5guob3dZsganQaWvW6/0Z4VrivwZdSNkvvNSFEpBAiTEp5XQgRBngs7yOlvJb8700hxCKgJpB+lsYTxu5/DnB026lMZXgKAUH3iRzJDutmbfEYvaBSKZgSjCgqxW0pLRD4BWd+BiGEBnR1wH453VqszjJHm3BED0Tom4O+lfO6TCClBSz7AEeyeNq9GfX5w5fcDBg4a7TWea4mO5buwWaz40i1hNf76ggvGZYjXxohBD2+eJHO77bj8slr5A7PRWiBEPpXH8KZ/Rdcx6QIqres7NZGiSpF+WLREAC2LNzFsW2n3JK7zElmFk1c7nG573A42LZoN13eb5/hWAuXLcDAKb2Z9OYvKbHxQgiS4o0e271z3VNW9P2RUnJqz1ni7iRQpmYJAkL873uNWqNm2F+D+fTZkc5NW7MNjU5D7bbVaJCFhLnM0OD5WtRpV41zBy9i8DdQsHR+pr4/g6WTV7rp6/gH+5GvqKuDInd4CG9N6XPffk7sOuOWOAVOo7/ytw1uBv8uqaWRR6wYytA2I7BZ7CCck5nXx71KicqZ3wzPDA/qw18KvAqMTP53SdoTxP/aO+/wKKouDr93+25IAoTeOyIC0ntReleKBRFRFBCxfSIIiqIgInYQCyJiF1CRXgXpvfcqJfQS0rff748JMZudTTakAvM+D7pldu7Zm+TMnXPP+R0hQgCdlDI26XE7IP20jluIjfO3YQ9QgZgSi81Mjxc7qzY/yCzSK9WaTiGBmi2rs2/dIT+HabKaqNP6JrTzzS1QHewG3qvgWIp0rIaYd5DoQF8EETIEYVWPF0vHRuT15/HZbcz/CcKsrDyr1KvI2j82+0ga6HSSrk9coN+IuVz5n2T9shpcv34PV8/ZcSQ6adytPvf3aZal8x0SHuJT8/C/b57llVZv4XK6cTlcmK0mLCEWBn3wuOrnHYkO3E430qu+7yBl0r8A4wcbBmvf/z6aPdiAXav2Y7KaqNa4Cn1KD1KVLy5XPeMSxRdOXmJEu7FEXbiO0AncTjePvdGTPqN6pvm5DfO28vO4PzDbTBQsXoBaLavT+rHmyW0wsxqD0UDV+v81eO8zqgfr/9zC9UvR2BMcGIwG9EY9r84Yqjq3bpebhNjENPV61GojfN4LgrsaVGbmuW/YtWo/jgQHtVpVv+leEmmRWYc/AZglhBgAnAZ6AwghSgDTpJSdgKLAnKQvbgB+kVIuyeS4eYrQAiHoDXq/q7zJaiIk3Mb1i9cJyR/CQ8O68fCIB7LFhlYPN2XJ9JV+dxlet4fOA9tQpEwEnw7+Br1Bj5ReQsJsjF806ub6woowRSZBprcXYVdq+gHc15HRI5Hey+hCfPOgpTcaeX2wUsyV8vWo56HwSoS+EO36teSXcX/gsjuTs2VGfB5Jkw7RmIweSpSB3k9fBt0eRKFFCF3gfq9ZSaXa5fn24KcsnLqck/vOUK1hZTo+3ZrQAr7jx1yN5aOnv2TL4p1Ir6RUleJ+sWRQ7koeeL4jnw762u89nU7Q9MEg5aVRLk5NH1COH9lxHC67/wakyWJkYAaF5qSUjOo0ngsnLvpkLv06fg5V6lUKuEG+4OtlfPXKD8kX7ZgrcZw/folOzwQMImQ5YQVDmbrnQ5b/sIadK/dSvEJRug5uR/EKvrpJHreHaSN/Zv6XS/G4vYQWzMezn/TnPpVN5bsaVPLbLwDlZ9m+f/BhKoPRkGZyQVagNUDJAk4fOsuQusP9VtAh4TZmnpuKwWhAp9dlezrmly9/x8JvVuByuNHpdeh0ghe+eCb5l86e4ODAxiNY81moWr9ihvTxU+KN/w1i3yN9JU0VRAiiyGZECtkEmTATGTvez+GDGRE6DJF0gbh0+jJTXvyObUt3UaqSm8kL92EwpnZiVgh9BV1IxtUyswspJc/WHc6pA2eUW/YkTBajsjCUErdLyZpp/VgzXvpqEHMmL+Lb135W9iyksuE44Ca1/k/sOcULTUb5xYiFTtB9aAee+9S/Wjot/t17iheavK4awmzYuQ7j5o/0e93tctOryADio32rtoUQNO5WLznUlVf4/IVvWTJ9pW8rUZuJt+cMV81S2r16P290nQBeicvpwmAy0rBzHV7/NbjagqxEa4CSzZS5qyQvfT2QTwdPTV4xG4x6xs4fidmac23Unv3kSdo+0YqN87dhtpho+VATipYtnPy+xWa+uRBOaty7uSlnD0r+vecCGFJIB8jYAHcLTqQ3Jjl3o0iZwsmOQSYuQEaPJnV/XUgE51bIZofvdt24qKb/x3xoyzHOHj3v4+xBuRB0GdSOwqULYY+306BTHarWqwhAjxc607hrPdbP2YKUUKJSUa5EXmP9X1to0Kl2huQIju8+qWqn9EqigywGS0nc9QTVjVdQ7mTUuHouSlWLR0rJoS3HMmxDRrmRLRNMEVNivJ3F367023h3JDj58Z3Zqg6/Vsvq/HLqS1bP2kjstThKVytJ1Pko/v5pLY271cuW8MzNoDn8LKJN35Y06d6AvWsOYLSYqNmiWpa3LguGSveWz/KNHj/0lVCaiwcrhJYSL+hSibmYmgCT8HfeloA5/ehLgFALdhshA60UM8qR7cf5dPBUju38F4PRQNvHWzD4k/5YQ/ybrd/g/ImLCBWH63K4uXLuGkM+Vc//L16+KA8835G3HpjI92/NRHq96I16rCEWPl7zTtB5+SUrqSXZKXcYZauXCuocKalct4JqLr3JaqJZD/WN17BCoQH3LbKjr+sNrl2I4tNBU9myeAdSQu377+HlqYN9FkKpib4cE1DKObW+UkpCC+Sjy6C2/PjObN7r8ylCCIRe8NmQb3jrj2HUb39vZr9OptHkkbMQW6iVhp3rUqd1DT9n7/V62blyL4um/c3hbcdzycKsQdh6KCqYPnnTBtCXBlEwKU9f7c7GAtbufvF1YbwbrJ2UYqxkbErBl7G2uhHG2orTT71mEQaE7VHVj4AiEXCzefkXT11m2H1jOLr9RHI+94qf1jCmxwdpfq7iveXwqmRxmK0mqjdOW3ztr8mL2b1a2chz2l0kxtqJuhTNuEc+Cdruao2qUKJSMT81S4PJQKenMx4/t9jMPDfpKaWuIMkxmm0mipYtTNfB6gJq1hALbR5vidnqm29utpnpOzqw5rsj0cH1y9EBO6Wlhcft4cWmb7Bl8Q48bi9ej5edK/fxfKNRya0p1YgoUUD1jkgIqFSnQppjHth0hJkT5+K0u3AkOrHHORRV1F4fkqgi0pfTaCv8HCDqUjSvtHpL6WgjJVLCXQ0rMX7hKEwWE4e2HOWb4T9xbNe/RBQvQN/RvQKmcuUFhK4AFPwNGTMKXPsAAeZWiPBxyoauczPIOKVlYtyk/yQZrD0QYaPUzxn2HpjbIBP/ALwI64NgVpehkK79yPgZQAjoiiv6/eiVTKDwCYpoWyounrrMhH6TObTpCKBUvg7/fihlqykrXK9X6TEaEmYLuJE9Z/IiP9lpp93F/nWHiDxyjlJVSqh+rmy1UtRpW5Mdy/ck7/PcEMjq8FTaKaOLpq3wi71Lr+TU/kiunLtGoRIq0pepEEIwccWbfDroazbO24bXK6l4bzlemfasjxxBRujw5P2Uv6cMc6cs4dr5KBp1rUf7J+9TvdO5dOYKf362kFP7z1CsfBHOHbuIziAwmo08835fVcG2xHg7k4Z8w+pZGwFJgaL5efHLgTToGGABoMLmhTuIvhLjU22rNMixs2b2xoCCZ0aTkcfHPMSM0b/5ZIWZrGb6v/NwmmMu/2G1IpCXCp1ex7Ylu4IS2stONIefDZzcf4bDW49RpEwharWqzkcDvuDc8QvJwl4ABzce4aexv9OsR0OG3T8m+Y86ISaRjwd+zfUrMfR4oXMufYP0EcbKiIjZSGkHdD6bsCSFYQQgbY+A9yoSL8R/g7zcBilMYH0EEfJEco6+EAIsbRCWtFec3sQlED0ccKKkcJpBlx8KTEcYqvpcIP6ZuZ5fJ8zh2vkoEmIScTvdyVklR7cf5+Xmo/np3y9YPWsD00b+TEJMIkaTgR4vd6bfW75aOlJKti3djdvln+liMBmIPHI+oMMHGD3rf8x8/y8WfL0CZ6KDhl3qMmB8n3R19ANp0Aud8Pl9So+wgqG8OXsYLqcLj9uLxZb5vaWq9SsxfMbQNI85dTCSFxqPwml34nZ60Bv0GEwGRv3yIg071Ql4cR3f5zN2LN+dnMl06fQV3un9IZ+sGUvldFbZN9i+Yo9qGmpinF21WUpKer3chQJFwvn53T+4dj6KynUr8PSEvumGS91Ol2qtg5SBf5Y5iebwsxCP28O4Rz5hy+KdSsm8TpC/cDiXTl/20/Rw2l0smb6Sozv+VZVg+OGtWXR7tn2u7AOkhfRcVfrQeqMQpoZgaqTowXjjAIHQ+TowIXRIXShc6axs1t4QjYqbhHRtRxT4MvixpRti3sR378ABXg8k/ulz9zDzg7n8+PZs1YbjyrkUKeJvhv/I8h/XJB/ndrr5/aMFCKHjiRTytO8/MZlT+8+onsvlcKUbCzeajPQd3Zu+owMrd6px/6PNmP3hPL+iukIlC1KkTPrV2vYEB2t/38SZw2cpX6MsTR9skCXOPli+fHkGibGJyRLAHrcHj9vDD2Nm0aSbut775cirbF+22y9t1Wl3MeuDubz+68vpjrvku5XM/3Kp6nvWfBYq1CyX7jlaP9ac1o9l7E675UNN+WfmBr8MJo/LTd12gUXxcoq85U1uceZMWsTWJTt9dvcdCc6A4l4up5tjO/9Vfc/t8hB1MTpbN7QyinRsQl4fpGTa4FDCKsa7lQpZ9wHlGGMdRP6JCH2K1W7iAvBcxVch0A6O9UjXYYSxanAGeE6irOxT4wbHKkBx+I5EBz+9E9jZJ1sQ72DNH5v8jnMkOPjjk/n0faMneoOeYzv/TQotqFOjRTXV/rdZwUOvdmfD3K1c+PcSiXF2TFYTeoOOUT+/mG6a78VTl3mh8SgS4uzY4+xY81mYPuoXJm0an26fgKxi79qDaq2HObHnFC6nSzXb6NLpK5gsRj+HL72SyCPn0x3TnuBg8tBvA4qTmSzGDNUzZIS6bWvS9MGGrJ+jFAnq9Hr0Rj1DJz9FWMH0K5GzG83hZyELvl7ut1r3erwI4d9vW2/Q06Rbfc4cOsv1S9H+J5OSsIjAxUMx12Jx2l1EFC+QI3LLUrqR119IlSufAK5UdRKubcirD0Phv5PDPNK5FdWuWQhlDyBYhy/ClHaJaujyJz88d+yCalZMahTVQvWLgj3ewYh2Y2nQqTaOBCcelVAOKKGV+x5plu5YN4st1MoX295nw9yt7F17kKLlCtP28ZaEFwpL97OfDvqa65djkhcciUmiaV8P+4HXfng+22xOiTWfxS+9EcBoMgQM55S+q4RqUZrBqKd6U//flavno5j7+WIObz1G+ZplqdawimqD+xvUblMzW6rdQQlNjvh+KPueacP6uVuw5bNy/2PNKVU5+P4O2Ynm8LOQQE2NDSYDBpMBj9uLM9GJyWLE65Wsmb2R0Ih8yWJcNzDbTHQZ2FY1h//q+Sgm9P2M/esPg05QqGRBhs8Y6tPtJ1tw7VPRw1fDCzJOWXFbkjTbDWUBE36rc6EDvXrKoCq6QqArAt5UoRVhRdj6Jz8tWLxAmrK2oPxMCpWKIF/+EA4mbeSmRHolu//Zz6HNRzFajAi9DqnSNN1g0FOsXCCR2KzBYDTQoldjWvQKXgTO4/Gw4++9fneXHreH9XM2Aznj8LsNac+siXN9ihJNFiNtn2gVsIYhrGAo3Z7rwIIvlyVn0widwGwz89Cwbj7Hnjl8lucbKXsELoebPasPsuCrZaq9C26cp9xNpKJmBCEENZpXo0bzatk6zs2gpWVmIc17NlItsS5UKoIfjn3OE28/TMNOdfB4vLidbuwJDi6fUTJ3QsJtGEwGpbR+aEeeUdFikVLyausx7F17UNFusbs4f/wiIzuM49KZrOstI10H8Ea9iPdKF7zRI5Huk0hcpN+e8MYJHOCJTH4qrL1ApJ4XnZKPbwreicnY98GrIplt6QqW/zR6wguF0eSB+pgsvqs4nUFHWEQ+ChQNp8ugtkza8C4PvdpN9Wd2A0eiU7kLCLBgLFiiADVa5L0/bAis45KTlZ+Pvd6TZj0aYrIYCQm3YbIYqdOmJs9+nHabwYETH2fQR/0oWbk4oQXz0fSBBny+ZQJFyvjmz3/50gwSYhKTs6fcLjeOBGdyumhqjCYDHZ5qnTVf7hbktlzhx12PZ9Wv67hw8hLVGlWhcdd6N6cZk0H6ju7FxnnbFGGmeAdGswGD0cBrPzxP/sLhPDSsG+v/2uKXXeFxedAbdHy46i0unbpKmWolVSsC9607xJXIa34bwB6Xh0XfrKD/O49k+jtIxwZk1GCSs2Dcx5VuV2EfZ+AsXqQ3MTlLX+iLQIHvlW5XnvPKeY33IvJ/lNxKMV27vLEBJJkFyAQ/5/bq9CF8+uw3rJ65AZ1OYAkxM+SzJ7n/UWUTTkrJFy99x8KpKzAY9HjdHrxSIhB+Od9up5tCJQsSF52AI96R/H7Zu0sxYekbOV46Hwx6vZ4GHWuzZfFOH40ng8lAy4eb5JwdBj2v/fgCA957jNMHIylRqVhQ+x1CCLoMakeXQe3SPG736v2qOfpuh5siZSK4HHktOZYfWiCEcQtGElG8gN/xdwq3ncM/vvskw+4bg8vpxpHgwJrPQvGKRflkzVhsodb0T5AJwgqG8s3ej1n16zp2r95PiYrF6PRMG59c6ZP7Tqt+NvZaHMPbjMVg1ONxe6lcpzzvLhzlY/Ol0+qreJfTzdmj6W9mBYOMGYNvFowHZAIkfI9STJW+BDRJKZheXWiyUJow1YJCS5UVujAhUsTc/WyQDnD8A94YMDVEGMqA54xS7CVTjy/Btd/vHGarmREzhvLC5wOIjYonokQBn4voql/XsWT6SlwOV/J9i9AFVj2MKFmQH45/zt41B4m6GE2NFtWyvKdBVvPS1wN5sckbRF+NwZnowmQ1UqRMYQZOVFfyzE4Kl4rIlgQES4hFVRbcYDLww/EpHN1+grPHLlD+ntKUr1E2V9qL5iVuO4f/3mOf+VRSJsbZOXPoHL9NmMNT7/bJ9vEtNjMdB7Sm4wD128YiZQpxcp9/ep+UStMMZ9Ke6OGtx/j8hW8Z/t1/ec5V6lXAo5LxYwkxU7PF3Zm2XcpExbGq4doF+YZC3BSCk1RIhLhPkLZHUujau8C5DulYg9QVQ9geRhh885qlaz/yWn/AnZQN5FVy+UOGgFTL0BFgqKTyuoI1nxVrPv8L/ZzJi/02bKVXKr1yU/UOsIQostZGkzHNfrN5jYLFCjDjyCQ2L9xB5JFzlLunDPXa18qTdyQ3S5fBbfn94wU+G8NGi5G2fVug1+u5q0HlbJNevhW5fX7yKBua545f9Hvd5XCx8pd1uWCRP/3feUS1nVlqXA43//y2Hm8K/ZHSVUvSuGs9n88bjHrCIkJp83iLLLDOBATIXtCFI0IGQtho0JdCWe2nFyYT4D4JgPQmIK/2RMa8A/ZFkPAD8kp3pP2/VoBSepBRA0FGJ20QJwIOSJiFcO0EazcUDZ+UmBH5hmT4mybEqGUNKXIHxSsUxRJixhZmxWg20mVwu6C6guVF9AY9TbrX56FXu9OgY+3bytmDEkZt2Kk2JosRW5gNs9VEjebVGPxJ/9w2LU9yW63wFQU/9XvyQOp+OU3TBxrw/JSnmTbiZ+Ki4jBZTDgSnaodc9wujxJ/TGH6yJ9e4K/Ji5j/1TLsCU6aPtCAfm/1Vl3FZhQh9EhrL0j8Hd9VvBVCnlTEoGy9wdZb0bC/1ASfnrapkS4lswaQCT8lOf8bq2o34EZGjwDzRqXi1rVHCR/5kYhMmIkoMAUpCkDiz0p6qL4CIuxNhLG6MoZ0ImM/hcSZynmMdZPe99erafZgQ2afmO+X/meymZi2/2P+3XM6ucKyYLE7N+abnUgpWfjNCn4e9zvXzl+nZOViDPqgHw07+0stBMJoMvLm7GGcP3GRUwciKVm5GKWr+ktraChkSg9fCNEbGANUAxpIKVXF64UQHYDPUJaE06SUQTU8vRk9/CH1R3Bs578+RRcmq4k+ox7ksdcDizTlNFJKEmITsYSYGfPgB2xetMOvUKRao8pM2jA+h+1yIqNfA/vypJi5C2yPIEJH+mywSulBXmqgSBsHwtQCXcFpyjmv9gL3IZWDzFBgOjpzfaRjM/L6s0paZ2qMjdFFfJ80tgTcfq0TvVHPgWMtPhcrEaI0RNH75kHHXY9nSL0RXLtwHUeCA71Bh8Fk4PVfX6ZxV1UpcY0s5s9JC/lu1K8+QmZmq4kxc4ZneyOQ25m09PAzu+zdB/Qgjf60Qgg9MAXoCNwNPCqEyHzAWQV7goMGSfoceoMOvUGPJcTMXQ0q0XtY2n1AcxohhCLUpdfz7Cf9yZc/xC+NMPpKLDtW7Mlhu0zo8n+MKLwKUeA7RJF16MJe98umEUKvxNUD/goZIOw9vNFvIi/WDeDsARwQ9RTSvgpM96J+h2ZFWP/LvxZC+Dt79wlwrMZvf0E6kfHf+50xX/4Qvt71Ac9M7EvjrvXoMrgdX2ybqDn7HMLr9fLj27P9VCsdiU6mj/oll6y6/cmSjldCiH+AYWorfCFEY2CMlLJ90vORAFLK99I7b0ZW+PYEB883Gsn5ExeTq131Rj3dhrTn2Y/75/nd+egrMYzv8ym7Vu332TA0W028t+SNLC/ikM6tyMQ/QboR1i5gapHhOZJSImMmQOJ3/m/qK4G+SFJT8mAyeyyIIquRjq0QPYwbIR+EDQz3IAp+p9oM3etNgJg3wL6YgOElY0N0ET8G/8U0sp3YqDgeKv6MaoGcNdTKvOgfcsGq24PsXOEHQ0kgZepHZNJrqgghBgohtgkhtl2+rFJkE4Al01f6OHtIyk+fuoKE2JvszpSD2MKsHNx01K8y0pHo5LvRv2XpWN6Yj5BRT0Pin2Cfi7z+IjL61Qxrjgsh0IWPRBScBSKVgqHnGDg3EJyzB5BgX4bO2g5RaAGEPAPWhxHhHyEKfq/q7KV9FVxqCPYFBN5LMIAxbxZG3cnYwqwBkxcCNWzRyDzpOnwhxAohxD6Vf8HGSNSWjQE9i5RyqpSynpSyXuHCgbvSpGbdnM1+OjagrPIPbjoa9Hlyi+gUmiepOX0wUvX1m0G6T0HCjCRNnKQfg0xQYvau7Td3UmMtEJlt7uBAepRuQsJQBl3oy+jCxyIsrZXwUSqk64Ci7ZPeBUWYknviauQd9Ho9fd/o5afcabaaeHJc4AY2Gpkj3SwdKWVmW8pHAqVTPC8FnMvkOf3IXzhMVaTM65WEFsgb/STTIrxwGCJAJlHpqoF11jOMY22AN+xI+0qEqR7Scx48l8BQyU/uOMBJwXshSAMEAa/33sDt41Ij46ejrpyZAmMdJUtHpSGKRu7T8+UumCxGfhr7O1EXoylesSiDPuiXoSYnGhkjJ9IytwKVhRDlgbPAI0CWV0B1f64jmxbs8JG6FUJQoGg4VZIaQ+dljCYjvV/pyuwP5/kUBJmtJgqXiqBX0QG4HG4ad6vHM+/39SsP37v2IEumr8SR6KTVw01o0r2+es61sKGeP28ADHivPQnObUkZOm6ktRfCUAp0EWBui9DZVD5rQsmPV89tTzE4Sp6/F//+tYDHv4YiIO4j3LhweNywdmF+NiwJIzS/h459oqhUvwu6/OMAZa/h4OajXL8UTbWGlW+6y5NG1iKEoNuQDnQb0gEpZZ7fZ7sdyGxa5oPAZKAwcB3YJaVsL4QogZJ+2SnpuE7ApyieZrqU8t1gzp/RtMw/Jy1k+shf0Bv1SK8kf9FwJix5gxIVb42YoJSS3z+ez2/v/0XMlVhKVSmO0WLk7JHzyeXjeoOO/EXC+e7QZ8m599+PmaU0yUh0IKVSGVqnTU3e+mOYn9OX3hjkpeYoRU3/4XRY2LD8Hk7sOU/pSgk073Idi+3G74YehFJoJQrOQBhr+Nnuvf4q2OeqfCsdiFDAA8Z6YHsUVEMxZggZiC40fRVH5Ts0BRy4XfDawxU5useKPUGPTu/FaILBH/amy7OPcOn0ZUa0G8vVc1EIncDlcNPzpc48Nb6P5mA0bkvS2rTNkiyd7OJm8vDjo+M5sOkoYQXzUaVexVv2j/r65WiO7zrJmB4f+EkAWELMDPygH10Ht+PS6cs8edeLfnoilhALb/0xTDWfWTrWIa8P5cb2yvUr8GLXmkRfjiUxXo/F5sEa4uWzhUcpWiqVTomuKKLwar80TXfcLxAzFp1OZfPU2hNd+H9JWd6oQeBIuaGrA5EPUWgpQp++3oo3/nuI/Qiws/LP/Hw2vBT2hFQNuo16pmyfyBudx3Ml8prPhrQlxMzw75+neY+G6Y6loXGrkdtZOjlKSHgI9dvfS9X6ldQbYEvJzpV7ef+JyYx+4H2WTF/pI1+Q25w7foGhjUbyaOnBvN55vOpGtD3ewaEtykb09uV7VKuI7fF2NszdojqGMDdDFNmICP8AET6BqRMe53KkncR4xWnaE/REX9Xz6TAV3XAZ65dTv3XpLt544C+cdvUcegy+Fx2RfzKE9AMRDpiVlNCI34Ny9gC4D3Ij3371vPx+zh6UKuVBNV9Jlp9OiT3ewV+TFwU3lobGbcRtJa0QDFOH/8i8L5bgTFRWrpvmbePLl2fw0eq3021QnN04HS5eajaa65ejA7ZnA6VyuOzdijO2hVpVtb/1Bj0h4WrxdgUhrJDUMHzD3J/8JJe9Xh271oficYPe57dEkDIF8uyx87zd80McCV6O7LZStXYCZkuKUJAuFGHtmmpsEyL0VQh9NaB9aWKoBliBREJCPQghkTJjd3IpBfY0NO4UbrsVflqcOXyWuZ8vTnb2N0iITeR/Ld4kPoCgVk6xaf427An2NJ29EEoTh/b97wOgQec6qscZjHra9msV1LiBmkWI5P+kxASG/wql53+1DLfLDQhef6wC86ZHEH1VT0KcjqiYpoiIP4PM9Ekft8vN/K+WMbzrbuKiPXi9gk59r2GyZOwOzWQx+oVzpJRcPR9FfLR2IdC4fbmjHP72ZXsCtj5z2l3889v6HLbIl4unrqj28gTFKesNOqrUr8Qna8cm9zS1hlgYN38kIeE2bGFWbGFWTFYTz095mjJ3BZeO2PKhJn5dn/QGSf3WTvT6G+qUZqWVYP5JPnnxl05dSW7o4rTrmDauJA/VuIc+deuzZ8eTCH0RRXfH8Q8y7hukfQVSpt1+UA0pJW92n8jXw35g9z9neK59BXauDaVavQQee/lq0OfRGXQULhXBgy/81yFr9z/7ebziczxe8Tl6FX2aUZ3HE3M1DY0gDY1blNs6pBN59DwLvlrKhZOXqdumJnqTHqFaB6b0+rwcGbzjyAxHth/n6PYTFClbmDptaiQ35qhavyIGowG303fj05rPwv+mDaZRl3p+hSoANVvczawL09i1ch9Ou5Pa999DSHjwq+qBEx/n4KYjXDx5GZfDhdFiIjwilJe+G4socADp3ITQFQJLV784e502Ndm6ZKffxrLH5aFao8qKqubVR5Q8felQsn10BaDgTIQ++MK6fesOsXftgeS02wunzYx6tDyWfGbGzRtJz8St/PX5Er9uYinR6QQPPt+JJ95+KDnD6eyx87ze5T2fdN6dK/YwssM4pmx9P2j7NDRuBW5bh7916S7e7vkBbpcHj8vDtqW7yV8kjEAd9cw2M9Ua+cvoZiUup4s3u7/P3rWHAIleryesUCifrHmHQiUjqNG8GpVql+fI9uPJYSej2Uix8kVo3qNRmm0aTWYjtVrdzfkTl/zi8emhCIl9yPble/h3zylKVS1BwyQROmiGMDcL+Nk2j7fg94/nc+n0f3cnFpuZ+/s2p1i5InijR4LnNMn9cKUbPA5kzBhEgSlB27h37UHVzkaOeCd71hyg/9hH2bfuEKcPnsWe4EBv0ON2utHrdXilxGQx0eGp+xj8kW/V7V+TF/vpubhdHk4fOsuxXf/m+r6OhkZWcls6fK/Xy8QnPvfJcHEkOLh2PoqmDzZgzexNPjIGBqOectVLUa999kqyzpw4lz1rDvp057EnOJjw+GQ+XDkGIQTvLxvNb+//xbIZ/+D1eLm/TzP6vN4z3Z68sz+axw9jZiF0ArfTQ9MHGzDs22cxW/3vCNTQ6XTUb38v9dvfm6HvZLGZ+Xzze/z+0TxW/74JWz4L3Yd2pG2/lklfcDH+zc/d4FiJlN6ge9oWKBqOyWL0u5MwW00ULJYfi83MpI3j2b58D0e2HadI6UJUqFWW9XO34Ha4afpAA6rW9++MFXnkvGovAp1ex8WTlzWHr3Fbcdvl4QOcPnSW5+qP8HMOACUrF2fKlveY8tIMdizfjclipN0Trej1SjfVcElW8lj5Z7l0yr8vrcFkYPaFaeTLf3Obm6tnb+TDJ6f4SM2aLEZaPNSEETOGpvHJ7Md7oSbqLRH1iKL7g3b48TEJ9CkzmIQY34IxW6iVn099edNz99v7f/HjO7N9LsKgtMmbcegzipQJPuykoZEXuKPy8EGJeav1fgXFQYSEhzD8u+f4LXIqPxybQt/RvbPd2QO4HYE3K5VMl5vjl/F/+OmKO+0uVs/cQGJcLiuFWtrifyOpA1OzoJ09QEiYjYnL36Rw6QgsIRYsIWYKlSrIhGWjb9rZA3Qe2IaQcJvPHZTZZuL+R5tpzl7jtuO2DOkULhVBhZplObr9hG8zapuZ7kM75JpdzXo2YtE3K/xixqUqFyd/4fCbOqfX6+XUAXU1TZ1OEBsVnyXtD28WEToK6doB3ihFlVPYlKra8HcyfK6q9Svx88kvObn/DEhJuXvKZLqSOrRAPr7Y9j4/jJnF5gXbsYZaeeD5jnQb0j5T59XQyIvclg4f4K3fh/Fq6zFcu3AdgcDtctP68ea0e6JVrtn0xNsPsXXxTqIuRmOPt2OymjAY9Qz//ubDLtuW7g6Yt28wGYgokbv9WKUoQLScTYhlAwbdcYShAljaI0TqZuTBIYSg/D1lgj4+PiaBJd/+ze5/DlCiUjG6DWnvp61UqERB/jd18E3Zo6FxK3HbOvzCpSL47tAk9q8/xNVzUdzVsDJFy+bMLbrL6eLPTxey+Nu/cTs93PdoUx4d2YOwgqF8s/cjVs/ayL71hyhZuRjt+9+H0+5ix997KVWlOEVKF8rQWPs3HA6oo1+//b3JKZ+5wdIZq5g6/EcSYxPR6fV0G9KOAeO7oFfRt88Ooi5FM6TecGKvxeFIcGIw6lnw9XLGzX+Ne++7J0ds0NDIS9y2Dh+U1eA9zXK229GNAqG9aw7gSNoI/OOTBWycv52vdkzEbDXT7olWtHuiFS6ni/f7TWbDvG2YzEacDhdNutdnxPdDMZr8OzypUbhUBGab2SePHJRN24Zd6gJw9XwUU174lo3ztyMENH2gAc9Neuqmw0jBsGHeViYPnZYiU8rNvC+WIiUM+qBfto2bkp/G/s71i9G4k3Lz3S4PbpeHD56cwk//fnHLCutpaNwst+WmbW5yeOsx9q07mOzsAVwON5dOXWb9HF8xsxlv/Mam+dtx2V3ERyfgsrvYNG8bM96cmeYYlyOvcuXcNQBaPdwEvSF1g3GlrqBZj4Y4HS5eaDyKDXO34na6cTncrP1zMy82eV01HTGr+Omd2X7Cb44EJ/O/XIozQDVxVrNx7tZkZ5+S65djuHzGP1tKQ+N2R3P4QRJzLZYf3p7Fcw1e460HJ7J79X6f96MuRTPpuW94rd04v4wZgMQ4O/vW+6pMLvh6uc+FAZQetgu+Wub3+fjoeLYu3cmT1V6gf5Xn6VdxKINrv0rUxet8uHIMJSoWxWwzYbKaKH1XST5e/Q4Wm5n1c7YQey3OpxjL4/IQdSmazQt3ZGZK0uSiSvopKB3JYq/FZdu4KbHmU98nkF4vlhAL8dHxfPTMl3QN7Usnax/e7vVhjlVba2jkBrd1SCeriLkWy6B7hxF9JRaX3cWRbcfZvnw3gz/uT5eBbYmPSWBIveE+4YPUmKwmipUv4vNaYrx6H9jEuP9ej4+OZ2L/KWxZvNMvu+fEnlP8r8Wb/HzqS2YcmcyFfy8hdIJi5f4b5/TBSJ/z3cCR4OT0wUiadK8f9Dy4XW5W/bqeVTPXYwuz0mVg24Cx8Ep1yrNj+R6/100WI/kLhwU9ZmboNrQD3wz/ySfcpTfoqd70LkIL5mNIvRGc2n8GV9K8bpi7lQMbjzDjyCSsITe3qayhkZfJ1ApfCNFbCLFfCOEVQqgm+icdd1IIsVcIsUsIkfFKqlzmz08XEn05BleK0n5HgpOvX/keR6KDZTNWEXstLqCzBzAY9LR9vKXPa9UaVlY99u4UEg9vdp+o6uxB2S9w2J1smLsVIQTFKxT1cfYApe8qqbrSNdtMlKmmoncfAI/bw/C2Y5n03DdsXbyT1TM3MLrrBH58Z7bq8U+92wdz6gbVNjMDxvdJt2o4q+g6uB0tH2qMyWLEFmbFEmKm9F0lGfXzi+z+Zz9nj55PdvYAXo+XhJiEXBfR09DILjK7wt8H9AC+DuLY+6SUt2TgdNOC7bhUiqZ0eh0n9pxm9+oDqo1KQFFnLFGhKCN/fpGwiFCf94ZOHsArrd7C6XDhcXnQG/WYzEaGTh4AQOSRcxzeekzV2d/AZXdxOfJawPeb9WjItyN/xml3Jod19EY9BYqE0zCAtLIa6+Zs4ej2Ez7Vy/YEB7++N4dOz7Tx67FbtV5FPlo1hm9H/cLRHScoXCqCx9/sTfOejYIe8wZer5eVv6xj4dTlOO1OWj/Wgi6D2mKymNL8nE6n49Xpz/H4m705uv1EctHWuj83c2T7CdViN3u8g+O7/s2wjRoatwKZcvhSyoPAbZ/tEKjptcflIbxQKKUqF8dg0vupXIJS7PXKt0OoUte/kXrlOhX4eteH/P7xfI7t/JdKdcrT6+WuFK9QFIBLp69gMBn84vwpMZgM3NXAXyPmBiazkUkbxydn6QA0e1DJ0snISnvjvK3YVUJQBqOe3f/s5/5HfQXWTuw5xdljF3jm/b5UrlMh6HEADm87zsyJfxF5+BzVm1Tl+pUYti3ZlXyxOXUgklW/refTtWOD+g7FyhWhSJlCfDjgC1bP2pisl6p2EbeEmCl3T9kM2auhcauQUzF8CSwTQkjgaynl1EAHCiEGAgMBypQJvsAmO+n1vy7sXXvQLxZcvkYZSlQsRpfB7Zg7ZYmqw0+ISWRUp3f59fRXqpLFxSsU5fnPn1Ydt3zNsqoKkTcwWU1UrV+Je5rdlab9EcUL8ObsYcnPY67FYjRl7EcfFpEPnV7nl/MvhPDprGVPcDC62wQObjqSdLyk4r1leW/xG9hC06/43bxoB2Mf+ghnogspJacORPqN6Uhwcmr/GTbM2xZ0X9p/flvP2t83+Wnm+H6XJKXPPoHVQTU0bmXSjeELIVYIIfap/OuegXGaSinrAB2B54QQLQIdKKWcKqWsJ6WsV7hw3tAyqdu2Fk+9+whmqwlbuA2zzUSl2uV4Z+4IQFlBjl/0OmER+VQ/L72SNb9vyvC4BYqE03VwWx+dHyGUZijFyhfm8Td7M37x60HfYR3edpxnavyPh0sMpEehpxjV6V2iLkUH9dmOA1qrXiQMJgN12tRIfj591C/s33AYR4KTxFg7jgQHR7ef4MuXvkt3DCklnz07FUeCM7kPbaCissQ4OztW7A7KdoAFU5eriuml7PYlhCBfgXzEReVMFpGGRk6T7jJPStkms4NIKc8l/f+SEGIO0ABYk9nz5iQ9XuxCxwGtOb7rJPmLhFOqSgmf92s0r0a3IR34adzvyv1MClxONzFXb86JDP64P2Wrl+GPTxYQFxVHvQ738sSYhzIs7HX1fBSv3j/GJ2Nnx997GXb/GKbt/Tjdi0b5GmV5fsrTTH5uGnqjAaTEbDMxftHrPkViS2es8tncBiV0suLnNVSqW4FZE+cSfTmGynUqMOijftzV4L+N65irsURdDO4CZDQbKFSiYFDH3rBBjZSyFF6v5NzxC7zWfhzfHvj0tg9Vatx5ZHtIRwgRAuiklLFJj9sBGVfOygYSYhMxmg1BV7Va81nTrNyt3boGv388328laTAasOQz807vj0iMS+S+R5pxf59mGIzpT78Qgk5Pt6bT062DsjEQi6et8Cu08rg8XD59hX3rDlGjefoVye3730eLXo3Yu/YQlhAz1ZtW9ZNuCNSi0e30+KRI7lt/iGH3v81n68dRsVY5QMmbD9bJ6vR62iX19YX/wlSBhOLa9G3Ov3tPBdxcv4HX4+Vy5FWO7fw3w3sPGhp5ncymZT4ohIgEGgMLhRBLk14vIYRYlHRYUWCdEGI3sAVYKKVckplxM8u+9YcYUP0lekQ8Sfewfkx4fBIJsZmXEa7RvBr33l8DS8h/IRhLiJli5QozbcRPrP1jE9uW7mby0GmMaDs2WytdU3Pm8DnV/QAJXDh5KejzWPNZadCxNjVb3K2q01O7dQ3VpuhCJ/zkH5yJTn565/fk5yaLifsebYrJ4nsBNlqMhBUKxRJixhpqIaxQKG/PeZXCpSI4uuMEz9RMClNFPMnIDuOIunjdb/yOT7ehUu3yySmqRrMhYPN2nV5P9BWtp63G7cdt2QAlLc4eO8/g2q/6rMKNZgPVm97FByveyvT5PR4PK39Zx7Lv/0Gn09G4Wz2mvvqj38rXks/C8BlDg950zCzzv1zK1OE/qnaMmrz5vQwpUKbFueMXGNpwJI5EJ85EJyaLEb1Bj5RSNYZetFxhfjrxRfJzpQPYJLYu3onBZMDtdPPAC50YML4Ppw+exeVwUaFWWfR6PVEXr9O/ygs+F2u9QU/xikWZrhKS8Xg8bF6wgx0rdlOgWAFcDhe/fzTfLwvKZDHy29mphBZQ35PR0MjLpNUA5Y6rtP3zs4V+ztflcHNw4xEij5zzi81nFL1eKbC6UWS1/MfVGIx6vzHtcXY2ztuaYw6/zeMt+OW9P3E53Ml3Fmaridqta2SZswcoUbEYMw5PYtG0vzmy7TgV7y1Lq0ea8UyN/6keX7pqSZ/nFpuZMX+8ytXzUVw+c4VSVUokNzgpV720z7GLv/3bL5fe4/Zw9ew19qw+QK1W1X3e0+v1NOleP7m6OCE2kVW/redK5NXkux9LiJnH3uipOXuN25I7zuGf2h+p2uTbYDJw/sTFTDv81ISE21QzTfQGHeE3ITFw/XI0M0bPZN2czRhNBjo+3ZpHXnsQkzntfYiEWDvdh3Rgw7xtRB45hyXETOeBbXno1W4ZtiE9wiJCeWTEAz6vdXjyPpZ9/49PDN1sM9F3dC/Vc0QUL+BXzJWaM4cChKmk5MLJS9Siusqn/sMWauWLbe8z/8tlrPtzM+GFQ3nwhc7Ua5e9vY01NHKLO87h3924Cgc2HlFZ5bsol4UrXVBCCEumr1QtnDIYDXR46v4Mnc+e4GBog5FcPXctWcZh5vt/cWDDYSYsHR3wc0tnrGLSkG8QQiSnO/Yd3ZMeL3bJ0PiZ4bnPniIkzMbcKUtwJDgoWq4Iz016iupNqvocJ6Vky6IdLPv+HzxuL637tqDpA/XR6fy3m6o3vYt1czb7hYqklEFvuIaE2XhkxAN+FygNjduRO87hP/B8R+Z/tQy3y52ckme2mWjeqzGFS0Vk6VirZ21k5997Vd97/ounKZsBLRtQioeir8T4aPY47S72rT/Mke3HVat5r5y7xqQh3/ithL8d+Qv1O9T2C6lkF3qDngHvPcaT7z6K2+kOKIvw2ZCp/P3T2mQnvn35bhp2rsvrv77kF5Nv3bc5v4z/A5fTjSdpTkxWE7VaVqdCTa1aVkMjNXecPHLBYgWYsmUCTbs3wBZmpVDJgvQd3Zth3z6b5WMt/2G16kalLdRK0ZtokL1/42HV84Hk2A51/ZcNf21VqrVS4XF7b6oYLLPodLqAzv7fvadY8eMaX72eeAebF27nwMYjfsdbQyxM2fo+HZ68j/DCYRQuHcGjIx/kjVkvk5eTETQ0cos7boUPysbiW38MS//ATJK6MUlKdPqMX2tLVy2ByWrykwfQ6XV+0ss38Hq8igh9KqSU2ZoW6kh0sOrX9WxfvpvCpQvRZVBbv16yqdm+fI/q/oo9wcHWJTv9wj+gVCO/9NUgXvpqEH//spZpr/3ED2/NJCwilL5v9qb7cx20AioNjSTuuBV+TtK+/30+Ofk30Jv0qs4rPdo90QqD0Tf3XW/QUaBofu69X12XvnE3ddVqo8mQbRlC8TEJPFt3BFNenM4/Mzcw57OFDKw1jK1Ld6X5OVuYze/7KbYaVXWIUrL2j018MvArrkReQ0qIvhLLtNd+5q/JizPzVTQ0bis0h5+NNOvRkBa9GmO2mTAY9UrhUD4Lb/85/KY04fMXDuejf96mQs2yGIx6DEY9tVrdw8er31Hd1PR6vVw9d43WfVtgTMqH1+l1mK0mer7SlfI1/OPcHreHlb+s5fUu7zGm5wdsXrQjw+GRPz9dyMWTl5JDM26XB0eCg4n9JuPxBL6raN5T/QKk0wnue7RpmmN+98avKi0VHfw0drYW3tHQSOKOK7zKDY7t+pedf+8jtEAIzXs2THe1GgyxUXHoDfqACpSRR8/zWvuxxFyJRacXOO0uarW8m2qNqtC8ZyNVZ+/1enmjywT2rj2Q7KwtIWY6PdOGZz/uH7RtA+5+idOHzvq9bs1n4bMN76aZ97/j77280+vDZCctvZKRP79I464B++sA0NnWRzVFU6fXMS/mB8xW/zstDY3bEa3wKpeIux6P0+6kYq1yVLq3fJaeO63CICklIzuM49KpKz6r273rDvPIyB6qzh5g+7Ld7F130G/TdMFXy+k2pD0lKxVP1641f2xUdfYAHo9XNcSVkjqtazDrwjT2rjmA1+OlZsu7g3LWJSoV5+S+036vhxcKTbdRiobGnYIW0skGrl2IYnjbd+hd7Gn6ln+OJ6u+wP4Nh3Ns/CPbjhN9OcYvlOFIcDBvSmAZo82LdmBX6X8rBOz8e1+64547foH3HpsU8P3SVUpQvHzRdM9jMhup27YW9TvUDnpl/vSExzDbfB272WbmyXcf1TZtNTSS0Bx+FiOl5NXWb7Nn9QHcTjcuh4uzxy7wWodxXI68miM2xF2PV43pA8RcCyzTHBYRqrppqjPoyJff5ve6lJKjO06w4++9JMQmsuS7VaptA2/w+Fu9g7D+5mjYqQ6jZ/6PsneXwmA0ULxCUV7+ehAdn8qcyqiGxu2EFtLJYvavP8TlM1f9pYidbhZ+vYz+Yx/NdhvualhZ1fGabWaapZGZ07ZfS2ZNnOvXjF0IQaNUMfTzJy4ysuM4rp6/jk4n8Lg8VKxdzq8XwA2MZsNNSUlkhIad69Kwc91sHUND41ZGW+FnMRdPXQGVCILL6SbyyPkcsSEkzMbAD/thtpmSwxlmm5kSFYvSPoWGfGqKly/K8O+HYgkxYwuzYgu1EhYRynuLX/fpuiWl5LUO4zh3/CL2ODsJMYk4Ep0c3X4CvcodAoDRbEyz966Ghkb2o63ws5gq9SqoFg+ZbWZqtkxbzCsr6fZseyrVLs+8KUu4fjmGpg80oN0TLdONibfo1ZiGneuwb90hDCYD9zS9yy+F9Mj2E1y7cN2nWxSA2+kmrFAoMVfjfN7TGXS8MfN/QTV80dDQyD4y9RcohPgA6Ao4gePAk1LK6yrHdQA+A/TANCnlhMyMm5cpXbUkDTvXYcuiHcl54QajnrCIfLTtF7CVb7Zwd6Mq3N2oSoY/Z7aaqds2sGJk7LU49CqVwlIqEsatH2vB3M+XEB+bQM3m1eg/7lEKl8xanSINDY2Mk6k8fCFEO2CllNIthHgfQEo5ItUxeuAI0BaIBLYCj0opD6R3/ls1D9/j9vDnZwtZ8NUy7AlOmj5Qn35jHiJ/4fDcNi1LiI+O56HiA3HafQudzDYTA957jAef75RLlmloaGRbHr6UclmKp5sANXHzBsAxKeWJJGN+A7oD6Tr8WxW9QU/vV7rR+5Ws15rPC4SEh/DU+Ef57o3fktsWmq0mipYtnGHJZw0NjZwjK4OqTwEzVV4vCZxJ8TwSCJgqIoQYCAwEKFMma/XpNf7jhjKlw+6ieY+G1Gx5d4by1Xu+1IVKtcsz9/MlRF+OoVmPBnQY0BpriCUbrdbQ0MgM6Tp8IcQKQE3m8HUp5dykY14H3MDPaqdQeS1gHElKORWYCkpIJz37NDLOn5MWMn3kL7icbqTXy9LvVtKiV2OGTR+SIadfq2V1auXgRrSGhkbmSNfhSynbpPW+EOIJoAvQWqpvCEQCKZuRlgLOZcRIjazj2oUovn3tZx/dGXu8gzW/b6Rtv5bce5+66qaGhsatT6by8JOyb0YA3aSUCQEO2wpUFkKUF0KYgEeAeZkZV+Pm2bJ4l6oWvyPBwZo/cr4hioaGRs6R2cKrz4FQYLkQYpcQ4isAIUQJIcQiACmlGxgKLAUOArOklPszOa7GTWIyGxA6/7CN0CmyyRoaGrcvmc3SUS2dlFKeAzqleL4IWJSZsTSyhoZd6uId6B95M5oMtOmbs3UCGhoaOYsmrXCHERJm483Zr2C2Kc1YLCFmjGYj/cc+QsVa5XLbPA0NjWxEq3W/A2nQsTYzz01l84LtOO0u6nW4l0IlCua2WRoaGtmM5vDvUELCbNzfp3lum6GhoZGDaCEdDQ0NjTsEzeFraGho3CFoDl9DQ0PjDkFz+BoaGhp3CJrD19DQ0LhDyJQefnYjhLgMnMrgxwoBV7LBnOzgVrH1VrETNFuzg1vFTrh1bM1OO8tKKQurvZGnHf7NIITYFkj8P69xq9h6q9gJmq3Zwa1iJ9w6tuaWnVpIR0NDQ+MOQXP4GhoaGncIt6PDn5rbBmSAW8XWW8VO0GzNDm4VO+HWsTVX7LztYvgaGhoaGurcjit8DQ0NDQ0VNIevoaGhcYdwyzt8IURvIcR+IYRXCBEwzUkIcVIIsTepM9e2nLQxhQ3B2tpBCHFYCHFMCPFaTtqYNH5BIcRyIcTRpP8XCHBcrs1penMkFCYlvb9HCFEnJ+3LgJ2thBDRSXO4SwjxZi7ZOV0IcUkIsS/A+3liPpNsSc/WvDKnpYUQq4QQB5P+7l9UOSZn51VKeUv/A6oBVYF/gHppHHcSKJTXbQX0wHGgAmACdgN357CdE4HXkh6/Bryfl+Y0mDlC6bi2GBBAI2BzHrWzFbAgp21TsbUFUAfYF+D9XJ/PDNiaV+a0OFAn6XEocCS3f09v+RW+lPKglPJwbtsRDEHa2gA4JqU8IaV0Ar8B3bPfOh+6A98nPf4eeCCHx0+PYOaoO/CDVNgE5BdCFM+DduYJpJRrgGtpHJIX5hMIytY8gZTyvJRyR9LjWJSe3iVTHZaj83rLO/wMIIFlQojtQoiBuW1MGpQEzqR4Hon/L0l2U1RKeR6UX1qgSIDjcmtOg5mjvDCPwdrQWAixWwixWAhRPWdMyzB5YT4zQp6aUyFEOaA2sDnVWzk6r7dExyshxAqgmMpbr0sp5wZ5mqZSynNCiCLAciHEoaSVQpaSBbYKldeyPHc2LTszcJocmVMVgpmjHJnHdAjGhh0o2idxQohOwF9A5ew27CbIC/MZLHlqToUQ+YA/gJeklDGp31b5SLbN6y3h8KWUbbLgHOeS/n9JCDEH5XY7y51TFtgaCZRO8bwUcC6T5/QjLTuFEBeFEMWllOeTbi8vBThHjsypCsHMUY7MYzqka0NKByClXCSE+EIIUUhKmdcEwPLCfAZFXppTIYQRxdn/LKX8U+WQHJ3XOyKkI4QIEUKE3ngMtANUd/jzAFuBykKI8kIIE/AIMC+HbZgHPJH0+AnA784kl+c0mDmaB/RLyoJoBETfCFPlIOnaKYQoJoQQSY8boPxNXs1hO4MhL8xnUOSVOU2y4VvgoJTy4wCH5ey85vZOdmb/AQ+iXCUdwEVgadLrJYBFSY8roGRI7Ab2o4RX8qSt8r+d+yMoGR45bisQAfwNHE36f8G8NqdqcwQMBgYnPRbAlKT395JGBlcu2zk0af52A5uAJrlk56/AecCV9Ds6IC/OZ5C25pU5bYYSntkD7Er61yk351WTVtDQ0NC4Q7gjQjoaGhoaGprD19DQ0Lhj0By+hoaGxh2C5vA1NDQ07hA0h6+hoaFxh6A5fA0NDY07BM3ha2hoaNwh/B/qVXxmTICBfwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.15\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "min_samples = [40,5,20,70,10,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderHDBSCAN(i,min_samples[n])\n",
+    "    n += 1"
+   ]
   }
  ],
  "metadata": {
@@ -797,7 +966,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/3 agglo.ipynb b/3 agglo.ipynb
index cf5d523..d7226c9 100644
--- a/3 agglo.ipynb	
+++ b/3 agglo.ipynb	
@@ -194,7 +194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 5,
    "id": "d75ca794",
    "metadata": {},
    "outputs": [],
@@ -266,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "ebcbbbf2",
    "metadata": {},
    "outputs": [],
diff --git a/4 dbscan.ipynb b/4 dbscan.ipynb
index 9a18845..7619948 100644
--- a/4 dbscan.ipynb	
+++ b/4 dbscan.ipynb	
@@ -852,7 +852,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/5 hdbscan.ipynb b/5 hdbscan.ipynb
index 0fe7fb8..b7f3461 100644
--- a/5 hdbscan.ipynb	
+++ b/5 hdbscan.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 56,
    "id": "13b7eb33",
    "metadata": {},
    "outputs": [
@@ -10,15 +10,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.061, 0.077, 0.244, 0.293, 0.185, 0.293, 0.292, 0.172, 0.209, 0.208, 0.295, 0.295, 0.296, 0.296, 0.297, 0.295, 0.296, 0.297, 0.298, 0.298, 0.298, 0.298, 0.298, 0.298, 0.298, 0.3, 0.3, 0.3, 0.302, 0.301, 0.301, 0.301, 0.301, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.298, 0.298]\n",
-      "Temps : [0.026, 0.02, 0.018, 0.017, 0.018, 0.02, 0.016, 0.019, 0.016, 0.018, 0.017, 0.016, 0.016, 0.018, 0.023, 0.017, 0.022, 0.017, 0.02, 0.017, 0.016, 0.017, 0.016, 0.017, 0.017, 0.017, 0.021, 0.024, 0.021, 0.024, 0.02, 0.021, 0.023, 0.022, 0.019, 0.019, 0.019, 0.022, 0.02, 0.019, 0.021, 0.022, 0.019, 0.02, 0.02, 0.024, 0.019, 0.022]\n",
-      "Min_cluster_size maximisant Silhouette :  30\n",
-      "Temps de calcul : 0.018 secondes\n"
+      "Temps de calcul : 0.103 secondes\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -41,7 +38,7 @@
     "\n",
     "### 4 HDBSCAN\n",
     "\n",
-    "name = \"long1\"\n",
+    "name = \"cluto-t5-8k\"\n",
     "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
     "\n",
     "# Charge le jeu de donnée :\n",
@@ -54,27 +51,27 @@
     "npliste = np.array([x for x in liste])\n",
     "\n",
     "### Calcule les Silhouette-score et les temps d'exécution pour divers min_cluster\n",
-    "temps = []\n",
-    "mesures = []\n",
-    "nb_cluster_size = range(2,50)\n",
-    "for i in nb_cluster_size:\n",
-    "    t1 = time.time()\n",
-    "    ### Appel de la méthode de clusterization\n",
-    "    model = hdbscan.HDBSCAN(min_cluster_size=i).fit(npliste)\n",
-    "    t2 = time.time()\n",
-    "    labels = model.labels_\n",
-    "    mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
-    "    temps += [t2-t1]\n",
-    "    mesures += [mesure]\n",
-    "print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
-    "print(\"Temps :\",[round(num, 3) for num in temps])\n",
-    "### Trouve le nombre de cluster maximisant Silhouette-Score\n",
-    "min_cluster_size_max_score = mesures.index(max(mesures))+2\n",
-    "print(\"Min_cluster_size maximisant Silhouette : \",min_cluster_size_max_score)\n",
+    "# temps = []\n",
+    "# mesures = []\n",
+    "# nb_cluster_size = range(2,50)\n",
+    "# for i in nb_cluster_size:\n",
+    "#     t1 = time.time()\n",
+    "#     ### Appel de la méthode de clusterization\n",
+    "#     model = hdbscan.HDBSCAN(min_cluster_size=i).fit(npliste)\n",
+    "#     t2 = time.time()\n",
+    "#     labels = model.labels_\n",
+    "#     mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
+    "#     temps += [t2-t1]\n",
+    "#     mesures += [mesure]\n",
+    "# print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
+    "# print(\"Temps :\",[round(num, 3) for num in temps])\n",
+    "# ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
+    "# min_cluster_size_max_score = mesures.index(max(mesures))+2\n",
+    "# print(\"Min_cluster_size maximisant Silhouette : \",min_cluster_size_max_score)\n",
     "# Calcul les clusters pour le nombre maximisant silhouette-score\n",
     "t1 = time.time()\n",
-    "pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score).fit_predict(npliste)\n",
-    "#pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score).fit_predict(npliste)\n",
+    "# pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score,min_samples=15).fit_predict(npliste)\n",
+    "pred = hdbscan.HDBSCAN(min_samples=None).fit_predict(npliste)\n",
     "t2 = time.time()\n",
     "print(\"Temps de calcul : \" + str(round(t2-t1,3)) + \" secondes\")\n",
     "\n",
@@ -82,13 +79,13 @@
     "#plt.figure(figsize=(10, 10))\n",
     "plt.figure()\n",
     "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
-    "plt.title(\"3 clusters in \" + name)\n",
+    "plt.title(\"Clusters in \" + name)\n",
     "plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 63,
    "id": "a9fddea2",
    "metadata": {},
    "outputs": [
@@ -96,14 +93,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "epsilon :  0.229\n",
-      "min_sample :  2\n",
-      "Temps de calcul : 0.007 secondes\n"
+      "epsilon :  18.255\n",
+      "min_sample :  120\n",
+      "Temps de calcul : 0.05 secondes\n"
      ]
     },
     {
      "data": {
-      "image/png": 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WJJvxqmpBMMO9XzSTNNHirtLtWVI1Sk4Dm25EBTa7e1R4AeaGE1Hr+6PW98fccAoqvCjmFHH3gMyLsf48PHrmUfk5hGdod1b5syR3X0XALEWVvxsNGqgEVRbN6N2AKrpErzE1EKXCqE1V4bNV72kFhBejKhInuqmSR6JRYAmIzkiS4u6N5b3i6pa2mQvoz03ncNSc5ZmgAqiKz9LWjm3wdyJUZAOqcgjK/0usEqGjOXrUWpsMJOPMpNej9BH0TRZGj1j8UPkVKjg19mDHntFRW22S3PRRH7CIYGTdAAVjwdmVzVmZEv1xg2Tp/919UY5O1OVqFBGk0YsgmTWu56NOQxpZBPlfg7MhS0guxHvk5j7kvQ5Z12D93qu6+5IWAqjSZ3SLZjmq8Fz9cK56EIdnowrPRanNMw0VmgGhWUA2kEusQZPoucmzjeOpAP9wrHV1SqIzyAYSnmd9XQLRxWiLJs1yqPyKxIllPsj8V51NS85dm+9NAFwgGUjOA3X3uz6E51d/X2IJQGh62pqxXTo7CWb521D6PNpvHjWUeW8h7gMR3+mo8jdq2RcBwwfJFqUCo62TgJQf5R+qE3v8I1GhKWC01P5vtYpYY2Dlp47iPijmT8PRCNX4SwiMRJW9o29yAjo23bEnBCdCaDxsHIsyWqLyXkeMXJAsS3Exce8HBaPAP1TLHThaQunDiWc7ACqIqCKUkZX4mET4zgPn3qjgNL1mITl6IbjiYzDXW5zgRL8/tY2OkNaHQXg+qvx9VHh5NCGs5rWj2bT+EeA7CRWchCq61KJPVdQRyZMQH9ooWs0CFZS9gPINSsnnHod4Eswuic7WLDA36AGK5dsskP0fjIxT627a2R6aDNUzidAMcHZBMi9qkOicUiqxz9/RLhptVhu3dqmlCdvg7wSo0HQofYHqL2n0JlYbr4Sm4xBHc2j0Kqr4Nu1zVAocLaKhY0ncKGKASnADRjahCk+B8Ep09IdXf4Gc3SE8peZFoh1yR3936P+y7wH/cJRjj5jYeBEnZngFhGdT7XqJLNc/sDkSIrIANhyJwgWShcq6BSPzHIuXkAsZ5+peqCCq9JFkb6UeRUVW1OGrr4kTjPaQczuIgSo6G0Kz0SNOtxZQc3aIqkbWti56xkJwZK3tis2T6y1JnKoigCp9KnpdqxG2HyJ6jUeVVC28phNDL9BmnA0l06wPMVei1h0K+R8hrk71u7xjL53dHFlM7HvsQzLOT3BO88TXcx8Rlx+RDHE0Q7JvS/n4migV0eG35e+BKkU5OyE59yK1hOXE1QXl6gahacS4JMWFZJzboLatsA3+ToCq+ApLv7QyITAWvEcgnkO0yyQ8T4+IHG3rjiDwDEBH0MZdGAKDiXVL+KNu6fno26ZqNBIABJx7I77TUJKpo0RK7kWJU59v7IHKewkJTkD5f4Pgb/V49SG9MFz2GKaRheE7IeGROqnpFih9hoQLkqoSJVngOUwn0iRbFAXAAZnnQukDEFlDrLGMjoYji9APvJr7fDoUtnJwgus60cY+HQZfkfR1iHdzFm94bhraq4WrN7g6g9XaT03UJtSm66DJyHpFt4gIqtErsPHC6OxN6RG/7yTwWt8PIh5U5nVQ/nKthVcfkn1Tym1vKar0Eaj4is0hofNQRVdA40/jFrIl7w1U6cPReyYErv2RnAcQR7O09cf24e8MJIybLkeVvYQyNwE6IkNcXRBnu5S+UGLkQu6T6LDA2s9+E+v5cCnx/l2lDUnGmVoDPfgHOm45WgEpshg2DEKVPFxPY1+ziUooe7HOw4zMi5BGz0TXCqxubwWbbtJGysih7oXkgE5oiywl4chYKci+HVy99JqCoy3k3I+ReTmJRc0a4idvCB4tBuc+WP9ppBIBZZD6WNAH3kFQ8QUpRWFF1sfkGgC6OEuCRV0VWYu58RooPF5nHDs7QdYtSJMfMXIfSnqfS+aVkH1fdP0pE9wHIY0/Qlx7p/jatgxlltZQRa1JAFX2cnx/jUyM3MeQZjOQZjMxGn+OuNLnzgF7hL9VUCqIKn8TKj7X02nvkUjWrYijYdpA4h2I8v9CfGINelGu6AJU/ncYRv0/TsM3EOXprSN1LP3QKfcSMBJo41QZvYZHaujLJHfDqNAsVOkTepHLyIfM26DiLT1D2HwUUAnFN0b93VXhk1sy0q6ESCFG44/jd3lPgbIXaLhvvIFInjZyvlPBexyq7AWUuVa7mPzfJD/X0Rlp/K5Osqv8luQROn4of42UQ27FoEp4ToXmoIr/G3XvCcozAMl9CIk+lJQK6twPcz3V91Bouk5Wy6hbqE1EkIzTIOO01PqWbiKrtAsxLitbRReirdEPsa1jmu0R/lZAbboRyl7TfmK1CSq/QxWe2nAhM88AcPfC+iYI65tnXS/Mii8adHkx8sFMRUfdAGlMfFSKA9x9tBSC2oqGzdk+4S4Vmo8qOheC4/TMIrJch5qqTQlOqJIUDpEWt0rlh5hmGSqyOma0KpkXgKtrjSIhXrbJOEuVIfnvIe7uUHi6jlmv/Ab8P9V9roBaPwgCf4LvXP2TMIw1QyuApop4wNkZFSlEFZ0H4X/Qn0MYAr9Fa+FGZ5b+ETqMNmaWFK2kFfg19Ta3F46WCRZitQt0e7DLGXylFMUbSvBXbNsCykqFUeGlmIGJEBhH7PQ/Gqdc+V29rwlac1zyXo+6KRJRDiWPRBNq6oduJ9n75dajRaMJ5L8Hzs5RA1a1vTmS+5g+1HMkDTNodbmgvEj2fyz6rnQGZulTFiOpSrZNaCTadbXuINT6Y1DrDsIsey1quNzQ6A3IfQ4yr0Ky/w2NniVhlai0EdLx7xuvQb8PVaP0JBFMVYTngioCcwVUfqFj6jMuIt795QLfKfqBVidurQ+U+ywiDlTl58RLgYQgsiyqAop2BSqrgUglqvg+VGhWna2q8ApUeAFKpWOtpH6IkQUZ5xKfq+FBsq7b5v2BXcyl8/dv//Dsla+xfoVWFzzk5F7c+uY1ZOZs3S+XWTkESh6ITlVrh8VVUQmhKUACjfWa1yt9Q49O8aNwQ8alGDm3odw9IZwgCiLahir9H+I9qn4vQJWT2OC6kezbwdECPP0QcaEaf6WTqsJztFyB53AdylnxOXo9wIf29derE4l3OTsi2fcgnj6xZwSnoYpv1X7hbe0yiaPGSE4FoOwVVHgVBEeDuQ7ErUfKGeciGCjHBxCeSv0Kl0TdZqmeY1rr66dwYo3f/Xqk3eQ7nZkarJKriGaaVn4ZXRD2kvAzkGzIvALxnYY4mukcksBoEg4yIkuBA8HZUQ8orIy+KkIVXoBq9DSCAncPpEYingovQ226PppNa4CRBblP6eCGbYhk34EyGkc1nYp1cEPOXdtsHSGuP7uKls6yOSu5ruftBGqM7F0eJ/v06cTTv6U5SaIGKjgFVXQJdRscN2RdoxOQkmCWvQ5lz8Tv8J4Hob/iFrys2jGaW5YWTohSJmp9X2sZXlcva990zfNDc1FF50dH2GmcWTnaQ8b5SMbpccqEyixCrT8ywQhwR8ULvlORzEu1b1qVUn930pauNzQAyQTH3kkeUG69P5JoMGLoGYJ/hFacjGxgc7JfbbxI488R197ah79hYDSkNNFrduuHqQpB9i0YmZfpUMh1/UCtq3WsBykYvsWF21XgL1TZU1rCw9gDyb4J8R67RddMJ8m0dHYZl843zw8hFIidIoYCYeZMWMDyuSvjjjdNk08e/YbTCy7lGOdZXLX/bUwbNbPe7aryN0nJyIkL8Z1V93FlL1lv93+6OVY9Kdq1VN0/5UdF1iSt0ypiQNYdxE89fdoFYYEySzGL78dc2wtVeDKbi2SnkcgyLde7tidmeez6hCp9hcQ6Jzsqfqj8HLXpjuj71RDDnY6vrDPJdSwyp1U5hCeTNOIoMkfLNVsiUPGx1nuKLEXX3bW6Hz16pB4d/Yq4kfwv6/B3B7XLiQCUvoAKTobgn6CsavUGUGXvJblW3ajAeJ3/EpoejUBbgNr0b8yKOhbCdxB2GYO/bM5KzEj8F8jpdrJmSXz0yRv//pBPHv2GksIylKlYPH0Zd53wKHMn1TWCrkVkJdbuCEf0x6m13fM/rFYTTIT2MyYymqmm6ru0VLEKYZY8hFrbK+pXPhiz4vOEZxkZJyONXgBHJ8Cjozx8p6OMVpiVP2GWPImq+BQzsh4zslEvkFZ+paepdRquht5mIbRhCEHp3Zhl72uffWA8VH6cQrs7ImY0ca2hM+s0hHK6upPYhZfoPa2jv+IC3+nEFjOHzQ+XuqSkBTIvQfJiaySIozGSc0/ijNoY/KiKT1DBGSR8HdUuqYahE9wsBPHKnq5TDmRHYJcx+N0P2xuXJz6mOhQI0a5brLxoZVklg18dEeP+AQhWBvnowS/r17C7D9ax3E5oMgZpOg6jyWDEtW+dl9LyAUniwh1tqHtxU8DIQ5U+Ho0BDqCTpoqh5F7MoitRkVhlTaX8KBUCIxfM5WjRpo3aqG44BIr/BRVvoUoegPV9Yf3B0QSsVMIsXTouPR23WtkjqKJzUMX3k3i06dMFSxqCpC/BZYcmNI3EBryBRkuFIPMayP6PHixg6EV+Z2fqNvaAZGFk32Zd9MZ1ADj3I7FQXXUnwNykpaETtrOFgmfhBDLf5iaSSnrsIOwyBv/kG47Dm+nBMDYbRE+Gm6MuOJwme8RONdctL8Thin/pSsGSf1Jxm2xGMi+PCnjVvJF8kHkFVL6H2jAIc93BmCUP60SMuvDFywcA4OwWFQvLATJIbPj9eoRT8QXxIxEFwdGoDSdqSeTQHMwNp6PWHoBa2z1aPapmREftL79Z4/96GAZVJcyWBkJTwVyUeL/nIPClnjYfQ5zPd1clQnpnRz7IuhbDkY2ReT7SdDzSbBpSMBY8fak7uc0F3uMT7hURJP8tyLouWtOgBZauJ/Eh3uMQd1/r/Qh4jojOEn/H3PRvzE23owJ/Vo/OzeBkzKLr9E/QYv3Q0SJBJ30pzkK2L7vMoi3AmiXreOe/nzB55DQycjI49V+DOOXG4zCMWONeWVbJGU2vIOiPHaGKwEHH9+ChH+6oVz9VZJXOnAuMjSb8XA7lb9dQLQS9sNUGafJDXCWh2pgbb4bAMLRRFZ1d6DsbIYByHYCEl4C5RitaBkdbXMGN/kInmv4b4O4HoYlR/+fWZFsuMmYgzSZC+buosqe3UZtbCSmIusu2MFlta+Noh2TfjHiPs9ytwitQG44nPjErOmARn174bPypzvxOEbP8I61jVBUtJD5wdNDXETdm4aU6yKHmd0CykSbDdanDyiGb+yQ+8J2hq5IFhsc25D4WI/9/m1+Pfxhq0+3EDKbEB5nXYmRdk3L/tybJFm3TYvBF5B3gBGCdUirOdyE6dewFYBA6EPgSpdSU2sfVZmtWvHr93x/EuXU8GW6eHf0gnXokTvBJBRUYq0PCak/xJBPJfQLxHlP3NcwyCC9Emat1eTZVpa/uAN9xSM7jevEoOMbi7Azqjrf2QpWSYlpxoP245WyzGHgAXJB1M0bWlaiKz1Glj+6Ei7pV5EDTsUhkAaqwbkXHLcNDg+8B7zkYjXSZPxVZiar4BMKLtFhexlmIkaurOBWeFa2UVnU/eCDzRkQiWgnSc3iDtOXN4N9av6cqa9V9MJJzB+LcS7spS5+Gyq919Jj7IL0WoMpRhRcQ/wBKUug972MMT6/N7VZ8qfWaVInWKcq8Asm8Vmv+mOV6Xc/RAjGy6/2a0sG2qHj1HvAS8EGC/ccBHaM/BwGvRv/fblz5xAXkNM7mq2cHU1pURrtubbju+Uu32NgDWmvcShtElaNCs6oNvgrN0LHr5kbEezR4N8vHipGFcnWFdVfWenCEoHK4zr51FGA9go6gp9FJfKfi2Hohje4eukLWNg2ZDEHZi5iRFdqXzGP1ONdgs7RvCv7mrU45rOuJ8p649ZvynQeBkQ2L2fd/iRk8ByGI2nhJNJEqBIGxqIp3ofE3unhHeBGxD/8whP5C8t/esr5XfrtZYhu0u7JwEjT5EXG0QHLuhpy7AVCR1bpgSlV92jiSfO7lb0MNg29knInyna7vb8nQiWRKYZY8BRUfROUUwijfqVoZs44Z/bYkLT1RSo0RkbZJDjkZ+EDp6cR4EWkkIi2UUomKh251DMPg3DtO5dw7tsIIytEyquFd26WSgThaATVrhOopqQr8ARWfaPnYKs3w0FSsb8QKVMXXSPa/UJU/EuurN3QlKFVqkclYhU+7dKrdRukkEl0UTF+tz9QJ6BFdeJbObt10IzpsL6qwaIVkQ8YFekq/8eponsP2cnNWSU1H9I//G3QNAqsQwzThaAm5j2klyoQkGjxEoOgilCOv1qDED2YIVfpcggSrCATHocyKBhdBV5FC/VnHjMqVTgAsfxvJuVuXRSx9PjoDCKNnng2pNhbvkhQx9L1T1XLFe1DxETHFziu/Q0kuktMwaeWtwbZatG0J1FwNXRHdFoeIXCUik0Rk0vr1WyLmtfVQZgmq4mtU+Qdx5eMA8B4VTZ2v+faKfgh4j9OLt6WPog111c1UqVPaK4fUbIjEhjOiI39y7osuGGVF/ZhtIe+jaKSE1blObeByHqTOG9/RMUn7VWGnFqgS6xnONiEI4fmIuJCmY5G8t5NLUvjOwsi+RQt2Zf8f+M5k+zyswHKRfGsaewD/Dxieg8BpUce4mmSznpJobH1tIhD4WUs0JKQ+Wca1T12ov09xhCE4DbPyR10DNzyTzUXgK6JtWt33Sb4LmZfU3Z/yt4l3E/mh8sMdKlxzW801rL5Blu+CUuoN4A3QPvyt2amGoP3z16ELh4Sh9ClUxnlI9h01iny4If9zVPF/IPQ3IODaR/vvjUxUYJSOW66t/aIqUf5hWuEPwH0Alm+d+BCfnpkYGaejfMejglN0YQ9HG8S5B+S9oaNu8KNHPmGtc5PzAIajEaYZYvOI0go3kvsgqFLUppst1iPcOmbfUurBZIu+zFuKUtrouw8A94EoaZz42IoPMYMzdRapuKKzsnrIF6SNmjUG0oixh/7sEonIhadjFp4HjV6BDacCaXzAJJxhAo5OW+bjdrRMMKgwwNkuOntOIfu9+jMHa1dPFkYqcgxRifI4VCX6c02lnvPWZ1sZ/BVA6xp/twJWJTh2h0UpP2rTDfGLgRWfgac/eA6u3iTOVkjjT6IKmSZi5Gw+XjKxNrQS1WiP/iVuaPS8rmZftcAqGeA+BGpGRQTGQfGtVBlwhRPJewVpOkaX4jM3gqsX4my1+ZySexL0oUZfHK3AaAregVA5TLdflUiT8zRElkDZ9ATX2VoG04P+AiW5vgg49wLADK+DkFUkUxVBCI/Xv8aJr21LtsbYxoPkPqLX+zddmviw0CTtzvL2Bf/3aWrbQdLX5DlEr195jqgzIbEKZRbrQt+SoYuLew7Rip4xhtqjZ7D+RIVnapHzsK6mtfFS6+6mWp3L2c66uIyjbfKqc9uYbWXwfwBuEJHP0Iu1xdvTf99gAuOwnqxUoiq/QWoY/CrEqnaq68AEolBeJCM2Dl88h0HBL+AfgjKLEU9fcPWsnk2oyBrUppuoPZpRG69ECv5APP3jmlcqDP4hcds344x+EXUikuQ+jso4D+UfrV+Pd5AWwQqMQUnGtl+cbTJGy/yWvwuqtmyGoQteuHroP4su3oZ92xK2xgMygCp+GKPpMExXDwhNTtL8HMg4JSqfnIYHn+Tre9xcYr2/8mP9IOJhVPYddZYcNMs/htLH9YgcACfkvazDoCsHAxHtU3cdoBeJxVv3fSluvabm6o6SHIvEKV+MHIoKjEdVfgHKj3gHgXcgIk4thx2Ol28BIOOy5H3YxqTF4IvIp0B/oImIrEDXzXMBKKVeA4aiQzIXoB1pSYYbOzKJ/H9Qn+m4iAPy3kZtvHTzbEGFIOtGxN0r/nhHAWReau0XqxyCZZy7AgIjUK79UZU/gKrUKpqunlH98iSx8e4+SKOnYvvg6o64utc6rq/OpowkEsKywqFnKO7eOsoikiSJKsH5ooqQrIswHY11yGptA+U+CgI/6/A5s55SGbsa5kLM4GSt/ZIUBZKr3X6BoVverirWyYdlz2NZHKXmLLn0cZSnL+Jsa32p0CwofYKYBVGAjdchTceivKfCpqv0NYO/RePvPejvaxK3jgqBo4kePOW9giq6WJ+jQuhBTz/wnQyAWfq8HmBEX4sK/qnv37w3df6NpXfU0LWZdyDSFaWTtMpuNDrn+nS0tV1x9wFlMRKTDMR7Ur0uJa7OUPC7nqKqUnD31IVI6ovahHX8cBjlHw3F91PlAlEVn4FvIGQ/iH4eWxlpJ5L3WnWkkAr+jSp7UUc6ODsgWf9C3AeiVETL/ua9rRegUy5IoSD0D+BIsehKbUKo4CRd+q3seeJHoyZUvISq9FmM2NLJdlCtbChFl6RwkIG4OoDvFFT53tH3NpVZR6J1oAiEF4PRDMyl6PutasAUH0asKoci2dYa8ariSxLe44GxUPpQ7GetKtA1YbvpalqqSpOpJi5w7Yc4dOyIuPbV38fASK0a6+5dLYeiIqt0AZmafVAVEJyso5BUWTTAojZmYt/+dmKXkVbYFoiRBbmPo0cPLvTN7tMx8RaukzqvJw7EczDiPaZhxh4Q92FYF9MQHSWBH32zR0v7+X9CQpMh89Lo66iJATmPbDb2gfF64Tf4hzbuwT9RRZdgljyFWncIav2xsOF4IDuql5MKUZ2e4ChQaxvykrWCpqpMUvJQbUVjL+DoBp5BxFf+2lEJUGd+gbML4uqGiGBkXY0U/FK3RIXRAZyJNKIi4P8q6tKJCv9JNtaLl2by/iVTFo0sj8ot1yYE5nqk6USkYDRk369dTJIJuPUAKy9WmVaMDMR3MpJ5Waz2VWC8jq2PowIV+EXPVq0ejpIBzr0wiy7CXNcXs+gilJVcwzZkx8kI2EkwfINQ7v20K0WVah+5q0dKRcO3Cu7e2kUS/HOzkRMfOLtDaAZxXyRVifIPRXIeRIlbh5Opcr04m30Xhm+zrrcqfQRLZcCKt4gZ1QWGkHA0aDQFMwAUb9HLjMWE4CRwtNO+5y3GAZk36gdb6G+Su6cURGZGp+o7uOxBqhhtwdMfFV6GOLXQoDj2QHLvwwyMiQrqWSAOMJN9rjXfx1D0/rQy3G6deJgA8R6jDWvth7gK62L0SbTyRdzgKEAyz0NlnAHhhWDkV69PpYSRifXanQOMHL2elXUVlL3FZveVD4zWUPYq1d+h4HpU0d+Q96pei9sO2Aa/AYijJZJ19fbuBqCFpWj0P/APQ1V+D+JEfGegTL+uF2rlV8SNiIFkXYfKvBb9UHDFP7TC8xO0WvuiSab+RgtQK1IIQkkWImp1rAuyb4FN6fgc3IirA8p3AmxIpZCFScpFu3dYXOhEpKB2uZS/gSp/C5XzAEY0LNiMrI+6ZBIYfOdeerAQXJZim0EwWoG5gRiNqYxzEdc+iU/zHAWu/XRCn6pAf/4eyLoRw90F09lJJ9vFGH4vZJwNgFJKC7CJGxpSacrTH2tniAvxnQ6AkXUjytVLl240yxDf8aiy17EaMKmSR5CCNKyTNADb4O8CiDjAdwLiO2HzRrMMVZpgNJVxSo1zhYSuCcnWi28NxgWeI6D8f3UfigLXIdFIkrqiRHShDENcmPjYcuPrRxXfHvXDbsf8gW2B5GgZbNcB4B/JZoMUnQmW3KU1asLTtf874UPYiWRepjNbg3+RcmSPuQ498vfqaLOcf8UHA9TucjTIAf9wlP8nMLIQ35mI+0C9v9EL0YprpZvX2Dx9QSnMtQeDKkQ52iDZ/0W8A1LrZ0z7nmiQxVXo90n07CLnQcS5WYpFPH1iynCq4tutL1hn1bqth23wdwJUeBGq8lswS/QN6z4sqp2fGDGyoNGLOtuweoFRQdY1dX7BAMzS57Y83NLI1THRFW9RtyqnLv+Hc89oyryD6qSxGNxI/ju6tq5ZRnqSldQ2Di3dzmTfCf5fsH5QRsD/Wd3XcB+MuPcDQOXcF83rSOVhWTWyr4DQWFTgkLj7USkTgr+j/D+DZCEZp0flSpzR+/+QGJeMOFtDwa8Q+B3MteDaDxX4PTZCKLJMJxDmvYJ4Dk2hn7GIe39oOhaCE3WkkLuXdch1zEn5oCzKhkpevdtPF7uUPPKuiFnxXY0vUziadHIQ0uiVlBQGlVkCgV/0Teo5rDoqIek54YWoDaewZfHYDmj8PYarE2bZy1D2BnWOxDOu0GUNA+N0EQvvOXqGEJ4Bkfm6cpj3+Gr9FRWahyo6uwHG2s3mdPuG4qVhuiwNoerhnq6oIA+b5bMb2n8P0nR0dbCBuaYriRdek83CfEizSdXJSUqZOpM9OD7qvqkh4SEu3V8VgazrE8oRKxVGrettPchwdsNo8nVqL3ELMcvfhrIXayVq+iDrXxhZl2+1dneLmra7Isosg5J7iSn4rCog+Fc0AqduxMhBfKciGeekZOwBCPzGFhkX8YHvXAxXJ1R4AQSqROAE/eW10kBBzwQCI4FSPVKreAE2ngGlj0BgHOI+KFZsy9GCpOn7cbjBczzS6GktOdBg3JB1A+S+sAXXAG0IU4j0cewFmZeBo7Wu7+q7iDqrP0kOiTWBqqJ2tuBhJW4Iza7xd2aCA91RfaJEBHUYZHXXftZRMdULtBF9DEH9YFcVuv9lr6CCf1tfMpmWU2RJkr6kF8m4TCdeVRVHER9kXqZdYdsJ2+DvyAT/sg4HUxXRhKuthZt63xrOfcG1v57q5z6J5NyjC8MUngWhMWweTQqQbEpb2wiFAb8uFl10gY7/jyJGtla5rLP0Xc3LLdVRTRlJU0eS4IC8dzCyrsLwDdThfgkRcCSQ23Z2R3Lv18k9dYm1uXthZP8Ho+AXjCbfY+TeraWF3X30oqrrQL3+gUH157a1ZSJUCGpGumScS/zn4AHfmTpnIuFr1CU5qy/rH0rdtRwAAqjKBCN1yUkgrEa15Ma2QEQwsm9Cmk5AmgxFmk7Qf2+viD5sg79jk+imBQgv1IXFQ/+kv13vsdRrhO8+Gmn8JUbjLzDy30e8x+piEOVvE1+EJAwkip9PhtIjweBfMVsl5x49+pU6/KkABCEyF1V8L7jjZTBSw9ws2wAYmeeB+zAsDZqzC5gJJKPCs1DOfbVeUdJRvit6/VjE3Qsj/wOMpr9jNP6MzSP2qs9ta7qbnODshDg7bO5P1g3gHYAWJMsGPOA5GMm5HbxHk1A8zHtarTq2qT68E+daiDh1OcS4gupeJOuWFK+fPkQ8OrIv2fd5G2Eb/B0Zd28SfkSRhVDxDqrwPL3AmkbE0Qx8lyQ7Alx9dZRCwTiM/Jet1xOC00m8kNeQUU4IFamlWRJZDKhoLeBUSuSFtNvIaEJDb3+R2NckOXdFHzhVRs2l11oyL0tic8NQeHK09nCS0bj4EO/hSfujVDAa3WTVmEFCGet64Y0m+Ln1gmX+G7HdFBdGo+eRghFIo+eRJj9i5L2BiBcxcpG8V/S5NT939wAk94EaryOUJBS4NhkJyypC1J2SfYeeAeEAR3sk7yUkFeXLXRg7SmcHRsQNea/rUoZVEsfVxiGavYhf13D1nRgz4moISgV1mB1ZiWOvq9oOTUKyrkYcSaSHXe0TyCdXEZWnRQADlJ86k5mMJtW/muXvQemz6NFtfcIpTcSRh3K00ovE9cHZYXOBmiji3AuaDEVVfKAfcq7OSMbFIG5U0gzXMMmjjLKjEUl1+fmFhA9QyYAmv8Cmm/VnUR3HnuLo37E3knMnuHvp90qyEUeThIeLYw+tPll7u+dwaDpBSyGoMvD0x3DUcOWEpqNKX4mGgtaBZOgZmidxiKWIIJnnQmZDXXe7JrbB38ERdw8dDhYYhaocqiNu4oxEGPy/QlbDDL5SlaiSB6Oqg6ZWIEyaQQkQ0MWcm45K6JOUzCtQld8kON8BBSOR0HQ9Onb3huBYVPF9YCYSUjVq6Jus0XVFGxJJ5NwbES8q6z9QfCP1cX1IzoPW2x3NkOx/x21Xrv21/HC9Ecg4JaUQWhEXytnJ2liqEKhKJP8dCPyM8g8DfFobKTyfxOJiLsj/CsOtE5VUeCmY68HZ8JBCLV0Qm1GrlEKV3AWVP1J3PoULXL2RrEtSCk22icc2+DsBIj6tfx9Zg7IUKTNqyMbWH7XpFq34VzW6NteleOJqlH8EUkOOoSbi7IDyHAeBn4g1qoZeiHS00JE2VXj6Q8EoVOA32HQTscbcCe5+WjkUIDCK1F0yVcVF9IxCch/W/fMehSrvHNUxT8XoZ+gHcD2QvNdRGwbpqKP6YinIVV8CsOFoVM69GBlnI179WSkV1EXHS5/AWgcmE3F10dXdNl6r1TbFDSqIyrgEyb41PYuPwT9SNPYABpL3QmxtCZt6YT8idyKU5GId6yy6SElDrhlZHTX2DYzqKP63VhNMgOQ+qiN4JAPt284EoxmS+4T18SIY3gG6zqrkoRfx3OA9Bmn0TI0jXZCSwRHIuhU8x0Dm1UiT4dVp/CIGZN1M6usJAVQoVR9ztHUjGykYBZnXg1GAliCOLm4mxYv4BtWrrcSEoOQ+zPDmUoQibsR7PAlNgGTqhffif0f1hQI6k5WALtSdaoGROlCV35OasfdA9p22sd9C7BH+ToIKL4aS+613Zt+H1Bwp14fIiujIraFhfCaq4ksk+ybLvWJkQuOvUMFx2mUUWRoVPVsLjuYJr2r4TkB5jwNzDUhufFajdwCUPGB9csyFmmJkXZF4f9kLpB6RFEGVv4U0sn5YVaGUihbODkbdR079/tR4j8zSF6Dinei6RdXsosoX7wHfabp2Qap4T4KyxSR20Ziw6d/Q5Isa24IkHvMJytwUHQzUHmRU6kLhvsSS4Mos1Z+10SL5Ok/SBeWoefIMQLKuS663Y5MStsHfSVDlH2D9ZfYhrrYNv7CzfYIkFQfaVeRJonIIOtQxQbWfahRUfBitGFYBoSko/2BU1g0YWVclPEvEoVPqrfYZeajcJ6H43ySenfh0glQywvUsUOEfjDLvRIxGlrtVaB5q4zXRlHoDcEGjZ3Tlspr9z7oWZeRDcAyQoWPqzU2AH/EehbiSFRWPRzLPRwWGQWgWCReCw39jmuUYRjRJytgDHAX6oR+DG3yDwCwFcVh7u8yNlk0opVClT+nPW1zaBeQ9Bsl93HLxWXwnowI/WYTvuiDnXsR7gh402KQF26WzsxD4PcEOrfvdUMTIh4yziI1ZFp0V2GQo0uhlXeDanSAiQjIsSzvGEBwDwaixB/TDww9lL6IiKa4XWGD4Buq6vZ6jiBspSg5k3xZTos76IgX1bNUZFR2LR6kgquhCMFdoA6bKQW1Cbbxeu86qjvP/hlrXB8qe0zLPoYmIe1+M7Gsxsm+pl7FXkVWYJY+jNl4Nrl6QeW3yE/w/VP8qIkju05vDLUH/7miJZF4d1a+xqrXgAE98bgCAqvgYKj9Gu4DKgCD4f0aVPGrdH/fBNZLnXNH/vUijl/Sag23s00paDL6IDBSRuSKyQETusNifKyKDRWSaiMwUkZ20xOF2JOGiXxjlrDuSIxmSfRdk3wZGSx0x4zkCafwVhnNPxHMwhncARv5r4DmJ2MQYt5Y/9ib3NSv/SOskGXHqIutbgKr8Nup2qFp4jMo3OPev1nZPStb1+uEW0y8fGO0SnGAmTPghMBrrsNIIqkJnharIKl2DWJVFf8rB3IAqugSlkpTjs0CFZqE2HK9H08Fx+v+Kd6OyCgkITo35U9wHIk1G6PfBdwaScz/S5Ae99iBGtDqal82mwg2Sg2TdaH19y2Q7P1R+o+PsayEiGDn3II2/0gvBOXciTUch3iNSfRts6sEWu3REZ9y8DBwNrAAmisgPSqlZNQ67HpillDpRRAqAuSLysVKJBC9s4knsZ5YkvvBUEDGQzIsg86LkxzV6ElXRW4/glB+8x+vqQHVlEEom1iUBJcEIMjWU8kd98DUNjAIiEBqD2jgRfCcjudahlICuHaBKoexl7doSJ2ReDq6DYeOlxLvRJOHoFrMQyxKYNWZhqvJbrHMGTB1aW4+FWlVyfy3huKAOwzTaaT2ZOFxajbQW4miKZFnPDAzf0SjnpzprOrwcPH2QjIsTx+KrTQl6G9brRAmiycTVCVydEpxrky7S4cPvDSxQSi0CEJHPgJOBmgZfAdmi47iygCLSo2u7++A5NBqKWMuh6uyRkmpmOtAPhrMgsw43Se3zfKfrerpWaxCefg3vUHg5ySeplVD5HSrjfF1D2KpvIkjmZaiMi7QP3cjVce1KobwDITCiRrKSVxfrSKTH4u6FtcPbCZXfYlZ+GU0cs4i0UpFqY6kia6I6Sjng6Wvp+1bK1AVB4vfogibGHtF8hhr9EReSVMjMGnF1RRo9m9rBrgN0qGVtHC1ILLBms61Ih0unJVAzLXNFdFtNXgL2BlYBM4CblLIOMhaRq0RkkohMWr++4b7pXQ3JvkuH9FW7VDw66zHJ6HVHQVydtQY7Hv2llyyQLCTvTUTqIXxWG0eTFNQyI9YGqHYfxYk4mlTL9Gr/9hNIoxfAezL4TkXy3sDIifNYbr6Gsz34TiB2PcTQfaiqLWwm0RFy98EsfR61/mhUyf2o4ltR6w5DhWZZHByN5rHsSAbS+HPt08elj3O0RfLeRxxNE7efBiT79uisrcq06Ael5Ny3XUXDbDTpGOFbfYq1hznHAn8DA4D2wEgR+V2p+HmnUuoN4A3Qevhp6N+ugbkOnB0hNAeMbPAcjWTdWEfI246DkXkuyndcdPHWC55DtlhMSow8lOdICPxKwkgdcaLIgMgq7XuuFd6p1TeVFtyqfaoIePoh9ZiFSM4j4D4EVfGpdquEFxE/ma2SiY5uF59+qERWQ/m7+rVUh8mWozZeAQW/x8zkRATlOx0qv6r12r3gO1tn/jb+SIdWqiAYBdvE4IqrMzT+DlX+KgRngLMdknVNvaOObLYO6TD4K4DWNf5uhR7J1+RS4HGlq60sEJHFQBdgQhra3+VR/t/0Ql+VS8Qsg8pvwHcy7CQGH9ChjEkErxp0zUZPoIrvBv8wrF0lYSh7FlX6GGCivMchuQ9pieni+6JSFSbK3QvJeSS1hd5k/REDfCcivhNR/uGo4juJL8ShtMa9kQ/iRjLOBM8xqE3/wjIJSVXq5KdaWb6Sczsqsjzq/nHp2Y7nMCT75s3HJAgf3ZqIs23CxDqb7Us6DP5EoKOItANWAucA59U6ZhlwJPC7iDQDOgOL0tD2boEqfYhY/7cWTVOlTyCNUyhHtwsj4oWsa1GBPzaHAQL61naio2pq6AL5f9IiceE5EFlO9Sg7OBFVeCYU/FJ36bpUcbaPCt7Vxg3eozBqGGYAlbByl1hEvujXLvlvocJLILwYnO23+IFls2uzxT58pVQYuAEYDswGvlBKzRSRa0SkqgbZQ8AhIjID+AW4XSm1YUvb3h1QKqDdEVaEZm7bzuyAKKWiiU4biQ2JNKJa87UDwQJaHjmyllhXi6mVQit/IF2IswO4DyBORkHciEUBFi11UFvDHb2g6zowSTttEe8RtrHfiqjQHMyiyzDX9sBcfwxmxVfsyOVhE5GWTFul1FBgaK1tr9X4fRVwTDra2v1waR+v1ejP2PHcOSq8AFXxOZjrEc8A8A5MQd53CwgvgMg64peNgtERvBUG1kFilfXQY08NyXsNVfI4VH4LBMDVQ8e6R6tFqeA0VPlbuq+unuDspOv3Vtdzdem6A8YWhK+GZqEqB4MKIb6Bug/bYQFVRdbqEobKBO+RWkp5J0CFF6CKztmcfxEphZKHUOYaXfhlJ8KWVtjBETFQGRdC+XvEunV8kJlYlmB7YFb+CMV3UqVPr/yjoPx9aPzJVqz24wcxrKMhxReN4rGK/3dYSEpkVMsvpwsRny7ykfsASqkYQ2tW/gTF/6G6OlV4PpABOf+B4BQw8hHfmYirY4PbN8vegLKX0DMdhar8EnynxBQe2RaYFV9FtY+iWvylT6Ky/41RR+7HjoAqeyWqeVSTSih7E5V5uVaz3UmwpRV2AiTrpqj8gUeHvIkPsq60dAtsL5TyQ8ld6IdSVWJRBYTnoyq+2noNO/fGetziBd9Z0Szamre5D7Ju0oumMa4Wh45+SptCZTw1jb1SkagYXk3xtBBQBqEZGI2exsj57xYZexVZCWX/i7ZhRtuJ5iYkKgCe7HpKoYITUeUfoQJjSRBZbdGPNVFjH4j2JaB/Sp/S6w87OqFpWCY+ipGCjtSOhT3C3wkQcSA5d6OybtEZm47mWxa/vjUIzcB6/OAH/4+Qef5WaVbECY2eQm38F5srSGXocMDs6yHjdFTpc7oEoFGgZSAiq8HZAYymEJwAEtGKjNl3brvRWmRVAomGSFQqIg0ERmMdNe3XdQzc+6d8KWWWoYou1qU1VUTPkIxm0PhTrceUDP/IBP2IoPw/IVnXWOzbgXC0tXYPqlADtJi2L7bB34kQIxN2VDEp8ZFQ/iGlAuNb0LSnPzT5UbsrImu1MqX3GL124GyH5L0I1HZvmIBP+5Jzn9n2Pm0jh4TvlxFfVUopMyoVHZ9LkBg3iFi4uxxQzwGDKn0mWigm6gZTQGQ5qvheJO+lOs42sX6tKoEUxY6FZF2LKppIrEvVC95BiJFKHeUdB9ulY5MenF3RBUtqGU7xIZm1o3TTjzhbY2TfitHoCcR3QtxCsYqsgbIX2ezeAKjUcfjBcVu9f7URIxc8hxMfweNDMmP1+83K4aj1fVHrB6LW9cHceCPKrB3bb4H3SLCMJHEivhPq12H/D8RHPIUh8CvKMvS0Bp4BWI/wXYh3x4/lEHdPyH0GjOZUK3r6ztgpstxrYxt8m7QgIkj+mzpySDKBqOSu70Jwb4FeTroI/KHdELVRlSj/iG3fH9DJSe5eVMlkgAcyLgPvZmOsgtO05r9ZiH5YBSHwG2rTzXVf38jThgovEF37wQPZtyfWA0pIopF41dpAkn44W0P2zbptHNEfL2RevkVrFNsSw3c0UjAaaToWaTYJI/ferRt9tpWwXTo2aUOcHaBgjM78NDeCu+cWK3mmDakp8VsTx3Zzk4mRjeS/qxdXI2vB2RExsmOOUeVvEC8bEYTgX6jI6jornRm+o1GePyDwm04C8/RLrHSZDM+AaDZzTcNvgKtXtf5Q0n5kXo7y9EdV/gSYiPeYhIJ2OyoiAtJoe3dji7ANvk1aEXGCp+/27kY8nv5Yj0RdiPfkbdyZWMTRMmFlL71YaNFvcUXLRNZd2lKMHC3DsSV9zL4DFZwEZglQUT1bkNyHUr+Gs71eSLfZbtgG32a3QIwsaPQyatP1aKmCqG5+9u1ai31Hxd0rWoaxlp9chbR0wzZCHE2hYDhUDkWF/gFnB8R3cvpkKGy2CbbBt9ltEE9fKPgTgr9rNUrPoXWHFG5nJPNKVOX3UZ2gqsVmH2ReFuf+2ep9ER9knI5w+jZt1yZ92AbfZrdCjAzwHru9u5Ey4mgOjb9Flb2go4mMfCTzSvCeuL27ZrMTYht8G5sdHHG2Rho9vb27YbMLYIdl2tjY2Owm2AbfxsbGZjfBNvg2NjY2uwm2wbexsbHZTbANvo2Njc1uQloMvogMFJG5IrJARO5IcEx/EflbRGaKyOh0tGtjY2NjkzpbHJYpIg7gZeBoYAUwUUR+UErNqnFMI+AVYKBSapmINN3Sdm1sbGxs6kc6Rvi9gQVKqUVKqSDwGVBbuOM84Bul1DIApdS6NLRrY2NjY1MP0mHwWwI1y8GsiG6rSScgT0RGichkEUlYyFJErhKRSSIyaf369Wnono2NjY0NpMfgW1U2qC3v5wR6AMcDxwL3iIilYpVS6g2lVE+lVM+Cgp2rfJiNjY3Njkw6pBVWAK1r/N0KWGVxzAalVDlQLiJjgP2AeWlo38bGxsYmBdIxwp8IdBSRdqJLwJwD/FDrmO+Bw0TEKSIZwEHA7DS0bWNjY2OTIls8wldKhUXkBmA4unbZO0qpmSJyTXT/a0qp2SLyEzAdrfH6llLqny1t28bGxsYmdURZFjneMejZs6eaNGnS9u6GjY2NzU6DiExWSvW02mdn2trY2NjsJtgG38bGxmY3wTb4NjY2NrsJtsG3sbGx2U2wDb6NjY3NboJt8G1sbGx2E2yDb2NjY7ObYBt8Gxsbm90E2+Db2NjY7CbYBt/GxsZmN8E2+DY2Nja7CbbBt7GxsdlNsA2+jY2NzW6CbfBtbGxsdhNsg29jY2Ozm2AbfBsbG5vdBNvg29jY2OwmpMXgi8hAEZkrIgtE5I4kx/USkYiInJGOdm1sbGxsUmeLDb6IOICXgeOAfYBzRWSfBMc9ga59a2NjY2OzjUnHCL83sEAptUgpFQQ+A062OO5G4GtgXRratLGxsbGpJ+kw+C2B5TX+XhHdVo2ItAROBV6r62IicpWITBKRSevXr09D92xsbGxsID0GXyy2qVp/Pw/crpSK1HUxpdQbSqmeSqmeBQUFaeiejY2NjQ2AMw3XWAG0rvF3K2BVrWN6Ap+JCEATYJCIhJVS36WhfRsbGxubFEiHwZ8IdBSRdsBK4BzgvJoHKKXaVf0uIu8BQ2xjb2NjY7Nt2WKDr5QKi8gN6OgbB/COUmqmiFwT3V+n397GxsZmW6OUori0Eq/Hhdfj2t7d2SakY4SPUmooMLTWNktDr5S6JB1t2tjY2DSUidOW8uRrI9hQVAbA4Qd14PZrjyXD597OPdu6pMXg29jY2OwsLFq2gTuf+BZ/IFy9bcyEBRSXVvL8fWdtx55tfWxpBRsbm92KzwdPIhiKDRgMhSJMn7OKlWs2bZ9ObSNsg29jY7NbsXRlEaZZO3IcXE4Hq9cVb4cebTtsl85OREmZn5fe+41f/5yLaSoO6bEXN19+JE3ys7Z312xsdhr227sVcxeuIRQ2Y7aHQmH2atNkO/Vq22CP8HcSTFNxwz2fMeL32fgDYYKhCGMmLODK2z8iEAht7+7Z2Ow0nHnCgXg9Lgxjc86o1+Pk+AH7kt8oczv2bOtjj/B3EibPWMrqdcWEa4xKTFNRVhHg13HzOK5/1+3YO5tUmDV/NcN+m0kgFGbAIZ05aP+2RJMRbbYhTfKyeOvJC3n949+ZNH0pWZkezjqhB6cNPGB7d22rYxv8nYTFywtjjH0Vlf4QC5asA2yDvyPz4Td/8d6X4wiGIiil+G3sXA7p2Z77bzneNvrbgZbNG/HgbSdu725sc2yXzk5Cm5b5uJzxH5fP49rl/Y47O+sKS3n3iz8JBMMopRcLKwMhxk5ayOQZy7Zz72x2J+wR/k5Cr+570iQ/m5VrNxGJ6JG+YQg+n4sBh3Tezr3buTBNxZBfpvPNT38TCIQ54pBOnHdyb7IyPVulvQlTl2AYBhAbCugPhBjz13x6dt+zXtcLhsIsWrqB7CwvLZs3Sl9HbXZ5bIO/k+BwGLzyyDk8++YvjPlrPqZS9N6/Lf931dH4vLt2dmC6efTlYYwaNx9/dLH7sx8m8du4ebz39EV4UkixD0dM/oyOzpvkZ3Fc/65JI6U8HieGhdfGYQi+emZ2jhgzi2fe+BkFRCImbVs15vE7TqGgcXa9rmOzeyJVU8wdkZ49e6pJkyZt727scFR9Zrbvt/4sX7WRi299n2AoHLPd63FxyxUDOH5At6TnB4Jhbrz3cxYv30ClP4Tb5cAwhCfvPI0Du7WxPKeiMsjJl79KZa1oKo/byVtPXkC71sldcpGIyVdDp/DpD5OqpQCqcBhCm5b5fPDcJfb9YAOAiExWSvW02mf78HdCRMT+cjeQmfNW4XDEv3f+QIhJ05fWef53w6excOl6Kv3aeAdDEfyBMPc9N6Ta1VabDJ+bR28/BZ/XRYbPTYbXhdvl4MZL+tdp7AGeeHUEb376R5yxB4iYitXrSpi/eMsKyYVCEYpLKy0Tkmx2HWyXjs1uhVKKUCi+Do/L6aB5QW6d5w8fM5NAMBy33R8IsWj5Bjq2bWp5Xq/99mTwO9fx9bCpzFmwhk57NePwgzrW2d7aDSX8/MfsOCmAmjgcQlFxRZ3XsiIcjvDSB6MZPHI6pqnIzvJw4yVHcPRhezfoersbpqkYNX4eQ3/7B4BBR+xL/z6dYmL8dyRsg2+z2zBuyiKefmMkYYuRuMMhnHR09zqv4XI6LLcrpRLuq9r/7Js/8+ufcwmGIvw5aRHvfTmOh/7vRA7p0T7heQuXrsflciQ1+KFQhL07NK+z71Y8//avDBu1+SFWtKmCx18ZTqOcDHrtV7/F5N0NpRQPvvAjf0xcWL0e9PfMFYweP3+HDbe1XTo2uwWmqXj0pZ8IBOMNp8/r4ok7T6NF07pH+CcfvZ+ldnrjvCz2bJmf8Lw/Jy/i1z/n4Q+EMU1FIBQmEAxz37NDkmZKNy/IJWKRf1GF1+PiglN7k5vtq7PvtamoDDJ0VPyMJRAM896Xf9b7ersbsxes4Y+JC6qNPeiZ3thJC5i9YM127FlibIO/m7JsVREffzeBT76fyKq1m7Z3d7aY8ooAU2YsY9Ey68L3K9ZsrPa71yYvN4MeCRZcazOwf1cO7dUej9uJx+0gw+cmN9vHY7efnHREN3z0zBjDUIUhwpR/lic8b682Tei4V1OctXIwRGCfjs25/5bjuezsvin1vQqlFIFgmKJN5TgSuB5Wrd21RcTSwaTpSy1nXsFQhInT6l4P2h6kxaUjIgOBF9AVr95SSj1ea//5wO3RP8uAa5VS09LRtk39+fDr8bz31Xi9yCjw1mdjuf6iwzn9uAO3d9caxGeDJ/HmJ3/gdBpEIiYtm+fx9F2nxYQqZnjdRCLWbpH6xN8bhnD/LSewcOl6ps1eQX5uJof03Au3q66vUpLpfR0z/yf/exqPvzycPycvBISCxllcckYfDu7RnrzcjJT7rpTim2FTeeeLcZSW+cnN8REOx78nItClgS6inRGlFIWbynE7HeTUY6aUnenF5XIQCMTOkFxOB9lZWyenY0vZ4hG+iDiAl4HjgH2Ac0Vkn1qHLQb6KaW6Aw8Bb2xpuzYNY8mKQt77ajyBYJhwxCQcNgkGw7z8/mjWrC/ZKm0uWraBYaNm8vfM5aQ7DHjitKW89ekfBIJhyiuC+ANhlizfwH8e+zbmuJ9Gz7L03Xs9Ls4cVP8HXfs9Czht4AH0P7hTCsYejuvf1dIVZCrFgV1bJz03O9PLI/85maHv38AlZx5M0aZynn/nN067+nXufOI7KiqDKfX5m5+m8upHY3Q0jlJsLK5AKXDWilryuJ1ccU79Zg07KzPnrebcG9/mrGvf5OQrXuOGez5jfWFpSucO6NsZsXhai8gOmwyZjhF+b2CBUmoRgIh8BpwMzKo6QClV0yE4HmiVhnZtGsDo8fMIJxjp/j5hAWcen75Rfjgc4a6nf2DStKXVUQtNm2TzvwfOTpsq4Rc/To6pXAQ6VHHZyiKWrSyiTct85i9Zx7tf/InVs+bIQzszMI3CcyvXbOLZt35h8oyluJwOBvbbh+su6kefA9tx1KFdGPn7bMLhCM7oAu+Dt52IAn4YOY2ps1bQslkuRx26N39MXMAvY+eSleHmjEEHcvhBHZk8YzkffjM+5vWOn7qYR/43jEf+c3KdfXv3i3Fx71U4YpKXm0FOtpeijeV06dCcay84nPZ7FqTtPdlR2VBUxs0PfBHj6ps+ZyU33vs5n/zv8jojbXKzfTx+xync/fQPKFOh0DPAh//vJBrlpD7z2pakw+C3BGo6IVcAByU5/nJgWBratUkjIvonnXzy/UQmTVsasyi4YvVGHv7fMJ6954y0tLExQTii02FQXFoJwIjRsyxDMb0eFwd2bZO2aIqS0kquvP0jSssDKKUIh01+/PUfFi0v5OWHzuGO647ltIH789ffS8jMcHPEwZ1xOAwuuuU9ijZV4A+EcDoN3v9qPE6HUa3XPnvBWk45dhUz562KM9ihUIQ/pyyiuLQy6cJtOGJSXFJpua+03M/gd65L+tqUUnw3fBoffzeBTSWVdO3Ygusv7kenvZrV813acRj88/S43AnT1O6dqTOXp7Su07P7ngx55zpmzF2FUopunVviciWO1trepMPgW31bLOftInIE2uAfmvBiIlcBVwG0aZPaQpoNrFlXzDtfjmPStKXk5WZw3im9OLJvl7jj+vfpxAdf/0UkEms4lILDendIa5++Hzk9LgIkElFM+WcZFZXBeheMnr9kHXMWrKFp42x6dt8Th8Ogb4/2LFq6Pm7xLGIqOrbTMfGhcARlfUsSDIX5adRMhvwyA6UUgwbsy7H9uuJ01M/buWZdMR9/PzFGIE1fP8LchWv4YshkijaV07RJNicfsx85WV4AXnrvN9YXlhGK+tKrFFFrFufwB0J8PWwqeTnWBt3pMCguSW7wnQ6DJvlZrLdI3srPzWDclEX06NYmoXvqzU//4Ishm2dTk/9ZxnV3f8abT5yfUvLYjsiKNZusw10VrK2He9PpdHBAHW65HYV0GPwVQM1X2wpYVfsgEekOvAUcp5QqTHQxpdQbRH38PXv2tNP+UmB9YSmX/vtDyisCmKZiXWEpj708nOWrNnLJmQfHHLtnq8ZcetYhvPPFnyjTBAQRuOHi/jRrkpPWfgUtEpSq94XCKRv8mq4hETAMg5wsLy8/fA5nHH8AQ3+bQeHGcoKhCCLaB33DJf2rfeZHHNKZIb/8ExclY5omY/5awNSZy6v3zV20llHj5vHkf09LaeRfWu7nrid/4J95q4hEIkQi8besPxDmpfdGYSqFx+3k9Y9+54UHzqJL++b8Nm5+tbFPhsvpoGWLPDZsLI/LhjUMSSmk9JoLDufJ10bEPYSLS/3c9+wQDBGe+O+p7Ld3rMe1ojLI54Mnx50XDIV578vxPHDrCTHH/vDzdL4fPq16IbSgcRYet5OunffgrBN6pP0+ayj77d2S0ePnx98XStGlw847c0lGOgz+RKCjiLQDVgLnAOfVPEBE2gDfABcqpealoU2bGnz83UQqKoMxhsAfCPHhN39x1gk94gzrBaf2pn+fjoyZsABDhH59OtZpMCIRk3FTFjFx2lKa5GVy3BH71lla8dBe7Rn628y4aXOr5nn18nF+8eOUONeQPxDi/ueG8Ooj5/Hu0xfz7fC/GTtpIU3yszjz+ANjjFb3Li05tt8+DB89k0AgjOEQnA4Hpw7cn++GT6sVRx3m71krmDZrBfunMGp74PkfmT5nhWWtgpqY0VF/IBgmANz/7BA+felyPJ4Uv4JKccox+zF/8ToqK4NEop+11+Pk+ov6EzFN1q8tpUl+FmXlAQaPnM7iFYV07dSC4/rvS1amh2P77YPb7eDNT/6oLqajon2q4t+PfMP3b10TI8i3el0xDosZj2kq5i7cHG9eXhHgiv98xMq1m6rvxQpgU9S1NmfhWob8PINXHz0voaR3IBjm66FT+Gn0LBwOgxOP6sZJR+9X7xlXKhxz+D589M0E1hWWVi/oe9xOeu/flr3a7JprGFts8JVSYRG5ARiODst8Ryk1U0Suie5/DbgXaAy8Eh01hROJ+9jUn6kzl1vquARDYabPXkGfA/eK29eqRR7nndwrpesHQ2Fuuv9LFixZVy0Y9v7X43n8jlOTSvse178rI8bMru6b02Hgcjm468aBKb4yzQ8jp8WNLk1TMWfBWjaVVNAoJ4MLTzuIC0+LXzraVFLB7AVrOOmobgzstw9jJszH7XJyzGF788ekhYTCFjIJ/hBTZi6v0+BvLK5g8oxldRp7K9YXlbF6XTGnHrs/r388Js43XxMRISfbxxEHd6Zrxxa8//V4ps5cTrMmOZx3ci/++nsJx1/yMqapCIcjevFQBFMp/pi4gA+/+Yu3nryQpo2zOeLgzhxxcGde+2gMn/4w0WJGovhz8qJqd2AoFGHa7JUJcxja1Eg2++anv1mzoSShHk84YhLxB3nx3d94/r4z4/ZHIib/uu9zFixZX/15v/z+aP6aupgn7jwtybvZMLweF28+eQHvfjGOUePn4XE7OfmY/TjrhB5pb2tHIS1x+EqpocDQWtteq/H7FcAV6WjLJp4WBTksXBqfcKQUvPfVOEuDXx++HzGdeYvWVn8Jq/ye9z07hB/evhaHw2DJikLmLV7HHs1y6dqxBYuWbeC2h7+OWSxVwI2X9mfvDi3q1X4iWQERLBdjQS8yvvnpH3z2wyRcLgeRiKJF0xyeveeM6vj8GXNW4XI6iURijZnL5WB9YRnPvvlztfyxlfxwSWmlXlxNInuQCKUUhmFw2sD9mTFnJWMnLcQwdJCfx+MiGAyj0G6nvNxMWjTN4ezr36R9mwIuPfsQbr/2WAD+9+5vfDNsalzIadWMoqr+8SsfjOb+Wza7XsoqApbuJ9OEysoqYbgw19/9GYuXF1qG03rcTo45fG/e+mws4XCEPyYurPO9UAqmzVoRt73SH+S5t35h1vzVMdFUgWCYyTOWM3vB6nrfN6mQm+3j5ssHcPPlA9J+7R0RW0tnBycc1sXKJ05bQkF+NoMG7Evzglgf6Hmn9mbs5IWWYYdzF65jY3FFvRJ0ajNizCxLwbBgKMzsBav56NsJTJy2FIdhoJSiVYtG5GT78AdCMX2KREze+XwcJx7ZPeXImEp/kEN7dmDwz9PjfN0F+VkJ3UpjJizgiyFTCIYi1Q+MpSuL+O+T3/PmExcA0LFd0ziZZNCLvCN/n40/oGczH0RnM926tOSXP+YwecYymhVkM2hAtwa5GkSgZfO86s/xwdtOZOmKQmYtWIPP42L2/NVMmrGMrEwP3Tq34NMfJrNmfTFKwZr1JUyasZRn7jmDvBwfnw+ZXGd7pqkYN3lRzLZDe3Vg+OhZcSN30zTpGdXQGfbbTBYv32A5+2hekEPv/dry2MvDCYcj1Q+YVKjtYgwEw1x95ycsXVFoeQ9HIhGmz17J3h1aoJTCNJWli8mmbmyDvwMTCIS47p7PWLayiEp/CJfT4JPvJ/Dof06h9/5tq4/r3qUlOVleikv9cdcwDKHSH9wig+9MKBgGw8fMZmIt//ri5YWo6P7aFJdUUlxaWacPf+2GEh596SemzVqBqfQXvMpNUUXhpnLmLlpLl/bxWaFfDJ5ssUirWLhsA6vXFeN2ObnpgS8s3Q9KUX1u1cPilge+RKHdK1VCaV8MmcyZxx/IFz9Oqc62rN3H2njcDtwuF/939VEx2/ds1ZgMn5tL/+8DyiuChMJ6AXrKP8ti3kfdtzAvvvMbWRmpZ3O63Zu/6kopsjI8NC/IYWU0UkUvdrs458Qe1Q+i38bNszT2Tocw6IiufPDNX/V2Z3ncTk45dr+YbT//MZtVa4ur1yVq44pmwD731i8M+WUGwVCYju2a8n9XHc0+HdM/6t+VsR+TOzDf/PQ3S5YXVo/CQmETfyDMA8//GOezP/qwvS113rOzvCnJ/ibj5KO743HHjw0a5fj4fcKCuNF/OGIm1IY3DKkzOiccjnDtfz/l75nLCUdMTFNLGtc2pP5AmLue/D7O3aCUoqQs/uEHeh2htMzP18OmWGrbJKKqhaq2QmGtgz/st5k8c/cZHNqrPR3bNqVxfuKEMhHIzPDgD4a4+f4vueI/H7Ji9cbq/e99NY6y8kD1TEYp64cmwIIl65gyM7V6uG63kxOO3Ff3OxTh/x7+mpsf+JIVazaBCC6Xg0N7teeZu0/ninM3R0xnJ5CcCEcU73wxLqGxNwyJS1ryeXQNgEN7d+DSWpFj46YsTvpZOF0ORo2bx+BfZkTDXmHeonX8674vYt4/m7qxR/g7MCP/mG3pSgmFwixcuj4m6eXiMw5m9F/zKSn1EwiGcTgEp9PBf68fiGHoUWltN0rhxnK++WkqcxeupWM7LRVg5as+uMdeuF2OmL4YItz9r0Hc+cR3ln03DMHlNGLUKT1uJ4MG7FunFMGfkxdpH3MKxTgKN5bz+eBJnDbwAL4b/jcffjuBjcUVZGd5cTiMuAePIcJebZrw8gejG7TYWpuyiiD5uRk8fsepALz20Rg++X5iwoXLok2bE8XmLFzLtXd9wlevXcX02av4ZexcS/kHKzIzPDriJ0noK+jR8f57t+TSsw4B4MuhU/h71oqY80SENetL2W+fzZFNs+evJhQKI5L4oWOFIdC2VeOo+Jqib8/2nHdKb4pLKmnTMj/OHQnaNecwxPLzLsjP4s7rj+WOx7+LW8sJhcJ8NngS/3fV0QBMm72CT76byNoNJezbeQ8yvW5mzFtF8yY5nHVCj91KHygRtsHfgUlkGE0VO0UHrfj44XOXMvjn6Uz+ZxktmzXi9EEHMG3WCk698jXWF5XRvCCHay44jKMO3ZulKwq56s5PCIX0ot7kf5bxzbC/eeWRc+PS6l/5YHTc1N5wCD+MmMYhB+7Fz3/MjvuytmvdmCMP6cIH34zHECEcMRnQtzM3XtyfUePnMWPOSrp1bsnhB3WMGw2uWlts6Vu3IhwxeeuzsbzzxZ9EIqrakJVGR/gup85YNQzB6TC44ZL+SNToT56R2gg5GaapqkMrFyxZz6z5qy2NvcNhINH+1mRTSSWX3vYB64vKEkbCWNG8IIcu7ZsxLEEWMUDXTi24+fIBMYudQ36OT4ZTSrF0RSEbinQC2P89/DVLVxal3JfYa+m1kqoH7ei/5jN/8Xo+eP6ShOsdJx+zHz+MnE4k5iEE+bmZfPXaVUyduRyXy2mZXLdgiQ5WGD56Fk++PqLatVa1HWCGrGL0hPn89/qBlsmIuxO2wd+BOfXY/VmwZH3MdFcEmuRlWmqvZ2V6OPfkXpwbDbf8YeR0Xnz312pjvWZ9CY+9PBzDMBj883QqKgPVo7dQKEIoFOGZN37mlUfOjbnuL2PnxC2YhsMmv42bxxevXMHE6UsprwgQCIZxuRy4nA7uvG4gXTo056wTe7ByzSYa5fgQEU664lXKygMAfD54MlmZHj558bIYbZ2O7ZricjpSHoEnC2nMz8uiVfNGVFYGWbqqiKffGMlL743iqEOTf/Hd0fT4ZIVHDBHats6nWZMclqwo5Nq7PrE02iLQtHEWq9fFZ28qBctW1d8tsWL1Rq67qB8Ll22ICWOsycx5q7n2v58yaMC+/N9VR2MYknAGEQpHmLNwDU+/PpING8vr3R9DtBtHJDZLOBw22VBUyp+TFias8NW2VWPuvWkQj708HFMpTNOkWZMcnrjzVBwOgz1b5hOyGAA4HQZd2jcnHI7w3Nu/xKlWVqGUIhAI89TrI+l3UMeEa1JVx079Zzk/j52DwzA4tt8+7Nt5j3q+GzsutsHfgTn6sL2ZPGMpv4ydW51h6nE7efzOU1OKcnnrsz/ijGEgGOaNT35nzfoSy6n6jLkrMU0VM+q2Ct8DiJgmTfKz+OTFy3jni7GMn7qE/EYZXHFOX7p0aE5JmZ9n3hjJ6PHzMU2F02nEGdCy8gC3PPAl7z93SfW2A/dtTdtWjVloIZlQX0pKK2m6Tyt+Hju3+qFVFg4w5JcZSc97+u7TWbqiiGGj/mH+4nUxRqwagesuOByAd7/4M6F7RSksjX1duFwOHVdv8fZX+EPc/vi33HPjcYybupihv/5jeVw4YvLDyOksXLqe1x49j2MO35uPv50Q93qUgjse/46GVOZzOg0O792RZgXZfP5DfNRQpT/EwqXrk5Z07NenE4f0aM+Cpevwed3s2TK/+h4vaJxNvz6dGPPX/Jj32O12cs6JPfSCbwqusEjEZNmqoqRJVU+/PpLhY2YTCOoH97BR/3Dm8T24+vzDWLh0PesKS+nUrhmN89Ij/retsQ3+DoxhCP+94TjOP6U30+esJC83kz4HtE06QqkiHDFj/MU1WbO+BLfLegTtdDjiRNT6HNiOsZMWxrgqDEPovV9bRIS3Px/L4KirYOWaTdz20Ndcd9HhDP11JguXra8eVSYy3guXbSAcMaun/CLCiw+cxduf/8kPI6enLP9rRaU/xLDRs+K21+Urb79nAQfu24ZBA/blhns+s6xgZJqK/zz2Lc/de2ZCV05DcRjCfTcfz6RpSxkWzRCuTSAQ5tm3fuW4/rXVyOOZOW81E6ct5byTezP0t5ms22AtAZzsJYho11TN+8blclCQn8Ud1x3LuCmL8HiccbMcr9dFyxZ5dfbR5XIkjLW/64aBtGreiG9++puKygDdu7Tixkv7s2LNJmbMWZnSwCASMcnO9CbcP3vBaoaPmRUzSPIH9DrBHxMXVGcch0IRTjq6OzddNmCHLGOYDNvg7wTs2aoxe7ZqXK9znA6DxnmZFFpMz1s0zaVd68aM+WtB3D4R7RutqZF+yxVHMnPeair8Qfz+EF6PC6/HxW1XHcU/81Yx+Ofp1V+SSDRC54V3fsNZyzgk46b7vuDemwdV66z4vG5uuLg/S5YXMn7q4nq99i3F53WRm+2jpMzPbQ99xbxFaxMeGwxFeOr1kbRs3qhBo/hEREzFE68M543Hz6dRjo/3vhpveVxZeYD99mnF18OmJnVtAfz42z/03r8tA/vtwwdf/1XvPl10eh/69mzPouUb+GHEdMorAvTv04lzTu5Jhs/NYb078NJ7owgGw9VrOlVRWf0SjO6VUixeXkgkYrJXmyYJ4+udTgeXn9OXy6M6/RWVQW6893OWrSrS4nh1rCw7HMLeHZpbBiVUMXbiQstZWjgcYemKopgosSG/zKBTu2YMGrBv0nZ3NGyDvwtz1bmH8mwt36bH7eSaCw7np1EzLc9xOh3MmLMyRv2vaeNsPn/5cn7+Yw7zF6+j/Z4FHH3Y3mT43Hw9dIrl6NM0FUEzdXfM9DkruO6uT/ns5SuYOG0J342YRmVlqHpqnSqN8zIp2lQOKoFkawrcdsWRzJizkjc/+YP5i9fWGS20fFURZ5/Qg6kzV6TkWkiVsoogz7z1C0uWbUh4jEJxQNfWHD+gG9+P+JtwAvcbwOhx8/hkrwm037MJ7joKo1vx5ZDJ9O/TiRMGdOOEAd3i9rtdTl599FxuvPfz6oefUooe3drEGfLi0kpGjJnFR99MoKwigGEIXo+LB245gQNTkCV+67OxLFq2IW5tSUTI8LnwB7Rqqc/rIhIx2bNVYx7+90lJr+nxOGNkqatQiji1VX8gzBc/TrYNvs2OQSRiclg0Aubtz/9kXWEpLZrmcu0Fh9PvoI4MHjnd8jyReJXLcMSktDzAMYftzYlHdY/ZZziM6mSkLUEpKC0PcN8zg5kwbWn1QrXb5UBIzXgbhpCb7WOvPZswadrSelt8p0NLHTz39q8oqJcr6fl3fsU002fsQRvLmsVjauNyGhxxcCd8Xje3XHEkq9cV82etjNqahCMmb3/2JwIpKXTWpsIf4pk3f+a1R89LeMyYvxbE1ChQCsb8NZ9mTbK5+ny93vHp9xN589M/4h44lf4Q/3nsWz57+XKa5CUX5hs+epblaxCBJ+48lU7tmhEOR5i7aB2N8zITirXV5Mi+XXjr07F1HldFaYJcjx0Z2+DvZFQZ1rUbStlYXE7bVo1jlA2VUnz49V989N0EQqEwPp+bK8/py6kDD4i5zjH99uHvWSviEl4iERUTj/31sCm8+cnY6i/XiUd14+jD9iYrw0OblvkcfWgXvh46tc54cKBOwx0KhRk7aWHMiLo+o1DTVCxatoFFSUbEycjK8vLdyOlJZZ0TtZvK628oidYG9u7Qgv9cc0z13wfu24bJM5Yl7cuW9nPmvFWWOR0bNpaxbEURH337V5xryR8I89XQqVx13mFMn72Stz8fm/BzjUQiDPttpqUQXk0SZTML0KV982pp7F77JRb3q80ezRqR4XNTGo0iS4bDYdC3V/uUr72jYBv8nYSlKwp5+o2fmTpzebQ6lZ4Cm6bJ5Wf3rQ7F/OT7iXxQowxeqNTPyx+MpqwiSHFpJaVlfg7r3ZH+fTrx06iZzJijlRCdDgOHw+C/1x9b/WX5ZewcXv0wVsnxq6FT+W74NJxOg8wMD2bETBozL6JH6YYY7LdPq+T+eBEcTiESTN3IN8Q1kYhNCapn1cX2KNrgcTu5o8ZnBTDoiK68/9W4auG1rdOuK8bYhyMmT7w6nF/+mIPL5aC8wnpW5A+ECIdNvh3+d9KHTihs8ves5XUa/P59OjJs1MyYNSIRoWunPSxrBydi0bINfD54EstWFdG9c8ukxr4qOcztcpKV6eHi0w9OeOyOim3wdwI2Fldw9X8/obxC34w65V5Vuxze/nwsrffIp2/PvfjoG+sR1usf/45hCKap+PXPubRq0Yh2rRvTa789cbuctGzWiEED9qVl80bV51nVQAX9JQ9HzDoXCav66nG7uOWKI5k0fWnC4wyBls0asXZDCZCaAXc4DE45ViftpNKXXYlGOT5at8jDNBWTpi9l3JRFZGd5OefEnrz9+Z9pLxYP+uF6fC2f9UffjOfXsXNjROqsEBG+HjaVok3ldWbuTpmxnLmL1tI5SfnEay44nCn/LKdoUzmV0UACj9vJndenLr09cdpS7nziW4KhiJbbXrg2YWZxQeMsDj6gHSvXFtOjWxtOOWY/cpJUGNtRsQ3+TsDgn6cTDIUTflH8gTCffj+BXvvtSXkSv3OVa6DSH2L+4vXMX7weh6ElGO647tgYYw+6yHM6KCnz8/grw3E6E0s3nXhUd667qB9nX/9WyhmnkYjJV0OnYuyAoXEup0E4YtZLlqA+rN1QyslXvEpxqb96oTiRPEF9MASGvHs9U2Ys44EXh1Zn8YoI++3diusu6hdz/NfDko/YqzBNxRuf/A6A2+0gmGQWF46YfD54Evf8axD+gDbmtV1Iudk+Pnr+UsZMmM+8RWtp1SKPI/t2SbmKmlKKJ14dHjNQqHqtVQOjKjxuJzde3J8Bu0CWrm3wo5QFgzw/fizfz50DKE7o1IVb+vQlx5O6IuHWYv7idUm/IKA1ZdwuB40bZVrWLU1ExFREgmGeeHUEh/XuEDMd7rRXU6b8szzJ2akTCIZJFHAjwLUX9iMzw8ML95/Fvx/5htJyf0q+cdNUmNvFqZIcy0StNFM7z2JLjT1Ao9wMyioCPPzST7G1DJRi1oLVTJ+9gp7d96w2wMkGGLWpmgE46sjuUkoxY85KTrj0FcrK/WRnebninL6ccuz+Mce5XA6O7NulQXIJm0oqLUOWATwuJ41yM1i7oUTLkZx/2C5h7ME2+IBeADrnq89YsLGIYETflJ/+M50/ly/jx/MuwmlYlHdTirBp4nZs3Qr1Simyszxxo46aOBwGvffXSVDXXdSPx18ZXu/FOYXi+rs/IxyJcPABe3H2ST259sLDufHez9PmLkk02jUcBllRZcb2exbw1WtXMWfhGjaVVHD3Uz/U20fv8TgTptnvrjTNz6a0wl/n7Klvj71489OxlpXAyiuC3PLgV3Rp34w3n7gAEaF7l5ZJXXVW1PVgchjC+sKy6uS4TSWVvPT+qGjJw+5Jz00Vnzexnz8/L5PPX9416zWlRR5ZRAaKyFwRWSAid1jsFxF5Mbp/uogcmI5208XvS5ewtHhTtbEHCEYirCot4bfFsWFugXCYe377ma6vvMg+r7zAoI/fZ8rquJrtaeOl90YxfPTshMbe6TTIyvBw0el9AC3H8MCtJ9S7QEQgEGbuorUsXLqBz4dM5pLb3qe4pJIMn7t6NCewVQpP1J6GG4awT8cWHNKjPffedDwet7Na2yYVXClkIrucDrIy3HjcDhrl7Hy+2PpSVFJOi6a5dWaG/jJuHr+OnZNQTgO0yufH300A4F+XHpGyGyVVIqaKy4T2B8K8+8W4tLXh9bg4rHeHuHvF63Hu0iUOt/jbKyIO4GXgOGAf4FwRqZ3rfRzQMfpzFfDqlrabTmauX0el1YgmFGLWhnUx2/710xC+mvUPgUgYUynmFG7gwm+/ZNHGxOqCs/+az6u3vsdrt73PnAnzU+7XomUb+G5EfD1X0AlG7Vo34YzjDuD95y6Oqfy0d4cWCWO3UyEUjlBSWsntj39L0aaK6gVAhfZNd2zXlP33acXlZx9CTlbiVPWauF0OunaK75fL6WBgv8TSAAfu25qunVsQjpik+orKUgirC4UjlFUECQQjlJRVpnjlnZdw2OSh/zsxTjajNhUVwZRcQ18PmwrAXm2acMd1x9RxdHpI15pSFbdfewzd926Jx+0kM8OD2+VgYP+unFrLdZQuFpct4cGZj3DJhCu4dvINfLX8G8Lmtp2JpsOl0xtYoJRaBCAinwEnAzUFTE4GPlDacowXkUYi0kIptToN7W8xrXNz8TmdlIdip7sZLhetczYXD1lZUsKYpUsIRGJdDMFIhLemTOLRI+Nv/Ddv/5DvXx5O0B8EBUNeH8FpNx3PZY8kTl6pYvyURZaZmwKccsx+1RrntcnwuRLGCuY3yqR/n478MHJ6Uj2ZUNjawBqGwYWnHcSAQzoDcNLR+3Hxre9SXOpPukB55vEHcvqgA7n2v59QWh4gGArjcjpos0c+V9YougGwrrCUklI/e7bM5z+PfsPMWnVO002a86V2WC7/94dpi96p6d+fszCx9ERNDEPIy8mgtNzfoFDa2kEFW0rVmtGK1RtZs76Evdo0iVFtTSdr/Gt5bM6TBEw9GKmIVDJ8zUgKg4Vc3f7KrdKmFekw+C2Bmit7K4DaQbRWx7QEdgiDf8xeHXh4zCgqw+HqhA5DBJ/TyXEdOlUft7R4E26HI87gR5RibmF8ss/if5bx/Us/EaixsBWoCPL18z9y1IX9aNOlZdJ+eb0uLVZVyzAr4PsR0zj5mP0sb1Cf183hfToy5q/5MV9Mr8fJlef25cSjujPln+UsWVGYtH0r0xAKR/hn7ir27bwHTRtn89zbv7CpJHnGodfj5OAD94pKNFzBn5MXsWptMR3aFtCjW5tqN8PG4gruefoHZs1fjdPpQClVL434XRmPx8kj/z6JT76bwN+zVjZIqC2doauH996sjdM0iT6NIYLhEFo1z+PSsw6mX59OfPvT37zyweh6Zft63M64CKF0EImY/DN3FUN+nYFScPwR+3JMv30aVKs4GUNXDyNkxt7LQRVkYtFkzm59Fo3cW1aVLlXSYfCtBoK178ZUjtEHilyFdvvQpk3dmhrpwON08vVZ5/J/I35iyhrtj9+vWXOeOnogPtfmxZ32efkxfv4qXIbBfs3iVf7G/TCJsIU7xgxHGPfDpDoN/hEHd+Ll90db7ttYXMG9zwzmpYfOsdx/+zXHUF4eYMo/y3G5tMLfqcfuzwlHag2UdYXWaonVr8mpVTPjqwxF+GHkNL4b/jddO+3B1JnJo3icToN2rZtUZ+86nY6EMrm3P/Yt8xatJRwx6zUC9Lqd+Ldipuv2pkXTHJ648zT2atOEJSuKmDlvzVbN7K2JVbCAiPD3rOV89sMkzhh0AP0P7sT/3v3N0hV08+UD6NenU4yc8JnHH8hhvTtw+2PfsnDp+rhzQMtcNC/IYX1RGS2bN+KaCw7jkB7pzWxVSnHvs4P5a+qS6ozzuQvX8tv4eTyZogR5qiwtX4aJhTqt4WRtYO1OZfBXAK1r/N0KqL2KmcoxACil3gDeAOjZs+c2i7drlZPLZ2ecTXkwiAKy3PELUc2yshjUsTPDFszDX8Pn73Y4ufyA+IUel8eF4bQos+cwcCeJEqgiLzeT+24+nrue+j7OpRExFbPmr6ZwY7mlNneGz83Td5/OmvUlrN1QQrtWjWMSRdq0zGeOheRvFft0bE6lP8TSlUVxxqVqpFiXsfd6nLRukUffnu3ZWFyRdLq8bFURC5euT7nEX02C4QhtW+WzYs1GwuEdL0RzS+jVfU8ev+MUPB4X4YiZVHcf6i6iXl/yG2Xyf1cdxTufj2XR8kLMiMJUimWrNvLyB6MYPmYW7zx1Iddf1J9XPxpdHY7qdBj069OJUwfub2k4mxfkcOJR3Xj+7V/j9jkdBkcd1oW7bxyUttdhxaz5a2KMPeiM4Kn/LGfarBXs37V1krNTJ6IiVEasZ8EhM0QzT9O0tJMK6TD4E4GOItIOWAmcA9R2UP8A3BD17x8EFO8o/vvaZFoY+po8cdSxtM1txIfT/6Y0GKTnHntwz+FH0DInvlZnvzP78N69n1le57Az+qTUn8MP6kizJjmsWR8vvWsYBhWVwaTFGJoX5NC8IIdwOMKSFYXkZHnJb5TJtRcczn8e/Sah8Zi9YA09u+/JgL6d+WnULFat3VRvv6s/EGb+kvUsWVHIx99N4Mk7T6Vpkxx+/HUGU2cup0XTXM45sSed9mpG0cZynE6DQAOk701TsWRFaiX5nE4Dr9tF47zMBpfx25Yc2bcznmhuRGlZ8rBKh8MgJ8vLppKKtK15FG4s463PxtJ7/7YsXbmRcI2BjlI6R+SNT/7g6vMP48BubRg+eiaBYJj+fTpxwL6tE46Si0sreeXDMZb7Ljr9IC458xCUUkyctpRR4+fhcTs5rn/XmDrOW8rUmcssw08DgRBTZi5Pm8H/YeUQioLx95qBQe/8njRyN0pLO6mwxQZfKRUWkRuA4YADeEcpNVNEronufw0YCgwCFgAVwKVb2u62xlSKYr+fLLebGw86mBsPqltHo2mbAm569UpeuOYNDKdWfYyETW596xqa7BFfojARh/XuwLfD/47Tlvd5XezRrO6p4MjfZ/PMmz8TiUoi7L9PKx645QQeu/0UXv5gNIuXbYgbFQZDESZNX8atVxzJBacexPGXvkww1LBollDYJBQ2ufG+L2K2/zN3NaPHz+e+m4/nwH3bpCVZqS5tnUN6tCcny8OIMbPTPhpOlWQ5FbX53/ujmDRjGVeddyg+rzvheTlZXt5+6kLO/9c7aV3gVkrXh120bEPCtj8bPAnD0DVoTz/uAJo3rfue/H3CAssMaYchmEprMD3w/I/8MWkhfn8IQ4QfRk7ninM260ZtKY2yM3A5nUQisQ9Rt9tJbhplE0au/YWQsih9iXB5u21rCtOSeKWUGoo26jW3vVbjdwVcn462tgffz53NI2NGURwI4DSE87vtx3/6Hm6ZkFWbYy7qz0GDDuSvH6cgIhx0/IHkJFnksuKi0/swatw8Ssr8BIJhHIbgcmk5hLri4v+ZtyouEWvqzOXc+cR3vPzwufTevy3X3Pkx/8yLn3C5XQ5Wri0mO8tbreOTTpTSmbRPvT6S7968hktO78P7X4/fIv90XbOQPyctBFRS3fitTX08w+UVQX4dO5e/pi7mynMPS3hcSZmfIT9Px+mILyOZDpI9oEKhCO9/9RcCvPT+KK4+/zDOOSm5UQ4nKFpiKkUoFGbyjGWMnbiw2t1iRu+V1z/+nRlzV9IoJ4PjB3SjayfrClmp0P/gTrz4brxLyTCkzprH9aEyYj1QihDBIVs3cbM26c+i2cUYvWQx//1lBBsqKwiZESrDYT6eMY1Hfx+V8jVym+RwzMX9OfqifvU29gB5uRl88PwlXHrWIfTsvifHH9mNNx6/gL49617E+uz7iXFqluGwyZyFa1m5ZhMAe3dsYRmVEAyF2bNlPr+MnYsjhYdbQ6n0h1izvoSLzujDGYMOSKqN4/O6aFvP6l810cJv28/Yu5xGvWcVplJUVIb4fsTUpMd98v0kKrZjVJNCz+be/HRsnRFgB/fYy9Lge9xODj+oE6PGz6MyEP9awhGTMX8tYPDPM7jp/s/56NsJDe5vVqaHZ+45g7zcDDK8LjJ8bnKzfTz139PSOsJvm9nWenvGnmldGE4FW1qhDl6cMC4uKasyHOazf2bw70MOi4ni2ZpkZ3q54NTeXHBqb0CPjkePn8eXP05h1dpi3G4HB3ZtzTkn96JNDXfR6gTFyp1Ogw0by2jRNJce3VrHxeV73E6OOKQTTfKzWLO+ZKtGhUQiJpkZeu1kSa1ScrXJzPBwx3XHcv3dn6ZFO2Zb43I5cThSUxqtScQ0WbgsuRFtSFGTrUEoFOaXsXO4/Oy+lvsjEZNgMML5p/Tm4+8mREsU6ntu0IB96dqpBaPGzU3q+lJK4Q+EeefzsRzXv2uDi4p369KS7968hnmL16IUdN6rWdqzyS/c8zwen/MkITOMiYmBgdNwcuGedefipBvb4NfB8pJiy+0isNFfuc0Mfm2eefNnhv42M6ZYx4rVmxjx+2yeufuM6jDIXt33ZNHS+FJwVYlVp1/zOmXlAQzRU1lDhOwsL6cN3J++vdrzzU9TMU0Tr8e51SSIs7M8fPzdBOYsWMPUmSuSHnvWCQeyb+c9ePyOU/jvk99vE5GydFJRGawz23VnRykSlnr8bdxcnn79Z4LBMIFQGNNUCNFayhGTls0aATCwf1e+Hja1zjKZDofBpOlLOTZJtnZdOBxGwuLp6WCvrHbc3/Veflw9lKXly2iT0Zrj9xhES98eW63NRNgGvw72LWjGqKXxRTuchkFBxtbJyquLFas3MvTXmZaFR/yBME++NoKPX7wMgLNP7MGQX2ZQWh6o/hJ6PU7OPakXtz/2bVzBB6fLYP99WvLB13/x9ud/4nAIHpeLYCiC05m8KHmV/HGqhcurKNpUwaffT0rp2Lc+HUu/gzpxcI/2DHn3ek649JV6jWy9HieGIXoheSv4ulNBKS1DvBNOUFLC5XLQv0+nuO1zFqzh4ReHxc0WVfSfcMTk9Y9/59BeHVKWBhGRpEJoyahyKW0Lt8oevhZcudflW72durB9+HVw28F98Tljn4s+p5Nb+vTFtZWVMhMxdeZykrnUV67ZVK0nk5ebyXvPXszJx3SnZfNGdO3UgrtvHMSerRpTZrEQGwxF+G3c/GojGokoKvxBlKlwGEbS0amIcPYJPWicl4mINq51SeHWl1Aowo+/zkApxU+jZ9ZLM8gwhAtO7c0n/7ucs47vwb6dW1CQn5X2rMq6cDoM9mpTkPbrGobQKMeH17P9xnGGwJnH97AMn/x08KSk1dFAr1cMHzOLK/7zUUqLz8GQHuCcfMWrvPLhaCr9dcf1rlq7iVsf+op+Zz3LEec8x/3PDaGkdNfXUwJ7hF8nXZs249PTz+bJsb/zz7q1NMvK4obefTix0/bTx87J9iWcMgOIIbjdmx9GTfKyuPWKo2KOue7uT+sVvqeoux6q2+ngmgsOZ5+OLfjwm79YX1hGwBkmFIrgcBiEQmEipmqQLEDNfixYsp5vh//Nqx+OqdfagmkqFixZz+p1xVx+ziEM+WUGr3wwOi7ZK9Wi6Q1BBPZonku3LnuwIEGWaUNRSlFeEeDAbq2Z8PfSrao/lAiH00GndtaJRGvWFdfZJ9NUjPx9Vmo1kqPVqTaVaGP91Y9TmPrPct54/Py4UXsoFOGfeasIhSM8+PyPlJTpegumqRg1fh6Llm3gvWcu3iLRwZ0B2+CnQPdmzfnotDO3dzeqado4K6Hv2uk0GHBIZ9yu5B/trPnpz3s75vC9+XLIFN749Pdqf79hCG6XkyvO6YtSijc//WOL1wImTV/K+KmLG/TgGDV+PqP/mo/b5SS/UYZlX7aWnXRFXV6r15Uw5Nd/GnydRJWtlNJrM39NrZ8+fSrtmUql9AAJhSLc99wQho+Zxd3/GhSjptqjWxvmLV6X1JVmmopVa+OTDGuT4XMTiUQI1CgMFAzp5MIp/yynR7fNsizjpizi/ueGgNIzgtrfnXDYZPW6YqbOjD1vV8R26eyE/PrnvISuldYt8rjtyqOsd9bATHNoosft5NSBB/DmZ7EG3TQVwVCYeYvX0qZlXloWfqtqkDYUpfRsZfW6ug1LujAETjq6e3SmE2nQ+kFVuGq6o5Pqcru5XE6uOLcvTfKzcDoN3C4He7VpkvScv/5ezO2PfRuz7czje5CV4Uk6inY6k7sNnQ6DJnmZHHlI5xhjX0UwFGHuos3qnesLS7nn6R8orwhSXhlMOFAyTcXSlcmjoHYFbIO/ExJOsEjpdjk5+8SeKRWk6L5PcuG2VHG7HGRnenjg1hMQsU4qMk3F9Nkreefz1AtYGCII2lDuqDgMwe1K8SskwrrCsgaHtxrG1ssKfvqu0ymoUU+hNg6HcN7JvXn1kXN556mLGPHRv/jguUvo0j6xzEEkopi7cA1La8Tj5+Vm8O7TF3HSUd0TLpS2b1OQUAY5w+fi8dtP4evXr2afTi1iynFW4XE52KNGpu+IMYmLB9XEMIR2rZM/xHYFbJfOTkj/Pp0Y/POMGNEnjaLPge0szwlHTL4fMY3BP08nEjHpc0A7Zs1bHbcw1n7PgoQKhrVxOoSLT+/D2Sf1xOtxUVxaSSjB2kLzghymz16Z9HoicNFpB3HR6X3YWFJJTpaXxcsL+fcjX1FSlv5M3y3B43ZyzOF7M+HvJawvKq1TU980FUuWFzbYr74lM5pkuF0O1hWVWdxLm7ny3L5cePO7rCssA6Vo0zKfB287kbNO6MEjLw1LWB0rGIpw6b8/5MQju3HNBYfh87ppkp/F/119NB3aNeWl936LmfF53E6uueAwMnwebn7gC8Jhk1A4gtNhkOFz8/5zF1OQrxMXj+zbJbqGE6p+Tw1DyMjwxCQkFpdW1rn463I6aN0ij/2jocy7MpKugghbg549e6pJk1IL19udUErx1OsjGTFmNoFACMMQnNEF0zOPt64eeftj3zBp+rLqEabH7aRtq3z26diCv/5eQobPzTkn9uSYw/fh6js/Zs7CNTHGyek08LichMJmTKSF1vNpxKuPnEuGz819zw7m9wkLYr5kXo+Tx24/lQdf+JGNxbGFt6vYo2kul551MMcdsW/cvnNueJsVqzfGba9atNse7Nt5D15+6BxKyvw8/fpIRv9VdyWz5gXWInjbG8OQaBx8/Jt53sk9+XrY33EzE8MQDuvVgd8nzK8zvNTtcrB3h+a8/PC5Mdt/Gj2Tdz7/k/WFpbTeI5/rLupHnwP0gGXthhK+HzGNpSuK6L53S44f0K267nEVy1YW8fD/hjJvka5K17XzHtxz43ExWj4Tpy3lv09+Fyc6V6XT73I6OKpvF66/uH/c9XdWRGSyUqqn5T7b4O+cKKX4Z+4qRv81H4/LwVGH7Z1wSjp7wWpuvPeLuFGcz+vivptP4NBesRINy1YVcd1dnxIIhqn0h/B5XbRq3oin7zqdM697M27E5HI6OPvEHlxzweEEAiGeeG0Eo8bNq16wveGS/gw6Yl8+/nYC7375Z9yo7pyTesZUvQoEw6xZV0x+XiZ+f4hTr3p9S9+utOP1uPjkf5fy4y8z+XXcXBYviy+AU5sm+ZlsKCrfBr1LD1WGelqCmVl9Hrhej4uXHjybLh2ap7GHmrLyACI6C7s2Sin+/cg3/D1rRfX97/W4OOrQLtxx3bFp78uOgG3wd3O+GDKZVz8aY7lQeO5JPbn+4v5x2/2BEL+Nm8eadcV0bt+Mg/Zvx2Ov/MRPo2bFHQvQrEkOX79+VfXf5RUBiksradokpzrO3TQVL70/iu+G/43L6SAUjjBowL7cfPmR1cd8/N0E3vtS+/rDYRMRqTN2e2vgiKb1J/p2uJwGXo+LQDCcUry4YQgF+Vms3ZC88Ew60Q9cB6FQBBGpd60Bl9NBOBJJyyzK53Vx6xVHWs7gtjbhiMnPv8/mp9EzcTodnHhkNw4/qOM217HZViQz+LYPfzegcV6mNrC1DJPH7aQggZib1+PiuP5dY7aNGjcvYRu1Iy8yMzxxIy7DEP516RFcdtYhrF5fTPOCHLIzN4ftjfx9Nu9+8edWk3BIhKBzF6r85F6Pk0vOPITvhv+d0AVjmlrJMtWF1KMO7YLTYfDT6Flp98dbhWl237slD956Ik3ys/hh5HSef+dXqKfBz/C58AckbTpKrVumLgmeTpwOg4H9uzKw1v28O2JH6ewGHNqrQ3XJwpoYhnDM4XunfJ1kujWDjkj9y5SV6aFj26Yxxh7gw6/HbxVjn2ggl+Fzc9/NxzP0/Ru47sJ+7Nt5D/r2bM9jt5/KBaf25spzD8Xtis+mdjqk3lEzY/6aj2HoxcctHVhWzYa8Hhf5jTL4+H+Xkd8oM+a6M+eu4uo7PyYUivD7xAUxmks1SdaX3GwfZhoqvLucDvZsmU/XjltPr8YmNewR/m6Ax+3kpYfO5q4nf2DthhJEhNxsLw/cdiKNcjJSvk6Pbm2Y8PeSuO1ZGR7OO6X3FvezcNNW8m8nsctej4vsLC/nnNSTc06KnQUf228flNJuqKpszka5Pm64uD8vvz864QK0Ff5AmBFjZvHGExfw6fcTGT7a2jVWEwHatm7MslUbcToMPB4n1114OJX+EAuXbqDzXs04tt8+jJ+6GL8/GON6iZiK0jI/v09ckDCMF7QcRiK3bus98mnZvBETpy9NWR/J6TA475RejJ20iEXLNuB0GAzo25lbLj9yl3Wh7EzYBn83oV3rJnz84qWsWltMJGLSeo+8en8Bb7n8SK6+82P8gRDBqFyC2+Xg9cfPw+Nu+K00a/5qPvr2r3oV7nA6DbIyPNWG2GEYKKxlGxxOAyF+hmKaip7dE2dWLltVhMNhcNNlA5g5bxWbSio5pMdeHHFwZ1as3sSn30+Mc3ckW8h0OR2YEZMbL+nP3h2a8+qHYzAM7VsPhyNk+Nz4AyEiEUWTvEwcDoPV60rwuLU7bmC/rhw/oFvc57ZsZZFl6cPKQIhlK4sY2K8rM+assgy9TORe8nr0YnrnvZrx6Ms/MXbSwmrBN2WqhOsBSikuPO0grjrvMK2EKdtGnMwmNbbI4ItIPvA50BZYApyllNpY65jWwAdAc8AE3lBKvbAl7do0DBFJmNSSCq33yOPTly5n8M/TmbdoLR3bNuXEo7vXa5ZQm7GTFnLvM4MJhsIpLw6KQL+DOvLArSdWn7dmXTFDf5vJZ4MnxoUXGiLs3bEFcxasIRwxq10i999yAj5vfJJaOGLywHND+HPyIhTEuEP+mLiAj7+fyP8eOJvFyzYwbsoiXE4HEdOkU7tm3Hn9QF75YBR/TFoY93pC4QjvfTWe8VMW4XQ6AEXv/drSo/ueHHzgXrSIhhMqpbj2rk+ZPX91jG/+h5HT2adji7hqTO3aNMHrdcUZfa/HRbvWjTm0Vwd+HjuHqTOX409SIMUwBK/HhVKKGy7pzwHRmq4P/99JlJb7KS3z06xJDhX+IHc89q1l9E7rPfKr39NdXZdmZ2SLonRE5EmgSCn1uIjcAeQppW6vdUwLoIVSaoqIZAOTgVOUUnXOae0onV0bpRSnX/26TuipJznZXoa+d0PMtiUrCrns3x/G+avdLgefv3wFxaV+/vp7MT6viyMO7kRerrW89cffTeCdz/9Muljp9bi46fIB7L93KxYt30Cr5o1ov6dWwJy7aG11WGsVHreTJvlZrC8sjctRuP3aYzn6sM1rKesKSznn+rcsZzz7dGzBG4+fH7MtHI5w/k3vsmZ9SbWonsNh0KxJNp+8eBlOpwOlFJNnLOPLHycz4e8llusxfQ5oyxXnHEq71o2rC6cnYtnKIq6842MCwRDhsFkdEfTMPWew3967fgLTjkyyKJ0tXbQ9GXg/+vv7wCm1D1BKrVZKTYn+XgrMBtKT12+zU1NcWsnG4obJ0mb64mOu27ZqzOVnH4Lb5cDldOB26Z+bLz+SgsbZdGhbwPmn9Oa0gQckNPYA3w2PTzSqjT8Q4vm3fmHR8g30O6hjtbEHXTXpyf+exp4t86v12k86ujvrNpTEGXF/IMyzb/4cUzO4vCKQsOpSWbk/bpvT6eC1R8/jyEM6V2vReN1ODu3VvrpMoIjQs/ue3HTZAEsXi9fj4tBeHejSoXmdxh6gTct8Pnz+Es447gC6ddmDE47sxjtPXbRdjP1v4+Zy9vVvcfiZz3DmtW+ktD6yu7KlPvxmSqnVoA27iFjrokYRkbbAAcBfSY65CrgKoE2bXVu5bnuyfNVGps5cTm62lz4H7rVFPviGoqf+1jNMj9sBIgQsona8HidnDDrA8rzzT+lN/z6d+H3CAgxD6H9wJ5wOg3e/+JPpc1YSDIbJzPDQ54B2DOzf1VJ3KNVIoUBQl9jrd1DHuH09urXh4xcvIxQtHFO4sZzvR05HezVjKS0PcNP9X/DmExcgIrTeIx+XyxHnonE5HRzWu4NlX/JyM8jK9OB0OAiHTcorg3w7fBp/TlrEu89cVO1m2aNZI44+bG9+GTun+nW6nA7yG2XUu2pU08bZ3HDJEfU6J92MGjcvpqjK6nUlPPX6CJRSdhimBXV+y0XkZ7T/vTZ31achEckCvgZuVkolzC9XSr0BvAHapVOfNmzqRinFM2/8zLBRMxEBwzBwOgxeuP8sOibQMQeY8s8y3v9qPCvXbKJL+2ZcdnbfOhUT68LjdtK08f+3d+/RUZdnAse/z1ySQCCGJBggXEUioAQQofUgiBDut7JWEFnKVo8iLpatS0tbtAqUHlq6LrIurbSwRz0oa4suKClii+CNWEAit1yAcA3kAgmXAMlkJs/+MZMchpnJXSeTeT/nzElm8ptfnjeTPPnNe3tiyCu45PM1p0t5+YV/YvNHB9i9LxdHhZNIuw2nq5JRQ3vzyMRBAc+b1CG2esZN7ukLzFv8dnXXQ5W9B0/x1uY9rFs526dg9dD7evLXnYdrrDlQ5eaFVMdPFfG/7+/lzPkSBt7dhe9PuJe4WPc7ibjYaKJbRQScHnkqr5gDWXn079MZm9XCz+aNZcmqrVQ43TuDRkbYiI1pFXA2VH7RFT74+0GvdxAVFS4ulJSybecRpo0bUP34onlj6XdXJzZty+DGDQcjvpvMY9OG+B3PaO7+sMG3JkJZuZPX3vrUJHw/ak34qhpwr10RKRCRjp6r+45AYYDj7LiT/QZVfbfB0RqNtiv9KNt2+RaY+Omv32XTa3P9DrTt3J3DstVp1c8puHCV9P0n+f3ymfTqcTsXiktR1YCLuGrSqpX/7oNKVyWVlcrS5yYDcOLMBfKLrtCzW3tur8f3Wfnadq/ukioOh4uLJdd4c1O6z1XqkzMfIH3/CUqvldV6td/ds5goff8JFv92c3WCzj5ewObtB1j/u9kkJsRgsQgLHh/J0le2+p0Zo+reXK2qS2T4d3qxdsUs/rL1K/KLrjB4QHempKYE3O8l89h5bDar3y6jf3x90ivhWyzCpNQUJqWm1Ni2UBBoi+uii6VUVqoZOL5FY9/HbwHmACs8HzffeoC4OwzXAZmq+nIjv5/RSJs/+trv9LzS6+Xk5Bb47HWiqqxav8PrH4SqUlZe4e57vuGo3tgsqUMsS56bVK/yfV2T4jh20nd3TgWOHM1ncP/ugHtaaX23r3W5KjmUHbjQS4XTxa4vj/ok/Ph20Wx45YekfXyIjMNnyTqeH3BLhGd+8CCqym/WfOj1M3JUuHC6yvjj25/x/LMTAPdq24NZebz3YYZP0hcRut2yErVnt/Ysumm/l5pW6MbFRvudT2+1Ch3axwR8XqhLTGjLuYLLPo8ntIs2yd6Pxg7argBGi8hRYLTnPiLSSUTSPMcMBWYDI0Ukw3Ob0MjvazRQ4BWXgsPPAp2r18q5dMX/AqOD2ec4ceYCjgoXjgoXJ85c5F+f38j1G7XXFa1yT3KngF/LPp5f5/P4Y7FIrfVqA3VjRLeO5JGJg1j+06ksWzjFZ4xDBGZNG0xKn85cKC7lsp+aqJWVyp4M7+pTT858gLbRUV4Dpzabhc4dYukfYHveHZ9n8fDctQx/5D+Y/Pga3t2W4ZPcU3onERfrm+RsVivTxg4I2P5QN3fWMJ/XJjLSxhOPDg1SRM1boxK+ql5U1VGq2svzsdjz+DlVneD5/DNVFVVNUdUBnltazWc2vimjh/XxW+RaROjT03eopnWUHWuAiun+FhlVOCvZ8UV2nePp26uj3wFjq1Xo3LFdnc8DcKW0jNf/spv5L2xk2eo0ck4UkjqsN3Y/2yOAe/D34fH+B39vjXH1khnce08X2kZH0rNbAsv+fQrz/vlBwL1FQ6DZzbd2wbSJjmTtilkM7t8Ni0Ww262MGtqb1Utn+J0988mXR1n+6jYKLri7LkouX2fNGzvZlLbf6zgRYfWS6ST3uJ0Iu41WUXZiY1qxbOFkugZpD5tvw6ihvVk0bwyJCe5uvoS4Nvz4iVFMbgHdVd8Es9I2zEwc2Y+PPs0i50QBN8oqsNusWCzCLxdM8JsYbTYrk1P78f7fDnp1WdisFr+rLcvKKyi8WPcdIe9O7kinxNs4fa7Ya8GU3Wble2P71/k8JZev8/jCN6oLXogIO3fn8JO5ozl7voSc3MLqRVoWi2C1CA/df1edE8Pdye6k709060i+M7AH6ftzvQaGoyJtzJjsO7ic1CGWl1/4fvVVek0rUde+9anfQcn1f/6ChycM9HpuYkIMf/rtbPILL3O9rIJuSXEBp3e2JGOG92XMcPc2GGZVb81Mwg8zdruV1Uum88W+XNL3nyA+tjUTHrrHq2jErebPGUG5w8mHu45gtVpQhVFD7/Ka2lelVZSdvvXYJEtEeOWl6bz0nx9wMOscYhHibmvN4mfH0ykxts7n2fDel5RcuV6dcFWVcoeT1f/zMVvWP0PuqSJO5RXjdLmIsNvo3bNDo1Yd32rxs+P4+Yr/I/NYPjabu27tpNSUGv+h1CU5BRqULL1WTrnD6bfMX02vZW2ulJbhcDiJbxcdcskz1OINBpPww5DVamHYkDsDzum+lc1mZdG8scyfM4KLl66RGN+WiAgbp8+VkJ2bj8NTTDrCbqN7l3iGeAZa6youNprVS2Zw+eoNysoruD2+bb3/eD/fl+t3g68Kp4vTecUk35FI8h2Ba7A2VtvoKF5d9iinzxVTUHSVO7sn1Li4q66SOsSS66e4SkybKK+usMKLV9mUtp/s3HyS70jk4fEDSUyo+2BtyeVrLF2Vxv4jZ7CIkBDXhsXzxwccVzBCkymAYjRYucPJxi17SPv4MKgybsQ9zJx6n9+rzsZwuir5fO9x9mScJC7AO5K5P9/A4RzfGTkRdivvrHmShBqKdDdnu/fl8vzvtnhv0xBp40c/fIipo91dXrmni5j3i7dxVLiocLqw26zY7VZ+v3ym1wrgQFSVOc+9zum8Yq9uuqhIO2+u+pfqPX6M0GAqXhkhy1HhZMGL73DsVJHXmMOvFk7h/kF3VB+344tsfv3qNq8ppzarhbuTO/rUUg01n+05zpo3d5F3voT28W15YsZQxt9Uf2D+CxvJOHLW53n9+3bmv5c9Wuv5D+Wc48dL/uyzstdmszB94iCe+cGDjW+E8a0xFa+MkPXB3w+Sc7KweouFCs/U0aWvbOX99c94dp2Eh+5P5tjJQjZu2YvdbsXlqqRbUjy/+smUoMXeVB4Y3NOn7vDNDmT5rzl7MDOvTgOZBUVX/B7jdFZyxk/xeCN0mYRvNGvbP8n0u5+Oq1LJyi2onscvIjz12DCmTxrE0ROFxLeLrtcCsFAWFWHnepnv2ofISFudxkJ69+zgt0hKZISteotko2Vo+XO2jJDmr8QguPudI2y+X4uNac3g/t3DJtkDTE7tR4Td+9otwm5l0sh+dXp+UodYRnw32Wt9hs1qIaZNFBNHfvtFx41vjkn4RrM2dUx/v4PAMW2iatzsLZw8NWsY96V0JSLCRnTrCCIibNyX0o2nZw+v8zkWPzuepx4bRueO7YhvF83k1BTWrZztU4jeCG1m0NZo1lSVlX/YzrZPMrFU7e5ps7D6pRnc2T18ruLr4uz5Ek7lFdO1UxxdOtVvlbLRcphZOkbIO51XTMaRs9wW04r77+3h04VhGIabmaVjhLyuSXEtek8Yw/g2mD58wzCMMGESvmEYRpgwCd8wDCNMmIRvGIYRJkzCNwzDCBPNelqmiBQBp2o9sHYJgO8es6GppbTFtKP5aSltCfd2dFNVv4tUmnXCbyoisjfQvNRQ01LaYtrR/LSUtph2BGa6dAzDMMKESfiGYRhhIlwS/tpgB9CEWkpbTDuan5bSFtOOAMKiD98wDMMInyt8wzCMsGcSvmEYRpgIm4QvIstE5ICIZIjIdhHpFOyYGkJEVopIlqct74lIbLBjaigReUREDotIpYiE3DQ6ERknItkickxEfhbseBpKRNaLSKGIHAp2LI0hIl1E5GMRyfT8Xi0IdkwNISJRIvIPEfna044lTXbucOnDF5EYVb3i+fxHQF9VfTrIYdWbiIwBdqiqU0R+A6Cqi4IcVoOISB+gEngNWKiqIVP8QESsQA4wGjgL7AFmquqRoAbWACIyHCgF3lDVkK1pKCIdgY6q+pWItAX2Ad8LtddE3IWIo1W1VETswGfAAlVNb+y5w+YKvyrZe0QDIfmfTlW3q2pVVe90oHMw42kMVc1U1exgx9FAQ4Bjqpqrqg5gIzA1yDE1iKp+AhQHO47GUtXzqvqV5/OrQCaQFNyo6k/dSj137Z5bk+SrsEn4ACKyXETOALOAXwY7nibwOPDXYAcRppKAMzfdP0sIJpeWSkS6AwOBL4McSoOIiFVEMoBC4CNVbZJ2tKiELyJ/E5FDfm5TAVR1sap2ATYA84MbbWC1tcNzzGLAibstzVZd2hKixM9jIfmusaURkTbAJuDfbnlnHzJU1aWqA3C/gx8iIk3S1daiShyqamodD30L2Aq8+A2G02C1tUNE5gCTgFHazAdh6vGahJqzQJeb7ncGzgUpFsPD0+e9Cdigqu8GO57GUtVLIrITGAc0elC9RV3h10REet10dwqQFaxYGkNExgGLgCmqej3Y8YSxPUAvEekhIhHAo8CWIMcU1jyDneuATFV9OdjxNJSItK+afScirYBUmihfhdMsnU3AXbhnhZwCnlbVvOBGVX8icgyIBC56HkoPxdlGACIyDfgvoD1wCchQ1bFBDaoeRGQCsAqwAutVdXlwI2oYEXkbGIF7O94C4EVVXRfUoBpARB4APgUO4v47B/iFqqYFL6r6E5EU4HXcv1cW4B1VXdok5w6XhG8YhhHuwqZLxzAMI9yZhG8YhhEmTMI3DMMIEybhG4ZhhAmT8A3DMMKESfiGYRhhwiR8wzCMMPH/I/62M0ijKPcAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -124,7 +121,8 @@
     "\n",
     "### 4 DBSCAN\n",
     "\n",
-    "name = \"long1\"\n",
+    "name = \"cluto-t5-8k\"\n",
+    "#name = \"dense-disk-5000\"\n",
     "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
     "\n",
     "# Charge le jeu de donnée :\n",
@@ -150,7 +148,7 @@
     "\n",
     "epsilon = 0.98*max(npliste2)\n",
     "print(\"epsilon : \",round(epsilon,3))\n",
-    "min_sample = 2\n",
+    "min_sample = 120\n",
     "print(\"min_sample : \",min_sample)\n",
     "\n",
     "# Calcul les clusters pour le nombre attendus de cluster\n",
@@ -169,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 174,
    "id": "d75ca794",
    "metadata": {},
    "outputs": [],
@@ -180,14 +178,24 @@
     "from sklearn import datasets\n",
     "import time\n",
     "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
     "\n",
     "### 2 Clustering aggloméré (metrics)\n",
     "\n",
-    "def metricsandclusterisationof(name):\n",
-    "    path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n",
-    "    file_path = path + name + '.arff'\n",
+    "def clusteringOnFolderAgglo(name,n,m):\n",
+    "    \n",
     "    ### Charge le jeu de donnée\n",
-    "    data = arff.loadarff(open(file_path,'r'))[0]\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
     "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
     "    liste = []\n",
     "    for i in range(0, len(data)-1):\n",
@@ -195,41 +203,16 @@
     "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
     "    npliste = np.array([x for x in liste])\n",
     "\n",
-    "    ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
-    "    temps = []\n",
-    "    mesures = []\n",
-    "    nb_clusters = range(2, 20)\n",
-    "    for i in nb_clusters:\n",
-    "        t1 = time.time()\n",
-    "        ### Appel de la méthode de clusterization\n",
-    "        model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n",
-    "        t2 = time.time()\n",
-    "        labels = model.labels_\n",
-    "        mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
-    "        temps += [t2-t1]\n",
-    "        mesures += [mesure]\n",
-    "\n",
-    "    print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
-    "    print(\"Temps :\",[round(num, 3) for num in temps])\n",
-    "\n",
-    "    ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
-    "    nb_cluster_max_score = mesures.index(max(mesures))+2\n",
-    "    print(\"Clusters : \",nb_cluster_max_score)\n",
-    "\n",
-    "    ### Affiche les résultats \n",
-    "    ### Graphes des metrics\n",
-    "    fig, figs = plt.subplots(nrows=1, ncols=2)\n",
-    "    figs[0].scatter(nb_clusters, temps)\n",
-    "    figs[0].grid()\n",
-    "    figs[0].title.set_text('Temps')\n",
-    "    figs[1].scatter(nb_clusters, mesures)\n",
-    "    figs[1].grid()\n",
-    "    figs[1].title.set_text('Mesures')\n",
-    "    fig.tight_layout()\n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = AgglomerativeClustering(n_clusters=n, affinity='euclidean',linkage=m,connectivity=None).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
     "\n",
     "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
     "    ### Appel de la méthode de clusterization\n",
-    "    pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
     "    ### Affiche la clusterisations\n",
     "    #plt.figure(figsize=(10, 10))\n",
     "    plt.figure()\n",
@@ -241,324 +224,217 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 175,
    "id": "ebcbbbf2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.008\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  1.68\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n",
-    "li=[i for i in l if 'arff' in i]\n",
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
     "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "nb_clusters = [2,5,4,4,3,5]\n",
+    "modes = ['complete','ward','ward','ward','single','single']\n",
+    "n = 0\n",
     "for i in lis:\n",
     "    try:\n",
-    "        metricsandclusterisationof(i)\n",
+    "        clusteringOnFolderAgglo(i,nb_clusters[n],modes[n])\n",
+    "        n += 1\n",
     "    except Exception:\n",
     "        pass"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
-   "id": "0bcc79c2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n",
-      "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n",
-      "Clusters :  4\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Charge le jeu de donnée : 2d-4c\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"4 clusters in 2d-4c\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"2d-4c\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 180,
    "id": "6f1ecaf0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n",
-      "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n",
-      "Clusters :  2\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# Charge le jeu de donnée : long1\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
+    "from sklearn.cluster import AgglomerativeClustering\n",
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import KMeans\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
     "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
+    "### 2 Clustering aggloméré (metrics)\n",
     "\n",
+    "def clusteringOnFolderKmeans(name,n):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
     "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"2 clusters in long1 mode : ward\")\n",
-    "plt.show()\n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = KMeans(n_clusters=n, random_state=0).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
     "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"2 clusters in long1 mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"2 clusters in long1 mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"2 clusters in long1 mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"long1\")"
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 182,
    "id": "124f3f72",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.021\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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vNwH9y7VZBJwPzBKRfkB7oA1QxsiLyDBgGEC7du1qKLnusmLeGh4+6yl2b88zW0pFasGNr5Ri+/od2Gw23n/kf3z6/NeVtg/6g6RmpkS9EVTeWcVzbVu/gxsPv4e2PVrz0IR/06ZLq4iHFuwu5L2HPsbn2bc2wFvsZfPqbXz7wU+cNfzU6uuxsEhSYok1kwjbypuEp4HGIrIQuBX4E6jga1BKjVFK9VFK9WnWLObCJvWCvF353HPiyOQ08LXIpBencmn74Yx7/NOY2hfnl0S+wmqCAp/Hz9qF/3DnsQ8b8fsRWPrbSuzOiuMbb7GX2VP+qCUxFhbJQSwj+U1A27DXbYAt4Q2UUvnA1QAiIsC60D+LEJ8+/2VphEl9Z+fGnOodUMvBQEopvCU+fvtiHi07NCNvVwEdD2nHhmWbcLqdpGamRAw7FREaWSt2LeoZsRj5uUAXEekIbAaGAJeGNxCRRkCxUsoHXAf8HDL8DY5VC9Yy/slJbFi+me59OzP0gfMIBoJ88tyXla4stahd/B4fr9zyNt4SHyqo4y3xYXfZcTodONwO3OluSgrLzgjbXXbOvuk0APbszOPHj2eTtyufXgMP4rATDsYYv1hY1C2qNPJKqYCI3AJMxwihfFcptUREhof2vwH0AMaKSBBjQvbaOGpOWubPWMSj5z2Lr8SPUopNK7bw82e/061Pp6QJb2woBAM6+bvyy4ScBrwBAt4AFESeA1C6oknLRiyauYSHznoKXVf4Snx89sLXHHJsdx774n5sdiNh2/Z/dpK7bQ8dDm5LSpo7EW/JwqJGWIuhapEru97KltXbKmy3OWyWkU8w0VI9VIbNrnHOzYP4ftwv5O0qKHs+ERq1yKJZm6YU7i5k56acUErnAP3POIKhI85j9uQ/WDxrOW27t+b8OwbTvkeb2nxLFhaAlbsmYaxZtJ4x93zI0t9XkpaVykFHd+OXz36PbFhqITzRonrUxMgDdO1zIOsWb8TviTxpWxmaTUMP6mg2DYfLweNf3s9hJxxc7fNYWFSGZeTjzPolG/n9q3l8+N9PIy6rt6jb2Jw2ghGSrtWEAzq14P2Vr1i+fItaxUpQFicC/gCPXfI886YvIugPEAzElr3Rom5RWwYeYMfGHPJzCsjKzqy1c1pYVBfLyMfIZy98xfzpi6zRu0W1cEUotmJhkUisxNsx8tWbMyIW5bCwiEav43tGrKhlYZFIrJF8jFgjeIvqcutrkfPv5+3K56eJv1GcX8wRpxxK196dEqzMoiFhTbxGQNd1Jr34NZ/83xfk5RTQ+bAOZLdpypyv5leoo2rRMLA7bSgFeiBYabrncA7o3JJL7j2HE4YM4K17P+L7cb/gKfGiggrNJiilsDuNzJn3vHuzNUFrERNWdE0t8PYD45jyyrTSDIUAzhQHqRmpFO4utAy9Ra3iSnUyYtwdHH1OX7OlWNQBqmvkG6xPfsfGXTx1+ctc0Owa/tXxJib+3xcEA0FKCkuY8vLUMgYejMRXBZaBtwhDtNoZeXuLfXw7dmatnMvCojwN0iefn1PATX3uoyC3ED2ok59TwNiR/2PNwnVc+uAFaPYI9z6VPJWXLJKEWnwItvIaWcSLBjmS/2rMDEoKSspUJfIW+5g1aQ7BQNAy5hYxodlqz4e+8MfF3D/oceZ/t6jWzmlhAQ3UyC/+ZVmZghF7sTvtbFu7g5Ydm5ugquGg1ZKbw2xqc0FccX4J879dxP2nPs6Z6ZcxZfRUdN1acGex/zRII9+uR2vsDluF7XpQJ6NpOlvWVEwy1lA56NjutXo+u8MWsWBHNGyOhneJeou9vH7nBzx9+ctmS7GoBzS8XxBwzs2nVzA0dqedDge3I7NpBsoaQAHgTnPV+voAm8OGzRGbkW/ePpvMJhm12n9dQQ/q/PS/XzndNYSzsy7nlVvepqSwBmUSLRo8DdLItzqwBU998xBturbC7rBjd9rpP/gInpw6guzWTQgG6qdPXjShOqHYelDn8BMOwe6s+NRTFZpN4+Bju+NwO0jNTCn999gX9/Pk1BGkZaWSmpmC0+2Ieo623VvT8dCGVwt4L7quCPiDlBR4mPbODzxw+hPVKnxuYQENNLoG4OAB3Xlv+cvk5xbgdDtLl59Pf/9Hk5XFjmiCTdPoe8bh7Nqym1Xz1kRsZ7Pb0GzC0ef0Jb1RmrEop8gIEXWnueh8eEeW/roCPSzCw53qYtC1J3LR3Wfxzbs/kJ9TNr+6ZtPof+YRLJjxF97iiqN9h8vObaOvo3m7bBZ8vxiH084RJx+C0+0EYOK2t/nz+7/5Y9qfTH//R7xFFUsjLvphca2FKdZ1/F4/axauZ+W8NXTr29lsORZ1iAZr5Pey1x1QlFfEs1e9yq9fzDVZUWzYnXZemvUY7Xq2xZ3qYuT5z0Y08k63g8e/up+ufTqTlpmKUorjLjyKbz+Yia4rTr7sOPoOOozNq7fxzv3jWDhzMemN0rjgzjM5+6bT0DSN1+Y9w7sPjmfutD9xpbo49aoTuPzRC0HB6Nve4dv3ZxIMBNGDCrvDRnrjdP791nA6HtIegGPP719Rl8tB/zOOoEf/Lnzz7g8R36O1JqEcIqxfstEy8hbVIqYVryIyCHgJo/zf20qpp8vtzwI+Atph3Dj+Tyn1XmXnTIYVrzs35fDtBzPJ2ZLL378s458lm+rM47DDaeezXe+Skp4CwF8/L2XEGU+WWcSl2TQ69WrPa/OejauWovxicrfuxuFyEPAHOaBTCzQtdk/gzImzGXX1a4gYLiK/NxBHtXUXp9vBqO8fpedR3cyWYmEitZ5PXkRswKvAKcAmYK6IfKGUWhrW7GZgqVLqLBFpBqwQkXGhwt5JyfwZixh5/iiCgWCdMyoOl50jz+pTauABDj2uJ8Ofv5I37/oAzaYR9Adpf1Bb/vv5fXHXk5aZSlpmao2PH3jxAHoNPJhZk+bg9/p58+6xZdYwRKWBVdxKSXfT48iuZsuwqGPE4q7pB6xWSq0FEJEJwDkYBbv3ooAMMTIspQO5QNJazmAgyJOXvlTql64rpGS40QM63Y/swl1vDa+w/8xhp3DyZcexdtF6MrMzadOllQkqa0bj5lmcNfxUAOZ9s5D5MxaVmSNAQBMNhQrF2QtNDmhMzuYclE7pE5jNYaP3KYfSrG02Mz74CZ8naccZ1aZZu2xW/7mOTod1qNaTkkXDJhYj3xrYGPZ6E1DeyToa+ALYAmQAlyhVMRBRRIYBwwDatUtc1EQwGGT+t38x95s/mf/tIjav3ooerDtDQNGEo8/uw9k3DaJ5+2aVGm93qqvOP87f+tp13HbkCDzFXjxFXtxpLlLSU/j3WzewbM4qfpr4Kzs35bJzwy7AKMCtaTYUimBAZ/s/Oznj+pNZ8cdqNq/aSkmhx+R3VDusXrCOm/rch82ucf2zV3DBHYPNlmRRB4jFyEcKbyhvIU8DFgInAp2AGSLyi1Iqv8xBSo0BxoDhk6+22hpQsLuQO497hG3rt+MtqmOjOjH8sGcOO4Xrn70ce4zx5XWdVh1b8MHq0Xw/7hfW/f0PnXp14MRLjyElPYWU9BQmvTS1TPx+MKATZN+Y4p8lm3jq0pf47+f3UbiniB/Gz2LOtAUE6phbLhrBgM4b/36fAw5szlFnW5krLSonFquxCWgb9roNxog9nKuBp5XxzLxaRNYB3YE/akXlfjDm3g/ZtHJLnctHIyKceuVAbn/jehzO6LHk9ZXUjJRS9004i35agqeo6pG5t8THByMn8tKsx2nSqjF/fv93nTLyNofNWK9RyVDo1Tves4y8RZXE4tibC3QRkY4i4gSGYLhmwtkAnAQgIi2AbsDa2hRaU36cMKvOGXgAZ4qTM64/qUEa+Mpo3DwLVyjWvio2Lt8MQI8ju+CoZNFVMmKzaYwYfwdnDj8lapvcrbsTqMiirlKlkVdKBYBbgOnAMmCiUmqJiAwXkb2zf48BR4vI38D3wH1KqV3xEl0d/J7kH725Up3YnXbcaS6cbgfOFCcX3DG4zvvW48HxlxyNZott0rFNV2Puwmaz8Z/J95KS4SYl3Y3DlfxuL5/Hz3NXv0af0w6L2qZlByuRnkXVxHS1K6WmAlPLbXsj7O8tQMVn62SgDsS960HFGwtGseTXFXiLvfQ743Bad647kTGJJLNJBk9Oe5D/XvhcqdtGRAj4A2Uyi7pSnFz12NDS1wcd3Y0Jm8Ywe/IfFOQWMnf6QhaUj+BJMrweH4V5RbTo0Izt63eW2adpwo0vXGWOMIs6Rb0v/3du4yspyiuOez+xkt44DW+xD7/XMEjuNBdn33Qa1z9zucnK6ha6rrN20T8g0PGQdkx5ZRofPzWZvJ35tO7SiuHPXcmRZ/aOevzm1Vu5ue/9eIo8tZoyuLZp2bE5OzfllPHPO90O7v3gFo6/6GhzxVmYglXjtRxj7v2Qz0dPi5g/PtFomvDeipeZ8eFPzJo0h7SsNM677QyOu/BIq4hzLaGUivmz3LZ+BxOenszfvyynZcfmpGa6mTnh1zgr3H/caS6enPoghxzbw2wpFiZgGfly+Dw+Rp4/igXf/WX6iM2V4uSdpS/Son0zU3VYROaGw+9h7aL1ZsuoEhE466bTuPWV68yWUifwlnj59oOfmD15DhlNMzj7xtPq9A2y1tMa1HWcbicX3nU2C39YXCaW2gwymqTTvF22qRosImO4f9abLSM2RLDZq5/+uSHi8/i445iH2bRiC55iLyLw2xfzuPrxIVxwx5k1O6fXz7xvFpKfW0ivgT1p1bFFLauuXeq9kd+9Yw8PDn6SgC9xUTYpGSmUFJQgIiilsNk17E4Hd797k+WWSVIWz15utoSYsTts/PXTUi5sfg1tu7fmqseG0Ov4g8yWlZR89+HPbFyxpTRxn1JG5a13R4zntKtOIL1RWrXOt3rhOu475b8EfEF0XUcP6gwedgo3vnBV0v6263UCjO/H/czFLa9PqIHv3r8LX+SNZXLu+1z39L/oO+gwzhx+Km8seJbep/RKmA6L2PH7/Dx6TvRMnZpNwxahXKRZ6LpizcL15O0qYPGs5Tw4+EnmfvOn2bKSkl8mzymTmXUvdqedJdW8seu6zkNnPk1+TiHFBSV4irz4PH6mvfM9v31pbkbdyqi3Rv7zV6cx6urXEtqnM8XB5Y9cBEB6ozQuvuccnpz6ILe8fC1tuh6QUC0WsbPwxyWVFs2+f+ytNGnRKHGCqqD84j5vsY/X//2+OWKSnEbNMiOOsJVSpFVzFL9y3hqK8ytG6nmKvHz95owaa4w39dLI+7x+3hnxcULL+GmaxsCLB9B30GEJ69OidvB7/Kgo8fKHHNuDE4Yew56d+RH3JwubVmytM7UQEslZN56GM6XsamcRSG+UTs+jqpe22efxR61U5q3lWsi1Sb30yW9btwM9mNhUBqmZKZbPvY7SvmfriJkq7U475956OgAH9mrPij9WJ1pazGQ1y7CuvQj0PLIr1z9zGWPu/Qi7w47SdTKapPP09IeqTNe8a3MOn4+ezs+f/sq29TtxpThL17eE4051ccKQAfF6C/tNvTTyWc0yE35nbdE+2/qR1VG+fus7NLuGXi7EVg/q9Ak9mV3/zGWMOP2JpFhvUR5Xqosh951ntoyk5ZybT+fky49n6a8rSGuURvd+nas08NPf/5EXh79JwLdvsFhS6DFG8gKaCLqucLjtdDq8A6deNTDO76Lm1EsjX5xfjKZJwnLGO1x2Ln3wgoT0ZVH7zJ22sIKBB2OEtmnFFrau3cGLw980nvOTBNEEp8uB2DQuvudszrdyy1eKpgnrFm/ky9enl5aqPGHoAK554lIyGqeXtvOWeFn71z+8dONbZQz8Xva69fSQa8zvCbBx+RaW/rqSXgOTM8KpXhp5EcHmsKMHEzPqcqe7Oe7CoxLSl0Xt0/SAxqxfsrHC9oA/QM7WPYy6anRS+Vw1m8ZLvz5O9gFNyGqWaWUqrYLCPUXc2Ptetq/fWTpv4fP4mfb29yz8cQlvLhzFoh+X8Pq/PyjNXFod8nMKePDMJ3l32Us0b5t862Dq5cRryw7NadQsM2H9FeYWJawvi9rnwrvOxpXqKrPN7rDRvV8Xfvx4VtK5aEZOvofufbuQ3bqpZeBj4JP/+4Kdm3IqTEwHAzo7NuzivCZXM+KMJ2tk4PcS8AWZ9s73+ys1LtRLI6/rekJHXk1bN05YXxa1T59Te3Hd0//CneYiNTMFp9tBj6O68ehnd7Njw86kilrRbBqNm2eZLaNOMWvynKg1JXwlvjJVxmpKMBCskCk0WaiX7pota7ZTuLswIX053A6uGHlxQvqyiB/n3nI6g645kfWLN9C4RaPS/EJHnHwoq+atxRchqsIM9KDO3SeM5L+f38cRJx9qtpw6QVpWatz7EE3odGgHlv6+EptNo0vvA5Om2Hq9NPJBfzBhk656IGh64jOL2sGd6qJ7vy5ltp17y+l8/eYM8nMKCIRGg65UJwPO688BnVrw+5fz2bBsU0JdOt4SHy/dOIYPVo0us33PzjwmvzSV+TP+okX7bC6862x69O8S5SwNh1OvOoHVf67DH8fyj0pXvHnPWNxphtsvJd3Nf6bcW+F6MoN6mYVy3vSFPHD6E3E5dyScbgdj17xK01aW26Y+snv7HiY8M4Xfv5pPVnYGF9x5Vml6aJ/Hx2t3vse0t79P2MBiLyMn3cOAc/sBkLttNzccdg9FecX4vX5EjBKS/35rOCcOPTahupKFYCDIC8Pf5Ifxs1C6MtKbCJXWza1N7A4b3ft3oVu/zpx/2xk0b1c72Werm4UypucJERkkIitEZLWI3B9h/z0isjD0b7GIBEWkSXWE1yYtOiQ4la/A70mcu8Ji/2jcohE3Pn8VH6x8hZd/fZLjLzqqdE2Ew+Wgfc+2pGVVb4l8bfDUZS9REqqONf7JSRTsLixdrGMk4vLxyi3vJHTldzIx9j+fMHPCbPwe/778VQm8Dwf8QRbPWs7nr3zDdYfcxbq//0lc52FUaeRFxAa8CpwO9ASGikjP8DZKqVFKqcOUUocBDwA/KaVy46A3Jtp2a43dmbiEUgFfwFoI1UB58+6xvPPAeApyEzMHFI6mafz53d8AzP1mYcTJxaA/yKZVWxMtLSn4fPQ0vMXmh74G/AFKCkp49fb3TOk/Fp98P2C1UmotgIhMAM4BlkZpPxT4uHbkxY6u6xTlFZOakcI37/0QcSFD3PoOKjoc0i5h/VmYx+LZy/lxwiw0TePIM3vz5evTTQuxLCn0MPN/szn6nL5kZWewZfW2Cm0C/iAZjRP/lGE2SqmkKvsJsHjWMlP6jcXItwbCV4psAvpHaigiqcAg4JYo+4cBwwDatauZUVRK8cP4WUx68SsK84oZcG5fWrRvzkePfUrhniJEiOsESzTee/BjDhrQjRMvPZZ23VsnvP94UVLk4bPnv+SH8bOwO+0MHnYyZ95waoMsWvH6ne/x9VvfGyF3AlPf+s70QuC/fjGXRTOXcNFdZ/PMVaPxFu1Lq2t32jj4mO40adnw5ooK9xQhmkRNPGcG7nS3Kf3GYuQj+SGifXJnAbOjuWqUUmOAMWBMvMaksBxv/Pt9pr79PZ7QxTzpxa8JBvWE+toisfDHxfz9yzI+ee5Lbhh1OWffNMhcQTGwe0ceMyfMJm9XPoefdAiHHteTbet38NPE3/D7/PQ7/XBeGPYmG5ZtKr1xjrnnQ6a/N5O+gw7jwEPbc/S5fRvEgpzVC9fx9Vvf7Xv8VyTFIilfiY+v3/qOEeNuZ/3SjUx4ajIOl4OAL0DnIw7koQl3mi3RFGZPmYvDaU+K7wiMSfDB159sSt+xGPlNQNuw122ALVHaDiGOrpqcrbv58o0ZZTLBJVP4YjAQJBgI8ubdYzn2giNpnEQ5yMuz4Pu/efScZ9CVwlfi47MXvqLVgS3ZtHILejCIUjD+iUkVCq74PH5WLVjLqgVrSUl3884D43j59ydp1Kx+L9D57ct5pjwhVoVSlOY4v/zhizj/tjNYs+gfmh7QmNadW5mszjwiFQoxg7SsVPxeP/3POJyrHhtiioZYomvmAl1EpKOIODEM+RflG4lIFnA88HntStzHynlrcLiSf9So2TX+mJa8lXoC/gCPX/I8nmJv6Wo/T5GXdX//g9/rJxgwyppVVVGrpNDDjk05vHn32ETINhV3igvNlhyLW8qzfslGPn5qEkX5xaRlpXHocT0btIEHTK/r4HQ7uPvdG3nw4zt4Z+mLPPLJ3aY98VZ51SqlAhg+9unAMmCiUmqJiAwXkeFhTc8DvlVKxS2RS9MDGic8T3xNEBHsjuRdZ7b8j9W1FlYX9AeZNWkOwWCQLWu2kZ9TAEB+bgGbV2+tN+F7x198FFqUghFms339Tt598GOu6HQLhXusPEoAB3RqyYV3nYXDZc7v0Ofx8+pt73HIcT1p2aG5KRr2UqcWQymlGNbrLjYu35wUbhqHy44e1CtocaU6+d/mMabETsfC0t9W8MCgJyguKKm1czpcdjSbDT0QJL1xGgW7i7A7bDhcDm5++RpOurTuL8j5duxMXho+Bpvdhs/rj5oPxUxOu+oE7n73JrNlJA3/HvgIf/9sTlQLwIDz+jHys3tq9ZxxWQyVLIgIT09/mO79u0Qtw5VIbHYbp1wxEIfLgSvViTvdjSvFyYjxd5hm4AP+ABNHfc6VXW/l0vY3MubesRVGd936da71wtR+bwBvsRe/L8Du7XkEfAE8RV4Kcgt5Ydgb/P2LeT+02uLUKwby8cY3ue216zntqhNKl7CHo9nN/Un9Mul3U/tPNsJzxZvB7Ml/cN3Bd5q2EArqmJFXSrFx+Wa69e3MCUMHYHea6xLxFHnxFHl4f8VL3PB/V3LLy9cwfuMbHH12X9M0jTx/FGNHTmTL6m3s3LiLKa9M49YjR5Qm2Nr7/8BLEleuzFvsY8IzUxLWXzzJbJrByZcdx40vXEVaVmoZP73daadFu2wcbvPmjZIpZDAZOOWK4yPejBPJP0s3cedxj5jmSktex3E5dF3nyUtfYs7X8/EWe9HsNvRg/Fw2KeluHvn0Lj5+ajJ//RRt3ZeRLKp5u2acNfzUuGmJlVUL1rLwxyVl0iz7vQF2bcll4rOfM/vzP1i7cL3x2emJdXft+Cc507DWFHeqi9FznmL0be8y5+sFaDaN4y48kptevJp/lmzkiaEvsmtz4hd9H3GKlZkynKPP6cvR5/Zj9uQ/TI24Kcor5ovXvuHSEYmvIFdnjPwfU/9kztQFpfHx8faHlhR60IM6S39bWWm7Zq2bxlVHdVgxd40RU1cOT6GHjx77tHQSVK8iaqa2sdltHJqkpdH2h+zWTSP6Ww8+pgfjN7zBa7e/x5RXpyVsDYc7zcVtr16XmM7qCJqmcf/YW1kxdzXzpi/ik+e+oDi/9uaiqsM37800xcjXGXfNjxNm4yn0JLTPN+/5kIC/coM4/YOZfPfRTwlSVDnN2jZFi7ASVbMJSpk3UZ2S4eaSe88xrX8zEBFOGDoAl9uZsD7TstKY8/WCpCpykgyICN37deGyhy/knSUvkJXAqnHhbF+/3ZR+64yRd7jsCa+jvGHppipHYd5iL6/e/l5pNkAz6XNqLzIap0WI505cUfPytOrUgjcWjErK2pfxpnv/LglN/5CzJZdXb3+PyS9/nbA+6xrZrZvyyba3GfX9ownv26x7b50x8qdddQLOFHMnUKJRuLuIm3rfS1G+uQmRbHYbz//0X7r164zDacfhdtCmayv6nXG4KXqaHNCY1+c9U1plqaGhaRopGSkJ7dNb7GXsfz4hWAfWk5iFiHDIsT0SH0NvGfnKOeTYHlxw52Ccboep0QvR2LFhF5+/+o3ZMmjRvhkvz36C8RvfYOyqV3j+58dY8N1fpmgpyS/BmZI4d0Wy8ef3f5GzJfGTr95iH9++N5NVC9YmvO+6gs1uo3m7xD5diib8NPHXhPYJdcjIA1z92FDeXvICXXsfaLaUCvg8fn75LHlilBs1yyK7dVPef3gCvhJzkjQppcjZstuUvpOBr978zpR+A74Ar935Hv8+/hFuPWoERXnWKthwdm/fw+hb32HzqoqpmeOJHtQZdc1r/O/ZKQntt04ZeYBWHVuw7PdVZsuIiNkLLyIxc+Js0/pWuqJR8/qduKwytq3fYVrfxhoOL6sXrOXF4WNM05Fs5OcUcMPh9/DVm9+a0r+32MtHj32KJ4HhnHXOyK+cvyau8fE1xZni5NxbTzdbRhkCgSDFeeaEi4kmHHJ8T5xJ6FpLBD9/+hsbl202WwYBf5CfP/sdvy85Uu6azRevfUPRniJT06KIJmxdk7iniDpj5JVSTH37O+479TGzpUSkRftmpq50jcT86QtN61vpir9/XsaTl75kmgaz+P2r+Tx71eikiLgC0AM6u7fnmS0jKVjw3d+m55j3FvtYNHNpwgI16oyRnzJ6Gq/d8T6Fu5PTv7g3+2IysXn1tsglXxKEt9jL71/Na3ATgO8+OD4paouWIvDxU5PrTUbQ/aFFR3MzQoKxev/dB8cztO0NLPl1Rdz7qxNGPhgMMnbkxKQpBBCJZPQ9dzi4nekVs7zFPn77onrZRus6W9aas+glKgq+efcH/tXxJrauSzJtCWL9ko08dNZTzJ48x2wpoIwV9SUFHh4995m4h7vWCSNflFdcms4gIiYnpHSnuhhy37nmiojAYSckRyqBqW9/16BWYbpTk289R8AXYPfW3Tx+yQtmS0k4m1Zt5bajRvDH1AWUFCTeheZ0O6JmzfV7Ayyfszqu/dcJI5+WlYorSrx1+4PacNK/jsVey6lzY8HpduBKcXLxfedw0r+SK1/6sjmruP6Qf5stAzCKKi+bk5wRUfEgvDxlMqHrinV/byB3W8MKax3/xGd4S3ymrTgd/vxVtO/RJvJOIe5utDph5G02G0NHnI+r3AjJlepk2LNXcOCh7Ul4zgNAs9voeEg72nY9IOF9V8aODTu595T/siEJojvAWHiSY0JGRrMQE67FWBExIm4aEst+X2laRJ7NYeOs4adyyX3nRkx5LCL0OLJLXDXEZORFZJCIrBCR1SJyf5Q2A0VkoYgsEZFaz9h18d1nc80TQ0uTC7Xs2Jz7xt5G30GHMe7xz6qsRxoPPIUelv+xmueue50x936Y8P6jMeGZKXgrc28lGL8vQLe+ncyWkTC69+tstoSoZLdpSrM2yZM5NREcYHK922AwyAlDB9DrhINLDb1RaMjFgxPujHvt1yqTN4iIDXgVOAXYBMwVkS+UUkvD2jQCXgMGKaU2iEitT2GLCOffPpjzbx+MrutomkbAH+C+Ux8zLXXoXjxFXj4f/Q0X/vssmrZqbKoWb4mXb979Mal84Mec15/m7RpG/poV89bw96zlZsuIiM1u44GPbkvqJ414cOmI81k0c3GZiCdnioPep/Zi65rtrF+8MW59iwh//bSUw088hMc+v49FM5cwf8ZfZGZncOLQYxJiL2IZyfcDViul1iqlfMAEoHze2EuBSUqpDQBKqbgu9dM0Q/bXY2ZUme89UThcdlb8Ed8JlFj4aeJvpqYVLo+IkN2midkyEsa4xz/F70mi8MkQYhOe/+W/dO8XX9dAMnLQ0d0YMe4Osts0we6043Q7OPmy43lowr+5/bXr4xq4odk0ivKMeHgR4bATDubaJy/logQOCGNJw9YaCL/VbQL6l2vTFXCIyEwgA3hJKTW2/IlEZBgwDKBdu3Y10VuG6e/9mDRhlbquaNKqkdky2LBsEwFfZJ+r3WlPuFtLKcXkF7+m8+EdOXHIMQnt2wz+WbLRtAm+yshonM6zl7/Cnl35HHR0N65/5nI6HNTWbFkJ4+hz+nLU2X0oyC3Ene7G6TJcJB8/PTmu/fpKfLx44xhWzF3NZQ9fiMuETLqxjOQj3efKX8Z2oDcwGDgNeFhEulY4SKkxSqk+Sqk+zZrV3cd3zSblXms0a9OEbn3N98V2PKQ9KenuCtvtDhvd+pnjFw/4g7x841sNYmn9gb06JKU7JH9XAZtXb6NoTzFzp/3JbUeNYNOqrWbLSigiQmbTjFIDv3tHHn9+vzjua0nyduQz6cWveWDQE6a4UWMx8puA8Ft+G2BLhDbfKKWKlFK7gJ+BXrUjMTqnXX2CKalsHW4n6Y3SSEl343Q76HJER56d8UhS/LiPvaA/GU3SsdnLFpjOapaZkNV10VCh8L36jjFaS+70ykoZtYk/fnKS2VJMJW9nPnZnYkKvfR4/qxasZdnviXcvx2Lk5wJdRKSjiDiBIcAX5dp8DhwrInYRScVw5yyrXakVGTzsFFp2SPwyZW+RF7vLzouzHufdZS8xes7TZCdBrdf8nAK+HvMd/QcfQff+XXG6HbjTXPQffASFeUUQZ1e9ZtOirvwNBoKkZaXGV0AS0KlXB56Z8TDd+nXG5rDRuEUWNmfyRSrrQd0Ug5NMtO7SMqEDM11XrP5zfcL620uVV59SKgDcAkzHMNwTlVJLRGS4iAwPtVkGfAP8BfwBvK2UWhw/2QZ2h52TLzNnEdKeHXn4PL6kqXq0bM4qLjvwJt5+YBxfvv4taxetp+Mh7fhg1Sv89dNSvEXxnQy0OWw8Pf0h7nzzhgrxwJpNo2331rQ2OZQtUfQ8qhuv/PYkNz5/JZ4iL0Ff8kyE70UEWndpGN9HNBxOB1c8elHC+rPZNVqakDsnpvpXSqmpwNRy294o93oUMKr2pFXN0t9WMN6sR04Fm1ZuxWa30ah5lqmxx0opnhjyQpkl2yWFHtYt3sALN7yJPwFZ95SuaN4umwM6teT8O8/kk1Ff4HTZ0XVFdpsm/GfKvXHXkEx8Pnoabz8wPmkCA8rjdDsZOuJ8s2WYTkFuITaHjWCcF4hpNo2s7Ex6n3poXPuJhJgVT92nTx81b17NE1fpus6lbYeTs9WkJdoCLrcTm8NGwBeg59HdeOSTu0wpHLJ59VZuOOyeiAYlvXFaQjJ3ajZh8PWncNtr1wOwZ2ceK/5YTaMWjeja+8CkmK9IFEopLmx+Dfk5hWZLiYhm0xg56R6OOquP2VJM55b+D7Bibpxzx9g1Dht4MPe8fzPZB+x/OLGIzFdKxfzlJZ+zMEbW/b2B4gITF0GFJq+K80vwefwsnrXctORPmk2LOmufqJWvelCx/I99+WkaNcui/+DedOvTqUEZeDCui8I95hZ1j4bdaePBCXdaBj5E83bZcc2I4nQ7GDnpHp759uFaMfA1oc4aeTA9i24ZAr4Af/+yjF2bcxLed6uOLWjZIfLcgD+BcfHr/t7A6j/XJay/ZMWV4iS9UfJNMosmXPf05Rx3wZFmS0kaLrjzzLhG6Pk8fj4f/U3czh8LddbIdzykHelJFq3hcNrZsyPflL4fmnCn6SPmgD/Ii8PfNFVDMiAiSenvzmySzrm3DjJbRtKwc1MOeTvzufjec0jNTInbylezk/PVWSPv9/o5+py+pueSD0cpRbserU3puyivGHe6+XnMV8xdw6t3vMc37/6QNOXvzODCO88iNSvFbBml2Ow2Hhh3OzZb4lNyJxtKKV6+5W2u7HIrz1z5Cp+M+oJmrZty19vD45KC49Dje9b6OatDnTTywUCQuwY+yjfv/Zg0Phu7086wUZfjdJuzEMbn8Zs+kt/LlJenMvq2d7iy8y3s2LDTbDmm0bZL8qSg1mzC5JenVt2wAfDtBzOZ8cFM/F4/xfkleIq8bFi+ieevf5Ndm2p/1N2l94G1fs7qUCeN/JyvF7Bh2WZ8JUmSCEqMTHdn3nCqaRJ6Ht0tqWp4eot95O0q4KWb3jJbiikopShJovBJvzfAn9//zbb1cc0dWCeY/PLUCpXmlDLCgOPBxuWbGTH4Ce449mEmvzIVb0lir4s6aeT/+mUpJYXJ4wpo3CKLoQ+cZ6oGd6qLUy4/3lQN5dGDOvOmL0LXk28xUDxZ/scqhvW6iw1LN5ktpQx2p53t6xvuk9Ve9maFTBSfPPclc6ctZMns5bzzwDjuPO6RhOZxqpNGPrt1E1Ny1kTigM4teOW3p7A7YlpXFld6Ht2tQvUss9E0SRo3UiJY9/c/3H3if+Kao7ymFOeXEPAnvrhOsjHg3L7YnYn7vYY/IXiLfWxcvpmfJv6WsP7rpJE/+bLjsNkqShdNKmSIjAsCA87rx9g1o/lg5eikSW1w5Jm9SaY8t5pNY8B5/RuUkf/wsU/xJWE++b08MOgJfv40cQYmGRn6wPk0bpGFw2XOwMxT5GXO1/MT1l+dNPKNmmXx9PSHaNY2G3eaC1eKk7bdW/PWX88xZc9YtCiV0WsDEbjzzRsY+dk9tOrYIm791ARPkZeeR3UDMcL4bCYUNw/Hlerk1tHXmqoh0az5c13cfLu1gVKKZ654hd3b95gtxTSysjN5+bcnTfuebHaNxi0bJaw/830MNaTnUd0Yt/41Nq3cgs1u44BOLQEj8kZsGui1PwnZqlMLnv7modK+kgWf18/HT01i/BOTSgsWKxQohWYT9KA5F3Przq3Iys40pW+zaNujDVvXbo/6QJXeKNX81bAizJo0h7NuPM1cHSYyc8Js0wqa2512Bg87JWH91cmR/F5EhLbdWpcxuppNw1HL/jZXqotHP7ubsatGJ52BV0rxwGmPlzHwewkGdNMMPECf0+JeUiDpuOyhCyrMF2k2jebtm/HIp3fx6c53azX7Y1azDJzu6hWCVrqOLwFJ65KZ+TP+MqVf0YThz11J+x5tEtZnnTbykfCW+PDWUmjlJfedw8MT/82U3e9zzHnlKx4mB3/+sJiVC9ZWMPBm43A7uOTec82WkXC69+vCyEn30qZrK0QTUtLdXHz32Yxd9QrHnn8kNpuNF2c9RuvO+z9YcKU4eWTiXVH3R/M5iwj9z+y93/3XZRq3iFz3IBF899HPCe2v3hl5p9uBuxYiTA7s1Z7rnrqM4y48KikiZ6Kx9NcVCUtCFjMCz854mPRGaWYrMYU+p/biveUv83XxOD7PG0v/M3vz9OUvc8/J/2HyK1Nxpbpo3XX/R/Oa3Ubutj2cfPnxFapRuVKdPPLJXfQ9/TBsdpsxT6MJrlQnF959Nm0aeC758247A4nj3F00lK5YNX8tOzclLsdV8lqvGqJpGufedjqTXpxa41zerhQnN/zflbWsLD40adUYV6qzwuIOM0lJc7N9/S4OHmC2EnNxOB18/uo03rrvI3wlPpSCZb+v5Os3Z3DshUey8IfF++U2CQaCdDy0PQPO64fNYWP6ez8C4E5zMWzU5Rx5Zh/6D+7Nkl9XMHPCLETTOOlfx9K9X5faeot1kk0rt/DtBzPJbt2EXZtzEz4Ba7PbKNxTlLAaFDEZeREZBLwE2DCqPj1dbv9AjBKAe1MQTlJK/bf2ZFaPK/9zCZ4iL1+P+Y6ALxDRlaHZNE69aiCFuYX4vH52bswhZ0su7Xu25erHh3LIsT1MUF59jr/4KMbcM9ZsGWURMfVxOFkoLijhrXs/KuM+9Bb72LZ+B/k5hQT2I0OoM8VJ75MPLfXt3jb6Om4YdTmFe4pp1DyzNEeNiHDwgO4cPKD7/r2ZesL8GYt49LxRBHwBgoEgdqd9v76HmhAMBGnXPXE5rqosGiIiNmAlcApGwe65wFCl1NKwNgOBu5VSZ8ba8f4WDYmFkiIPi2ct57GLn8PvDRDwBbDZNWwOO6O+f5SeR3YFjAIkRXnFpGakGI+2dYzVf67jvxc/R+6W3SilCAb1uFe6iYaI0LR1Yz5a91qDT4a14Lu/+O9Fz0VcYanZtJjnUUQTnC4H6Y3TKCn04E5zMXjYKQx94DwczupNujZkdF3n0nbDydliUqGhEHaHjUk575GSXrMEdtUtGhLLSL4fsFoptTbUwQTgHGBppUclASlpbvqedhjvLHmRKa9MY/kfq+jUqwPn3X5GaYz79A9+5O37xlG4pwiH0875dw7mikcvRtPqznRF58M78sHKV9iyZhtrFq7nmSteMc3ItzywOU9Ne7DBG3gwqnJFNeQxLFoTTRh0zYl0PLgdPY/qSre+nWtZYcNi+z87KdwT/yppVeFMcbJt3Q46HtI+If3FYuRbA+FrtDcBkUJNjhKRRcAWjFH9klrQVys0a9OU65+5rML22VP+4JWb3yn13Qd8AT597iuUrrj6saGJlrlfiAitO7fi2w9m4vfG5/Gz08HF3DByC5+/k83saZkY8/aKU4bk0Of4Qtypin5nn4wtM7nCTM2iyxEH0rhlIzxrt5fx+9rstojJ5GwOG0ecfAitO7eiXY82nHrl8bhSkitNRV0mJd1takjxXgK+AE1bJ65KVCxGPtIUdPlPagHQXilVKCJnAFOACrM7IjIMGAbQrl276imNA2NHTqwwOest9jLppalc/shFSR1VE42UdHdp3dlwRPYv44E7JciQW3fQ6+giDj2qCF2H36dnsmReKlfesx1XSujkJc+hPG9D9peIrWEbexHhqWkPcv+gx9mzPQ/RhIAvyMBLjuaXz36vkGTP4bRz2cMXlboRLWqXRs2y6HlUVxbPWm5axlZXipPjLz6azCYZCeszFp/EJqBt2Os2GKP1UpRS+UqpwtDfUwGHiGSXP5FSaoxSqo9Sqk+zZubne9keJdd50B+kON/E+rH7wQlDjomYv0fTdBzO6sfS2xzGcWdelcOxZ+YBxg3DZoMjT83n+oe37TPwe1F5qJ3Hoec/XVp7Vul5qOLPUEUfogLrq62jrnJAp5Z8sPIVRv0wkocn3sXErWO4c8wNtDqwBQ7XPn+6K8XJQUd3o0f/hh35Em8e/PgO2vVojTvNRWpmCk63gyPP7E2TVo3i0l96o1Sy2zTFZrfhSnEy6NoTuePNYXHpKxqxTLzaMSZeTwI2Y0y8XhrujhGRlsB2pZQSkX7Apxgj+6gnT8TEa1XcefwjLP5lWYXtmU3Tmbjt7TrrV/7unZt54dZt2O3Gx6/rcPeLGxg7qhWb1jrRg3vv7YqqSmtddtdWzrgsl6YtaugCcvRD0m9A7b4l1FdoBJV6JVrm3TU7Zz2guKCEic9O4fvxs7DZbZx+7Ymcf8dgayI1ASilWDlvDTs35dC1Tyeat80mGAxyhntorbtzHE47591+Bpc+eAHuVFetBHZUd+K1SiMfOukZwIsYIZTvKqWeEJHhAEqpN0TkFuBGIACUAP9WSv1a2TmTwcgv+XUF9536X7zF+0LcXKlObnzhKgZfn7jcErWJUl7U9t4U5QdY8HMGmk3R+/hC3Kk6Po/wxPD2zJmRiTtN55SLcvhqbDP0YHlDr3C5dXQljJ62kg7d9zcG3w2Uy/8vKUjjtxFn3/08t4XF/pG3Kx+/18+lHW5ExcFn3/Hgdoz567laO188omv2umCmltv2Rtjfo4HRsXaaLBx0dDeenv4wb9//Eev+3kCzNk25/NGLOf6io8yWVnNUEaBIy9RL3St7cboVNz++mT9/yWDAoDyuun87+bkOfp+RiafYGGG4UoIc2LOEwZfn0ueEAho3q41J3AhuIuVBlUyxjLyFaWxcsZmn/vUy6xZvAOJXGaqRyWtG6t7MYi1z8IDuvPjL42bLqD2kMWjZoG+NuLt5Gz+PvruO7z5pggD3vbqB2VOz+PZ/jRENTrl4NwNOz6N2I0gjrepUoJI377pF/aakyMMdxz5MQU5BXEswuFJdXHBnzMuH4kKDN/L1DRGBrP+gdt9GBRdJiN7HF3LYMYWgQNPg2DPzKoz6a5cIvyJJRVLOimOfFhbR+fmT3/B5/HE18Da7xhUjL6b/GUeglDKteE7dWfFjETPiGog0HQ/2w4k2sWqzgS2ht3gBHKH/U8B1CjiPTaQAC4tSdvyzC0+c60Sfd/vpXDhsOfr2w1Hbu6PvOh/lWxTXPiNhjeTrKeI4GOXoBoE/zZZiYOsGKYNAFSGuE8FxRIWRjQpuAe+PgA1cJyO2ClG4FhbVRgXWoPIfB99cEDekXEKX3seRku6usFahtnC47Zx+0S9QPJfSJ+rAYlTuFZA9GbEfGJd+I2EZ+XqIUgrl+xVKPjFbyj4cPdDSb4q6Wy96DwqeZ9+TxxOozMfRUs9JiDyL+okK7kDlXAyqkNJ5oOKx9D5yLa27tGLd3/8QDNR2LQbFDSM30KZdpHU4HlThGKTR0xH2xQfLXVPPUHohKucC2D2c0pj0ZMC3ED3vYfQ9d6I836DUPm0qsCZk4L0Yox6P8Xf+Q6jgLpMEW9QHVPFHoLyUnRfyYgvM4v++u5ZWHW1EnDPaT9p0jFbiUYHXKhpisR+ogmcgsALDYCYR+joomQier1F596N2X1dq6FXJVCLfkDTwfpdQmRb1DP/fQKQoLj8pwfu54dGVpGbUZCSv6NqrCJs9UhpzxZ+/VJK2QOWi9MIa9FkzLCNf3/B8SeSQxWQgNGJSxeD/M8yAB4kYS48Cldhc3xb1DEcPjAn/8ugQWMJhAwqqfUqbQ+fmJzZz8c07cKdUvG71oMbyP1Ojn0DcENxU7X5rimXk6xsqiVw0laGKUZ7pAIj7VMAZqRG4T0yoLIv6haReDhLp2jJwuhQvfL6K6x7ewonn55LZyMdBfQuwOXScbh1NU9gcxv8p6UGcbp0Tz93N4MtzaN/NS8Bf0YTa7DodulcyoauCkMDkfdbEa33DdXxohJxchb0rooFkAiCOnqjUy6H4Q4xHaw2wQcadiO0AM0Va1HHE1gqajEPlnE+030SH7l46dN9JwA9ayEWfl2vnp88bUVyo0eeEAlof6GX9MjeNmwc4oINRyrFdFy89ehexZG4aft8+Y+9wKs67LtpckhtSBiNao9p+q1GJKXdNPEiG3DX1ERXcZlzQej6RfZHJghtpOh5xHFy6RfmXojzfAjYk5QzE3sk8eRb1Cn3nIAiurfXzlhRpjB7Rmp8+b0QwKLTv6uH2ZzfRo3f4xKtgDFwckDoEybgHkZonootLgrJ4YBn5+KH0IlTxF1AyDoJrSKooGwA0yBiBlnaFkYo4uBHEjdiamy3Mop6iF38O+Y9g5E+sfQJ+CPg13KmRnhYc0HQSYu+EkdR3/6iukbd88vUQ0dLQ0oeiNfsKskZjJA9NJuyIayDK+ztq53GoXWeidp6InnMxKhg5546Fxf6gpZ4DGXdQVWrtmmJ3EMXAA+JC8NWKga8JlpGvxyj/35B3J8k3ktdR+c+jdg8DfTtGXLwP/H+jci9HqdjmE5RemNBQNIu6jaScjznTkArs5lX7sox8PUYVPEe0JGXmEgDfdCpqC4KeA/7K3Xgq8I8x6t/RD7WjH3rOpajAxkqPsbBAj2cSvkgI4IaMhxAxr1avFV1Tn/FXrHqVPER7ulAQ3Bb1KKVKQsvU91Aad+9fgModAs1+RCoJl7No2CitEYlbQ+IC14lI2tWI87AE9RkZayRfn4kafmgjae/vKgiOXtH3e6ZFWKauGwusPDPirc6iLlPwDPHyyVdEIZkPmG7gIUYjLyKDRGSFiKwWkfsraddXRIIicmHtSbSoKZJ+K0bpvXCMLHxojUg+Q58C7tMRe/uoLVRgExAhL4jyJHQVoUXdQikdSj4nHnlqIuND6fkJ6qtyqjTyImIDXgVOB3oCQ0WkZ5R2zwDTa1ukRc0Q94mQ8TCQTmmsrr0rpF2PNP0cUoYSecm3Gbgh4wEkq/LsfOLoCRJhybi4wFHhsrSwCBHEKEGdQPL/m9j+ohDLSL4fsFoptVYp5QMmAJHyv94KfAbsqEV9FvuBXvw5FD4JhNKsokNgGeScBfpuJO1KkxWGYeuIljYEkSouSddAsLWm7M3JCbYO4BwQP30WSY0KrEfPfxJ9903oRePQ9XyU9ydU8SRUYL2x+Mie4EGA/w/MWocUTizP662B8NCFTUD/8AYi0ho4DzgRsCozJwHKNxfyH6ZiBIsflB+Vcx44DiJxj69VoG9ElUwC9+BKIxFE7NBkAqrwZfB8BQi4z0bSb636BmFR71B6MSrvAfBO27fR+wsUPIbChTHRGkDhBvcpxqpX5Q9t14h3+g+ldAwnh3nEYuQjzVSUtwwvAvcppYKV1TEUkWHAMIB27drFKNGiJqiid6g8fNIP/r9Imhw3qhCVNwIKXkc1GQeBTVD0MgTWgqM7knEr4jgEANEykMwHIfNBk0VbmIlSQVTOpRBcWm7P3jTb4atbPcakvdYa3AOg5H/Ef/2IDU0zfyFiLEZ+E9A27HUbYEu5Nn2ACSEDnw2cISIBpdSU8EZKqTHAGDDSGtRQs0UsBDfH0ChJDHwpOuj/wK5jym72bUPl/AZN3kWc1oOiRQjfL9XMRxMAfQv4V5GQBYKuM+PfRwzE8nw7F+giIh3FCEIeAnwR3kAp1VEp1UEp1QH4FLipvIG3SDDOo0ieSdXawGvU6bSw2It/MdVf7OeHwNx4qCmHBo5uCeinaqo08kqpAHALRtTMMmCiUmqJiAwXkeHxFmhRMyTtWpA0ki9Mcj8IrIi4WQV3oorHoYo+QAU2JFiUhWloBwCVFOcwFd1IvJcEWFko6zEquA1V+Cp4Z4OWbqwkVQVU/ahqBzRwDQKKwPsDyTFB2wit5R9ltuglX0HeAxhTR7rxf/qNlRYNt6gfKL0YtXNgaPWzWQgRfxuSimQ+iqScV/s9VjMLZT0a5lmUR2wtkazHSl+r4C5U3j3g+wPjwgxS8QK1geskJOs/iNYEpeeidhwdoZ0JlMsvr/TckIEvV8+28A2Ua6ARU29RbxEtFZp+jNpzd+gpb+81nUgcIBmgCtl3HdpBawLuMxKsJTJWzFkDQmzZaE3eQ5r/BtnfgzSn4iXgRDLvR7QmxjFaE3AckXCtEQksRgX+MfLX6Lkoz48QMTzNhyr5KuHyLBKP2DuhZU9Gms+CtNtIvEnzgcqH1CGgNQdpAikXI00/MzUpWTjWSL4BIlomomWimo5D7bkJAv8YxlJSkaxRiK11aVul/KEUCMmAF7XrDIzRmg0kPUpN29DCL4yEZpR8hfL/BfZOSMq5CS29ZpEoHOCZjCkRY+JGXAONsN4kxDLyDRixt0OyvzLS9CqPYQTLLShSBU+Dd5ZJCiOxN4ugDmp3lDZuxH264Z7KOT+UYrYEcKMKR0OTjxFHl8TItUgIavf1EDRp0l35UFoLVOEYIz+O2IzRfOol+1Xmr7aw3DUNHKXng77NqF5T3sArDxRPJDlz0oejUTpZjBtShyLOXqjCUaDvYt+iGA+oAlT+A6Yptah99IK3wL8Ac9Z92MDZH/JHQOFoCK6CwHIoeBa15+Y6k9bAoh6ilEIVjYbCMSAOUAGU4xCk8WuIlmU00ndTvdSsLipMgiYEHdzngq014j5p34Sr53sqJqVS4F+C0ouNiTuLOo0KrIaiF01UEITAZmORVZnBkAe8c4xV5c5KUmcnAGsk31DxfgNFbwPeUGSAB/wLUXv+va+N1sy4AcR+0loWWQ08U8D7HcrWIWxjtDGMRJmwtahrqOKJmF7eUl9L5ALhgdAThrlYRr6BooreBlX+wvSDb44RmkgoGVjaDSSu0ML+EMqwueMo9N23oe++CZyHAuUrRdnBeUzSRD5YREYphV70MfrOE9G3H4Geex3Kv7JiQz0X89NzRHHJiMMYKJmM5a5pqOhRJi3FbkxUak1QygslExKra78pMZ5SAKMClgPDjRQavWvNkawnzZNnEROq4Dko/pDSEbLvF1TuPGg6BbF32NfQ3tkMeTEggBPcJ5stxBrJN1icxxL5Hu8AWygfnWdqaKRk/uRRzQgCHrAdaBQkafQqkj0NsWWbLcyiEpReCMUfUNYFokB5UEVv7NuidCj+JOH6IpMG0hJIAdxga480+QiR8pXZEo9l5Bsokn6TsVKv1J0hQApkjjTcNIDy/WXUTq3rBFcgju6I62gr53xdIPhPlLkgHXyLAKNIiNp5AujJkR8GSoyQXtdx0PQzJHs64uhqtijAMvINFrG1QLK/hrSrwX4IuE5DmoxFSxm8r5G9E8bIpK6jo7w/mC3CIlZsrUD5IuwQsHc0IsN2X2eE/ppKJvtMqA54wTsTCp+nsroaicYy8g0IpXwov5EaAEJpDjLuQsv+DK3xy0i5UC9JObua0TVJTKS6sNVA6YXoeSPQtx2Kvq2nMREYSJZRZP1CtCbgPpWKRehdSPpwY4I9uBXT3YhaeoSNXvDOQgW3JlxONCwj30DQS6aidhyFyr0ctess9F3nVnkhipaJNJ0Atk6VtttH2v4LjQsC3p/Qiz5CL56EKhprxFfHiFIKlXsllHyBEQsdAN8sVM6FKL0gbqobMpL1NKSchzFpbgetNdL4ZcRxKCq4g30rn81EJ2JkjzghuCnhaqJhRdc0AJR/GeTdT5nFGoHlqNyrIPubSh8txd4Zsqeidp4CelXLxpN1Zawy4pX9CwANhQ0KbKiUs5HMx6p+tPb/CcE1QLgLQTcmAksmI2lXxFF7w0TEiWT9B5X5kBHqKxlh31OyuEKaAzlUuOEoX4WMqWZiGfkGgCr+iLIGCoxSe9sh8Dc4Dq30eBGBpuNQO08l8qKPvZi8KCUm9o6+/FAyBRVYjXL0QlIvRqL9MANrIOLy9BIIlK8valETlNLB+z3KMx1IBUdnCCwB7EZSOWdflAqC73cIrMQIjzV7EdSy0tXi+1xHbkg5vzSLazJgGfmGQHArkReMaBDchZJ1xg/H1h5xdI94CrG1QKVdC0Wj4yo1sfhCI/y/UMUfo7L+Dy3l1IrN7AeCSAQXcArYeyRCaL1GKR2150YjDQChaK7Sh0JBlXyFcg8G38+gikD5Md3AA6Ag5RIIrAP/PCNaLe0qJPVKs4WVISYjLyKDgJcwbp9vK6WeLrf/HOAxDEsSAO5QSiVT6sKGjet48M2jgjtFeVHF48E3JzQi8aO0puA6AXGfDM6jy7gyJO1qVNG7lP4Q6w0B41/+/Sj3QIxSxmE4jjBi7QMr2fdEpBkpZuNQ+achoPwrUJ6vgaCxKjTcwJdtCZSA5zNMn2itgI5oWUiTMWYLqZQqJ15FxAa8CpwO9ASGikj5kjvfA72UUocB1wBv17JOi/1AUi4EW3OMSay9pID94FCVqL35a7xGoqWScUYGvT03GI/IIVRwMxUTftUz/BXdLyKCNBkLKWdjRHzYjNQITT9BtMyES6zr6IVvoHIuhKI3oegtKHiaqgcOJhp4rVWUHU5wmb+itSpiia7pB6xWSq1VSvmACcA54Q2UUoVqX07NNJLvltugES0NaToZ0m8Ae3dw9EMajTIWnUSbLFXFxgjfMw0AvWQa5JxPRd9+PUJ5UBXC9gxES0fLehKt5V9oLZehNXkbsbdLsMC6jwpsgMKXMZLZ7TUTZueeqQTX6ZA9HZwDMcylhP65DddMkix4qoxY3DWtgfCA4E1A//KNROQ84CmMKefB5feH2gwDhgG0a2f9QBKJaBlI+i2QfkvpNpV3T+UHqRJUyRRwDYS8+6j3o3iCUPIpShsCto6I2Ixyg0XvG64aZy8k9QrE1rJWe9X9y6H4I/CvMSYcHYcYi2pUMeI+A1LOrehCigGl70YVfWTcrO1tkdSrEEe3WtVebU0lk6hT15FeCDuPDr1wGNXI3IOQ1IvqTA3hWIx8pHilCiN1pdRkYLKIHIfhn6/wHKOUGgOMAejTp4812jcb5wDw/kClIylxgm+2kbis3n9jCkrGoko+BlJR6cOh6OXQRF/ASMVc/D9o+gliP7DqswV3oQIroWQGBNcCAvpOUF5wdAf32VD0BgQW7zsoMB9K/rfvHP4/oWQSNPkwYpUhXdfBOwW8s8HeDVKvQdPsqOAOVM45hpHCC/55qJKp0OhFxH3C/n5QNSew1ry+a4L/d8qESCo/+H6FzEdMk1RdYjHym4C2Ya/bAFuiNVZK/SwinUQkWym1a38FWsQPybgf5ZtrlP6LmAvehaRchDHyqvcWPgw/kAeFz1TcrgKo/KeQJm+hfPONkanyIu7BKMexUDLWWDQV/Acj3DTKDdS7AbzfVi1FlRiVhjwzIOWMMrt0PR92nmgUkgbgSyh8Eb3Jp0b2UD2PfaNmHShB5T8IrllRc/goPR+UL35J3Ozdw7KEJjtCxaeOUOhxEhQDiZVYjPxcoIuIdAQ2A0OAS8MbiEhnYI1SSonIERhZr3JqW6xF7SL2dtBsOqr4Y/D8YMTMlyGIknTEcRBVG3kXSBrYD4Xg8iTIKxIvFPh+Rc9/AYrfYe8chfJ8S2mUTq13WYzy/oCEGXnlXwV7bg0z8HsJwO6rQFIia9HzjYgq56FgP6Q0ekoFd6Ly7g5FYQnK1hrJerZCqouI8oI5oRDCLHD2RSoryJJyrsmVnKpLpOteC2VnrRtUaeSVUgERuQWYjhFC+a5SaomIDA/tfwO4ALhCRPwYw5dLVDIUN7SoEtGaIOk3o+u5Rk6QMoYhAPn3Qfb3SNYLqD23s290YwPXsaHfQAmScia4z0LEgR7YALtOJakn1PYLPxS/Xm5bnFf7SgYAun8Z5F4LlT0kqz0gTaPs9EHBcyh0sHeAJu+BNELlXhYqhB2KpgquQ+2+ErKnI7YWUbvSC1+DwtdDOY6UcaNv8r6xUjrS2wiuR+EgOdISVEUUE6Z8dWYUDzHGySulpgJTy217I+zvZ4Dyz7YWdQnPDCKO/II7Qd9u+HGbzwTPt8aCFNfxUX/Imr0duvtC8EyMq+R92Ij8aF2PCKxHL/oECh4lpveZehEUvkTkFcpFoXOuQu25F0kfZrggyi8wUgFU8UQk49YKZ9CDeVDymWHg8RrzDGA8deReC81+jOwS8i+hbrv+UiDt6qRa0VoV1opXCwOJllJYh1CpPNGaQOoQwJhU1AtGgfc3o4B22nWgZaL8K8D7k1FzNWEkw+rHOOOfbfyLCYexcE3fBsXjje9PRUqkFgDfbyj/SVHO44Pg+tJXSilU8btQ8DLR01sow4Xk/7vCaFf3fAtF75PcN+NoTxka2Hsg6TcbCwXrEJaRtzBI/RcUPEfZH68NHEcgWuMyTVVwG2rXOaEFVH4ILEGVTiLW5VFa/UF5fwV9D9h7gu0A8E4j8nfjD33vUdxNnu/R81+ElNOgZLJx06hqrYTyoQqeRKWcDzQyCl0XjQO1o+ZvKG44AJuRUMx1kjGh6psZoZ2GNPkQiZheOLkRs1znffr0UfPmzTOlb4uKKBU04uY9M4xwSRRoLYwL29a8TFs97xEo+ZTkHpFZ1C4a9XeOJZxo79OOtFiQFOX8RGS+UqpPrO2tkbwFACI2pNHzqMB68C8GW0tw9I6chtf7C5aBb2g0BAMP0d+ny1gQV0XG1mTEMvIWZRB7ByPqojJsTUDfnAg5FhZJQgCkcdXNkhCrMpRFtZHUa6kftV8tLGLBDo6eiL1t1U2TEMvIW1Qf9+mQfj1GVsvKjH1VFXysy88iiZF0wA2Og5BGr5mtpsZY7hqLaiMiSPotqNQrUf6/YPeNVIzOsEP63aA1hfwHiOzDF6KHrFlYmIijP5JxO2jZhguzDmMNpSwqRSmFCqw3yuSVi8QSLQPNNQCynsXIsx4aM0gqOPsbtU/dg8DWPsrZg5Xss7AwC4H0WxFnnzpv4MEayVtUgvKvRO25BYLbjPJ3kmlkMXT2LtNOSxmEcvQ0knXpe4zVsc5jjYr1uUNAL6qkk2JIHQbFiaquY8eKDLKoHAei1Z85J8vIW0REKa+Rz0TtCW3AyC+few0q61EjjFLcSMqFiLM3Ym+HZNxR5hx63r9DiZwqCb/Td0HqdVD8HvF12zhAa4KRXGprHPuxqPOI3UiJ7DjEbCW1gmXkLSLj+Y7IRtcLeQ+H9gmq5GtU+nC09JvKtFJ6LviXUXV8tRN2DYjSV22gGXnW064B/0ootipTWlSBUhAlL1NdxDLyFpHRd4WKZVTYwT7DrQAPFL5uLGGXDFTJVxBYClrrGDsqrGRfJZOyWusYY/V1CKyGvEdoeHnxLaqPHRwHh9Jr1w8sI28RGWdvjOyOMSA2lGcaFL0dqkRUghFaWVnisAwgUtKscCoZ3TuPAc//ou+vcB4rgsciFhRk1a+EulZ0jUVExHEwuAZQNg4+mtEXKPka9Bz2JTgrwRg12/adQ1LB3hWazWW/Jz+DGyrRY2FRUxyId6bZImoVayRvERVp9DKq+BMomQj4jYiZ4nFUjImXUMGR8v53ZWzLuA+CmxHnoeA6CRXYSORyg+WxEfVpwD8/+r4yuELt6lJEjZ2ybjGLxBEwIr7qEZaRt4iKiB1JGwppQ0u36faOkP9YKFOlAII0fhO1+7ooPnw7kjoUEUHphUZIpvcXYvONV2bkoqW71cB5nJFMyt4WSbsJVfBcqFh2XTCaDnAeCb5fzBZSzxDQWoC9BwRWGIv0AiuoeB3ZwXWcGQLjRkxGXkQGAS9hDK3eVko9XW7/v4D7Qi8LgRuVUotqU6hFcqClXoxynwa+341iFM6jEXGi3IOh5HPK/mgc4B60r45o3v3gnUXs/vEaTJJKGpJ+PeLsu2+b/SXUrjONilZJTxB8sRYHiYZQ/yaYNdDahWoHx1hq0XkcpN8F/r8RRzdwHFomq6qe9yCUfEWpi1FSwH0e4uhe6+rNpEojL0ZV3leBU4BNwFwR+UIptTSs2TrgeKXUbhE5HRgD9I+HYAvzES0L3KeV3ZZxP8q/xKgkpHQQG9gOQDIfBkDpe8A7kyoLTlTAiTF15COmkbjygq1jWW221igyKS17l9Tsz9OGzSimrQqp/uec7Ai4ToWSsbEf4puDODoizh6Rz5j5OLgHoUqmABqScg44B9SK2mQilpF8P2C1UmotgIhMAM4BSo28UurXsPa/A21qU6RFcqP8qyD4DzR6GdG3QWAV2A40UhvsrfOp5xkuHlVd46NBkwmQdy8EV1bR1g0pgxFbttFlcDcUvAS+nysvfJ1IHH0Nt1ZgYS2fWIzKRmnXQ+6/avncyUAQSqq7Ktpu1EZwRq6vISLgOhZxHbv/8pKYWIx8a2Bj2OtNVD5KvxaYFmmHiAwDhgG0a9cuRokWyYrSC1G7hxk/JLGD8qPcJyFZoxBxlG1sa031p4A0cPRCc/ZEdxxctZFPuQDJfBAAveg9KHiG2EfGlUzyRmTvY3+sbhENHEegNR1n6NtzB3imVqO/qlDg/RG8f1L/RvE1RQfJMFuE6cQSQhkpX2zEK1tETsAw8vdF2q+UGqOU6qOU6tOsWbPYVVokJSr/EaMmJp6Qi8ALnh9QRW9VaCtih4wHqVYeesehSOM3jb9TL6+6fcl4lPcPlG8eFDxP9Vwf1fVhq0qOEYz3ufe9OoBUyHx8X4uMe6n9nPx+YGctn9MMaiOyW4zatvautXCuuk0sn+YmIDxbfhtgS/lGInIo8DZwjlIqp3bkWSQrSvnAM52Ko0ZPqNhzRbTU85DGY6g6zzyAA1QAVfAflH8lmvMgw9VRuSrYcyuqaByxhWiGIY0w/P+1gQJbKxAH+1bt6rDnRmNuAhDbAUjTcRjZO6uDCyTNSBaHq5b0JgN2o+h42o2Qcb+xpmJ/0LKRxmMil69sYMRi5OcCXUSko4g4gSHAF+ENRKQdMAm4XClVlePUoj6gQoYr4r7occbi6m/8mKNiw7gslRH2WPI5KudClHc2uAbGIMxnZL+sLqoIyf4aUv6FMcLez9FkcH3o6WZvJFExBDehCkaVNhHHwSDVvbEIZD4BKddQ7RtZ0uKCpl+iZU9By7gTSb3cuKGXGnobxg3YRdnvRQv7txc72DpD9s91tpJTbVPllayUCgC3ANOBZcBEpdQSERkuIsNDzR4BmgKvichCEZkXN8UWSYFoaWDvFGGPVmWEgmTcT8URrBsynzUmD4F9i5d0wIPaMwIKX4lFGTiPptqjXC0bsbdHy3oUabEQUi5j/5aRRFrM5AdPuekqW4cox6cQeUVvADw/QPEb+6ENavUpQFqE6p+6AWcob1GsI2gBW2vEfuC+LWJDGr+JZL0AKRdA6hVI00lI9ldGVTKtGdh7IFnPIc0XQNpw0A4w+k0bjmR/hqZZq6H3IuULQSSKPn36qHnzrHtBXUb5FqF2Xxka1fsxXAlu4wdZxShK+eaiCp4PReK0QzJuQ1wD0bf3B7U7whF2Iy6/qlh3aQK2lqEVuLFe2y7IeBAtbcg+fUXvGYuoansSUzLQWsw3+lAKtXNg5NTHrrPB90PoaaA8NkpXE1c4f3YoPfTem2T5CWInuM9CUs8zJs2VJ/J5YsaNZD0B7jNA3wmSiWip6MVTIf+OKo61gdYIafIREnHAYBEJEZmvlIocMhQBa8WrRY0RZy9o+hWq+EPDWDsOR1IvRWxNYzi2L9L044o7tEwIRjLyGPH3UbFjPNLrEFhOtSZSUy9FUi8pu811SmjytqbsfUgO1+wwRqJ78f8JKj/yseKIsoIYokcBpYKtKQRy953HdaIRX+6dgRELfj64Bhq+6mazUXmPgncqNUv7YIf04eA+0zifreW+d5B6BjolkP8IZRe/hVwvWhqk34uknIFU22VlUR0sI2+xX4i9DZL5QO2dMPUqKHiWfYnOAJyGGyewEoLrKGs4XZByEeLshVJAwUgqjky1CNvCUN4KE3Rib4PKuAcKRlHxhqGouGo3PAQzBdJvheIPjJG4KgFxg9YKybhn3yH6jiiCdFB54DoWvN9F112BYgisYd971cH3K5L5KJJ6boXWoqVB1khUzkIIbqdyH3+5VbSOY6Hxy2haWtQjtNQLUCnnQmANCheirzf02TuDcwDGOkuLeGMZeYukQlKHooJroHhiyD3jA2dvwyWg8lC514G+BbCBCkDGvWhplxkHF71nRP1UoAp3RMlnqLQrEXvZlbJa2hUo1wmhUbBCFU8JxeqHG317qI5tO/D+DLYWSNo1iLMvKu0Ko/hK8B8jlM81sKxhcxwSZbSeYqSLSL0Ytb0X0UfuTva5k0JPMeVH5CqAKp6IZNwa8QyipUPTKajij8Azw6gjoO+i7E3MBe4zjVwvtuZI6tXGBHoMiNjA0TXkNGoPruNjOs6i9rB88hZJiQrmhPz1ByD2fQvnlFKGsdHzjOIOYSNJ5ZsXSpRWPrrHhWEAo7k/HEjGv5G0a6Pr0QtRO/oS0eBKJlqLml3Let7D4PnCGO0D4DQMadMvES0NffetoZtM+I1KwH6YkQraM91wcTm6Q8nkyJFN7jPRGsXmelIqgCp4AUrGGf56W2sk8xHEMs5Jg+WTt6gXiK2p4V8uv13EMGiRcPQG+yHgX8S+JFZOsHcA18lQ9DqRR/V7Q/QqE7Q362akfTX3KUvmf8BxmDGvoQrBfRqSdn3pzUsyR6By5oFejOHCcoM4kUZPGREpGbcBoaLrxZ9F6CHF+Fxi1SN2JPMeVMZdgB+R+hSL3zCxjLxFvUFEoMk7qKK3oeQzUEFIOQtJuwHR0tFdJ0LuECqO6FWFhGsVz+1GOQeEMkSGu0RckHL+fmjWIPUCJPWCyPttrSB7hpFEK/A32LoiqRcgWqOy7RxdUa6jwfsr+25wdtCyjMRbNdFVrxZbNVwsd41Fg0Iv/gzyRxpZMhVAELKeQks5s8pjVXAXKvdSI1RQBQEBxyFIk7cRqe7K1dpHKb9xgyueYLha3Kcg6XeUJmyzqB9U111jGXmLBofSc0Npj8WYDNUax36s0sH3GwQ3GgUoyuUot7CIN5ZP3sKiCkRrUmMXi4gWqn1rYVE3sAp5W1hYWNRjLCNvYWFhUY+xjLyFhYVFPcYy8hYWFhb1GMvIW1hYWNRjTAuhFJGdwD9xOn02kCSVm2OirumFuqfZ0htfLL3xJVxve6VUzPVTTTPy8URE5lUnjtRs6ppeqHuaLb3xxdIbX/ZHr+WusbCwsKjHWEbewsLCoh5TX438GLMFVJO6phfqnmZLb3yx9MaXGuutlz55CwsLCwuD+jqSt7CwsLDAMvIWFhYW9Zo6beRFZJCIrBCR1SJyf4T9/xKRv0L/fhWRXmboDNNTld5zQloXisg8ETnGDJ1heirVG9aur4gEReTCROqLoKOqz3egiOSFPt+FIvKIGTrD9FT5+YY0LxSRJSLyU6I1RtBT1Wd8T9jnuzh0XTQxQ2tIT1V6s0TkSxFZFPqMrzZDZ5ieqvQ2FpHJITvxh4gcXOVJlVJ18h9GzbY1wIEYtdsWAT3LtTkaaBz6+3RgTpLrTWffPMmhwPJk1hvW7gdgKnBhMusFBgJfmaWxBnobAUuBdqHXzZNdc7n2ZwE/JLNeYATwTOjvZkAu4ExivaOAR0N/dwe+r+q8dXkk3w9YrZRaq5TyAROAMnXOlFK/KqV2h17+DrRJsMZwYtFbqELfHpBGqHaRSVSpN8StwGfAjkSKi0CsepOFWPReCkxSSm0AUErVtc94KPBxQpRFJha9CsgQo/JLOoaRD2AOsejtCXwPoJRaDnQQkRaVnbQuG/nWwMaw15tC26JxLTAtrooqJya9InKeiCwHvgauSZC2SFSpV0RaA+cBbyRQVzRivR6OCj2aTxORgxIjLSKx6O0KNBaRmSIyX0SuSJi6yMT8mxORVGAQxgDALGLROxroAWwB/gZuV0pFqvaeCGLRuwg4H0BE+gHtqWLwWpeNfKSaaxFHviJyAoaRvy+uiionJr1KqclKqe7AucBj8RZVCbHofRG4TykVjL+cKolF7wKMvB+9gFeAKfEWVQmx6LUDvYHBwGnAwyLSNd7CKiHm3xyGq2a2Uio3jnqqIha9pwELgQOAw4DRIpIZX1lRiUXv0xg3/oUYT9F/UsWTR10u/7cJaBv2ug3G3bgMInIo8DZwulIqJ0HaIhGT3r0opX4WkU4ikq2UMiORUix6+wATQjVOs4EzRCSglJqSEIVlqVKvUio/7O+pIvJakn++m4BdSqkioEhEfgZ6ASsTI7EC1bmGh2CuqwZi03s18HTITbpaRNZh+Lr/SIzEMsR6DV8NEHIxrQv9i45ZkyK1MElhB9YCHdk3SXFQuTbtgNXA0XVEb2f2TbweAWze+zoZ9ZZr/z7mTrzG8vm2DPt8+wEbkvnzxXAjfB9qmwosBg5O5s841C4Lw7edZpbWanzGrwMjQ3+3CP3mspNYbyNCE8PA9cDYqs5bZ0fySqmAiNwCTMeYlX5XKbVERIaH9r8BPAI0BV4LjTYDyqTMczHqvQC4QkT8QAlwiQp9m0mqN2mIUe+FwI0iEsD4fIck8+erlFomIt8AfwE68LZSarEZemPVHGp6HvCtMp5ATCNGvY8B74vI3xjukvuUOU92sertAYwVkSBG5NW1VZ3XSmtgYWFhUY+pyxOvFhYWFhZVYBl5CwsLi3qMZeQtLCws6jGWkbewsLCox1hG3sLCwqIeYxl5CwsLi3qMZeQtLCws6jH/D1PPN1PhwFFUAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -572,16 +448,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n",
-      "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n",
-      "Clusters :  2\n"
+      "Temps :  0.013\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -589,9 +463,73 @@
      },
      "output_type": "display_data"
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.024\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.046\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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WtKCZnsVQcjyw4/xdBf7VUHoSpnMIpB+PpE1AJDWoNpVSsO1oIFY3yXxQMxlV4wSc4OwFua+AqkFVPg51X4NkQfrpSPqJemw9DBWliVk+weFycMs7V9kdRlh0IteCYpp1UHICDZP4TnzzoXw+qvwWVN5UDFfL9TZU3TdArVVhhsAX+ONbgtp+M3hmgyoj8Po2Q8XdKN8SpM1tNsSWuBbN+JVtG2Jf/S9SzhQnLy55lKycxFxYlnifITR7VL1M8KswTdh2JGbdX/V0lFmJ8sxF+dY2PNQz07IQw6Og7hNQ22j4JlUDNa9jbr9Nz08P0sZVm7li/5sT6mZnamYqB528Hy8sfoQOPdrZHU7Y9BW51iylFKpuBlQ9FfrJpadgkkKgRH0VgTnjJsq1J9L2ScRoA8qieeTRUvM2SlUiOU3WgNPqPXDGE3aH0KKc9m24/b1rqKmoZcCofgl1Q7M5OpFrTTL926D4QAKbQIVDERg2+WPopP5v71xU2RUocsAT72V5vFD7P5T/n4gj3+5g4trC75bYHUKLjrtsHP1H7G53GJbTiVzbhVImqu4HKDuPiIpaNckEz/dRaDdKJAX8a0En8iatXbLO7hBaZBjCHiP72h1GVOhErjWglAdVcgZ45xOdJJ6AVB04e9gdRVx79V9T7A6hRc4UJ3uMSM5Erm92ag2oqld0Em/AgNQjESPX7kDi2swP59gdQouueu4i3Ckuu8OICp3ItYZq30Mn8R2ZUDsdpZKrGJTVTDO+F1adcM0EDpy4r91hRI1O5JrWonLU9rvsDiKu7TNuKIYjftPJOw99xBl9L2XZvJX4/bHZkCKWIv6XF5GuIvKViCwRkcUicpkVgWmxF1iubuVc2kyQJLlBWPuaXs7fjIv+fQZt27chNSMwnc/hMuIqsStTsXHlZi4qvI4TO5zD9+/NtjskS0W8+bKIdAQ6KqXmiUgWMBc4Win1S1Pn6M2X45NZ/ghU6z0wm5R+Hkb21XZHEbdqq+v4+s0ZLJ+/ih4DunHQyftx7uAr2bJmq92h7cLpdvL4rLvpPaSn3aGEJGqbLyulNgIb67+uEJElQGegyUSuxR+z8iWdxFtSPRmVdTGBPca1naWmpzD2rIMaPGbEaa0an8fH5Gte4f4vbrE7FEtY+tlHRHoQ2L8zuT63JDllVkLlPXaHkRjqEmj+exwoXl9idwhN+nX2MrtDsIxliVxEMoEpwOVKqfJGnj9PRIpEpKi4uNiqbjULqLpviV31wQSnkmtj4aiLzwtyAPy+5LnpaUkiFxEXgST+mlLq3caOUUpNVkoVKqUKCwoKrOhWs4ok2rowu26iCaSMsqnvxBTHeZzeeyVu3fSdRfwbLIGCzc8DS5RSD0cekhZrkjIGhUHCXJVn3gCOdlD9Jpjrwb+J8OvBhNLvnYFCX1rQnG4nPk/8Xfk6XA7Oe2CS3WFYxopLm1HAJOAgEZlf/+dIC9rVYkTEBdkJNE+68n5I2R8j778YBV8g7edC5s1AAeAgUG3RBQS3uUVQ3GMwMk+0rr1WIl43Lr7sqfMYsG/yFM+KePphOPT0w9gy/SVQdgl45wImOLpA9gMYKXs3PM63FrYeAyTCvpZpUDAdw5HX6LNKecC3BqV8UH4X+H4Mvyv3/pDzbEJuAWa3os8XcMO4u1D++JmDL4bwue8tu8MIS1PTD/VPZpJTZhUUHwTeOfw5dOJfB6Wnory/NTjWcHaDzHMIXM3GuxrYdlyTz4q4EVcfDPceGPmvQrtFkHYiSA6QBsZAaPM8tJsDGbeAc39InQj532B0WIoUfA1t30DazcPIfV4n8TAVHrYnVz9/kd1hNHDgicm3VF9fkSc5s/QqqPuo8SfdB2HkPt3gIWVWoUomgm8VEP8zNCT/U8S5m91haC2Y+fFcbjnqXrvDwDCE97e/RFpGYq4F0FfkrZBZM63pJA7g/XmXh8TIQPKmIG3+Ba4jgLbRC9AKvuSZC5zMRhw5lK79OtkbhMDdn96YsEm8OTqRJymlTNjeUtmbxmepiKQgacdg5D2KtJ8FOc+CxGlCdyTWEuvWSkS4a+oNtO9eYFsNlk67dWDoIYNt6TvadCJPUEqZKO/CwIbGjWwOHFjk08LQiKppsR8RwUg9AHLfCTPSKHIOQVzJM/Mg2XXs1Z6XV/yH+6fdwsGn7k9Kemz3a92wfBM3T7iH/70wnXnTfk6qKoiJthJEA5T3F1Tp+aAqA9tiAir7Doz0o/46yNwSREs1KOUNTD9sScVDYcUaNa79kbaP2R2FFiLDMNjzgAHsecAAFp67hGsOuQ2/N3brF2Z//BOzP/kJl9tFbsccHv7mDtp1TfwKnfqKPMEoVYcqOR3MzaCqCOxOXwXlV2FuGohZ82ngQGdwq9ZUyZkoFcSViee7sGOOTAYUFEHeZ5DzOLR9Gdr9gpH3PGJk2BSTZoWaypqYJvE/KfDWedm8upi7/v7v2PcfBfqKPNHUfU3TQyYe2H4ZZtUr4AtyVpB3AdRMgfQWFruI8efVf2zVYjiywZENLj0enkymv25/AbJfZi5ly+/FtOua2GVD9BV5ojFLA5sBNyfYJA5AHar6/1o+LOWglo+JBknsXzCtaasWrrU7BAAeOPNJpr36LecNuZpxGadwTO4ZPHHpC1SVV9sdWtB0Ik807n0Aq2/SBLFHZ/ZtFvcZpKx/2NOvFnV99+4VF7sIzZ++iPtOe5xVP6/BU+OhsqyKD574lCsPuAXTTIz6Q/b/K2ohEWdPrP1vS4W0Y1o8yjDSAisgo8XoTsPXJZB+PpJ2QvT61Gw18bqjcafFduZKsJSCVQvXUPT5rmst4pFO5AkpxbqmXP2R9JOCO9aI1nStVCT3aYwOvyIFM5G895B2czGyr0LidIcZLXJd+nbi4a9vZ9D+e+B0O8nOyyKvc/ysV1AmfPfOTLvDCIq+2ZlgTM9ioOX530Fx7YvkPo+II7jjK5+ypt8GUiBvKuLsBoA48qCJQlha8ukztBcPf3NHg8d++HAOb977HktmNb9qNyXdTUG3Avrs1YNFM36jeK31e4OWFW+3vM1o0Ik8QShVgyo5F7wRVPHbWfppQSdxZVaCKrOubwAckPMMhqubxe1qiWzfCcPYd8Iw3n30Y56+6iWU2XC6lBhCz0HdeOT7f5GWEShVvGzeCi4q/KflsfQf0dfyNqNBD60kALPyWdTmPa1N4gCeGcEfK24Ctb4t5B6PkZp8leg0axx72ThueO0yOvfpiMPlIDs/k5ETCrnzg+t4sui+P5M4QJ+hu3HkuQdb2r87zc2hpx9oaZvRoq/I45xZ+QxURmlVZd1XwM1BHSriRqUeCbWfYFlVxMyzrGlHS1oHThzFgROb3l7PU+fljbvf5dMXvqS2yoPL7cLriezn05niJC09lRveuJz8TrkRtRUrOpHHMeVfH70kDmBkhXS4ZN+GMreAp4iIk7nRC8O9R2RtaK3Sh0/+j1fueIeKkgr8PuumBzqcDq589ny69O1E38LdcLoSJz1aEqmIvACMB7YopQZa0WZrp/ybUCUXRreTjHNCOlyMDCT3JUzvUth2IhDugomOSH5i7tCi2evRi55l6tOfW95uamYqt7x9FcMOH2J527Fg1Rj5f4GxFrXV6infatTWI8H/a/Q6cQ5CUseHdarh6gtpfwuzY0HavY8Y2WGer7VW1ZU1UUni/Yb3ZsqW5xM2iYNFiVwp9S1QYkVbGqiKB+oLYkWLgeS9E9kcbd+q8M5LPRUx4meusJY4Fny1yPI2XWku7v70Rtyp8bkwKVgxGwQSkfOA8wC6dWvd082UWYLyLAFxIK6B4F+PqnwSfL+Csy/UfU9UK1RlXBj5Qhtn1/pZNCGOUda+hao7AEkZHVn/WquT2976CwC328XGlZv55MsvSc9O44ATRpKdF9q9o3hg2Z6dItIDmBrMGHmi79mplBdqp6JqPgJJQ9JPBPfoRpOjUgq8P6G8K8C/AaqfA1ooehVNzj2RvDeDXwTUBOVditp2PFAbxtkG0vYZJOWAiGLQWhelFIc5WqjSGSGHy8G/PrqewsP2jGo/4Wpqz87EuS1rI6UUqEoULvDMge3XgPprJEnVfQFGd1TGaYErbNcQRARlVqC2TQT/aoIqTBV12Rj5b1vSkrj6QtvHUNtvDFRkDOn1majye5ECnci14FVX1OB0O/F5ove75Pf6uWnCPXxY9nJCDbfoBUEtMGs+R23eD7Vlb9gyGMrObpDE/zpwDVTciSqZiNp6JMqsRpWcBv7lxEcSB4w2ljYnKQdC/jcgmaGf7F9jaSxa8nvq8hdjUo3Q7/EzabeL2bhyc9T7sooliVxE3gBmAruLyDoROduKdu2mPD/C9iuB4tBO9K9AlZwCvsVRiStsKpxhkOYJ5aDCmYZoYm49FlX7qeUxaclHKcX0N2ZgWjhvvDklG8u4ePg/E2ZfT6tmrZyklOqolHIppboopZ63ol27qYrHgV03Ng5KvCVxAGowt52CWXYFqm4GltwfkUzCW7pvgm8RquxyzM3DMbediVn7beTxaEnL74ttUq0oqWTWx/Ni2me49NBKE5R/I3hn2x2GtVQleOdA7ceo0rNQJaehVJhvVPVE3JB+ciRBBYpxeWdA2TmYxSejVGIU89diR0QYMmYgYsS2rPHtxzzAB0/8L6Z9hkMn8iaoshvsDiHKFHhno7aMxPSuRvm3oHzLUSr08XzJusq6Ldn8RajNhSjPAmva05LGpU+eQ2ZObDfcVkrx9FX/Zd6XC2Pab6h0Im+EafoCV4itgaqAbYehig9AbTsetWUEZvXHobXhWwnKyrrNlajSMwKlczWtXufeHXlp2eMMO2IIsdxvxOfx8/YDH8SuwzC0+kSufCsxSy/E3FyIWXwwZuWrsPVUu8OygT9w01KVQ/kVmNv/FfwYet2XWD4zR9WgqnU9Fq2hrLaZ3DX1Bk6/fSJpWWk4XA7SslJxpbqCOl8R3lK74nXbwjgrdlp1Ilf+9YFFLXVfBhKY/3eovAPMxLjBEVU1rwWfSMWF9T9KJlQ+pq/KtV2ICKfcdDzvbXuRtzY+y/ulLzFi/N7NnqOAuiOz8e2THlafQw8dHNZ5sdJqE7kyS1DbzgrcANQa4YeqILd2SxlLaD9KBsGtRatB1cT3R1rNPg6ng+zcLAzD4O/XHd3sjVDP2GxqT8nDOa+acEZlTrwm3CJxsdEqE7lSdYErcTPMwk+thbkJ5d/U4mHi7ALZN0NQvyIC0ongNpBWgZW0mtaCvnvvxiX/abosc90peYiC4H5GG3I4jbjfYKJVJnJq/wemLtbYMhO19SiUv/nxQeVdGvg35Y/t4ARIB1zg7AdGR3AOgKw7AklcrQOCrO7o7BHJC9BakaMuOIyz7zkZh6vhugYFqDwnqq0D1Sb0NQ8HTIz/7QhbZa0V5V0c5mrEOGF0BHNjbPpS21Hbb0Zyn2z8ad/vqJKJO5XdTQH3CCTnXsTI+evY6ndQquUr/L8YSHprvPGshevv1x3DfseO4If3f0QMg/2OHU5ex7Yc8/1DFPsqqLmkHel3bwSvQkzAKbgcDtq2b8PW9aWY/r/WMLhSXOR3zuXiR+J/S8JWmcjF2QtFCrZWIdyZeyx4gll4kAKZl0L59RZ2btBsOVrPNJRZhRi7zuFVVc+B2vnfsQ483+/Spqp+DwhhdV6bxxBHfvDHaxrQpU/HXca0Lx8wjjsXTqF2WAaVD3UlZUopzg1eRh00lMtuOoO8joESubXVdXz3zizWLd1Arz17MOroYQmx5Vv8RxgNqeOh/F67o9hBFtL236jNLSXyTGhzO0baUZg1H4H3hxaOF5qfbJUCKYeA77f64l7NtOOZBamN7FLumU+jUw/FFZhf7g6MLSrvMvCFOBvITJyiRVp8O7TjYJyGg6eWfs6G3qV0uK0r/9j9cPZv13Df2NT0FA49LfGqcra6RK7MElTVS4S/32QUZJyOiAPlPgA83zRxzNVI5lmIBP7LJPdFVPWrUPEwjY83Z0H+O1D9JtR9TWDsOg38KwPHG/mQcSlGxt8xt01qIZEbNHk7xb+u8cdVFarySZTRBiQbvL8Q0tU4QPUrkDEptHM0rQlj2g9gTPsBdocRFa0qkSv/BlTx34Byu0P5i6MHkvkPAKTtY6htp9YX3DIBA4wukPcOhiOnwWkigmRMQqWfjKq4F6pfr3/GDFxlt3kIw3BD9vVAw2EYpUxEdkjM3qUtBOlHGQW73O83PT8DFU2f5vm+hXZbEMVNkjQtmSR1Ilf+YlTlU1D3FRg5oByAlUvJd9QR2MJfV50OwARJBVU/xOHsFYhB/CDpkHY8Rvoxf7YgkobkT0F5fwXfcnD2Qlz9m+1VxIFk34jKvBzMYnB0QCS1hXP+SuKmdzVQ2vLLq3wKcp9o+FjFIy2fF4nUMdFtX9OSRNIm8sCCn7+BWQb4wFwf3Q4NB2TcADXvACakHgOpByOeuWBkQ8roQKXAIIirH7j6hdS9GBnQyM3IFpUHWRzM+9fWfEr5UKWXgjfCK+6WpBwS3fY1LUkkbyKveu2vJB4L5jow8jHyd1qJ6Owem/7DoMxS8M4P7mD5q5aFKrsRPNOiE9SOnH2i34emJQGrdggaKyK/ichyEfmnFW1GrPoDYr7F2vbLMIuPxPTFd4GdP/lWEtwKS8A5GKUU5vZboO69qIYFgNFtl/sCmqY1LuJELoHt2J8AjgD6AyeJSPMDu1GmzFJQa+3p3L8cto7C9Ee2YUNMODoT9JudZxpq8xio+b+ohhTgRHIeikE/mpYcrLgiHw4sV0qtVIHtZt4E7K0wU2d3LXETth1tzVZqUSSODpCyHxBcCVDYQHSnkhiQMh4pmI6494xiP5qWXKwYI+8M/L7D9+uAfXY+SETOA84D6NatmwXdNqT8m1Dl90DdLKDG8vZDZi5HVb+NZJxodyTNkpyHUVuPB/8yG6PIhfTjkcwLECPTxjg0LTFZcUXeWDmxXS7blFKTlVKFSqnCggKLtgUDlKrFLL0GVTwa6j4lMJXO+t3iw1L9gt0RtEgkDVKsWsmWAtIWjP6Q+U8giDfs1PEYHWZhZF+tk7imhcmKK/J1QNcdvu9C4DN41CkVqM6Hf00sugudpdufRZG7EKqfi+D8g5Gc+xAju8HDKmMSquxaqGti6zhnIZJ9R/j9aloYqn11vL1mFl9uXojX9DOgTVeO6TqMATldWz45TlmRyOcAfUSkJ7Ae+DsQybbqQVN1X8dvEscAd/yXvwSQlH1RpBL6JxkBoz3S9omGK0X/eFZcSNt/Y3rOhJKzCawCdYJkQfatGGljLYheS3RKKZaWb6DEU8WeOd1JdwU5kyoMG6pLOXfWM2zzVGDWDxysqNzM1PVzGZHfhweHTsJphF7q1m4RJ3KllE9E/gF8RmA54wtKqcURRxaM2i9j0k3onCAZSOYVdgcSFJFUVPbtUH4rgYqQTd3QdAFeAnXHBZy9kZzHG03iOzLcg1HtfwT/asAERy8klrvnanFrYelaLpnzAtXmX7O8Du4wkDsHT7Q0oSqlePS3T3hz9Q9/JvAdmSh+2LqUfT+/maE5Pbiq/1H0zurAL9vXUVxXQf82nWmX2sayeKxmyYIgpdQnwCdWtBUSZ5cwT3QDUZwemDoByboScbSLXh8WM9KPQbn6Bgpx+Ysh5SBIPQTx/YoiE8SB4EE5ByLmepA0xNE56PZFBJw9o/gKtESzpbacs2c/vcvjX25aRJ47i6v7HxVR+7V+L88um8aH6+dS46vDq/xBzbmaV7aaU354fJfH98/fnRN77EuOO4O+WR3j6mJE7JgiV1hYqIqKilo+sAXKLEdtGU6ztbQbI/mgtkbcf+MykPazg16Or2nJyK9Mvtq8mE/X/4TLcDChSyEj8/s2SH7HffMwv9c0/nvoEgffHHpb2FflPtPP0d88wJY6awvkORAMMUh3pnDfkFMYmhfbixMRmauUKtz58YRcoq+UiaqaHKj4J5mgKghpfnPKYVD7esvHhSPrBp3EtVZNKcWlRS9StG3Fn7+VX21ezOCc7jwwdBI57nQ2Vpc2mcQBfMpPjd9DlpEWVgw3zn/D8iQO4EfhV362e6u5YM6z7N22J48NOxOXYW8qTbg9O5VSqK1HQ+XDYG4CVU7Ii1RqP4xGaIADcXaKUtualhhu+/lt5uyQxCHwG7qgbA3jpt/DjOLf+GbLkmbbSDXcZDqbr+LZlEpvLV9t+SWsc0M1t3QVDy9pOCtrc00ZL634hod/mcqMLb/GJI6EuyJXdV+CP9J/nEpLYtmVH+WZhaSMilL7mhZ/tnuqmbJ2Nl9tXkylr5b1NU1vbO7Fz1VzX2Zw2+bXGOS5M8Ieg35q6edhnReuD36fw9X9j8IhBs8t+5LJK/6ahPHm2sAuXvvm9+WWQceTmxKdtRIJl8ipetvuCJolhnWLnTQt3iwt38BXmxfjEIPRBXvw8urv+GLjz6gQPhWbKOaXNj9tuNwX3qK+zbXbee/3H8M6N1w+TEZ+dlOzx/ywdSnHffsQH425LuxPGs1JvEQeT7v77MIBaePtDkLTouKJ3/7HG6t/wKMChdYmL4/e9N8af3gbo8/ZuhyHYeAzQ5wAEQNV/jpeW/kd5/c91PK2E2aMXKk6VO0X4G1ub8kmGMFPk4tImycQIzc2fWlaDP1WvqFBEo82twRbyK2hNKcbI47T2osrv+anklWWtxu/r3gHyrMAtXk4quxiQt+qLR3JvITgK/yFqi24D4GCIoy0g6LUh6bZ66vNi/HGKIkDeEwfHrP5/kxlsrGmlHLvX0XyRhXs3nj1pzhhorh0zousqNhkabtxP7SilBdVciZhVzR07Q1pE6DmA/DOtDQ2Uk/AyLnL2jY1LQ4ZCIEMGZt1J178vLD8Ky5oYhji1VXf8cyyaXhNHwpon5pNhiOVlVWb437P7jrl49nlX3LvXqdY1mb8X5F7fiSiWSbOLog4kdwXwb2/ZWFBKpJ5voXtaVr8OrTjYBwtlGKw2osrv2r08UeWfMxjv31KnenFRKFQbKrdzooESOJ/mLfN2uGVuE/kyoywtrhzDyCwc7y0uYvIP4SkBuqo5DyEOK2vq65p8ahnZjsu6BPaZthd0/O4c3D49fgVUFZX1eCxkrpK3lzzQ9htxosyXzWrK7dY1l7cJ3Ii3ClG0g7762tHB8i8MpwgIP0caPsGkvs80m42kmr9nWdNi2en9TqA5/Y5n67pefVDLY1ziYOvD76VKaOv4vBOQ+ifHf5kg8qdpiHOLVnZaNGrRHTv4g9aPihIcT9GLkZ++P9tKWN3mUUiGWejqp6qX9YfBMceSP77cVUgR9PsMrhtd6aMvooan4cSTwVvrZ7JB+uLqPZ7MBCG5e3GvXudTLozUIp2cdnvLClfH3Z/ndLbNnwgijncLc6YzcoB+Kl0FX5lWjJkFf+JXARFBlDV4rENOPshOQ833l7GtVB5c8ttZFyGZJ6rk7im7STN6aazM48r+o/niv5Nr514cunnYefeDEcKxg5JTinFy6u+DbO1lsUyiQNIs59rQhP/QysARlYIBzsg4zYk711EGn+fCuyjmdNCn3lI5oW6AJamRWBh2dqwz72i37g/v/aZfh777VN+q4jJ5mNNmtRjfzqltm35wCCMzO/d4I0qEomRyAnlndIPde8R2OOicSKCFHwIRlP1zFMg6+YWN0zQNK1pSinqTG9Y5/bL6sSEroV/tnP1vFd5bfX3VoYXsmxHCv/YfSy3DT4h4rZSDBd37DnRgqgCIspUInKCiCwWEVNEdqmRaxnngNCO9y0ET/N3tsXRAaPddCT/E2jzMKSMA6MbuPdHcl/ASDsygoA1TaszvWENq1y7xwRe2vdiAFZVbuHE7/7ND1t/sza4MJT76zj4i9vp16YzB7brH3Y7XdPzeG/01WS5wivR25hIx8gXAccCz1gQS9Pce4PnmxBOMFG104KqQijO3oizt66RomkWSzFctHVlUOoN7f7W5toyavwenl32Ja+tsfcqfGeVpodLf3yBX0K8gevAIMXh4uK+h3FC95GWxxVRIldKLQGifjNQxI3CAfiDPQNUDUopfaMyAZRW1vD+jIVsKq1kbGFf9uod7hZ+WjwREc7ufRAPLvkopPNeWvUtb6yegUcF+/seW/O3h7bhuyDcu9fJjCrYPWobO8f9rBUA3IUgblDBLg5SUPs+yrsAcl9FHHlRDU8L37S5S/nn859g1m85+PY3C+jVMZc3bjwVlyPxdjPXGspLycSBgT/E7RjjNYmHY0R+bw5oH/5QTDBaHCMXkWkisqiRP38LpSMROU9EikSkqLi4OKQgxTUY3KFu1mCCf0V9oS0tHlXW1HH9C38l8T+s3FjCtZOn2hSVZqVUh5sUm7dBs1Oq4eLa/iGlyrC0mMiVUocopQY28iekZUlKqclKqUKlVGFBQRibL2SHWZzKOw/TH62NlrVIzFi8Gr/Z+O2wb35eyYxF1pf71GJreN5uOKI0nJAILup7OJ3To1/aOnHm11W/Ev65FfdaF4dmGZ+/+Y/blzzxPv4WjtHim8tw8kjh6WQ5U8lwpOBuZVfnr0ZxAdOOIp1+eIyIrANGAh+LyGfWhNWIugj24av9EOWZb1korZnPb/Lzyo0sXLURf/0uLKUV1fy8cgObSoIse1BvaO+Wa3Dc9fq0sOLU4segnG58etAN3LnnRDqnta6NV7bUlfPA4g/xq+hekEQ6a+U94D2LYmmeZEd0uiq7DmkXvfeZ1mDOb79z7bNT8fpNUAq3y0Fmqpt1W//afi/N7eTxi49haN+WZ54Ub295Wtr7Pyxm9OBejOzfgxRX67qaSyZuw8l+7frx3IrpdocSc2//PotPN85nyugraeuOzubLCTO0IhmTaG61ZovMtSiz6d29teaVVtZw+ZPvs72qlupaD9V1XsoqaxskcYAaj4/zHnmHmb+spsbTcFXfxpJy1m4pxTRNajxe8rKDWxBx5dMfMeqyx7nw0SkhX/Vr8eXQDoNb3fAKBKo4XlH0UtTaT5x/0ZSx4HgW/IvCbEABum5KuD4r+o0m7kvuwlSKix9/D7fTwSkHD2XfAT24dvJUyioD00cVIAJpbhcFbTKCujI3Fcz+dS2n3PMa/7vnXFzO1nsDLZEd1204n22cz4qKzXiTaIphMH4pX4/f9Efl5m/iXJGLgBl+OUyc/RAjOh9rWoPtlTV4vKFVh/P4/Lw+/SfOffhtSitrUPxVhVQpqK7zBpXEd1RaWcPtr0Rwv0SzVarDzfMjLuDmQcdxcPuB9EgPYwZbAvu9altU2k2cK3IAVR3+uW2jW0Ug2RX27cpzn85ucrpgU+pCTP7B+OTHXymtrOHqEw6kZ4fWdfMsGbgMJ2M7DWFspyH4TD+frP+JV1Z9y5rq2E0TNhBbNqhIc6VEpd3ESuTuQvDMCP08owuGo7318bQiednpISfxaJr5yxom3vkyD5x/FAcM3q3Bc0vWbuHpqT/w88qNeHx+OrTN5IzDhjF+RH9dsiGOfLr+J+795QNq/J6Y9ZnmcOFXiv0L+nFRn8O4qOh5Ntduj0nfHVLa0D61TVTaFqVi/8tZWFioioqKQj5P+Zajtp0IqpbgS9umIDmPIqkHhdyfFvD4+9/z+vR51Hnjb0zTaQj3nTue9FQ3Q3brxNXPfMSMxat3Oc4QGNSzI5cdO5pBPTvgMBJmVDEpLShdwz/mPE+dGdvNHFINJ08OP5eBOV0BKPfWMO7Le6gLqVR26DIdKbw+6lI67LzjUYhEZK5SapdKswmVyAGUfxOq6kXwLgRHT3D2gdpPwPczIGB0DWzjpirB2RPJugpJOcDaF9CKLFi5gQsfnUKtJ7a/cKFwGIJS7LLUvykZKS7uPvtI9h/UK8qR2a/SW8vKyi20S82mQ1pO2O3M2rqMx3/7H9vqKhjUpiuX7H4E3TLzw27vmnmv8s2WX8I+PxKphotX9v0H3TMD4/OLStdy1uynLWk7153Bmb3GMLHHvszauoz5JasYmNONUQW7W/JpMGkSeVOUMgHRH50tdvfrX/LOdz/bHYblnA6D164/mT6dk/Nmm1KKZ5d/yUsrvsaPwkSR4Ujhkb3PYM/c7kG3U+Gt4cqi/7Jg+++7PDckpzt3DTmJgtTQ13hM+uE//FZu324/ApzcfX8O7TSI/m26MHXdPO5Y9E5EbXZPz+ft0eFs7h68phJ50ny+FDF0Eo+CP1ZvJhuf3+S8f79DTV14O9jEu+eWT+e5FdPxYv55U6/KX8e5Pz7DM8u+aPH8Mk8VVxT9l4O/vLPRJA4wv2wNZ896Gp8Z+pDbbpn23rNSwGtrvuO8Wc9wadGLHN5pMBf0PjTs9lINF5N6jbYuwBAlTSLXomPssH4YSfoGub2qlqsnf0RFTZ3doVjq602LeW7Fl00+//yKr7j4x+eb3E/z1VXfcdj0u5ixdWmLfZV7q/m+uOHuPUqpFpN7uSfYktTR5VF+5m5dweurZnBW7zE8MvT0sNrxKZN9cvtYHF3wkmZoRYsOpRRnP/QW81fYu+ltNLkcBi9d+3f6dUv8mU1KKY746h5KPJUtHptiuLhhwNEUpGbTI7Md+SlZfL35F26Y/zq+IGuDGBh0Tc/FJQaGGGypK6fM+9c04b3a9uDfe59OuvOvaXcbq0s4+tsHbZj817Q8dyZPDT+HHpntKKmrYNxX94VcQx3gmeHnslduzyhEGJD0Y+Ra9NR4vBx/+8tsKimPq18+Kwkw9a6z6ZgbWU0fu22rq+DIr+4J6/8p25mK1zSpMa2dDtglLZd7h5zE98W/4TX9PL/yK0vbt4oA7VNzeG7EBfxWvoFr5r0S8lzzVHHy9WG3YURp43adyLWIVNV6mPzxTF6ZNs/uUKKmV8dc3rklvI/W8eK37RuYNPM/dodhu3B2JfpDuuFm2iE3U2f6eHXVt0z9vYjNnuBr/Lw08mL2aNNyZc9wJP3NTi26MlLdXH7saJJ0uBwI7ExUWhHB6uE4UOmrtTsE2x3bZTjfH34HWc7wdqmvNj3886fXSXe4Ob/PoezWpmNI59vxK6ITuRY0EeHI4XvYHUZUPfnRD39+7TdNps9fzpMfzmDWL6vZVFJBVW3sViGGY/fsTnaHYLuDOwxCKUWFL/wbqt8WL+G1Vd8D4A1hVo4DoW92aInfCom1RF+zVUV1Ld8tXGl3GFH188qNAGzcVs7Eu16hsqZh4nY5HRw6tA83nnIIaW6XHSE2K9OVSt+sjiyt2Gh3KLa5tOgFvjn0tojrqTy29FOO7lLIEZ32Ys62FUGdc/UeR0VtfLw5+opcC9rf73qV8urkmqq3s9ysdBav3sTRt764SxIH8Pr8fFb0G7e+FL+blJy92xi7Q7CVH8WH6+fisCChjvv6PrbUbMcZRKpMFSfHdR8RcZ/hiOiKXEQeAI4CPMAK4EylVJkFcWlx5vaXP2NjK9jUYfava5n9a+Pzq//gNxXT5i2juKyCgpysGEUWvIIoFWZKJBtrSgPrHyKcy1Fjenh6ecsLqAD+b/TlkXUWgUjfsr4ABiqlBgNLgesjD0mLN1W1dXww0566GPHsoXdis7FuqNIc8TfkE2td0/Oivk/mjobkdKejjfuRRpTIlVKfK6X+qKY0C2h5o0Yt4byaxFMOI/H1ghXYMX23JbO3Lrc7BNvdvfj9oIuoRSrVcHFst31i0ldTrBwjPwv4tKknReQ8ESkSkaLi4mILu9WirSTBp+RFi9fvx+ePv1o0i5uojRILe7fpYcv0u8bEYuMIAfpmd+SQDoOi3ldzWkzkIjJNRBY18udvOxxzI4EC4a811Y5SarJSqlApVVhQkJwV55LV0aMG2h1CXOrerm1c7h1a6bVvLvlmTzmzx95Nv1YyDfKITkN4avg5OKOwD2coWrzZqZQ6pLnnReR0YDxwsIrHz5laxPbo1p6cjFTKqvRikz+kuJxc9/fAZiUV1bWs2lRKx9wsCnIC+8IWl1Xywv9+ZMYvq0l1OuneoS1VNR7EEPbs1ZETDxhCTmZ4C1ZaMiCnK7O2LbOlnEJt/W4/tw86kYkzHrEhgthpn9KGmwYeZ3sShwiX6IvIWOBh4AClVNDjJXqJfuLZVl7F3259kera5Cz7Goo0t4u2WWn06pCL2+nk24UrcDgM/KZiv4E9OX/cCE6//008vuYXkpw/fiTnj7N+utrWugqO+/ahmG6h9oc9c7rz7IjzqfTVctiX/wq6+FaicYrBxwf+k7Ypsd3Qvakl+pEuCPoPkAJ8UV8LfJZS6oII29TiUNvMNNwOB9XoRF7j8VKzzcuGbeV/PvZH2davF6zg6wXBLR55ZupMVm7Yyr3njGNTaQXrirfTrV0O7dtGNqUxPyWLl/f9B3///pGYztxIESen9QrsxnXz/P9L2iQuwL1DTo55Em9ORIlcKdXbqkC0+GWaisuf+lAPrUTBF/OWsfH+N/l17Rb8ymTHD8htMlK4YPy+nHjAniFvmtI9I5+L+hzGk8s+j0oyd2IwPL83RSUrcYkDE8WFfQ5l/3b9+HbzL8zY+lvLjdjAqN9FzImBR/nCGn46v/ehjG7f3/LYIqGX6GstmvbTUoqW2jcTItktWr2p0ce3V9Vx3/99xYIV67n77HEht3tKz/3Y5qngzdU/NJjBkSpOrhlwFO+smc2SitDrzKcYTiZ235d/7D6WbXUVlHgq6ZqeT6rDRa3fww0L3gi5zWhLd7h5b/RVVPu9tE9tg4jw4C8f8eG6IlAKLyYGwh5tOnNCtxEMze1FtjONuxa/y9dbfsFr+tktsx03DDyWQTnd7H45u9BlbLUWXfbk+3y3cJXdYbRqb9xwKrt3DW+2V5WvjlWVW1DKpFdmezJcqQAU15Zz5swnKfVWNVsYap+2vVlVXczWunJy3BlM6rk/J/UY1WhNkWkbf+bGBW/GVd36gdldeWL4WaTtsLnFH8q9NWyoLqFTei7ZrsZvPisV2PPUiiX/kYrWGLnWCni8oe/JqFnrphc/4e0wa6VnOFMYmNN1l8cLUrN594Cr+XrzYlZXFtM9o4BNNWW8uupbakwPfbI6csfgE+makR90X2We6rhK4v/acyKHddyzyeezXWlkt1A7XERwxM3s+MbpRK41yW+a3PLf/7VYe0SLvhUbS7j++Y/515lH4DCsuzJ0G85dEt3pux0QdnuFUdzmLBwj8vvaHUJM2P9ZQYtbz348i0/nxOdNq9bos6KlPP7+93aH0SRTmVw85wW7w/hTv8yOTQ6XJBudyLUmvfLlXLtD0Hby8hdzefbjWXaH0aiXV35LcQhbokXbPwceY3cIMaMTudak2jpfywdpMffU1JksbmKmi53eWjPT7hD+1NaVQf+c1lPDTydyrUlOp/7xiFeXPvme3SHsos6Mj8ViHVNzmDL6SrvDiCn9m6o1SeJp+oHWQGlFbdyV0B0ZwxuLKcau8zScYnD2bgfxwYHXktlKxsb/oGetaE0qyMlk/Q7L0HeW4nTgdDpwiFBeE/kWcG6ngz6d81m5cRs1Hj2sk2iu2mM80zcvivrSfAHu3etkpqz9keLa7XROz2Wv3J4c2K4/7dNyotp3vNKJXGvSmWOHc++b0xutud0hN4uP/3X2n0vHj7/jJVZuLAm5j4wUF7065ZPicnDc/oMZ1KMDx9z+UsSxJ7venfNCXrYfbW1TMpmy/1XcsfAdFpStQSmF23DiMX34LZxd3iE1h1EF/RhV0M+yNhOdTuRak44ZNZCt26uY/MksTDPwiygCnfLa8PRlxzVIJNeeOIYLH5tCqJ/2zx8/klMP2bvBY2MLd+ejWXpruaYYAo9fHJ8zMjqmt+Wpfc798/s1VVt5ZMnHltZeaeNOt6ytZKETudYkEeG8cSOYdOjerNpYwpaySjrkZrF7l4JdrgaH9+vGpEP25pVpc4NO5gft1ZuTDtprl8dvnXQY+W0yePGzOVa8jKSRmeZm/PD+XPy3fclI23W5ebzZXLudM2c+SaXP2mJrqyr1DmM704lca1Ga20X/7u3p3719s8ddcvR+bNxWzlcLVjQ6HGMYQvucTCYeOIRDhvahU17ju70bhnDJ0ftx/rgRHHPri2wsrbTkdSS60w4t5Jwj7N0bMhRvrPqeWr/1M1n8SpeM2JlO5JplHIbBfeeOZ9n6Yp77ZDbfLVqFx+sDhLZZaZw8Zi9OOmgoqe7gfuzcLif++JqYYatl67baHUJIfi5biy8KSTfTmWp5m4lOJ3LNcn06F3DfuePxmyaVNR4y09xh1wdJcdm/jVa86N6+rd0hhKStOyMq7Y7vNDQq7SayiOaRi8idIvKziMwXkc9FpHXsuKoFxWEYtMlIDTuJT/54Jr8Xb7c4ql05HQanHTKU3Mz4vYnmchgcOTyxZmkMbLNrxcVIucTg7D4HW95uoot0QdADSqnBSqkhwFTglshD0jT4cOYinp4a/ZoiIjByj+5cftwBTHvgfKY/cAFv3TSJu84ci2HB9L59+nXj1etO4thRg3AYobcnBJL4lSccQI8OuRHHE0vD83vjFms/UT074gIyGqkr3tpFutXbjqtFMiCuShFrCWrJms3c9vIXMelrr906c9dZR/z5fU5mGjmZafTunE/Pjnm8Pn0ePy5Zy5btVSG37XYa3HvOONpkpNK/RweuPH40Fz/+LgtWbgy6DQVMufV0uhTkhNy/3fq36cLubTrxS9l6/DS8+Z3vzmJriAW2UgwXP5euoX+b1lNDJVgRL9EXkbtE5HfgFJq5IheR80SkSESKiov19CGtabe98nnM+jpq5AAym5jK169rO+44fSz/u/c83r55Em0yGr/Jlup2cnhhX7LSUkh1OUlzO8nLSuPpy49vcE56qptnrzwx5Biraj0hnxMPRITHCs/iqC574yZwZW4gpDpclHpCf2OsM72sqUqsG76x0uIVuYhMAzo08tSNSqkPlFI3AjeKyPXAP4BbG2tHKTUZmAyBrd7CD1lLdis3botJPy6HgcMR3HDHbp3ymXb/+cxbtp7Zv65le1U13QtyOXzY7hTkBHZTN03FsvXFKKBv5wKMRoZSTNNECO2ja0aqO4Sj40uGM4Wr+x/Fj9uWs7mmDD8q7CmJaQ43AxrZ6UgLIpErpQ4Jsq3XgY9pIpFrWrDS3C4qY3AVKiKMHtgr6OMdhsGw3bsybPfGk4lhCLt3bddsG26Xk54dclm5KbhyBkb9StpENn3TIrbUbI9omb5TDHLc6RzSYZCFkSWPSGet9Nnh2wnAr5GFo2lwzH7h3RgM1V1nHkF2E8Ml0XT9ycHPurhowqhGr+wTyfyS1fgIv5CWIIzrvDf/HXkRqQ6XhZElj0jnkd8rIrsDJrAGuCDykLTW7uIJ+7J6Uwk//LIav2n9KJzTYXDRhH05eGiflg+OgsE9O+J0GI2uft3RyWP24qyxw2MUVfRU+iOrjPmfwrMYlr+bRdEkp0hnrRxnVSCa9ge3y8mjFx/N6k0lzFyyhv+89z013sjL2rqdDhwOgzMPH8bphxZaEGl4XE4HE0b25+PZS6jzNr7y0e10cMFRI2McWXR0irC07NT1c3Uib4Fe2anFrR4dcunRIZdeHXK58LF3w25HBP7vxkmkp7rJz07H7bL/x/6aE8dQUePh6/nL8Znmn4XGBEhxO7nsmP2bnE2TaPYr2IP/rvwm7PNXV+lZbi2x/yda01rQMYKbfS6HwZ1njKV353wLI4pcisvJfeeMY1t5FWu3lLJo1SZmLF5NblY6Ew8cwp67Jc8i6cFtu5HtSKXcH14VxAF63niLdCLX4l7H3CwcQsgFtNrlZHLKQUM5dO/YbUEWqrzsDPKyM9irdxcm2TjcE20Tug7j1dXfhXxemsPNqT1HRyGi5KL37NTinsvpYET/7iGft6Wsksfe/44T7nyZbeWhL0DRrFNcG1rNHAH2yevDf0deRKf0xCoWZgedyLWEcMTwPcKakug3FSs3lnDdcx9HISotWKHuHJXlTOPxYWfSM7P5eflagE7kWkIYM6R3RDf/Fq7cqK/KbbSlLrQr8nJfTZQiSU46kWsJIc3t4vmrTqRHmDW5RYSqWut3q9GCs6469I25teDpRK4ljF4d83j3tjN49orjW9x2bmcZqW665Cf2UvdE5jFDWweQ44rf2vDxSCdyLeHs3bcrx4waGPTuQQ5DuOP0wxN+qXsiG1HQh1D+9a/pPyFqsSQjnci1hJSZmhLUDbR+XQt488ZJjBrYM/pBaU26qM/hZLvScBmBN1+HGLjEgVN2TUFn9RrDoR0HxzrEhKbnkWsJaf9BLSfm0w7Zm8uP03OQ40Gn9La8ud/lvLVmJvNLV9M9o4CTeowi153JN5t/YXnlJrpnFDCm/QByUzLtDjfhiAp1XpAFCgsLVVFRUcz71ZLL94tWcekT7+/yuCHCIxdOYL9BwZeo1bREICJzlVK7rBzTQytawtpvYE8eOv8o3E4HKS4nqW4nbqeDK48brZO41qrooRUtoY0Z0psv7j+f7xauxOPzM2pADwra6I/mWuuiE7mW8LLSUjhy+B52h6FpttFDK5qmaQnOkkQuIleLiBKR+KoVqmma1gpEnMhFpCtwKLA28nA0TdO0UFlxRf5v4FqIYItsTdM0LWwRJXIRmQCsV0otsCgeTdM0LUQtzloRkWlAh0aeuhG4ATgsmI5E5DzgvPpvK0Xkt2YOzwe2BtNuAtKvLTHp15a4kun1NbrDStgrO0VkEPAlUF3/UBdgAzBcKbUprEb/aruosdVLyUC/tsSkX1viSvbXBxHMI1dKLQT+3L5DRFYDhUqpZHnn0zRNSwh6HrmmaVqCs2xlp1Kqh1VtAZMtbCve6NeWmPRrS1zJ/vrsqX6oaZqmWUcPrWiapiU4ncg1TdMSXNwmchG5RER+E5HFInK/3fFEQzLWqBGRB0TkVxH5WUTeE5Ecu2OKlIiMrf9ZXC4i/7Q7HquISFcR+UpEltT/nl1md0xWExGHiPwkIlPtjiWa4jKRi8gY4G/AYKXUAOBBm0OyXBLXqPkCGKiUGgwsBa63OZ6IiIgDeAI4AugPnCQi/e2NyjI+4Cql1B7ACODiJHptf7gMWGJ3ENEWl4kcuBC4VylVB6CU2mJzPNGQlDVqlFKfK6V89d/OIrBQLJENB5YrpVYqpTzAmwQuMhKeUmqjUmpe/dcVBBJeZ3ujso6IdAHGAc/ZHUu0xWsi7wvsLyKzReQbERlmd0BWakU1as4CPrU7iAh1Bn7f4ft1JFGy+4OI9AD2AmbbHIqVHiFwsWTaHEfU2bZDUAs1XJxAWwIf94YBb4lIL5VAcyWtqlETj5p7bUqpD+qPuZHAR/fXYhlbFEgjjyXMz2EwRCQTmAJcrpQqtzseK4jIeGCLUmquiBxoczhRZ1siV0od0tRzInIh8G594v5RREwChW+KYxVfpJp6ffU1anoCC0QEAkMP80Qk4ho1sdLc/x2AiJwOjAcOTqQ33yasA7ru8P0fNYWSgoi4CCTx15RS79odj4VGARNE5EggFcgWkVeVUqfaHFdUxOWCIBG5AOiklLpFRPoSKM7VLQmSwi6SrUaNiIwFHgYOUEolzBtvU0TESeCm7cHAemAOcLJSarGtgVlAAlcSLwElSqnLbQ4nauqvyK9WSo23OZSoidcx8heAXiKyiMDNpdOTMYknqf8AWcAXIjJfRJ62O6BI1N+4/QfwGYGbgW8lQxKvNwqYBBxU/381v/4KVkswcXlFrmmapgUvXq/INU3TtCDpRK5pmpbgdCLXNE1LcDqRa5qmJTidyDVN0xKcTuSapmkJTidyTdO0BPf/kSFXI8xG6D0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.016\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.021\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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c3Nn3Z6Q500hxpOCptiiUMir7aIoCRby69Q38YT8avcDlC/tYWbiKxflL6/JyjKlfoc2H2MEB2S+AswdIamQYpqRBiz8g7sH1Fpa18E2t5PryyA/k13p/hzhwirPK4z0zevDYiIdZWrCMkmAp5aFyXt/6Jk5xoqoECXJ01tHkB/LZUbYDpzirXPT1hX3MyJ1Bri8Xr8PDqOyjyXDbClqx5JaWsHL3btpnZNC/Tf11FZhKXH3B/20NOyjibAFtPobgWtBCcA9BJFa/fhzDqtejm4RQHCjmza1v4Q/XvmqfIBzT6uiY29wON0dn/1Aw9fg2x/FWzjtMz/0aQfhu71wW5C9kUOaAao+/JH8ZywpW4BAHL215lVuPuonhWcNq/6ISnKpy/8zp/N+yJXidToLhMEe1as1/Jl9Aq9S0KvvvLC7i9RXL2VSwjzGdu3Ju3/6kum1FssOl6ofyT0E8RNJrMPaO4ooMwRQBd78Gi88SvqnR7vLd/Grp3YRjXmACj3gYljWExflLDxRDU1Wu6H4ZbbxtanUOJcyM3JmE9IfuIn/Yz/LCldX204cJR2blRocyP7n+aR4f8QgpzvptITUX76xeySvLl+EPhfCHIu/rqrxcbv7ofc7q0w9/KMQpPXvRK7sVC3ds5+p33yQYDuMPhfjv+vU8Nf873r3kCrJS6mc8eCLQ4CYIfg+uXoirJxouRfdeAsGtRKYbOYlcnK083j4V0q4hUqCgYVnCNzV6fO0/qk32bnHTO6MXN/WeQnGwhEX5iwAYkTWcLE9Wrc+xNH85TnEQqPTvIqhBRrQczqqiVQTDoRrH8ztwsLxgBaOq+VaRbJ5ZtICy4MHvVzAcZt72bSzeGRny+vCcb7h2+Eg+XLeG0sAP+5YGA+woKubR777l/P4DyUpJoVvLrIYMv0lT9aH5PwXfnEhLXYOo5xhwD4fgJn4ohra/AZMGkgJaBOKOJPuM2xsldkv4pkZbyrdWu61jSgd+1f8XiAhZnpac3O6kIzqHVPhvZa082dzW+1b+uvahQx6nug+mZFToq37obCAcPvD7mUULCIarvm+BcIgXlizirVUrCIbD9G3dhqlnT6ZdenJeK9HQTrTkWfDPBy2BUA4Q+KHx7p8LgWXErHwpQPZ/EFcnkPRI2YRGYqN0TI2khknUbocnLjXth2YNOag754fju+mV0YtH1j16yGOENMTgFvErMtXcndKzF27Hof95+0IhQhq7oJcCxX4/5cEgK3bv4sfvxaqLmPg0uAXNOxtKX4LgcghtpGrteh9ofjUHCCOONMTRslGTPVjCN4fQL6NvtdtOajc+LudId6VzQ6/rcIsbt7hxihO3uJnQ/hTm7JlLUKu58EXkA8ktbq7ufgVri9Yxd+88ioPFcYmrObtt9LG08HhxxWmuQkiVzfn7WJ2XG5fjNSda/AhoMbEXKDkUAWcXxNU93mEdEevSMVWUh8oRBK/Tyx19f8rti+7EX2ldza6pXTiu9bFxO+eY1sfQL7MP8/YtIBAOMDxrKJ1SO3HdvBurfY4gnNjmBAa1HMh/Nj1PONpSDWmIy7pdzKntT4lbfM2JqvLsogUUBWpTjrf2XA4HeaWlcTtes+GfQ+xZsYfiBkc2kv2PeEd0xCzhGwB2le/mg+0fsnDfYkpDpQjCwBYDuL7XT/jnqCd5f/tHzM6bjdvhYVLHiRzbenTMcfZ1keXJ4rT2px64v9e/N2ZXz37HtR7L5d0v5WeL76QsdPCsxle3vk6fzD50S+tazbMT11ebNvLCksUHRufEiy8YZGj7JFyVTFoAew7/eY4spO30Ru/GqajpRGIazYqClTyy9rGDRsEoyorCldy34gH+NvzPnNf5HM7rfE6DxlUQKMQtLvwxRue4xMXI7OEs2LeIWF3QgXCAmbmzuKL7ZQ0QadPyf0sXVxmhEw8Tj+pLC28SDnv1HA9lG2NsaAXuXhBYRMw69418gTYW68NPcmENM3XDMzGHPCrKvsA+ljRSGYNOKR2rvSisKP/a8Cz/3vgswXCs2OHbPd+xx7e3nqNsekoCtZ8gdzhW5O6OOaIn4ZV/Us0GH9LqRXD2ouoosxRIvbCeAzt88Vri8FkR2S0iy6vZfpKIFIjI4ujP7+NxXlN7qsqifYv5+9rH+Ovqh5mVN5uQhsj15VIaqr5fNkyYpQXLGjDSH3idXi7sfD4eR9WaOyENUR4uJ6QhgtXU9ykOFvPA6gcTftnEDfv2MuXDdxn29BOMf+7ftE1Lr7fz3PThe/Vy7KZIVQmXzwLNq2aPMtASJPtRkJaRWjg4I7/dQ5D0prfOU7y+bzwHPAG8UMM+M1X17DidzxymFze/zKy8bw6UNl5XvJ5v8+Zwbc8fo4dIiAWBymvSN5wzOp5O+9T2TNvxCTvKdlISLKlSwE2QA8XVKlKUokARq4vWMLBF9WUamrNtRYWc99pLlPj9KFDk95FXWoJTpNrhlkdKgS83beDNVcu5aED9FfhqClRDaP7t4Pu6hr0EJANxtYB2X0P5fyG0C9zDwDM6LkOW4y0uLXxVnQEk33fnZmJn2c5IPfkKdex9YR/riteTU7aNrqk1X9jsnNKpvkOs0fCsYfx2wK84r/M5MUstKEobT+uYzy0Pl/PX1Q/z66V3s2jf4nqOtOFNXTDvQLLfrzwYjOPYnKr+d/pXhBK9a6f8PfDNAmroHnMNQqJ/jyKpSOpkJGMK4h3TJJM9NGwf/lgRWSIiH4uIzZBpQCuLVsecQOUL+1iSv5QBLftX+1y3uBnX9vj6DK/WBreM/WfjdXgY3eoYvA5vzO1hwuwo38k/vv9nwiX9b7Zsjpncw6p4ajHx6kiENMyqBB+Pr6VvAGU17OFGWja/numGSvgLge6qOgx4HHi3uh1FZIqIzBeR+bm5if1H1VDSnWkxW8YucZLpymBl4apqn3tOp7Non9KuPsOrtfYp7Tm9wwS8Ffr0vQ4vw7OGM7nTObR0t6xx4XR/2M/rW99siFAbTLiGbpszevepl3MK4HHGd0hu01PTN5gUaHEv4h7aYNHES4OMGVLVwgq3p4nIP0SkjWrVqyGqOhWYCjBq1Kj6/GaaNIZnDYv5FdMhDsa1PZ71xd/HfJ5b3NWWOG4sF3e9iKEthzAzbxbBcIixrccwNCuy5OEfBv2OD7Z/xNw989gTiN3DuNuXWI2I/m3asKkgv8rjDhE+Xr+2Xs7ZNj2dPq1id6EljJQLILCaKq18aQFtv8bhqJ8L4/WtQVr4ItJBohlHREZHz3sEMxnMkdixo5guq09A/B5cYTcpjhRSHCnc1HsKbb1tOK3DqVVGwghC+5R2dEpt3P77WPq36McNva7j5qOmMDx72IFvL+mudC7tdjEPDX+QdGfsf5BtvImVqK4eNhKPo2prO6xKMA4Xbcd17Y7X6cTrdJLh9tAqNZWpZ5/XZPuo40XSLgDPUH5oEzsAL5L9VLNN9hCnFr6IvAKcBLQRkRzgHsANoKpPAxcBN4tIkMhH5qWqcR5CYGKaNW899zz8IYFgiLD2okV3P1nZqTz5sylkZ0YqHw7PGsakDhP5aMfHuBwuwhomy92SO/o2TgnXulpTtLbadXOPaz22gaOpX2M6d+HCgYN4Z9UKykMhXCK4HE58ofhcuJ27PYc/n3oGpQE/bdLSOKlHryTozgHChRBYX/EBIIz6lyOeYxorqjqTppx3R40apfPnz2/sMJqtYCjMOdf+g6LiqsmvZWYqN115AmefOuRAa60oUMT3xRvIdGfSK71ns2zFqSp3Lvkle/2xu3Rae1rz0LC/NMvXVpMlO3fwxcbvSXW5Obtvf85//SX2ltV00bH2OmRk8M1PpiTce6bBHCAMzq5VXlu46EEoeZ6YBdMy7sKRcUODxHgkRGSBqo6Kta1pzfs1cbVxax6hYOxJSQVFZTz67Jd8vyWPO66NFBnLdGcyPLt5LxOY68ursVpmUbCIPH8e63eX8cA3M1i3J4926RncPnosFw5svoPHhnXoyLAOHQ/c/8nwkfxj3neUBauvNFpbhT4f3+/by1EJ0m+vgXWRMfahHCLVLNtB1qPg6ADiQRyZUD6daqtjFj+Geo5GPCNjb2/CrLRCAktL8RAKV/8NrtwX5P3/LmFfQUkDRlW/PA53jRPJVMMs3ZHHdR+8w/Ldu/CFQmwtLOD30z/nucULD9q3NBCgxF8/ZQrq201Hj+bCAYNwOxw1rGhQO6qKs56GeDY01TJ07xUQ2kBksZJyCG1B91yA5o5Hdx9LeO814Miq4Sg+tPTVhgk4zqyF38wtXrGVx577ig2b88hqkcoV54/hokkjEBE6d8iiU/uWbNxa/fVxt9vJ+k15HDOs+V6IqijLk0XXtG5sLNkYc/Ztl7QuPD1vMeWVWr5lwSB//242Vw0dzq6SYu767BPmbd8GwNB27XnwtIn0ym7VIK8hHpwOB/eePIE7xx7PjM2b+P1XXxDSML5QiLBqjcM5K2ufkUGPRFnisPwzUB9Vy0YrB1r0/rngaAt4qHbiVTi/viKsV4nxsZ2kVq7bwc//+BZrN+wmGAqTt6+Ef740g2dfn31gn9HDe9Z4jGAwTPs2mfUdaoO67aibae1tjaPCn7cDB63c2dx61M2s2xv7A7AsECCvtISL3niFudtyCIbDBMNhFu3cwUVvvNIsW/tZKamc228A3153I/edfBp3HTeODjUsU7j/24BDhHS3m6yUFJ46a3Li9N+HdwOxL+j/IARaCCmTY2+WVCR1YrwjaxDWwm/GnnltNj7/wS3Vcl+QV96bz5B+nZn68kzWbNhV7fMdDqFf7/Z069x8Wq610drbir8OfYDVRWv4vmgDitIzoweDWgzEIQ66tcxi+e6q70sgHObzDd9T5PMdVIdGAV8wxIfr1nDJoCEN+EriJ9Xt5rz+kXpCq/PyeH/Nqiq1djwOJ/NuuJkN+ftYsH0bbdPTOa1Xb1Jc7sYIuX64h9d6V/GOQl29oPgRIq1/BVLB1RdSmmdZMEv4zdj3m2NPIgoEg/zqgXcIVHPBdr8Rg7ryx7vOrY/QGp1DHAxsMSBm0bTLBg/h7i+rJnwHwkfr1sRcOKQsGGBzfn59hNrgbj1mDJ9+v47SwA8XJVNdLq4eNoJMr5dh7TswrH2HRoywfmhgFRrKBVKouWwCoGFwDcaR2gf1jELLXoFwPpJyBqSchUjVCq7NgSX8Zqx751bk7a06IiUU0ioVJSvyelycMX4gv7z59PoMr8lql5aB1+nEVymxh1GK/X7cTieBSsXB0txuBrdrGiUm6qpXdiveuOhS/jTraxbt3EF2SipTjh7FlUOGN3Zo9ULDxei+6yGwCsRJjQXRAEgB7zjEHSlNIZ5hiKd5j17bzxJ+M3btJcexfM32Kt061RERxgzvzoVnjuTYkTX37Sey3q1aUXXBikh9mPHdeiAirNmTd6Cl73Y4aJ+ewYReRzVwpPVnQNt2vHj+jxo7jAahhfdAYDngr3Ctdv/kMReR0TpOEA9INqRd3iRr2ceDXbRtxoYN6ML9v5xMy8zaLTvn9bh44FfnM/boXolzEe4I9MjKZnz3SMmA/QTwOl1cPXwEj5w+iXP69qdVSirZKSlcPGgIb198eXLMME0wqsHoilWVW/UhIulPf7ivYXC0RNJ/gkgCXbeowFr4zdyxI3ryo7OO5tnXvqGGIfekeF1cfPZI3G5LWgCPTTybv383m1eXL6U0EODYLl25ZNBgLnz9FXYWF+FyOEj3eHhwwkRO7dm7scM1RyxIzPVmgaoTq3wQ3BxZyCT1rHqOq3FYaYUEsClnD9fd9WLMrh0RIS3Vw+WTj+GqC8bgcCRvy74m09au5qeffFRldHaKy8V7l1xJn9aJMcs0Eal/Hlr0VwisA/GCpIKrJ5J+LeIdRzjvPAiurPQsif7EmKSXegmOlvfVf+D1xEorNEM+f5DCojKys9JxOWvueevRpTVXXziG596YQygUBgGX08EtV4/nnAnD8LidSd2Fcyglfj8//+yTmMXG/MEgLyxdxH0nT2jwuMyhqe87dN8NHBhbryWRXhr/NtS/AM28A2l5P7r3StAAka4dL5HUp0Dl9Zw94Ey8EUr7WcJvYoKhMP944Wve++8SIDIT9qYrTuCMEweSt7eEtq0zSPFG+he3bN/L489NZ+GyLZEFl8Nhwqo4o634Lh1b4fXY/+JDmZOztdoPxDCQU1jQsAGZWtOiB6l+IlUZFD0C7b5F2nyMlr4E/oXg7ARp10D+FAiXcdCsW3EiqRc2QOSNw7p0mpgnnp/OO58sPqh7xukQHA7B5XKiqlw0aSQXTBzBVf/zHKVlPqr7X5iW6uHD/9yCx21JvybTN23kto8/OGhcekWtU9NolZrKjwYO5uphI+zibRMS3jmUGmfOSgaS/S9w9UL3XgfB7yNDM9UP3gkQXAOhbSAOkHSk5UOI99gGi78+WJdOMxEIhKoke4BQWAmFlUAw0t/45rSFLF+7A78/WG2yh0gP5ZKVORwzrEf9BZ0AxnbpiqOGLq89ZaXsKSvlT7O+5tlFC/ji6p+Q6m6eE28SjrMDhDZVv12D4GiN5v8CgquB4A8Net9XkPkbxDs28gHg6n1gUfJEldivrpkpLvXVqqhVuS/IstXbDjmTVsH67mvB63Lx1FnnkuJ04XE4D4zQj/XO7Swp5tK3Xm/I8ExN0m+rYaMjUgbBkQ3+OURG7FRUBqXPI67uiLtPwid7iFPCF5FnRWS3iCyvZruIyGMisl5ElopI8ysk3QBaZqaSnlq7lmMoFD7QV18dhwjDBnSJR2gJ7/iu3Zlz/Y3cd8oEfjf+ZK4cMqzaFaNW5eWydk+V5ZhNIxBXZyJVLWNtTEOy/wlaSrWpTqtfOyERxatL5zngCeCFarafCfSJ/owBnor+NhU4HMItV5/Iw//6nHJfzbNnu3Vuxe68IkK+qv3OKV4XIPzxrnNt3P1haOFN4UcDBwPw9Pzvqt3PAczdtpU5OVvJLS1l+e6drN+7h17Zrfjp6LGM6tS5gSI2aJDY38UADSHO1qhqpJUf3llpBxd4T67vCJuUuCR8VZ0hIj1q2GUy8EJ0Hds5IpIlIh1VdUc8zp9IJp08mKwWqdz/+CcUFMUu8OR2OfnFlAl43C4efPq/bMrZg9PpYMzwHvTv3YGslmmcPLYvLTNTGzj65BAIh/njjK9R9KCaO9uKipi3fRv/mHQuJ/VI3tIVDcozgmpXpiKIBjchrh7Q8gF03y1EhmWGgBRwZCAZNXUJJZ6GumjbGdha4X5O9LEqCV9EpgBTALp169YgwTUFPl+A2Qs3UFziY+Tgbtz383P45QPvUF6pBS8iPPT/LmTk4Mh788IjP6bcF8Dlch5yvL6pPYc4cIpUKSG8nz8c+/pJeTDIH77+kuk9rqvP8EyUiAd1dITwthhb3dHuHBDv8dDmHbTkxchFXs8YJO1SpMaVrRJPQyX8WN+5Yv5LUtWpwFSIDMusz6CaipXrdnDnvW8eGEcfDivnnTGMccf05us5ayNLzLmcoHDvz885kOz32z8u38TPqT178cic2YRCsWcv1zScOaewAF8wiNdlg+AahLNr7IQvnshF2/13Xb2Qlvc0YGBNT0P9ReYAXSvc7wJsb6BzN2nBUJhf/ultikt9Bz3+xocLcbuduFxOAoEQJ44+ip/+5BSyW6Y1UqTJpXer1twwchT/XjQff3Q5RK/LRd/WbVi6q3Jf8MFSnC58oSBPzJ3Dh+vWkOJycfmQYVw+eGjCrA1bHzS0BwLzQTLBMxqRQ6cnDeVCYEHsjann1eoYyaSh3o33gdtE5FUiF2sLrP8+YvnqbfgDVbsHFCKPR7d9/d16LjrraEv4DejOscczoVdvPly7GgXO7tMPRLj8rdcoC9Z0UV05/7WX2VZUeKDE8p9nfc13OVt5YtI5DRJ7cxMu/icUPw77q1RKKmQ/h7j7xtxftRx8M1D/d0RG6cToxw9Zm7KyuCR8EXkFOAloIyI5wD2AG0BVnwamAZOA9USKVyRmsekjEAiGauwe2M8fnZQ1sE/HBojK7De0fQeGVlr96fLBw3hp+ZIqC6Hv5wuFyCksOOiCblkwyJebNrB2Tx59W7ep15ibG/XPheJ/EKlXHy1jrCXovuug7dcHxserlkH5l2hgGZS9Ckh0lI4vxlEd4LD3ubJ4jdK57BDbFbg1HudqzvYVlPLx9BVs35nP0AGdOWlsX4b074y/FguYqCp780saIEpzKHePP4nJ/QfwzKL5fLx+XZUlEUOqMS/2CrBo5w5L+JVo6cvEXHJQiyGwCDxHo/4l6L6fRGrWVyl4FosHSbskzpE2f9bB1UBWf7+T2+95nVAojM8f5NMZK/nPG98y9c9X0LJFKnvza/4jTvG6OGF04qy41NwNbteeW0Ydyyfr18Xc7qBq4V2HOOiQnlHvsTU74cJqNkikpa9BdN+UWkyScoGkgIagxR8Qd9X1jJOdXUFqIPc+Oo3SMv+BOjll5QF27i7k+Te+pW/P9jU+1+tx0bl9FmeeNKghQjW11CEjg2A4Rj11wO08uC3lECHT6+H4rskz1Li2JOXMSJ99ZRoE98hIK/+Q69ACnuOQrCeR9nNwpJ0f9zgTgSX8BpC3r5gdu6uW2A0EQ3wxew1XXTimShljl9NB21YZDB/YhZuuHM8//3wFXht+2aS8v2YV7hiVM71OJ784bhydMjJJdbnwOBy0TUujLBCg75N/55QXnuHLjRsaIeImKnVydPhk5aU63RBYEa1jf4iaUJKGpF2GeMcisT48DGAJv0G4nA6qK2tZVhagfetM/t/tk2idlY7b7cTjdnL6+IG8+uT1PHHfpfzorJE21r4JWrMnr5oLt4Lb4WDmT25g2uXXcPWwERT6fBT4IhcXN+Xnc9vHHzB765aGDbiJUNWDigSKeCD7+chqVQcpQvOnoM7OxFyZ6sAB0sAzNunKJBwJ68NvAFkt0ujXuwMr1u6oMiKnpMzHlXc8x8O/v4h3/nUT+YWlpKd6mn1rPhwO895nS1nz/U6GDezCaeMG4HIlVl2fQe3ak+Z2V6mj73QIfVq14u3VK3l1+VIW7dxRpQpqeTDIw3O+4bgk6uLxBYP85ZuZvLZiGeXBAIPbtefek05lWIeOSGA+WqWaJZFROyUvQ4sHoeAXRMoiBIiURmgVmTGbMhG8JyZFtcu6sgVQ4mTj1jymvjyLZau30To7nasvPJZTj+9/YPuHXyzjz//4tNrnd+6QxatPXJcQ5Yw35eRx7S9ePGh+QVqqhxce+TEd2rZoxMjiqzQQ4NQXniGvtPTAqByPw0Gf1m3onNmCmVs2Uxasrs4LZKeksGBK8gxeu+Wj95m+eeNB34q8Tic/GT6SbmnfM67Fv+iUHqsKqQMybkNSzkPL3oHwPiTlJPCMsyQfgy2AUs+2bNvLlF+/RLkvgCrkF5bxwJOfsCu3kMvPGw3Ay+/Nq/EYu/cUsTe/lNbZ6Q0Rcr1RVW793WtVJpOVlvm59Xev0K1TK7bu2Ee/Xu259pLj6N29bSNFWndpbjfvXnIl9838ii83bsAlDs7t159JffpxwwfvHGJyVmQ2b7LYVlTIV5s24Ks0hNUXCvH0gnk4UNyOydzYfxG3D15Y6dlhKPkXeMbgyPxpwwWdgCzhx8F/3piNr9LqU+W+IP9541sunDQSr8fFth37aj6IKh5P8+/y2JSzp9oqn7vyitiVVxS9Xch3izfyxL2X0v+oqotGb92+j6++XUM4rIwfcxS9ujXND4b2GRk8cebBs2f/uWDuQZOuYklxufjF2HH1GVqTsjk/H4/TWSXh7xdG8IVdLN3bjlBYcDoq9TxoOVr6GuI5pgGiTVz2fSgOlq/ZTjgcu2ts/+ic1q2qH3/tcjoYMbgbmemVRyk0PyVltRg+R+QadrkvyJMvfF1l2+sfLuCanz/PM6/N5tnXZ3PDr17i36/Mineo9aZValq1694K0K91G54661wyPR7eX72KudtyCFSTCBNFr+zsapN9RQ5R/OFY752C2sTDurIWfh1t2JJLUXGsqd2RwmitsiJdNNddcjyP/LvqwiZul5NunbP5f7dPqvdYG0Lfnu1wOR0EQzW3cPdbtf7gQmQ7cwt5+v9mHNQl5PMHeeX9+Zx8XL9m0QU0sXcf7pvxVZXH09xuZvz4etbk5XHLtA8o8EUW3xYg1eXimXMvYEyXrlWelwg6ZGRyZu8+fLphfbUlKQDm5naKvZKbpCIpZ9VjhMnBWvh1kLuniJt/+0qVSpcAHo+LU47rR4uMSKv9rFMGc9s1J5HVIhWn00FGmoeJJw7k8Xsv4bmHrkmYomget4uf3zCh1vtntTh4zPQ389bHHHIdCIb4ek7sWa1NTabXy4vnXUS79HTS3W7S3W5ap6bx7LkXUB4Mct0H7xxI9hAplFcaDHL526+zYvfuxgu8nj142kSuH3E0mZ7ql/EMaCprA7cQGZMfbelLGrhHQMrEBokzkVkLvw7enLaQsvLYozCOO7oXv7zpdAA+m7mKf740k115hbRtlcHPb5jA2acOwXGINWmbi30FpXz05TI2bd3DgD4dSfG6EKl26sFBduYWcue9b/Dn35yPx+1CHILEyPgiIM3o/RrWoSOzr72Rlbm7CasyqG07nA4Hj8z5ptruGwXOefVFADxOJ9cOH8ldx52QECO3ANxOJ3eOHcedY8dxy0fv88WG9QQq/JE4RBjXrTuDu52HBE9Dy94ELUC8E8B7CiLN/xpXY7OEXwfzl26pMr56v1OP74fX4+Kzmav4y1OfHujK2b2nmMf+8yUet5OJCVAqYcOWXG6++1UCgSD+QGTmcCBGueeazF2ymf+5902evO9Sxo/uwxPPTa+yj8vp5JSxsUvlNlUOEQa3O7hsxvbCwmpX0arIHx29UhoI8IeTTq2vEOvN5vx8Cv0+8svLeHTObNbt3UO3llncOfZ4Tu7Ri8fPPJvXVyzj+SWL2FNWSveWWdw8agwn9+yFQwTcfRH3bxv7ZSQcS/h14KuhyuX+bp6pL8+s0m9f7gsy9eVZCZHw737wPUoqdGkdbrLfb8nKHAqLy2kT/Qb00L8+P2hlqesvPZ7uXZr/MMbjunbnw3VranUBE+ClZUv41fHjSXU3j4l4G/bu5eZp77GloABBKK+wYtiK3N3cOu0D/nbaRCb16cdlQ4Zx2ZBhjRht8rGEXwed27dgU86eKo87HEJ2i8jF2v3DECvbvacIVW3WX9eXrd7G1h35cTveo898wZxFm1BVThrbl97d2uJ2Ozlh9FF0bNcybudpTJP69OXpBXNZt7fq300sYVV2lRTTIyu7niOrm2A4zB9nfMWLSxfHXrs0qjwY5E8zv2ZSn34NFpv5QVwu2orIRBFZIyLrReTXMbafJCIFIrI4+vP7eJy3sfXoFruuudvlYOTgyGiL9m1izyxt1zqzWSd7gDc+qjxBpm6+mL2GgqIyCovL+XL2Gj78YhnnnzE8YZI9RJZJfOviy7l51Gictfj/r0D7ZlBS+aFvZ/HaimU1Jvv9dhQXJfww1KaqzglfIldSngTOBAYCl4nIwBi7zlTV4dGfe+t63sZUVu7nqRe/5uV3q86edTiEu386ibTUyEiEG68YV6USZorXxZQrTmiQWOvT9l35cTuWAMHgD0M5g8EwefuKmTG3eYzMORwZHg93HXcCi2+8jd+OO5HeNbTee2VlN+nuHFXlXwvm8c8F82rdTdXC68Vla/s2ini866OB9aq6QVX9wKvA5Dgct0navaeIS299hlfenx9zFIrDIYwa8kNBrAnjBvCbW8+gY7sWiERa/HfdeDoTT4z1mdi8DBvYJW7HitUyLCsPsH5TbtzO0dSkezxcP3IUn1z5Y9qmVh2W6wAeb2Jr4JYHA3yyfh1vrlzOjqIiHvr2Gx6Z802tn5/qcnHTqNHN/tttcxWPPvzOwNYK93OILFRe2VgRWQJsB36hqitiHUxEpgBTALp1azqVBFWVRcu38tC/P2dvQUm1Qw49bhd5+4ppkfnD+PIJ4wYwYVzirb5z2bnH8Oa0RYRqOcnqcKV43XTukFUvx25KnA4HL114Mde+9zZ7yiIrn6kqFwwYxDML59O1ZUsuHjiEjpmZjRrngh3buPa9twlrJL5gOEQYql0EZj8BXA4nXqeTG0cdw5SRVh6hscQj4cf6qK6cDhcC3VW1WEQmAe8CfWIdTFWnAlMhUi0zDvHVWSAQ4q7732LFuh3VjrvfLxwOJ1Sfc03atMrg8Xsv5md/eOOIR+fUxOkQTjkuOS7uHdWqNV//+HpW5O4mt6SY+2d+zbtrVlEaCOBxOJm6YD7/mXwBozvH71vV4fCHQlz3/jsU+WtXOgMiieHiQYP55XEnAEKmdeU0uni8+zlAxfngXYi04g9Q1ULVyIKUqjoNcItIs1nJ+b3PlrBszfZDJnuvx8kV548mNaX6mYSJZmj/Lnz8/G2cfcrguB/7nNOGHrgWkgwkOm5/wY7t5BQVHqiz7w+HKAsG+J9Pp7EmL5c/zZzOb774L19t2lDtPJB4m5Oztdp6UbG0Sk3lg8uu4oFTzyA7NY3s1FRL9k1APFr484A+ItIT2AZcClxecQcR6QDsUlUVkdFEPmhqNy6tEagqcxZu5LOZq3A4heWrt9c45h4iyf7OGyYw6eT4J76mKHdPEes27aZ9mxb07t6WX986kQsnjeCGX7900MXXI5XiddO/d9Uqmsngo3Vr8ce4AJpbUsx5r71EMBwmpMoHa1dzbOeuTD3nvMhkpXrkCwYPucrgfm6Hg3+dfR4D27ar15jM4atzwlfVoIjcBnxKpPjFs6q6QkRuim5/GrgIuFlEgkAZcKk2sZVXNmzJ440PF7B1xz6KS3zk7Nx3YMJUbf4tXXz2KM46ZUg9R9n4wmHloamf8fH0FbjdTkKhML26teFvd19In57t6d+7A8vXbD/0gQ7B6RDGjzkqDhE3Pymu2P8sg6oEK3wQlAYCzNyyif9+v46JR9XvLOQxXbrWuiDewLbtGNGxU73GY45MXL5jqeo0Ve2rqr1V9f7oY09Hkz2q+oSqDlLVYap6rKrOjsd54+XbhRu44df/x7SvlrN4ZQ7rN+ceNDv2UB9NXo8rafrt3/tsCZ/OWIk/EKKk1E+5L8jajbu57/GPAehdzdyEw3XL1SficSfnvMArhgwjtZqkX1kgHOaOT6ZRFqi5u7GuguEQN406Bq/TVeP8AacIA9o0/YqmySrpO9XCYeUv//gUny9IqIY+ShFwuWK/XU6nI2kuLr7x4YIqpSKCwTDzl2ymqKScIQM61/kcLTNTkqZrLJbLBg/l1J69q62pX5k/HOJnn3xUL7GUBwP89OMPOO7Zqfxr4QLCGmnlV5c43E4nVw0dXi+xmLpL+oS/K6+QopLY9ewr8rhdXHzW0Zx7+lDS0zykeF2kprhp0yqDh39/ERnp3gaItvGVlMYepSEC5eUBhvbvjLuaD8ZD8XpctGuTyaN/uAS3O3krIzodDh4782xuGDmq1hc6v968sV5iufvLz/l8wwb8oRAlAT+B6PWDyp07DhHS3R7+fOrpDLC++yYrOb8zV5Ce6qnV6AMRuPKCMbTISOEXN5zG95tzQaB3t7YJU+a4NsYe3YuPpy8nFDr4PctumUabVhmICOOOOYrZCzYc8kJ3RYP7duSO60+lX6/2NiknqldWK7xO5yHHuUNkLPyCHdsY2aFT3N6/Er+fj9atiXkBuTJVZfa1N5Dpbf6rtiWypGrhl5b5+XzWat7/bCk7dhewbuNuFizfwoA+HXA5q74VTqeQluImNcXN/XdNPrCYicMh9OnZjj492iVVsodI1coWGal4oi1wp0NI8br49S0TDySae+44i0vPHUXLzMh+tXmP3G4X/Xt3sGRfwWm9a3/RWkT48btvccoLz7KtqDAu5y/wlR/W6J8HZs1k+e5dcTm3qR/SxAbLHGTUqFE6f/78uBxr8Yqt/PKBd0CVkCp+fxCHQ/C6XZSVB2JO7Xc5HWSkeXn2oatp17pxZzk2JQVFZbz7yWIWrdxK5w7ZXHzWyBpLF8+a9z33PPxBtS1+r9fFzVeO56JJI+sr5GZr3vYcrnn3rRqXBazIKUL/Nm354LKr6nzuUDjMmH8/zd7y2IvSV+YQweN08rsTTuJyK3vcaERkgaqOirUtKVr4/kCQX//5XUrL/JSWB/D5gqhCKKSUVpPsIbImbUmZnzenxbcqZHPXMjOVa340lr/fczF33XjaIevUjzumN8cf0ztmS9/hEDq3z+LsUxN/SOuROKZTFx46bWK1QzUrC6ny/b69bC0oOPDYhn17mbZuLatyD2/5RKfDwc+OHVvr/cOqlAeD/HHmdAp9h74uZhpeUvThL1y+lSP9JhMIhpg5dz23XHVinKNKLt8u2BDzWomqMvWBy0nxNt2KkI3t1F5Hkenx4g+FDppZK8QuOucUodjvwxcMcuvHHzB7yxZcTgehcJiBbdvx7LkXkOJy4XI4DtmFNrhdBxxQ5SItgMfhxB+u2r/vcjiYtz2HU3v2PqzXaepfUiR8ny9AIHjktV4y0+1CVF1Vd2FcRPB4LNnXxON08tpFl3DbtA/4ft9eRIS2aemM7dKVd9esqnJR1e100qd1G/4+5xtmb9kSWXUqusuSXTsZ95+pFPv9pLndXDV0OHeOHVdlNJCq8vvpX/DWqhUxP1RSXS76tW7Dkl07q25XSHcnT0mM5iQpEv7H01fgP8LiXileNxeffXScI0o+4445iulz1hw0usfhEEYP65F0F76PRI+sbD68/Gp2FBURDIfp0qIFRX4/323LYXdJMWXBIE4R3E4nD044A5fDwcvLlx60xCBERvPsL4BWEgjw3JJF7C0r488Tzjhov5lbNvPmyuUxa9x7nU6uGDKM03odxY/fe4uyStcXUtwujulU9/kYJv4SPuGv2bCL+Us3H/bz0lLcBENhzp84nFOPT45JVfXp9p+czPI12ygsLqesPEBqipvUFA+/uPG0xg6tWalYIrmF18tHl1/N26tW8PXmTXTKzOTKIcPplZ3N3V9+Rn55+SGPVx4M8t6aVfx63HiyUn4o6f3U/O9iJnuP08lfT5vI2X37A/DT0WN59LvZuB2RUVsel5PnJl+I0wqlNUkJl/CDwRAbc/aQmZ5Ch7YtWLIyp9oZtAOO6kB2yzQ8Hhcbt+RRWFzO8IFdOH38AJxOB/17d6BVVnoDv4LE1Do7nZcfv46v56zl+8259OjSmpOP62d993WU5nZz5dDhXFlhdutT8+fy7uqVtT6G2+lkS34+80u3MXdbDh0yMlm+O/YF3kAoRFqF7pqbRo3mooGDmbttKxkeL2O7dMVdyxnCpuElVML/4pvV/PWfnxEOK8FgmD4923LGiQNxOx1V6rV7PE4mjOvPJefEHL1k6oHX4+L08c1/pa+m7rnFC6t0s9TEHwxy91efs2HfXsqCQVJcrmqHgSowplJN/jZpabYoeTORMAl/zYZd/OmJTw4a6716/U7KygM4Y02qcjg4fXzirUJlzOEMiXQQGcq5osKQzZrG/Ke7PaR77IJsc5UwHW2vf7igyoXZUFjZvquAX9x4Oh3atiDFG5k12yorjb/+9gKyW1p3jUk8ozrVvjRxmEjCr40Up5Pbxxx7hFGZpiBhWvi78gpjjrV3OoWMNA9vPHUDG7fmEQopvbsnV/0bk1x+N/5kLnr9ZXzBIMEK/ybcDkek8FktE7wDSHG7CaviFGHK0cdw/QjrAm3O4pLwRWQi8CiRBVD+rap/rrRdotsnAaXAj1U1rtNXjx3Rk1XrdlaZvh8IhOh/VKRGS69uVqfbJL5+rdvw0eVXM3XBPJbu2kmfVq05vlt39pSV8uA3M2t9nJYpqcy57kb2lZeRlZJa63LNpumqc8IXESfwJHAakfVt54nI+6pacZjAmUQWLe8DjAGeiv6Om/NOH847nyxmb37pgUlWKV43l55zNC0zUw/xbGMSS7eWWfzxlIOHvBaUl/O32bNq3YXzy+NOwO100i49oz5CNI0gHi380cB6Vd0AICKvApOBigl/MvBCdFnDOSKSJSIdVXVHHM4PQEa6l2f/djWvvDePWfO+p0VmCpecfTQnHlu/S78Z01y0TEmhV3Yr1uzJq3E/tzgY2qEDPxqUvIvQJKp4JPzOwNYK93Oo2nqPtU9noErCF5EpwBSAbt26HVYgLTNTuenK8dx05fhD7rt9Vz6fTF9JUUk5Y0f2YtTQ7tavbxLe306byGVvv04gFMIXCh2ox+MUIdXlpkNGBhcPGsJVQ4fX+8LopuHFI+HH+quo/J2xNvtEHlSdCkyFSHnkuoUW25ez13D/4x8TCocJBsN8+MUyRgzqygO/Oi/mEE5jEsWgdu358urreGPlMjbs28eI9h04vlsPWqelkWHDLRNePBJ+DtC1wv0uwPYj2KdBlJX7q4zXLysPsGj5VqbPWcupx/dvjLCMaTBt0tK4eVRcL6GZZiIezdl5QB8R6SkiHuBS4P1K+7wPXC0RxwIF8ey/PxxLVm3DGaPrpswX4L8zVjVCRMYY0zDq3MJX1aCI3AZ8SmRY5rOqukJEbopufxqYRmRI5noiwzJ/UtfzHim3q/qhZZ4kXjjbGJP44jIOX1WnEUnqFR97usJtBW6Nx7nqatiAzjH76VO8blt1yRiT0JLuCqXL5eTPvzmftFQPaSluvB4XHo+LyacNZfTwHo0dnjHG1JuEKa1wOIb278y7/7qJb+Z/T0mpj1FDu9OlY3Zjh2WMMfUqKRM+QFqqh9NOsGqZxpjkkXRdOsYYk6ws4RtjTJKwhG+MMUnCEr4xxiQJS/jGGJMkLOEbY0ySsIRvjDFJwhK+McYkCUv4xhiTJCzhG2NMkrCEb4wxScISvjHGJIk6FU8TkVbAa0APYBNwsarui7HfJqAICAFBVR1Vl/MaY4w5fHVt4f8a+EJV+wBfRO9X52RVHW7J3hhjGkddE/5k4Pno7eeB8+p4PGOMMfWkrgm//f7FyKO/21WznwL/FZEFIjKljuc0xhhzBA7Zhy8inwMdYmy6+zDOc7yqbheRdsBnIrJaVWdUc74pwBSAbt26HcYpjDHG1OSQCV9VJ1S3TUR2iUhHVd0hIh2B3dUcY3v0924ReQcYDcRM+Ko6FZgKMGrUKD30SzDGGFMbde3SeR+4Jnr7GuC9yjuISLqIZO6/DZwOLK/jeY0xxhymuib8PwOnicg64LTofUSkk4hMi+7THpglIkuAucBHqvpJHc9rjDHmMNVpHL6q7gFOjfH4dmBS9PYGYFhdzmOMMabubKatMcYkCUv4xhiTJCzhG2NMkrCEb4wxScISvjHGJAlL+MYYkyQs4RtjTJKwhG+MMUnCEr4xxiQJS/jGGJMk6lRawRhjmgpVZemMleSs2U73QV0ZdFw/RKSxw2pSLOEbY5q9on3F3HHC78hZs4NwKIyI0L5nW55e+FfSW6Q1dnhNhnXpGGOavZ+f/Ae2rNxGOBQGIq39nRt2c/3gOxs5sqbFEr4xplmb8da3bFy6Oea2vJw9XNp5CuWlvgaOqmmyhG+MabZmvz+P+370cI377Nmxj3vO/0sDRdS0WcI3xjRLoWCIe857sFb7LvxsWT1H0zzUKeGLyI9EZIWIhEVkVA37TRSRNSKyXkR+XZdzGmMMwFuPftjYITQ7dW3hLwcuoJoFyQFExAk8CZwJDAQuE5GBdTyvMSbJLZuxqtb7OpzWmQF1TPiqukpV1xxit9HAelXdoKp+4FVgcl3Oa4wxPQZ3q/W+F/7PWfUYSfPREB97nYGtFe7nRB+LSUSmiMh8EZmfm5tb78EZY5qn068+EXEeemLVpOtP5Ya/XNUAETV9h5x4JSKfAx1ibLpbVd+rxTli/R/R6nZW1anAVIBRo0ZVu58xJrl17deZ2x67jidvf4Zw6OBU0b5HW+5+5Q56De2ON9XbSBE2PYdM+Ko6oY7nyAG6VrjfBdhex2MaYwzn3nwGJ1wwhtkfzGf1d+vIaJnOMWeOYMQpg62sQgwNUVphHtBHRHoC24BLgcsb4LzGmCSQ3T6Ls66fwFnX17VtmvjqOizzfBHJAcYCH4nIp9HHO4nINABVDQK3AZ8Cq4DXVXVF3cI2xhhzuOrUwlfVd4B3Yjy+HZhU4f40YFpdzmWMMaZubHCqMcYkCUv4xhiTJCzhG2NMkhDVpjvUXURygdh1T2unDZAXp3AaU6K8Dkic12Kvo+lJlNdS19fRXVXbxtrQpBN+XYnIfFWttqhbc5EorwMS57XY62h6EuW11OfrsC4dY4xJEpbwjTEmSSR6wp/a2AHESaK8Dkic12Kvo+lJlNdSb68jofvwjTHG/CDRW/jGGGOiLOEbY0ySSPiELyL3ichSEVksIv8VkU6NHdOREJG/isjq6Gt5R0SyGjumI1HbdZCbqkRZn1lEnhWR3SKyvLFjqQsR6SoiX4nIqujf1c8aO6YjISIpIjJXRJZEX8f/1st5Er0PX0RaqGph9PbtwEBVvamRwzpsInI68KWqBkXkLwCq+qtGDuuwicgAIAz8E/iFqs5v5JBqLbo+81rgNCLrPMwDLlPVlY0a2BEQkfFAMfCCqg5u7HiOlIh0BDqq6kIRyQQWAOc1t/8nEinen66qxSLiBmYBP1PVOfE8T8K38Pcn+6h0alhtqylT1f9GS00DzCGykEyzU8t1kJuqhFmfWVVnAHsbO466UtUdqroweruISAn2apdQbao0ojh61x39iXuuSviEDyAi94vIVuAK4PeNHU8cXAt83NhBJKHDWp/ZNCwR6QGMAL5r5FCOiIg4RWQxsBv4TFXj/joSIuGLyOcisjzGz2QAVb1bVbsCLxFZjKVJOtTriO5zNxAk8lqapNq8jmbqsNZnNg1HRDKAt4A7Kn2rbzZUNaSqw4l8ex8tInHvamuIJQ7r3WGsu/sy8BFwTz2Gc8QO9TpE5BrgbOBUbcIXX+KwDnJTZeszN0HRPu+3gJdU9e3GjqeuVDVfRKYDE4G4XlRPiBZ+TUSkT4W75wKrGyuWuhCRicCvgHNVtbSx40lSB9ZnFhEPkfWZ32/kmJJa9GLnM8AqVX24seM5UiLSdv/IOxFJBSZQD7kqGUbpvAX0IzIyZDNwk6pua9yoDp+IrAe8wJ7oQ3Oa6Wij84HHgbZAPrBYVc9o1KAOg4hMAv4OOIFnVfX+xo3oyIjIK8BJRErx7gLuUdVnGjWoIyAi44CZwDIi/8YBfhtdVrXZEJGhwPNE/q4cRNb+vjfu50n0hG+MMSYi4bt0jDHGRFjCN8aYJGEJ3xhjkoQlfGOMSRKW8I0xJklYwjfGmCRhCd8YY5LE/wcf2xlJpgQp4AAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -603,91 +541,105 @@
     }
    ],
    "source": [
-    "# Charge le jeu de donnée : banana\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"2 clusters in banana mode : ward\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"2 clusters in banana mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"2 clusters in banana mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"2 clusters in banana mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"banana\")"
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "nb_clusters = [2,5,4,4,3,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderKmeans(i,nb_clusters[n])\n",
+    "    n += 1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 185,
    "id": "d8f1c382",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
+    "\n",
+    "### 2 Clustering aggloméré (metrics)\n",
+    "\n",
+    "def clusteringOnFolderDBSCAN(name,ms):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
+    "\n",
+    "    nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n",
+    "    distances, indices = nbrs.kneighbors(npliste)\n",
+    "\n",
+    "    # Garde uniquement la colonne correspondant aux distances\n",
+    "    liste2 = []\n",
+    "    for i in range(0, len(distances)-1):\n",
+    "        liste2 += [distances[i][1]]\n",
+    "    # Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste2 = np.array([x for x in liste2])\n",
+    "    #print(npliste2)\n",
+    "\n",
+    "    epsilon = 0.98*max(npliste2)\n",
+    "    \n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = DBSCAN(eps=epsilon, min_samples=ms).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
+    "\n",
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "id": "b95ac57f",
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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cZHmyPz2ND5ctYdmhg9SKjOLO7j0Krb71qyrvLFnI9+vX4vH7SXA4eKrvAC5p0aocrT59jNCKgUEl59rfJ7L4wP6Q7REWC7+MGEWbGjVPeex/9+/ltX/nsys1hRqRkdzXoxdXtG1PUnY2l/0ynjSXk2yvl0iLhTi7g9+uuIqakaHVpZWBA+npXPzT92R7vXnpmw6zmcfO7ssNHbvonvPKgnmM37gupNr2syHD6NsosTzMLhFGaMXAoIpSsBo0F0WIsPuKS9+GifS9JjFk+3PzZnM0KxN/wCFme724fT6enzeHT4YMPa1rlhUfLV9CTj4nDlrl7NuLFzGqbYeQtwmXz8u4jet0q23fX7Y4xJFLKStt2MVw5AYGlZyhLVqxOel4iMNRELp55aXB7D278px4Lj4pmbV7J/dP+5vNScdpWa06d3fvSevTeCMoTZYfPhhis4ZWFdu8WrWgrSlOZ5iETdifng5oi6evL1rAxM0bcfl8dKldlxcGDqJ19cpVnW5oRBoYVHKubNue1tVr5BUNWRQFu9nMOxcMLnQx83QIN/P0ScnfO7axKzWFabt2MGLiTyw/dLBMbCgpdcKoPXpVlWoRofn3NSIiw6Z/tgnIiNz9zxQmbFyfN9NfeeQQV0ycwOHMEBWSCsVw5AYGlRyb2czPI0bx5rkXckWbdtzWpTvTrxkddhHP6/fzz45tPDNnFp+sWMaxrFBZgKI4r0nTsE4uN3Sh6Zn4eGH+nBKPfypIKTmYkU6yjkwBwJ3degZV3wLYTCbOSWxCgiMi5HiLycR9PXuHnGM3m3m4Vx/2pqWy6MB+3AVK/z1+P9+tW3Oad1O6GKEVA4MqgFlRuKh5Cy5q3qLQ43K8Xq78dQJ70lLJ8XqxmUx8smIZXw29tESphM/1H8SG48dIDqgqOsxmsr1e3WO3nEhClbJMNVkWHdjHozOmkeZ2oUpJl9p1+eDCIdSIPFmx2q9RIs/0G8hrC+fjl5pmzDmNm/DWeeELmm7u3JVqDgcfLV/K8ews2taoxeNn96VDrdrM3rMLi0nBHezH8ap+NiUdL6tbPSWMrBUDg0qG1+9n2aGDuHxeetRrQIzNVuxzP16xlDHLl4bMImtGRrL4pttL5Gx9qsqcPbvy0g+fnD1Tt79mlNXK+jvuLfa4JWVvWipDxn8flFliFoIm8QlMveaGkDCQx+/nYEY6CQ4HcfbQkEpx2ZeWxoXjvg35LK0mE6M7duGJPv1OeexTxchaMTCopOROpoQQrDt6hBsnT8LnV0GA16/yfP9zuLJd+2KNNXnb1hDHA1oHoV0pKSELfoVhVhTOb9qc8wMRnB0pyXyyYllIqt4NHTsXe8xT4Yf1a4NkB0CL1R/MzGDdsaMhzTOsJlOJNHDC0Sgujj4NE1m4f19QDr9VMZX5PZcUw5EbGFQQx7OzeHbubObs3Y0ABjVuwqID+8n0eIKOe2HBHDrVqRNSxamHLczipyplWE314nJH1x4kZWfz86YNWEwmvH4/w1q25v6evU9r3KLYn56mKyOsIDiSlUknyq4L0pjBF/P2koX8vGkDTq+X7nXr8dyAQdSJrlxt9AxHbmBQDmS4XRzKzKR+dAzRNhtun49Lfx7P8eysvJS5Gbt36TZz8Pr9/LJpA88UUEnU46p2HXj533lBs2YBNIiJpVFc3Cnbvzs1hS1JSVzWui0P9OzNwcwM6sfEnFboorj0btCQRQf2h6RfelU/HWqWbV9Pm9nMU30H8FTfAWV6ndPFcOQGBmWIX1V5fv4cft28EYtiwqv6uaZ9R9rWrEWG2xWU96zXTAK07kDpLlexrndF2/YsPniA2Xt2AWAWCnaLmU9PsYjH6/fzwPS/mbNnD2ZFQZWSpgkJfD/88iKduE9V2Z2aQozNdlqNoEe0bseXq1eRlJOdNzN3mM1c0qIV9WJiTnnc0mBPWio/rlvL/ow0etVvyMg27YguwZpGaWEsdhoYlCHvLlnEl2tWFtAz0fLAC4ZQwhFhsfDe+RcVKWObn60nklh15DA1IyIZkNj4lPPNP1mxjDErlobYPyCxMZ9fPDzseVN3bOOpObPwBppVtK9Vm48vuoQaOrroxSE5J4ePVyxjxu4dRFmsXN+xM6PadTitTJktScd5f9liNhw/RmJsPPf17MVZJcjsWbh/H7f/9Qdevx+flNjNZuLtDiaPupZqEaHpjqWBIWNrYFABdPjsI7KK6bBBc5JCCLx+PxLNiXepXZdvhl2GKUxed1nS++vPOaqTh25RFNbefg+OfJ2Nctl0/Bgjf50Q5PzNQtCyeg2mXHUdmW43JkUJ6opU3qw/dpSrfvsZl8+X10fVbjbz7vmDubBZ4SmeoC1Q9/56bEjrPouicG37TjzTv+gw2KlgZK0YGJQzaqCBRHExKwp1o2N4ddB5/Lp5E9keDxe3aMmFzVqcthNffeSwVmbu9XJR85YMatK0WLNZpze8lovH79d15N/oNI/2ScnOlGTO/+Eb9qanAdCrfgPeOu/CChHhem3h/KB1BNA0bV5cMJcLmjYvUlPlYEYG6e7QcJdXVZmxe0eZOfJwGI7cwKCMUISgRUI1tqckF3msSQgGN2vBs/0GUi0igl71S6+zzccrlvLJimV5s8+Ze3ZxdoOGfDpkWJHOfGBiY6Zs3xqiYZIYF0+sXV8q91Bmhm683+33szM1Je/nxQf2c8WvE5h93U3l/rax8bh+Qc+JnByyPJ4i49wRFkvYNY0oa/nHyI0SfQODMuTpfgOKPCbSYuWDC4fw2qDzSz22eiQzkzHLl+LMF0LI8XpZdGA/C/fvK/L8x87uS5zdkdcM2qKYiLBYeLJPfz5buZzHZk7L0yLJpU/DRmHTIPPjl5LknBwW6Uj0ljXVw3zOFkXRfcsoSLWICDrXroO5wIPQYTZzfYdOpWFiiTBm5AZVmg3Hj7Hs4AHi7HYubNaCKKu1ok0KwuXzYRYCXyFrUR6/jwem/YNE0rxadV4bdD4da4VPq3P5vLy7ZBETN2/C7ffRv1EiT/cdqJvBsejAPkxCAYJDHTleL9N37aBfEZrbtaOimXr19fy0cT0bjh+lebXqdK9bn/um/YXX78ft9/PPzu2MWb6UP0ZdS/WICK5t34kf168jxZmTV8hjEkJXmdAvJQcy0gu1oSy4q3tPnp83Oyi8YjebuaZ9p7AaMwX58MKLue73iRzMzEAJrGsMbdGaK9t1KCuzw2I4coMqiSol90/7mzl7duFTVSwmEy8umMv3w0eEVPpVJAczMrR4axhHblYUJOCTmsPbeiKJayb9wvRrR1MvWj+17pbJf7DqyKG8Cs6Zu3ax4vAhZl93U0i4I8JiQS96YhKC6CIeek6vl2fnzWbK9q2oUlI/OoYbO3Xl5X/nBcX+c7xePH4/7yxeyGvnnk+s3c5fV13H56tWMHvPLuLsdtrWqMlvWzaFxKUFgjYVIAk7onVbTuRk8/GKZYCWJjqyTTseO7tvsceoERnJ1GtuYP2xoxzJyqJ9zVoVlg5pOHKDKsnkbVuYs2d3nmPInfnd/tcfLLn5jjIVcCoJbWvW1KogdSoTz27QkFWHD+EqsDDo9av8sG5tiJaH1+9nR3Iya44eDirDV5HkeL1M3LyRW7oEJzQMSGwCOqrbFpOJy1q3LdT2e6ZOYfGB/XkLl3vT07h58iTde/GpKjN27+Q1zge00MP/+vbnf337A9pbxNy9ezienZV3vs1kon2tWhXy4BVCcGe3ntzUqStHsjKpERFJ5Cm8zQkh6Fi7Dh3LwMaSYMTIDaokv2zeiNMXqsaX4/Wy8fixCrBIn2516tG2Rs2gmLFJCBrGxHJl2w6YdWLJXtXPjnwLpKuPHOai8d/T6uP3ufTncbqO1OXzsf7Y0ZDtERYLXw29lGirlSiL9p/NZOKZfgNpUUjJ/8GMdBaHkXANt8hXmASA3Wzhjyuv4fLWbYm326kREcktnbvx7bDLKrTrjs1sJjEu/pSceGXCmJEbVEn8Os4sl3COpjTZl5bG0oP7iXM4GNCocdimxEIIvh8+go9XLOPXLRvxqyoXNW/JAz17k+py4tURuLKZTHQJzFJ3p6Zw3e8TT755SBV0bs9mMoXVYulRrz7Lb7mThQf24fb5ObtBw7AZJ7kczMjAajKHOHIViLZacXq9QXF/m8nEFW3bFTpmtYgIXh10Pq8OOr/Q4wxKjuHIDaokl7duy8bjx0JirlaTiXZl1P4MtEKQFxfMZcLG9ShCoAgFsyK4rkMnpmzfRqrLSZfadXmiT7+8Ga/NbOahXmfzUK+zg8aKtdsZkNiY+fv25hXPKAgiLBauaq8tmH2xemVITnZBBNp9F7bIZjObdRtR7ElLZXdKCgcz0ll0YD8Oi5kr23agRbXqQYp/uVgUhSHNW7L80EGOZWflPTS71qnHXd166l472+NhR0oyNSIiK7ykHrT2bR6/v0JK6csKo7LToEriU1VunfI7Kw4fIsfrxW42IxB8eclwejUovRzsgszavZMHpv1Djk5YJxcBOCwWplx1HY3j4gsdz+v38+nKZYzbsB6nz0u/honc1Kkrf2zbzJKDBziWnaVbVGQWCgjt7aNTrdq8Ouj8QkMlBXF6vdz592SWHTqAT1WDMkocZjPDWrZh2s7tpBUoeom2Wpl6zQ3Ujopm6cEDHMxIp02NmmEfnp+vWs4Hy5ZgVhS8fpXOtevw6ZChRb4RlAVZHg/PzJ3FPzu2I5E0io3j1UHn0b1u/XK35VQxSvQNzjiklCw9eIAlB/eT4IjgkhatykzjIpeb/pzEvH17ijzOJATDWrbm7fPDd6fR43BmBkPG/0C216Mr3ZqLzWRizvU3US0i8pTkaZ+cPYM/tm7W1S4vjHu79+TBXn2Ctm09kcSP69dyPDubAYmNuax1G+xmS6BR8z9BaxkWReGs+g35bvjleduScrJZefgQ8XYH3evW0y0O2p2awt60NJonVKNBbGwJ71bjmkm/sOrwYTzqyXt2mM38dfX1RT5wKwtGib7BGYcQgl4NGpbpDLwgLp1wgx5+KVkbWHx0er1sOZFEvMNRpMP4eMVSsj3uQvPO7WYzQ5q1oE6Y9MQibVPVU3LiAJ+uWsFNnbvlzaj/2r6Vx2ZNx+v345eSRQf28d26NUy64mrGrloRsiDtVVWWHTpAUnY2NSIj+WDpYj5btRyLyYSUkmibjR8vHZnXGMLp9XLH33+y4tAhLCYFj9/POY2b8N4FQ0r0ANudmsKao0eCnDhoi7ffrFnFiwPPLfFnUZkwslYMDErAsJatQ5r16iGAxnFx/LBuDd2++IQb//yNIeO/Z9iEHzmeHSpClcuiA/t1nbgiBFbFRDWHgzu79uC1cy845XvwS6mb+VIcFASLD2qVmG6fj//NnonL58sLzTh9PvanpzN+wzqSwjRJtigKqS4n8/fuYezqlbj9frI8HrK9Xo5lZXHjn5PydNlf/ncuyw8dxOX3kenx4Pb7mbtnDx8tX1Iiuw+kp2PRmen7AxowVR3DkRsYlIBLW7Whfa3aecp9FkVBESKkGtBmNtOvYSKvL1qA06c5IZfPx+ak49w65Y+w49cKIyBlVhQW3nQbK269i3t79ip29aEeVpOJVqdYhGNSBPbAg2xz0nG9FHXcfh9/79hGv0aJunYqQpAYF88P69eGzNglkOzMYVPScVQpmbQl9M3B5fcxfsO6EtmtLd6GvoFYTSa61KlborEqI4YjNzAoAVaTiXGXjuS98y/iqnbtub1rD6ZdfQMj27TDZjJhURTqREXz0YUX8+/+fSFZNX4p2ZGSzO584lH5ua1r95AZv9Vkok+DRmH1QcKx5MB+Rk78ia5jP+aKiRNYdvBA3r5XBp5LhNlS4geCWSj0Dgh6RVqtYdNAY+x27urWkxibLWgmbFEURrXtgNfvJ8Pj1j1XEYJsjwe/qoZ9c8iv7VIc6kRHc3HzlnkPodzraD1Hu5RorMqIsdhpYFBKePx+crweYm12hBAMn/Aj63WKk6KtVr4cemnYbIlv1q7m7cULMQmBV/XTq35DPrhwSInS5ebt3cNd/0wO0gS3m818NmRYnr7K/vQ0vlm7mm3JJ2hdvQZun49JWzeHtFQDbfHWbjbzzbDL6Va3HqAtNp//47fsSUsNyt13mM18cOEQzm3SjKTsbD5fuZxfNm8k2+vJS4EXQOfaddh8Iinkeg6zmVW33YXdbGHYhB/ZUOAzFEC/Rol8M+xySoJfVfly9Uq+X7+GLI+Hsxs04vGz+51WC7zyxljsNDAoY6wmE1bTyfZn5zRuyrbkEyGv9D5VpUVCdSZv28LfO7YRYbFyVbsO9KinOfY+DRqxo+UJdqWk0LdRIjd26hJUeej1+9l8IgmH2UzzhGq6lZEv/zsvxEG6fD6enjOTBTfeCkDD2Die639O3n63z5dXRp8b8zYrCrE2Oy8MOIdzGjfBbj6pDCiE4MtLLuXa3yeS5nIiEHhUPzd26pKXs14jMhK7xYzb7wuqY5LAuqNHiLXb8xZKczEpCocyMmiaUI2XzzmPq377Ga/fj1dVsSombGYzT59CD02TonB7tx7c3q1Hic+t7BgzcgODMiLd5eKi8d+T4szJc+YOs5mHe/Vh7t7drD5yBKfPi0CbLd/etQetq9fg/ul/5zk3h9lMzcgo/hx1DTE2O7N27+SRmdNQVYlfqtSKiuLLSy6lSXwCGW4Xby5ayF/bt4YNWwC8d8FFDGvZWnff8ewsnps3m9l7diMQXNC0Gc/1P6fQtE5VSlYePpRXDFUjMridW9exH5MapueoCVAUJSiEIoAm8QnMvO5GQJML+HbtaraeOEHH2rW5vkNnakWVfzOKykCZ5pELIb4GLgaOSykLr9PFcOQG/x3SXE6+XbuGuXt3Uz0igps6dyXL4+HhGVND4rxWRcFusZDhDnbCVpOJ27t2Z3irNgwZ/33QTFugzXrn3XALQ3/6gX3paUVmpMTYbKy45c5T7uNZUlp9/H6R1akFsZvN/HP19SRWkfzu8qKsQyvfAmOA70tpPAODM4I4u4MHzurNA2f1ztv26MxQJw7aq79bJz7t8fuZunM7bp8vpEhIAjkeL5+vXM6RrMxipRX6VJX96Wk0TahW8hs6BXrWa8C/+/fq7jMrim7hkyJEiZ3/f5lSyVqRUi4A9JfhDQwMgoi1OTDpxLWFEGEFv2KsNo5mZek6PYlka/KJYmdy+FSVWLuj6ANLiWf7DdBttGw1mRjSrEVQJkkuURYrzcrpQXMmUG6LnUKI24DbABo2LL9KPAODskJKmdfUoiSMbNuO8RvX4S8w+zYrCo3j4tl6IqmA9omF0Z26sD9dv5OOT1XpXrc+/+7fW6QztygKPes1CJvKeDw7i9+2bOJIZhZn1W/AeU2aFvv+jmRm8ubif5m/bw92k5lhLVtzd4+zaJpQjdnX3cQ7SxYye88u3D4/LapV49HefelQsxbTd+8MGevhXmfnacov2LeX79etIcPt4qLmLbmybfuw7djSXE6OZGXRMCa2ykvTloRSW+wUQiQCfxkxcoMzHZ+q8t7SRXy/bg05Xi9N4hN4fsA5nN2gUbHH+GXTBp6fNwezSQGpNXr4euil1IiM5NrfJ3I8OxsFLf3wmvYdebJPf/p8M5Zj2dkhYw1q3JSPBg+h37dfkuJ05s3qc1MG/aoMlLerdKpdm8+GDNMVrVp+6CA3/TkJv1Rx+/1EWiwkxsXzy4hRRfaxTHM5Oe+Hb0hzuYIeQooQ3NixC0/06aerofLs3Fn8qFPcE2Wxsv7Oe/lw2WI+X7UiLx/fbjbTOC6eSVdcHSQd7PH7eXL2DP7esQ2rYsInVW7t0o0HevauUL3z0sZIPzQwKCWenzc7KN96V2oKt075gwmXX0mHQnpt5ueKtu0Z3KwFyw8dxG4x06Nu/byZ7+zrbmLN0SMk5WTTqVYdakVFsfboEV0VRACkxG62MOmKq3l81nSWHzoIQJc6dXny7P40SYhnR0oyNSOiwgpOqVJy39S/glQds71edqak8O261dwZRqI2lwkbN5Dt8Yb05VSl5McNa7GaTDyq00btty2bdMfL8npYuH8fn65cHpS+6fL52JuWyh/btnBl2/Z521/5dx5Td27H4/fnxda/XL2S2lHRXFUBPTTLG6Oy08CgBGS4Xfy6ZVNIjrbb5+PjFUtLNFa0zcagJk05u0GjoPCFEIIudepyQdPmeWl2Tq837MwyO+B868fEMu6yK1h00230a9SYtUePctWknxk87nuyPd5CVQN3paSQ5Q19ULj9Pv7cuqXIe1l5+FBYQTG3389369foxvf1GmvksvTQASxKaFjH6fMxa/euoDEmbt4Y8jtx+nx8vmp5kbafCZSKIxdC/AQsAVoKIQ4KIW4ujXENDCobhzIzseo4FwlsTy478aXOdeqgqvphUFWqJOcTqLpn6l8s3L8Xr6p1uT+Slcmdf//JtuQTYce3mkyFtnArKgTbLCFBV5QqF63qNTR+H05DXQBn1auP1GmHZBKCGvli/E6fN6zkb4rTWajdZwqllbVylZSyjpTSIqWsL6X8qjTGNTCobNSPjsGrhs4iFSFoV7NmscdJys5m1ZFDnAijEFgQu9nCCwPO0dOoYvmhQ1z80/dsPH6Mv7ZvZePxYyFpiLlyreFoFBdH/eiYkPGtisKRrEyafvQuPb74lO/WrdZ16td16Kw7e84lweEgWmfx8d0LLtJtlH1H1x70btCIGJs9xCaLycS1HTrl/RxttVGzQBFSLp1rV31BrOJghFYMDEpAtM3G9R06hwhb2Uwm7u5+VtC2XN3vayb9wtWTfuH3LZtxeb08OP0f+n37BTf9OYk+34zl8VnTC20ikYtJMQU1cc7PsexsLv15HI/Nmq6rleKXkj1pqYWO/+mQoSQ4Ioi0WLGbzFgUBZ+UJAdmtSecOby56F/Grl4Rcm69mBi+v3QE9XU00h1mM0/1HaAbGmpRrTpzrruJsxs0IsZqIzE2jjGDL+bRs/uiCMEPl46gQWwsERYLUVYrEWYLLw08lzY1Tj40hRC8MGBQUBqjSWgt857o06/Qez5TMEr0DQxKiColX61ZyZerV5HmctK+Zi2e6TeQjoGGyaClJt71z2QW7NuXJ9XqMFuoFRnJkcxM3Plm9XazmTu6due+nr1DrpWfF+bP4bt1a07JZpvJxK1duof0DS2Ix+9n/t49HM/J5rt1a3S1uqOtVlbfdrduFgrA4gP7+WTlMradOEHD2Fge6NmbvgGhrlNBSsnmpONkeTx0rF07SO8lP6uPHObjFUvZm5ZGh1q1uKf7WeVW9FReGK3eDAzKkdVHDnPd77+G6G2HI95uZ9VtdwdtS8rJZn96Gomx8VSLiOC7tat5fdGCEnf2MQlBrM3OtGtHl0gKt8NnH+lmylhNJpbcdDvxjvIrKjLQMNIPDQzKkSUHD+h2oQ9HZj6H6fX7eXz2dP7ZsR2byYTb72d4y9Y82rsv7y1bXGxHbjOZiLbZGNCoMQ+c1bvEeuZN4hJYf/xoyHa7yUzMGdSB/kzAcOQGBmVAvN2OzWQKaSwhQCcPAzrmyz9/Z8kipu3cEZQTPXn7VupGR/PLiFE8MP0ftp1IQhYyns1k4p7uZ3F3j7N09mpIKVlz9Agbjh+lfnQs/RMbBzWaeKR3H27764+gmLvDbOaeHmeFDasUlwy3i/Eb1rNg/17qR8cwulOXoLi3QckwHLmBQRkwpHlLXl04P2S7zWyGQM9Mv5SYhMBqMvNsQBdcSsm4DWt1tcQ/XL6UJvEJ/HP19WS4XaS53EgpmbZzOx8uX5L30LCZTFRzRHBdx05h7XP7fIz+cxIbjh3FL1XMiolYm41fRo6ibmDBsk/DRnx80SW8+u989qSlUiMignu6n8XV7TsCcCgjg+fnz+Hf/XsxKwrDWrbmyT79iSqiND7FmcPFP/1AmtOFy+9DEYK/dmzj3fMGc2HzFsX+jA1OYsTIDQzKiOWHDnLX35PzQiFWkymQGeLg85XL2ZJ8gnY1anJb1+55XeNVKWn+0bu6s2zQZsT39ezF7V2DmyMs2LeXr9eu4kRODt0CPSiPZGXRq34DRrRpF+Jc31u6iLGrVgaFf0xC0LVOPSaMuLLIe8t0uznn+6+CSvKtiok2NWrw2xVXF1oW/9q/8/l23eqQFMk4m53lt955Wv1Iz3SMGLmBQTnTo159lt1yB+uPaXHmDrVq54Uk3jp/sO45ihC0qVGTTUnHdfc7fT4+XLaUGzp2Dsre6NcokX6NEll68AA3T56EL9DvcuH+vXyxeiWTR10b1Bzi182bQmL4filZc/QwGW4XMbZQLZb8TNq6mRxvcEm+R/WzPSWZNUePFNrQeNaeXbpyu5keN7tTU8IWCRmEx3j0GRiUISZFoXOdunSuU7fYceUXBgwKyVPPj8vn5avVocU9UkoemTkVp8+X5yidPh9JOdmMKSAfUFjeuj9MBWkuGW4303duD4n/59qwo5AK0sLwS8lxHVEwg6IxHLmBQSWjS526/Dnq2qAy9PxI4OMVS/lu3eqg7YezMnVL0n2qyoxdwVKxFzVvoVuJ2TShWqFphf/s2MZZX33G6qNHdPcLIWiSkBD2fICGMfqaLwLYnWq0NTgVDEduYFAJaZZQjfcvGBJ2Zu7y+3l/6WL8+WbWDrM5rF5KwcYOD/TsTf2YGCID2+1mM9FWG++ECfkAHMvK4uEZ03D5fLrdeyyKicZx8XSrU6/Qe+ter56u47GbLVRzlCxF0kDDiJEbGFRSejVoyGuDzufB6f/oLn7meH1ketzEBbr9JDgi6FK7LisPH8QX1JjCzPUdOwedG2u3M/WaG5i2cztrjh4hMTaO4a3a6OqU5/LPzu3oJztqC6UXt2jJc/0HFqn/PaJNOz5esSwkNGMzmTi3SdNCzy1NDqSnM3b1CtYcPUKz+ARu79qd1lU0BdKYkRsYVGKGtmxN6+o1dPfZzCaircGFOR9cOITG8QlEWixEWazYTCYubNaCawIpg/mxmkwMbdma5/qfww2duhTqxEGT0tWLrZuE4KGzzuad8wcXuUgKUDMyirGXDCfe7iDSYiHCYqFedAzjLhsZ1CyiLNmRnMxF47/n543r2Zx0nL92bGPExJ9YdGBfuVy/tDFm5AYGlZyHe/fh7n+mhBTm3Nm1R8gCao3ISKZdcwNrjh7haFYm7WrWomFsXKnYMbBxE8asWBrSok4RgkZxJbvG2Q0asfyWO9h8IgmzotCqWvWQmXym282f27awPfkEbWvU5JKWrXV7f54Kry2cT47Xk/d+oUqJ0+fj6TmzmHP9TVWuq5CRR25gUAWYumMbry5cwOHMDGLtdu7q1pObO3ctd4fzwvw5/LJpAy6fLyjIIoBGsXH8PGIUNcJIypaEfWlpXPbLeFw+L06fjwiLhWirld+vvIbaUdGnPX77Tz8iW6eRhllRWHXrXURXUgkCI4/cwKAKM7h5SwY3b4nX78esKCEO3JntYumUVWSlZtH53A7Ub14nzEihnDicwh8f/cO25bto0rERl953EbUT9WPFz/YbyKDGTbl58qSgXHAJ7E1P49a/fuePK689pXvMz//mzCDd7cpbvM3xenH7fLz87zzGDL7ktMePtdt0HXlun9OqRtWz2MDgP4xeR/vNS7bx5OBXkFLi96kgJRfdei53vX9jkTP2/VsPcV+v/+FxevB6fGxcuIWpX87mrTnP07Jb6MKjEIJsryekN2cum44f53BmRl6Z/6ngV1WWHToYkoHjl5I5e3af8rj5ualTV95ZsjBowdVmMjG8VRvdz7iyYyx2GhhUYfw+P88MfYOcDCfOTBcepwePy8u0r+ewfGrR2uWfPvgtORk5eD2aQ/N5/TizXHx41xdhzzmWlRU2zVGgFQydDkII3a5BQNjtJWV0py5c2ba9phBp1RaFByY24bn+A0tl/PLGmJEbGFRhNi7ais8TWmHpynYz9avZ9LyoS6Hnr5+/CT2fvGPVbnxeH2ZLqIvoWKs2ZkXRzWCxmkw0O81mDooQ9G7QkAX79obs86sqXr//tGfNihA82/8c7u3Ri91pKdSLjimV2HtFYczIDQyqMD6PD91GnoDH5WXXur2smL6W9BMZusfYI/XTBS02M4pJ3z10qFWbHnXrh2wXwKvnnF8qolfhqj/NisLCUkoR9Pj9jN+4joemT+XSn8fz0oK5pLtcpTJ2eWM4cgODCubEoWQW/r6MzUu2FdmtviDt+rRC6mij2CKs7Nt4gAf6PM3Lo97jqgZ38M0zP4WMf8md52N1BCsjWu0Wzru+P0oYhyyE4Jthl/HwWb1JcDiwmUy0qladny+/kqGtWpfI/nBk6SxEgraomuYsHWd7219/8PHyZRzISOdYdhY/rl/Hpb+Mw62jIVPZMUIrBgYVhJSSzx76limfz8RiNSNVSbW68bwx81lqNiieAqDNYePRb+/hjes+xO/34/P4sUfZMZkVThxORvWfdNyT3v+bZp0a0/fyk80mrn1mBAe2HWbplJVYbBa8Hh8d+rXmjndHF3pdi8nE3T16cXePXqd070UxKLEpM3btJMcb3CrPr6r0rB/6NlBS1h87yopDB3HlU4D0qn6OZ2czded2hrdqo3ue2+djyvatLDt0kAYxsVzRtl2lCMkYeeQGBhXEnJ8W8t5tn+HKPrk4qJgUmnVO5OPlb5RorKN7jzPz+/lkJGfSsntT3r31M7zu0Jlluz6teG/BS7rn79t8kHrN65QodbGs8Pr9jPrtZ7aeSMrLLHGYLVzboSNP9ul/2uOP27COVxbMC3LkuVzVrgOvnHNeyPYMt5tLfx7HsawscnxerCYTZqHw7fDL6Va3cH2Z0sLIIzcwqGT88dE/QU4cQPWr7Fy7l72bD5DYpkGxx6qdWJPrnh0JwO71+zBbzbqOPCM5M+z54XLHi8KZ5eSn135nzviFKCaFC24cwMiHh2K1F94pqDAsJhPjL7uC37ZsYvL2rURaLFzdviPnJDY55THzUzc6WquKLaD9ZTebSYyL1z3ns5XLOJSRgUfVTvL4/Xjw8+D0f1gw+pYKrQY1HLmBQQWRnREqOQug+lSeuuhVxq57m8jY4lVJ7l6/jwlv/MHejftp3qUJQmcF1GIz03tY99OyuSB+n58H+j7Dga2H8bq1MMj4V39n9awNPPfbIyz+YwU5mU66XdCJhq1KNmu1mc1c3b5jXmu50qRvw0RibTZcvuDmGGahcFmYsMrfO7bnOfH8JDtzOJSZQf0wC7TlgeHIDQwqiL6X9eTnnUd10wdTj6fzx5ipXPPUiCLHWTdvE09d/BoelwepSvZtPojJYsJiN+Pz+JGqxOqwEFs9hpEPDy3Ve1j61yqO7DqW58QBPE4PW5bt4Kr6t6OYFPw+P1/9bzwX33Yud7w7ulLomJgVhZ9HjuLBaf+w7thRhIAGMbG8e8FFQZ2U8mMLk/KoSonNVLGu1HDkBgYVxIiHLmHaN3NJPhTaTMHr8vLvb8uK5cg/vPsL3DknQzSqX0X1q7To1pSGbeqTtP8E3S7oxCV3nFfsGX5x2bJ0O86s0CwSr8sbsu2fL2fT8+JudBnUvlRtOFXqRcfwy8hRpDqd+FS1SI2Yazp04s1FC4KqQU1C0KZ6jVLRlzkdDEf+H0JKFTxLwbcNTIlg64sQxp9ARREVF8krU57gnp5P4vOGvrJHx0eyZs4Gxr86ieP7kmh7diuufWYEdZvWzjvG4/ZycNth3fH3bjzAx8tfLzP7AWol1sQWYQt6kITDle1mxrdzK40jz6Wwjkj5uaZ9R5YfOsjcPbvzqk9j7TY+KgXtl9PF+Bb/R5BqFjLlWvDvBekDYQElHhJ+Rpj09a4Nyp6mnRrTsE199m48gOo/WSlpj7TRuH0jnhn6Ou4cLaf66N4kFv2xnI9XvJGXWWK2mLDYrbqONCq+7GeJA0edzVdPjiPo6rmRE52EOL8vfK/Qyo5ZUfj4okvYnnyCdceOUjsyit4NGha7F2tZUvEWGJQLMvMd8O0AmQN4QGaD/ygy4+mKNu0/z0t/Pk6dJrVwRNmJiHFgsVsYfu9gZv4wP8+JgxYycWW5+O7ZCXnbFEXholsGYStQ1GOLsHH5A0PK3PaouEjenf8ijdrUx2KzYLGZadYxEastVDfcHmlj0DV9y9ymsqZFteqMbNOOvo0SK4UTB2NG/t/BNQUoGLf0gXsBUnoRonQE+w1KTs2GNfhm6wdsXb6T1GNptD6rBe4cN398ODXkWFWVbPh3S9C2W964lrSkDBb9vkwr6nF7OX/0AEY8XD6v/E06NOLLje+RfCQVxaQQXzOW+ROX8OboMah+FZ/Xhz3CRu9h3ek5pHDtF4NT4z/tyKVvN3g3gakeWDpXitX0siM0BnuS8i8KMwhGCEHrns3zfs7OyMHv1w9DJNQJznO22iz8b9z9pB5L48ie49RvXoeYauVfbVgtn139R/aidc9mzJ2wiKy0HHoO6ULb3i3P8O9YxfGfdORS+pBpD4F7LggzIDVnHv89wnR6ym2VFtv5gVl5/lQ3BazdEOLUCzcMygav20vzLo3ZtnIX/nwLobYIG1c9canuOfG14oivFVcu9h3aeYRVM9YTEeOg97DuRESHLhjWbFiDKx8bXi72/NcplQCPEOJCIcQ2IcROIcQTpTFmWSKzvwX3PMCtxYplDvj2INMfrWDLyg4R/RiYaoHIzZGNABGHiHmlQu0yCGXKZ9O5ptGd7N6wj1yNWavDij3KzugXrwzSSqkIvnj8B27r8AhjH/2eD+/6glH1bmPdvE0VatN/ndOekQshTMDHwHnAQWCFEGKylHLz6Y5dZjjHAwVzX33gWYZUMxFKxYvglDbCVA2qTwfXNKR3C8LcBOwXIZSKzX81CGbfloN89vD3eArmYUvJd9s/JKG2fvl4ebFmzgYmfzIdjytYnfC5S9/kl6Nf6i5yGpQ9pTEj7wHslFLullJ6gAnAsFIYt+yQ4WQwBUh9+cwzASGsCMdQlJjHEREjDSdeCZkz7t+gUEouJrOJVTPWV4BFwUz7em6IPgxoSo7r5m6sAIsMoHQceT3gQL6fDwa2VV5sg9B9GTHVAyWh3M0xMMjF7fSg+kMduarKkFlwReDzhFZs5uLVkRowKB9Kw5HrLUOHpEEIIW4TQqwUQqxMSkoqhcueOiLqflCqAbkLNFYQEYjY141VdYMK5ezhPbBF2EK2q6pK98Gd8372eX1sW7GTvZsOlLgZxelwztV9sUeG2uf3+el8Trtys8MgmNLIWjkI5NfbrA+E1AxLKccCY0HTIy+F654ywlQdqk9FOieBZwWYmyAiRiFMFa/DbPDfpl2fVvQf2Yv5E5fgynYjFIHVbuGapy7PazaxePIK3hw9BumXqKpKtboJvDzlCeq3qFvm9jXu0JA6jWtxYNshfF4/ZqsJxWTioS/vxBFVvFL3skZKiZQybIejM5HTbiwhNLGO7cAg4BCwArhaShl2GdtoLGFgEB4pJevmbWL+L4ux2LS2a827aDrcB3cc4Y5Oj+B2ngyzCCFIqBPHuH2fYjrNpsSF8c+Xs/j4vq9RVanJCQhoc1YLHvv2Huo0qVVm1y0uPq+Pb576iSmfzcCV7aZxh4bcO+YW2p3dqqJNKzXKrLGElNInhLgHmA6YgK8Lc+L/FaR7CTJnHKjpYL8AETECIfQb3RZrPO92ZPZX4NsJ1k6IyJsRprKfgRmUP0IIOg1sR6eBoaGKf76Yic8XHEOXUuLMdLF2zka6nlf62t0AKUdT+fi+r0OyaXas3k1WWnaZXLOkvHPzp/z729K8h9zudft44oKX+Xj5azQqQZOOqkipvHtIKf+RUraQUjaVUv7nE5PVrLHI1DvAPQO8yyDzLWTylUhZtEKcHtK9FJk8Elx/gm8D5ExAnrgY6dtVypYbVHZOHEzRzWqRUpJ6LL3Mrrt0yirdUIXX5WX+L4vL7LrFJfVYGvMnLgl6UwGtsGrCG39UjFHlyH8niFROSDUVsj4C8nd/cYJvLzgnl3w8KZEZzwTGyy3Z9oLMRma+ddr2GlQtug/urLvY6PP5ad+3dDrY6yKEflqDENp/FcyR3cew2kNz2FW/yu71+yrAovLFcOSljWe1JhEbghPpmlny8WQ2+A/q7QDP8pKPZ1Cl6X9Fb+o1rxOkdmiPtHHRLYOo1Si8HLHP6+OfL2fz0IBneez8F5n/y+ISZbv0GtotSGY3F4vVzMBRZ5fsJsqAus1q43GHpkYqJoUWXUqnz2dl5j+ptVKmKLHoi1ApcAo6LhIrJ2fiBRD6LakMzlysNgvvL3yZyZ9MZ97Pi3BE2Rl614X0GxG+bF9VVZ688BW2LNuRp1u+Zcl2VkxfyyNf3VWs68bXjOX+z27jgzvGBsbUskKufGI4TTsmnvZ9nS5xNWI579p+zB7/b5D0r9Vu5crHh1ecYeXEaWetnApnctaKlCoyaSCoRwl26HZEtXEIS8m6o0jvRi0+rqdeaOmOUm3c6Zhr8B9g+dQ1vHTlu7gKtGSzOayMWf46iW2LvxB44lAy//62DJ/XT6+h3fIaXJwOziwn//62jJSjabTr0+qUVRL9fj8/vTqJPz6aSlZ6Dq16NOeu90fTomvT07axslBmWSsGwQihQMI3yJSbQaYCitaRJ+bpEjtxAPyHADuglxlgzMgNimbVzHUhThxOpjmWxJFXr1eNS++7qFTs8vv9/PLWZL57doKmDSbBYjfToX9bXvzjMcyWkrknk8nEtc+M5NpnRpaKfVUJw5GXAcLcBGrM0TJM1CywdDx1XRNzW4KlZ3Oxg63n6ZhZLkg1DaQblJpG1WwAj8tD+olM4mvFlthZ5Y3h9mK2mIpV9BJXMwaLzYzXHfx3ZLKYKkS3HLSHyPOXvcWyv1aRPyjgzvGwYf5mpn45m4vvOB+Py4PVbjX+dorAWOwsI4QQCEsHhK33aYlTCXN9sA/mpJwAgBmUaETEFadtZ1kh/cdQk69DHj8bmXQu8sR5SM/qijarQlFVla/+N47Lqt/Eja3u4/IaNzHxncklWnTcuHALt3Z4iIsjr+GS6Ov46J4vi9RgOe+6/ig6hUImk4leQ0Pe0suFNbM3sGb2BvRu3ZXj5pe3J3NN4p0Mjbme4fE38ONLE1HVqtvvs6wxHHkFIqUL6d2C9BeuPSNiX4Poh8HUCJQa4LgcUe13hBJTTpaWDClVZMp14F2J1l7ODf79yNSbkP6jFW1ehTHu5V/5/cOpuHPcuHM85GQ4+e65X5j+7dxinb9vy0GeuPAV9m48gFQlHqeHaV/P4bVrPyz0vOr1qvHcrw8TFRdJRLQDR7SdanXieX3GM9h1dF3Kg+XT1gQtShbk2N4kkg4ko/pVcjKcTHjjT7577udytLBqYYRWKgg1+zvIeg9NOteLtJ2NiH0HoUSFHCuECRF5PUReX/6GngrelaAeJ2SBVvqQOT8jou+vELMqElVV+fXdv0K63btz3Ix7+TcuvPGcIseY+NafeAuk2HlcXpb/s5qkg8nUqB8+K6r7hZ2ZeOxLtq3YhdlionnXJhWqRRIdH4nZasanp5goCHlLcee4mfTBP1z7zAgsVkPzvCDGjLwCkK45kPmu1plIZgMecC8qlw5F0rcXNfNN1LRHkM7JyLLQX/eHaKYF8IBvO2rme6jJ16CmP6v1Tf0P4HV7dXW8AVKOpBZrjD0bD+jnctssHNl9rMjzzRYzbXu3pGX3Zvi8fub8tJAvn/iRaV/PwZkdTqO/bDj32v6YTPruJ9wDRvWrZCRnlaVZVRbDkVcAMnsswZWfoDnzf5FqStld1zUbeWIoZH8DrsnI9KcD0gGl/CW2tAOpF8+0g/tfyP4KvCvAORF54lKke1mordKFdE1H5kxC+o+Urn0VgNVupXo9fa37xh0aFWuMlt2bYrKExro9Li8NWhZfdyctKZ2b2zzA+7d/zs9v/snH93/N9U3u5sieoh8GpUWtRjV4/Pt7sUfacETbsdotWO0W7nj3Btr10Re5sljNxNWonOHEisYIrVQEapiYuDCDmlomzS2k9AZm/Pmdtgt8m5HZPyGibiy1awlzM6RtQKAvau71cl+H3ZzMr/cDTmTG01B9Rl5mgvSsRabejFYIJSHDh4y8FaUKh2SEENzx7mjeuP7DoNiwLcLK7W8VL2Q28pGhzPpxAc6gZsxWzrmqT4maLn/x2I8kHUzO02xxZbvxOD28e+tnvDXruWKPkx9VVfn316VM/XoOPq+P868fwKBr+mIyBz94cjKdrJ+/GYvNzFmXdGXisa/Y8O8WzBYT7fu2xmwx06pHcx4/78Ug3RRbhI3rnhsZMp6BhlEQVAGo6U+BcxIhMWQRjai5pEy62kvPOmTKlehWiYqaKLUWlu71pA+Z/T04f9Ja69nOB+cfQKbO0RZEzUUIJU574BzvDbKgAJQDET8WUQVSLgtj1cx1fP/8LxzaeZQmHRoy+qWraHNWi2Kfv2fjfj576Ds2LdpKRIyD4fddxJWPDSuRfO2w2OvJySz4RqiVs/+V/eMpxaDfuOEjFk5alhc+skfa6NC/DS9PeTLvAT3rx/m8f/tY7a1CgmJWeHnKk7Tt3TJkvPULNjP2sR/Ys2E/1erEcc3TI7hg9MAS25WftKR0Znw3j4Pbj9Du7FYMuLI3Vnvpf9fKknAFQYYjrwCk/xDyxDAtRp6XI26HmGdRIkaEHi8leNeAZxko8WAfjFBiS3RN1b0YUkeH3S9qLNEaNJch6vGBoB7S2WNB1FqFEHakexEy7V6QBWOhAuwXo8S9U6Y2/hcYHn8D2ek5IdtNZhN/Zf9Y4tz2Xev2cv/ZT4Vkodgj7bz452N0Pqc9B7Yd4o4uj+EpoE4YEePg58NflHn2zI7Vu3nknOfxef14nB7skXbia8UyZvlrxCRUnWbr4Ry5ESOvAISpHqL6FHCMBFNjsPZGxH8Wxon7kWl3I1NuRGZ9gMx8DZnUH+lZVcKLFl5KLZ2TSjbeqRB5PcH58ABWsJ9/Uqs97OKrLKRptkFJOOfqPpitwc7aZFbodkHHUypQWjtnI6ov9E3Ple1i9UytYfSMb+fpyu8iYdnfZV9f8OYNY8jJcOY9SFzZLpIOnOCH5yeW+bXLA8ORVxDCVAcl9gWUGtNREr5F2HrrH+j6E9yLyJOxlU6QOci0e5BS54uhg/RuhLRbCz/If6Dw/aWAiLgeHEPQeqRGA3awdEbEvHTyIGt3TdIg9GSEPbQ0XKppqNnfoqa/kJeFI/3HUNNfQE06DzX5aqSreHna/xVufvVqGrauhyPKjtlqwhFtp0b96jw49o5TGi86ISrkwQBgtVuICSxOZqVl4/fpNZVWyckIfTsoTdKS0jm4I3TB3Of1s+DXJWV67fLCWOwsZ6T0AWqx4+Ay5zdCM1zQZqe+TWDpUPj5ahoy5XqdUEU+hANh7Vose04HIUyI2FeRUfeDbweY6iHMjYOPUaKQMc9DxvNoxUR+TeXR0hXsFwYdK71bkSnXgPQCLqTrd8h8H9RMNG0aH/j3IdM2IaPvQ4m8uczvcde6vaybt4nY6jH0Ht4dR6R+VyhVVUk+nMqejfuZ8Pof7N9ykAat6jH6xSvp2L9tmdoYGRvJp6veZPWsDezZsJ96zWvT86Iup7yQ2Oeynoy57+uQ7UJRGHR1HwDOuqQbs35cEJKCqfpVupxb+N/w6VLYW4bZdma4wDPjLqoA0p+sNYhwzwNUpKUbIvZlhDmxqDNP77rOyfoz3DwsoNQKyACUD8JUC0zhezwqEZchrR2Rzt9AzUDYBoGtvyZIlg+Z/hjIfIunMicQfgkoMOXhhMwPkY6rEErZCI2pqsob13/Eoj+Wo/olZouJj+75kjdmPkvLbsHqewt/X8aHd31BZmp2UEFMelIGT130Ks9NepTuF3QqEztzURSFbud3pNv5J1vD+f1+Zn43n6lfzUZVJReMHsiFNw0sMtwSEe3g9WlP8dzwN7VWcEIb/6kJD5JQOx6A7hd2okP/tqyfv+nkgmiEjUsfuKhQHfXSICoukja9WrBx4dagPHyrw8rgmweV6bXLC2OxsxyQ0o88MTjQICL3i6uAiEHUmKNbzZl3bs4kZMYLhMzKlWqIGgsRovBZlJrxGuR8o79TRINjJCLqrjIr95e+A9rbgLk5Wp/uUhpXTUMePxtt1l4MRBQi4VtEEW8wp8rscf/y/h2fh8w4q9VNYPz+T/OKXLYs28Gj5zwf0pIsPw1b1+OrTe+XiZ3hkFLy3KVvsmb2hiBH27ZPK16b+lSxRKv8fj/bVuxC9flp1bN5yAPA7/ezcNJy5v60EFuEjcE3n6Pbl7QsOHEomQf7Pkt6ckbAmQva9WnFS5Mfr1KVooaMbUXiWRzIHc8/M1ZBupHOyYjIq8Of6xgG7pnaGNKNFl9WEHEfFenEAYS1C9L5cyBDJmhgRPxXCGunkt8PgbBG1kfg3QzmJoioexDWzif3+48iU+/SQijCDJiQMa+gOC4ofFwpNdVI314wt0BYwnVAL2EYQHo1nZoyYupXs3UrN3Mycti5Zk+eJvbPb/5RpMjVga2HkVKWq+LflmU7gpw4aOJVmxZtY928TcVyuCaTqdBUSpPJRP+Rveg/slep2FwSYqpF03t4N/4eOxuvy0uzzo25890bqpQTL4wq48il9IN3lSYLa+1a4vS70rXFqYVI1CywnoUwF6Hn7NsbJrzhBN/OQk8VwgRxn2j37lmhm34oPeu0MARubUHQ2u+kE7ANAlND8O1BK8YBsIO1K1iK33FdqplaVaYQSBEPqbejFftI8BxCpqyA+I8Qtv5an9GUG8C/H/AHHkBA+qNIcyLCEpo3rF0jA5lyU8D5KyD9SGtXRPxnCBGcniaUaKSls/a5BOXjW9By5Qtss3ZBmE6/CUI4dDMy0AqB/PkyOo7sOqar+Jef2BrR5S7bun7+5hCZW9CyO9bND3XkGSmZzB73L8f2Hqdt71b0GtrtlCV5y4OXrniX1bPWa6EftHTE+3o/xVeb3qN6vbJNuy0PKu8nnw/p3YZMvVHL2MgVmYp+FKUCRKS0qsOb0NLhVEBFRlyPElOIToqlJQhTaLhbRCAsRc90hBBg7ab9VwA162PIGovmpFWkaxrYzoHYdzUpXWGGhJ+Q2V+CazJgBscIROQNIc5CqumafIBrurbAGHEtwjEC6ZoO6Y9r9wCB2X3Bm3EhM15C1OgP3vWgHiO0q5EXmfMjIvYl9JAZL4BvC1pz6cBGz0pk5vuImMdDP5e4t5DJV2nFQ9KnOX9zB7BfBFlvo731eMHaAxH3XmEf8Wlz7nX92LFmT4goltlqpkXXkz0j2/Vtzf4tB/GFcfy2CBujnri0TG3VI65mLBabOSSzxOawEl8zLmjbzjV7eHjgc/i9ftxOD/98MZs6TWrx3r8vERFdML20cPw+P399PoN/vpiNz+vj3Gv7cen9Q045r1xKyeFdR/H7VBq0rIsQgoM7jgQ5ce048Lq8/PnxNG5+9ZpTulZlotLHyKX0I5P6gnqiwB47IuEHhLX4s8rTRas6PBtkWvAO4UDEfYKw6TehlVIiky8H33Yg97XaDEp1RI0ZJ3OoS2qP/zAy6QJOzrTz2/M5wha+j2PIWGoOMvkS8B/LZ6NDeyi4Z4VeQxcFUWsduBdqcgB6mTLWfigJX4ZeX/qRxzqgG/MWcSi19BtNS+nT3hT8hzSNF0tHhBCaGJhvLyjxCFPZLqaB1tz4fxe9ypZlO3BlubDaLQhF4cU/H6fLoJOdoY4fOMFtHR/GmeFEVU9+90xmBYvdyhWPDuXap0eU+4w8OyOHK+veGlrUE2Vn3N5PgopmbmpzPwe2BgujWWwWRjx0MTe9UkiYUIdnh7/B6lnr865rdVhIbNuQDxe/UuIsmr2bDvDCiLdJOnACgSC6WhRPT3iQ9BOZvH7dh+RkhGZ/dTmvA29Mf6ZE16lIqm6M3LMiMBMviBvp/KlcHLmUqpYx4cnV1y54gBPpnBjWkQshIOF7ZOZ7Wl44frANQkQ/fspOHNAcmF4pgHQh3bOK7cillMj0/+nkkjvBPY1ix6OFHbBoKZG6hT12sPUNc7If3b6kQGEPESHMYA8t3RbCCpbil76fLmaLmdenP82qmetZO2cDcbXiGHR1n7ysjVxqNqjOpyvf5NtnJ7Bm9kbiasZw2QND6HJuB+JrxVZYzPaPj6Yi1eBJncVm5pW/nghy4icOJXNsb6hWkNftZc5PC0vkyLet3MXqWRuCHh4ep5cDWw+x7O/VSCn58slxHNl1jJoNqzH6xVGcc7X+34/H5eHhgc+RmZyZF7py5bh54oKXeWPmM7pvQGarmWadGodsr4pUfkcuswC92YkENa1ML606/4HMN0E9jFSqge2C8NmAug+bkwglChH7DMSW3tNfYkVXOwUJakbxx8l8O+Cw9VAoXmaIHRzXag88Uw1kxPXgHJfvc7GCqQbCEVq9CprjlZYO4F0ben1rOOdfuVAUhe4XdCoydbBOk1o8+WP5C4Ad2nmEr/43nnVzNxIVF8XlD13MJXecz4lDKYx/5beg0ANoJftuZ/A2xaSEjfGbzCb2bTnIz2/8wa61e2nepTFXPj6cBi3r6R6/efE2XVleZ5aLad/MCZqpH9l9nHdv+wyv18cFN4Q+uBf/uQKv2xtim9+vsmXpDjoOaMu6uRuD7tFiszD83vJLuy1LKn9lp7VboOCjIA5EgQKR0kS6ZkH6E6AGXiHVZHBOAHSq0EQEwn5Jmdmia59nJWS8RtjZqntxscZRfXsD6Ynh2miZOKlcWHC7DUSk9n/HZYjoB/L2iuhHEbGva4U8pmYQeVugq1H4tnci5iUQUdp4ANhBxCJinizWvYRD+pNQ0x5CPdYR9Vhn1PRntMVbQHo3aPuSR6FmfoRUi6cNXtVIOpjM3T2eYOGkZWQkZ3F411HGPvoDnz70LatnrUfR0QZ3ZbtZ/EdwSCuhdjyN2zUImVtZ7Ra6ntuBu7s/wexx/7J7/T5m/rCAu7o9zrYVwQv6ueHchDrxmK2hb3tWu4XNS7aHhHncOR6+eeon3ftLOZqm26TC4/Rw4lAyz/36MINvGYQ90oZQtNTD9/99qdBmHFWJSj8jF0ocMvphrRFDngSqQ1tA1CnZLi1k5rsES75CsLMzEVx1WH5PdqlmIFNvQfehknfQcdSkIYiE7xCm6rqHqM6ZkP4g+s2dA5hqaTNi52+c/DzsEHEFIvohLTat1NYqMj2rUbM+0DJxzE0RUfejVNP/4kkpka6/wfkniEhExGVg7YuoPkNLl/Ru0+LdESNOK0NJSjcyeURw+qdzEtK7DhlxG2T8j7y/K+8mpHMCVJucJyAmpR+Z/Rlkf6cVH1naIaKfLrOQXnZGDs4sF9XqxJdqnPzXd6fgznYHhU/cOW7+/nwm94y5GaGEXstkVoiICS2guvLx4bx05btB2+xRdjYv3R602Kv6VVzZbj6+/2s+XPwq21buYsy9X7FtxU4cUXYuuvVcLFYLLuEKmkmbzCayUvUrkVOOpOLz+kIyZNr2bhnoSxr8t+yIstO+bxtsDhv3fHgz93x4c7mndpYHld6RAyiRo5GWjsicn0CmI+wXgP3iMpF7zcN/sPD9pkZg7YmwDwyk+5Xjy41rGsWq+PTvRqbdh6g2PmSXVLMg/RFOLmzqIGIRCT9olZ+OC7UqUUA4hoGlm/ZlMDfTxnMvQqbeSZ6z9yQhU9ZC/KchawdSzUKeuPjk2w4g3TPBcRlK7EuIqLuLvrfi4poakMTN/wX3aqmRGc8Q/LB2g5qGzB6b9xYgM14IyO8GjvOu0yQPqv+GCNx7aZCdns1bN33C8r9XIxRBbI0YHhx7R7EqPDOSM8lIzqR245phUwA3LtyqGye22CzUqK//oDdZzJx/Q/+gbaqq8vF9X4f8+bmyXexau1d3nG0rdnFwxxEeGfhcXp56ToaTyR9Po2mnRpw4ZCX9RCaKIohOiObpCQ/wxg1jOLwztL9rXM1Y3Xts2b0ZnQe1Y83sDfkWTq00alOfHhd1Djr2THPiUBVCKwGEtTNK3Jso8Z8jHJeVrRMHMBfRtUU9hhL7AsI2oHydOICaHibcVBA/eNcj/TqdXzyLtHS9sFgh4ibw7QL8CGsPlNiXUWJfRli7h6YuZrxC6BuMK7A9GJl6S5AT1/AGZsqbi3FfxUe6FugUQxFYjNV7iHnBrYlsSTUVnL8Tel9uZNbnpWrns8PeZPnfq/F6fHhcXpIOJPPC5W+xZ+P+sOfkZDp57tI3GVX/Nu7s9jgja93C9O/0BcLqt6iLojPr9rq17kLPTnwYR7QDR5SdiGgHVruFu94fTaM2wTUSu9ftw5kVqkLpcYb/e4yMjWDi23+GxOA9Li9blu4kKy0bJNzw4ijG7f2ENr1actPLV2GLCP6O2yJsXP/8FWGv8/xvj3Lbm9fTtFMiiW0bcP1zI3l77vMl0mqvqlSJGXl5IL2bwLMaTDXBNhAR/Qgy9V5Cv8QBRMnyZUsV21mQZaHQkEguwhzQIymobVLYjN6i7c8eq/lA4YCE7wufgfp3FWu79B8H77owg3jBvQAsbQqxrfiozn/APV1/p7CGyaxBK7oC8O0HYTlZ0HRyZK2itZQ4uP0w21bsxFsgxut1+/jt3Sk88rX2hrJzzR5mfD8Pj9ND1/M68seYf9i8ZDs+jz+vmOeju7/CHmEjOj6Kus1qUzuxJgBXPDqURX8sC4o7W2wWmnZuzLPD32DvxgOYTApWh5Xzrh/A9c+PJDo+VDqipOnKtggrw+8dzLK/V+subAI4M7Xv2LdP/0SvS7pSr1kd+l/RG5/Pz1dPjCPpYDLxteK4/oUruPi288Jey2Q2MfSuCxh6V+HVw2ci/3lHLqUPmXZfQCpWDZST2xDVxiHi3kemP4zWIDk/dnBcVQHWaghLe6R9ELhmc1KDRUF3wVIKTfO8INY+oCuDm7uw6SWvMEfmIFNuhRpzwr+WiniQOv1GRXD6nVYPEFhfCD04sNh5ekgpkTkTIPMF9BdxRaBcvwb41xSwxYGIDLS9MzcI4+wVCCsdUHKO7z+B2WoO0V9R/Wqe/OrEdybz3bM/43F5kBL+HjtLdyx3jptXrnqfiGgHXreXbhd04qmfHqBpx0Se++1R3r/jc1KOpCEENGhZl23Ld+Y5WNWv4vX4mPrVLHoP60bnc9qHjN+0UyL2SLvurLwgJouJgaP6cM1Tl5N8OJWda/aEdeYAPp+fGd/N48aXtO/WoKv7MujqvqiqGrYhs4HGf/7TkTkT8ul9uzWnLVORqfci7OcgaiwAS2fAcTKjwtYXEXVq2s2lhYh9GxH7CljPBmtviH4GRE2dI13ItAe0Apn85ytRgfsqiJ/QdEMJMlWTzQ1HxDVAwXCXAyIL6KCbGxP+z04plUVjmfUBZL5G+EwcK0TeC/IwJ524JbD9Ji3NFBBKAjiGAgVz/W2IyNtP285cGrdvGBJ2AC2Pu0O/NiQfSeWbZybgdnqKLO8HkKokOz0Hj8vLyunr+OKxHwDofkEnftz9CRMOfs6Y5a+xb8sBXcfqzvEw/hWt0UhGciZ/j53Jr+9OYd/mAyiKwrO/PqyrP54fm8PK3R/cxMNf3onJbGLkI0OxOgoPh/q9fjJTQhc5DSdeNMYn5PyFUL1vCf4DSN8BhBKNUu1nRLUJiNjXENWnoMR/DP7DqOlPoZ4Yipr2ENK7tVzNFkJBOC5GSfgGJeFblMhrwH6OzpF+cE9HJg1A+vMtLvqPgLcknVmUsLnyauaHkJ0/ZiwAO0TeiIi8qYDdDoh+gFCnD8S8ctrt5qSaBdlfEzYkBmCqDRlPF4jTC7BfghJ9f9Bbh4h5ESJuCDzEBZhbIxK+RpRisVF8rTiG3HYutnxl6YpJwRHl4NL7LmLVjHWYzKf2VfW4PEz9ak5eSEQIgT3SxvOXvo3fG352fHTPcZZPXcPVje7ks4e/4+unxnNX9yf45IFvEALddMX8qFLS59IeeT/Xb16Hd+Y+T+P2DcOeY4+yc9bFoTIUAMf3J/H+HWO5sdX9PH7BS6yZs6HQ6//X+M+HVsIvGirkj0ELS2uwtA6cshWZMioQO/WDbzvSNRviS1YWX5pI6QFnIW2r1BRk+pOIhO+0n70bw8d/dcM0qm4TC+maDdlfEbxwKMDcWHtrcU1G+g+CuQ3Y+iGECSXyJqSpkZbW5z8IptYQ+zSKuUnI+CXGv19f1ybPNAfaDLugo/eA6y+k+lSQrLAQZkTMwxDzcJmmrd31/o0ktm3Ab+//RWZqNt3O78iNL40ivlacVu5/GgvqHpcXVVXzFv1+fOlXju8vKHlxEiEELXs04+Ur3w3Rjpn61WwO7zqGV+cNIvdcq8PC9c9fSXytuKB9CbXjOKTTqQe0WHr7Pq3odkFoWufRvce5s8tjOLNc+H1+Dm4/zKZFW7l3zC2n3ZD5TOG0HLkQYiTwPNAa6CGlrHoi446hkPUJIYU1ShyYEnVPkZmvFciEUAEnMuM5RI0wi2uliCb1ulmLN1vaayEAz1L0K2Dz2ehZjpRuTUnQVAv90IMZRExg9u0kryAo5uUQBUIAmfMdoW80Kvh2I4/1BeHVxhIOMDWAhJ+0Klf7IIS99EX9pZKgs6aRi6KFenJ+098tzJrYl44+vPQfB9c/qGqmlk5p6VyqTl0IwZDbzmOIzmJezyFdkGr42TNoXesjYhykHEkL2desS+OgzI3p38zVbbuWi9VhpWP/NqyYtiZknyvbzYFtB3UXPRWTQof+bbj51atp1aN5yP7Jn0zXDSEBNGrbgJcmP6EbRvnhxYnkZDqDwkDuHA+fPfQdg67pW6qqizmZTv79bSkZJzLpMKBtSFOQysrpfgIbgcuA0s3FKkdE5Gikawb49wScsw2ECRH3Xvgvqif0DxzQ2opJ1+nppxSB9B/VpF7Vw2jhDi8y8paAimJxMlkCX0Bze1DqgX83IZKvCd8jfFuQ7rlaAwvHKDBV06pdlViwdD05Qwwrk+AFPOQFdWUO+PYgs8YgYp44pXsvDsK9GBluMTXmRZSIK1C9W8B9mJBpu1TBVDfkNOmai0y7H+3B59WUJO3nQOw7pZJ6mnosjYnvTGH1rPXUbFCdkY8MpX3f1nn7HVEOnv31EV64/C18Pj9+z8l7U0wK9kgbn6x8A4/Ly/1nP43X5cXn9WEym7DYLNz/SfA6RTjlRYDEdg14esKDHNyuP3MGbYZvsphCpHtVVeXhr+6kdiO9tRotnzwcu9ftCyuStXbuRt1Yvs/n5+ie49RvEfo7OxW2LNvBExe8hFQlXrcXk8VMzyFdeOqnB047Tr9t5S6+f+5ndm/YT4OWdbn++Stod3bpLZifliOXUm6Bqp1gL4QDqk0E9xykZzkodRCO4YXHapVYUPVisFb0y9lLD5l6p/bQye+osr9Gxr5C4SmFCli75z1kpPOPgNSsPLlfVEfEvaHFfy0ttMIfQM36HLLGaKEYpNZZKOFbhLmJtmDq26Zzbb0ZpEeT0i1DRy69y9HPiLEiAktCIupepHshwW8SDoi8Sft7yD+edCPTHyI4FOME11ywzwL7+adlb/KRVO7o9AhZ6Tn4PD52rd3L6tnr88IGfp+fr/43nimfTsfn9RMR7aBN7xakHUsn9Vg67fq25vrnRlKvmaa1/sX6d5j0/t9sW7mTph0TufzBi6nbtLZmdZaTD+78Qsvb1qFJx0Z8vuZtAGo0qB521p52PCNEYAu09L/ZPy7gmqf09XRan9Wc1bPW6+7zeXxsXLRV17kl1I7n+L7QUJDf6yemenTI9lNBVVWev/TNIIVEn9fP8n9WM2f8Qs69tt8pj71x4RaeuPCVvDDViYPJbF68jWd/fYQeg/USDkpOuS12CiFuE0KsFEKsTEoKVU+rSIQwI+zno8Q8jRJ1c9ELbhE3EJrJYIeIkcXq2nOqSN/+vAKdYJyQ8zPEvBSwq4ANIgKUBETMq9o47kWQ8RzIDE46XLPm6AtWYbqXnAw9ySwtbKEeQ6bcjOrdH1BzLPilNlF4mKcMMTVEdyFVWCDQWEJYWiESvgdLd8AOSl2IfhwRdV/oeZ4V6N9LjvYwPE0mvP47WWnBvTvdOR7eu/1zfnz5V96/43MmfzINV7Y7L6tj7ZyN3PzaNYzb+ylP/nBfnhMHqNWoBne+N5r3/32Ze8fckufE009kcGe3x5nz08IQJ2y1W4iKiwwS8oqIdnDrG9fp2qynaQKaY104SV9uGGDEQ4XrET1xwcvs2bAvZPuox4eH6JNbbBZ6XtQlSJnxdNi5Zo9uSqUr283Ur2af1tifPvRdyFqD2+nhkwfCtGA8BYp05EKIWUKIjTr/DSvJhaSUY6WU3aSU3WrUKHt96LJERN4EESPQwjBRgBXsmixtmSIzTjZ3CNmXhhIxDFF9CjiuBWt/sF8JEfciYl5E1JiLMNfXDs3+DN3FPvdMZIFQicwZh25Wj0yFrDd0FktBeziEaQxg7adpxZSROJVwjAjUAuRH0dY8rCcXooW1I0q1cSi116PUnIcSeXWYN8vCHkinPw9aOX2tbqjD7/Uz/uXfmPb1XF3xqB9e/DXknN3r9/HSFe8wusW9PH/Zm2xfpYUyZn4/j1H1b+fQ9iOhM2kBTTsn8t3Oj0hsG1zF2aFfa+yR+r9HvRk5aC3VwhEVFxmUyVIQj8vDuFe09QtVVVk9az1/jJlKZGwEN7x0pbYOEO3AYrfQ7YKOPPZd6Uk5qH417K+6sNz34rB7fejDCeDwziOFrlWUhCJDK1LKc0vlSmcQQiiImGeRUfeCbx+Y6pVL8wLMLdAPnyhgHahVMub8oHXoETZABVM9iPw2eKHSF0ZHRpi1BVQl7uQ2NT2MMUqgUYbeH6IkbPqfex7y+BTtKHNTROybhfTlLDnCVBPiv0GmPwL+45otlraBNY9TeFuydkf3Gy4iEI7LT9dc4mvFhY1HF6z0zM+RXcE6JJuXbOOx817SCoZUrUvOiulradu7lZaqF1Z+Gcxms+7MtmHr+ljt1pBepBabhai4CNJPZAY5OXukrUhZ2Ee+vovd6/dxeFeobIRUJSunr2PHmt28cd1HHN9/Ar/Pj8lsom6z2ny34yNSj6WTUDsuJCPmdGnepQlWmyWvyjQXW4SN828YcFpjx9aIIflQaLFcRExEkWmcxcXIIz8NhBKPsHYqlhOX0o/MmYiaPBL1xOWo2T8GFelIKbUuPbKwp78F0JMGkJoDT38s0MPSGwiD5GjZI2n3B67hQ814HdRQMSLtAA9SqY/07UfNfBs17aFAdovOrEz6wdyWEv8JyRTyqkZ9W5Ep1yDDPixODWHtjKg+S+u+VGO+Vgegs4hZrLGEFRH3kZZ1Ixxocx872IeAbcBp2zrykaElbmsmBDTrEpyq+cmD3+LOOaluKKWmf7JmdiFOHK3oqE1v/Zx4k9nEI1/fhS3CmpfHbouwUbNBNd6c9Sx1m9XWtFliIrDaLYx8ZCi9LtHPA88lMjaSj5a9FragKCcjh3t7PsnB7YdxZrnwuLw4s1zs33yQb56ZQNOOiaXuxEG712d+eRh7pC2vcMkeaaN931an7chHPT48qEYAtM/x8geHlNr64mm1ehNCXAp8BNQA0oC1UsoihQ5K0urtTEBKiUy7O18FKYAdLJ0QCd9pqoJZb2ma5yICIm9FRN4eKkzl3YpMvpLQUEdRWBE15iKzPikgR1sQC0TeCNk/oDlbH9qDw4/msF2B/1sh5hmEpSMyeeQp2JMfO0Q/ihKpH4+tLEg1TetlKrPA2lurKygFVFXlmaFvsPyf4hdn2SJsvL/wpaDuNhfaRoVtAF0YUfGRfLnxParViQ97zP6th5jy6XSO7ztBtws6cu71/XFE2pFSsn3lLtKOp9OqZ3Niq8cA2t/7sr9XM+O7uUgJ513fn16XdAv6e37/zs+Z9cOCkLBRYdgjbUzJ/LHE91gS0pLSmfvTItKSMug4oC2dz2l32s5WSsn3L0xk4tuTURSB6le5+M7zufWNa0ss6BWu1Vul79l5JiA9AenTgg5PREDELZA9lmDnaoXIO1GiT8YApVSRaQ+D++9TsMABkTdD9phiHKuXumfTNMmFX+szGnFVXtNo6VmOTHsU1PDpakWbdz1K7NOnfn4V5rOHv+Ovz2eGLIblYraYaNopkazUbFKOptG8axNue/M6WnYPFjAbWecW0o6V7M2maadEnp34cN6CaGnx9s2fMP+XxXkhGXukjb6Xn8Vj396Td4zf5+fbZycw4fU/ij2uxWbhH2eoJHNVwe10c+JQCgl14nFEnlqKcjhHboRWdJBqNtKzCunTX6QoMd4V6Pf6zIHsH9FdeMz+GJlP1EpmfXKKThxtgTR7bDEP1gvtuMG/DyX+c5TYV/KcOICw9kDUmAUiTuc8BS0UYQKlGbpLMiICYe0EgPRuRk17APXEJajpT5Xe519Jyc7IYcqn08M6cdBypZt0TOSbbR8yOeMH3pn7QogTP7L7GO37tC5S/yQ/PS/qwsfLXy91J7591S7m/bwoKK7uynaz4NelbFt5Mo/cZDZx0ytXF6m/kotiUug5pEup2lre2Bw26jWrc8pOvDCMEv0CqNlfQ+b7AflXH9LSChH/mVY9GQYppZaKlv2Z1onG0g4R/djJWatIQJvpFly8sgOZYUb1Ib3rEdbOWhVdoY64EDVBbGgOtTivsBY0R64zlhLaKSbvKsICCd8iU28G6dIKa3AGru/TbFB3ErpoaNGaVtjPR7qXIFNvD9ipgm+n1kEo4WeEpWUxbK96HNubhNlqDlvtCICEuT8tpPuFnel7WU8APG4vi/9YztG9SWxdsZMV/6zWFs0CL9cms4LfF/pANpkUUAR3vnMDw+4pm45Wq2eux+cOXaT1ur2snL42qFJSCMFFtwziny9nBemZW20WhElBCO0hoFWtRnDX+zeWic1nAoYjz4d0L4DMDwDXyQUi70Zk6t2IMC3LAK3SL3vMSVEpz1Jk8jVQbYIWS/WuQbe3plCAKJBhdC8868HaGc25FSICZbsAPPMDsrQuwKLpbdsuhsgbILk4LfHsoCRo4R7/boJm5sKBiCiiO7q5GcR/D74DkPk0qE5OPhBy771AGM/SDRH/IUJYUTOeK3CPfk0+N/N1RELp5dsWxO/z8/NbfzJ5zDSyM510GtCW29++vtSqBQujZsPqeTriheHKdjPls+n0vawnR3Yf4/4+T+PKduHO9qDqlO7rOXHQyuBfnfpUofHw0yUiJgKz1Yy/gCSv2WomMjZ0MnDrG9eSdCCZFdPWYLFZ8Lq99LmsJ/d8dDMLJi5hz8b9NOvUmP5X9i6TmeyZguHI8yGzvyJ04c6nOXP/IYQptBu4lB7I/kRHGdCFzPoQou7T+lLqEf2M1jXe+bPOTgvCFBP4txXtVxXmS68e0xYznZPBfwRh7aI1xwjkU6tKrUAVZ0GsYOunzaKtZyMirtTEtVKuCxQLSe3hYL8Y7MP1rw2o2d9B1vuB473ovx3o4UIosUjpBP8B/UNKpNBYct6+5VP+/XVJ3qLbsr9Xs+HfLXy58V2q1zv9xrxej5cfX/qVvz7T4uAdB7blzvdupH7zOkTFRXL+Df2Z9WPRi36uQLHKa9d+SNrx9LB53IWRcjSVhNpxp3IbxabfyLMY+9j3IduFgP5X9A7ZbrVbeX7Soxzbl8ShnUdp0LJuXkNkPd0ZA32MGHl+/GFmxsIC4QpY/EfRz+/SmvniXoBufBwTQk0K9KfUKesXFrDl/iFLCnWO0o1Q4lAir0eJeRxhPy/PiQMQ9RB6lagi7h2U+E9QEr7WKlqVKIS5IaLGHETcGETMC4jqf2tx8TAr99I1HbLeDei45wTutbgFFLmfW+6DSgdx6o2Xi+LEoWTm/7w4yIlKKXFlu/j+hUKUJEvAK1e9z2/v/kVGciZup4cVU9dyb88nSTmq/T3dO+YWLntgCBHRDoRAtwmyLcLKwKv6kJmaxY7Vu0/JiQNknMji7y/0G1KUFnE1Ynnu10dwRDuIiNH+c0TbeXbiI8TXDP+7rNWoBl0GtQ/pau/3+fnxpYmMqHkTg+1X8fDA59i1bm+Z3kNVxHDk+bEPQLe8GwnmUDU3AJRq6HfaQVP7y8s9LohZW+gz1UbEfQgiUqsSFZFa0+P4L/LJqRYxw7X1KXS3EnEpxLwCpvpov3IHIJEZz6Nmvh/adEKYELazEY5hCHN4/WgAmfVZWJ3ywnFoVZiB6+EYSejDxqGlQ+a/npRI59+oydejJo9Czf4pxP7isnfTQaz20Ieo36cy7as5vH3zJ7qhi+JyeNdRVkxdE9T5R0qJ2+lh8qczgMCi38tX80fad0x1T+D53x7FFmHFbNHS0uxRdhLbNmDIrecWu82ayWLSrWFSVZWvnxqP31861YTh6H5hZ3499iVP//wQT094kF+PfXXKmiLv3fE5E974g/QTmfg8PtbP38yDfZ/h8K4wtRD/UQxHng8RebMmiBXkzB0Q/aSuhCuAUCLBcTm6M96oewrpeONG+vYh1WxN0rXmUkTcR4i4zxA1FyOs3U9eQ1gCxTd6WBARN4S9J+k7gPRuRjguRFT7VZOoxa39pyZrfTmP90VNvRPpnl/inoyox8PsEECEFnPHirYga9e2iwitYtJx2cmjY54A+yBOyh7YNO2aAvcmM55Cpv8PvEu1sEvm68iU0UEZPsWlbtNaYasnpZTM+3kxM76bX+Jxc9m9Yb9u5Z7X7WXrsh1B24QQmMwmeg/rzudr32bEQ5dw3g39eWjsHby/8GWsdisxCdE0bt+QcGnNZosJm8OqaaaE+TVmJmdxdcM7dDVNShOr3Ur3CzrR/cLOWO2n1ig99Vgac8YtDAk7eVwefnl7cmmYecZgxMjzIZQEqD4Fmf29FhIx1UJE3hTkVHXPi3kaKWyQ8xPg15r3Rj+FsPUCQMa+C+kPk5eRkYvzF6R3FVT7TXtQFBCsCiL6aUi7Ea2HZL72ZAk/6Ip8Sf9RZOpd4NsZ0GdRtFxw6Qy2AZ+mm+KejfQsBse1iJhHi/ys8rB0BvcsQsMpMRD/AUI9qjWkUGqA6x/t4WHtqS105u/EI6yIuPeQ/iTwHwZzI0R+qQBA+naCcwrBC8dOrRGye36YDknhqdu0Nh36tWbdvE26i47uHDeTP57KhTeWvHnBpsXb+OCOsSHl7QBmq4kmHULfdLweL4t+X86O1bup36IuVz91GY6o4Erex7+/lwf7PYPX5c3L6IiuFkWnge2oXq8aF944kLpNa/PN03XCNnFIOZLGwwOf5/2FL9GwVf0S31t5cXD7Eax2bQE0P36fyvZ8qYwGRkFQqSJlbhOF6JCYsuqaA2n3E5K9IiIQse8h7PrOQqo5yIxntKpCAMxa30vbOVphjqm6jh0SeeIi8O8lOCwTpkFzEDZEjenFLmmXvp1adWfQA8IOMc+jRFxW2KklRub8hMx4Dd0MHse1KLHPlnhMZ7aLN28Yw8JJy3T3129Zl2+2fFCiMdNPZHBdk7vDNih2RNn5cuO71GxYI+ic+3r9j9Rj6TizXNgjbdgcNj5Y/HKQuiFocrTzfl7M0T3Hadm9GT2HdAnR8l74+zJev/bDkIbO+bFYzSS2a8ALfzweEpuuDJw4nML1Te8JceSKSeG86/vzyFd3VZBlFYdREFQOCGFBKDG6C4PCtxPdrBOZg/TqazQDyPQHwTUDbTbvAXLAtwth76/rxAHwbQhUWhYMN0iKlJcVJvAEOzUpJdKzApn9NdI1PSgmLczNENUmgf0iTQ7W0h0R/2mpO3FAe9PRFb6yQrjPoggckXae+eUh4mqFLsRZbBb6j+wVtC35SCq/f/gPE17/PWx4Ys74hfjDKObVblyTd+a9EOTEAb58chzH95/Ic/6ubDcZKZm8c/OnoTZHORh88yBufPkqeg/rrtuQoc+lPXn654eIiNbT5tHwenzsWrePJwe/XGRITUrJmjkb+PGlX/nny9lkZ+QUenxpUL1uAr2HdQspGrLYLNRpWpuXrnyXTx/6lgPbDpW5LZUdI7RSXpjqaoqEsuAXwBF29iv9R8G9mNAcdDcy6wtE/Ef61/Ino/+MloHtRTSgyFelKaULmTIafFu11EJh1RZkEybkyeIKc2NE3LuFjFlK2Aai/yerIByXnvKwiqLw5A/38ezwN/H7fPg8fuyRNqrXr8bIR4bmHbfg1yW8ccMYkBK/T+XHl37lolvP5c73Rgc9vJMPp+DRmQmbrWaG3X0hzQsIXgEs/G1ZiJytVCWbl2zD7XRjc5RMWAvgrIu7cu/Ht/DBnfohHtAkWo/tTWLXur1B2i358bi9/G/wK2xfuQtXthtbhJWxj3zPW3Oe072X0uSx7+7lqyfH8ffYWXicbhLbNsSZ42LCa5NwZbsxmU38/flM/jf+AXoPKzwEeiZjzMjLC/t55C325SE0xxhuQdR/NNCVpyAyEDYJg6V9IJYeYoTWFMPchvAzc3NQrF5mfaalUeamFspsUJM0mdhyRgib1jxaqa0tmIpIEDGI+I8QpjpFD1AIXc7twBcb3mHEQ0MZOOps7v7wZj5b/SaRMVoRS3Z6Nm/eMAaP04PH5cXv8+N2epj61Ww2/LslaKwO/dviiAotXjGZTUEt3ILuTSftMLAHUYw2Y5uXbOOTB77hs4e/CyqF739FLxq3b4hFJzsnv12phei0TP54GluX7cCZ5QqkZ7rJzsjhpSveRUrJvi0Hee7SNxlR8yZuafcgs35cUPJF8zBYbRbufHc0UzJ/YKpnAoOu7UvKkbS8B1Pu7+Gtmz7G5y26uOpM5YyekUvfLmT2eK2/pbWv1sKtkFLzskQIG1SbgEx7KNAaLdBpPvbdoK7tQZibBgpsQnYEutuEuZapOjJiNDh/yJcaqIUfRNS9COVJbabtnAmZz5A3SxeRiPixCJHvVdY5idA3Agne9Ug1A6HEUJ4ISxuoMV9rPi29mta47sOu5NRpXIubX9WvYF05fR2KOdShunPczBn/Lx36tcnb1u2CjjTtlMiO1bvzMi5sETa6nNs+RCcll0FX9+XvL2YGLboqJoXOg9phtRV+f589/C1/fT5LewsQ8NfnMxjx8CWMfmEUFquFd+a9wOgW93F8v36dhMftpWX38E2Gp387VzfWnnI0jdWz1vPCiLdxZbmRUpJ+IpMP7hjLsX1JXPPU6eu15yKEwGQyMe+XxbpvO36fyq51+6pMs+TS5ox15Ccb5gYqDd2LkTnfQLVJCKV02kOVFGFORFSfhPQnAzJ8jDv3eCUaGXkjZOfvVK9oJfNRtxR+bvTDYG2PzP5Oq9K0nY+IHJ330BDCjoi4BOk4T2smLRxg6RDaTFi3AxCADyl9FdLQTQgBlnDpmGVHcTvFKIrCGzOfZcqn05n5/XxMZhODbx7E4JvDZ9Xc+MpVbFy8lUPbj+D1eLHYrEQnRPJwEQt6O9fu0apGc52b1DoITXxrCude25/6zetgsVrITMkKO8aIBy8utGVaeBlXyZTPZuDO8QTNwF05bn567Xcue2BIqZfVR0Tpx/xVv6r7FvRf4Yx05FL6kOmPE9Iw138Emf0NIlqnN2M5UmRP0PzHRj2INDWC7K9ATQHrWYjoB4vMKhFCgP0CLV/bPQ8tjzv0dVcIO9h6hWzPQ4kHv15Vq0D4D4ApvJjYmUTNhtV1y+hNFhPnXN03ZLvVZuHyBy7m8gcuLtb4EdEOPl7+OmvnbmL3ur3UbVqbnkO64HF5mPLpdDYu2kqDlnUZfMu5eVopB7Yd4v07xurOlqVUWTplZV6fzNqNa7Jnw/6Q42wOK6NfGlWobReMHsA3T08IuU61OvHs3bhf9wFnMisc3nmUph0Ti3X/xWXo3ReyfdWuoJi/EIJajarToGXZ6+NUVs5IR641KNaLEXvANQ0q2JGXBCEEIuJyiCj5a6qa8ytkvKBlekgAPzL2TRRHCZTvlBoBEa2ChjlAFl//WvUnadk2ptoIc2Lxr19J+PnNP7VlhYItL4WgTS/9DjslRVEUugxqT5dB7QGtIOau7k+QlZqFK9uN1W7hl7cm89ac58lIzuSFy98Kq5woVcmUT6ez7O/VDL5lEB0HtNV15HG1YlGKiMEPvftClv61mq0rduLJcWN1WLWOOhMf5qv/jefQjtAqS6/bR/V6pf+Q7zfiLDYt2srfY2dqFaxAVGwkL/75eKl126mKnJmOXESGL5sPF4+u5Ej/MaTzd00Uy3YW2M4tNDYsffs1J4472PmkP4a09ij+W4H9AvCuIyR3W/rB0qlou327kam35oliSQTSlIiI/yov66UqsGXpdt1kH8VkIuVIakg6YWnwzTMTSD2Wltf5R3PaXt684SOyUrMLFdryef0c3nWMw7uOsXX5DswW/a96ypE0ko+kFqqI6PP66TW0G9npOfj9fs4a0pUrHx9ORLSDa/53GRsWbA6yxWq30HtY97yOQaWJEIK73r+REQ9dzKbF24mrGUOH/m1K3GnnTOOMdOTCXB9pbga+LQQXwDgQEZW7pZge0rNcc4bSD3iQrj/B9DkkjA+7eCtdUwmrUe6eARFXFevaIuJyZM548B/kpDN3QPR9RS50SjUHmXxFQEkxbyv492gKizXmVJlZVPX61Ug5mhayXaoq0QllMzlY8ucK3fZth3YexayTOx4OV7YbhP5ah8mshC1cAsjJdHJ3jydIOnACd44HIQSHdhyhduOaDL55EO36tOaxb+9hzH1fk5WWDRIGXtWH+z4ufA3ndKnZsEaZPDyrKmekIwcQ8R8jU27QusIjtHS8iJGaJGsVQmvx9mCwMJXUioJkzveIqDvCnOhGv4pTLWQBMxQhHFDtV6TzV626VIlHRFyHsPUs+mTXNJ28+VwzTmg67daq0fXlmqcv59WrPwjq5mN1WBl0Td+QMvrSImz3HCnDink5ou0hneAhEKIL9IvMT0SMg7pNa4W14a/PZnB8/4m8TBEpJe4cD5888A0Dr+qDPcJGvxG96HNZT9KOpxMRE1HiZtIGp88Zm0cuTHUR1Wcg4r9ExL6KqDELJebpcpkBSvcy1JTbUU9cqqkLhpPALQ7+3VrudgjugO6IPsI+CH0lRxEorCk+QonQJHKrjUOJH1M8Jw5I/0HCaqgjtW5KVYTeQ7tz+9vXERkboXVat1sYdHUf7vno5jK75pDbzsVWwJmbzCY6n9OeVj1b5HW2z8UeaQuIVIWG3GwOK9HxUXnd3E0WE7YIG49+c0+hMfKFvy/TTfdTTAo7Vp1cO1EUhYTa8YYTryDO2Bk5BDI3rF3L9Zpq9k+Q+Tp56YK+HdpstvrkQtvFhUOq3vAzaBFeVU5Y2iIjrgDnRK1xBAKwQtStCHOjEttxKghLeyRW9BeeVU1wqwpxyR0XMPjmQZw4lEJMtehCy99Lg5GPDGXL0h2smb1Ba30G1GhQjce+uwcpJY+f/xJH9yahKAKv28e51/Zj2D0XsmRyqI6RyWxi7IZ3+Pe3payetZ46jWty8R0XUL954YVUMdX00xJVv0pUXMXUZBiEYohmlSJSupDHz9IJJ1gh8iaU6IfCnKeCTAMRFVSMo3o2QcpoQC87xA7RT6NEXlG4TZ7VSOffIEwIx9CgxslljZR+ZPLwQAFUfgQ4RqPEPllutlRl9mzcz87Ve6iVWIP2fVvnvVVKKdm+chdJB5Np3rUJf46Zyp9jpqGYFFzZbhSTgtVhITI6ghf+eCxsMVJhrJyxjhcufyso3U9RBPVb1uXLje9VmTWOM4VwolmGIy9FpGcdMvVGkDrFF+ZWKNVDNZTVnN8h843AOSaIuBoiroe0e8EXXkwLUztE9YlaU4ZKjFSzkFkfgPNX7c1C1ICYhxD2oYYTKEWmfjWbj+//JiiGb7aYaNunNW/OfKbIFMPC+On13/nxxYmYrWZUVVKtThyvT3+G2ok1S8N0gxIQzpGf0aGVckdJCFNSDyg6crOuuVCw6XDOOHD+rmmEF4a1faV34oDWPi7mKYh5qqJNKXXcTjdmq7lSpL79+u5fQU4ctLTBzYu34sxy5WnGnApXPXEpQ247l63LdhJbPZoW3ZoaD+FKxhm72FkRCHMDsLQh9Pno0LoPFUBmfUSotrYLZAqFKxRawdyyUFuklKUmXFRSpPtf1KTBqEdboh4/GzX7xwqzpSxYNXMdo1vex9CY6xkedwOfPfJdhQs2Zabql+ALRcGZeSqt+IKJSYimx+DOtOzezHDilRDDkZcyIu6TgA6IPdCyzAHRDyL0uv/4D5/iVWwIx1DdPVK6UNNfQB7riDzWCjV5FNK7tcgRpZRI/yGk/9gp2hQYx7McmXo7+HeRl5mS+Roy+4vTGreysG3FTp679E0O7TiC6ldxZbv569MZvH/n2Aq1q8u5HXTbykXHR1Kt7n9DRuG/jOHISxlhqoZSbSKi+hQt9bHmYpTI0foHW9roby+UiIDwl34Riky9W4tH40JTKVyNTL4U1RW+96T0rkeeOA+ZdCEyaRDqieFI36n1dJRpTxGacuiFrA+1DkpVnPGvTgpJx3M7Pcwdv5CMlMwKsgpufGkUkbERWKza26CiCGwRVh78/HZjBv0fwHDkZYQwN0JYu2jNmcMdE/0QIU2bhQOsA9A63RfA3AFRYwaKRT99UPp2g2cFobKzfki7E+maE3qOmqIVTvn3B87zgG8rMuXqU3O8aqieh4YHTiefvpKwf8tB9KJEZqs5rExseVCrUQ2+2PAul94/hJbdmzFgVB/eX/gyPYeUb/qtQcVgLHZWIMLSDqr9iMx8B7wbwVQbEXUPwj4Y6ZqFzP4G/Clg6wIR16NYCo+L49sDwhwmvO7Ten/aBgRJ1cqcP3R0aVQthdI9L9AQoySEj4VLEVchsrelSfOuTTm88yiqGnyfPo+POk3CV0iWB9XqxHPrG9eW+ripx9KYP3EJORlOul/Yqcy7AhmUHMORVzDC0kHrelNwu/1chP3ckg0WthFFADUD1ONgqn1ym/8wus2MpVfrUFRSlOoBWYQCiGgUJXwBU1XhmqcuY8nkFUF51bYIG8PuufC0MkMqK8v+XsVLV76LlNrDavyrkzjnqj48OPZkyEZVVVbP2sCutXup06QmvYZ2w2ItnWYfBsXDcORnEMKciLT1DuiP682M1cACbL5zbF2Rrl9Di5iECaydSm5E9FOQ/jjB1ZxmiC55h/vKSKM2DXh3/otaS7XlO4mpFs3IRy5h+L0XVbRppY4rx83Lo94LUjZ057iZO2EhfS7rSY/BncnJdPLwgOc4tOMIHpdXK0CKieCDxa9Qs8GpNcQ2KDmGIz/DEHEfIlPuBO/CAnusYBsYukhqOxdMn2hhmTznawdLD4SlfYmvrziGoCIh6x1ttq/UhagHUSL0s2yqIs27NOGduS9UtBllzrq5G3UzYVzZbmb+MJ8egzvz7bMT2Lf5IF639ibozPTjzvHw1o0f89as58rb5P8shiM/wxDCBglfITPfhpzvtebN0gvW7ojY13SOt0DCT8jsL8E1BbCA4wpE5KnL/SqOi8FRtVQmywKPy8O/vy3j4PbDJLZtQO/h3c+4kMOc8QvznHguql9lw4ItuHLchohWOXFajlwI8RZwCdpUbhdwo5QyrRTsMjgNhBCImEeRUbeCbwcodQpt4iCUKET0AxD9QLnZeKaTdDCZe3v9j5z0HJxZLhxRdr58chwfLnmV+JqxFW1eseg4sB1SDQ3R2SNtnHddfwDd/bmcSUVglZ3TTT+cCbSTUnYAtgOGClIlQihxCGv3KtWJ51RQVZV18zYxd8Iiju49XtHmAPDBnWNJPZqW17TBmeUi6UAynz/yfQVbVnzsETae+ukBbBFWrA4riknBFmFl4Kg+dL+wEwD9r+iF2Ro8HxSKoPVZzUu98bJBeEpNNEsIcSkwQkp5TVHHnqmiWQblz9G9x3nkHK2HJYDP4+eC0QO475NbK6wQRlVVBtuu0m1KbIuw8VfWjxVg1amTejyd+b8s1k0/zEzN4r7eT5F8OAVnpgt7lB2bw8qHi1+hbtPahYxqcCqUh2jWTcDPpTiegUGRvHD52yTtPxGU1z3rxwW0PbsV517br8LsCvcMqYpFlvE1Yxl+j37D7uj4KL5Y/w5LJq9k59q91GlSi/5X9DJm4+VMkY5cCDEL0Hu0PiWl/DNwTG5d9rhCxrkNuA2gYcOGp2SsgUF+juw5xv6th0KKc1zZbv78eFqFOXJFUeg5pCvL/l6N33ey2MpsMdFvRK8yu67b6Wb+L0vYvmo3DVvVY9A1fYiMDV9ZXFqYLWb6Xn4WfS8/q8yvZaBPkY5cSlloVYoQ4gbgYmCQLCROI6UcC4wFLbRSQjsNDEJwZbsx6aTHgdY0uCK5/9Nbua/3U2QkZ+JxerA6rFSvm8Dt71xfJtdLPZ7OPT2fIDM5C2eWC3ukjW+fncCHi1+hfou6ZXJNg8rD6WatXAg8DvSXMlyXXQODsqFh63pYHdaQLvAWu4X+I8tu5lscEmrH8+22D1n61yoObjtMYruGdB/cqcy0y7947AeSD6XmvQG4st24czy8c/OnvPfvS2VyTYPKw+nGyMcANmBmYGFpqZQyTFt3A4PSxWQy8di39/DiyLfxef34vX7skTaq16/G5Q9WfB672WKmz6XFa1R9uiz+c0VQGAe09L/NS7fjcXmw2qu+PIJBeE7LkUspS94E0MCgFOkxuDOfr32bKZ/NIGn/Cbqe34lB1/TB5vhvFaLoVWBCoKZAqYIrrAYlwqjsNKjy1GtWhzvevqGizahQzr22H399PgOv+6QWvMlsotuFnc64alKDUAw9cgODM4AbXx5F006NsUfZsdotOKId1EqswcNfGJHO/wLGjNzA4AzAEeXgw8WvsOHfLexev496zWrT5bwOlaIxtEHZYzhyA4MzBCEEHfq1oUO/U2khaFCVMUIrBgYGBlUcY0ZuYGBQ7qQeS+ObZyaw5M8VWB1Whtx+Hlc8MhSzxXBJp4LxqRkYGJQrOZlO7ur+OKlH0/Ny38e99Cvr52/m5SlPGM78FDBCKwanhPRuR+b8gnTPR4Y0bzYwCM+sHxaQmZIdVMDkcXlZNWMdlyaM5qfXfze0zEuI8egzKBFS+pBpD4J7PiBAKCCiIWH8Ga97blA6bFy4BXeOW3efK9vNuJd/IyLazrC79RUXDUIxZuQGJULmjA84cRfgBJkN6nFk2n0VbZpBFaFBq3pYbOGLlNw5bsa/MqkcLar6GI7coGTkTEBz4vlRwbcd6T9WERYZVDEG3zIIs6Xw/Pa0pIxysubMwHDkBiVE/5UYFJCecrXEoGpSvW4Cb81+jkZtwofiDOndkmE4coOSYb8I0FHSU6qByYiRGxSPlt2b8eXG9/jf+AewOoL/nmwOK3e8+9/WzikpxmKnQYkQkbcjXTNBPQoyB7CCMCPi3q6wHpkGoexcs4fZ4xbg8/rpP7IXbc9uVSl/PwNHnU1czRi+eXoCB3ccpkHLetz08lV0HNC2ok2rUpRa8+WSYDRfrtpI6QHXVKRnGZgaIByXI0w1K9osgwDjX/2N8a9Mwuv2IiXYIqycf8MA7h1zS0WbZnCahGu+bIRWDEqMEFaEYxhK7KsoUXcaTrwScXTvcca9/BtupwdVlUgpcWW7mf7tPLYu31HR5hmUEYYjNzA4g1j292rQCaF4XB4W/bG8AiwyKA8MR25gcAZhsVlQdDoCKYqCxW40mDhTMRy5gcEZxNnDuyPV0HUvk8XEOaP6VIBFBuWB4cgNDM4gYqvH8PgP92FzWHFE2bFH2bDaLdz57g1GbvYZjJF+aGBwhtH3sp50Gvg5y/5ejc/rp+dFnYmvFVfRZhmUIYYjNzA4A4mOj+Lca/tVtBkG5YQRWjEwMDCo4hiO3MDAwKCKYzhyAwMDgyqO4cgNDAwMqjiGIzcwMDCo4lSIaJYQIgnYV+4XLpzqwImKNqKCMT4D4zMA4zOAyvsZNJJS1ii4sUIceWVECLFST1Xsv4TxGRifARifAVS9z8AIrRgY/L+9+3mxKY7DOP5+EivKUs1MsZBMUjYiOywuiSjFQoolRVmg+ROUFSVFNhMpREljlJoNUpo00zWabNwoCwvKQpOPxT11p0wcxfn4us9rdb+du3j6dM/TuedHx6xwLnIzs8K5yHsuZwf4B3gGngF4BlDYDHyO3MyscD4iNzMrnIvczKxwLvKKpHOSXkl6KemOpOXZmZomab+kaUnfJBVz69WfIKklaUbSrKQz2XkySLoq6YOkqewsGSQNSXosqV3tByeyM9XlIu8ZB9ZFxHrgNXA2OU+GKWAfMJEdpEmSFgEXgR3AMHBQ0nBuqhTXgFZ2iERzwKmIWAtsAo6V8jtwkVci4mFEzFXLp8BgZp4MEdGOiJnsHAk2ArMR8SYivgI3gD3JmRoXERPAx+wcWSLifUS8qD5/BtrAQG6qelzkCzsCPMgOYY0ZAN7OW3coZAe2v0PSSmAD8Cw5Si199YYgSY+AFQtsGomIu9V3Ruj+xRptMltT6sygD/342nnwfbl9StJS4BZwMiI+Zeepo6+KPCK2/2y7pMPALmBb/Kc32P9qBn2qAwzNWw8C75KyWCJJi+mW+GhE3M7OU5dPrVQktYDTwO6I+JKdxxr1HFgtaZWkJcAB4F5yJmuYJAFXgHZEnM/O8ztc5D0XgGXAuKRJSZeyAzVN0l5JHWAzcF/SWHamJlQXuY8DY3QvcN2MiOncVM2TdB14AqyR1JF0NDtTw7YAh4CtVQdMStqZHaoOP6JvZlY4H5GbmRXORW5mVjgXuZlZ4VzkZmaFc5GbmRXORW5mVjgXuZlZ4b4DJyJDtrhb6iUAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.004\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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VyfF6ibZaq+UDwHDkBganONN37mDKls248+exe+Hmqb/yz+ibQxyPEKJYOt4P9+nHmKlTgnLbLYqJc5o15/Gz+lM7MpI/tm9lZ0oKLRISOLdZi1I5ycpkf3oa7y9bwrJDB6kTGcUdPXoWWn3rV1XeXrKQb9evxeP3k+Bw8GS/gVzc6oxKtLrsGKEVA4NTnOt+ncziA/tDtkdYLPx0xUja1qpd6rH/3b+XV/9dwK7UFGpFRnJvz95c2a4DSdnZXPbTRNJcTrK9XiItFuLsDn658mpqR4ZWl54KHEhP56IfviXb681L33SYzTx6Vj9u6NRV95yX/5nPxI3rQqptPxk6nH5NEivD7BJhhFYMDKopBatBc1GECLuvuPRrnEi/axNDtj87fw5HszLxBxxitteL2+fjuflz+WjosDJds6L4YPkScvI5cdAqZ99avIiR7TqGvE24fF4mbFynW2377rLFIY5cSnnKhl0MR25gcIozrNUZbE46HuJwFIRuXnl5MGfPrjwnnotPSmbv3sl9f//J5qTjtK5Rk7t69KJNGd4IypPlhw+G2KyhVcW2rFEjaGuK0xkmYRP2p6cD2uLpa4v+YfLmjbh8PrrWrc/zgwbTpuapVZ1uaEQaGJziXNWuA21q1sorGrIoCnazmbfPH1LoYmZZCDfz9EnJnzu2sSs1hb937eCKyT+w/NDBCrGhpNQLo/boVVVqRITm39eKiAyb/tk2ICNy11/TmLRxfd5Mf+WRQ1w5eRKHM0NUSKoUw5EbGJzi2MxmfrxiJG+ccwFXtm3PrV17MOPa0WEX8bx+P3/t2MbTc2fz0YplHMsKlQUoinObNQ/r5HJDF5qeiY/nF8wt8filQUrJwYx0knVkCgDu6N4rqPoWwGYycXZiMxIcESHHW0wm7u3VJ+Qcu9nMQ737sjctlUUH9uMuUPrv8fv5Zt2aMt5N+WKEVgwMqgFmReHClq24sGWrQo/L8Xq56udJ7ElLJcfrxWYy8dGKZXwx7NISpRI+O2AwG44fIzmgqugwm8n2enWP3XIiCVXKCtVkWXRgH4/M/Js0twtVSrrWrc97FwylVuTJitX+TRJ5uv8gXl24AL/UNGPObtqMN88NX9B0U5du1HA4+GD5Uo5nZ9GuVh0eO6sfHevUZc6eXVhMCu5gP45X9bMp6XhF3WqpMLJWDAxOMbx+P8sOHcTl89KzQSNibLZin/vhiqWMW740ZBZZOzKSxWNuK5Gz9akqc/fsyks/fGLOLN3+mlFWK+tvv6fY45aUvWmpDJ34bVBmiVkImsUnMP3aG0LCQB6/n4MZ6SQ4HMTZQ0MqxWVfWhoXTPg65LO0mkyM7tSVx/v2L/XYpcXIWjEwOEXJnUwJIVh39Ag3Tp2Cz6+CAK9f5bkBZ3NV+w7FGmvqtq0hjge0DkK7UlJCFvwKw6wonNe8JecFIjg7UpL5aMWykFS9Gzp1KfaYpeG79WuDZAdAi9UfzMxg3bGjIc0zrCZTiTRwwtEkLo6+jRNZuH9fUA6/VTFV+D2XFMORGxhUEcezs3hm3hzm7t2NAAY3bcaiA/vJ9HiCjnv+n7l0rlcvpIpTD1uYxU9VyrCa6sXl9m49ScrO5sdNG7CYTHj9foa3bsN9vfqUadyi2J+episjrCA4kpVJZyquC9K4IRfx1pKF/LhpA06vlx71G/DswMHUiz612ugZjtzAoBLIcLs4lJlJw+gYom023D4fl/44kePZWXkpczN379Jt5uD1+/lp0waeLqCSqMfV7Tvy0r/zg2bNAmgUE0uTuLhS2787NYUtSUlc1qYd9/fqw8HMDBrGxJQpdFFc+jRqzKID+0PSL72qn461K7avp81s5sl+A3my38AKvU5ZMRy5gUEF4ldVnlswl583b8SimPCqfq7t0Il2teuQ4XYF5T3rNZMArTtQustVrOtd2a4Diw8eYM6eXQCYhYLdYubjUhbxeP1+7p/xJ3P37MGsKKhS0jwhgW8vubxIJ+5TVXanphBjs5WpEfQVbdrz+epVJOVk583MHWYzF7c6gwYxMaUetzzYk5bK9+vWsj8jjd4NGzOibXuiS7CmUV4Yi50GBhXI2CWL+HzNygJ6JloeeMEQSjgiLBbeOe/CImVs87P1RBKrjhymdkQkAxObljrf/KMVyxi3YmmI/QMTm/LpRZeEPW/6jm08OXc23kCzig516vLhhRdTS0cXvTgk5+Tw4YplzNy9gyiLlVGdujCyfccyZcpsSTrOu8sWs+H4MRJj47m3V2/OLEFmz8L9+7jtj9/w+v34pMRuNhNvdzB15HXUiAhNdywPDBlbA4MqoOMnH5BVTIcNmpMUQuD1+5FoTrxr3fp8NfwyTGHyuiuSPl9+ylGdPHSLorD2trtx5OtslMum48cY8fOkIOdvFoLWNWsx7erryXS7MSlKUFekymb9saNc/cuPuHy+vD6qdrOZsecN4YIWhad4grZA3efL8SGt+yyKwnUdOvP0gKLDYKXByFoxMKhk1EADieJiVhTqR8fwyuBz+XnzJrI9Hi5q1ZoLWrQqsxNffeSwVmbu9XJhy9YMbta8WLNZpze8lovH79d15F/pNI/2ScnOlGTO++4r9qanAdC7YSPePPeCKhHhenXhgqB1BNA0bV74Zx7nN29ZpKbKwYwM0t2h4S6vqjJz944Kc+ThMBy5gUEFoQhBq4QabE9JLvJYkxAMadGKZ/oPokZEBL0bll9nmw9XLOWjFcvyZp+z9uzirEaN+Xjo8CKd+aDEpkzbvjVEwyQxLp5Yu75U7qHMDN14v9vvZ2dqSt7Piw/s58qfJzHn+jGV/rax8bh+Qc+JnByyPJ4i49wRFkvYNY0oa+XHyI0SfQODCuSp/gOLPCbSYuW9C4by6uDzyj22eiQzk3HLl+LMF0LI8XpZdGA/C/fvK/L8R8/qR5zdkdcM2qKYiLBYeKLvAD5ZuZxHZ/2dp0WSS9/GTcKmQebHLyXJOTks0pHorWhqhvmcLYqi+5ZRkBoREXSpWw9zgQehw2xmVMfO5WFiiTBm5AbVmg3Hj7Hs4AHi7HYuaNGKKKu1qk0KwuXzYRYCXyFrUR6/j/v//guJpGWNmrw6+Dw61QmfVufyeRm7ZBGTN2/C7fcxoEkiT/UbpJvBsejAPkxCAYJDHTleLzN27aB/EZrbdaOimX7NKH7YuJ4Nx4/SskZNetRvyL1//4HX78ft9/PXzu2MW76U30ZeR82ICK7r0Jnv168jxZmTV8hjEkJXmdAvJQcy0gu1oSK4s0cvnps/Jyi8YjebubZD57AaMwV5/4KLuP7XyRzMzEAJrGsMa9WGq9p3rCizw2I4coNqiSol9/39J3P37MKnqlhMJl74Zx7fXnJFSKVfVXIwI0OLt4Zx5GZFQQI+qTm8rSeSuHbKT8y4bjQNovVT626e+hurjhzKq+CctWsXKw4fYs71Y0LCHREWC3rRE5MQRBfx0HN6vTwzfw7Ttm9FlZKG0THc2LkbL/07Pyj2n+P14vH7eXvxQl495zxi7Xb+uPp6Pl21gjl7dhFnt9OuVm1+2bIpJC4tELStAknYK9q040RONh+uWAZoaaIj2rbn0bP6FXuMWpGRTL/2BtYfO8qRrCw61K5TZemQhiM3qJZM3baFuXt25zmG3JnfbX/8xpKbbq9QAaeS0K52ba0KUqcy8axGjVl1+BCuAguDXr/Kd+vWhmh5eP1+diQns+bo4aAyfBVJjtfL5M0bublrcELDwMRmoKO6bTGZuKxNu0Jtv3v6NBYf2J+3cLk3PY2bpk7RvRefqjJz905e5TxACz38r98A/tdvAKC9Rczbu4fj2Vl559tMJjrUqVMlD14hBHd078WYzt04kpVJrYhIIkvxNieEoFPdenSqABtLghEjN6iW/LR5I05fqBpfjtfLxuPHqsAifbrXa0C7WrWDYsYmIWgcE8tV7Tpi1okle1U/O/ItkK4+cpgLJ37LGR++y6U/TtB1pC6fj/XHjoZsj7BY+GLYpURbrURZtH82k4mn+w+iVSEl/wcz0lkcRsI13CJfYRIAdrOF3666lsvbtCPebqdWRCQ3d+nO18Mvq9KuOzazmcS4+FI58VMJY0ZuUC3x6zizXMI5mvJkX1oaSw/uJ87hYGCTpmGbEgsh+PaSK/hwxTJ+3rIRv6pyYcvW3N+rD6kuJ14dgSubyUTXwCx1d2oK1/86+eSbh1RB5/ZsJlNYLZaeDRqy/OY7WHhgH26fn7MaNQ6bcZLLwYwMrCZziCNXgWirFafXGxT3t5lMXNmufaFj1oiI4JXB5/HK4PMKPc6g5BiO3KBacnmbdmw8fiwk5mo1mWhfQe3PQCsEeeGfeUzauB5FCBShYFYE13fszLTt20h1Oelatz6P9+2fN+O1mc082PssHux9VtBYsXY7AxObsmDf3rziGQVBhMXC1R20BbPPVq8MyckuiEC778IW2Wxms24jij1pqexOSeFgRjqLDuzHYTFzVbuOtKpRM0jxLxeLojC0ZWuWHzrIseysvIdmt3oNuLN7L91rZ3s87EhJplZEZJWX1IPWvs3j91dJKX1FYVR2GlRLfKrKLdN+ZcXhQ+R4vdjNZgSCzy++hN6Nyi8HuyCzd+/k/r//IkcnrJOLABwWC9Ouvp6mcfGFjuf1+/l45TImbFiP0+elf+NExnTuxm/bNrPk4AGOZWfpFhWZhQJCe/voXKcurww+r9BQSUGcXi93/DmVZYcO4FPVoIwSh9nM8NZt+XvndtIKFL1EW61Mv/YG6kZFs/TgAQ5mpNO2Vu2wD89PVy3nvWVLMCsKXr9Kl7r1+HjosCLfCCqCLI+Hp+fN5q8d25FImsTG8crgc+lRv2Gl21JajBJ9g9MOKSVLDx5gycH9JDgiuLjVGRWmcZHLmN+nMH/fniKPMwnB8NZteOu88N1p9DicmcHQid+R7fXoSrfmYjOZmDtqDDUiIkslT/vEnJn8tnWzrnZ5YdzToxcP9O4btG3riSS+X7+W49nZDExsymVt2mI3WwKNmv8KWsuwKApnNmzMN5dcnrctKSeblYcPEW930KN+A93ioN2pKexNS6NlQg0axcaW8G41rp3yE6sOH8ajnrxnh9nMH9eMKvKBe6pglOgbnHYIIejdqHGFzsAL4tIJN+jhl5K1gcVHp9fLlhNJxDscRTqMD1csJdvjLjTv3G42M7RFK+qFSU8s0jZVLZUTB/h41QrGdOmeN6P+Y/tWHp09A6/fj19KFh3Yxzfr1jDlymsYv2pFyIK0V1VZdugASdnZ1IqM5L2li/lk1XIsJhNSSqJtNr6/dEReYwin18vtf/7OikOHsJgUPH4/ZzdtxjvnDy3RA2x3agprjh4JcuKgLd5+tWYVLww6p8SfxamEkbViYFAChrduE9KsVw8BNI2L47t1a+j+2Ufc+PsvDJ34LcMnfc/x7FARqlwWHdiv68QVIbAqJmo4HNzRrSevnnN+qe/BL6Vu5ktxUBAsPqhVYrp9Pv43ZxYuny8vNOP0+difns7EDetICtMk2aIopLqcLNi7h/GrV+L2+8nyeMj2ejmWlcWNv0/J02V/6d95LD90EJffR6bHg9vvZ96ePXywfEmJ7D6Qno5FZ6bvD2jAVHcMR25gUAIuPaMtHerUzVPusygKihAh1YA2s5n+jRN5bdE/OH2aE3L5fGxOOs4t034LO36dMAJSZkVh4ZhbWXHLndzTq3exqw/1sJpMnFHKIhyTIrAHHmSbk47rpajj9vv4c8c2+jdJ1LVTEYLEuHi+W782ZMYugWRnDpuSjqNKyZQtoW8OLr+PiRvWlchubfE29A3EajLRtV79Eo11KmI4cgODEmA1mZhw6QjeOe9Crm7fgdu69eTva25gRNv22EwmLIpCvahoPrjgIv7dvy8kq8YvJTtSktmdTzwqP7d26xEy47eaTPRt1CSsPkg4lhzYz4jJP9Bt/IdcOXkSyw4eyNv38qBziDBbSvxAMAuFPgFBr0irNWwaaIzdzp3dexFjswXNhC2Kwsh2HfH6/WR43LrnKkKQ7fHgV9Wwbw75tV2KQ73oaC5q2TrvIZR7Ha3naNcSjXUqYix2GhiUEx6/nxyvh1ibHSEEl0z6nvU6xUnRViufD7s0bLbEV2tX89bihZiEwKv66d2wMe9dMLRE6XLz9+7hzr+mBmmC281mPhk6PE9fZX96Gl+tXc225BO0qVkLt8/HlK2bQ1qqgbZ4azeb+Wr45XSv3wDQFpvP+/5r9qSlBuXuO8xm3rtgKOc0a0FSdjafrlzOT5s3ku315KXAC6BL3XpsPpEUcj2H2cyqW+/EbrYwfNL3bCjwGQqgf5NEvhp+OSXBr6p8vnol365fQ5bHw1mNmvDYWf3L1AKvsjEWOw0MKhiryYTVdLL92dlNm7Mt+UTIK71PVWmVUJOp27bw545tRFisXN2+Iz0baI69b6Mm7Gh9gl0pKfRrksiNnbsGVR56/X42n0jCYTbTMqGGbmXkS//OD3GQLp+Pp+bO4p8bbwGgcWwczw44O2+/2+fLK6PPjXmbFYVYm53nB57N2U2bYTefVAYUQvD5xZdy3a+TSXM5EQg8qp8bO3fNy1mvFRmJ3WLG7fcF1TFJYN3RI8Ta7XkLpbmYFIVDGRk0T6jBS2efy9W//IjX78erqlgVEzazmadK0UPTpCjc1r0nt3XvWeJzT3WMGbmBQQWR7nJx4cRvSXHm5Dlzh9nMQ737Mm/vblYfOYLT50WgzZZv69aTNjVrcd+MP/Ocm8NspnZkFL+PvJYYm53Zu3fy8Ky/UVWJX6rUiYri84svpVl8AhluF28sWsgf27eGDVsAvHP+hQxv3UZ33/HsLJ6dP4c5e3YjEJzfvAXPDji70LROVUpWHj6UVwxVKzK4nVu38R+SGqbnqAlQFCUohCKAZvEJzLr+RkCTC/h67Wq2njhBp7p1GdWxC3WiKr8ZxalAheaRCyG+BC4CjkspC6/TxXDkBv8d0lxOvl67hnl7d1MzIoIxXbqR5fHw0MzpIXFeq6Jgt1jIcAc7YavJxG3denDJGW0ZOvHboJm2QJv1zr/hZob98B370tOKzEiJsdlYcfMdpe7jWVLO+PDdIqtTC2I3m/nrmlEkVpP87sqiokMrXwPjgG/LaTwDg9OCOLuD+8/sw/1n9snb9sisUCcO2qu/Wyc+7fH7mb5zO26fL6RISAI5Hi+frlzOkazMYqUV+lSV/elpNE+oUfIbKgW9GjTi3/17dfeZFUW38EkRosTO/79MuWStSCn/AfSX4Q0MDIKItTkw6cS1hRBhBb9irDaOZmXpOj2JZGvyiWJncvhUlVi7o+gDy4ln+g/UbbRsNZkY2qJVUCZJLlEWKy0q6UFzOlBpi51CiFuBWwEaN668SjwDg4pCSpnX1KIkjGjXnokb1+EvMPs2KwpN4+LZeiKpgPaJhdGdu7I/Xb+Tjk9V6VG/If/u31ukM7coCr0aNAqbyng8O4tftmziSGYWZzZsxLnNmhf7/o5kZvLG4n9ZsG8PdpOZ4a3bcFfPM2meUIM514/h7SULmbNnF26fn1Y1avBIn350rF2HGbt3hoz1UO+z8jTl/9m3l2/XrSHD7eLClq25ql2HsO3Y0lxOjmRl0TgmttpL05aEclvsFEIkAn8YMXKD0x2fqvLO0kV8u24NOV4vzeITeG7g2ZzVqEmxx/hp0waemz8Xs0kBqTV6+HLYpdSKjOS6XydzPDsbBS398NoOnXii7wD6fjWeY9nZIWMNbtqcD4YMpf/Xn5PidObN6nNTBv2qDJS3q3SuW5dPhg7XFa1afuggY36fgl+quP1+Ii0WEuPi+emKkUX2sUxzOTn3u69Ic7mCHkKKENzYqSuP9+2vq6HyzLzZfK9T3BNlsbL+jnt4f9liPl21Ii8f32420zQunilXXhMkHezx+3lizkz+3LENq2LCJ1Vu6dqd+3v1qVK98/LGSD80MCgnnps/JyjfeldqCrdM+41Jl19Fx0J6bebnynYdGNKiFcsPHcRuMdOzfsO8me+c68ew5ugRknKy6VynHnWiolh79IiuCiIAUmI3W5hy5TU8NnsGyw8dBKBrvfo8cdYAmiXEsyMlmdoRUWEFp1QpuXf6H0GqjtleLztTUvh63WruCCNRm8ukjRvI9nhD+nKqUvL9hrVYTSYe0Wmj9suWTbrjZXk9LNy/j49XLg9K33T5fOxNS+W3bVu4ql2HvO0v/zuf6Tu34/H782Lrn69eSd2oaK6ugh6alY1R2WlgUAIy3C5+3rIpJEfb7fPx4YqlJRor2mZjcLPmnNWoSVD4QghB13r1Ob95y7w0O6fXG3ZmmR1wvg1jYplw2ZUsGnMr/Zs0Ze3Ro1w95UeGTPiWbI+3UNXAXSkpZHlDHxRuv4/ft24p8l5WHj4UVlDM7ffzzfo1uvF9vcYauSw9dACLEhrWcfp8zN69K2iMyZs3hvxOnD4fn65aXqTtpwPl4siFED8AS4DWQoiDQoibymNcA4NTjUOZmVh1nIsEtidXnPhSl3r1UFX9MKgqVZLzCVTdPf0PFu7fi1fVutwfycrkjj9/Z1vyibDjW02mQlu4FRWCbZGQoCtKlYtW9Roavw+noS6AMxs0ROq0QzIJQa18MX6nzxtW8jfF6SzU7tOF8spauVpKWU9KaZFSNpRSflEe4xoYnGo0jI7Bq4bOIhUhaF+7drHHScrOZtWRQ5wIoxBYELvZwvMDz9bTqGL5oUNc9MO3bDx+jD+2b2Xj8WMhaYi5cq3haBIXR8PomJDxrYrCkaxMmn8wlp6ffcw361brOvXrO3bRnT3nkuBwEK2z+Dj2/At1G2Xf3q0nfRo1IcZmD7HJYjJxXcfOeT9HW23ULlCElEuXutVfEKs4GKEVA4MSEG2zMapjlxBhK5vJxF09zgzalqv7fe2Un7hmyk/8umUzLq+XB2b8Rf+vP2PM71Po+9V4Hps9o9AmErmYFFNQE+f8HMvO5tIfJ/Do7Bm6Wil+KdmTllro+B8PHUaCI4JIixW7yYxFUfBJSXJgVnvCmcMbi/5l/OoVIec2iInh20uvoKGORrrDbObJfgN1Q0OtatRk7vVjOKtRE2KsNhJj4xg35CIeOasfihB8d+kVNIqNJcJiIcpqJcJs4cVB59C21smHphCC5wcODkpjNAmtZd7jffsXes+nC0aJvoFBCVGl5Is1K/l89SrSXE461K7D0/0H0SnQMBm01MQ7/5rKP/v25Um1OswW6kRGciQzE3e+Wb3dbOb2bj24t1efkGvl5/kFc/lm3ZpS2Wwzmbila4+QvqEF8fj9LNi7h+M52Xyzbo2uVne01crqW+/SzUIBWHxgPx+tXMa2EydoHBvL/b360C8g1FUapJRsTjpOlsdDp7p1g/Re8rP6yGE+XLGUvWlpdKxTh7t7nFlpRU+VhdHqzcCgEll95DDX//pziN52OOLtdlbdelfQtqScbPanp5EYG0+NiAi+Wbua1xb9U+LOPiYhiLXZ+fu60SWSwu34yQe6mTJWk4klY24j3lF5RUUGGkb6oYFBJbLk4AHdLvThyMznML1+P4/NmcFfO7ZjM5lw+/1c0roNj/TpxzvLFhfbkdtMJqJtNgY2acr9Z/YpsZ55s7gE1h8/GrLdbjITcxp1oD8dMBy5gUEFEG+3YzOZQhpLCNDJw4BO+fLP316yiL937gjKiZ66fSv1o6P56YqR3D/jL7adSEIWMp7NZOLuHmdyV88zdfZqSClZc/QIG44fpWF0LAMSmwY1mni4T19u/eO3oJi7w2zm7p5nhg2rFJcMt4uJG9bzz/69NIyOYXTnrkFxb4OSYThyA4MKYGjL1ryycEHIdpvZDIGemX4pMQmB1WTmmYAuuJSSCRvW6mqJv798Kc3iE/jrmlFkuF2kudxIKfl753beX74k76FhM5mo4Yjg+k6dw9rn9vkY/fsUNhw7il+qmBUTsTYbP40YSf3AgmXfxk348MKLeeXfBexJS6VWRAR39ziTazp0AuBQRgbPLZjLv/v3YlYUhrduwxN9BxBVRGl8ijOHi374jjSnC5ffhyIEf+zYxthzh3BBy1bF/owNTmLEyA0MKojlhw5y559T80IhVpMpkBni4NOVy9mSfIL2tWpza7ceeV3jVSlp+cFY3Vk2aDPie3v15rZuwc0R/tm3ly/XruJETg7dAz0oj2Rl0bthI65o2z7Eub6zdBHjV60MCv+YhKBbvQZMuuKqIu8t0+3m7G+/CCrJtyom2taqxS9XXlNoWfyr/y7g63WrQ1Ik42x2lt9yR5n6kZ7uGDFyA4NKpmeDhiy7+XbWH9PizB3r1M0LSbx53hDdcxQhaFurNpuSjuvud/p8vL9sKTd06hKUvdG/SSL9mySy9OABbpo6BV+g3+XC/Xv5bPVKpo68Lqg5xM+bN4XE8P1SsuboYTLcLmJsoVos+ZmydTM53uCSfI/qZ3tKMmuOHim0ofHsPbt05XYzPW52p6aELRIyCI/x6DMwqEBMikKXevXpUq9+sePKzw8cHJKnnh+Xz8sXq0OLe6SUPDxrOk6fL89ROn0+knKyGVdAPqCwvHV/mArSXDLcbmbs3B4S/8+1YUchFaSF4ZeS4zqiYAZFYzhyA4NTjK716vP7yOuCytDzI4EPVyzlm3Wrg7YfzsrULUn3qSozdwVLxV7YspVuJWbzhBqFphX+tWMbZ37xCauPHtHdL4SgWUJC2PMBGsfoa74IYHeq0dagNBiO3MDgFKRFQg3ePX9o2Jm5y+/n3aWL8eebWTvM5rB6KQUbO9zfqw8NY2KIDGy3m81EW228HSbkA3AsK4uHZv6Ny+fT7d5jUUw0jYune70Ghd5bjwYNdB2P3WyhhqNkKZIGGkaM3MDgFKV3o8a8Ovg8Hpjxl+7iZ47XR6bHTVyg20+CI4Kudeuz8vBBfEGNKcyM6tQl6NxYu53p197A3zu3s+boERJj47jkjLa6OuW5/LVzO/rJjtpC6UWtWvPsgEFF6n9f0bY9H65YFhKasZlMnNOseaHnlicH0tMZv3oFa44eoUV8Ard160GbapoCaczIDQxOYYa1bkObmrV099nMJqKtwYU5710wlKbxCURaLERZrNhMJi5o0YprAymD+bGaTAxr3YZnB5zNDZ27FurEQZPS1Yutm4TgwTPP4u3zhhS5SApQOzKK8RdfQrzdQaTFQoTFQoPoGCZcNiKoWURFsiM5mQsnfsuPG9ezOek4f+zYxhWTf2DRgX2Vcv3yxpiRGxic4jzUpy93/TUtpDDnjm49QxZQa0VG8ve1N7Dm6BGOZmXSvnYdGsfGlYsdg5o2Y9yKpSEt6hQhaBJXsmuc1agJy2++nc0nkjArCmfUqBkyk890u/l92xa2J5+gXa3aXNy6jW7vz9Lw6sIF5Hg9ee8XqpQ4fT6emjubuaPGVLuuQkYeuYFBNWD6jm28svAfDmdmEGu3c2f3XtzUpVulO5znF8zlp00bcPl8QUEWATSJjePHK0ZSK4ykbEnYl5bGZT9NxOXz4vT5iLBYiLZa+fWqa6kbFV3m8Tt8/AHZOo00zIrCqlvuJPoUlSAw8sgNDKoxQ1q2ZkjL1nj9fsyKEuLAndkulk5bRVZqFl3O6UjDlvXCjBTKsawsvlm3mnXHjnJGzVrc2LkrDcNkljzTfxCDmzbnpqlTgnLBJbA3PY1b/viV3666rlT3mJ//zZ1JutuVt3ib4/Xi9vl46d/5jBtycZnHj7XbdB15bp/T6kb1s9jA4D+MXkf7zUu28cSQl5FS4vepICUX3nIOd757Y5Ez9l0pyYGZr5Z7vvLwIX7ctIGJl12p239UCEG21xPSmzOXTcePczgzI6/MvzT4VZVlhw6GZOD4pWTunt2lHjc/Yzp34+0lC4MWXG0mE5ec0Vb3Mz7VMRY7DQyqMX6fn6eHvU5OhhNnpguP04PH5eXvL+eyfHrR2uUv/jOfLI8nb3btVVVyvF6enjc77DnHsrLCpjkKtIKhsiCE0O0aBITdXlJGd+7KVe06aAqRVm1ReFBiM54dMKhcxq9sjBm5gUE1ZuOirfg8oRWWrmw307+YQ68LuxZ6/rJDB3QTCjceP4bX79ednXaqUxezouhmsFhNJlqUsZmDIgR9GjXmn317Q/b5VTWsXSW9xjMDzuaenr3ZnZZCg+iYcom9VxXGjNzAoBrj8/jQbeQJeFxedq3by4oZa0k/kaF7TLgsEKvJFFZSoGOduvSs3zBkuwBeOfu8chG9Clf9aVYUFpZTiqDH72fixnU8OGM6l/44kRf/mUe6y1UuY1c2xozcwKCKOXEoma3Ld5JQN442Z7YqUSZK+75nIHW0UWwRVvZtPMD9fZ9CMZvwuryMePhiRr8wMmj8azt04vPVq3D5g2PFl7VpFzaMIYTgq+GXMX7Vcr5at4Zsj4emcfG8MHAw3RuEOvjSkKWzEAnaomqas3yc7a1//Mbygwfz7v379euYt3c306+5odLy2cuL6mWtgcFphJSSTx78mmmfzsJiNSNVSY368bw+6xlqNyqeAqDNYeORr+/m9evfx+/34/P4sUfZMZkVThxORvWfdPJT3v2TFp2b0u/yk80m7unZm92pqczZswuryYRXVelZvyFP9RtY6HUtJhN39ezNXT17l+rei2JwYnNm7tpJjje4VZ5fVenVsOwPi/XHjrLi0MGgB5hX9XM8O5vpO7dzyRltdc9z+3xM276VZYcO0igmlivbtT8lQjKGIzcwqCLmTVrEX5/Pwevy4nVpDuvwrmM8f/mbfLj89WKP0++yXrTs+g6zvl1ARnImrXs0Z+wtnwQ5cdDi5lPe+zPIkVtMJsZdeDEHM9LZkZJMYlw8TePiy+cGy8B5zVvw5dpVbD2RlJdZ4jBbuK5jpzJlxOSy4fgx9NZrc7xeVhw+pOvIM9xuLv1xAseyssjxebGaTIxftYKvL7mc7vUL15epaAxHbmBQRfz2wV+4soMzPFS/ys61e9m7+QCJbRsVe6y6ibW5/pkRAOxevw+z1YzXHboImpGcqXt+w5jYsLnjReHMcvLDq78yd+JCFJPC+TcOZMRDw7DaC+8UVBgWk4mJl13JL1s2MXX7ViItFq7p0ImzE5uVesz81I+O1tYACmh/2c1mEsM8yD5ZuYxDGRl4VO0kj9+PBz8PzPiLf0bfXKXVoIYjNzCoIrIzQiVnAVSfypMXvsL4dW8RGVu8Ksnd6/cx6fXf2LtxPy27NkPorIBabGb6DO9RJpsL4vf5ub/f0xzYehivW3urmPjKr6yevYFnf3mYxb+tICfTSffzO9P4jJLNWm1mM9d06JTXWq486dc4kVibDZcvuDmGWShcFias8ueO7XlOPD/JzhwOZWaU+kFYHhiO3MCgiuh3WS9+3HlUN30w9Xg6v42bzrVPXlHkOOvmb+LJi17F4/IgVcm+zQcxWUxY7GZ8Hj9SlVgdFmJrxjDioWHleg9L/1jFkV3H8pw4gMfpYcuyHVzd8DYUk4Lf5+eL/03kolvP4faxo08JHROzovDjiJE88PdfrDt2FCGgUUwsY8+/MKiTUn5sYVIeVSmxmarWlRqO3MCgirjiwYv5+6t5JB8KbabgdXn595dlxXLk79/1Ge6ckyEa1a+i+lVadW9O47YNSdp/gu7nd+bi288t9gy/uGxZuh1nVmgWSW7MPz9/fT6HXhd1p+vgDuVqQ2lpEB3DTyNGkup04lPVIjViru3YmTcW/RNUDWoSgrY1a5WLvkxZMBz5fwgpVfAsBd82MCWCrR9CGF+BqiIqLpKXpz3O3b2ewOcNfWWPjo9kzdwNTHxlCsf3JdHurDO47ukrqN/8ZOm8x+3l4LbDuuPv3XiAD5e/VmH2A9RJrI0twhb0IAmHK9vNzK/nnTKOPJfCOiLl59oOnVh+6CDz9uzOqz6Ntdv4oBy0X8qK8Vf8H0GqWciU68C/F6QPhAWUeEj4EWHS17s2qHiad25K47YN2bvxAKr/ZKWkPdJG0w5NeHrYa7hztJzqo3uTWPTbcj5c8XqeKJbZYsJit+o60qj4ip8lDhp5Fl88MYGgq+dGTnSyQvy+8L1CT3XMisKHF17M9uQTrDt2lLqRUfRp1LjYvVgrkqq3wKBSkJlvg28HyBzAAzIb/EeRGU9VtWn/eV78/THqNauDI8pORIwDi93CJfcMYdZ3C/KcOGghE1eWi2+emZS3TVEULrx5MDZHcIaILcLG5fcPrXDbo+IiGbvgBZq0bYjFZsFiM9OiUyJWW2jFqD3SxuBr+1W4TRVNqxo1GdG2Pf2aJJ4SThyMGfl/B9c0oGDc0gfuf5DSixDlI9hvUHJqN67FV1vfY+vynaQeS6PNma1w57j57f3pIceqqmTDv1uCtt38+nWkJWWw6NdlWGwWvG4v540eyBUPVc4rf7OOTfh84zskH0lFMSnE145lweQlvDF6HKpfxef1YY+w0Wd4D3oNLVz7xaB0/KcdufTtBu8mMDUAS5dTYjW94giNwZ6k8puLGAQjhKBNr5Z5P2dn5OD364chEuoF5zlbbRb+N+E+Uo+lcWTPcRq2rEdMjcqvNqyRz64BI3rTplcL5k1aRFZaDr2GdqVdn9an+d9Y1fGfdORS+pBpD4J7HggzIDVnHv8twlQ25bZTFtt5gVl5/lQ3BazdEaL0hRsGFYPX7aVl16ZsW7kLf76FUFuEjasfv1T3nPg6ccTXiasU+w7tPMKqmeuJiHHQZ3gPIqJDFwxrN67FVY9eUin2/NcplwCPEOICIcQ2IcROIcTj5TFmRSKzvwb3fMCtxYplDvj2INMfqWLLKg4R/SiY6oDIzZGNABGHiHm5Su0yCGXaJzO4tskd7N6wj9w6cqvDij3KzugXrgoqsa8KPnvsO27t+DDjH/mW9+/8jJENbmXd/E1VatN/nTLPyIUQJuBD4FzgILBCCDFVSrm5rGNXGM6JQMHcVx94liHVTIRS9SI45Y0w1YCaM8D1N9K7BWFuBvYLEUrV5r8aBLNvy0E+eehbPAXzsKXkm+3vk1C3anVQ1szdwNSPZuBxBasTPnvpG/x09HPdRU6Diqc8ZuQ9gZ1Syt1SSg8wCRheDuNWHDKcDKYAqS+feToghBXhGIYS8xgiYoThxE9B5k74NyiUkovJbGLVzPVVYFEwf385L0QfBjQlx3XzNlaBRQZQPo68AXAg388HA9tOXWyD0X0ZMTUAJaHSzTEwyMXt9KD6Qx25qsqQWXBV4POEVmzm4tWRGjCoHMrDkestQ4ekQQghbhVCrBRCrExKSiqHy5YeEXUfKDWA3AUaK4gIROxrxqq6QZVy1iU9sUXYQrarqkqPIV3yfvZ5fWxbsZO9mw4gw/TPrAjOvqYf9shQ+/w+P13Obl9pdhgEUx5ZKweB/HqbDYGQmmEp5XhgPED37t2rNN9NmGpCzelI5xTwrABzM0TESISpXlWaZWBA+75nMGBEbxZMXoIr241QBFa7hWufvDyv2cTiqSt4Y/Q4pF+iqio16ifw0rTHadiqfoXb17RjY+o1rcOBbYfwef2YrSYUk4kHP78DR1TxSt0rGiklUkqUU6RYpzIQZX2aC02sYzswGDgErACukVKGXcbu3r27XLlyZZmua2BwuiKlZN38TSz4aTEWm4VzRw2gZVdNh/vgjiPc3vlh3M6TYRYhBAn14piw72NMZWxKXBh/fT6bD+/9ElWVmpyAgLZntuLRr++mXrM6FXbd4uLz+vjqyR+Y9slMXNlumnZszD3jbqb9WWdUtWnlhhBilZSye8HtZZ6RSyl9Qoi7gRmACfiyMCf+X0G6lyBzJoCaDvbzERFXIIS99ON5tyOzvwDfTrB2RkTehDBV/AzMoPIRQtB5UHs6DwoNVfz12Sx8vuAYupQSZ6aLtXM30u3c8tfuBkg5msqH934Zkk2zY/VustKyK+SaJeXtmz7m31+W5j3kdq/bx+Pnv8SHy1+lSQmadFRHyuXdQ0r5l5SylZSyuZTyP5+YrGaNR6beDu6Z4F0GmW8ik69CyqIV4vSQ7qXI5BHg+h18GyBnEvLERUjfrnK23OBU58TBFN2sFiklqcfSK+y6S6et0g1VeF1eFvy0uMKuW1xSj6WxYPKSoDcV0AqrJr3+W9UYVYn8d4JIlYRUUyHrAyB/9xcn+PaCc2rJx5MSmfF0YLzckm0vyGxk5ptlttegetFjSBfdxUafz0+Hfm0q7sJC6Kc1CKH9q2KO7D6G1R6aw676VXav31cFFlUuhiMvbzyrNYnYEJxI16ySjyezwX9Qbwd4lpd8PINqzYAr+9CgZb0gtUN7pI0Lbx5MnSbh5Yh9Xh9/fT6HBwc+w6PnvcCCnxaXKNul97DuQTK7uVisZgaNPKtkN1EB1G9RF487NDVSMSm06lo+fT5PZf6TWisVihKLvgiVAqXQcZFYOTkTL4DQb0llcPpitVl4d+FLTP1oBvN/XIQjys6wOy+g/xXhy/ZVVeWJC15my7IdebrlW5ZsZ8WMtTz8xZ3Fum587Vju++RW3rt9fGBMLSvkqscvoXmnxDLfV1mJqxXLudf1Z87Ef4Okf612K1c9dknVGVZJlDlrpTSczlkrUqrIpEGgHiXYodsRNSYgLCXrjiK9G7X4uJ56oaUHSo0JZTHX4D/A8ulrePGqsbgKtGSzOayMW/4aie2KvxB44lAy//6yDJ/XT+9h3fMaXJQFZ5aTf39ZRsrRNNr3PaPUKol+v58fXpnCbx9MJys9hzN6tuTOd0fTqlvzMtt4qlBhWSsGwQihQMJXyJSbQKYCitaRJ+apEjtxAPyHADuglxlgzMgNimbVrHUhThxOpjmWxJHXbFCDS++9sFzs8vv9/PTmVL55ZpKmDSbBYjfTcUA7XvjtUcyWkrknk8nEdU+P4LqnR5SLfdUJw5FXAMLcDGrN1TJM1CywdCq9rom5HcHSs7nYwdarLGZWClJNA+kGpbZRNRvA4/KQfiKT+DqxJXZWeWO4vZgtpmIVvcTVjsFiM+N1B3+PTBZTleiWg/YQee6yN1n2xyryBwXcOR42LNjM9M/ncNHt5+FxebDarcZ3pwiMxc4KQgiBsHRE2PqUSZxKmBuCfQgn5QQAzKBEIyKuLLOdFYX0H0NNvh55/Cxk0jnIE+ciPaur2qwqRVVVvvjfBC6rOYYbz7iXy2uNYfLbU0u06Lhx4RZu6fggF0Vey8XR1/PB3Z8XqcFy7vUDUHQKhUwmE72HhbylVwpr5mxgzZwN6N26K8fNT29N5drEOxgWM4pL4m/g+xcno6rVt99nRWM48ipEShfSuwXpL1x7RsS+CtEPgakJKLXAcTmixq8IJaaSLC0ZUqrIlOvBuxKtvZwb/PuRqWOQ/qNVbV6VMeGln/n1/em4c9y4czzkZDj55tmfmPH1vGKdv2/LQR6/4GX2bjyAVCUep4e/v5zLq9e9X+h5NRvU4NmfHyIqLpKIaAeOaDs16sXz2synsevoulQGy/9eE7QoWZBje5NIOpCM6lfJyXAy6fXf+ebZHyvRwuqFEVqpItTsbyDrHTTpXC/SdhYi9m2EEhVyrBAmROQoiBxV+YaWBu9KUI8TskArfcicHxHR91WJWVWJqqr8PPaPkG737hw3E176hQtuPLvIMSa/+TveAil2HpeX5X+tJulgMrUahs+K6nFBFyYf+5xtK3Zhtpho2a1ZlWqRRMdHYraa8ekpJgpC3lLcOW6mvPcX1z19BRaroXleEGNGXgVI11zIHKt1JpLZgAfciyqlQ5H07UXNfAM17WGkcyqyIvTX/SGaaQE84NuOmvkOavK1qOnPaH1T/wN43V5dHW+AlCOpxRpjz8YD+rncNgtHdh8r8nyzxUy7Pq1p3aMFPq+fuT8s5PPHv+fvL+fizA6n0V8xnHPdAEwmffcT7gGj+lUykrMq0qxqi+HIqwCZPZ7gyk/QnPm/SDWl4q7rmoM8MQyyvwLXVGT6UwHpgHL+I7a0B6kXz7SD+1/I/gK8K8A5GXniUqR7Wait0oV0zUDmTEH6j5SvfVWA1W6lZgN9rfumHZsUa4zWPZpjsoTGuj0uL41aF193Jy0pnZva3s+7t33Kj2/8zof3fcmoZndxZE/RD4Pyok6TWjz27T3YI204ou1Y7Rasdgu3j72B9n31Ra4sVjNxtU7NcGJVY4RWqgI1TExcmEFNrZDmFlJ6AzP+/E7bBb7NyOwfEFE3ltu1hLkF0jYw0Bc193q5r8NuTubX+wEnMuMpqDkzLzNBetYiU29CK4SSkOFDRt6CUo1DMkIIbh87mtdHvR8UG7ZFWLntzeKFzEY8PIzZ3/+DM6gZs5Wzr+5boqbLnz36PUkHk/M0W1zZbjxOD2Nv+YQ3Zz9b7HHyo6oq//68lOlfzsXn9XHeqIEMvrYfJnPwgycn08n6BZux2MyceXE3Jh/7gg3/bsFsMdGhXxvMFjNn9GzJY+e+EKSbYouwcf2zI0LGM9AwCoKqADX9SXBOISSGLKIRtZdUSFd76VmHTLkK3SpRURulzsLyvZ70IbO/BecPWms923ng/A3I1Dnagqi9CKHEaQ+c431AFhSAciDixyOqQcplYayatY5vn/uJQzuP0qxjY0a/eDVtz2xV7PP3bNzPJw9+w6ZFW4mIcXDJvRdy1aPDSyRfOzx2FDmZBd8ItXL2P7K/L1UM+vUbPmDhlGV54SN7pI2OA9ry0rQn8h7Qs79fwLu3jdfeKiQoZoWXpj1Buz6tQ8Zb/89mxj/6HXs27KdGvTiufeoKzh89qMR25SctKZ2Z38zn4PYjtD/rDAZe1Qervfz/1iqScAVBhiOvAqT/EPLEcC1GnpcjboeYZ1Airgg9XkrwrgHPMlDiwT4EocSW6JqqezGkjg67X9RaojVorkDU44NAPaSzx4Koswoh7Ej3ImTaPSALxkIF2C9CiXu7Qm38L3BJ/A1kp+eEbDeZTfyR/X2Jc9t3rdvLfWc9GZKFYo+088Lvj9Ll7A4c2HaI27s+iqeAOmFEjIMfD39W4dkzO1bv5uGzn8Pn9eNxerBH2omvE8u45a8Sk1B9mq2Hc+RGjLwKEKYGiJrTwDECTE3B2gcR/0kYJ+5Hpt2FTLkRmfUeMvNVZNIApGdVCS9aeCm1dE4p2XilIXIUwfnwAFawn3dSqz3s4qsspGm2QUk4+5q+mK3BztpkVuh+fqdSFSitnbsR1Rf6pufKdrF6ltYweubX83Xld5Gw7M+Kry9444Zx5GQ48x4krmwXSQdO8N1zkyv82pWB4cirCGGqhxL7PEqtGSgJXyNsffQPdP0O7kXkydhKJ8gcZNrdSKnzh6GD9G6EtFsKP8h/oPD95YCIGAWOoWg9UqMBO1i6IGJePHmQtYcmaRB6MsIeWhou1TTU7K9R05/Py8KR/mOo6c+jJp2LmnwN0lW8PO3/Cje9cg2N2zTAEWXHbDXhiLZTq2FNHhh/e6nGi06ICnkwAFjtFmICi5NZadn4fXpNpVVyMkLfDsqTtKR0Du4IXTD3ef388/OSCr12ZWEsdlYyUvoAtdhxcJnzC6EZLmizU98msHQs/Hw1DZkySidUkQ/hQFi7FcuesiCECRH7CjLqPvDtAFMDhLlp8DFKFDLmOch4Dq2YyK+pPFq6gf2CoGOldysy5VqQXsCFdP0Kme+CmommTeMD/z5k2iZk9L0okTdV+D3uWreXdfM3EVszhj6X9MARqd8VSlVVkg+nsmfjfia99hv7txyk0RkNGP3CVXQa0K5CbYyMjeTjVW+wevYG9mzYT4OWdel1YddSLyT2vawX4+79MmS7UBQGX9MXgDMv7s7s7/8JScFU/Spdzyn8O1xWCnvLMNtODxd4etxFNUD6k7UGEe75gIq0dEfEvoQwJxZ1Ztmu65yqP8PNwwJKnYAMQOUgTHXAFL7HoxJxGdLaCen8BdQMhG0w2AZogmT5kOmPgsy3eCpzAuGXgAJTHk7IfB/puBqhVIzQmKqqvD7qAxb9thzVLzFbTHxw9+e8PusZWncPVt9b+Osy3r/zMzJTs4MKYtKTMnjywld4dsoj9Di/c4XYmYuiKHQ/rxPdzzvZGs7v9zPrmwVM/2IOqio5f/QgLhgzqMhwS0S0g9f+fpJnL3lDawUntPGfnPQACXXjAehxQWc6DmjH+gWbTi6IRti49P4LC9VRLw+i4iJp27sVGxduDcrDtzqsDLlpcIVeu7IwFjsrASn9yBNDAg0icv9wFRAxiFpzdas5887NmYLMeJ6QWblSA1FrIUIUPotSM16FnK/0d4pocIxARN1ZYeX+0ndAexswt0Tr011O46ppyONnoc3ai4GIQiR8jSjiDaa0zJnwL+/e/mnIjLNG/QQm7v84r8hly7IdPHL2cyEtyfLTuE0Dvtj0boXYGQ4pJc9e+gZr5mwIcrTt+p7Bq9OfLJZold/vZ9uKXag+P2f0ahnyAPD7/Sycspx5PyzEFmFjyE1n6/YlrQhOHErmgX7PkJ6cEXDmgvZ9z+DFqY9Vq0pRQ8a2KvEsDuSO558ZqyDdSOdUROQ14c91DAf3LG0M6UaLLyuIuA+KdOIAwtoV6fwxkCETNDAi/guEtXPJ74dAWCPrA/BuBnMzRNTdCGuXk/v9R5Gpd2ohFGEGTMiYl1Ec5xc+rpSaaqRvL5hbISzhOqCXMAwgvZpOTQUx/Ys5upWbORk57FyzJ08T+8c3fitS5OrA1sNIKStV8W/Lsh1BThw08apNi7axbv6mYjlck8lUaCqlyWRiwIjeDBjRu1xsLgkxNaLpc0l3/hw/B6/LS4suTblj7A3VyokXRrVx5FL6wbtKk4W1ditx+l352uLUQiRqFljPRJiL0HP27Q0T3nCCb2ehpwphgriPtHv3rNBNP5SedVoYAre2IGjtf9IJ2AaDqTH49qAV4wDYwdoNLMXvuC7VTK0qUwikiIfU29CKfSR4DiFTVkD8BwjbAK3PaMoN4N8P+AMPICD9EaQ5EWEJzRvWrpGBTBkTcP4KSD/S2g0R/wlCBKenCSUaaemifS5B+fgWtFz5AtusXRGmsjdBCIduRgZaIZA/X0bHkV3HdBX/8hNbK7rSZVvXL9gcInMLWnbHugWhjjwjJZM5E/7l2N7jtOtzBr2HdS+1JG9l8OKVY1k9e70W+kFLR7y3z5N8sekdajao2LTbyuDU/eTzIb3bkKk3ahkbuSJT0Y+gVIGIlFZ1OAYtHU4FVGTEKJSYQnRSLK1BmELD3SICYSl6piOEAGt37V8B1KwPIWs8mpNWka6/wXY2xI7VpHSFGRJ+QGZ/Dq6pgBkcVyAibwhxFlJN1+QDXDO0BcaI6xCOK5CuGZD+mHYPEJjdF7wZFzLjRUStAeBdD+oxQrsaeZE53yNiX0QPmfE8+LagNZcObPSsRGa+i4h5LPRziXsTmXy1VjwkfZrzN3cE+4WQ9RbaW48XrD0Rce8U9hGXmXOu78+ONXtCRLHMVjOtup3sGdm+Xxv2bzmIL4zjt0XYGPn4pRVqqx5xtWOx2MwhmSU2h5X42nFB23au2cNDg57F7/Xjdnr467M51GtWh3f+fZGI6ILppYXj9/n549OZ/PXZHHxeH+dc159L7xta6rxyKSWHdx3F71Np1Lo+QggO7jgS5MS148Dr8vL7h39z0yvXlupapxKnfIxcSj8yqR+oJwrssSMSvkNYiz+rLCta1eFZINOCdwgHIu4jhE2/Ca2UEpl8Ofi2A7mv1WZQaiJqzTyZQ11Se/yHkUnnc3Kmnd+eTxG28H0cQ8ZSc5DJF4P/WD4bHdpDwT079Bq6KIg668C9UJMD0MuUsfZHSfg89PrSjzzWEd2Yt4hDqaPfaFpKn/am4D+kabxYOiGE0MTAfHtBiUeYKnYxDbTmxv+78BW2LNuBK8uF1W5BKAov/P4YXQef7Ax1/MAJbu30EM4MJ6p68m/PZFaw2K1c+cgwrnvqikqfkWdn5HBV/VtCi3qi7EzY+1FQ0cyYtvdxYGuwMJrFZuGKBy9izMuFhAl1eOaS11k9e33eda0OC4ntGvP+4pdLnEWzd9MBnr/iLZIOnEAgiK4RxVOTHiD9RCavXf8+ORmh2V9dz+3I6zOeLtF1qpLqGyP3rAjMxAviRjp/qBRHLqWqZUx4cvW1Cx7gRDonh3XkQghI+BaZ+Y6WF44fbIMR0Y+V2okDmgPTKwWQLqR7drEduZQSmf4/nVxyJ7j/ptjxaGEHLFpKpG5hjx1s/cKc7Ee3LylQ2ENECDPYQ0u3hbCCpfil72XFbDHz2oynWDVrPWvnbiCuThyDr+mbl7WRS+1GNfl45Rt8/cwk1szZSFztGC67fyhdz+lIfJ3YKovZ/vbBdKQaPKmz2My8/MfjQU78xKFkju0N1Qryur3M/WFhiRz5tpW7WD17Q9DDw+P0cmDrIZb9uRopJZ8/MYEju45Ru3ENRr8wkrOv0f/+eFweHhr0LJnJmXmhK1eOm8fPf4nXZz2t+wZktppp0blpyPbqyKnvyGUWoDc7kaCmVeilVedfkPkGqIeRSg2wnR8+G1D3YXMSoUQhYp+G2PJ7+kus6GqnIEHNKP44mW8FHLYeCsXLDLGD4zrtgWeqhYwYBc4J+T4XK5hqIRyh1augOV5p6QjetaHXt4Zz/qcWiqLQ4/zORaYO1mtWhye+r3wBsEM7j/DF/yaybt5GouKiuPzBi7j49vM4cSiFiS//EhR6AK1k3+0M3qaYlLAxfpPZxL4tB/nx9d/YtXYvLbs25arHLqFR6wa6x29evE1XlteZ5eLvr+YGzdSP7D7O2Fs/wev1cf4NoQ/uxb+vwOv2htjm96tsWbqDTgPbsW7exqB7tNgsXHJP5aXdViSnfmWntXug4KMgDkSBApHyRLpmQ/rjoAZeIdVkcE4CdKrQRATCfnGF2aJrn2clZLxK2Nmqe3GxxlF9ewPpieHaaJk4qVxYcLsNRKT2X8dliOj78/aK6EcQsa9phTymFhB5a6CrUfi2dyLmRRBR2ngA2EHEImKeKNa9hEP6k1DTHkQ91gn1WBfU9Ke1xVtAejdo+5JHomZ+gFSLpw1e3Ug6mMxdPR9n4ZRlZCRncXjXUcY/8h0fP/g1q2evR9HRBndlu1n8W3BIK6FuPE3bNwqZW1ntFrqd05G7ejzOnAn/snv9PmZ99w93dn+MbSuCF/Rzw7kJ9eIxW0Pf9qx2C5uXbA8J87hzPHz15A+695dyNE23SYXH6eHEoWSe/fkhhtw8GHukDaFoqYfv/vtioc04qhOn/IxcKHHI6Ie0Rgx5EqgObQFRp2S7vJCZYwmWfIVgZ2ciuOqw8p7sUs1Apt6M7kMl76DjqElDEQnfIEw1dQ9RnbMg/QH0mzsHMNXRZsTOXzj5edgh4kpE9INabFqpq1VkelajZr2nZeKYmyOi7kOpof+HJ6VEuv4E5+8gIhERl4G1H6LmTC1d0rtNi3dHXFGmDCUp3cjkK4LTP51TkN51yIhbIeN/5H2vvJuQzklQY2qegJiUfmT2J5D9jVZ8ZGmPiH6qwkJ62Rk5OLNc1KgXX65x8p/HTsOd7Q4Kn7hz3Pz56SzuHncTQgm9lsmsEBETWkB11WOX8OJVY4O22aPsbF66PWixV/WruLLdfHjfl7y/+BW2rdzFuHu+YNuKnTii7Fx4yzlYrBZcwhU0kzaZTWSl6lcipxxJxef1hWTItOvTOtCXNPi77Iiy06FfW2wOG3e/fxN3v39Tpad2VganvCMHUCJHIy2dkDk/gExH2M8H+0UVIveah/9g4ftNTcDaC2EfFEj3q8SXG9ffFKvi078bmXYvosbEkF1SzYL0hzm5sKmDiEUkfKdVfjou0KpEAeEYDpbu2h+DuYU2nnsRMvUO8py9JwmZshbiPw5ZO5BqFvLERSffdgDpngWOy1BiX0RE3VX0vRUX1/SAJG7+P3CvlhqZ8TTBD2s3qGnI7PF5bwEy4/mA/G7gOO86TfKg5i+IwL2XB9np2bw55iOW/7kaoQhia8XwwPjbi1XhmZGcSUZyJnWb1g6bArhx4VbdOLHFZqFWQ/0Hvcli5rwbBgRtU1WVD+/9MuTr58p2sWvtXt1xtq3YxcEdR3h40LN5eeo5GU6mfvg3zTs34cQhK+knMlEUQXRCNE9Nup/XbxjH4Z2h/V3jasfq3mPrHi3oMrg9a+ZsyLdwaqVJ24b0vLBL0LGnmxOH6hBaCSCsXVDi3kCJ/xThuKxinTiAuYiuLeoxlNjnEbaBlevEAdT0MOGmgvjBux7p1+n84lmkpeuFxQoRY8C3C/AjrD1RYl9CiX0JYe0RmrqY8TKhbzCuwPZgZOrNQU5cwxuYKW8uxn0VH+n6R6cYisBirN5DzAtuTWRLqqng/JXQ+3Ijsz4tVzufGf4Gy/9cjdfjw+PyknQgmecvf5M9G/eHPScn08mzl77ByIa3ckf3xxhR52ZmfKMvENawVX0UnVm31611F3pm8kM4oh04ouxERDuw2i3c+e5omrQNrpHYvW4fzqxQFUqPM/z3MTI2gslv/R4Sg/e4vGxZupOstGyQcMMLI5mw9yPa9m7NmJeuxhYR/Ddui7Ax6rkrw17nuV8e4dY3RtG8cyKJ7Rox6tkRvDXvuRJptVdXqsWMvDKQ3k3gWQ2m2mAbhIh+GJl6D6F/xAFEyfJlyxXbmZBlodCQSC7CHNAjKahtUtiM3qLtzx6v+UDhgIRvC5+B+ncVa7v0HwfvujCDeMH9D1jaFmJb8VGdf4F7hv5OYQ2TWYNWdAXg2w/CcrKg6eTIWkVrOXFw+2G2rdiJt0CM1+v28cvYaTz8pfaGsnPNHmZ+Ox+P00O3czvx27i/2LxkOz6PP6+Y54O7vsAeYSM6Por6LepSN7E2AFc+MoxFvy0LijtbbBaad2nKM5e8zt6NBzCZFKwOK+eOGsio50YQHR8qHVHSdGVbhJVL7hnCsj9X6y5sAjgztb+xr5/6gd4Xd6NBi3oMuLIPPp+fLx6fQNLBZOLrxDHq+Su56NZzw17LZDYx7M7zGXZn4dXDpyP/eUcupQ+Zdm9AKlYNlJPbEDUmIOLeRaY/hNYgOT92cFxdBdZqCEsHpH0wuOZwUoNFQXfBUgpN87wg1r6gK4Obu7DpJa8wR+YgU26BWnPDv5aKeJA6/UZFcPqdVg8QWF8IPTiw2Fk2pJTInEmQ+Tz6i7giUK5fC/xrCtjiQEQG2t6ZG4Vx9gqElQ4oOcf3n8BsNYfor6h+NU9+dfLbU/nmmR/xuDxICX+On607ljvHzctXv0tEtAOv20v38zvz5A/307xTIs/+8gjv3v4pKUfSEAIata7PtuU78xys6lfxenxM/2I2fYZ3p8vZHULGb945EXukXXdWXhCTxcSgkX259snLST6cys41e8I6cwCfz8/Mb+Zz44va39bga/ox+Jp+qKoatiGzgcZ//tOROZPy6X27NactU5Gp9yDsZyNq/QOWLoDjZEaFrR8iqnTazeWFiH0LEfsyWM8Cax+IfhpEbZ0jXci0+7UCmfznK1GB+yqIn9B0QwkyVZPNDUfEtUDBcJcDIgvooJubEv5rp5TLorHMeg8yXyV8Jo4VIu8BeZiTTtwS2D5GSzMFhJIAjmFAwVx/GyLytjLbmUvTDo1Dwg6g5XF37N+W5COpfPX0JNxOT5Hl/QBSlWSn5+BxeVk5Yx2fPfodAD3O78z3uz9i0sFPGbf8VfZtOaDrWN05Hia+rDUayUjO5M/xs/h57DT2bT6Aoig88/NDuvrj+bE5rNz13hge+vwOTGYTIx4ehtVReDjU7/WTmRK6yGk48aIxPiHnT4TqfUvwH0D6DiCUaJQaPyJqTELEvoqoOQ0l/kPwH0ZNfxL1xDDUtAeR3q2VarYQCsJxEUrCVygJX6NEXgv2s3WO9IN7BjJpINKfb3HRfwS8JenMooTNlVcz34fs/DFjAdgh8kZE5JgCdjsg+n5CnT4Q83KZ281JNQuyvyRsSAzAVBcynioQpxdgvxgl+r6gtw4R8wJE3BB4iAswt0EkfIkox2Kj+DpxDL31HGz5ytIVk4IjysGl917IqpnrMJlL96fqcXmY/sXcvJCIEAJ7pI3nLn0Lvzf87PjonuMsn76Ga5rcwScPfcOXT07kzh6P89H9XyEEuumK+VGlpO+lPfN+btiyHm/Pe46mHRqHPcceZefMi0JlKACO70/i3dvHc+MZ9/HY+S+yZu6GQq//X+M/H1oJv2iokD8GLSxtwNImcMpWZMrIQOzUD77tSNcciC9ZWXx5IqUHnIW0rVJTkOlPIBK+0X72bgwf/9UN06i6TSykaw5kf0HwwqEAc1PtrcU1Fek/COa2YOuPECaUyDFIUxMtrc9/EExtIPYpFHOzkPFLjH+/vq5NnmkOtBl2QUfvAdcfSPXJIFlhIcyImIcg5qEKTVu7890bSWzXiF/e/YPM1Gy6n9eJG18cSXydOK3cvwwL6h6XF1VV8xb9vn/xZ47vLyh5cRIhBK17tuClq8aGaMdM/2IOh3cdw6vzBpF7rtVhYdRzVxFfJy5oX0LdOA7pdOoBLZbeoe8ZdD8/NK3z6N7j3NH1UZxZLvw+Pwe3H2bToq3cM+7mMjdkPl0okyMXQowAngPaAD2llNVPZNwxDLI+IqSwRokDU6LuKTLz1QKZECrgRGY8i6gVZnGtHNGkXjdr8WZLBy0E4FmKfgVsPhs9y5HSrSkJmuqgH3owg4gJzL6d5BUExbwUokAIIHO+IfSNRgXfbuSxfiC82ljCAaZGkPCDVuVqH4ywl7+ov1QSdNY0clG0UE/OL/q7hVkT+9LRh5f+4+D6C1XN1NIpLV3K1akLIRh667kM1VnM6zW0K1INP3sGrWt9RIyDlCNpIftadG0alLkx46t5um3XcrE6rHQa0JYVf68J2efKdnNg20HdRU/FpNBxQFtueuUazujZMmT/1I9m6IaQAJq0a8SLUx/XDaN898JkcjKdQWEgd46HTx78hsHX9itX1cWcTCf//rKUjBOZdBzYLqQpyKlKWT+BjcBlQPnmYlUiInI00jUT/HsCztkGwoSIeyf8H6on9AsOaG3FpKts+ilFIP1HNalX9TBauMOLjLw5oKJYnEyWwB+guQMoDcC/mxDJ14RvEb4tSPc8rYGFYySYamjVrkosWLqdnCGGlUnwAh7ygroyB3x7kFnjEDGPl+rei4NwL0aGW0yNeQEl4kpU7xZwHyZk2i5VMNUPOU265iHT7kN78Hk1JUn72RD7drmknqYeS2Py29NYPXs9tRvVZMTDw+jQr03efkeUg2d+fpjnL38Tn8+P33Py3hSTgj3SxkcrX8fj8nLfWU/hdXnxeX2YzCYsNgv3fRS8ThFOeREgsX0jnpr0AAe368+cQZvhmyymEOleVVV56Is7qNtEb61GyycPx+51+8KKZK2dt1E3lu/z+Tm65zgNW4X+zkrDlmU7ePz8F5GqxOv2YrKY6TW0K0/+cH+Z4/TbVu7i22d/ZPeG/TRqXZ9Rz11J+7PKb8G8TI5cSrkFqneCvRAOqDEZ3HORnuWg1EM4Lik8VqvEgqoXg7WiX85efsjUO7SHTn5Hlf0lMvZlCk8pVMDaI+8hI52/BaRm5cn9oiYi7nUt/mtppRX+AGrWp5A1TgvFILXOQglfI8zNtAVT3zada+vNID2alG4FOnLpXY5+RowVEVgSElH3IN0LCX6TcEDkGO37kH886UamP0hwKMYJrnlgnw3288pkb/KRVG7v/DBZ6Tn4PD52rd3L6jnr88IGfp+fL/43kWkfz8Dn9RMR7aBtn1akHUsn9Vg67fu1YdSzI2jQQtNa/2z920x590+2rdxJ806JXP7ARdRvXlezOsvJe3d8puVt69CsUxM+XfMWALUa1Qw7a087nhEisAVa+t+c7//h2if19XTanNmS1bPX6+7zeXxsXLRV17kl1I3n+L7QUJDf6yemZnTI9tKgqirPXfpGkEKiz+tn+V+rmTtxIedc17/UY29cuIXHL3g5L0x14mAymxdv45mfH6bnEL2Eg5JTaYudQohbhRArhRArk5JC1dOqEiHMCPt5KDFPoUTdVPSCW8QNhGYy2CFiRLG69pQW6dufV6ATjBNyfoSYFwN2FbBBRICSgIh5RRvHvQgyngWZwUmHa9YcfcEqTPeSk6EnmaWFLdRjyJSbUL37A2qOBf+oTRQe5qlATI3RXUgVFgg0lhCWMxAJ34KlB2AHpT5EP4aIujf0PM8K9O8lR3sYlpFJr/1KVlpw7053jod3bvuU71/6mXdv/5SpH/2NK9udl9Wxdu5Gbnr1Wibs/Zgnvrs3z4kD1GlSizveGc27/77EPeNuznPi6ScyuKP7Y8z9YWGIE7baLUTFRQYJeUVEO7jl9et1bdbTNAHNsS6coi83DHDFg4XrET1+/kvs2bAvZPvIxy4J0Se32Cz0urBrkDJjWdi5Zo9uSqUr2830L+aUaeyPH/wmZK3B7fTw0f1hWjCWgiIduRBithBio86/4SW5kJRyvJSyu5Sye61aFa8PXZGIyDEQcQVaGCYKsIJdk6WtUGTGyeYOIfvSUCKGI2pOA8d1YB0A9qsg4h5EzAuIWvMQ5obaodmfoLvY556FLBAqkTkT0M3qkamQ9brOYiloD4cwjQGs/TWtmAoSpxKOKwK1APlRtDUP68mFaGHthFJjAkrd9Si156NEXhPmzbKwB1LZ50ErZ6zVDXX4vX4mvvQLf385T1c86rsXfg45Z/f6fbx45duMbnUPz132BttXaaGMWd/OZ2TD2zi0/UjoTFpA8y6JfLPzAxLbBVdxduzfBnuk/u9Rb0YOWku1cETFRQZlshTE4/Iw4WVt/UJVVVbPXs9v46YTGRvBDS9epa0DRDuw2C10P78Tj35TflIOql8N+6suLPe9OOxeH/pwAji880ihaxUlocjQipTynHK50mmEEAoi5hlk1D3g2wemBpXSvABzK/TDJwpYB2mVjDnfaR16hA1QwdQAIr8OXqj0hdGREWZtAVWJO7lNTQ9jjBJolKH3RZSETf9zz0cen6YdZW6OiH2jkL6cJUeYakP8V8j0h8F/XLPF0i6w5lGKtyVrD3T/wkUEwnF5Wc0lvk5c2Hh0wUrP/BzZFaxDsnnJNh4990WtYEjVuuSsmLGWdn3O0FL1wsovg9ls1p3ZNm7TEKvdGtKL1GKzEBUXQfqJzCAnZ4+0FSkL+/CXd7J7/T4O7wqVjZCqZOWMdexYs5vXr/+A4/tP4Pf5MZlN1G9Rl292fEDqsXQS6saFZMSUlZZdm2G1WfKqTHOxRdg474aBZRo7tlYMyYdCi+UiYiKKTOMsLkYeeRkQSjzC2rlYTlxKPzJnMmryCNQTl6Nmfx9UpCOl1Lr0yMKe/hZATxpAag48/dFAD0tvIAySo2WPpN0XuIYPNeM1UEPFiLQDPEilIdK3HzXzLdS0BwPZLTqzMukHcztK/BWSKeRVjfq2IlOuRYZ9WJQOYe2CqDlb675Ua4FWB6CziFmssYQVEfeBlnUjHGhzHzvYh4JtYJltHfHwsBK3NRMCWnQNTtX86IGvceecVDeUUtM/WTOnECeOVnTUto9+TrzJbOLhL+/EFmHNy2O3Rdio3agGb8x+hvot6mraLDERWO0WRjw8jN4X6+eB5xIZG8kHy14NW1CUk5HDPb2e4OD2wzizXHhcXpxZLvZvPshXT0+ieafEcnfioN3r0z89hD3Slle4ZI+00aHfGWV25CMfuySoRgC0z/HyB4aW2/pimVq9CSEuBT4AagFpwFopZZFCByVp9XY6IKVEpt2Vr4IUwA6WzoiEbzRVwaw3Nc1zEQGRtyAibwsVpvJuRSZfRWiooyisiFrzkFkfFZCjLYgFIm+E7O/QnK0P7cHhR3PYrsB/rRDzNMLSCZk8ohT25McO0Y+gROrHY08VpJqm9TKVWWDto9UVlAOqqvL0sNdZ/lfxi7NsETbeXfhiUHebC2wjwzaALoyo+Eg+3/gONerFhz1m/9ZDTPt4Bsf3naD7+Z04Z9QAHJF2pJRsX7mLtOPpnNGrJbE1YwDt+77sz9XM/GYeUsK5owbQ++LuQd/nd+/4lNnf/RMSNioMe6SNaZnfl/geS0JaUjrzflhEWlIGnQa2o8vZ7cvsbKWUfPv8ZCa/NRVFEah+lYvuOI9bXr+uxIJe4Vq9nfI9O08HpCcgfVrQ4YkIiLgZsscT7FytEHkHSvTJGKCUKjLtIXD/WQoLHBB5E2SPK8axeql7Nk2TXPi1PqMRV+c1jZae5ci0R0ANn65WtHmjUGKfKv351ZhPHvqGPz6dFbIYlovZYqJ550SyUrNJOZpGy27NuPWN62ndI1jAbES9m0k7VrI3m+adE3lm8kN5C6LlxVs3fcSCnxbnhWTskTb6XX4mj359d94xfp+fr5+ZxKTXfiv2uBabhb+coZLM1QW3082JQykk1IvHEVm6FOVwjtwIregg1WykZxXSp79IUWK8K9Dv9ZkD2d+ju/CY/SEyn6iVzPqolE4cbYE0e3wxD9YL7bjBvw8l/lOU2JfznDiAsPZE1JoNIk7nPAUtFGECpQW6SzIiAmHtDID0bkZNux/1xMWo6U+W3+d/ipKdkcO0j2eEdeKg5Uo365TIV9veZ2rGd7w97/kQJ35k9zE69G1TpP5Jfnpd2JUPl79W7k58+6pdzP9xUVBc3ZXt5p+fl7Jt5ck8cpPZxJiXrylSfyUXxaTQa2jXcrW1srE5bDRoUa/UTrwwjBL9AqjZX0LmuwH5Vx/ScgYi/hOtejIMUkotFS37E60TjaU9IvrRk7NWkYA20y24eGUHMsOM6kN61yOsXbQqukIdcSFqgtjQHGpxXmEtaI5cZywltFNM3lWEBRK+RqbeBNKlFdbgDFzfp9mg7iR00dCiNa2wn4d0L0Gm3hawUwXfTq2DUMKPCEvrYthe/Ti2Nwmz1Ry22hEACfN+WEiPC7rQ77JeAHjcXhb/tpyje5PYumInK/5arS2aBV6uTWYFvy/0gWwyKaAI7nj7BobfXTEdrVbPWo/PHbpI63V7WTljbVClpBCCC28ezF+fzw7SM7faLAiTghDaQ0CrWo3gzndvrBCbTwcMR54P6f4HMt8DXCcXiLwbkal3IcK0LAO0Sr/scSdFpTxLkcnXQo1JWizVuwbd3ppCAaJAhtG98KwHaxc051aICJTtfPAsCMjSugCLprdtuwgib4Dk4rTEs4OSoIV7/LsJmpkLByKiiO7o5hYQ/y34DkDmU6A6OflAyL33AmE8S3dE/PsIYUXNeLbAPfo1+dzM1xAJ5ZdvWxC/z8+Pb/7O1HF/k53ppPPAdtz21qhyqxYsjNqNa+bpiBeGK9vNtE9m0O+yXhzZfYz7+j6FK9uFO9uDqlO6r+fEQSuDf2X6k4XGw8tKREwEZqsZfwFJXrPVTGRs6GTgltevI+lAMiv+XoPFZsHr9tL3sl7c/cFN/DN5CXs27qdF56YMuKpPhcxkTxcMR54Pmf0FoQt3Ps2Z+w8hTKHdwKX0QPZHOsqALmTW+xB1r9aXUo/op7Wu8c4fdXZaEKaYwP9b0X5VYf7o1WPaYqZzKviPIKxdteYYgXxqVakTqOIsiBVs/bVZtPUsRMRVmrhWyvWBYiGpPRzsF4H9Ev1rA2r2N5D1buB4L/pvB3q4EEosUjrBf0D/kBIpNJact27+mH9/XpK36Lbsz9Vs+HcLn28cS80GZW/M6/V4+f7Fn/njEy0O3mlQO+5450YatqxHVFwk590wgNnfF73o5woUq7x63fukHU8Pm8ddGClHU0moG1ea2yg2/UecyfhHvw3ZLgQMuLJPyHar3cpzUx7h2L4kDu08SqPW9fMaIuvpzhjoY8TI8+MPMzMWFghXwOI/in5+l9bMF/c/6MbHMSHUpEB/Sp2yfmEBW+4XWVKoc5RuhBKHEjkKJeYxhP3cPCcOQNSD6FWiiri3UeI/Qkn4UqtoVaIQ5saIWnMRceMQMc8jav6pxcXDrNxL1wzIGhvQcc8J3GtxCyhyP7fcB5UOovSNl4vixKFkFvy4OMiJSilxZbv49vlClCRLwMtXv8svY/8gIzkTt9PDiulruafXE6Qc1b5P94y7mcvuH0pEtAMh0G2CbIuwMujqvmSmZrFj9e5SOXGAjBNZ/PmZfkOK8iKuVizP/vwwjmgHETHaP0e0nWcmP0x87fC/yzpNatF1cIeQrvZ+n5/vX5zMFbXHMMR+NQ8NepZd6/ZW6D1URwxHnh/7QHTLu5FgDlVzA0CpgX6nHTS1v7zc44KYtYU+U11E3PsgIrUqURGpNT2O/yyfnGoRM1xb30J3KxGXQszLYGqI9it3ABKZ8Rxq5ruhTSeECWE7C+EYjjCH148GkFmfhNUpLxyHVoUZuB6OEYQ+bBxaOmT+60mJdP6JmjwKNXkkavYPIfYXl72bDmK1hz5E/T6Vv7+Yy1s3faQbuiguh3cdZcX0NUGdf6SUuJ0epn48Ewgs+r10Db+lfcN09ySe++URbBFWzBYtLc0eZSexXSOG3nJOsdusmSwm3RomVVX58smJ+P3lU00Yjh4XdOHnY5/z1I8P8tSkB/j52Bel1hR55/ZPmfT6b6SfyMTn8bF+wWYe6Pc0h3eFqYX4j2I48nyIyJs0QawgZ+6A6Cd0JVwBhBIJjsvRnfFG3V1Ixxs30rcPqWZrkq61lyLiPkDEfYKovRhh7XHyGsISKL7Rw4KIuCHsPUnfAaR3M8JxAaLGz5pELW7tn5qs9eU83g819Q6ke0GJezKiHg+zQwARWswdK9qCrF3bLiK0iknHZSePjnkc7IM5KXtg07RrCtybzHgSmf4/8C7Vwi6ZryFTRgdl+BSX+s3rhK2elFIy/8fFzPxmQYnHzWX3hv26lXtet5ety3YEbRNCYDKb6DO8B5+ufYsrHryYc28YwIPjb+fdhS9htVuJSYimaYfGhEtrNltM2BxWTTMlzK8xMzmLaxrfrqtpUp5Y7VZ6nN+ZHhd0wWovXaP01GNpzJ2wMCTs5HF5+OmtqeVh5mmDESPPh1ASoOY0ZPa3WkjEVAcROSbIqeqeF/MUUtgg5wfArzXvjX4SYesNgIwdC+kPkZeRkYvzJ6R3FdT4RXtQFBCsCiL6KUi7Ea2HZL72ZAnf6Yp8Sf9RZOqd4NsZ0GdRtFxw6Qy2AZ+mm+Keg/QsBsd1iJhHivys8rB0AfdsQsMpMRD/HkI9qjWkUGqB6y/t4WHtpS105u/EI6yIuHeQ/iTwHwZzE0R+qQBA+naCcxrBC8dOrRGye0GYDknhqd+8Lh37t2Hd/E26i47uHDdTP5zOBTeWvHnBpsXbeO/28SHl7QBmq4lmHUPfdLweL4t+Xc6O1btp2Ko+1zx5GY6o4Erex769hwf6P43X5c3L6IiuEUXnQe2p2aAGF9w4iPrN6/LVU/XCNnFIOZLGQ4Oe492FL9L4jIYlvrfK4uD2I1jt2gJofvw+le35UhkNjIKgckXK3CYK0SExZdU1F9LuIyR7RUQgYt9B2PWdhVRzkBlPa1WFAJi1vpe2s7XCHFNNHTsk8sSF4N9LcFgmTIPmIGyIWjOKXdIufTu16s6gB4QdYp5DibissFNLjMz5AZnxKroZPI7rUGKfKfGYzmwXb9wwjoVTlunub9i6Pl9tea9EY6afyOD6ZneFbVDsiLLz+cax1G5cK+ice3v/j9Rj6TizXNgjbdgcNt5b/FKQuiFocrTzf1zM0T3Had2jBb2Gdg3R8l746zJeu+79kIbO+bFYzSS2b8Tzvz0WEps+FThxOIVRze8OceSKSeHcUQN4+Is7q8iyqsMoCKoEhLAglBjdhUHh24lu1onMQXr1NZoBZPoD4JqJNpv3ADng24WwD9B14gD4NgQqLQuGGyRFyssKE3iCnZqUEulZgcz+EumaERSTFuYWiBpTwH6hJgdr6YGI/7jcnTigvenoCl9ZIdxnUQSOSDtP//QgcXVCF+IsNgsDRvQO2pZ8JJVf3/+LSa/9GjY8MXfiQvxhFPPqNq3N2/OfD3LiAJ8/MYHj+0/kOX9XtpuMlEzevunjUJujHAy5aTA3vnQ1fYb30G3I0PfSXjz144NEROtp82h4PT52rdvHE0NeKjKkJqVkzdwNfP/iz/z1+RyyM3IKPb48qFk/gT7Du4cUDVlsFuo1r8uLV43l4we/5sC2QxVuy6mOEVqpLEz1NUVCWfAPwBF29iv9R8G9mNAcdDcy6zNE/Af61/Ino/+MloHtRTSgyFelKaULmTIafFu11EJh1RZkEyblyeIKc1NE3NhCxiwnbIPQ/8oqCMelpR5WURSe+O5enrnkDfw+Hz6PH3ukjZoNazDi4WF5x/3z8xJev2EcSInfp/L9iz9z4S3ncMc7o4Me3smHU/DozITNVjPD77qAlgUErwAW/rIsRM5WqpLNS7bhdrqxOUomrAVw5kXduOfDm3nvDv0QD2gSrcf2JrFr3d4g7Zb8eNxe/jfkZbav3IUr240twsr4h7/lzbnP6t5LefLoN/fwxRMT+HP8bDxON4ntGuPMcTHp1Sm4st2YzCb+/HQW/5t4P32GFx4CPZ0xZuSVhf1c8hb78hCaYwy3IOo/GujKUxAZCJuEwdIhEEsPMUJrimFuS/iZuTkoVi+zPtHSKHNTC2U2qEmaTGwlI4RNax6t1NUWTEUkiBhE/AcIU72iByiErud05LMNb3PFg8MYNPIs7nr/Jj5Z/QaRMVoRS3Z6Nm/cMA6P04PH5cXv8+N2epj+xRw2/LslaKyOA9rhiAotXjGZTUEt3ILuTSftMLAHUYw2Y5uXbOOj+7/ik4e+CSqFH3Blb5p2aIxFJzsnv12phei0TP3wb7Yu24EzyxVIz3STnZHDi1eORUrJvi0HefbSN7ii9hhubv8As7//p+SL5mGw2izcMXY00zK/Y7pnEoOv60fKkbS8B1Pu7+HNMR/i8xZdXHW6clrPyKVvFzJ7otbf0tpPa+FWSKl5RSKEDWpMQqY9GGiNFug0Hzs2qGt7EObmgQKbkB2B7jZhrmWqiYwYDc7v8qUGauEHEXUPQnlCm2k7Z0Hm0+TN0kUkIn48QuR7lXVOIfSNQIJ3PVLNQCgxVCbC0hZqLdCaT0uvpjWu+7ArOfWa1uGmV/QrWFfOWIdiDnWo7hw3cyf+S8f+bfO2dT+/E807J7Jj9e68jAtbhI2u53QI0UnJZfA1/fjzs1lBi66KSaHL4PZYbYXf3ycPfc0fn87W3gIE/PHpTK546GJGPz8Si9XC2/OfZ3Srezm+X79OwuP20rpH+CbDM76epxtrTzmaxurZ63n+irdwZbmRUpJ+IpP3bh/PsX1JXPtk2fXacxFCYDKZmP/TYt23Hb9PZde6fdWmWXJ5c9o68pMNcwOVhu7FyJyvoMYUhFI+7aFKijAnImpOQfqTARk+xp17vBKNjLwRsvN3qle0kvmomws/N/ohsHZAZn+jVWnazkNEjs57aAhhR0RcjHScqzWTFg6wdAxtJqzbAQjAh5S+KmnoJoQAS7h0zIqjuJ1iFEXh9VnPMO3jGcz6dgEms4khNw1myE3hs2pufPlqNi7eyqHtR/B6vFhsVqITInmoiAW9nWv3aFWjuc5Nah2EJr85jXOuG0DDlvWwWC1kpmSFHeOKBy4qtGVaeBlXybRPZuLO8QTNwF05bn549Vcuu39ouZfVR0Tpx/xVv6r7FvRf4bR05FL6kOmPEdIw138Emf0VIlqnN2MlUmRP0PzHRj2ANDWB7C9ATQHrmYjoB4rMKhFCgP18LV/bPR8tjzv0dVcIO9h6h2zPQ4kHv15Vq0D4D4ApvJjY6UTtxjV1y+hNFhNnX9MvZLvVZuHy+y/i8vsvKtb4EdEOPlz+GmvnbWL3ur3Ub16XXkO74nF5mPbxDDYu2kqj1vUZcvM5eVopB7Yd4t3bx+vOlqVUWTptZV6fzLpNa7Nnw/6Q42wOK6NfHFmobeePHshXT00KuU6NevHs3bhf9wFnMisc3nmU5p0Si3X/xWXYXRewfdWuoJi/EII6TWrSqHXF6+OcqpyWjlxrUKwXI/aA62+oYkdeEoQQiIjLIaLkr6lqzs+Q8byW6SEB/MjYN1AcJVC+U2oFRLQKGuYAWXz9a9WfpGXbmOoizInFv/4pwo9v/K4tKxRseSkEbXvrd9gpKYqi0HVwB7oO7gBoBTF39nicrNQsXNlurHYLP705lTfnPkdGcibPX/5mWOVEqUqmfTyDZX+uZsjNg+k0sJ2uI4+rE4tSRAx+2F0XsPSP1WxdsRNPjhurw6p11Jn8EF/8byKHdoRWWXrdPmo2KP+HfP8rzmTToq38OX6WVsEKRMVG8sLvj5Vbt53qyOnpyEVk+LL5cPHoUxzpP4Z0/qqJYtnOBNs5hcaGpW+/5sRxBzuf9EeR1p7Ffyuwnw/edYTkbks/WDoXbbdvNzL1ljxRLIlAmhIR8V/kZb1UB7Ys3a6b7KOYTKQcSQ1JJywPvnp6EqnH0vI6/2hO28sbN3xAVmp2oUJbPq+fw7uOcXjXMbYu34HZov+nnnIkjeQjqYUqIvq8fnoP6052eg5+v58zh3bjqscuISLawbX/u4wN/2wOssVqt9BneI+8jkHliRCCO9+9kSsevIhNi7cTVzuGjgPalrjTzunGaenIhbkh0twCfFsILoBxICJO7ZZiekjPcs0ZSj/gQbp+B9OnkDAx7OKtdE0nrEa5eyZEXF2sa4uIy5E5E8F/kJPO3AHR9xa50CnVHGTylQElxbyt4N+jKSzWmlttZlE1G9Yg5WhayHapqkQnVMzkYMnvK3Tbtx3aeRSzTu54OFzZbhD6ax0msxK2cAkgJ9PJXT0fJ+nACdw5HoQQHNpxhLpNazPkpsG079uGR7++m3H3fklWWjZIGHR1X+79sPA1nLJSu3GtCnl4VldOS0cOIOI/RKbcoHWFR2jpeBEjNEnWaoTW4u2BYGEqqRUFyZxvEVG3hznRjX4Vp1rIAmYoQjigxs9I589adakSj4i4HmHrVfTJrr918uZzzTih6bRbq0fXl2ufupxXrnkvqJuP1WFl8LX9Qsroy4uw3XOkDCvm5Yi2h3SCh0CILtAvMj8RMQ7qN68T1oY/PpnJ8f0n8jJFpJS4czx8dP9XDLq6L/YIG/2v6E3fy3qRdjydiJiIEjeTNig7p20euTDVR9SciYj/HBH7CqLWbJSYpyplBijdy1BTbkM9cammLhhOArc4+HdrudshuAO6I/oI+2D0lRxFoLCm+AglQpPIrTEBJX5c8Zw4IP0HCauhjtS6KVUT+gzrwW1vXU9kbITWad1uYfA1fbn7g5sq7JpDbz0HWwFnbjKb6HJ2B87o1Sqvs30u9khbQKQqNORmc1iJjo/K6+ZuspiwRdh45Ku7C42RL/x1mW66n2JS2LHq5NqJoigk1I03nHgVcdrOyCGQuWHtVqnXVLN/gMzXyEsX9O3QZrM1pxbaLi4cUvWGn0GL8KpywtIOGXElOCdrjSMQgBWibkGYm5TYjtIgLB2QWNFfeFY1wa1qxMW3n8+QmwZz4lAKMTWiCy1/Lw9GPDyMLUt3sGbOBq31GVCrUQ0e/eZupJQ8dt6LHN2bhKIIvG4f51zXn+F3X8CSqaE6RiazifEb3ubfX5ayevZ66jWtzUW3n0/DloUXUsXU0E9LVP0qUXFVU5NhEIohmlWOSOlCHj9TJ5xghcgxKNEPhjlPBZkGIiqoGEf1bIKU0YBedogdop9CibyycJs8q5HOP0GYEI5hQY2TKxop/cjkSwIFUPkR4BiNEvtEpdlSndmzcT87V++hTmItOvRrk/dWKaVk+8pdJB1MpmW3Zvw+bjq/j/sbxaTgynajmBSsDguR0RE8/9ujYYuRCmPlzHU8f/mbQel+iiJo2Lo+n298p9qscZwuhBPNMhx5OSI965CpN4LUKb4wn4FSM1RDWc35FTJfD5xjgohrIGIUpN0DvvBiWpjaI2pO1poynMJINQuZ9R44f9beLEQtiHkQYR9mOIFyZPoXc/jwvq+CYvhmi4l2fdvwxqyni0wxLIwfXvuV71+YjNlqRlUlNerF8dqMp6mbWLs8TDcoAeEc+WkdWql0lIQwJfWAoiM365oHBZsO50wA56+aRnhhWDuc8k4c0NrHxTwJMU9WtSnljtvpxmw1nxKpbz+P/SPIiYOWNrh58VacWa48zZjScPXjlzL01nPYumwnsTWjadW9ufEQPsU4bRc7qwJhbgSWtoQ+Hx1a96ECyKwPCNXWdoFMoXCFQiuYWxdqi5Sy3ISLSop0/4uaNAT1aGvU42ehZn9fZbZUBKtmrWN063sZFjOKS+Ju4JOHv6lywabMVP0SfKEoODNL04ovmJiEaHoO6ULrHi0MJ34KYjjyckbEfRTQAbEHWpY5IPoBhF73H//hUl7FhnAM090jpQs1/XnksU7IY2egJo9EercWOaKUEuk/hPQfK6VNgXE8y5Gpt4F/F3mZKZmvIrM/K9O4pwrbVuzk2Uvf4NCOI6h+FVe2mz8+nsm7d4yvUru6ntNRt61cdHwkNer/N2QU/ssYjrycEaYaKDUmI2pO01Ifay9GiRytf7Clrf72QokICH/pF6HI1Lu0eDQuNJXC1cjkS1Fd4XtPSu965IlzkUkXIJMGo564BOkrXU9HmfYkoSmHXsh6X+ugVM2Z+MqUkHQ8t9PDvIkLyUjJrCKr4MYXRxIZG4HFqr0NKorAFmHlgU9vM2bQ/wEMR15BCHMThLWr1pw53DHRDxLStFk4wDoQrdN9AcwdEbVmolj00welbzd4VhAqO+uHtDuQrrmh56gpWuGUf3/gPA/4tiJTrimd41VD9Tw0PFCWfPpThP1bDqIXJTJbzWFlYiuDOk1q8dmGsVx631Ba92jBwJF9eXfhS/QaWrnptwZVg7HYWYUIS3uo8T0y823wbgRTXUTU3Qj7EKRrNjL7K/CngK0rRIxCsRQeF8e3B4Q5THjdp/X+tA0MkqqVOb/p6NKoWgqle36gIUZJCB8LlyKuSmRvy5OW3ZpzeOdRVDX4Pn0eH/Waha+QrAxq1IvnltevK/dxU4+lsWDyEnIynPS4oHOFdwUyKDmGI69ihKWj1vWm4Hb7OQj7OSUbLGwjigBqBqjHwVT35Db/YXSbGUuv1qGopCg1A7IIBRDRKEr4AqbqwrVPXsaSqSuC8qptETaG331BmTJDTlWW/bmKF68ai5Taw2riK1M4++q+PDD+ZMhGVVVWz97ArrV7qdesNr2HdcdiLZ9mHwbFw3DkpxHCnIi09Qnoj+vNjNXAAmy+c2zdkK6fQ4uYhAmsnUtuRPSTkP4YwdWcZogueYf7U5EmbRsxdsELWku15TuJqRHNiIcv5pJ7Lqxq08odV46bl0a+E6Rs6M5xM2/SQvpe1oueQ7qQk+nkoYHPcmjHETwur1aAFBPBe4tfpnaj0jXENig5hiM/zRBx7yNT7gDvwgJ7rGAbFLpIajsHTB9pYZk852sHS0+EpUOJr684hqIiIettbbav1IeoB1Ai9LNsqiMtuzbj7XnPV7UZFc66eRt1M2Fc2W5mfbeAnkO68PUzk9i3+SBet/Ym6Mz0487x8OaNH/Lm7Gcr2+T/LIYjP80QwgYJXyAz34Kcb7XmzdIL1h6I2Fd1jrdAwg/I7M/BNQ2wgONKRGTp5X4Vx0XgqF4qkxWBx+Xh31+WcXD7YRLbNaLPJT1Ou5DD3IkL85x4LqpfZcM/W3DluA0RrUqiTI5cCPEmcDHaVG4XcKOUMq0c7DIoA0IIRMwjyKhbwLcDlHqFNnEQShQi+n6Ivr/SbDzdSTqYzD29/0dOeg7OLBeOKDufPzGB95e8Qnzt2Ko2r1h0GtQeqYaG6OyRNs69fgCA7v5cTqcisFOdsqYfzgLaSyk7AtsBQwXpFEIocQhrj2rViac0SKki3cuQzj+QvoNVbQ4A790xntSjaXlNG5xZLpIOJPPpw99WsWXFxx5h48kf7scWYcXqsKKYFGwRVgaN7EuPCzoDMODK3pitwfNBoQjanNmy3BsvG4Sn3ESzhBCXAldIKa8t6tjTVTTLoPKRvoPI1FFajroE8ILjMkTM81VWCKOqKkNsV+s2JbZF2Pgj6/sqsKr0pB5PZ8FPi3XTDzNTs7i3z5MkH07BmenCHmXH5rDy/uKXqd+8biGjGpSGyhDNGgP8WI7jGRgUiUy7O5BCmc9pOn/XdOgdw6vMrnDPkOpYZBlfO5ZL7tZv2B0dH8Vn699mydSV7Fy7l3rN6jDgyt7GbLySKdKRCyFmA3qP1iellL8Hjsmty55QyDi3ArcCNG7cuFTGGhjkR/oOgG83oS3tnMic7xFV5MgVRaHX0G4s+3M1ft/JYiuzxUT/K3pX2HXdTjcLflrC9lW7aXxGAwZf25fI2PCVxeWF2WKm3+Vn0u/yMyv8Wgb6lDm0IoS4AbgdGCxluAaNwRihFYPyQHq3I1Ou1O8LamqBUuuvyjcqQMrRVO7t8yQZyZl4nB6sDis16yfw7qKXiEnQ77pTFlKPp3N3r8fJTM7CmeXCHmnDYrPw/uKXadiqfrlfz6BqqJDQihDiAuAxYEBxnbiBQblhbo6mVVPwq2cDu34ooLJIqBvP19veZ+kfqzi47TCJ7RvTY0jnCtMu/+zR70g+lJr3BuDKduPO8fD2TR/zzr8vVsg1DU4dyhojHwfYgFmBhaWlUsowbd0NDMoXIUwQ9zoy9R60yJ4PcGiaNZE3VrF1Wsih76XFa1RdVhb/viIojANa+t/mpdvxuDxY7dVfHsEgPGVy5FLKkjcBNDAoR4RtANSchsz5AfyHEba+4BiGEP+txTa9CkwI1BQo1XCF1aBEGDK2BtUeYW6CEvM4Svz7iIgr/3NOHOCc6/pjsQXPy0xmE90v6HzaVZMahGI4cgOD04AbXxpJ885NsUfZsdotOKId1EmsxUOfGZHO/wKG1oqBwWmAI8rB+4tfZsO/W9i9fh8NWtSl67kdT4nG0AYVj+HIDQxOE4QQdOzflo79S9NC0KA6Y4RWDAwMDKo5xozcwMCg0kk9lsZXT09iye8rsDqsDL3tXK58eBhmi+GSSoPxqRkYGFQqOZlO7uzxGKlH0/Ny3ye8+DPrF2zmpWmPG868FBihFYNSIb3bkTk/Id0LkCHNmw0MwjP7u3/ITMkOKmDyuLysmrmOSxNG88Nrvxpa5iXEePQZlAgpfci0B8C9ABAgFBDRkDDxtNc9NygfNi7cgjvHrbvPle1mwku/EBFtZ/hdVSuzUJ0wZuQGJULmTAw4cRfgBJkN6nFk2r1VbZpBNaHRGQ2w2MIXKblz3Ex8eUolWlT9MRy5QcnImYTmxPOjgm870n+sKiwyqGYMuXkwZkvh+e1pSRmVZM3pgeHIDUqI/isxKCA9lWqJQfWkZv0E3pzzLE3ahg/FGdK7JcNw5AYlw34hoKOkp9QAkxEjNygerXu04PON7/C/ifdjdQR/n2wOK7ePvaGKLKueGIudBiVCRN6GdM0C9WigoYMVhBkR91aV9cg0CGXnmj3MmfAPPq+fASN60+6sM07J38+gkWcRVzuGr56axMEdh2nUugFjXrqaTgPbVbVp1Ypya75cEowOQdUbKT3gmo70LANTI4TjcoSpdlWbZRBg4iu/MPHlKXjdXqQEW4SV824YyD3jbq5q0wzKSLgOQUZoxaDECGFFOIajxL6CEnWH4cRPIY7uPc6El37B7fSgqhIpJa5sNzO+ns/W5Tuq2jyDCsJw5AYGpxHL/lwNOiEUj8vDot+WV4FFBpWB4cgNDE4jLDYLik5HIEVRsNiNBhOnK4YjNzA4jTjrkh5INXTdy2QxcfbIvlVgkUFlYDhyA4PTiNiaMTz23b3YHFYcUXbsUTasdgt3jL3ByM0+jTHSDw0MTjP6XdaLzoM+Zdmfq/F5/fS6sAvxdeKq2iyDCsRw5AYGpyHR8VGcc13/qjbDoJIwQisGBgYG1RzDkRsYGBhUcwxHbmBgYFDNMRy5gYGBQTXHcOQGBgYG1ZwqEc0SQiQB+yr9woVTEzhR1UZUMcZnYHwGYHwGcOp+Bk2klLUKbqwSR34qIoRYqacq9l/C+AyMzwCMzwCq32dghFYMDAwM/t/e/bzYFMdhHH8/iRVlqWamWEgmKRuRHRaXRJRiIcWSoizQ/AnKipIim4kUoqQxSs0GKU2a6RpNNm6UhQVlocnH4p66UyaO4nx83ee1ut/OXTx9uufp3POjUzgXuZlZ4VzkPZezA/wDPAPPADwDKGwGPkduZlY4H5GbmRXORW5mVjgXeUXSOUmvJL2UdEfS8uxMTZO0X9K0pG+Sirn16k+Q1JI0I2lW0pnsPBkkXZX0QdJUdpYMkoYkPZbUrvaDE9mZ6nKR94wD6yJiPfAaOJucJ8MUsA+YyA7SJEmLgIvADmAYOChpODdVimtAKztEojngVESsBTYBx0r5HbjIKxHxMCLmquVTYDAzT4aIaEfETHaOBBuB2Yh4ExFfgRvAnuRMjYuICeBjdo4sEfE+Il5Unz8DbWAgN1U9LvKFHQEeZIewxgwAb+etOxSyA9vfIWklsAF4lhyllr56Q5CkR8CKBTaNRMTd6jsjdP9ijTaZrSl1ZtCHfnztPPi+3D4laSlwCzgZEZ+y89TRV0UeEdt/tl3SYWAXsC3+0xvsfzWDPtUBhuatB4F3SVkskaTFdEt8NCJuZ+epy6dWKpJawGlgd0R8yc5jjXoOrJa0StIS4ABwLzmTNUySgCtAOyLOZ+f5HS7yngvAMmBc0qSkS9mBmiZpr6QOsBm4L2ksO1MTqovcx4Exuhe4bkbEdG6q5km6DjwB1kjqSDqanalhW4BDwNaqAyYl7cwOVYcf0TczK5yPyM3MCuciNzMrnIvczKxwLnIzs8K5yM3MCuciNzMrnIvczKxw3wGAgcgo09mq2gAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -701,16 +653,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n",
-      "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n",
-      "Clusters :  2\n"
+      "Temps :  0.001\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -718,9 +668,73 @@
      },
      "output_type": "display_data"
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.035\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.002\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -732,53 +746,208 @@
     }
    ],
    "source": [
-    "# Charge le jeu de donnée : blobs\n",
-    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n",
-    "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
-    "liste = []\n",
-    "for i in range(0, len(data)-1):\n",
-    "    liste += [[data[i][0],data[i][1]]]\n",
-    "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
-    "npliste = np.array([x for x in liste])\n",
-    "\n",
-    "# Calcul les clusters pour le nombre attendus de cluster\n",
-    "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
-    "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
-    "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
-    "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
-    "\n",
-    "\n",
-    "# Affiche le résultat de la clusterisation\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
-    "plt.title(\"3 clusters in blobs mode : ward\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
-    "plt.title(\"3 clusters in blobs mode : complete\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
-    "plt.title(\"3 clusters in blobs mode : average\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
-    "plt.title(\"3 clusters in blobs mode : single\")\n",
-    "plt.show()\n",
-    "\n",
-    "metricsandclusterisationof(\"blobs\")"
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "min_samples = [100,2,10,1,10,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderDBSCAN(i,min_samples[n])\n",
+    "    n += 1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "b95ac57f",
+   "execution_count": 232,
+   "id": "6303619e",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import pairwise_distances\n",
+    "from sklearn import datasets\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "import time\n",
+    "import os\n",
+    "import csv\n",
+    "import pandas as pd\n",
+    "\n",
+    "### 2 Clustering aggloméré (metrics)\n",
+    "\n",
+    "def clusteringOnFolderHDBSCAN(name,ms):\n",
+    "    \n",
+    "    ### Charge le jeu de donnée\n",
+    "#     rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
+    "#     data = rawdata.drop(columns=['C'])\n",
+    "#     print(data)\n",
+    "    csvfile = open('dataset/' + name + '.data','r')\n",
+    "    data = []\n",
+    "    try:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
+    "    except Exception:\n",
+    "        data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
+    "    \n",
+    "    ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
+    "    liste = []\n",
+    "    for i in range(0, len(data)-1):\n",
+    "        liste += [[data[i][0],data[i][1]]]\n",
+    "    ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
+    "    npliste = np.array([x for x in liste])\n",
+    "    \n",
+    "    ### Calcule le temps d'exécution\n",
+    "    t1 = time.time()\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    pred = hdbscan.HDBSCAN(min_samples=ms).fit_predict(npliste)\n",
+    "    t2 = time.time()\n",
+    "    temps = round(t2-t1,3)\n",
+    "    print(\"Temps : \",temps)\n",
+    "\n",
+    "    ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
+    "    ### Appel de la méthode de clusterization\n",
+    "    ### Affiche la clusterisations\n",
+    "    #plt.figure(figsize=(10, 10))\n",
+    "    plt.figure()\n",
+    "    plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
+    "    cluster_name = \"Clusters in \" + name\n",
+    "    plt.title(cluster_name)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "id": "6aff1e86",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
+      "Temps :  0.011\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.003\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.005\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.15\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Temps :  0.004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "l=os.listdir('./dataset/')\n",
+    "li=[i for i in l if 'data' in i]\n",
+    "lis=[x.split('.')[0] for x in l]\n",
+    "print(lis)\n",
+    "min_samples = [40,5,20,70,10,5]\n",
+    "n = 0\n",
+    "for i in lis:\n",
+    "    clusteringOnFolderHDBSCAN(i,min_samples[n])\n",
+    "    n += 1"
+   ]
   }
  ],
  "metadata": {
@@ -797,7 +966,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/dataset/a.data b/dataset/a.data
new file mode 100644
index 0000000..a1a6eb5
--- /dev/null
+++ b/dataset/a.data
@@ -0,0 +1,800 @@
+-4.822490e+000	-5.040217e+001	4.020861e+000
+-4.446012e+001	2.096467e+001	-1.149206e+001
+5.000102e+001	7.807481e-001	9.134460e+000
+-4.169908e+001	-2.231006e+001	1.631412e+001
+4.425242e+000	-4.666664e+000	5.022374e+001
+2.726058e+001	2.338604e+001	3.506772e+001
+-1.998800e+001	-6.638056e+000	4.586818e+001
+4.757040e+001	-1.571324e+000	1.587210e+001
+4.187640e+001	1.083021e+001	2.464421e+001
+1.585935e+001	1.468600e+001	4.409609e+001
+-3.377252e+001	-3.660115e+001	3.766672e+000
+3.218305e+000	-4.484079e+001	2.252914e+001
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+2.273310e+001	-3.376487e+001	2.855148e+001
+5.453126e+000	4.356794e+000	4.895405e+001
+6.473627e+000	4.940687e+001	3.539394e-001
+-2.138691e+001	4.432754e+001	-9.408566e+000
+3.433926e+001	-1.168791e+001	3.482704e+001
+-2.538081e+000	-4.035180e+001	2.940645e+001
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+-5.762872e+000	3.568634e+001	3.441024e+001
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+-3.293833e+001	3.747076e+001	5.488567e+000
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+-7.621773e-001	2.429450e-001	5.054068e+001
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+-2.934843e+001	-2.973358e+001	-2.720795e+001
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+-4.799001e+001	-3.734926e+000	-1.351071e+001
+-3.108115e+001	2.226071e+001	-3.188627e+001
+-2.465025e+001	-3.861415e+001	2.005759e+001
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+-2.257602e+001	-1.456696e+001	-4.173751e+001
+7.257201e+000	1.453641e+001	4.757259e+001
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+-4.433257e+001	-1.193141e+001	2.189896e+001
+1.260860e+001	1.471034e+001	4.588678e+001
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diff --git a/dataset/h.data b/dataset/h.data
new file mode 100644
index 0000000..217469c
--- /dev/null
+++ b/dataset/h.data
@@ -0,0 +1,212 @@
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diff --git a/dataset/t.data b/dataset/t.data
new file mode 100644
index 0000000..832ea36
--- /dev/null
+++ b/dataset/t.data
@@ -0,0 +1,400 @@
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diff --git a/dataset/tr.data b/dataset/tr.data
new file mode 100644
index 0000000..7ee5327
--- /dev/null
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diff --git a/dataset/zgn.data b/dataset/zgn.data
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diff --git a/dataset/zgo.data b/dataset/zgo.data
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index 0000000..b3c3541
--- /dev/null
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